bikroy_selenium.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from datetime import datetime\n",
    "import requests\n",
    "import time \n",
    "from requests_html import HTMLSession\n",
    "from PIL import Image\n",
    "from io import StringIO, BytesIO\n",
    "\n",
    "from selenium import webdriver\n",
    "from selenium.webdriver.common.keys import Keys\n",
    "from selenium.webdriver.chrome.service import Service\n",
    "from selenium.webdriver.common.by import By\n",
    "from selenium.webdriver.support.ui import WebDriverWait\n",
    "from selenium.webdriver.support import expected_conditions as EC\n",
    "from IPython.display import display, clear_output\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: selenium in c:\\users\\kalim\\anaconda3\\lib\\site-packages (4.1.2)\n",
      "Requirement already satisfied: urllib3[secure,socks]~=1.26 in c:\\users\\kalim\\anaconda3\\lib\\site-packages (from selenium) (1.26.7)\n",
      "Requirement already satisfied: trio-websocket~=0.9 in c:\\users\\kalim\\anaconda3\\lib\\site-packages (from selenium) (0.9.2)\n",
      "Requirement already satisfied: trio~=0.17 in c:\\users\\kalim\\anaconda3\\lib\\site-packages (from selenium) (0.20.0)\n",
      "Requirement already satisfied: outcome in c:\\users\\kalim\\anaconda3\\lib\\site-packages (from trio~=0.17->selenium) (1.1.0)\n",
      "Requirement already satisfied: sniffio in c:\\users\\kalim\\anaconda3\\lib\\site-packages (from trio~=0.17->selenium) (1.2.0)\n",
      "Requirement already satisfied: async-generator>=1.9 in c:\\users\\kalim\\anaconda3\\lib\\site-packages (from trio~=0.17->selenium) (1.10)\n",
      "Requirement already satisfied: idna in c:\\users\\kalim\\anaconda3\\lib\\site-packages (from trio~=0.17->selenium) (3.2)\n",
      "Requirement already satisfied: cffi>=1.14 in c:\\users\\kalim\\anaconda3\\lib\\site-packages (from trio~=0.17->selenium) (1.14.6)\n",
      "Requirement already satisfied: attrs>=19.2.0 in c:\\users\\kalim\\anaconda3\\lib\\site-packages (from trio~=0.17->selenium) (21.2.0)\n",
      "Requirement already satisfied: sortedcontainers in c:\\users\\kalim\\anaconda3\\lib\\site-packages (from trio~=0.17->selenium) (2.4.0)\n",
      "Requirement already satisfied: pycparser in c:\\users\\kalim\\anaconda3\\lib\\site-packages (from cffi>=1.14->trio~=0.17->selenium) (2.20)\n",
      "Requirement already satisfied: wsproto>=0.14 in c:\\users\\kalim\\anaconda3\\lib\\site-packages (from trio-websocket~=0.9->selenium) (1.1.0)\n",
      "Requirement already satisfied: PySocks!=1.5.7,<2.0,>=1.5.6 in c:\\users\\kalim\\anaconda3\\lib\\site-packages (from urllib3[secure,socks]~=1.26->selenium) (1.7.1)\n",
      "Requirement already satisfied: pyOpenSSL>=0.14 in c:\\users\\kalim\\anaconda3\\lib\\site-packages (from urllib3[secure,socks]~=1.26->selenium) (21.0.0)\n",
      "Requirement already satisfied: cryptography>=1.3.4 in c:\\users\\kalim\\anaconda3\\lib\\site-packages (from urllib3[secure,socks]~=1.26->selenium) (3.4.8)\n",
      "Requirement already satisfied: certifi in c:\\users\\kalim\\anaconda3\\lib\\site-packages (from urllib3[secure,socks]~=1.26->selenium) (2021.10.8)\n",
      "Requirement already satisfied: six>=1.5.2 in c:\\users\\kalim\\anaconda3\\lib\\site-packages (from pyOpenSSL>=0.14->urllib3[secure,socks]~=1.26->selenium) (1.16.0)\n",
      "Requirement already satisfied: h11<1,>=0.9.0 in c:\\users\\kalim\\anaconda3\\lib\\site-packages (from wsproto>=0.14->trio-websocket~=0.9->selenium) (0.13.0)\n"
     ]
    }
   ],
   "source": [
    "! pip install --upgrade selenium"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "524.0431141853333\n"
     ]
    }
   ],
   "source": [
    "# s = Service('chromedriver')\n",
    "# driver = webdriver.Chrome(service=s)\n",
    "session = HTMLSession()\n",
    "start = time.time()\n",
    "pages = 100\n",
    "single_page_urls = []\n",
    "page_cnt, url_cnt = 0, 0\n",
    "for p in range(1, pages+1):\n",
    "    bikroy_url = f'https://bikroy.com/en/ads/bangladesh/home-living?sort=date&order=desc&buy_now=0&urgent=0&page={p}'\n",
    "    print(bikroy_url)\n",
    "\n",
    "\n",
    "    r = session.get('http://localhost:8050/render.html', params={'url': bikroy_url, 'wait': 1})\n",
    "    print(r.status_code)\n",
    "\n",
    "#     driver.get(bikroy_url)\n",
    "    time.sleep(3)\n",
    "    page_cnt += 1\n",
    "    for i in range (1, 28):\n",
    "        try:\n",
