final_crawler_with_proxy.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "from bs4 import BeautifulSoup\n",
    "import pandas as pd\n",
    "from urllib.parse import quote"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# Input Search Query\n",
    "SEARCH_QUERY = 'camera'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [],
   "source": [
    "PROXY_CRAWL_TOKEN = 'jzZo4uXXrCQLlORHA6ARzw' #My API\n",
    "# PROXY_CRAWL_TOKEN = 'K-9nDJsiR1tb0vbXVAaSOQ' #My API 2\n",
    "#Hyunwoo API \n",
    "# "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def get_proxy(url):\n",
    "    quoted_url = quote(url)\n",
    "    res = requests.get(f'https://api.proxycrawl.com/?token={PROXY_CRAWL_TOKEN}&url={quoted_url}')\n",
    "    res.raise_for_status() # Raise error if it fails\n",
    "    return res.content\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "#### A function to get the content of the page of required query\n",
    "def search_in_amazon(search_query):\n",
    "    url = f\"https://www.amazon.com/s?k={search_query}\"\n",
    "    return get_proxy(url)\n",
    "\n",
    "#### A function to get the contents of individual product pages using 'data-asin' number (unique identification number)\n",
    "def search_asin(asin):\n",
    "    url = f\"https://www.amazon.com/dp/{asin}\"\n",
    "    return get_proxy(url)\n",
    "\n",
    "#### A function to pass on the link of 'see all reviews' and extract the content\n",
    "def search_reviews(review_link):\n",
    "    url = f\"https://www.amazon.com{review_link}\"\n",
    "    return get_proxy(url)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Product Name extraction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Start to extract product names\n",
      "Iteration 1/21\n",
      "Iteration 2/21\n",
      "Iteration 3/21\n",
      "Iteration 4/21\n",
      "Iteration 5/21\n",
      "Iteration 6/21\n",
      "Iteration 7/21\n",
      "Iteration 8/21\n",
      "Iteration 9/21\n",
      "Iteration 10/21\n",
      "Iteration 11/21\n",
      "Iteration 12/21\n",
      "Iteration 13/21\n",
      "Iteration 14/21\n",
      "Iteration 15/21\n",
      "Iteration 16/21\n",
      "Iteration 17/21\n",
      "Iteration 18/21\n",
      "Iteration 19/21\n",
      "Iteration 20/21\n",
      "Finished: 306 product names found\n"
     ]
    }
   ],
   "source": [
    "print(\"Start to extract product names\")\n",
    "\n",
    "product_names = []\n",
    "data_asin = []\n",
    "LAST_PAGE = 21\n",
    "for i in range(1,LAST_PAGE):\n",
    "    print(f\"Iteration {i}/{LAST_PAGE}\")\n",
    "    html = search_in_amazon(SEARCH_QUERY+'&page='+str(i))\n",
    "    soup = BeautifulSoup(html, 'html5lib')\n",
    "    items = soup.findAll(\"span\",{'class':'a-size-medium a-color-base a-text-normal'})\n",
    "    if len(items) == 0:\n",
    "        print(f\"Warning: No product name found in this page\")\n",
    "    for i in items:\n",
    "        product_names.append(i.text) # adding the product names to the list\n",
    "\n",
    "    for i in soup.findAll(\"div\", {\"class\":\"s-result-item\"}):\n",
    "        if i['data-asin']:\n",
    "            data_asin.append(i['data-asin'])\n",
    "\n",
    "print(f\"Finished: {len(product_names)} product names found\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "306"
      ]
     },
     "execution_count": 151,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(product_names)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When scrawling the all pages of product list in specific search query, I could discover that there are same products in the list. <br>\n",
    "Therefore, I needed to remove the same product in the list of ASIN."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Start to search asin\n"
     ]
    }
   ],
   "source": [
    "print(\"Start to search asin\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [],
   "source": [
    "links = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Searching asin 0/276\n",
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     ]
    },
    {
     "data": {
      "text/plain": [
       "352"
      ]
     },
     "execution_count": 154,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_asin = list(set(data_asin)) # Leave unique values only\n",
    "\n",
    "for i in range(len(data_asin)):\n",
    "    print(f\"Searching asin {i}/{len(data_asin)}\")\n",
    "    html = search_asin(data_asin[i])\n",
    "    soup = BeautifulSoup(html, 'html5lib')\n",
