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Repository: PacktPublishing/Hands-On-Artificial-Intelligence-for-IoT
Branch: master
Commit: b07c275e49c9
Files: 78
Total size: 11.3 MB
Directory structure:
gitextract_21uunvxe/
├── Chapter01/
│ ├── Readme.md
│ ├── matrix_multiplication.ipynb
│ └── matrix_multiplication_keras.ipynb
├── Chapter02/
│ ├── Hdf5_with_PyTables.ipynb
│ ├── NoSQL with Python.ipynb
│ ├── OpenPyXL_example.ipynb
│ ├── Pandas_xlsx_example.ipynb
│ ├── Readme.md
│ ├── SQL with Python.ipynb
│ ├── Txt_files.ipynb
│ └── read_csv_file.ipynb
├── Chapter03/
│ ├── ElectricalPowerOutputPredictionUsingDecisionTrees.ipynb
│ ├── ElectricalPowerOutputPredictionUsingRegression.ipynb
│ ├── Folds5x2_pp.xlsx
│ ├── Images/
│ │ └── Readme.md
│ ├── LogisticRegressor.py
│ ├── Sigmoid_function.ipynb
│ ├── Wine_quality_using_DecisionTrees.ipynb
│ ├── Wine_quality_using_Ensemble_learning.ipynb
│ ├── Wine_quality_using_GaussianNB.ipynb
│ ├── Wine_quality_using_SVM-with_GridSearch.ipynb
│ ├── Wine_quality_using_SVM.ipynb
│ ├── Wine_quality_using_logistic_regressor.ipynb
│ ├── readme.md
│ └── winequality-red.csv
├── Chapter04/
│ ├── Folds5x2_pp.xlsx
│ ├── LeNet_for_HandrwittenDigitsRecognition.ipynb
│ ├── MLP_classification.ipynb
│ ├── MLP_regression.ipynb
│ ├── Readme.md
│ ├── activation_functions.ipynb
│ ├── single_neuron_tf.ipynb
│ └── winequality-red.csv
├── Chapter05/
│ ├── Folds5x2_pp.xlsx
│ ├── Genetic CNN.ipynb
│ ├── Genetic_RNN.ipynb
│ ├── GuessTheWord.ipynb
│ ├── Optimization_surface_convex.ipynb
│ ├── Optimization_surface_non-convex.ipynb
│ ├── Readme.md
│ └── dag.py
├── Chapter06/
│ ├── DQN.ipynb
│ ├── Images/
│ │ └── Readme.md
│ ├── OpenAI_practice.ipynb
│ ├── Policy Gradients.ipynb
│ ├── Readme.md
│ ├── Taxi_drop-off-NN.ipynb
│ └── Taxi_drop-off.ipynb
├── Chapter07/
│ ├── DCGAN_CelebA.ipynb
│ ├── Images/
│ │ └── Readme.md
│ ├── Readme.md
│ ├── Vanilla_GAN.ipynb
│ ├── VariationalAutoEncoders_MNIST.ipynb
│ └── loader_celebA.py
├── Chapter08/
│ ├── Boston_Price_MLlib.ipynb
│ ├── Readme.md
│ ├── Transfer_learning_Sparkdl.ipynb
│ ├── Wine_Classification_MLlib.ipynb
│ ├── boston_price_h2o.ipynb
│ └── wine_classification_h2o.ipynb
├── Chapter09/
│ ├── Heart_Disease_Prediction.ipynb
│ ├── Human_activity_recognition_using_accelerometer.ipynb
│ ├── Hypoglycemia Prediction.ipynb
│ ├── Images/
│ │ └── Readme.md
│ └── Readme.md
├── Chapter10/
│ ├── Electrical_Load_Forecasting.ipynb
│ ├── Predictive_Maintenance_using_LSTM.ipynb
│ └── Readme.md
├── Chapter11/
│ ├── SF_crime_category_detection.ipynb
│ └── readme.md
├── Chapter12/
│ ├── Readme.md
│ ├── Video_to_frames.ipynb
│ ├── audio_processing.ipynb
│ ├── data_augmentation.ipynb
│ ├── text_preprocessing.ipynb
│ └── time_series_data_preprocessing.ipynb
├── LICENSE
└── README.md
================================================
FILE CONTENTS
================================================
================================================
FILE: Chapter01/Readme.md
================================================
# Chapter 1: Principles and foundations of IoT and AI
This book deals with the three big trends in the current Business Scenario, __Internet of things (IoT)__, __big data__ and __artificial intelligence (AI)__. The exponential growth of the number of devices connected to the internet and the exponential volume of data created by them necessitates the need of using the analytical and predictive techniques of artificial intelligence and deep learning. This book specifically targets the third component, the various analytical and predictive methods/models available in the field of AI for the big data generated by IoT.
This chapter will briefly introduce you to these three trends and will expand on how they are interdependent. The data generated by IoT devices is uploaded to the cloud, thus you will also be introduced to the various IoT cloud platforms and the data services they offer. The chapter will cover the following points:
* Knowing what is a thing in IoT, what devices constitute things, what are the different IoT Platforms, and what is an IoT verticals.
* Know what is big data, understand how the amount of data generated by IoT lies in the range of big data.
* Understand how and why AI can be useful for making sense of the voluminous data generated by IoT.
* With the help of an illustration, understand how IoT, big data and AI together can help shape a better world.
* And finally, learn about some of the tools that would be needed to perform the analysis.
================================================
FILE: Chapter01/matrix_multiplication.ipynb
================================================
{
"cells": [
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[ 1.05043888 0.57121533]\n",
" [ 1.45642126 0.61392534]\n",
" [ 0.52326083 0.47913069]]\n"
]
}
],
"source": [
"# import libraries and modules needed for the code\n",
"import tensorflow as tf\n",
"import numpy as np\n",
"\n",
"# Data\n",
"# A random matrix of size [3,5]\n",
"mat1 = np.random.rand(3,5) \n",
"# A random matrix of size [5,2]\n",
"mat2 = np.random.rand(5,2) \n",
"\n",
"\n",
"#Computation Graph\n",
"A = tf.placeholder(tf.float32, None, name='A')\n",
"B = tf.placeholder(tf.float32, None, name='B')\n",
"C = tf.matmul(A,B)\n",
"\n",
"\n",
"#Execution Graph\n",
"with tf.Session() as sess:\n",
" result = sess.run(C, feed_dict={A: mat1, B:mat2})\n",
" print(result)\n",
" "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:tensorflow]",
"language": "python",
"name": "conda-env-tensorflow-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
================================================
FILE: Chapter01/matrix_multiplication_keras.ipynb
================================================
{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[ 127.55612946 125.59892273 122.93148041 ..., 119.09933472\n",
" 120.31015015 123.70563507]\n",
" [ 126.91525269 120.60913086 122.53115845 ..., 114.7818985 117.73587036\n",
" 119.22080994]\n",
" [ 125.19042969 124.79894257 128.43052673 ..., 121.96895599\n",
" 116.95805359 123.73403168]\n",
" ..., \n",
" [ 126.55613708 125.86196899 127.1171875 ..., 123.17983246 123.4691925\n",
" 123.82902527]\n",
" [ 130.45053101 133.09960938 136.35180664 ..., 130.31216431\n",
" 129.79626465 130.48962402]\n",
" [ 130.10887146 127.49655914 129.2310791 ..., 126.10153961 123.6025238\n",
" 126.6700592 ]]\n"
]
}
],
"source": [
"import keras.backend as K\n",
"import numpy as np\n",
"A = np.random.rand(20,500)\n",
"B = np.random.rand(500,3000)\n",
"\n",
"x = K.variable(value=A)\n",
"y = K.variable(value=B)\n",
"\n",
"z = K.dot(x,y)\n",
"\n",