    "#             single_url = driver.find_element(by=By.XPATH, value=f'//*[@id=\"app-wrapper\"]/div[1]/div[3]/div/div[2]/div[4]/div[2]/div/div[1]/div[1]/ul/li[{i}]/a').get_attribute('href')\n",
    "            single_url = r.html.find(f'#app-wrapper > div.container--297Nx.all > div:nth-child(3) > div > div.row--3Vhjr.main-container--28aG5.justify-content-flex-start--1Xozy.align-items-normal--vaTgD.flex-wrap-wrap--2PCx8.flex-direction-row--27fh1.flex--3fKk1 > div.sm-col-12--30zDS.lg-col-9--20qCf.block--3v-Ow > div.ad-list-container--1UnyA > div > div.ad-list--2Y3ql > div.list-wrapper--t_A02 > ul > li:nth-child({i}) > a')\n",
    "            single_url = single_url[0].attrs['href']\n",
    "            single_page_urls.append(single_url)\n",
    "            url_cnt += 1\n",
    "            print(\"Page: \" + str(page_cnt) + \" URL: \" + str(url_cnt))\n",
    "        except:\n",
    "            print('Not details link')\n",
    "    \n",
    "    clear_output(wait=True)\n",
    "print(time.time()-start)\n",
    "# driver.maximize_window()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2673,\n",
       " ['/en/ad/suzuki-solio-g-edition-push-start-2011-for-sale-dhaka',\n",
       "  '/en/ad/toyota-noah-x-sun-roof-octane-2004-for-sale-dhaka',\n",
       "  '/en/ad/baaccaader-dui-tti-saaikel-bikriyy-kraa-hbe-for-sale-dhaka',\n",
       "  '/en/ad/tvs-metro-kono-kaaj-naai-2013-for-sale-khulna-division',\n",
       "  '/en/ad/ttaakaa-pryyojn-taai-sel-dib-for-sale-mymensingh',\n",
       "  '/en/ad/dayang-dy-150-dayun-2013-for-sale-khulna',\n",
       "  '/en/ad/tvs-apache-rtr-4v-dd-sohaa-mttrs-2020-for-sale-dhaka-division-4',\n",
       "  '/en/ad/mitsubishi-outlander-octane-draive-2008-for-sale-dhaka-1',\n",
       "  '/en/ad/hero-hunk-double-disk-2018-for-sale-chattogram-division',\n",
       "  '/en/ad/rcb-s1-master-brake-pump-for-sale-dhaka',\n",
       "  '/en/ad/tvs-apache-rtr-2019-for-sale-dhaka-division-304',\n",
       "  '/en/ad/beetle-bolt-alligator-good-2021-for-sale-dhaka-division',\n",
       "  '/en/ad/wuyung-ad-80s-2014-for-sale-khulna-division',\n",
       "  '/en/ad/toyota-dyna-pick-up-dhaka-ready-2016-for-sale-dhaka',\n",
       "  '/en/ad/toyota-corolla-111-1998-for-sale-chattogram-65',\n",
       "  '/en/ad/walton-fusion-2017-2015-for-sale-dhaka',\n",
       "  '/en/ad/toyota-noah-two-door-power-2013-for-sale-dhaka',\n",
       "  '/en/ad/tvs-stryker-supaar-knddishn-2017-for-sale-sylhet-2',\n",
       "  '/en/ad/toyota-fielder-2016-for-sale-chattogram-5',\n",
       "  '/en/ad/byaattaarii-caalit-saaikel-for-sale-dhaka',\n",
       "  '/en/ad/daame-km-maane-bhaalo-for-sale-chattogram-division',\n",
       "  '/en/ad/toyota-noah-kr42-1995-for-sale-dhaka',\n",
       "  '/en/ad/tvs-metro-sohaa-mttrs-2020-for-sale-dhaka-division-4',\n",
       "  '/en/ad/tvs-apache-rtr-singel-ddiks-2016-for-sale-khulna',\n",
       "  '/en/ad/ektti-baaik-kinbo-to-buy-rangpur-1',\n",
       "  '/en/ad/toyota-townace-gl-2008-for-sale-dhaka-division',\n",
       "  '/en/ad/kia-sportage-ex-2008-for-sale-dhaka-division',\n",
       "  '/en/ad/yamaha-yzf-r15-v2-fresh-2013-for-sale-khulna',\n",
       "  '/en/ad/toyota-noah-2002-for-sale-dhaka-573',\n",
       "  '/en/ad/bajaj-pulsar-1-2012-for-sale-dhaka-5',\n",
       "  '/en/ad/nissan-x-trail-byaank-lon-sh-bikri-2016-for-sale-dhaka',\n",
       "  '/en/ad/baaisaaikel-for-sale-dhaka-4780',\n",
       "  '/en/ad/suzuki-dt-466e-1992-for-sale-dhaka-division',\n",
       "  '/en/ad/kmaattso-7-gaarri-bikri-kraa-hbe-for-sale-chattogram',\n",
       "  '/en/ad/maruti-suzuki-omni-2010-for-sale-dhaka-division-1',\n",
       "  '/en/ad/bajaj-pulsar-very-smart-2017-for-sale-sylhet-1',\n",
       "  '/en/ad/honda-cdi-1-1990-for-sale-dhaka',\n",
       "  '/en/ad/h-power-v-six-2015-for-sale-chattogram-division-3',\n",
       "  '/en/ad/toyota-vitz-smile-2011-for-sale-dhaka-division-1',\n",
       "  '/en/ad/toyota-corolla-100-wagon-1999-for-sale-dhaka-division',\n",
       "  '/en/ad/toyota-allion-a15-2003-for-sale-dhaka-division',\n",
       "  '/en/ad/toyota-noah-limo-1998-for-sale-dhaka',\n",
       "  '/en/ad/mercedes-benz-b160-2009-for-sale-dhaka',\n",
       "  '/en/ad/runner-turbo-125-2018-for-sale-dhaka-626',\n",
       "  '/en/ad/toyota-fielder-g-edition-2006-for-sale-dhaka-257',\n",
       "  '/en/ad/yamaha-fzs-v3-2019-for-sale-dhaka-281',\n",
       "  '/en/ad/toyota-prado-tx-l-2017-for-sale-dhaka-6',\n",
       "  '/en/ad/i-need-car-to-buy-dhaka',\n",
       "  '/en/ad/tvs-apache-rtr-ntun-er-mt-2019-for-sale-dhaka-1',\n",
