hockey team site table scraping.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "d70ddbe5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import required libraries\n",
    "from bs4 import BeautifulSoup\n",
    "import requests\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "749ec524",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set the URL to scrape data from\n",
    "url = 'https://www.scrapethissite.com/pages/forms/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "4b47eb0e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Send a GET request to the URL\n",
    "r = requests.get(url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "70aae85a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "200\n"
     ]
    }
   ],
   "source": [
    "# Check the status code of the response\n",
    "print(r.status_code)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "c998bcdc",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get the HTML content from the response\n",
    "html_text = r.text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "9bc4496c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'<!doctype html>\\n<html lang=\"en\">\\n  <head>\\n    <meta charset=\"utf-8\">\\n    <title>Hockey Teams: Forms, Searching and Pagination | Scrape This Site | A public sandbox for learning web scraping</title>\\n    <link rel=\"icon\" type=\"image/png\" href=\"/static/images/scraper-icon.png\" />\\n\\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\">\\n    <meta name=\"description\" content=\"Browse through a database of NHL team stats since 1990. Practice building a scraper that handles common website interface components.\">\\n\\n    <link href=\"https://maxcdn.bootstrapcdn.com/bootstrap/3.3.5/css/bootstrap.min.css\" rel=\"stylesheet\" integrity=\"sha256-MfvZlkHCEqatNoGiOXveE8FIwMzZg4W85qfrfIFBfYc= sha512-dTfge/zgoMYpP7QbHy4gWMEGsbsdZeCXz7irItjcC3sPUFtf0kuFbDz/ixG7ArTxmDjLXDmezHubeNikyKGVyQ==\" crossorigin=\"anonymous\">\\n    <link href=\\'https://fonts.googleapis.com/css?family=Lato:400,700\\' rel=\\'stylesheet\\' type=\\'text/css\\'>\\n    <link rel=\"stylesheet\" type=\"text/css\" href=\"/static/css/styles.css\">\\n\\n    \\n<meta name=\"robots\" content=\"noindex\">\\n\\n\\n  </head>\\n\\n  <body>\\n    <nav id=\"site-nav\">\\n            <div class=\"container\">\\n                <div class=\"col-md-12\">\\n                    <ul class=\"nav nav-tabs\">\\n                        <li id=\"nav-homepage\">\\n                            <a href=\"/\" class=\"nav-link hidden-sm hidden-xs\">\\n                                <img src=\"/static/images/scraper-icon.png\" id=\"nav-logo\">\\n                                Scrape This Site\\n                            </a>\\n                        </li>\\n                        <li id=\"nav-sandbox\">\\n                            <a href=\"/pages/\" class=\"nav-link\">\\n                                <i class=\"glyphicon glyphicon-console hidden-sm hidden-xs\"></i>\\n                                Sandbox\\n                            </a>\\n                        </li>\\n                        <li id=\"nav-lessons\">\\n                            <a href=\"/lessons/\" class=\"nav-link\">\\n                                <i class=\"glyphicon glyphicon-education hidden-sm hidden-xs\"></i>\\n                                Lessons\\n                            </a>\\n                        </li>\\n                        <li id=\"nav-faq\">\\n                            <a href=\"/faq/\" class=\"nav-link\">\\n                                <i class=\"glyphicon glyphicon-flag hidden-sm hidden-xs\"></i>\\n                                FAQ\\n                            </a>\\n                        </li>\\n                        \\n                        <li id=\"nav-login\" class=\"pull-right\">\\n                            <a href=\"/login/\" class=\"nav-link\">\\n                                Login\\n                            </a>\\n                        </li>\\n                        \\n                    </ul>\\n                </div>\\n            </div>\\n        </nav>\\n\\n        <script type=\"text/javascript\">\\n            var path = document.location.pathname;\\n            var tab = undefined;\\n            if (path === \"/\"){\\n                tab = document.querySelector(\"#nav-homepage\");\\n            } else if (path.indexOf(\"/faq/\") === 0){\\n                tab = document.querySelector(\"#nav-faq\");\\n            } else if (path.indexOf(\"/lessons/\") === 0){\\n                tab = document.querySelector(\"#nav-lessons\");\\n            } else if (path.indexOf(\"/pages/\") === 0) {\\n                tab = document.querySelector(\"#nav-sandbox\");\\n            } else if (path.indexOf(\"/login/\") === 0) {\\n                tab = document.querySelector(\"#nav-login\");\\n            }\\n            tab.classList.add(\"active\")\\n        </script>\\n\\n    \\n\\n    <div id=\"page\">\\n\\n        <section id=\"hockey\">\\n            <div class=\"container\">\\n\\n                <div class=\"row\">\\n                    <div class=\"col-md-12\">\\n                        <h1>\\n                            Hockey Teams: Forms, Searching and Pagination\\n                            <small>25 items</small>\\n                        </h1>\\n                        <hr />\\n                    </div>\\n                </div>\\n                <div class=\"row\">\\n                    <div class=\"col-md-12\">\\n                        <p class=\"lead\">\\n                            Browse through a database of NHL team stats since 1990. Practice building a scraper that handles common website interface components.