"print(K.eval(z))\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:tensorflow]",
"language": "python",
"name": "conda-env-tensorflow-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
================================================
FILE: Chapter02/Hdf5_with_PyTables.ipynb
================================================
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# Import module and create a random d\n",
"import numpy as np\n",
"arr = np.random.rand(5,4)\n",
"np.savetxt('temp.csv', arr, delimiter=',')"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"arr = np.loadtxt('temp.csv', skiprows=1, usecols=(2,3),\n",
" delimiter=',')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import tables\n",
"h5filename = 'pytable_demo.hdf5'\n",
"with tables.open_file(h5filename,mode='w') as h5file:\n",
" root = h5file.root\n",
" h5file.create_array(root,'global_power',arr)\n",
" h5file.close()\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'numpy.ndarray'> (4, 2)\n",
"[[0.66775171 0.5654945 ]\n",
" [0.31355147 0.37325779]\n",
" [0.25665679 0.79335901]\n",
" [0.96372349 0.45597874]]\n"
]
}
],
"source": [
"with tables.open_file(h5filename,mode='r') as h5file:\n",
" root = h5file.root\n",
" for node in h5file.root:\n",
" ds = node.read()\n",
" print(type(ds),ds.shape)\n",
" print(ds)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:anaconda3]",
"language": "python",
"name": "conda-env-anaconda3-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
================================================
FILE: Chapter02/NoSQL with Python.ipynb
================================================
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: pymongo in /Users/am/anaconda3/lib/python3.6/site-packages (3.7.1)\n",
"\u001b[31mdistributed 1.21.8 requires msgpack, which is not installed.\u001b[0m\n",
"\u001b[33mYou are using pip version 10.0.1, however version 18.0 is available.\n",
"You should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\n"
]
}
],
"source": [
"!pip install pymongo"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import pymongo\n",
"client = pymongo.MongoClient()\n",
"db = client.test"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.datasets import load_breast_cancer\n",
"import pandas as pd\n",
"\n",
"cancer = load_breast_cancer()\n",
"data = pd.DataFrame(cancer.data, columns=[cancer.feature_names])"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"import json"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead tr th {\n",
" text-align: left;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr>\n",
" <th></th>\n",
" <th>mean radius</th>\n",
" <th>mean texture</th>\n",
" <th>mean perimeter</th>\n",
" <th>mean area</th>\n",
" <th>mean smoothness</th>\n",
" <th>mean compactness</th>\n",
" <th>mean concavity</th>\n",
" <th>mean concave points</th>\n",
" <th>mean symmetry</th>\n",
" <th>mean fractal dimension</th>\n",
" <th>...</th>\n",
" <th>worst radius</th>\n",
" <th>worst texture</th>\n",
" <th>worst perimeter</th>\n",
" <th>worst area</th>\n",
" <th>worst smoothness</th>\n",
" <th>worst compactness</th>\n",
" <th>worst concavity</th>\n",
" <th>worst concave points</th>\n",
" <th>worst symmetry</th>\n",
" <th>worst fractal dimension</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>17.99</td>\n",
" <td>10.38</td>\n",
" <td>122.80</td>\n",
" <td>1001.0</td>\n",
" <td>0.11840</td>\n",
" <td>0.27760</td>\n",
" <td>0.3001</td>\n",
" <td>0.14710</td>\n",
" <td>0.2419</td>\n",
" <td>0.07871</td>\n",
" <td>...</td>\n",
" <td>25.38</td>\n",
" <td>17.33</td>\n",
" <td>184.60</td>\n",
" <td>2019.0</td>\n",
" <td>0.1622</td>\n",
" <td>0.6656</td>\n",
" <td>0.7119</td>\n",
" <td>0.2654</td>\n",
" <td>0.4601</td>\n",
" <td>0.11890</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>20.57</td>\n",
" <td>17.77</td>\n",
" <td>132.90</td>\n",
" <td>1326.0</td>\n",
" <td>0.08474</td>\n",
" <td>0.07864</td>\n",
" <td>0.0869</td>\n",
" <td>0.07017</td>\n",
" <td>0.1812</td>\n",
" <td>0.05667</td>\n",
" <td>...</td>\n",
" <td>24.99</td>\n",
" <td>23.41</td>\n",
" <td>158.80</td>\n",
" <td>1956.0</td>\n",
" <td>0.1238</td>\n",
" <td>0.1866</td>\n",
" <td>0.2416</td>\n",
" <td>0.1860</td>\n",
" <td>0.2750</td>\n",
" <td>0.08902</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>19.69</td>\n",
" <td>21.25</td>\n",
" <td>130.00</td>\n",
" <td>1203.0</td>\n",
" <td>0.10960</td>\n",
" <td>0.15990</td>\n",
" <td>0.1974</td>\n",
" <td>0.12790</td>\n",
" <td>0.2069</td>\n",
" <td>0.05999</td>\n",
" <td>...</td>\n",
" <td>23.57</td>\n",
" <td>25.53</td>\n",
" <td>152.50</td>\n",
" <td>1709.0</td>\n",
" <td>0.1444</td>\n",
" <td>0.4245</td>\n",
" <td>0.4504</td>\n",
" <td>0.2430</td>\n",
" <td>0.3613</td>\n",
" <td>0.08758</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>11.42</td>\n",
" <td>20.38</td>\n",
" <td>77.58</td>\n",
" <td>386.1</td>\n",
" <td>0.14250</td>\n",
" <td>0.28390</td>\n",
" <td>0.2414</td>\n",
" <td>0.10520</td>\n",
" <td>0.2597</td>\n",
" <td>0.09744</td>\n",
" <td>...</td>\n",
" <td>14.91</td>\n",
" <td>26.50</td>\n",
" <td>98.87</td>\n",
" <td>567.7</td>\n",
" <td>0.2098</td>\n",
" <td>0.8663</td>\n",
" <td>0.6869</td>\n",
" <td>0.2575</td>\n",
" <td>0.6638</td>\n",
" <td>0.17300</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>20.29</td>\n",
" <td>14.34</td>\n",
" <td>135.10</td>\n",
" <td>1297.0</td>\n",
" <td>0.10030</td>\n",
" <td>0.13280</td>\n",
" <td>0.1980</td>\n",
" <td>0.10430</td>\n",
" <td>0.1809</td>\n",
" <td>0.05883</td>\n",
" <td>...</td>\n",
" <td>22.54</td>\n",
" <td>16.67</td>\n",
" <td>152.20</td>\n",
" <td>1575.0</td>\n",
" <td>0.1374</td>\n",
" <td>0.2050</td>\n",
" <td>0.4000</td>\n",
" <td>0.1625</td>\n",
" <td>0.2364</td>\n",
" <td>0.07678</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 30 columns</p>\n",
"</div>"
],
"text/plain": [
" mean radius mean texture mean perimeter mean area mean smoothness \\\n",
"0 17.99 10.38 122.80 1001.0 0.11840 \n",
"1 20.57 17.77 132.90 1326.0 0.08474 \n",
"2 19.69 21.25 130.00 1203.0 0.10960 \n",
"3 11.42 20.38 77.58 386.1 0.14250 \n",
"4 20.29 14.34 135.10 1297.0 0.10030 \n",
"\n",
" mean compactness mean concavity mean concave points mean symmetry \\\n",
"0 0.27760 0.3001 0.14710 0.2419 \n",
"1 0.07864 0.0869 0.07017 0.1812 \n",
"2 0.15990 0.1974 0.12790 0.2069 \n",
"3 0.28390 0.2414 0.10520 0.2597 \n",
"4 0.13280 0.1980 0.10430 0.1809 \n",
"\n",
" mean fractal dimension ... worst radius worst texture \\\n",
"0 0.07871 ... 25.38 17.33 \n",
"1 0.05667 ... 24.99 23.41 \n",
"2 0.05999 ... 23.57 25.53 \n",
"3 0.09744 ... 14.91 26.50 \n",
"4 0.05883 ... 22.54 16.67 \n",