       "  '/en/ad/bajaj-pulsar-2004-for-sale-dhaka-236',\n",
       "  '/en/ad/bajaj-discover-st-2014-for-sale-dhaka-26',\n",
       "  '/en/ad/used-bicycle-for-sale-dhaka-137',\n",
       "  '/en/ad/hero-hf-deluxe-fully-new-condition-2021-for-sale-mymensingh-division',\n",
       "  '/en/ad/vehicle-gps-tracker-for-sale-dhaka',\n",
       "  '/en/ad/tvs-apache-rtr-2020-for-sale-dhaka-562',\n",
       "  '/en/ad/suzuki-gixxer-155cc-sd-2017-for-sale-rajshahi',\n",
       "  '/en/ad/toyota-harrier-adv-nonhy-shorumereddi-2016-for-sale-dhaka-33',\n",
       "  '/en/ad/toyota-premio-g-superior-2012-for-sale-dhaka-942',\n",
       "  '/en/ad/01797463522-for-sale-dhaka',\n",
       "  '/en/ad/electric-e-bike-2022-for-sale-dhaka',\n",
       "  '/en/ad/bajaj-pulsar-pulser-as-150-2016-for-sale-rajshahi-division',\n",
       "  '/en/ad/toyota-axio-x-hybrid-2016-for-sale-dhaka-583',\n",
       "  '/en/ad/cikn-caakkaar-saaikel-for-sale-dhaka-3',\n",
       "  '/en/ad/tvs-apache-rtr-single-disc-2018-for-sale-dhaka-1',\n",
       "  '/en/ad/toyota-allion-a15-super-condition-2006-for-sale-dhaka-11',\n",
       "  '/en/ad/dainik-o-maasik-bhittite-primiyyaam-jiip-bhaarraa-for-sale-dhaka',\n",
       "  '/en/ad/nissan-x-trail-non-hysunroof7seat-2016-for-sale-dhaka-10',\n",
       "  '/en/ad/yamaha-rx-100-2001-for-sale-chattogram-4',\n",
       "  '/en/ad/keeway-superlight-150-xl-bike-2016-for-sale-chattogram',\n",
       "  '/en/ad/yamaha-fazer-2007-for-sale-dhaka-213',\n",
       "  '/en/ad/runner-turbo-125-2017-for-sale-dhaka-426',\n",
       "  '/en/ad/cycle-full-fresh-for-sale-sylhet-5',\n",
       "  '/en/ad/yamaha-fazer-r15-v2-2015-for-sale-rajshahi-division',\n",
       "  '/en/ad/toyota-premio-f-ex-ready-stock-2020-for-sale-dhaka-18',\n",
       "  '/en/ad/ektti-raanin-saaikel-bikri-hbe-for-sale-dhaka-23',\n",
       "  '/en/ad/tvs-apache-rtr-160-2022-for-sale-khulna-division',\n",
       "  '/en/ad/praayy-ntun-saaikel-bikri-kre-dib-for-sale-dhaka',\n",
       "  '/en/ad/toyota-probox-dx-2008-for-sale-dhaka-188',\n",
       "  '/en/ad/bajaj-platina-2020-for-sale-dhaka-division-12',\n",
       "  '/en/ad/hero-ignitor-2019-for-sale-dhaka-451',\n",
       "  '/en/ad/runner-turbo-125-150cc-edition-2017-for-sale-dhaka-1',\n",
       "  '/en/ad/nissan-juke-g-push-start-2011-for-sale-dhaka-11',\n",
       "  '/en/ad/honda-hornet-sd-2018-for-sale-rajshahi-2',\n",
       "  '/en/ad/runner-turbo-125-150cc-edition-2017-for-sale-dhaka-1',\n",
       "  '/en/ad/hero-passion-2006-for-sale-sylhet-86',\n",
       "  '/en/ad/toyota-axio-x-2011-for-sale-dhaka-1511',\n",
       "  '/en/ad/honda-vezel-z-pkg-push-start-2014-for-sale-chattogram',\n",
       "  '/en/ad/bajaj-pulsar-2012-for-sale-dhaka-4276',\n",
       "  '/en/ad/toyota-noah-x-push-start-2012-for-sale-dhaka-6',\n",
       "  '/en/ad/toyota-corolla-x-2002-for-sale-dhaka-1179',\n",
       "  '/en/ad/yamaha-fzs-v2-fi-2017-for-sale-dhaka-52',\n",
       "  '/en/ad/bajaj-pulsar-ns-2019-for-sale-dhaka-101',\n",
       "  '/en/ad/suzuki-gixxer-sf-fi-abs-on-test-2021-for-sale-dhaka-6',\n",
       "  '/en/ad/suzuki-gixxer-sf-vs6-2021-for-sale-chattogram',\n",
       "  '/en/ad/hiro-rangermax-for-sale-dhaka',\n",
       "  '/en/ad/phoenix-gear-cycle-for-sale-dhaka-231',\n",
       "  '/en/ad/runner-turbo-125-2016-for-sale-dhaka-174',\n",
       "  '/en/ad/cycle-for-sale-dhaka-9877',\n",
       "  '/en/ad/toyota-axio-x-2012-for-sale-dhaka-1388',\n",
       "  '/en/ad/hyundai-ancient-blue-super-fresh-2014-for-sale-dhaka',\n",
       "  '/en/ad/urgent-for-sell-for-sale-dhaka-division-1',\n",
       "  '/en/ad/runner-turbo-125-2018-for-sale-dhaka-625',\n",
       "  '/en/ad/toyota-aqua-push-start-2013-for-sale-dhaka-172',\n",
       "  '/en/ad/runner-turbo-125-v1-2019-for-sale-dhaka',\n",
       "  '/en/ad/toyota-axio-x-white-2016-for-sale-chattogram-23',\n",
       "  '/en/ad/toyota-premio-ttyyottaa-eph-pimio-ji-2006-for-sale-dhaka',\n",
       "  '/en/ad/toyota-noah-kr42-sunroof-gl-2004-for-sale-dhaka',\n",
       "  '/en/ad/bajaj-platina-phresh-2016-for-sale-khulna-division-1',\n",
       "  '/en/ad/honda-vezel-z-2016-for-sale-dhaka-37',\n",
       "  '/en/ad/tvs-apache-rtr-blue-2020-for-sale-khulna-8',\n",
       "  '/en/ad/bajaj-pulsar-2012-for-sale-dhaka-division-775',\n",
       "  '/en/ad/brand-new-looking-aluminum-body-prince-gear-cyclesaaikel-for-sale-dhaka',\n",
       "  '/en/ad/runner-knightrider-kaalo-2018-for-sale-mymensingh-division',\n",