    "    for i in soup.findAll(\"a\",{'data-hook':\"see-all-reviews-link-foot\"}):\n",
    "        links.append(i['href'])\n",
    "        \n",
    "        \n",
    "len(links)        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "352"
      ]
     },
     "execution_count": 155,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(links)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Finished: 270 links found\n"
     ]
    }
   ],
   "source": [
    "links = list(set(links))\n",
    "print(f\"Finished: {len(links)} links found\")\n",
    "# The number of link and the number of ASIN can be different, because there are many products which have no review."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Start to search reviews\n"
     ]
    }
   ],
   "source": [
    "\n",
    "print(\"Start to search reviews\")\n",
    "# urls=[]\n",
    "# titles = []\n",
    "search_query_list = []\n",
    "reviews=[]\n",
    "ratings=[]\n",
    "# dates=[]\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import time\n",
    "import urllib.request\n",
    "from urllib.error import HTTPError\n",
    "\n",
    "\n",
    "while a<=1:\n",
    "    print(\"web_raw_results\"):\n",
    "        \n",
    "        \n",
    "\n",
    "\n",
    "a=1;\n",
    "while a<=3:\n",
    "    try:\n",
    "        web_raw_results = urllib2.urlopen(web_url)\n",
    "        break\n",
    "    except urllib.HTTPError, detail:\n",
    "        if detail.errno == 500:\n",
    "            print(f'500 error raise, currently {a}th trial')\n",
    "            time.sleep(2)\n",
    "            a+=1;\n",
    "            continue\n",
    "        else:\n",
    "            print('error raise, not 500')\n",
    "            raise\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "/Polaroid-OneStep-Viewfinder-Lumintrail-Cleaning/product-reviews/B0813ZPMM8?reviewerType=all_reviews\n",
      "1\n",
      "/MITMOR-Digital-Children-Camcorder-Birthday/product-reviews/B07YTZ5PWW?reviewerType=all_reviews\n",
      "2\n",
      "/Canon-T7-Digital-Telephoto-Accessory/product-reviews/B07PBYQ62S?reviewerType=all_reviews\n",
      "3\n",
      "/Wireless-Wire-Free-Battery-Powered-Surveillance-YI/product-reviews/B01CW47EG4?reviewerType=all_reviews\n",
      "4\n",
      "/Wireless-Optical-Waterproof-Security-Surveillance/product-reviews/B07XRQ8YXV?reviewerType=all_reviews\n",
      "5\n",
      "/Black-Memory-Expo-Basic-Accessory-Bundle/product-reviews/B06WWH9CVY?reviewerType=all_reviews\n",
      "6\n",
      "/Camcorder-Vlogging-kicteck-Batteries-604s/product-reviews/B07MY3R7R9?reviewerType=all_reviews\n",
      "7\n",
      "/Digital-Vlogging-Cameras-Rotation-Retractable/product-reviews/B084HQJMHL?reviewerType=all_reviews\n",
      "8\n",
      "/Digital-Display-Student-Outdoor-Beginners/product-reviews/B07JK77M9H?reviewerType=all_reviews\n",
      "9\n",
      "/Dragon-Touch-Vision-Underwater-Accessories/product-reviews/B07B2W96JH?reviewerType=all_reviews\n",
      "10\n",
      "/HeimVision-HM245-Weatherproof-Surveillance-Detection/product-reviews/B07ZGBMVJ9?reviewerType=all_reviews\n",
      "11\n",
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      "/Canon-PowerShot-Digital-Camera-Optical/product-reviews/B01FFACR50?reviewerType=all_reviews\n",
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      "/ATian-Digital-Amazing-Rechargeable-Student/product-reviews/B07KQ1GFYD?reviewerType=all_reviews\n",
      "168\n",
      "/Digital-Camera-Lyyes-Point-Shoot/product-reviews/B07FMYBTF6?reviewerType=all_reviews\n",
      "169\n",
      "/Camera-Charger-Hidden-Premium-Surveillance/product-reviews/B07GCKZKX8?reviewerType=all_reviews\n",
      "170\n",
      "/eufy-Security-Wireless-Requires-Compatibility/product-reviews/B07X41CXJ7?reviewerType=all_reviews\n",
      "171\n",
      "/Fujifilm-Instax-Wide-300-Instant/product-reviews/B00TGOWK3Q?reviewerType=all_reviews\n",
      "172\n",
      "/Wireless-Security-Activated-Outdoor-Apartment/product-reviews/B081NFWQ1V?reviewerType=all_reviews\n",
      "173\n",
      "/Canon-Mirrorless-Camera-EF-M15-45mm-Video/product-reviews/B079YCW48M?reviewerType=all_reviews\n",
      "174\n",
      "/Portable-Surveillance-Upgraded-Detection-Wireless/product-reviews/B0836GV1QP?reviewerType=all_reviews\n",
      "175\n",
      "/Polaroid-Originals-Onestep-Coral-Camera/product-reviews/B07T8BJ4MC?reviewerType=all_reviews\n",
      "176\n",
      "/Camcorder-Digital-Vlogging-YouTube-Degrees/product-reviews/B082NWPQ6P?reviewerType=all_reviews\n",