"\n",
" worst perimeter worst area worst smoothness worst compactness \\\n",
"0 184.60 2019.0 0.1622 0.6656 \n",
"1 158.80 1956.0 0.1238 0.1866 \n",
"2 152.50 1709.0 0.1444 0.4245 \n",
"3 98.87 567.7 0.2098 0.8663 \n",
"4 152.20 1575.0 0.1374 0.2050 \n",
"\n",
" worst concavity worst concave points worst symmetry worst fractal dimension \n",
"0 0.7119 0.2654 0.4601 0.11890 \n",
"1 0.2416 0.1860 0.2750 0.08902 \n",
"2 0.4504 0.2430 0.3613 0.08758 \n",
"3 0.6869 0.2575 0.6638 0.17300 \n",
"4 0.4000 0.1625 0.2364 0.07678 \n",
"\n",
"[5 rows x 30 columns]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.head()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"data_in_json = data.to_json(orient='split')"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"rows = json.loads(data_in_json)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/am/anaconda3/lib/python3.6/site-packages/ipykernel/__main__.py:1: DeprecationWarning: insert is deprecated. Use insert_one or insert_many instead.\n",
" if __name__ == '__main__':\n"
]
},
{
"data": {
"text/plain": [
"ObjectId('5ba272f0d82f8a68a1fa33ab')"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"db.cancer_data_2.insert(rows)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"cursor = db['cancer_data_2'].find({})"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" _id \\\n",
"0 5ba272f0d82f8a68a1fa33ab \n",
"\n",
" columns \\\n",
"0 [[mean radius], [mean texture], [mean perimete... \n",
"\n",
" data \\\n",
"0 [[17.99, 10.38, 122.8, 1001.0, 0.1184, 0.2776,... \n",
"\n",
" index \n",
"0 [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... \n"
]
}
],
"source": [
"df = pd.DataFrame(list(cursor))\n",
"print(df)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [default]",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
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"pygments_lexer": "ipython3",
"version": "3.6.5"
}
},
"nbformat": 4,
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}
================================================
FILE: Chapter02/OpenPyXL_example.ipynb
================================================
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting openpyxl\n",
" Downloading openpyxl-2.5.0.tar.gz (169kB)\n",
"\u001b[K 100% |████████████████████████████████| 174kB 393kB/s ta 0:00:01\n",
"\u001b[?25hCollecting jdcal (from openpyxl)\n",
" Downloading jdcal-1.3.tar.gz\n",
"Collecting et_xmlfile (from openpyxl)\n",
" Downloading et_xmlfile-1.0.1.tar.gz\n",
"Building wheels for collected packages: openpyxl, jdcal, et-xmlfile\n",
" Running setup.py bdist_wheel for openpyxl ... \u001b[?25ldone\n",
"\u001b[?25h Stored in directory: /Users/am/Library/Caches/pip/wheels/a7/88/96/29c1f91ba5a9b94dfc39a9f6f72d0eb92d6f0d917cf2341a3f\n",
" Running setup.py bdist_wheel for jdcal ... \u001b[?25ldone\n",
"\u001b[?25h Stored in directory: /Users/am/Library/Caches/pip/wheels/0f/63/92/19ac65ed64189de4d662f269d39dd08a887258842ad2f29549\n",
" Running setup.py bdist_wheel for et-xmlfile ... \u001b[?25ldone\n",
"\u001b[?25h Stored in directory: /Users/am/Library/Caches/pip/wheels/99/f6/53/5e18f3ff4ce36c990fa90ebdf2b80cd9b44dc461f750a1a77c\n",
"Successfully built openpyxl jdcal et-xmlfile\n",
"Installing collected packages: jdcal, et-xmlfile, openpyxl\n",
"Successfully installed et-xmlfile-1.0.1 jdcal-1.3 openpyxl-2.5.0\n"
]
}
],
"source": [
"# Install if OpenPyXl is not already installed \n",
"!pip install openpyxl"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"A\n"
]
}
],
"source": [
"from openpyxl import Workbook\n",
"from openpyxl.compat import range\n",
"from openpyxl.utils import get_column_letter\n",
"\n",
"wb = Workbook()\n",
"\n",
"dest_filename = 'empty_book.xlsx'\n",
"\n",
"ws1 = wb.active\n",
"ws1.title = \"range names\"\n",
"\n",
"for row in range(1, 40):\n",
" ws1.append(range(0,100,5))\n",
"\n",
"ws2 = wb.create_sheet(title=\"Pi\")\n",
"ws2['F5'] = 2 * 3.14\n",
"ws2.cell(column=1, row=5, value= 3.14)\n",
"\n",
"ws3 = wb.create_sheet(title=\"Data\")\n",
"for row in range(1, 20):\n",
" for col in range(1, 15):\n",
" _ = ws3.cell(column=col, row=row, value=\"{0}\".format(get_column_letter(col)))\n",
"print(ws3['A10'].value)\n",
"\n",
"wb.save(filename = dest_filename)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['range names', 'Pi', 'Data']\n",
"15\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/am/anaconda3/envs/tensorflow/lib/python3.5/site-packages/ipykernel/__main__.py:4: DeprecationWarning: Call to deprecated function get_sheet_names (Use wb.sheetnames).\n"
]
}
],
"source": [
"from openpyxl import load_workbook\n",
"wb = load_workbook(filename = 'empty_book.xlsx')\n",
"sheet_ranges = wb['range names']\n",
"print(wb.get_sheet_names())\n",
"print(sheet_ranges['D18'].value)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:tensorflow]",
"language": "python",
"name": "conda-env-tensorflow-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
================================================
FILE: Chapter02/Pandas_xlsx_example.ipynb
================================================
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_excel(\"empty_book.xlsx\", sheet_name=0)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
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},
"execution_count": 3,
"metadata": {},
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}
],
"source": [
"df.describe()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"result = df * 2"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
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" <td>120.0</td>\n",
" <td>130.0</td>\n",
" <td>140.0</td>\n",
" <td>150.0</td>\n",
" <td>160.0</td>\n",
" <td>170.0</td>\n",
" <td>180.0</td>\n",
" <td>190.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>0.0</td>\n",
" <td>10.0</td>\n",
" <td>20.0</td>\n",
" <td>30.0</td>\n",
" <td>40.0</td>\n",
" <td>50.0</td>\n",
" <td>60.0</td>\n",
" <td>70.0</td>\n",
" <td>80.0</td>\n",
" <td>90.0</td>\n",
" <td>100.0</td>\n",
" <td>110.0</td>\n",
" <td>120.0</td>\n",
" <td>130.0</td>\n",
" <td>140.0</td>\n",
" <td>150.0</td>\n",
" <td>160.0</td>\n",
" <td>170.0</td>\n",
" <td>180.0</td>\n",
" <td>190.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>0.0</td>\n",
" <td>10.0</td>\n",
" <td>20.0</td>\n",
" <td>30.0</td>\n",
" <td>40.0</td>\n",
" <td>50.0</td>\n",
" <td>60.0</td>\n",
" <td>70.0</td>\n",
" <td>80.0</td>\n",
" <td>90.0</td>\n",
" <td>100.0</td>\n",
" <td>110.0</td>\n",
" <td>120.0</td>\n",
" <td>130.0</td>\n",
" <td>140.0</td>\n",
" <td>150.0</td>\n",
" <td>160.0</td>\n",
" <td>170.0</td>\n",
" <td>180.0</td>\n",