       "  '/en/ad/honda-hornet-2019-for-sale-mymensingh-division-7',\n",
       "  '/en/ad/toyota-axio-x-deep-blue-2016-for-sale-chattogram-2',\n",
       "  '/en/ad/yamaha-fazer-dsh-bchrer-kaagj-kraa-2019-for-sale-dhaka',\n",
       "  '/en/ad/toyota-fielder-x-hybrid-2017-for-sale-dhaka-7',\n",
       "  '/en/ad/honda-cbr-2018-for-sale-dhaka-255',\n",
       "  '/en/ad/tata-ex-2-cover-van-2018-for-sale-dhaka',\n",
       "  '/en/ad/toyota-hiace-super-gl-2015-for-sale-dhaka-872',\n",
       "  '/en/ad/walton-fusion-2017-for-sale-dhaka-division-9',\n",
       "  '/en/ad/bikri-kraa-hbe-for-sale-dhaka-1200',\n",
       "  '/en/ad/suzuki-gixxer-2017-for-sale-dhaka-1544',\n",
       "  '/en/ad/toyota-premio-f-ex-2016-for-sale-dhaka-865',\n",
       "  '/en/ad/yamaha-fazer-2011-for-sale-chattogram-106',\n",
       "  '/en/ad/hero-hunk-good-condition-2018-for-sale-dhaka-10',\n",
       "  '/en/ad/suzuki-alto-2018-for-sale-dhaka-50',\n",
       "  '/en/ad/toyota-axio-x-white-hybrid-2016-for-sale-dhaka-12',\n",
       "  '/en/ad/almost-new-looking-phoenix-gear-26-for-sale-dhaka',\n",
       "  '/en/ad/tvs-metro-2018-for-sale-dhaka-987',\n",
       "  '/en/ad/marcides-for-rent-for-sale-dhaka',\n",
       "  '/en/ad/hero-glamour-2018-for-sale-dhaka-500',\n",
       "  '/en/ad/bajaj-discover-2015-2023-for-sale-rajshahi-division',\n",
       "  '/en/ad/walton-fusion-2016-for-sale-chattogram-36',\n",
       "  '/en/ad/legacy-for-sale-sylhet-3',\n",
       "  '/en/ad/1maas-bybhaar-kraa-oyyel-brek-o-phul-elmuniyyaam-bddi-baaisaaikel-for-sale-chattogram-division',\n",
       "  '/en/ad/hero-glamour-honda-2009-for-sale-dhaka-6',\n",
       "  '/en/ad/argent-sell-for-sale-rajshahi-79',\n",
       "  '/en/ad/hero-passion-x-pro-2019-for-sale-sylhet-10',\n",
       "  '/en/ad/bajaj-pulsar-ns-160-2018-for-sale-dhaka-272',\n",
       "  '/en/ad/foxter-ft-67-for-sale-dhaka',\n",
       "  '/en/ad/x-trail-for-rent-for-sale-dhaka-4',\n",
       "  '/en/ad/injin-caalit-saaikel-for-sale-dhaka-2',\n",
       "  '/en/ad/toyota-noah-x-g-great-2010-for-sale-dhaka-8',\n",
       "  '/en/ad/bicycle-for-sale-dhaka-17097',\n",
       "  '/en/ad/toyota-carina-my-road-all-power-1992-for-sale-dhaka-division',\n",
       "  '/en/ad/lifan-kpr-150cc-v2-2018-for-sale-dhaka',\n",
       "  '/en/ad/runner-bike-rt-ddijittaal-naambaar-2018-for-sale-khulna',\n",
       "  '/en/ad/kiesel10-for-sale-chattogram-1',\n",
       "  '/en/ad/tvs-stryker-125-cc-2019-for-sale-dhaka-5',\n",
       "  '/en/ad/helmets-for-sale-chattogram-3',\n",
       "  '/en/ad/suzuki-gsx-bhaalo-2019-for-sale-dhaka',\n",
       "  '/en/ad/hyundai-elantra-2017-for-sale-dhaka',\n",
       "  '/en/ad/suzuki-hayate-ep-2020-for-sale-dhaka-43',\n",
       "  '/en/ad/toyota-prius-gs-2016-for-sale-chattogram',\n",
       "  '/en/ad/toyota-axio-x-silver-hybrid-2016-for-sale-dhaka-6',\n",
       "  '/en/ad/toyota-noah-x-door-power-2003-for-sale-dhaka-1',\n",
       "  '/en/ad/toyota-noah-dhaka-showroom-ready-2014-for-sale-dhaka-4',\n",
       "  '/en/ad/tvs-metro-gaarrittaa-puraa-ntun-2022-for-sale-khulna',\n",
       "  '/en/ad/toyota-allion-a-15-pkg-2016-for-sale-chattogram',\n",
       "  '/en/ad/akij-durjoy-2019-for-sale-dhaka-division-1',\n",
       "  '/en/ad/aalocnaa-saapeksse-for-sale-dhaka-93',\n",
       "  '/en/ad/honda-vezel-z-2016-for-sale-dhaka-37',\n",
       "  '/en/ad/honda-cb-shine-2017-for-sale-dhaka',\n",
       "  '/en/ad/toyota-hiace-gl-dual-ac-2017-for-sale-dhaka-20',\n",
       "  '/en/ad/toyota-allion-a15-super-fresh-2015-for-sale-dhaka',\n",
       "  '/en/ad/yamaha-sz-rr-kon-kaaj-nei-2012-for-sale-dhaka-2',\n",
       "  '/en/ad/toyota-allion-g-pkg-2016-for-sale-chattogram-24',\n",
       "  '/en/ad/yamaha-fzs-ntun-er-mt-2017-for-sale-dhaka-1',\n",
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       "  '/en/ad/hero-hunk-only-600-kilo-2022-for-sale-barishal-division',\n",
       "  '/en/ad/tvs-apache-rtr-2013-for-sale-dhaka-2292',\n",
       "  '/en/ad/tvs-apache-rtr-2020-for-sale-dhaka-564',\n",
       "  '/en/ad/akij-zara-110-2018-for-sale-dhaka-division',\n",
       "  '/en/ad/bajaj-platina-mottrsaaikel-2014-for-sale-dhaka-division-2',\n",
       "  '/en/ad/baaisaaikel-pichne-7kssiiraar-saamne-tin-giyaar-for-sale-dhaka',\n",
       "  '/en/ad/runner-knightrider-2019-2018-for-sale-dhaka-4',\n",
       "  '/en/ad/canopy-paddle-boat-for-sale-dhaka-division-6',\n",
       "  '/en/ad/crank-stafr-for-sale-khulna',\n",
       "  '/en/ad/honda-hornet-dd-2020-for-sale-dhaka-2',\n",
