WebScrapingJournalistPage.ipynb

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      "name": "WebScrapingJournalistPage.ipynb",
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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
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      "source": [
        "<a href=\"https://colab.research.google.com/github/lucalamoni/date-a-scientist/blob/master/WebScrapingJournalistPage.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vp27v1BzkCRc",
        "colab_type": "text"
      },
      "source": [
        "Web scraping of journalist page "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "A-REXNDBkCRe",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# impoert libraries\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "%matplotlib inline\n",
        "from urllib.request import urlopen\n",
        "from bs4 import BeautifulSoup\n",
        "import re"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "s9jejg34kCRi",
        "colab_type": "code",
        "colab": {},
        "outputId": "89cb3cb3-34a5-4121-bae5-d8c04a0f422a"
      },
      "source": [
        "url = r\"https://www.journalism.co.uk/prof/?chunk=0&cmd=default\"\n",
        "html = urlopen(url)\n",
        "soup = BeautifulSoup(html, 'html.parser')\n",
        "type(soup)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "bs4.BeautifulSoup"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "C0g3yeivkCRm",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "print(soup)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4qzm6Y1akCRq",
        "colab_type": "code",
        "colab": {},
        "outputId": "5f573de3-4e01-4e32-947e-5002d7f6bb02"
      },
      "source": [
        "print(soup.findAll('span', class_ = 'title'))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[<span class=\"title\"><a href=\"https://www.journalism.co.uk/prof/profile/Richard_Palmer/33\">RoyalReporter</a></span>, <span class=\"title\"><a href=\"https://www.journalism.co.uk/prof/profile/Gary_Chappell/36\">GaryChappellDE</a></span>, <span class=\"title\"><a href=\"https://www.journalism.co.uk/prof/profile/Sophie_Alexander/37\">SophieAlex1</a></span>, <span class=\"title\"><a href=\"https://www.journalism.co.uk/prof/profile/Giles_Sheldrick/39\">ExpressGilo</a></span>, <span class=\"title\"><a href=\"https://www.journalism.co.uk/prof/profile/Geoff_Maynard/42\">g_maynard</a></span>, <span class=\"title\"><a href=\"https://www.journalism.co.uk/prof/profile/Laura_Williamson/48\">lmwilliamson7</a></span>, <span class=\"title\"><a href=\"https://www.journalism.co.uk/prof/profile/Tim_Shipman/49\">ShippersUnbound</a></span>, <span class=\"title\"><a href=\"https://www.journalism.co.uk/prof/profile/Sami_Mokbel/50\">SamiMokbel81_DM</a></span>, <span class=\"title\"><a href=\"https://www.journalism.co.uk/prof/profile/Rebecca_English/51\">RE_DailyMail</a></span>, <span class=\"title\"><a href=\"https://www.journalism.co.uk/prof/profile/Mike_Dickson/52\">Mike_Dickson_DM</a></span>, <span class=\"title\"><a href=\"https://www.journalism.co.uk/prof/profile/Victoria_Bischoff/54\">VBischoff</a></span>, <span class=\"title\"><a href=\"https://www.journalism.co.uk/prof/profile/Simon_Cass/55\">simon_cass</a></span>, <span class=\"title\"><a href=\"https://www.journalism.co.uk/prof/profile/Sam_Cunningham/56\">samcunningham</a></span>, <span class=\"title\"><a href=\"https://www.journalism.co.uk/prof/profile/Alex_Brummer/57\">albrummer</a></span>, <span class=\"title\"><a href=\"https://www.journalism.co.uk/prof/profile/Ashley_Gray/58\">AshleyWGray</a></span>]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YybRUTkskCRt",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "holder_subset = soup.find_all(\"div\", class_ = 'holder')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7eQhb2q6kCRz",
        "colab_type": "text"
      },
      "source": [
        "/div>\n",
        "<div class=\"box white-box\">\n",
        "<div class=\"holder\">\n",
        "<img alt=\"Richard Palmer\" src=\"https://pbs.twimg.com/profile_images/429549948/rpheadshot_bigger.jpg\" style=\"float:right\">\n",
        "<span class=\"title\"><a href=\"https://www.journalism.co.uk/prof/profile/Richard_Palmer/33\">RoyalReporter</a></span>\n",
        "<strong>Name: </strong> Richard Palmer<br/>\n",
        "<strong>Sector: </strong> Newspaper<br/>\n",
        "<strong>Publication: </strong> Daily Express<br/>\n",
        "<strong>Job title: </strong> Royal correspondent<br/>\n",
        "<p><strong>Followers:</strong> 116,183\n",
        "<br/>\n",
        "<div style=\"clear:all\">\n",
        "<a class=\"twitter-follow-button\" data-show-count=\"false\" href=\"https://twitter.com/RoyalReporter\">Follow @RoyalReporter</a>\n",
        "<script>!function(d,s,id){var js,fjs=d.getElementsByTagName(s)[0],p=/^http:/.test(d.location)?'http':'https';if(!d.getElementById(id)){js=d.createElement(s);js.id=id;js.src=p+'://platform.twitter.com/widgets.js';fjs.parentNode.insertBefore(js,fjs);}}(document, 'script', 'twitter-wjs');</script>\n",
        "</div>\n",
        "<br/>\n",
        "<strong class=\"salary\"> </strong>\n",