      "177\n",
      "/Camera-Wireless-Hidden-Vision-Detection/product-reviews/B082KB1TM8?reviewerType=all_reviews\n",
      "178\n",
      "/Victure-Activated-Upgraded-Waterproof-Wildlife/product-reviews/B07K53KL1G?reviewerType=all_reviews\n",
      "179\n",
      "/Canon-PowerShot-Digital-Camera-Optical/product-reviews/B0835X8QXC?reviewerType=all_reviews\n",
      "180\n",
      "/Minolta-Pixels-Digital-Optical-MN35Z-P/product-reviews/B0779KBH92?reviewerType=all_reviews\n",
      "181\n",
      "/Waterproof-Underwater-Recorder-Flashlight-Snorkeling/product-reviews/B084JKW5P6?reviewerType=all_reviews\n",
      "182\n",
      "/Digital-Vlogging-Youtube-Compact-Rotation/product-reviews/B07Y84XXBN?reviewerType=all_reviews\n",
      "183\n",
      "/PIXPRO-Friendly-FZ152-RD-Digital-Optical/product-reviews/B01H3BSGU4?reviewerType=all_reviews\n",
      "184\n",
      "/Canon-PowerShot-Digital-Camera-Optical/product-reviews/B07FPPZQK9?reviewerType=all_reviews\n",
      "185\n",
      "/Amcrest-5-Megapixel-NightVision-Weatherproof-IP5M-T1179EW-28MM/product-reviews/B083G9KT4C?reviewerType=all_reviews\n",
      "186\n",
      "/LUCKYCAM-Camcorder-Digital-Rotation-Recording/product-reviews/B07X7ZKQNL?reviewerType=all_reviews\n",
      "187\n",
      "/Outdoor-Solar-Powered-Security-Wirefree-Go/product-reviews/B07TKKPTL3?reviewerType=all_reviews\n",
      "188\n",
      "/Camera-1080P-Security-Wireless-Auto-Cruise-Activity/product-reviews/B07VBKHZL1?reviewerType=all_reviews\n",
      "189\n",
      "/Ubiquiti-Networks-G3-Micro-Wireless-UVC-G3-MICRO/product-reviews/B077H91CM7?reviewerType=all_reviews\n",
      "190\n",
      "/Wireless-Security-Outdoor-UOKIER-Rechargeable/product-reviews/B083338HMR?reviewerType=all_reviews\n",
      "191\n",
      "/Amcrest-3840x2160-NightVision-Weatherproof-IP8M-2496EB/product-reviews/B07C7W91YR?reviewerType=all_reviews\n",
      "192\n",
      "/SMONET-Security-Channel-Waterproof-Surveillance/product-reviews/B07ZK79JDK?reviewerType=all_reviews\n",
      "193\n",
      "/Security-Surveillance-Detection-Waterproof-Deterrent/product-reviews/B084JHJ6DC?reviewerType=all_reviews\n",
      "194\n",
      "/Amcrest-3840x2160-NightVision-Weatherproof-IP8M-T2499EW/product-reviews/B07RHQGS8V?reviewerType=all_reviews\n",
      "195\n",
      "/RED-OWL-EYES-Spy-Camera/product-reviews/B082BJS3C2?reviewerType=all_reviews\n",
      "196\n",
      "/Camera-ieGeek-Digital-Rechargeable-Storage/product-reviews/B083DVSH65?reviewerType=all_reviews\n",
      "197\n",
      "/Digital-Camera-Vlogging-YouTube-Rotation/product-reviews/B07WHLRDSM?reviewerType=all_reviews\n",
      "198\n",
      "/Vmotal-Rechargeable-Digital-Students-Cameras/product-reviews/B07JHL3FV6?reviewerType=all_reviews\n",
      "199\n",
      "/Blink-Outdoor-Security-storage-included/product-reviews/B07MMZ2LTB?reviewerType=all_reviews\n",
      "200\n",
      "/Nikon-COOLPIX-Digital-Camera-16-1MP/product-reviews/B07CPK1KSB?reviewerType=all_reviews\n",
      "201\n",
      "/Campark-Camera-Waterproof-Monitoring-120°Detecting-Activated/product-reviews/B07BHLVXF7?reviewerType=all_reviews\n",
      "202\n",
      "/Camera-Digital-Screen-Reader-Upgraded/product-reviews/B07VVBQDSL?reviewerType=all_reviews\n",
      "203\n",
      "/Kodak-AZ401RD-Point-Digital-Camera/product-reviews/B073JVXDKV?reviewerType=all_reviews\n",
      "204\n",
      "/All-new-Ring-Battery-security-two-way/product-reviews/B07Q6ZZFLS?reviewerType=all_reviews\n",
      "205\n",
      "/Campark-Underwater-Photography-Rechargeable-Accessories/product-reviews/B01MXXP4EC?reviewerType=all_reviews\n",
      "206\n",
      "/Vlogging-Camcorder-Function-Detection-2xBattery/product-reviews/B07YDQCHMR?reviewerType=all_reviews\n",
      "207\n",
      "/SV3C-Wireless-Detection-Recording-Surveillance/product-reviews/B073GSSGWB?reviewerType=all_reviews\n",
      "208\n",
      "/Outdoor-Security-30xOptical-Detection-AT-500PE20/product-reviews/B0828BP186?reviewerType=all_reviews\n",
      "209\n",
      "/Nikon-COOLPIX-Digital-Camera-Black/product-reviews/B07TJ8NGX3?reviewerType=all_reviews\n",
      "210\n",
      "/Spy-Camera-Wireless-Covert-Home-Detection-Surveillance-Camera/product-reviews/B07X7D3BC9?reviewerType=all_reviews\n",
      "211\n",
      "/Wireless-Security-FUVISION-Waterproof-10400mAh/product-reviews/B07XYWD4MJ?reviewerType=all_reviews\n",
      "212\n",
      "/ANNKE-Security-Definition-Weatherproof-Detection/product-reviews/B07SFDSFB2?reviewerType=all_reviews\n",
      "213\n",