       "  '/en/ad/canopy-speed-boat-for-sale-dhaka-division',\n",
       "  '/en/ad/tvs-metro-plus-2019-for-sale-dhaka-140',\n",
       "  '/en/ad/bajaj-pulsar-palsar-2019-for-sale-barishal',\n",
       "  '/en/ad/cycle-used-parts-sell-for-sale-dhaka',\n",
       "  '/en/ad/bikri-kraa-drkaar-for-sale-barishal',\n",
       "  '/en/ad/tvs-metro-2021-for-sale-dhaka-52',\n",
       "  '/en/ad/tvs-apache-rtr-single-disk-2019-for-sale-rajshahi-division-1',\n",
       "  '/en/ad/gaarritti-dekhte-hletaanor-upjelaayy-aaste-hbe-for-sale-rajshahi',\n",
       "  '/en/ad/bajaj-pulsar-ug4-2011-for-sale-dhaka-75',\n",
       "  '/en/ad/bajaj-kristal-ramanthapur-2019-for-sale-dhaka-division',\n",
       "  '/en/ad/bajaj-discover-2017-for-sale-dhaka-603',\n",
       "  '/en/ad/tvs-apache-rtr-4v-2021-for-sale-chattogram-28',\n",
       "  '/en/ad/regal-raptor-2019-for-sale-dhaka-31',\n",
       "  '/en/ad/training-speed-boat-for-sale-dhaka-division',\n",
       "  '/en/ad/bajaj-pulsar-ug5ddabson-test-2021-for-sale-dhaka-12',\n",
       "  '/en/ad/runner-turbo-125-2021-2021-for-sale-dhaka-division',\n",
       "  '/en/ad/nissan-sunny-2007-for-sale-dhaka-327',\n",
       "  '/en/ad/gixxer-looking-glass-for-sale-dhaka-4',\n",
       "  '/en/ad/hero-ignitor-red-2021-for-sale-dhaka',\n",
       "  '/en/ad/qjiang-a3-3-qj150-19a-2004-for-sale-khulna-division',\n",
       "  '/en/ad/ntuner-mto-dekhte-saaikel-km-daame-bikri-hbe-for-sale-dhaka',\n",
       "  '/en/ad/tvs-apache-rtr-2019-for-sale-dhaka-1120',\n",
       "  '/en/ad/raanin-saaikel-for-sale-dhaka-946',\n",
       "  '/en/ad/walton-cruize-2011-for-sale-dhaka-division-35',\n",
       "  '/en/ad/bajaj-discover-2020-for-sale-dhaka-188',\n",
       "  '/en/ad/cycle-for-sale-chattogram-855',\n",
       "  '/en/ad/giyaar-saaikel-bikri-hbe-for-sale-dhaka-13',\n",
       "  '/en/ad/tvs-apache-rtr-abs-double-dis-2021-for-sale-dhaka',\n",
       "  '/en/ad/bajaj-discover-2018-for-sale-dhaka-711',\n",
       "  '/en/ad/honda-atlas-fifty-1989-for-sale-dhaka',\n",
       "  '/en/ad/baai-saaikel-26-for-sale-chattogram',\n",
       "  '/en/ad/baaisaaikel-for-sale-dhaka-4771',\n",
       "  '/en/ad/rexin-canopy-speed-boat-for-sale-dhaka-division-1',\n",
       "  '/en/ad/toyota-axio-x-pkg-2016-for-sale-chattogram-52',\n",
       "  '/en/ad/toyota-premio-gpackageltd-2013-for-sale-chattogram',\n",
       "  '/en/ad/bhaalo-maaner-for-sale-khulna-11',\n",
       "  '/en/ad/forever-giger-cycle-for-sale-mymensingh',\n",
       "  '/en/ad/toyota-premio-2006-for-sale-dhaka-488',\n",
       "  '/en/ad/3-7-gear-cycle-sell-for-sale-dhaka-9',\n",
       "  '/en/ad/dayun-ad-2013-for-sale-rajshahi-2',\n",
       "  '/en/ad/full-fresh-for-sale-dhaka-3113',\n",
       "  '/en/ad/bajaj-pulsar-2021-for-sale-khulna-42',\n",
       "  '/en/ad/new-cycle-1-months-use-for-sale-dhaka',\n",
       "  '/en/ad/tvs-apache-rtr-2018-for-sale-dhaka-1648',\n",
       "  '/en/ad/runner-kite-2022-for-sale-khulna',\n",
       "  '/en/ad/saaikel-bikri-hbe-for-sale-dhaka-1270',\n",
       "  '/en/ad/bajaj-discover-2017-model-125-for-sale-khulna-division',\n",
       "  '/en/ad/baaisaaikel-for-sale-dhaka-division-595',\n",
       "  '/en/ad/ato-by-cycle-for-sale-dhaka',\n",
       "  '/en/ad/phoenix-cycle-fixed-for-sale-dhaka',\n",
       "  '/en/ad/241di-model-tracktorttraakttr-bikri-hbe-for-sale-barishal-division',\n",
       "  '/en/ad/raleigh-talus-30-for-sale-dhaka-52',\n",
       "  '/en/ad/ddilaar-ddelibhaari-kbhaar-bhen-for-sale-dhaka-division',\n",
       "  '/en/ad/bajaj-pulsar-dd-2019-for-sale-dhaka-291',\n",
       "  '/en/ad/toyota-fielder-gpushontest-2012-for-sale-chattogram',\n",
       "  '/en/ad/toyota-c-hr-g-led-modellista-2017-for-sale-dhaka-63',\n",
       "  '/en/ad/2022-for-sale-dhaka-22',\n",
       "  '/en/ad/toyota-allion-push-start-2014-for-sale-chattogram',\n",
       "  '/en/ad/toyota-noah-2012-for-sale-dhaka-304',\n",
       "  '/en/ad/toyota-prado-txl-2018-for-sale-dhaka-24',\n",
       "  '/en/ad/yamaha-fzs-v2-dd-2019-for-sale-khulna-division',\n",
       "  '/en/ad/sikel-sel-korbo-for-sale-dhaka',\n",
       "  '/en/ad/toyota-platz-fresh-2000-for-sale-sylhet',\n",
       "  '/en/ad/suzuki-gixxer-dd-sf-2021-for-sale-dhaka',\n",
       "  '/en/ad/phoneix-cortex-for-sale-dhaka',\n",
       "  '/en/ad/bajaj-pulsar-full-okay-acy-no-po-2011-for-sale-dhaka',\n",
       "  '/en/ad/hero-passion-xpro-2021-for-sale-rajshahi-division',\n",
       "  '/en/ad/marlin-for-sale-dhaka-2',\n",
       "  '/en/ad/h-power-zaara-110-1-2016-for-sale-chattogram-division-1',\n",