        "<p><a class=\"vacation\" href=\"https://www.journalism.co.uk/prof/profile/Richard_Palmer/33\"><img alt=\"image description\" height=\"8\" src=\"https://www.journalism.co.uk/newsite/images/arrow-pink-double.gif\" width=\"9\"/> View full details</a></p>\n",
        "</p></img></div>\n",
        "</div>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pHKLSD3GkCR0",
        "colab_type": "code",
        "colab": {},
        "outputId": "035c92e2-fff4-4155-bd32-8694cd4c7ab1"
      },
      "source": [
        "type(holder_subset)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "bs4.element.ResultSet"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "b6rRD0LzkCR3",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "temp_t = []\n",
        "for x in soup.find_all('div', class_=\"holder\"):\n",
        "    temp_t.append(x)\n",
        "    print(x.text)\n",
        "    \n",
        "#sort of worksuntil here"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eKi9nEvFkCR7",
        "colab_type": "code",
        "colab": {},
        "outputId": "6a1a49c5-6d72-439c-cb5a-2b64cdbcfb6a"
      },
      "source": [
        "type(x)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "bs4.element.Tag"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 47
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dxQg6aXDkCR-",
        "colab_type": "code",
        "colab": {},
        "outputId": "fa74a192-533e-4ec0-9365-1919a1acb151"
      },
      "source": [
        "type(temp_t)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "list"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "weKHv2uKkCSB",
        "colab_type": "code",
        "colab": {},
        "outputId": "80b5af3a-f506-4104-b358-6bbf9a1b7508"
      },
      "source": [
        "#I try to extract from the list the @profilename\n",
        "\n",
        "profile_handles = re.findall(r'@(\\w+)', str(temp_t))\n",
        "print(profile_handles)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "['RoyalReporter', 'GaryChappellDE', 'SophieAlex1', 'ExpressGilo', 'g_maynard', 'lmwilliamson7', 'ShippersUnbound', 'SamiMokbel81_DM', 'RE_DailyMail', 'Mike_Dickson_DM', 'VBischoff', 'simon_cass', 'samcunningham', 'albrummer', 'AshleyWGray']\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CtwrGaS0kCSE",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#So far this is working. Now I try to use the search bar to find journalist by topic\n",
        "\n",
        "from selenium import webdriver"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "G52s3I53kCSH",
        "colab_type": "code",
        "colab": {},
        "outputId": "ee9da97e-82ed-4764-f513-d80bc3bb4284"
      },
      "source": [
        "from selenium.webdriver.common.keys import Keys\n",
        "d = webdriver.Chrome('C:/Program Files (x86)/Google/Chrome/Application/chromedriver.exe')\n",
        "books = ['cyber']\n",
        "for book in books:\n",
        "  d.get(r\"https://www.journalism.co.uk/prof/?chunk=0&cmd=default\")\n",
        "  e = d.find_element_by_id('full search:')\n",
        "  e.send_keys(book)\n",
        "  e.send_keys(Keys.ENTER)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "error",
          "ename": "SessionNotCreatedException",
          "evalue": "Message: session not created: This version of ChromeDriver only supports Chrome version 80\n",
          "traceback": [
            "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[1;31mSessionNotCreatedException\u001b[0m                Traceback (most recent call last)",
            "\u001b[1;32m<ipython-input-26-b75873622246>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mselenium\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwebdriver\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcommon\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mkeys\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mKeys\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0md\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mwebdriver\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mChrome\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'C:/Program Files (x86)/Google/Chrome/Application/chromedriver.exe'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      3\u001b[0m \u001b[0mbooks\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;34m'cyber'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mbook\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mbooks\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m   \u001b[0md\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34mr\"https://www.journalism.co.uk/prof/?chunk=0&cmd=default\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
            "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\selenium\\webdriver\\chrome\\webdriver.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, executable_path, port, options, service_args, desired_capabilities, service_log_path, chrome_options, keep_alive)\u001b[0m\n\u001b[0;32m     79\u001b[0m                     \u001b[0mremote_server_addr\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mservice\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mservice_url\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     80\u001b[0m                     keep_alive=keep_alive),\n\u001b[1;32m---> 81\u001b[1;33m                 desired_capabilities=desired_capabilities)\n\u001b[0m\u001b[0;32m     82\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     83\u001b[0m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mquit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
