Repository: lvgalvao/WebScraping-2025-Jornada-Aovivo Branch: main Commit: 7feeebb61b8e Files: 12 Total size: 127.0 KB Directory structure: gitextract_jsk0yvsl/ ├── .gitignore ├── README.md ├── data/ │ └── data.jsonl ├── requirements.txt └── src/ ├── dashboard/ │ └── app.py ├── extraction/ │ ├── coleta/ │ │ ├── __init__.py │ │ ├── items.py │ │ ├── settings.py │ │ └── spiders/ │ │ ├── __init__.py │ │ └── notebook.py │ └── scrapy.cfg └── transformLoad/ └── main.py ================================================ FILE CONTENTS ================================================ ================================================ FILE: .gitignore ================================================ .venv ================================================ FILE: README.md ================================================ # Web Scraping Mercado livre case Samsung

Jornada de Dados

Nossa missão é fornecer o melhor ensino em engenharia de dados

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128GB SSD - Intel Atom", "seller": null, "reviews_rating_number": "4.5", "reviews_amount": "(2)", "old_money": "1.245", "new_money": "124"} {"brand": "DELL", "name": "Notebook Dell Alienware I9-13900hx 16gb Ddr5 Nvidia Rtx 4060 Cor Dark Metallic Moon", "seller": null, "reviews_rating_number": "4.6", "reviews_amount": "(11)", "old_money": "14.999", "new_money": "1.499"} ================================================ FILE: requirements.txt ================================================ pandas streamlit scrapy ================================================ FILE: src/dashboard/app.py ================================================ # import import streamlit as st import pandas as pd import sqlite3 # Conectar ao banco de dados SQLite conn = sqlite3.connect('data/mercadolivre.db') # Carregar os dados da tabela 'notebooks' em um DataFrame pandas df = pd.read_sql_query("SELECT * FROM notebook", conn) # Fechar a conexão com o banco de dados conn.close() # Título da aplicação st.title('📊 Pesquisa de Mercado - Notebooks no Mercado Livre') # Melhorar o layout com colunas para KPIs st.subheader('💡 KPIs principais') col1, col2, col3 = st.columns(3) # KPI 1: Número total de itens total_itens = df.shape[0] col1.metric(label="🖥️ Total de Notebooks", value=total_itens) # KPI 2: Número de marcas únicas unique_brands = df['brand'].nunique() col2.metric(label="🏷️ Marcas Únicas", value=unique_brands) # KPI 3: Preço médio novo (em reais) average_new_price = df['new_money'].mean() col3.metric(label="💰 Preço Médio (R$)", value=f"{average_new_price:.2f}") # Marcas mais frequentes st.subheader('🏆 Marcas mais encontradas até a 10ª página') col1, col2 = st.columns([4, 2]) top_brands = df['brand'].value_counts().sort_values(ascending=False) col1.bar_chart(top_brands) col2.write(top_brands) # Preço médio por marca st.subheader('💵 Preço médio por marca') col1, col2 = st.columns([4, 2]) df_non_zero_prices = df[df['new_money'] > 0] average_price_by_brand = df_non_zero_prices.groupby('brand')['new_money'].mean().sort_values(ascending=False) col1.bar_chart(average_price_by_brand) col2.write(average_price_by_brand) # Satisfação média por marca st.subheader('⭐ Satisfação média por marca') col1, col2 = st.columns([4, 2]) df_non_zero_reviews = df[df['reviews_rating_number'] > 0] satisfaction_by_brand = df_non_zero_reviews.groupby('brand')['reviews_rating_number'].mean().sort_values(ascending=False) col1.bar_chart(satisfaction_by_brand) col2.write(satisfaction_by_brand) ================================================ FILE: src/extraction/coleta/__init__.py ================================================ ================================================ FILE: src/extraction/coleta/items.py ================================================ # Define here the models for your scraped items # # See documentation in: # https://docs.scrapy.org/en/latest/topics/items.html import scrapy class ColetaItem(scrapy.Item): # define the fields for your item here like: # name = scrapy.Field() pass ================================================ FILE: src/extraction/coleta/settings.py ================================================ # Scrapy settings for coleta project # # For simplicity, this file contains only settings considered important or # commonly used. You can find more settings consulting the documentation: # # https://docs.scrapy.org/en/latest/topics/settings.html # https://docs.scrapy.org/en/latest/topics/downloader-middleware.html # https://docs.scrapy.org/en/latest/topics/spider-middleware.html BOT_NAME = "coleta" SPIDER_MODULES = ["coleta.spiders"] NEWSPIDER_MODULE = "coleta.spiders" # Crawl responsibly by identifying yourself (and your website) on the user-agent USER_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" # Obey robots.txt rules ROBOTSTXT_OBEY = False # Configure maximum concurrent requests performed by Scrapy (default: 16) #CONCURRENT_REQUESTS = 32 # Configure a delay for requests for the same website (default: 0) # See https://docs.scrapy.org/en/latest/topics/settings.html#download-delay # See also autothrottle settings and docs #DOWNLOAD_DELAY = 3 # The download delay setting will honor only one of: #CONCURRENT_REQUESTS_PER_DOMAIN = 16 #CONCURRENT_REQUESTS_PER_IP = 16 # Disable cookies (enabled by default) #COOKIES_ENABLED = False # Disable Telnet Console (enabled by default) #TELNETCONSOLE_ENABLED = False # Override the default request headers: #DEFAULT_REQUEST_HEADERS = { # "Accept": "text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8", # "Accept-Language": "en", #} # Enable or disable spider middlewares # See https://docs.scrapy.org/en/latest/topics/spider-middleware.html #SPIDER_MIDDLEWARES = { # "coleta.middlewares.ColetaSpiderMiddleware": 543, #} # Enable or disable downloader middlewares # See https://docs.scrapy.org/en/latest/topics/downloader-middleware.html #DOWNLOADER_MIDDLEWARES = { # "coleta.middlewares.ColetaDownloaderMiddleware": 543, #} # Enable or disable extensions # See https://docs.scrapy.org/en/latest/topics/extensions.html #EXTENSIONS = { # "scrapy.extensions.telnet.TelnetConsole": None, #} # Configure item pipelines # See https://docs.scrapy.org/en/latest/topics/item-pipeline.html #ITEM_PIPELINES = { # "coleta.pipelines.ColetaPipeline": 300, #} # Enable and configure the AutoThrottle extension (disabled by default) # See https://docs.scrapy.org/en/latest/topics/autothrottle.html #AUTOTHROTTLE_ENABLED = True # The initial download delay #AUTOTHROTTLE_START_DELAY = 5 # The maximum download delay to be set in case of high latencies #AUTOTHROTTLE_MAX_DELAY = 60 # The average number of requests Scrapy should be sending in parallel to # each remote server #AUTOTHROTTLE_TARGET_CONCURRENCY = 1.0 # Enable showing throttling stats for every response received: #AUTOTHROTTLE_DEBUG = False # Enable and configure HTTP caching (disabled by default) # See https://docs.scrapy.org/en/latest/topics/downloader-middleware.html#httpcache-middleware-settings #HTTPCACHE_ENABLED = True #HTTPCACHE_EXPIRATION_SECS = 0 #HTTPCACHE_DIR = "httpcache" #HTTPCACHE_IGNORE_HTTP_CODES = [] #HTTPCACHE_STORAGE = "scrapy.extensions.httpcache.FilesystemCacheStorage" # Set settings whose default value is deprecated to a future-proof value TWISTED_REACTOR = "twisted.internet.asyncioreactor.AsyncioSelectorReactor" FEED_EXPORT_ENCODING = "utf-8" ================================================ FILE: src/extraction/coleta/spiders/__init__.py ================================================ # This package will contain the spiders of your Scrapy project # # Please refer to the documentation for information on how to create and manage # your spiders. ================================================ FILE: src/extraction/coleta/spiders/notebook.py ================================================ import scrapy class NotebookSpider(scrapy.Spider): name = "notebook" allowed_domains = ["lista.mercadolivre.com.br"] start_urls = ["https://lista.mercadolivre.com.br/notebook?sb=rb#D[A:notebook]"] page_count = 1 max_page = 10 def parse(self, response): products = response.css('div.ui-search-result__wrapper') for product in products: prices = product.css('span.andes-money-amount__fraction::text').getall() yield { 'brand': product.css('span.poly-component__brand::text').get(), 'name': product.css('a.poly-component__title::text').get(), 'seller': product.css('span.poly-component__seller::text').get(), 'reviews_rating_number': product.css('span.poly-reviews__rating::text').get(), 'reviews_amount': product.css('span.poly-reviews__total::text').get(), 'old_money': prices[0] if len (prices) > 0 else None, 'new_money': prices[1] if len (prices) > 1 else None } if self.page_count < self.max_page: next_page = response.css('li.andes-pagination__button.andes-pagination__button--next a::attr(href)').get() if next_page: self.page_count += 1 yield scrapy.Request(url=next_page, callback=self.parse) ================================================ FILE: src/extraction/scrapy.cfg ================================================ # Automatically created by: scrapy startproject # # For more information about the [deploy] section see: # https://scrapyd.readthedocs.io/en/latest/deploy.html [settings] default = coleta.settings [deploy] #url = http://localhost:6800/ project = coleta ================================================ FILE: src/transformLoad/main.py ================================================ # Vamos importar o que precisamos import pandas as pd import sqlite3 from datetime import datetime # Definir o caminho para o arquivo JSONL df = pd.read_json('data/data.jsonl', lines = True) # Setar o pandas para mostrar todas as colunas pd.options.display.max_columns = None # Adicionar a coluna _source com um valor fixo df['_source'] = "https://lista.mercadolivre.com.br/notebook" # Adicionar a coluna _data_coleta com a data e hora atuais df['_datetime'] = datetime.now() # Tratar nulos df['old_money'] = df['old_money'].fillna('0') df['new_money'] = df['new_money'].fillna('0') df['reviews_rating_number'] = df['reviews_rating_number'].fillna('0') df['reviews_amount'] = df['reviews_amount'].fillna('(0)') # Garantir que estão como strings antes de usar .str df['old_money'] = df['old_money'].astype(str).str.replace('.', '', regex=False) df['new_money'] = df['new_money'].astype(str).str.replace('.', '', regex=False) df['reviews_amount'] = df['reviews_amount'].astype(str).str.replace('[\(\)]', '', regex=True) # Converter para números df['old_money'] = df['old_money'].astype(float) df['new_money'] = df['new_money'].astype(float) df['reviews_rating_number'] = df['reviews_rating_number'].astype(float) df['reviews_amount'] = df['reviews_amount'].astype(int) # Tratar os preços como floats e calcular os valores totais # Manter apenas produtos com preço entre 1000 e 10000 reais df = df[ (df['old_money'] >= 1000) & (df['old_money'] <= 10000) & (df['new_money'] >= 1000) & (df['new_money'] <= 10000) ] # Remover as colunas antigas de preços # Conectar ao banco de dados SQLite (ou criar um novo) conn = sqlite3.connect('data/mercadolivre.db') # Salvar o DataFrame no banco de dados SQLite df.to_sql('notebook', conn, if_exists='replace', index=False) # Fechar a conexão com o banco de dados conn.close() # Configurar pandas para mostrar todas as colunas # Exibir o DataFrame resultante