       "  '/en/ad/suzuki-gixxer-155cc-sd-2017-for-sale-rajshahi',\n",
       "  '/en/ad/marlin-for-sale-dhaka-2',\n",
       "  '/en/ad/tvs-apache-rtr-4v-dd-abs-2021-for-sale-khulna',\n",
       "  '/en/ad/dayang-dy-100-dayang-100-2023-for-sale-rajshahi',\n",
       "  '/en/ad/acer-tvs-matro-nos-2014-used-for-sale-khulna',\n",
       "  '/en/ad/hero-hunk-2018-for-sale-dhaka-1420',\n",
       "  '/en/ad/bamboo-for-sale-dhaka',\n",
       "  '/en/ad/honda-cbr-indonishian-2018-for-sale-dhaka-2',\n",
       "  '/en/ad/rabbi-for-sale-dhaka-3',\n",
       "  '/en/ad/veloce-603-for-sale-dhaka-649',\n",
       "  '/en/ad/yt-khushi-caaliyye-dekhe-niben-for-sale-dhaka',\n",
       "  '/en/ad/brack-halka-pblm-ase-for-sale-dhaka',\n",
       "  '/en/ad/urgent-sell-for-sale-dhaka-7819',\n",
       "  '/en/ad/yamaha-aerox-155-arox-2021-for-sale-dhaka',\n",
       "  '/en/ad/zongshen-shudhu-gaarri-2017-for-sale-rajshahi-division',\n",
       "  '/en/ad/yamaha-yzf-r15-2019-for-sale-dhaka-186',\n",
       "  '/en/ad/toyota-allion-on-test-g-limited-2008-for-sale-chattogram',\n",
       "  '/en/ad/bajaj-ct-100-fresh-2016-for-sale-khulna-1',\n",
       "  '/en/ad/bajaj-discover-2011-for-sale-chattogram-169',\n",
       "  '/en/ad/roadmaster-rapido-2020-for-sale-dhaka-13',\n",
       "  '/en/ad/bajaj-v12-2-2011-for-sale-dhaka',\n",
       "  '/en/ad/yamaha-fz-2019-for-sale-khulna-2',\n",
       "  '/en/ad/bike-led-1-piece-for-sale-chattogram',\n",
       "  '/en/ad/bajaj-discover-2018-for-sale-sylhet-division-23',\n",
       "  '/en/ad/01766315271-for-sale-dhaka-1',\n",
       "  '/en/ad/haaiddrliks-baaisaaikel-kichudin-clche-for-sale-rajshahi-division',\n",
       "  '/en/ad/prado-for-rent-for-sale-dhaka-627',\n",
       "  ...])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(single_page_urls), single_page_urls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'/en/ad/dell-latitude-7370-touchintel-core-m7-6y57-8gb-ddr3-ram-256gb-ssd-for-sale-dhaka'"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp = single_url[0].attrs['href']\n",
    "temp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('category_url/home-living_product_urls.txt', 'w') as f:\n",
    "    for s in single_page_urls:\n",
    "        f.write(s)\n",
    "        f.write('\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def title_scrap(driver):\n",
    "    try:\n",
    "        title = driver.find_element(by=By.TAG_NAME, value='h1').text\n",
    "        print(\"Title: \", title)\n",
    "        return title        \n",
    "    except:\n",
    "        print(\"Product Not found. May be sold out!\")\n",
    "        return None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def time_location_scrap(driver):\n",
    "    time_location = driver.find_element(by=By.CLASS_NAME, value='sub-title--37mkY').text\n",
    "    print(\"Time & Location: \", time_location)\n",
    "\n",
    "    return time_location"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def price_scrap(driver):\n",
    "    price = driver.find_element(by=By.CLASS_NAME, value='amount--3NTpl').text\n",
    "    print(\"Price: \", price)\n",
    "\n",
    "    return price"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "def image_scrap(driver, category):\n",
    "    try:\n",
    "        images = driver.find_element(by=By.XPATH, value='//*[@id=\"app-wrapper\"]/div[1]/div[2]/div[2]/div[3]/div[2]/div/div[1]/div/div[1]/div/div/ul')\n",
    "        img_path = []\n",
    "        for img in images.find_elements(by=By.TAG_NAME,value='img'):\n",
    "            img_urls = img.get_attribute('src')\n",
    "\n",
    "            img_urls_firstname = '/'.join(img_urls.split('/')[:-3])\n",
    "            img_urls_rename = img_urls_firstname + '/620/466/fitted.jpg'\n",
    "    #         print(img_urls_rename)\n",
    "            img_name = '@'.join(img_urls_firstname.split('/')[-2:])\n",
    "\n",
    "            r = requests.get(img_urls_rename)\n",
    "            i = Image.open(BytesIO(r.content))\n",
    "            i.save(f\"img/{category}/{img_name}.jpg\")\n",
    "            img_path.append(img_name)\n",
    "        return img_path\n",
    "    except:\n",
    "        print('No images')        \n",
    "        return 'N/A'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def meta_data_scrap(driver):\n",
    "    try:\n",
    "        meta_data = driver.find_element(by=By.XPATH, value='//*[@id=\"app-wrapper\"]/div[1]/div[2]/div[2]/div[3]/div[2]/div/div[1]/div/div[2]/div[2]')\n",