" <td>190.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 0 5 10 15 20 25 30 35 40 45 50 \\\n",
"count 38.0 38.0 38.0 38.0 38.0 38.0 38.0 38.0 38.0 38.0 38.0 \n",
"mean 0.0 10.0 20.0 30.0 40.0 50.0 60.0 70.0 80.0 90.0 100.0 \n",
"std 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"min 0.0 10.0 20.0 30.0 40.0 50.0 60.0 70.0 80.0 90.0 100.0 \n",
"25% 0.0 10.0 20.0 30.0 40.0 50.0 60.0 70.0 80.0 90.0 100.0 \n",
"50% 0.0 10.0 20.0 30.0 40.0 50.0 60.0 70.0 80.0 90.0 100.0 \n",
"75% 0.0 10.0 20.0 30.0 40.0 50.0 60.0 70.0 80.0 90.0 100.0 \n",
"max 0.0 10.0 20.0 30.0 40.0 50.0 60.0 70.0 80.0 90.0 100.0 \n",
"\n",
" 55 60 65 70 75 80 85 90 95 \n",
"count 38.0 38.0 38.0 38.0 38.0 38.0 38.0 38.0 38.0 \n",
"mean 110.0 120.0 130.0 140.0 150.0 160.0 170.0 180.0 190.0 \n",
"std 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"min 110.0 120.0 130.0 140.0 150.0 160.0 170.0 180.0 190.0 \n",
"25% 110.0 120.0 130.0 140.0 150.0 160.0 170.0 180.0 190.0 \n",
"50% 110.0 120.0 130.0 140.0 150.0 160.0 170.0 180.0 190.0 \n",
"75% 110.0 120.0 130.0 140.0 150.0 160.0 170.0 180.0 190.0 \n",
"max 110.0 120.0 130.0 140.0 150.0 160.0 170.0 180.0 190.0 "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"result.describe()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"result.to_excel(\"empty_book_modified.xlsx\")"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:tensorflow]",
"language": "python",
"name": "conda-env-tensorflow-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
================================================
FILE: Chapter02/Readme.md
================================================
# Data Access and Distributed Processing for ioT
================================================
FILE: Chapter02/SQL with Python.ipynb
================================================
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Database opened successfully\n"
]
}
],
"source": [
"import sqlite3 \n",
"import pandas as pd\n",
"connection = sqlite3.connect('database.sqlite')\n",
"print(\"Database opened successfully\")"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" type name tbl_name rootpage \\\n",
"0 table sqlite_sequence sqlite_sequence 4 \n",
"1 table Player_Attributes Player_Attributes 11 \n",
"2 table Player Player 14 \n",
"3 table Match Match 18 \n",
"4 table League League 24 \n",
"5 table Country Country 26 \n",
"6 table Team Team 29 \n",
"7 table Team_Attributes Team_Attributes 2 \n",
"\n",
" sql \n",
"0 CREATE TABLE sqlite_sequence(name,seq) \n",
"1 CREATE TABLE \"Player_Attributes\" (\\n\\t`id`\\tIN... \n",
"2 CREATE TABLE `Player` (\\n\\t`id`\\tINTEGER PRIMA... \n",
"3 CREATE TABLE `Match` (\\n\\t`id`\\tINTEGER PRIMAR... \n",
"4 CREATE TABLE `League` (\\n\\t`id`\\tINTEGER PRIMA... \n",
"5 CREATE TABLE `Country` (\\n\\t`id`\\tINTEGER PRIM... \n",
"6 CREATE TABLE \"Team\" (\\n\\t`id`\\tINTEGER PRIMARY... \n",
"7 CREATE TABLE `Team_Attributes` (\\n\\t`id`\\tINTE... \n"
]
}
],
"source": [
"tables = pd.read_sql(\"SELECT * FROM sqlite_master WHERE type='table';\", connection)\n",
"print(tables)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"countries = pd.read_sql(\"SELECT * FROM Country;\", connection)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>id</th>\n",
" <th>name</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>Belgium</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1729</td>\n",
" <td>England</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>4769</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>7809</td>\n",
" <td>Germany</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>10257</td>\n",
" <td>Italy</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" id name\n",
"0 1 Belgium\n",
"1 1729 England\n",
"2 4769 France\n",
"3 7809 Germany\n",
"4 10257 Italy"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"countries.head()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>id</th>\n",
" <th>player_api_id</th>\n",
" <th>player_name</th>\n",
" <th>player_fifa_api_id</th>\n",
" <th>birthday</th>\n",
" <th>height</th>\n",
" <th>weight</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>505942</td>\n",
" <td>Aaron Appindangoye</td>\n",
" <td>218353</td>\n",
" <td>1992-02-29 00:00:00</td>\n",
" <td>182.88</td>\n",
" <td>187</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2</td>\n",
" <td>155782</td>\n",
" <td>Aaron Cresswell</td>\n",
" <td>189615</td>\n",
" <td>1989-12-15 00:00:00</td>\n",
" <td>170.18</td>\n",
" <td>146</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3</td>\n",
" <td>162549</td>\n",
" <td>Aaron Doran</td>\n",
" <td>186170</td>\n",
" <td>1991-05-13 00:00:00</td>\n",
" <td>170.18</td>\n",
" <td>163</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4</td>\n",
" <td>30572</td>\n",
" <td>Aaron Galindo</td>\n",
" <td>140161</td>\n",
" <td>1982-05-08 00:00:00</td>\n",
" <td>182.88</td>\n",
" <td>198</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5</td>\n",
" <td>23780</td>\n",
" <td>Aaron Hughes</td>\n",
" <td>17725</td>\n",
" <td>1979-11-08 00:00:00</td>\n",
" <td>182.88</td>\n",
" <td>154</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" id player_api_id player_name player_fifa_api_id \\\n",
"0 1 505942 Aaron Appindangoye 218353 \n",
"1 2 155782 Aaron Cresswell 189615 \n",
"2 3 162549 Aaron Doran 186170 \n",
"3 4 30572 Aaron Galindo 140161 \n",
"4 5 23780 Aaron Hughes 17725 \n",
"\n",
" birthday height weight \n",
"0 1992-02-29 00:00:00 182.88 187 \n",
"1 1989-12-15 00:00:00 170.18 146 \n",
"2 1991-05-13 00:00:00 170.18 163 \n",
"3 1982-05-08 00:00:00 182.88 198 \n",
"4 1979-11-08 00:00:00 182.88 154 "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"players = pd.read_sql_query(\"SELECT * FROM Player\", connection)\n",
"players.head()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" id player_api_id player_name player_fifa_api_id \\\n",
"0 1 505942 Aaron Appindangoye 218353 \n",
"1 4 30572 Aaron Galindo 140161 \n",
"2 9 528212 Aaron Lennox 206592 \n",
"3 11 23889 Aaron Mokoena 47189 \n",
"4 17 161644 Aaron Taylor-Sinclair 213569 \n",
"5 20 46447 Abasse Ba 156626 \n",
"6 24 42664 Abdelkader Ghezzal 178063 \n",
"7 29 306735 Abdelouahed Chakhsi 210504 \n",
"8 31 31684 Abdeslam Ouaddou 33022 \n",
"9 32 32637 Abdessalam Benjelloun 177295 \n",
"10 34 41093 Abdou Traore 187048 \n",
"11 35 564712 Abdoul Ba 225050 \n",
"12 39 191784 Abdoulaye Ba 204826 \n",
"13 43 189181 Abdoulaye Diallo 197233 \n",
"14 45 40005 Abdoulaye Faye 100329 \n",
"15 47 37280 Abdoulaye Meite 41745 \n",
"16 48 439366 Abdoulaye Toure 210450 \n",
"17 51 419681 Abdul Aziz Tetteh 190193 \n",
