[
  {
    "path": ".gitignore",
    "content": ".venv"
  },
  {
    "path": "README.md",
    "content": "# Web Scraping Mercado livre case Samsung\n\n<p align=\"center\">\n  <a href=\"https://suajornadadedados.com.br/\"><img src=\"pic/logo.png\" alt=\"Jornada de Dados\"></a>\n</p>\n<p align=\"center\">\n    <em>Nossa missão é fornecer o melhor ensino em engenharia de dados</em>\n</p>\n\n"
  },
  {
    "path": "data/data.jsonl",
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  },
  {
    "path": "requirements.txt",
    "content": "pandas\nstreamlit\nscrapy"
  },
  {
    "path": "src/dashboard/app.py",
    "content": "# import\nimport streamlit as st\nimport pandas as pd\nimport sqlite3\n\n# Conectar ao banco de dados SQLite\nconn = sqlite3.connect('data/mercadolivre.db')\n\n# Carregar os dados da tabela 'notebooks' em um DataFrame pandas\ndf = pd.read_sql_query(\"SELECT * FROM notebook\", conn)\n\n# Fechar a conexão com o banco de dados\nconn.close()\n\n# Título da aplicação\nst.title('📊 Pesquisa de Mercado - Notebooks no Mercado Livre')\n\n# Melhorar o layout com colunas para KPIs\nst.subheader('💡 KPIs principais')\ncol1, col2, col3 = st.columns(3)\n\n# KPI 1: Número total de itens\ntotal_itens = df.shape[0]\ncol1.metric(label=\"🖥️ Total de Notebooks\", value=total_itens)\n\n# KPI 2: Número de marcas únicas\nunique_brands = df['brand'].nunique()\ncol2.metric(label=\"🏷️ Marcas Únicas\", value=unique_brands)\n\n# KPI 3: Preço médio novo (em reais)\naverage_new_price = df['new_money'].mean()\ncol3.metric(label=\"💰 Preço Médio (R$)\", value=f\"{average_new_price:.2f}\")\n\n# Marcas mais frequentes\nst.subheader('🏆 Marcas mais encontradas até a 10ª página')\ncol1, col2 = st.columns([4, 2])\ntop_brands = df['brand'].value_counts().sort_values(ascending=False)\ncol1.bar_chart(top_brands)\ncol2.write(top_brands)\n\n# Preço médio por marca\nst.subheader('💵 Preço médio por marca')\ncol1, col2 = st.columns([4, 2])\ndf_non_zero_prices = df[df['new_money'] > 0]\naverage_price_by_brand = df_non_zero_prices.groupby('brand')['new_money'].mean().sort_values(ascending=False)\ncol1.bar_chart(average_price_by_brand)\ncol2.write(average_price_by_brand)\n\n# Satisfação média por marca\nst.subheader('⭐ Satisfação média por marca')\ncol1, col2 = st.columns([4, 2])\ndf_non_zero_reviews = df[df['reviews_rating_number'] > 0]\nsatisfaction_by_brand = df_non_zero_reviews.groupby('brand')['reviews_rating_number'].mean().sort_values(ascending=False)\ncol1.bar_chart(satisfaction_by_brand)\ncol2.write(satisfaction_by_brand)\n"
  },
  {
    "path": "src/extraction/coleta/__init__.py",
    "content": ""
  },
  {
    "path": "src/extraction/coleta/items.py",
    "content": "# Define here the models for your scraped items\n#\n# See documentation in:\n# https://docs.scrapy.org/en/latest/topics/items.html\n\nimport scrapy\n\n\nclass ColetaItem(scrapy.Item):\n    # define the fields for your item here like:\n    # name = scrapy.Field()\n    pass\n"
  },
  {
    "path": "src/extraction/coleta/settings.py",