    "\n",
    "        md = meta_data.find_elements(by=By.TAG_NAME,value='div')\n",
    "        meta_dic = {}\n",
    "        for m in md:\n",
    "            m = m.text\n",
    "            if '\\n' in m:\n",
    "                key, val = m.split('\\n')[0].replace(':', ''), m.split('\\n')[1]\n",
    "                meta_dic[key] = val\n",
    "        print(\"Meta Data: \", meta_dic)\n",
    "        return meta_dic\n",
    "    except:\n",
    "        print('No meta data found')        \n",
    "        return 'N/A'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def show_more_click(driver):    \n",
    "    try:\n",
    "        s_driver.find_element(by=By.CLASS_NAME, value='show-text--13FcL').click()\n",
    "#         s_driver.find_element(by=By.XPATH, value='//*[@id=\"app-wrapper\"]/div[1]/div[2]/div[2]/div[3]/div[2]/div/div[1]/div/div[2]/div[3]/div/div[2]/div/div[2]/button').click()\n",
    "        time.sleep(2)\n",
    "    except:\n",
    "        print(\"No 'Show more' button\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def feature_scrap(driver):\n",
    "    try:\n",
    "        feature = driver.find_element(by=By.CLASS_NAME, value='text--Xap4O').text\n",
    "#         feature = s_driver.find_element(by=By.XPATH, value='//*[@id=\"app-wrapper\"]/div[1]/div[2]/div[2]/div[1]/div[1]/div/div[1]/div/div[2]/div[4]/p').text\n",
    "#         feature = feature.find_elements(by=By.TAG_NAME,value='p').text\n",
    "        print('Features: ', feature)\n",
    "        return feature\n",
    "    except:\n",
    "        print(\"No feature\")        \n",
    "        return 'N/A'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def description_scrap(driver):\n",
    "    # desc = s_driver.find_element_by_xpath('/html/body/div[1]/div/div[1]/div[2]/div[2]/div[3]/div[2]/div/div[1]/div/div[2]/div[3]/div/div[2]/div/div[1]/div/ul/div')\n",
    "    # description[0].text\n",
    "    # description = [d.text.replace(\"'\\uf076\", \"\").replace(\"''\\uf0d8\", \"\") for d in desc.find_elements_by_tag_name('p')]\n",
    "    # print(description)\n",
    "\n",
    "    try:\n",
    "        desc = s_driver.find_element(by=By.XPATH, value='//*[@id=\"collapsible-content-0\"]/ul/div').text\n",
    "        print(\"Description: \", desc)\n",
    "        return desc\n",
    "    except:\n",
    "        print(\"No description\")        \n",
    "        return 'N/A'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def open_driver():\n",
    "    op = webdriver.ChromeOptions()\n",
    "    op.add_argument('headless')\n",
    "    s = Service('chromedriver')\n",
    "    driver = webdriver.Chrome(service=s, options=op)\n",
    "    return driver"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "def product_scrap(driver, url, category):\n",
    "    driver.get(url)\n",
    "    time.sleep(5)\n",
    "\n",
    "    # single page data scrapping\n",
    "    title = title_scrap(driver)\n",
    "    # if title not found (product sold) don't proceed further for other data\n",
    "    if not title:\n",
    "        return [None]*7\n",
    "    # scrapping time and location\n",
    "    time_location = time_location_scrap(driver)\n",
    "    \n",
    "    # scrapping price\n",
    "    price = price_scrap(driver)\n",
    "    \n",
    "    # scrapping all images\n",
    "    images = image_scrap(driver, category)\n",
    "    \n",
    "\n",
    "    # extractig meta data\n",
    "    meta_data = meta_data_scrap(driver)\n",
    "        \n",
    "    # click on show_more button\n",
    "    show_more_click(driver)\n",
    "\n",
    "    # extracting feature data\n",
    "    feature = feature_scrap(driver)\n",
    "    \n",
    "    # extracting description\n",
    "    description = description_scrap(driver)\n",
    "    \n",
    "    return title, time_location, price, images, meta_data, feature, description"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2 https://bikroy.com/en/ad/samsung-galaxy-a7-2018-used-for-sale-dhaka-1198\n",
      "\n",
      "Title:  Samsung Galaxy A7 . (Used)\n",
      "Time & Location:  Posted on 07 Mar 11:15 pm, Dhanmondi, Dhaka\n",
      "Price:  Tk 9,000\n",
      "Meta Data:  {'Condition': 'Used', 'Brand': 'Samsung', 'Model': 'Galaxy A7', 'Edition': '.', 'Authenticity': 'Original'}\n",
      "No 'Show more' button\n",
      "Features:  Bluetooth, Camera, Dual SIM, Expandable Memory, Fingerprint Sensor, GPS, 3G, 4G, Touch screen\n",