"18 56 31012 Abdulkader Keita 157191 \n",
"19 61 24385 Abel Aguilar 177974 \n",
"20 64 172875 Abel Issa Camara 208005 \n",
"21 66 240556 Abel Tamata 202153 \n",
"22 68 37422 Abella Perez Damia 159580 \n",
"23 71 181344 Aboubacar Tandia 138675 \n",
"24 76 208635 Abraham Kudemor 202600 \n",
"25 79 41489 Achille Coser 163901 \n",
"26 80 25571 Achille Emana 112392 \n",
"27 85 26331 Adailton 158505 \n",
"28 87 495841 Adalberto Penaranda 231638 \n",
"29 89 68840 Adam Banas 189047 \n",
"... ... ... ... ... \n",
"4846 11005 274787 Yvon Mvogo 206003 \n",
"4847 11006 210682 Zacharie Boucher 201138 \n",
"4848 11009 33076 Zak Whitbread 138155 \n",
"4849 11011 208688 Zakaria Diallo 200067 \n",
"4850 11018 172489 Zander Clark 204269 \n",
"4851 11021 181312 Zarko Tomasevic 193690 \n",
"4852 11023 115585 Zaur Sadaev 187590 \n",
"4853 11025 32633 Zbigniew Malkowski 139865 \n",
"4854 11026 30861 Zdenek Grygera 40988 \n",
"4855 11027 36547 Zdenek Kroca 185004 \n",
"4856 11028 89251 Zdenek Ondrasek 189655 \n",
"4857 11030 25772 Zdravko Kuzmanovic 168650 \n",
"4858 11032 34104 Ze Castro 157947 \n",
"4859 11033 128047 Ze Eduardo 188001 \n",
"4860 11035 306167 Ze Luis 203757 \n",
"4861 11042 157284 Zeljko Brkic 195090 \n",
"4862 11043 30850 Zeljko Kalac 51883 \n",
"4863 11050 244953 Ziggy Gordon 223263 \n",
"4864 11053 277772 Zinho Gano 204227 \n",
"4865 11056 27305 Zlatan Bajramovic 31667 \n",
"4866 11057 35724 Zlatan Ibrahimovic 41236 \n",
"4867 11058 12574 Zlatan Ljubijankic 176103 \n",
"4868 11059 39494 Zlatko Dedic 141111 \n",
"4869 11060 17233 Zlatko Janjic 188405 \n",
"4870 11065 39801 Zoltan Szelesi 157283 \n",
"4871 11067 56929 Zoran Rendulic 188593 \n",
"4872 11070 282473 Zouhair Feddal 205705 \n",
"4873 11072 111182 Zsolt Laczko 164680 \n",
"4874 11074 35506 Zurab Khizanishvili 47058 \n",
"4875 11075 39902 Zvjezdan Misimovic 102359 \n",
"\n",
" birthday height weight \n",
"0 1992-02-29 00:00:00 182.88 187 \n",
"1 1982-05-08 00:00:00 182.88 198 \n",
"2 1993-02-19 00:00:00 190.50 181 \n",
"3 1980-11-25 00:00:00 182.88 181 \n",
"4 1991-04-08 00:00:00 182.88 176 \n",
"5 1976-07-12 00:00:00 187.96 185 \n",
"6 1984-12-05 00:00:00 182.88 172 \n",
"7 1986-10-01 00:00:00 182.88 170 \n",
"8 1978-11-01 00:00:00 190.50 181 \n",
"9 1985-01-28 00:00:00 187.96 179 \n",
"10 1988-01-17 00:00:00 180.34 174 \n",
"11 1994-02-08 00:00:00 200.66 212 \n",
"12 1991-01-01 00:00:00 198.12 174 \n",
"13 1992-03-30 00:00:00 187.96 174 \n",
"14 1978-02-26 00:00:00 187.96 218 \n",
"15 1980-10-06 00:00:00 185.42 181 \n",
"16 1994-03-03 00:00:00 187.96 170 \n",
"17 1989-02-10 00:00:00 182.88 190 \n",
"18 1981-08-06 00:00:00 182.88 172 \n",
"19 1985-01-06 00:00:00 185.42 176 \n",
"20 1990-01-06 00:00:00 185.42 179 \n",
"21 1990-12-05 00:00:00 182.88 170 \n",
"22 1982-04-15 00:00:00 187.96 174 \n",
"23 1983-10-05 00:00:00 193.04 185 \n",
"24 1985-02-25 00:00:00 182.88 179 \n",
"25 1982-07-14 00:00:00 185.42 174 \n",
"26 1982-06-05 00:00:00 180.34 170 \n",
"27 1983-04-14 00:00:00 190.50 187 \n",
"28 1997-05-31 00:00:00 182.88 172 \n",
"29 1982-12-25 00:00:00 185.42 174 \n",
"... ... ... ... \n",
"4846 1994-06-06 00:00:00 187.96 185 \n",
"4847 1992-03-07 00:00:00 180.34 174 \n",
"4848 1984-01-10 00:00:00 187.96 172 \n",
"4849 1986-08-13 00:00:00 193.04 194 \n",
"4850 1992-06-26 00:00:00 195.58 170 \n",
"4851 1990-02-22 00:00:00 187.96 187 \n",
"4852 1989-11-06 00:00:00 182.88 172 \n",
"4853 1978-01-19 00:00:00 187.96 181 \n",
"4854 1980-05-14 00:00:00 185.42 172 \n",
"4855 1980-09-29 00:00:00 193.04 196 \n",
"4856 1988-12-22 00:00:00 185.42 174 \n",
"4857 1987-09-22 00:00:00 185.42 176 \n",
"4858 1983-01-13 00:00:00 182.88 181 \n",
"4859 1991-08-16 00:00:00 185.42 194 \n",
"4860 1991-01-24 00:00:00 185.42 185 \n",
"4861 1986-07-09 00:00:00 198.12 209 \n",
"4862 1972-12-16 00:00:00 203.20 209 \n",
"4863 1993-04-23 00:00:00 180.34 170 \n",
"4864 1993-10-13 00:00:00 198.12 205 \n",
"4865 1979-08-12 00:00:00 182.88 174 \n",
"4866 1981-10-03 00:00:00 195.58 209 \n",
"4867 1983-12-15 00:00:00 185.42 176 \n",
"4868 1984-10-05 00:00:00 182.88 170 \n",
"4869 1986-05-07 00:00:00 187.96 183 \n",
"4870 1981-11-22 00:00:00 182.88 176 \n",
"4871 1984-05-22 00:00:00 190.50 179 \n",
"4872 1989-01-01 00:00:00 190.50 172 \n",
"4873 1986-12-18 00:00:00 182.88 176 \n",
"4874 1981-10-06 00:00:00 185.42 172 \n",
"4875 1982-06-05 00:00:00 180.34 176 \n",
"\n",
"[4876 rows x 7 columns]\n"
]
}
],
"source": [
"selected_players = pd.read_sql_query(\"SELECT * FROM Player WHERE height >= 180 AND weight >= 170 \", connection)\n",
"print(selected_players)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: mysql-connector-python in /Users/am/anaconda3/lib/python3.6/site-packages (8.0.12)\n",
"Requirement already satisfied: protobuf>=3.0.0 in /Users/am/anaconda3/lib/python3.6/site-packages (from mysql-connector-python) (3.6.1)\n",
"Requirement already satisfied: six>=1.9 in /Users/am/anaconda3/lib/python3.6/site-packages (from protobuf>=3.0.0->mysql-connector-python) (1.11.0)\n",
"Requirement already satisfied: setuptools in /Users/am/anaconda3/lib/python3.6/site-packages (from protobuf>=3.0.0->mysql-connector-python) (39.1.0)\n",
"\u001b[31mdistributed 1.21.8 requires msgpack, which is not installed.\u001b[0m\n",
"\u001b[33mYou are using pip version 10.0.1, however version 18.0 is available.\n",
"You should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\n"
]
}
],
"source": [
"! pip install mysql-connector-python"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import mysql.connector \n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"connection = mysql.connector.connect(host=\"127.0.0.1\", # your host \n",
" user=\"root\", # username\n",
" password=\"reddel17R\" ) # password "
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<mysql.connector.connection_cext.CMySQLConnection object at 0x107a69550>\n"
]
}
],
"source": [
"print(connection)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"('information_schema',)\n",
"('mysql',)\n",
"('performance_schema',)\n",
"('sys',)\n"
]
}
],
"source": [
"mycursor = connection.cursor()\n",
"mycursor.execute(\"SHOW DATABASES\")\n",
"for x in mycursor:\n",
" print(x) "
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"connection = mysql.connector.connect(host=\"127.0.0.1\", # your host \n",
" user=\"root\", # username\n",
" password=\"reddel17R\" ,\n",
" database = 'mysql') "
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"('columns_priv',)\n",
"('component',)\n",
"('db',)\n",
"('default_roles',)\n",
"('engine_cost',)\n",
"('func',)\n",
"('general_log',)\n",
"('global_grants',)\n",
"('gtid_executed',)\n",