            "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\selenium\\webdriver\\remote\\webdriver.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, command_executor, desired_capabilities, browser_profile, proxy, keep_alive, file_detector, options)\u001b[0m\n\u001b[0;32m    155\u001b[0m             warnings.warn(\"Please use FirefoxOptions to set browser profile\",\n\u001b[0;32m    156\u001b[0m                           DeprecationWarning, stacklevel=2)\n\u001b[1;32m--> 157\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstart_session\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcapabilities\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbrowser_profile\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    158\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_switch_to\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mSwitchTo\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    159\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_mobile\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mMobile\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
            "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\selenium\\webdriver\\remote\\webdriver.py\u001b[0m in \u001b[0;36mstart_session\u001b[1;34m(self, capabilities, browser_profile)\u001b[0m\n\u001b[0;32m    250\u001b[0m         parameters = {\"capabilities\": w3c_caps,\n\u001b[0;32m    251\u001b[0m                       \"desiredCapabilities\": capabilities}\n\u001b[1;32m--> 252\u001b[1;33m         \u001b[0mresponse\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexecute\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mCommand\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mNEW_SESSION\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mparameters\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    253\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[1;34m'sessionId'\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mresponse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    254\u001b[0m             \u001b[0mresponse\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mresponse\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'value'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
            "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\selenium\\webdriver\\remote\\webdriver.py\u001b[0m in \u001b[0;36mexecute\u001b[1;34m(self, driver_command, params)\u001b[0m\n\u001b[0;32m    319\u001b[0m         \u001b[0mresponse\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcommand_executor\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexecute\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdriver_command\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mparams\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    320\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mresponse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 321\u001b[1;33m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0merror_handler\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcheck_response\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresponse\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    322\u001b[0m             response['value'] = self._unwrap_value(\n\u001b[0;32m    323\u001b[0m                 response.get('value', None))\n",
            "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\selenium\\webdriver\\remote\\errorhandler.py\u001b[0m in \u001b[0;36mcheck_response\u001b[1;34m(self, response)\u001b[0m\n\u001b[0;32m    240\u001b[0m                 \u001b[0malert_text\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'alert'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'text'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    241\u001b[0m             \u001b[1;32mraise\u001b[0m \u001b[0mexception_class\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmessage\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mscreen\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mstacktrace\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0malert_text\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 242\u001b[1;33m         \u001b[1;32mraise\u001b[0m \u001b[0mexception_class\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmessage\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mscreen\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mstacktrace\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    243\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    244\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_value_or_default\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mobj\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdefault\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
            "\u001b[1;31mSessionNotCreatedException\u001b[0m: Message: session not created: This version of ChromeDriver only supports Chrome version 80\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "X7WuNRYqkCSK",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}