      "No description\n",
      "=============================================\n"
     ]
    }
   ],
   "source": [
    "category = 'mobile'\n",
    "with open('mobile_product_urls.txt', 'r') as f:\n",
    "    single_url = f.readlines()\n",
    "    titles, locations, prices, img_lst, meta_lst,  feature_lst, desc_lst = [], [], [], [], [], [], []\n",
    "    cnt = 1\n",
    "#     print(single_url)\n",
    "    for s in single_url[2:5]:\n",
    "        print(cnt, s)\n",
    "        driver = open_driver()\n",
    "        \n",
    "        title, time_location, price, images, meta_data, feature, description = product_scrap(driver, s, category)\n",
    "        if title:\n",
    "            titles.append(title)\n",
    "            locations.append(time_location)\n",
    "            prices.append(price)\n",
    "            img_lst.append(images)\n",
    "            meta_lst.append(meta_data)\n",
    "            feature_lst.append(feature)\n",
    "            desc_lst.append(description) \n",
    "\n",
    "            cnt += 1\n",
    "            print(\"=============================================\")\n",
    "            clear_output(wait=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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>Title</th>\n",
       "      <th>Location</th>\n",
       "      <th>Price</th>\n",
       "      <th>Images</th>\n",
       "      <th>Meta Data</th>\n",
       "      <th>Feature</th>\n",
       "      <th>Description</th>\n",
       "      <th>URL</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Realme C11 (Used)</td>\n",
       "      <td>Posted on 07 Mar 11:15 pm, Maulvi Bazar, Sylhe...</td>\n",
       "      <td>Tk 6,000</td>\n",
       "      <td>[realme-c11-used-for-sale-sylhet-division-12@1...</td>\n",
       "      <td>{'Condition': 'Used', 'Brand': 'Realme', 'Mode...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>N/A</td>\n",
       "      <td>https://bikroy.com/en/ad/oneplus-9-pro-12gb-25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Samsung Galaxy A7 . (Used)</td>\n",
       "      <td>Posted on 07 Mar 11:15 pm, Dhanmondi, Dhaka</td>\n",
       "      <td>Tk 9,000</td>\n",
       "      <td>[samsung-galaxy-a7-2018-used-for-sale-dhaka-11...</td>\n",
       "      <td>{'Condition': 'Used', 'Brand': 'Samsung', 'Mod...</td>\n",
       "      <td>Bluetooth, Camera, Dual SIM, Expandable Memory...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>https://bikroy.com/en/ad/oppo-a57-3-32-new-for...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Title  \\\n",
       "0           Realme C11 (Used)   \n",
       "1  Samsung Galaxy A7 . (Used)   \n",
       "\n",
       "                                            Location     Price  \\\n",
       "0  Posted on 07 Mar 11:15 pm, Maulvi Bazar, Sylhe...  Tk 6,000   \n",
       "1        Posted on 07 Mar 11:15 pm, Dhanmondi, Dhaka  Tk 9,000   \n",
       "\n",
       "                                              Images  \\\n",
       "0  [realme-c11-used-for-sale-sylhet-division-12@1...   \n",
       "1  [samsung-galaxy-a7-2018-used-for-sale-dhaka-11...   \n",
       "\n",
       "                                           Meta Data  \\\n",
       "0  {'Condition': 'Used', 'Brand': 'Realme', 'Mode...   \n",
       "1  {'Condition': 'Used', 'Brand': 'Samsung', 'Mod...   \n",
       "\n",
       "                                             Feature Description  \\\n",
       "0                                                N/A         N/A   \n",
       "1  Bluetooth, Camera, Dual SIM, Expandable Memory...         N/A   \n",
       "\n",
       "                                                 URL  \n",
       "0  https://bikroy.com/en/ad/oneplus-9-pro-12gb-25...  \n",
       "1  https://bikroy.com/en/ad/oppo-a57-3-32-new-for...  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_lst = [titles, locations, prices, img_lst, meta_lst,  feature_lst, desc_lst, single_url[:2]]\n",
    "column_lst = ['Title', 'Location', 'Price', 'Images', 'Meta Data', 'Feature', 'Description', 'URL']\n",
    "df = pd.DataFrame (df_lst).T\n",
    "df.columns = column_lst\n",
    "df.to_csv(f'csv/{category}.csv', index=False)\n",
    "df.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Realme C11 (Used)', 'Samsung Galaxy A7 . (Used)']"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "titles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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