"('help_category',)\n",
"('help_keyword',)\n",
"('help_relation',)\n",
"('help_topic',)\n",
"('innodb_index_stats',)\n",
"('innodb_table_stats',)\n",
"('password_history',)\n",
"('plugin',)\n",
"('procs_priv',)\n",
"('proxies_priv',)\n",
"('role_edges',)\n",
"('server_cost',)\n",
"('servers',)\n",
"('slave_master_info',)\n",
"('slave_relay_log_info',)\n",
"('slave_worker_info',)\n",
"('slow_log',)\n",
"('tables_priv',)\n",
"('time_zone',)\n",
"('time_zone_leap_second',)\n",
"('time_zone_name',)\n",
"('time_zone_transition',)\n",
"('time_zone_transition_type',)\n",
"('user',)\n"
]
}
],
"source": [
"mycursor = connection.cursor()\n",
"mycursor.execute(\"SHOW TABLES\")\n",
"for x in mycursor:\n",
" print(x) "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
================================================
FILE: Chapter02/Txt_files.ipynb
================================================
{
"cells": [
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"data_folder = '../../data/Shakespeare'\n",
"data_file = 'alllines.txt'"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"\n",
"#f = open(os.path.join(data_folder,data_file),newline='') \n",
"f = open(data_file)\n",
"contents = f.read()"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\"ACT I\"\n",
"\"SCENE I. London. The palace.\"\n",
"\"Enter KING HENRY, LORD JOHN OF LANCASTER, the EARL of WESTMORELAND, SIR WALTER BLUNT, and others\"\n",
"\"So shaken as we are, so wan with care,\"\n",
"\"Find we a time for frighted peace to pant,\"\n",
"\"And breathe short-winded accents of new broils\"\n",
"\"To be commenced in strands afar remote.\"\n",
"\"No more the thirsty entrance of this soil\"\n",
"\"Shall daub her lips with her own children's blood,\"\n",
"\"Nor more shall trenching war channel her fields,\"\n",
"\"Nor bruise her flowerets with the armed hoofs\"\n",
"\"Of hostile paces: those opposed eyes,\"\n",
"\"Which, like the meteors of a troubled heaven,\"\n",
"\"All of one nature, of one substance bred,\"\n",
"\"Did lately meet in the intestine shock\"\n",
"\"And furious close of civil butchery\"\n",
"\"Shall now, in mutual well-beseeming ranks,\"\n",
"\"March all one way and be no more opposed\"\n",
"\"Against acquaintance, kindred and allies:\"\n",
"\"The edge of war, like an ill-sheathed knife,\"\n",
"\"No more shall cut his master. Therefore, friends,\"\n",
"\"As far as to the sepulchre of Christ,\"\n",
"\"Whose \n"
]
}
],
"source": [
"print(contents[:1000])\n"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"4583798"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(contents)"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"data_file = 'household_power_consumption.txt'"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['Date;Time;Global_active_power;Global_reactive_power;Voltage;Global_intensity;Sub_metering_1;Sub_metering_2;Sub_metering_3'\n",
" '16/12/2006;17:24:00;4.216;0.418;234.840;18.400;0.000;1.000;17.000'\n",
" '16/12/2006;17:25:00;5.360;0.436;233.630;23.000;0.000;1.000;16.000'\n",
" '16/12/2006;17:26:00;5.374;0.498;233.290;23.000;0.000;2.000;17.000'\n",
" '16/12/2006;17:27:00;5.388;0.502;233.740;23.000;0.000;1.000;17.000'\n",
" '16/12/2006;17:28:00;3.666;0.528;235.680;15.800;0.000;1.000;17.000'\n",
" '16/12/2006;17:29:00;3.520;0.522;235.020;15.000;0.000;2.000;17.000'\n",
" '16/12/2006;17:30:00;3.702;0.520;235.090;15.800;0.000;1.000;17.000'\n",
" '16/12/2006;17:31:00;3.700;0.520;235.220;15.800;0.000;1.000;17.000'\n",
" '16/12/2006;17:32:00;3.668;0.510;233.990;15.800;0.000;1.000;17.000']\n"
]
}
],
"source": [
"data = np.genfromtxt(data_file,dtype='str')\n",
"print(data[:10])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
================================================
FILE: Chapter02/read_csv_file.ipynb
================================================
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"data_folder = '../../data/household_power_consumption' \n",
"data_file = 'household_power_consumption.csv'"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['Date', 'Time', 'Global_active_power', 'Global_reactive_power', 'Voltage', 'Global_intensity', 'Sub_metering_1', 'Sub_metering_2', 'Sub_metering_3']\n",
"['16/12/2006', '17:24:00', '4.216', '0.418', '234.840', '18.400', '0.000', '1.000', '17.000']\n",
"['16/12/2006', '17:25:00', '5.360', '0.436', '233.630', '23.000', '0.000', '1.000', '16.000']\n",
"['16/12/2006', '17:26:00', '5.374', '0.498', '233.290', '23.000', '0.000', '2.000', '17.000']\n",
"['16/12/2006', '17:27:00', '5.388', '0.502', '233.740', '23.000', '0.000', '1.000', '17.000']\n",
"['16/12/2006', '17:28:00', '3.666', '0.528', '235.680', '15.800', '0.000', '1.000', '17.000']\n",
"['16/12/2006', '17:29:00', '3.520', '0.522', '235.020', '15.000', '0.000', '2.000', '17.000']\n",
"['16/12/2006', '17:30:00', '3.702', '0.520', '235.090', '15.800', '0.000', '1.000', '17.000']\n",
"['16/12/2006', '17:31:00', '3.700', '0.520', '235.220', '15.800', '0.000', '1.000', '17.000']\n",
"['16/12/2006', '17:32:00', '3.668', '0.510', '233.990', '15.800', '0.000', '1.000', '17.000']\n",
"['16/12/2006', '17:33:00', '3.662', '0.510', '233.860', '15.800', '0.000', '2.000', '16.000']\n",
"['16/12/2006', '17:34:00', '4.448', '0.498', '232.860', '19.600', '0.000', '1.000', '17.000']\n",
"['16/12/2006', '17:35:00', '5.412', '0.470', '232.780', '23.200', '0.000', '1.000', '17.000']\n",
"['16/12/2006', '17:36:00', '5.224', '0.478', '232.990', '22.400', '0.000', '1.000', '16.000']\n",
"['16/12/2006', '17:37:00', '5.268', '0.398', '232.910', '22.600', '0.000', '2.000', '17.000']\n",
"['16/12/2006', '17:38:00', '4.054', '0.422', '235.240', '17.600', '0.000', '1.000', '17.000']\n",
"['16/12/2006', '17:39:00', '3.384', '0.282', '237.140', '14.200', '0.000', '0.000', '17.000']\n",
"['16/12/2006', '17:40:00', '3.270', '0.152', '236.730', '13.800', '0.000', '0.000', '17.000']\n",
"['16/12/2006', '17:41:00', '3.430', '0.156', '237.060', '14.400', '0.000', '0.000', '17.000']\n",
"['16/12/2006', '17:42:00', '3.266', '0.000', '237.130', '13.800', '0.000', '0.000', '18.000']\n",
"['16/12/2006', '17:43:00', '3.728', '0.000', '235.840', '16.400', '0.000', '0.000', '17.000']\n",
"['16/12/2006', '17:44:00', '5.894', '0.000', '232.690', '25.400', '0.000', '0.000', '16.000']\n",
"['16/12/2006', '17:45:00', '7.706', '0.000', '230.980', '33.200', '0.000', '0.000', '17.000']\n",
"['16/12/2006', '17:46:00', '7.026', '0.000', '232.210', '30.600', '0.000', '0.000', '16.000']\n",
"['16/12/2006', '17:47:00', '5.174', '0.000', '234.190', '22.000', '0.000', '0.000', '17.000']\n",
"['16/12/2006', '17:48:00', '4.474', '0.000', '234.960', '19.400', '0.000', '0.000', '17.000']\n",