\\n                            Take a look at how pagination and search elements change the URL as your browse. Build a web scraper that can conduct searches and paginate through the results.\\n                        </p>\\n                        <hr />\\n                    </div>\\n                </div>\\n                <div class=\"row\">\\n                    <div class=\"col-md-6\">\\n                        <p>\\n                            <i class=\"glyphicon glyphicon-education\"></i> There are <a href=\"/lessons/\">8 video lessons</a> that show you how to scrape this page.\\n                        </p>\\n                        <hr />\\n                    </div>\\n                    <div class=\"col-md-6 text-right\">\\n                        <p>\\n                            \\n                                Data via\\n                                <a href=\"http://www.opensourcesports.com/hockey/\" class=\"data-attribution\" target=\"_blank\">http://www.opensourcesports.com/hockey/</a>\\n                            \\n                        </p>\\n                        <hr />\\n                    </div>\\n                </div>\\n\\n                <div class=\"row search-area\">\\n                    <div class=\"col-md-12 text-center\">\\n                        <form method=\"GET\" action=\"/pages/forms/\" class=\"form form-inline\">\\n                            <label for=\"q\">\\n                                Search for Teams: &nbsp;\\n                            </label>\\n                            <input type=\"text\" class=\"form-control\" name=\"q\" id=\"q\" placeholder=\"Search for Teams\" />\\n                            \\n                            <input type=\"submit\" class=\"btn btn-primary\" value=\"Search\" />\\n                        </form>\\n                        <hr>\\n                    </div>\\n                </div><!--.row.search-area-->\\n\\n\\n                <table class=\"table\">\\n                    <tr>\\n                        <th>\\n                            Team Name\\n                        </th>\\n                        <th>\\n                            Year\\n                        </th>\\n                        <th>\\n                            Wins\\n                        </th>\\n                        <th>\\n                            Losses\\n                        </th>\\n                        <th>\\n                            OT Losses\\n                        </th>\\n                        <th>\\n                            Win %\\n                        </th>\\n                        <th>\\n                            Goals For (GF)\\n                        </th>\\n                        <th>\\n                            Goals Against (GA)\\n                        </th>\\n                        <th>\\n                            + / -\\n                        </th>\\n                    </tr>\\n                    \\n                    <tr class=\"team\">\\n                        <td class=\"name\">\\n                            Boston Bruins\\n                        </td>\\n                        <td class=\"year\">\\n                            1990\\n                        </td>\\n                        <td class=\"wins\">\\n                            44\\n                        </td>\\n                        <td class=\"losses\">\\n                            24\\n                        </td>\\n                        <td class=\"ot-losses\">\\n                            \\n                        </td>\\n                        \\n                        \\n                        <td class=\"pct text-success\">\\n                            0.55\\n                        </td>\\n                        \\n                        <td class=\"gf\">\\n                            299\\n                        </td>\\n                        <td class=\"ga\">\\n                            264\\n                        </td>\\n                        \\n                        \\n                        <td class=\"diff text-success\">\\n                            35\\n                        </td>\\n                        \\n                    </tr>\\n                    \\n                    <tr class=\"team\">\\n                        <td class=\"name\">\\n                            Buffalo Sabres\\n                        </td>\\n                        <td class=\"year\">\\n                            1990\\n                        </td>\\n                        <td class=\"wins\">\\n                            31\\n                        </td>\\n                        <td class=\"losses\">\\n                            30\\n                        </td>\\n                        <td class=\"ot-losses\">\\n                            \\n                        </td>\\n                        \\n                        \\n                        <td class=\"pct text-danger\">\\n                            0.388\\n                        </td>\\n                        \\n                        <td class=\"gf\">\\n                            292\\n                        </td>\\n                        <td class=\"ga\">\\n                            278\\n                        </td>\\n                        \\n                        \\n                        <td class=\"diff text-success\">\\n                            14\\n                        </td>\\n                        \\n                    </tr>\\n                    \\n                    <tr class=\"team\">\\n                        <td class=\"name\">\\n                            Calgary Flames\\n                        </td>\\n                        <td class=\"year\">\\n                            1990\\n                        </td>\\n                        <td class=\"wins\">\\n                            46\\n                        </td>\\n                        <td class=\"losses\">\\n                            26\\n                        </td>\\n                        <td class=\"ot-losses\">\\n                            \\n                        </td>\\n                        \\n                        \\n                        <td class=\"pct text-success\">\\n                            0.575\\n                        </td>\\n                        \\n                        <td class=\"gf\">\\n                            344\\n                        </td>\\n                        <td class=\"ga\">\\n                            263\\n                        </td>\\n                        \\n                        \\n                        <td class=\"diff text-success\">\\n                            81\\n                        </td>\\n                        \\n                    </tr>\\n                    \\n                    <tr class=\"team\">\\n                        <td class=\"name\">\\n                            Chicago Blackhawks\\n                        </td>\\n                        <td class=\"year\">\\n                            1990\\n                        </td>\\n                        <td class=\"wins\">\\n                            49\\n                        </td>\\n                        <td class=\"losses\">\\n                            23\\n                        </td>\\n                        <td class=\"ot-losses\">\\n                            \\n                        </td>\\n                        \\n                        \\n                        <td class=\"pct text-success\">\\n                            0.613\\n                        </td>\\n                        \\n                        <td class=\"gf\">\\n                            284\\n                        </td>\\n                        <td class=\"ga\">\\n                            211\\n                        </td>\\n                        \\n                        \\n                        <td class=\"diff text-success\">\\n                            73\\n                        </td>\\n                        \\n                    </tr>\\n                    \\n                    <tr class=\"team\">\\n                        <td class=\"name\">\\n                            Detroit Red Wings\\n                        </td>\\n                        <td class=\"year\">\\n                            1990\\n                        </td>\\n                        <td class=\"wins\">\\n                            34\\n                        </td>\\n                        <td class=\"losses\">\\n                            38\\n                        </td>\\n                        <td class=\"ot-losses\">\\n                            \\n                        </td>\\n                        \\n                        \\n                        <td class=\"pct text-danger\">\\n                            0.425\\n                        </td>\\n                        \\n                        <td class=\"gf\">\\n                            273\\n                        </td>\\n                        <td class=\"ga\">\\n                            298\\n                        </td>\\n                        \\n                        \\n                        <td class=\"diff text-danger\">\\n                            -25\\n                        </td>\\n                        \\n                    </tr>\\n                    \\n                    <tr class=\"team\">\\n                        <td class=\"name\">\\n                            Edmonton Oilers\\n                        </td>\\n                        <td class=\"year\">\\n                            1990\\n                        </td>\\n                        <td class=\"wins\">\\n                            37\\n                        </td>\\n                        <td class=\"losses\">\\n                            37\\n                        </td>\\n                        <td class=\"ot-losses\">\\n                            \\n                        </td>\\n                        \\n                        \\n                        <td class=\"pct text-danger\">\\n                            0.463\\n                        </td>\\n                        \\n                        <td class=\"gf\">\\n                            272\\n                        </td>\\n                        <td class=\"ga\">\\n                            272\\n                        </td>\\n                        \\n                        \\n                        <td class=\"diff text-success\">\\n                            0\\n                        </td>\\n                        \\n                    </tr>\\n                    \\n                    <tr class=\"team\">\\n                        <td class=\"name\">\\n                            Hartford Whalers\\n                        </td>\\n                        <td class=\"year\">\\n                            1990\\n                        </td>\\n                        <td class=\"wins\">\\n                            31\\n                        </td>\\n                        <td class=\"losses\">\\n                            38\\n                        </td>\\n                        <td class=\"ot-losses\">\\n                            \\n                        </td>\\n                        \\n                        \\n                        <td class=\"pct