123456789.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "from time import sleep\n",
    "from selenium import webdriver\n",
    "from selenium.webdriver.common.by import By\n",
    "from selenium.webdriver.chrome.options import Options\n",
    "from bs4 import BeautifulSoup\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "base_url = \"https://www.amazon.in/s?k=bags&ref=sr_pg_1\"\n",
    "num_pages = 20"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "chrome_options = Options()\n",
    "chrome_options.add_argument(\"--headless\")  # Run in headless mode (without opening browser window)\n",
    "driver = webdriver.Chrome()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "product_url = []\n",
    "product_name = []\n",
    "product_price = []\n",
    "rating = []\n",
    "num_reviews = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# To get the url for the products \n",
    "# driver.get(base_url + str(1))\n",
    "# element = driver.find_elements(By.XPATH,\"//a[@class = 'a-link-normal s-underline-text s-underline-link-text s-link-style a-text-normal']\")\n",
    "driver.get(base_url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "# cards = soup.find_all('div', {'data-asin' : True , 'data-component-type' : 's-search-result'})\n",
    "# for card in cards:\n",
    "#     product_name.append(card.h2.text.strip())\n",
    "#     product_url.append(card.h2.a.get('href'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "try:\n",
    "    for page in range(1, num_pages + 1):        \n",
    "        driver.get(driver.current_url)\n",
    "        html = driver.page_source\n",
    "        soup  = BeautifulSoup(html,'lxml')\n",
    "        cards = soup.find_all('div', {'data-asin' : True , 'data-component-type' : 's-search-result'})\n",
    "        for card in cards:\n",
    "            try:\n",
    "                product_name.append(card.h2.text.strip())\n",
    "            except:\n",
    "                product_name.append(None)\n",
    "            try:\n",
    "                product_url.append(card.h2.a.get('href'))\n",
    "            except:\n",
    "                product_url.append(None)\n",
    "            try:\n",
    "                product_price.append(card.find('span',class_ = 'a-price-whole').text)\n",
    "            except:\n",
    "                product_price.append(None)\n",
    "            try:\n",
    "                rating.append(card.find('span',class_ = 'a-icon-alt').text.strip('out of 5 stars'))\n",
    "            except:\n",
    "                rating.append(None)\n",
    "            try:\n",
    "                num_reviews.append(card.find('span',class_ = 'a-size-base s-underline-text').text)\n",
    "            except:\n",
    "                num_reviews.append(None)\n",
    "        next = driver.find_element(By.LINK_TEXT ,'Next')\n",
    "        next.click()        \n",
    "\n",
    "        # #For Product_urls\n",
    "        # urls = driver.find_elements(By.XPATH,\"//a[@class = 'a-link-normal s-underline-text s-underline-link-text s-link-style a-text-normal']\")\n",
    "        # names = driver.find_elements(By.XPATH,\"//span[@class = 'a-size-medium a-color-base a-text-normal']\") #Names\n",
    "        # for i in urls:\n",
    "        #     # product_name.append(i.text())\n",
    "        #     product_url.append(i.get_attribute('href') + '/n')\n",
    "        # for j in names:\n",
    "        #     product_name.append(j.text)\n",
    "        # next = driver.find_element(By.LINK_TEXT ,'Next')\n",
    "        # next.click()\n",
    "except:\n",
    "    pass\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "426\n",
      "426\n",
      "426\n",
      "426\n",
      "426\n"
     ]
    }
   ],
   "source": [
    "print(len(product_name))\n",
    "print(len(product_url))\n",
    "print(len(product_price))\n",
    "print(len(rating))\n",
    "print(len(num_reviews))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame({'Product Name' : product_name , 'URL': product_url , 'Price' : product_price , 'Ratings' : rating , 'Reviews' : num_reviews})\n",
    "df.to_csv('Scraping')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "Description = []\n",
    "Product_ASIN = []\n",
    "Product_Description = []\n",
    "Manufacturer = []\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "# for i in df['URL']:\n",
    "#     try:\n",
    "#         url = 'https://www.amazon.in'+ i\n",
    "#         driver2 = webdriver.Chrome()\n",
    "#         driver2.get(url)\n",
    "#         html = driver2.page_source\n",
    "#         soup  = BeautifulSoup(html,'lxml')\n",
    "#         # Description.append(soup.find('ul',class_ ='a-unordered-list a-vertical a-spacing-mini').text.strip())\n",
    "#         li = soup.find('li',class_ = \"a-unordered-list a-nostyle a-vertical a-spacing-none detail-bullet-list\")\n",
    "#     except:\n",
    "#         print('Error')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "# url = 'https://www.amazon.in/Skybags-Brat-Black-Casual-Backpack/dp/B08Z1HHHTD/ref=sr_1_5?keywords=bags&sr=8-5'\n",
    "# driver2 = webdriver.Chrome()\n",
    "# driver2.get(url)\n",
    "# html = driver2.page_source\n",
    "# soup  = BeautifulSoup(html,'lxml')\n",
    "# # Description.append(soup.find('ul',class_ ='a-unordered-list a-vertical a-spacing-mini').text.strip())\n",
    "# li = soup.find('ul',class_ = \"a-unordered-list a-nostyle a-vertical a-spacing-none detail-bullet-list\")\n",
    "# for i in li:\n",
    "#     print(i)\n",
    "# else:\n",
    "#     print('error')\n",
    "# print(li)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "li = soup.find('li',class_ = \"a-unordered-list a-nostyle a-vertical a-spacing-none detail-bullet-list\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Description"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "# url = 'https://www.amazon.in'+ df['URL'][3]\n",
    "# driver2 = webdriver.Chrome()\n",
    "# driver2.get(url)\n",
    "# html = driver2.page_source\n",
    "# soup  = BeautifulSoup(html,'lxml')\n",
    "# Description.append(soup.find('ul',class_ ='a-unordered-list a-vertical a-spacing-mini').text.strip())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "# for page in range(1, num_pages + 1):\n",
    "#     url = base_url + str(page)\n",
    "#     driver.get(url)\n",
    "#     sleep(3)  # Give the page some time to load\n",
    "    \n",
    "#     # Extract product details\n",
    "#     product_elements = driver.find_elements(By.CSS_SELECTOR, '[data-component-type=\"s-search-result\"]')\n",
    "#     for element in product_elements:\n",
    "#         try:\n",
    "#             product_url.append(element.find_element(By.CSS_SELECTOR, 'sg-col-inner').get_attribute('href'))\n",
    "#             product_name.append(element.find_element(By.CSS_SELECTOR, 'span.a-size-medium').text)\n",
    "#             product_price.append(element.find_element(By.CSS_SELECTOR, 'span.a-price-whole').text)\n",
    "#             rating.append(element.find_element(By.CSS_SELECTOR, 'span.a-icon-alt').get_attribute('innerHTML'))\n",
    "#             num_reviews.append(element.find_element(By.CSS_SELECTOR, 'span.a-size-base').text.replace(',', ''))\n",
    "            \n",
    "#         except:\n",
    "#             print(page)\n",
    "#             continue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
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      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "product_url"
   ]
  }
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