"['16/12/2006', '17:49:00', '3.248', '0.000', '236.660', '13.600', '0.000', '0.000', '17.000']\n",
"['16/12/2006', '17:50:00', '3.236', '0.000', '235.840', '13.600', '0.000', '0.000', '17.000']\n",
"['16/12/2006', '17:51:00', '3.228', '0.000', '235.600', '13.600', '0.000', '0.000', '17.000']\n",
"['16/12/2006', '17:52:00', '3.258', '0.000', '235.490', '13.800', '0.000', '0.000', '17.000']\n",
"['16/12/2006', '17:53:00', '3.178', '0.000', '235.280', '13.400', '0.000', '0.000', '17.000']\n",
"['16/12/2006', '17:54:00', '2.720', '0.000', '235.060', '11.600', '0.000', '0.000', '17.000']\n",
"['16/12/2006', '17:55:00', '3.758', '0.076', '234.170', '16.400', '0.000', '0.000', '17.000']\n",
"['16/12/2006', '17:56:00', '4.342', '0.090', '233.770', '18.400', '0.000', '0.000', '16.000']\n",
"['16/12/2006', '17:57:00', '4.512', '0.000', '233.620', '19.200', '0.000', '0.000', '17.000']\n",
"['16/12/2006', '17:58:00', '4.058', '0.200', '234.680', '17.600', '0.000', '0.000', '17.000']\n",
"['16/12/2006', '17:59:00', '2.472', '0.058', '236.940', '10.400', '0.000', '0.000', '17.000']\n",
"['16/12/2006', '18:00:00', '2.790', '0.180', '237.520', '11.800', '0.000', '0.000', '18.000']\n",
"['16/12/2006', '18:01:00', '2.624', '0.144', '238.200', '11.000', '0.000', '0.000', '17.000']\n",
"['16/12/2006', '18:02:00', '2.772', '0.118', '238.280', '11.600', '0.000', '0.000', '17.000']\n",
"['16/12/2006', '18:03:00', '3.740', '0.108', '236.930', '16.400', '0.000', '16.000', '18.000']\n",
"['16/12/2006', '18:04:00', '4.928', '0.202', '235.010', '21.000', '0.000', '37.000', '16.000']\n",
"['16/12/2006', '18:05:00', '6.052', '0.192', '232.930', '26.200', '0.000', '37.000', '17.000']\n",
"['16/12/2006', '18:06:00', '6.752', '0.186', '232.120', '29.000', '0.000', '36.000', '17.000']\n",
"['16/12/2006', '18:07:00', '6.474', '0.144', '231.850', '27.800', '0.000', '37.000', '16.000']\n",
"['16/12/2006', '18:08:00', '6.308', '0.116', '232.250', '27.000', '0.000', '36.000', '17.000']\n",
"['16/12/2006', '18:09:00', '4.464', '0.136', '234.660', '19.000', '0.000', '37.000', '16.000']\n",
"['16/12/2006', '18:10:00', '3.396', '0.148', '236.200', '15.000', '0.000', '22.000', '18.000']\n",
"['16/12/2006', '18:11:00', '3.090', '0.152', '237.070', '13.800', '0.000', '12.000', '17.000']\n",
"['16/12/2006', '18:12:00', '3.730', '0.144', '235.780', '16.400', '0.000', '27.000', '17.000']\n",
"['16/12/2006', '18:13:00', '2.308', '0.160', '237.430', '9.600', '0.000', '1.000', '17.000']\n",
"['16/12/2006', '18:14:00', '2.388', '0.158', '237.260', '10.000', '0.000', '1.000', '17.000']\n",
"['16/12/2006', '18:15:00', '4.598', '0.100', '234.250', '21.400', '0.000', '20.000', '17.000']\n",
"['16/12/2006', '18:16:00', '4.524', '0.076', '234.200', '19.600', '0.000', '9.000', '17.000']\n",
"['16/12/2006', '18:17:00', '4.202', '0.082', '234.310', '17.800', '0.000', '1.000', '17.000']\n",
"['16/12/2006', '18:18:00', '4.472', '0.000', '233.290', '19.200', '0.000', '1.000', '16.000']\n",
"['16/12/2006', '18:19:00', '2.852', '0.000', '235.610', '12.000', '0.000', '1.000', '17.000']\n",
"['16/12/2006', '18:20:00', '2.928', '0.000', '235.250', '12.400', '0.000', '1.000', '17.000']\n",
"['16/12/2006', '18:21:00', '2.940', '0.000', '236.040', '12.400', '0.000', '2.000', '17.000']\n",
"['16/12/2006', '18:22:00', '2.934', '0.000', '235.510', '12.400', '0.000', '1.000', '17.000']\n",
"['16/12/2006', '18:23:00', '2.926', '0.000', '235.680', '12.400', '0.000', '1.000', '17.000']\n",
"['16/12/2006', '18:24:00', '3.452', '0.000', '235.200', '15.200', '0.000', '1.000', '17.000']\n",
"['16/12/2006', '18:25:00', '4.870', '0.000', '233.740', '20.800', '0.000', '1.000', '17.000']\n",
"['16/12/2006', '18:26:00', '4.868', '0.000', '233.840', '20.800', '0.000', '1.000', '17.000']\n",
"['16/12/2006', '18:27:00', '4.866', '0.000', '233.790', '20.800', '0.000', '1.000', '17.000']\n",
"['16/12/2006', '18:28:00', '3.176', '0.000', '235.500', '13.800', '0.000', '1.000', '17.000']\n",
"['16/12/2006', '18:29:00', '2.920', '0.000', '235.840', '12.400', '0.000', '1.000', '17.000']\n",
"['16/12/2006', '18:30:00', '2.930', '0.000', '236.150', '12.400', '0.000', '1.000', '17.000']\n",
"['16/12/2006', '18:31:00', '2.912', '0.050', '235.810', '12.400', '0.000', '1.000', '17.000']\n",
"['16/12/2006', '18:32:00', '2.608', '0.052', '235.410', '11.000', '0.000', '1.000', '17.000']\n",
"['16/12/2006', '18:33:00', '2.714', '0.162', '234.820', '11.600', '0.000', '0.000', '17.000']\n",
"['16/12/2006', '18:34:00', '3.538', '0.086', '233.760', '15.600', '0.000', '1.000', '16.000']\n",
"['16/12/2006', '18:35:00', '6.072', '0.000', '232.480', '26.400', '0.000', '27.000', '17.000']\n",
"['16/12/2006', '18:36:00', '4.536', '0.000', '233.540', '19.400', '0.000', '1.000', '17.000']\n",
"['16/12/2006', '18:37:00', '4.408', '0.000', '232.320', '18.800', '0.000', '1.000', '16.000']\n",
"['16/12/2006', '18:38:00', '2.912', '0.048', '234.020', '13.000', '0.000', '1.000', '17.000']\n",
"['16/12/2006', '18:39:00', '2.326', '0.054', '234.760', '9.800', '0.000', '1.000', '17.000']\n",
"['16/12/2006', '18:40:00', '2.264', '0.054', '234.670', '9.600', '0.000', '1.000', '17.000']\n",
"['16/12/2006', '18:41:00', '2.270', '0.054', '235.270', '9.600', '0.000', '1.000', '17.000']\n",
"['16/12/2006', '18:42:00', '2.258', '0.054', '235.120', '9.600', '0.000', '1.000', '17.000']\n",
"['16/12/2006', '18:43:00', '2.188', '0.068', '235.800', '9.200', '0.000', '1.000', '17.000']\n",
"['16/12/2006', '18:44:00', '2.978', '0.166', '234.810', '13.200', '0.000', '1.000', '17.000']\n",
"['16/12/2006', '18:45:00', '4.200', '0.174', '234.380', '17.800', '0.000', '1.000', '17.000']\n",
"['16/12/2006', '18:46:00', '4.204', '0.186', '234.200', '17.800', '0.000', '1.000', '16.000']\n",
"['16/12/2006', '18:47:00', '4.218', '0.178', '233.980', '18.000', '0.000', '1.000', '17.000']\n",
"['16/12/2006', '18:48:00', '2.786', '0.188', '234.990', '12.000', '0.000', '2.000', '17.000']\n",
"['16/12/2006', '18:49:00', '2.540', '0.088', '234.670', '10.800', '0.000', '4.000', '17.000']\n",
"['16/12/2006', '18:50:00', '2.496', '0.080', '233.920', '10.600', '0.000', '3.000', '17.000']\n",
"['16/12/2006', '18:51:00', '2.336', '0.070', '233.510', '10.000', '0.000', '1.000', '16.000']\n",
"['16/12/2006', '18:52:00', '2.322', '0.000', '233.440', '9.800', '0.000', '0.000', '17.000']\n",
"['16/12/2006', '18:53:00', '2.448', '0.000', '233.640', '10.600', '0.000', '1.000', '17.000']\n",
"['16/12/2006', '18:54:00', '4.298', '0.000', '232.390', '18.400', '0.000', '1.000', '16.000']\n",