    "content": "# Scrapy settings for coleta project\n#\n# For simplicity, this file contains only settings considered important or\n# commonly used. You can find more settings consulting the documentation:\n#\n#     https://docs.scrapy.org/en/latest/topics/settings.html\n#     https://docs.scrapy.org/en/latest/topics/downloader-middleware.html\n#     https://docs.scrapy.org/en/latest/topics/spider-middleware.html\n\nBOT_NAME = \"coleta\"\n\nSPIDER_MODULES = [\"coleta.spiders\"]\nNEWSPIDER_MODULE = \"coleta.spiders\"\n\n\n# Crawl responsibly by identifying yourself (and your website) on the user-agent\nUSER_AGENT = \"Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/135.0.0.0 Safari/537.36\"\n\n# Obey robots.txt rules\nROBOTSTXT_OBEY = False\n\n# Configure maximum concurrent requests performed by Scrapy (default: 16)\n#CONCURRENT_REQUESTS = 32\n\n# Configure a delay for requests for the same website (default: 0)\n# See https://docs.scrapy.org/en/latest/topics/settings.html#download-delay\n# See also autothrottle settings and docs\n#DOWNLOAD_DELAY = 3\n# The download delay setting will honor only one of:\n#CONCURRENT_REQUESTS_PER_DOMAIN = 16\n#CONCURRENT_REQUESTS_PER_IP = 16\n\n# Disable cookies (enabled by default)\n#COOKIES_ENABLED = False\n\n# Disable Telnet Console (enabled by default)\n#TELNETCONSOLE_ENABLED = False\n\n# Override the default request headers:\n#DEFAULT_REQUEST_HEADERS = {\n#    \"Accept\": \"text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8\",\n#    \"Accept-Language\": \"en\",\n#}\n\n# Enable or disable spider middlewares\n# See https://docs.scrapy.org/en/latest/topics/spider-middleware.html\n#SPIDER_MIDDLEWARES = {\n#    \"coleta.middlewares.ColetaSpiderMiddleware\": 543,\n#}\n\n# Enable or disable downloader middlewares\n# See https://docs.scrapy.org/en/latest/topics/downloader-middleware.html\n#DOWNLOADER_MIDDLEWARES = {\n#    \"coleta.middlewares.ColetaDownloaderMiddleware\": 543,\n#}\n\n# Enable or disable extensions\n# See https://docs.scrapy.org/en/latest/topics/extensions.html\n#EXTENSIONS = {\n#    \"scrapy.extensions.telnet.TelnetConsole\": None,\n#}\n\n# Configure item pipelines\n# See https://docs.scrapy.org/en/latest/topics/item-pipeline.html\n#ITEM_PIPELINES = {\n#    \"coleta.pipelines.ColetaPipeline\": 300,\n#}\n\n# Enable and configure the AutoThrottle extension (disabled by default)\n# See https://docs.scrapy.org/en/latest/topics/autothrottle.html\n#AUTOTHROTTLE_ENABLED = True\n# The initial download delay\n#AUTOTHROTTLE_START_DELAY = 5\n# The maximum download delay to be set in case of high latencies\n#AUTOTHROTTLE_MAX_DELAY = 60\n# The average number of requests Scrapy should be sending in parallel to\n# each remote server\n#AUTOTHROTTLE_TARGET_CONCURRENCY = 1.0\n# Enable showing throttling stats for every response received:\n#AUTOTHROTTLE_DEBUG = False\n\n# Enable and configure HTTP caching (disabled by default)\n# See https://docs.scrapy.org/en/latest/topics/downloader-middleware.html#httpcache-middleware-settings\n#HTTPCACHE_ENABLED = True\n#HTTPCACHE_EXPIRATION_SECS = 0\n#HTTPCACHE_DIR = \"httpcache\"\n#HTTPCACHE_IGNORE_HTTP_CODES = []\n#HTTPCACHE_STORAGE = \"scrapy.extensions.httpcache.FilesystemCacheStorage\"\n\n# Set settings whose default value is deprecated to a future-proof value\nTWISTED_REACTOR = \"twisted.internet.asyncioreactor.AsyncioSelectorReactor\"\nFEED_EXPORT_ENCODING = \"utf-8\"\n"
  },
  {
    "path": "src/extraction/coleta/spiders/__init__.py",
    "content": "# This package will contain the spiders of your Scrapy project\n#\n# Please refer to the documentation for information on how to create and manage\n# your spiders.\n"
  },
  {
    "path": "src/extraction/coleta/spiders/notebook.py",