      "/Nikon-COOLPIX-P1000-Digital-Camera/product-reviews/B07F5HPXK4?reviewerType=all_reviews\n",
      "214\n",
      "/Google-NC1104US-Indoor-Security-Camera/product-reviews/B00WBJGUA2?reviewerType=all_reviews\n",
      "215\n",
      "/Moultrie-XV7000i-Cellular-Verizon-Network/product-reviews/B07NW7PQGC?reviewerType=all_reviews\n",
      "216\n",
      "/Wireless-Security-Surveillance-Detection-Business/product-reviews/B07TQR22QS?reviewerType=all_reviews\n",
      "217\n",
      "/GardePro-A3-Infrared-Detection-Waterproof/product-reviews/B07YTRR837?reviewerType=all_reviews\n",
      "218\n",
      "/Canon-18-55mm-3-5-5-6-75-300mm-Accessory/product-reviews/B07P67Z2TM?reviewerType=all_reviews\n",
      "219\n",
      "/Home-Zone-Security-Floodlight-Camera/product-reviews/B083ZPR969?reviewerType=all_reviews\n",
      "220\n",
      "/Canon-75-300mm-Telephoto-Paintshop-Accessories/product-reviews/B07PBXLDZV?reviewerType=all_reviews\n",
      "221\n",
      "/Moultrie-Mobile-XA7000i-Cellular-Network/product-reviews/B07NWD6J9B?reviewerType=all_reviews\n",
      "222\n",
      "/Camcorder-Vlogging-Recorder-Camcorders-Batteries/product-reviews/B07Z3BKFQW?reviewerType=all_reviews\n",
      "223\n",
      "/Camcorder-Vlogging-Microphone-Controller-Batteries/product-reviews/B07YBWBDDQ?reviewerType=all_reviews\n",
      "224\n",
      "/Conico-Rechargeable-Surveillance-Detection-Waterproof/product-reviews/B0832SR3S9?reviewerType=all_reviews\n",
      "225\n",
      "/Otoscope-Ear-Anykit-Upgraded-Endoscope-Adjustable/product-reviews/B07KPSLPRW?reviewerType=all_reviews\n",
      "226\n",
      "/Canon-PowerShot-SX540-Replacement-Accessories/product-reviews/B07V2BQQB7?reviewerType=all_reviews\n",
      "227\n",
      "/WOWGO-Kids-Digital-Camera-Rechargeable/product-reviews/B07ZKJV17F?reviewerType=all_reviews\n",
      "228\n",
      "/Dog-Camera-Detection-Storage-Compatible/product-reviews/B07WZY8DXH?reviewerType=all_reviews\n",
      "229\n",
      "/AbergBest-Rechargeable-Digital-Students-cameras/product-reviews/B078YR3MNK?reviewerType=all_reviews\n",
      "230\n",
      "/Inspection-Fantronics-Waterproof-Borescope-Adjustable/product-reviews/B071HYRPND?reviewerType=all_reviews\n",
      "231\n",
      "/TOGUARD-Wireless-Wire-Free-Rechargeable-Detection/product-reviews/B082PBLFPX?reviewerType=all_reviews\n",
      "232\n",
      "/Lightweight-Aluminum-Capacity-Mounting-Traveling/product-reviews/B07TLWGXV7?reviewerType=all_reviews\n",
      "233\n",
      "/Sony-DSCWX220-Digital-Camera-2-7-Inch/product-reviews/B00M9AB81O?reviewerType=all_reviews\n",
      "234\n",
      "/Victure-Tracking-Detection-Wireless-Security/product-reviews/B07JB3CT33?reviewerType=all_reviews\n",
      "235\n",
      "/Compact-Digital-Camera-Rechargeable-Seniors/product-reviews/B07SSSVCJJ?reviewerType=all_reviews\n",
      "236\n",
      "/eufy-Security-Wireless-Requires-Compatibility/product-reviews/B07Z364PQ5?reviewerType=all_reviews\n",
      "237\n",
      "/Digital-Photography-Rechargeable-Outdoor-Seniors/product-reviews/B07Z5QWL7M?reviewerType=all_reviews\n",
      "238\n",
      "/VanTop-Waterproof-Lightweight-Rechargeable-Accessories/product-reviews/B0821FV3F6?reviewerType=all_reviews\n",
      "239\n",
      "/Security-Wireless-Surveillance-Weatherproof-Detection/product-reviews/B082VPZ7SM?reviewerType=all_reviews\n",
      "240\n",
      "/ZOSI-1920TVL-Security-Weatherproof-Surveillance/product-reviews/B00RWO0DZ4?reviewerType=all_reviews\n",
      "241\n",
      "/Wireless-Rechargeable-Spotlight-Detection-Waterproof/product-reviews/B0815W8PQV?reviewerType=all_reviews\n",
      "242\n",
      "/Outdoor-Camera-Wireless-I-Detection/product-reviews/B07X2M8KTR?reviewerType=all_reviews\n",
      "243\n",
      "/Amazon-Cloud-Indoor-Security-Camera/product-reviews/B01MTOMIB4?reviewerType=all_reviews\n",
      "244\n",
      "/ZOSI-Wireless-Security-Weatherproof-Surveillance/product-reviews/B017ISY85O?reviewerType=all_reviews\n",
      "245\n",
      "/Security-Wireless-Fisheye-Panoramic-Detection/product-reviews/B08391WG8T?reviewerType=all_reviews\n",
      "246\n",
      "/Photography-Masterclass-Your-Complete-Guide/product-reviews/B01LEK38SU?reviewerType=all_reviews\n",
      "247\n",
      "/Wireless-Rechargeable-Detection-Waterproof-compatible/product-reviews/B07PM2NBGT?reviewerType=all_reviews\n",
      "248\n",
      "/PowerShot-Digital-Transcend-Replacement-Cleaning/product-reviews/B07WW29MYW?reviewerType=all_reviews\n",
      "249\n",