"['16/12/2006', '18:55:00', '4.230', '0.090', '232.250', '18.200', '0.000', '1.000', '17.000']\n",
"['16/12/2006', '18:56:00', '4.230', '0.090', '232.320', '18.200', '0.000', '2.000', '16.000']\n",
"['16/12/2006', '18:57:00', '3.924', '0.084', '232.790', '17.000', '0.000', '1.000', '17.000']\n",
"['16/12/2006', '18:58:00', '4.218', '0.090', '232.090', '18.000', '0.000', '1.000', '17.000']\n",
"['16/12/2006', '18:59:00', '4.224', '0.090', '231.960', '18.200', '0.000', '1.000', '16.000']\n",
"['16/12/2006', '19:00:00', '4.070', '0.088', '231.990', '17.400', '0.000', '1.000', '17.000']\n",
"['16/12/2006', '19:01:00', '3.612', '0.090', '232.360', '15.600', '0.000', '2.000', '16.000']\n",
"['16/12/2006', '19:02:00', '3.458', '0.090', '232.710', '14.800', '0.000', '1.000', '17.000']\n",
"['16/12/2006', '19:03:00', '3.434', '0.090', '232.010', '14.800', '0.000', '1.000', '16.000']\n",
"['16/12/2006', '19:04:00', '3.366', '0.000', '232.780', '14.400', '0.000', '1.000', '17.000']\n",
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gitextract_21uunvxe/ ├── Chapter01/ │ ├── Readme.md │ ├── matrix_multiplication.ipynb │ └── matrix_multiplication_keras.ipynb ├── Chapter02/ │ ├── Hdf5_with_PyTables.ipynb │ ├── NoSQL with Python.ipynb │ ├── OpenPyXL_example.ipynb │ ├── Pandas_xlsx_example.ipynb │ ├── Readme.md │ ├── SQL with Python.ipynb │ ├── Txt_files.ipynb │ └── read_csv_file.ipynb ├── Chapter03/ │ ├── ElectricalPowerOutputPredictionUsingDecisionTrees.ipynb │ ├── ElectricalPowerOutputPredictionUsingRegression.ipynb │ ├── Folds5x2_pp.xlsx │ ├── Images/ │ │ └── Readme.md │ ├── LogisticRegressor.py │ ├── Sigmoid_function.ipynb │ ├── Wine_quality_using_DecisionTrees.ipynb │ ├── Wine_quality_using_Ensemble_learning.ipynb │ ├── Wine_quality_using_GaussianNB.ipynb │ ├── Wine_quality_using_SVM-with_GridSearch.ipynb │ ├── Wine_quality_using_SVM.ipynb │ ├── Wine_quality_using_logistic_regressor.ipynb │ ├── readme.md │ └── winequality-red.csv ├── Chapter04/ │ ├── Folds5x2_pp.xlsx │ ├── LeNet_for_HandrwittenDigitsRecognition.ipynb │ ├── MLP_classification.ipynb │ ├── MLP_regression.ipynb │ ├── Readme.md │ ├── activation_functions.ipynb │ ├── single_neuron_tf.ipynb │ └── winequality-red.csv ├── Chapter05/ │ ├── Folds5x2_pp.xlsx │ ├── Genetic CNN.ipynb │ ├── Genetic_RNN.ipynb │ ├── GuessTheWord.ipynb │ ├── Optimization_surface_convex.ipynb │ ├── Optimization_surface_non-convex.ipynb │ ├── Readme.md │ └── dag.py ├── Chapter06/ │ ├── DQN.ipynb │ ├── Images/ │ │ └── Readme.md │ ├── OpenAI_practice.ipynb │ ├── Policy Gradients.ipynb │ ├── Readme.md │ ├── Taxi_drop-off-NN.ipynb │ └── Taxi_drop-off.ipynb ├── Chapter07/ │ ├── DCGAN_CelebA.ipynb │ ├── Images/ │ │ └── Readme.md │ ├── Readme.md │ ├── Vanilla_GAN.ipynb │ ├── VariationalAutoEncoders_MNIST.ipynb │ └── loader_celebA.py ├── Chapter08/ │ ├── Boston_Price_MLlib.ipynb │ ├── Readme.md │ ├── Transfer_learning_Sparkdl.ipynb │ ├── Wine_Classification_MLlib.ipynb │ ├── boston_price_h2o.ipynb │ └── wine_classification_h2o.ipynb ├── Chapter09/ │ ├── Heart_Disease_Prediction.ipynb │ ├── Human_activity_recognition_using_accelerometer.ipynb │ ├── Hypoglycemia Prediction.ipynb │ ├── Images/ │ │ └── Readme.md │ └── Readme.md ├── Chapter10/ │ ├── Electrical_Load_Forecasting.ipynb │ ├── Predictive_Maintenance_using_LSTM.ipynb │ └── Readme.md ├── Chapter11/ │ ├── SF_crime_category_detection.ipynb │ └── readme.md ├── Chapter12/ │ ├── Readme.md │ ├── Video_to_frames.ipynb │ ├── audio_processing.ipynb │ ├── data_augmentation.ipynb │ ├── text_preprocessing.ipynb │ └── time_series_data_preprocessing.ipynb ├── LICENSE └── README.md
SYMBOL INDEX (30 symbols across 3 files)
FILE: Chapter03/LogisticRegressor.py
class LogisticRegressor (line 10) | class LogisticRegressor:
method __init__ (line 11) | def __init__(self, d, n, lr=0.001):
method fit (line 41) | def fit(self, X, Y, epochs=500):
method predict (line 51) | def predict(self, X):
method get_weights (line 54) | def get_weights(self):
FILE: Chapter05/dag.py
class DAGValidationError (line 11) | class DAGValidationError(Exception):
class DAG (line 15) | class DAG(object):
method __init__ (line 18) | def __init__(self):
method add_node (line 22) | def add_node(self, node_name, graph=None):
method add_node_if_not_exists (line 30) | def add_node_if_not_exists(self, node_name, graph=None):
method delete_node (line 36) | def delete_node(self, node_name, graph=None):
method delete_node_if_exists (line 48) | def delete_node_if_exists(self, node_name, graph=None):
method add_edge (line 54) | def add_edge(self, ind_node, dep_node, graph=None):
method delete_edge (line 68) | def delete_edge(self, ind_node, dep_node, graph=None):
method rename_edges (line 76) | def rename_edges(self, old_task_name, new_task_name, graph=None):
method predecessors (line 91) | def predecessors(self, node, graph=None):
method downstream (line 97) | def downstream(self, node, graph=None):
method all_downstreams (line 105) | def all_downstreams(self, node, graph=None):
method all_leaves (line 123) | def all_leaves(self, graph=None):
method from_dict (line 129) | def from_dict(self, graph_dict):
method reset_graph (line 144) | def reset_graph(self):
method ind_nodes (line 148) | def ind_nodes(self, graph=None):
method validate (line 155) | def validate(self, graph=None):
method topological_sort (line 166) | def topological_sort(self, graph=None):
method size (line 201) | def size(self):
FILE: Chapter07/loader_celebA.py
function download_celeb_a (line 15) | def download_celeb_a():
function plot_images (line 37) | def plot_images(images, mode='RGB'):
function get_image (line 59) | def get_image(image_path, width, height, mode):
function get_batch (line 75) | def get_batch(image_files, width, height, mode='RGB'):
function get_batches (line 88) | def get_batches(batch_size, shape, data_files):
Copy disabled (too large)
Download .json
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// ... and 3 more files (download for full content)
About this extraction
This page contains the full source code of the PacktPublishing/Hands-On-Artificial-Intelligence-for-IoT GitHub repository, extracted and formatted as plain text for AI agents and large language models (LLMs). The extraction includes 78 files (11.3 MB), approximately 3.0M tokens, and a symbol index with 30 extracted functions, classes, methods, constants, and types. Use this with OpenClaw, Claude, ChatGPT, Cursor, Windsurf, or any other AI tool that accepts text input. You can copy the full output to your clipboard or download it as a .txt file.
Extracted by GitExtract — free GitHub repo to text converter for AI. Built by Nikandr Surkov.