    "content": "import scrapy\n\n\nclass NotebookSpider(scrapy.Spider):\n    name = \"notebook\"\n    allowed_domains = [\"lista.mercadolivre.com.br\"]\n    start_urls = [\"https://lista.mercadolivre.com.br/notebook?sb=rb#D[A:notebook]\"]\n    page_count = 1\n    max_page = 10\n\n    def parse(self, response):\n\n        products = response.css('div.ui-search-result__wrapper')\n\n        for product in products:\n\n            prices = product.css('span.andes-money-amount__fraction::text').getall()\n\n            yield {\n                'brand': product.css('span.poly-component__brand::text').get(),\n                'name': product.css('a.poly-component__title::text').get(),\n                'seller': product.css('span.poly-component__seller::text').get(),\n                'reviews_rating_number': product.css('span.poly-reviews__rating::text').get(),\n                'reviews_amount': product.css('span.poly-reviews__total::text').get(),\n                'old_money': prices[0] if len (prices) > 0 else None,\n                'new_money': prices[1] if len (prices) > 1 else None\n            }\n\n        if self.page_count < self.max_page:\n            next_page = response.css('li.andes-pagination__button.andes-pagination__button--next a::attr(href)').get()\n            if next_page:\n                self.page_count += 1\n                yield scrapy.Request(url=next_page, callback=self.parse)"
  },
  {
    "path": "src/extraction/scrapy.cfg",
    "content": "# Automatically created by: scrapy startproject\n#\n# For more information about the [deploy] section see:\n# https://scrapyd.readthedocs.io/en/latest/deploy.html\n\n[settings]\ndefault = coleta.settings\n\n[deploy]\n#url = http://localhost:6800/\nproject = coleta\n"
  },
  {
    "path": "src/transformLoad/main.py",
    "content": "# Vamos importar o que precisamos\nimport pandas as pd\nimport sqlite3\nfrom datetime import datetime\n\n# Definir o caminho para o arquivo JSONL\ndf = pd.read_json('data/data.jsonl', lines = True)\n\n# Setar o pandas para mostrar todas as colunas\npd.options.display.max_columns = None\n\n# Adicionar a coluna _source com um valor fixo\ndf['_source'] = \"https://lista.mercadolivre.com.br/notebook\"\n\n# Adicionar a coluna _data_coleta com a data e hora atuais\n\ndf['_datetime'] = datetime.now()\n\n# Tratar nulos\ndf['old_money'] = df['old_money'].fillna('0')\ndf['new_money'] = df['new_money'].fillna('0')\ndf['reviews_rating_number'] = df['reviews_rating_number'].fillna('0')\ndf['reviews_amount'] = df['reviews_amount'].fillna('(0)')\n\n# Garantir que estão como strings antes de usar .str\ndf['old_money'] = df['old_money'].astype(str).str.replace('.', '', regex=False)\ndf['new_money'] = df['new_money'].astype(str).str.replace('.', '', regex=False)\ndf['reviews_amount'] = df['reviews_amount'].astype(str).str.replace('[\\(\\)]', '', regex=True)\n\n# Converter para números\ndf['old_money'] = df['old_money'].astype(float)\ndf['new_money'] = df['new_money'].astype(float)\ndf['reviews_rating_number'] = df['reviews_rating_number'].astype(float)\ndf['reviews_amount'] = df['reviews_amount'].astype(int)\n\n# Tratar os preços como floats e calcular os valores totais\n# Manter apenas produtos com preço entre 1000 e 10000 reais\ndf = df[\n    (df['old_money'] >= 1000) & (df['old_money'] <= 10000) &\n    (df['new_money'] >= 1000) & (df['new_money'] <= 10000)\n]\n\n# Remover as colunas antigas de preços\n\n# Conectar ao banco de dados SQLite (ou criar um novo)\nconn = sqlite3.connect('data/mercadolivre.db')\n\n# Salvar o DataFrame no banco de dados SQLite\ndf.to_sql('notebook', conn, if_exists='replace', index=False)\n\n# Fechar a conexão com o banco de dados\nconn.close()\n\n# Configurar pandas para mostrar todas as colunas\n\n# Exibir o DataFrame resultante"
  }
]