      "/HeimVision-HMD2-Rechargeable-Battery-Powered-Waterproof/product-reviews/B07T2Q7WJ5?reviewerType=all_reviews\n",
      "250\n",
      "/Canon-Powershot-SX420-Digital-Camera/product-reviews/B079RQP1LJ?reviewerType=all_reviews\n",
      "251\n",
      "/Q-See-Bullet-Security-Camera-QCN8093B/product-reviews/B07FBQNPVF?reviewerType=all_reviews\n",
      "252\n",
      "/Security-COOAU-Surveillance-Detection-Waterproof/product-reviews/B07WVYV54Q?reviewerType=all_reviews\n",
      "253\n",
      "/Campark-3000mAh-Portable-Charger-Waterproof/product-reviews/B083327HLX?reviewerType=all_reviews\n",
      "254\n",
      "/Campark-Compatible-Android-Wildlife-Smartphone/product-reviews/B07W55GW8X?reviewerType=all_reviews\n",
      "255\n",
      "/Olympus-Tough-TG-6-Waterproof-Camera/product-reviews/B07RC8HPHL?reviewerType=all_reviews\n",
      "256\n",
      "/WOSPORTS-Wildlife-Scouting-Hunting-Waterproof/product-reviews/B081ZYLZSX?reviewerType=all_reviews\n",
      "257\n",
      "/Canon-PowerShot-Flexible-Replacement-Protective/product-reviews/B00K47O5BY?reviewerType=all_reviews\n",
      "258\n",
      "/PIXPRO-AZ251-WH-Digital-Camera-Optical/product-reviews/B00EEM5HC6?reviewerType=all_reviews\n",
      "259\n",
      "/Wireless-Compatible-Hiseeu-Waterproof-Detection/product-reviews/B081PRVDJ3?reviewerType=all_reviews\n",
      "260\n",
      "/8Channel-Hiseeu-Wireless-Waterproof-Recording/product-reviews/B07QM5996S?reviewerType=all_reviews\n",
      "261\n",
      "/PIXPRO-AZ421-WH-Digital-Optical-White/product-reviews/B00M8C7U8I?reviewerType=all_reviews\n",
      "262\n",
      "/Canon-PowerShot-Stabilized-Complete-Accessory/product-reviews/B00UIIDP06?reviewerType=all_reviews\n",
      "263\n",
      "/Digital-Cameras-Beginners-Cameras-Travel-Camping/product-reviews/B07VGCXHXM?reviewerType=all_reviews\n",
      "264\n",
      "/Digital-Backpacking-Rechargeable-Students-Photography/product-reviews/B082TTJ8JL?reviewerType=all_reviews\n",
      "265\n",
      "/SanDisk-Ultra-128GB-Memory-SDSDUNC-128G-GN6IN/product-reviews/B0143IISD0?reviewerType=all_reviews\n",
      "266\n",
      "/Kodak-PIXPRO-FZ43-Extendable-Protectors/product-reviews/B0789K78N1?reviewerType=all_reviews\n",
      "267\n",
      "/Wireless-Security-Cameras-Waterproof-Surveillance/product-reviews/B0832TVDBB?reviewerType=all_reviews\n",
      "268\n",
      "/Conico-Wireless-Detection-Service-Compatible/product-reviews/B082WW1SWW?reviewerType=all_reviews\n",
      "269\n",
      "/Fujifilm-FinePix-Digital-Panorama-Dustproof/product-reviews/B079C5ZTBJ?reviewerType=all_reviews\n"
     ]
    }
   ],
   "source": [
    "for i in range(len(links)):\n",
    "    print(i)\n",
    "    print(links[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Searching reviews: 81/270, target is /Monitor-Remote-Pan-Tilt-Zoom-Camera-Infrared/product-reviews/B07N428WP1?reviewerType=all_reviews\n",
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      "current number of ratings : 46963\n",
      "current number of reviews : 46963\n",
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      "Page 211: No more reviews, step to next link\n",
      "Searching reviews: 82/270, target is /QHOHQ-iPhone-Pro-Max-6-5/product-reviews/B082H1TK4V?reviewerType=all_reviews\n",
      "Page 1: 10 ratings found\n",
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      "Searching reviews: 83/270, target is /Victure-Dual-Band-Detection-Wireless-Available/product-reviews/B07Z7D6MKN?reviewerType=all_reviews\n",
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      "Searching reviews: 84/270, target is /Relohas-Wireless-Streaming-Upgraded-Activated/product-reviews/B07VDL1H3F?reviewerType=all_reviews\n",
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      "current number of reviews : 52225\n",
      "---------------------------\n",
      "Page 271: 10 ratings found\n",
      "Page 271: 10 reviews found\n",
      "current number of ratings : 52235\n",
      "current number of reviews : 52235\n",
      "---------------------------\n",
      "Page 272: 10 ratings found\n",
      "Page 272: 10 reviews found\n",
      "current number of ratings : 52245\n",
      "current number of reviews : 52245\n",
      "---------------------------\n",
      "Page 273: 10 ratings found\n",
      "Page 273: 10 reviews found\n",
      "current number of ratings : 52255\n",
      "current number of reviews : 52255\n",
      "---------------------------\n",
      "Page 274: 10 ratings found\n",
      "Page 274: 10 reviews found\n",
      "current number of ratings : 52265\n",
      "current number of reviews : 52265\n",
      "---------------------------\n",
      "Page 275: 10 ratings found\n",
      "Page 275: 10 reviews found\n",
      "current number of ratings : 52275\n",
      "current number of reviews : 52275\n",
      "---------------------------\n",
      "Page 276: 10 ratings found\n",
      "Page 276: 10 reviews found\n",
      "current number of ratings : 52285\n",
      "current number of reviews : 52285\n",
      "---------------------------\n",
      "Page 277: 10 ratings found\n",
      "Page 277: 10 reviews found\n",
      "current number of ratings : 52295\n",
      "current number of reviews : 52295\n",
      "---------------------------\n",
      "Page 278: 10 ratings found\n",
      "Page 278: 10 reviews found\n",
      "current number of ratings : 52305\n",
      "current number of reviews : 52305\n",
      "---------------------------\n"
     ]
    }
   ],
   "source": [
    "for j in range(81, len(links)):\n",
    "    if j==81:\n",
    "        target = links[j]\n",
    "        print(f\"Searching reviews: {j}/{len(links)}, target is {target}\")\n",
    "        for k in range(191, 50000):\n",
    "            html = search_reviews(f\"{target}&pageNumber={k}\")\n",
    "            soup = BeautifulSoup(html, 'html5lib')\n",
    "            if soup.find(\n",
    "                'div',\n",
    "                {\"class\" : \"a-section a-spacing-top-large a-text-center no-reviews-section\"}\n",
    "            ):\n",
    "                print(f'Page {k}: No more reviews, step to next link')\n",
    "                break\n",
    "            else:\n",
    "#                 items = soup.select('span[data-hook=\"review-body\"] > span')\n",
    "                items = soup.select('div[data-hook=\"review\"]')\n",
    "#                 reviews_in_page = soup.select()\n",
    "#                 ratings_in_page = soup.select('div.reviews-content span.a-icon-alt')\n",
    "        \n",
    "                prev_reviews_cnt = len(reviews)\n",
    "                prev_ratings_cnt = len(ratings)\n",
    "                \n",
    "                for i in items:\n",
    "                    ratings_in_page = i.find(\"i\", {'data-hook':'review-star-rating'}).text\n",
    "                    reviews_in_page = i.find('span', {'data-hook': 'review-body'}).text\n",
    "                    if reviews_in_page == '':\n",
    "                        # Ignore blank elements\n",
    "                        continue\n",
    "                    else:\n",
    "#                         print('-----------------reviews-----------------')\n",
    "#                         print(reviews_in_page.replace('\\n', ''))\n",
    "#                         print('-----------------ratings-----------------')\n",
    "#                         print(ratings_in_page)\n",
    "                        \n",
    "                        ratings.append(ratings_in_page)\n",
    "                        reviews.append(reviews_in_page.replace('\\n', ''))\n",
    "                        search_query_list.append(SEARCH_QUERY)\n",
    "                        \n",
    "                \n",
    "                print(f\"Page {k}: {len(ratings) - prev_ratings_cnt} ratings found\")\n",
    "                print(f\"Page {k}: {len(reviews) - prev_reviews_cnt} reviews found\")\n",
    "                print(f\"current number of ratings : {len(ratings)}\")\n",
    "                print(f\"current number of reviews : {len(reviews)}\")\n",
    "                if len(ratings) != len(reviews):\n",
    "                    print(\"something error\")\n",
    "                    sys.exit(1)\n",
    "                print(\"---------------------------\")\n",
    "\n",
    "        \n",
    "        \n",
    "    else:\n",
    "        target = links[j]\n",
    "        print(f\"Searching reviews: {j}/{len(links)}, target is {target}\")\n",
    "        for k in range(1, 50000):\n",
    "            html = search_reviews(f\"{target}&pageNumber={k}\")\n",
    "            soup = BeautifulSoup(html, 'html5lib')\n",
    "            if soup.find(\n",
    "                'div',\n",
    "                {\"class\" : \"a-section a-spacing-top-large a-text-center no-reviews-section\"}\n",
    "            ):\n",
    "                print(f'Page {k}: No more reviews, step to next link')\n",
    "                break\n",
    "            else:\n",
    "#                 items = soup.select('span[data-hook=\"review-body\"] > span')\n",
    "                items = soup.select('div[data-hook=\"review\"]')\n",
    "#                 reviews_in_page = soup.select()\n",
    "#                 ratings_in_page = soup.select('div.reviews-content span.a-icon-alt')\n",
    "        \n",
    "                prev_reviews_cnt = len(reviews)\n",
    "                prev_ratings_cnt = len(ratings)\n",
    "                \n",
    "                for i in reviews:\n",
    "                    print(reviews)\n",
    "                    \n",
    "                    \n",
    "                    \n",
    "                for i in items:\n",
    "                    ratings_in_page = i.find(\"i\", {'data-hook':'review-star-rating'}).text\n",
    "                    reviews_in_page = i.find('span', {'data-hook': 'review-body'}).text\n",
    "                    if reviews_in_page == '':\n",
    "                        # Ignore blank elements\n",
    "                        continue\n",
    "                    else:\n",
    "#                         print('-----------------reviews-----------------')\n",
    "#                         print(reviews_in_page.replace('\\n', ''))\n",
    "#                         print('-----------------ratings-----------------')\n",
    "#                         print(ratings_in_page)\n",
    "                        \n",
    "                        ratings.append(ratings_in_page)\n",
    "                        reviews.append(reviews_in_page.replace('\\n', ''))\n",
    "                        search_query_list.append(SEARCH_QUERY)\n",
    "                        \n",
    "                \n",
    "                print(f\"Page {k}: {len(ratings) - prev_ratings_cnt} ratings found\")\n",
    "                print(f\"Page {k}: {len(reviews) - prev_reviews_cnt} reviews found\")\n",
    "                print(f\"current number of ratings : {len(ratings)}\")\n",
    "                print(f\"current number of reviews : {len(reviews)}\")\n",
    "                if len(ratings) != len(reviews):\n",
    "                    print(\"something error\")\n",
    "                    sys.exit(1)\n",
    "                print(\"---------------------------\")\n",
    "\n",
    "                \n",
    "                \n",
    "print(f\"Finished: {len(reviews)} reviews found\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['        great monitor! the only downside is the battery on the parent monitor dies very quickly! picture, night vision, music, and zoom/tilt all works fantastically! temp is nice to see. i don’t use the mic but i know it works well. other than that, i don’t use the other features.  ', '        The product works great! Especially love the nose detector! Plus the quality its great and the quality of the picture on the monitor works wonders. Also love how it auto adjust to night vision. I can play music and talk through the monitor. Very helpful cause there’s no need for internet connections & so it makes me easy to take it to other peoples house even if they have wifi connections.  ', '        I LOVE that I can see my baby in the dark, and I can adjust the noise sensitivity do register her crying and not just talking. And when she’s quite the screen turns off. I love how easy it was to install!! I also love that it has a temp alarm that will alert me if it gets to hot or cold in her room!! And if she does wake up I can play a lullaby, or talk to her through the monitor!! Only regret is not buying it sooner!!  ', '        I just received this from my baby registry. The view is clear and the monitor is very user-friendly. I’m still figuring out how to use it, as baby isn’t here yet, but am excited to use it!  ', '        The monitor itself is fine until it quits working after Only months of use. The customer service in the other hand, is TERRIBLE! They string you along for months only to leave you unanswered and they do not honor their warranty. I recommend buying a different monitor if you’d like it for more than 5 months, because you’llEnd up buying another one anyways when they leave you empty handed.  ', '        This monitor is great! Not only is the monitor easy set up and install, the quality of the picture and the night vision is great! Another feature I love is the intercom/voice feature. This monitor has a press to talk mic function and a lullaby function that I didn’t realize I needed but cannot imagine not having! This is a great monitor and the value far exceeds the cost!  ', '        This was a gift.  The baby hasn’t been born yet, but they have played with it and live it.  ', '        Great monitor—perfect for watching baby day or night!  ', '        Easy setup. Very easy user interface. No feedback when you get close.  ', '        Very upset about this monitor. My sister got it for me as a baby shower gift and when we finally got it hooked up and went to use it the sound doesn’t work! We tried resetting it, plugging it in again, and nothing works. For the price of this monitor you would think it shouldn’t be faulty.  ']\n",
      "['4.0 out of 5 stars', '5.0 out of 5 stars', '5.0 out of 5 stars', '5.0 out of 5 stars', '1.0 out of 5 stars', '5.0 out of 5 stars', '5.0 out of 5 stars', '5.0 out of 5 stars', '5.0 out of 5 stars', '2.0 out of 5 stars']\n"
     ]
    }
   ],
   "source": [
    "print(reviews[-10:])\n",
    "print(ratings[-10:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "46769\n",
      "46769\n"
     ]
    }
   ],
   "source": [
    "print(len(reviews))\n",
    "print(len(ratings))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {},
   "outputs": [],
   "source": [
    "reviews_copy=reviews\n",
    "ratings_copy=ratings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {},
   "outputs": [],
   "source": [
    "del reviews_copy[-1]\n",
    "del ratings_copy[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "54437"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(reviews_copy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Start to generate report\n"
     ]
    }
   ],
   "source": [
    "print(\"Start to generate report\")\n",
    "# rev={'dates':dates, 'titles':titles, 'ratings':ratings, 'reviews':reviews, 'url':urls} #converting the reviews list into a dictionary\n",
    "\n",
    "rev={'search_query':search_query_list, 'ratings':ratings, 'reviews' :reviews} #converting the reviews list into a dictionary\n",
    "review_data=pd.DataFrame.from_dict(rev) #converting this dictionary into a dataframe\n",
    "\n",
    "\n",
    "\n",
    "df = review_data.replace('\\n','', regex=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1=df\n",
    "df1['reviews']= df1['reviews'].str.strip()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {
    "scrolled": true
   },
   "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>search_query</th>\n",
       "      <th>ratings</th>\n",
       "      <th>reviews</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>computer</td>\n",
       "      <td>1.0 out of 5 stars</td>\n",
       "      <td>Do not buy anything renewed by the ReGadget co...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>computer</td>\n",
       "      <td>5.0 out of 5 stars</td>\n",
       "      <td>I purchased this from Refurb Ninja. Since this...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>computer</td>\n",
       "      <td>5.0 out of 5 stars</td>\n",
       "      <td>I’m really pleased with my purchase of this li...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>computer</td>\n",
       "      <td>5.0 out of 5 stars</td>\n",
       "      <td>The unit worked good  right out of the box. I ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>computer</td>\n",
       "      <td>4.0 out of 5 stars</td>\n",
       "      <td>Super Easy start up would have been easier had...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  search_query             ratings  \\\n",
       "0     computer  1.0 out of 5 stars   \n",
       "1     computer  5.0 out of 5 stars   \n",
       "2     computer  5.0 out of 5 stars   \n",
       "3     computer  5.0 out of 5 stars   \n",
       "4     computer  4.0 out of 5 stars   \n",
       "\n",
       "                                             reviews  \n",
       "0  Do not buy anything renewed by the ReGadget co...  \n",
       "1  I purchased this from Refurb Ninja. Since this...  \n",
       "2  I’m really pleased with my purchase of this li...  \n",
       "3  The unit worked good  right out of the box. I ...  \n",
       "4  Super Easy start up would have been easier had...  "
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Success\n"
     ]
    }
   ],
   "source": [
    "writer = pd.ExcelWriter(SEARCH_QUERY+'_review.xlsx')\n",
    "df1.to_excel(writer, 'Sheet1', index=False)\n",
    "writer.save()\n",
    "print(\"Success\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
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 },
 "nbformat": 4,
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