text-danger\">\\n                            0.388\\n                        </td>\\n                        \\n                        <td class=\"gf\">\\n                            238\\n                        </td>\\n                        <td class=\"ga\">\\n                            276\\n                        </td>\\n                        \\n                        \\n                        <td class=\"diff text-danger\">\\n                            -38\\n                        </td>\\n                        \\n                    </tr>\\n                    \\n                    <tr class=\"team\">\\n                        <td class=\"name\">\\n                            Los Angeles Kings\\n                        </td>\\n                        <td class=\"year\">\\n                            1990\\n                        </td>\\n                        <td class=\"wins\">\\n                            46\\n                        </td>\\n                        <td class=\"losses\">\\n                            24\\n                        </td>\\n                        <td class=\"ot-losses\">\\n                            \\n                        </td>\\n                        \\n                        \\n                        <td class=\"pct text-success\">\\n                            0.575\\n                        </td>\\n                        \\n                        <td class=\"gf\">\\n                            340\\n                        </td>\\n                        <td class=\"ga\">\\n                            254\\n                        </td>\\n                        \\n                        \\n                        <td class=\"diff text-success\">\\n                            86\\n                        </td>\\n                        \\n                    </tr>\\n                    \\n                    <tr class=\"team\">\\n                        <td class=\"name\">\\n                            Minnesota North Stars\\n                        </td>\\n                        <td class=\"year\">\\n                            1990\\n                        </td>\\n                        <td class=\"wins\">\\n                            27\\n                        </td>\\n                        <td class=\"losses\">\\n                            39\\n                        </td>\\n                        <td class=\"ot-losses\">\\n                            \\n                        </td>\\n                        \\n                        \\n                        <td class=\"pct text-danger\">\\n                            0.338\\n                        </td>\\n                        \\n                        <td class=\"gf\">\\n                            256\\n                        </td>\\n                        <td class=\"ga\">\\n                            266\\n                        </td>\\n                        \\n                        \\n                        <td class=\"diff text-danger\">\\n                            -10\\n                        </td>\\n                        \\n                    </tr>\\n                    \\n                    <tr class=\"team\">\\n                        <td class=\"name\">\\n                            Montreal Canadiens\\n                        </td>\\n                        <td class=\"year\">\\n                            1990\\n                        </td>\\n                        <td class=\"wins\">\\n                            39\\n                        </td>\\n                        <td class=\"losses\">\\n                            30\\n                        </td>\\n                        <td class=\"ot-losses\">\\n                            \\n                        </td>\\n                        \\n                        \\n                        <td class=\"pct text-danger\">\\n                            0.487\\n                        </td>\\n                        \\n                        <td class=\"gf\">\\n                            273\\n                        </td>\\n                        <td class=\"ga\">\\n                            249\\n                        </td>\\n                        \\n                        \\n                        <td class=\"diff text-success\">\\n                            24\\n                        </td>\\n                        \\n                    </tr>\\n                    \\n                    <tr class=\"team\">\\n                        <td class=\"name\">\\n                            New Jersey Devils\\n                        </td>\\n                        <td class=\"year\">\\n                            1990\\n                        </td>\\n                        <td class=\"wins\">\\n                            32\\n                        </td>\\n                        <td class=\"losses\">\\n                            33\\n                        </td>\\n                        <td class=\"ot-losses\">\\n                            \\n                        </td>\\n                        \\n                        \\n                        <td class=\"pct text-danger\">\\n                            0.4\\n                        </td>\\n                        \\n                        <td class=\"gf\">\\n                            272\\n                        </td>\\n                        <td class=\"ga\">\\n                            264\\n                        </td>\\n                        \\n                        \\n                        <td class=\"diff text-success\">\\n                            8\\n                        </td>\\n                        \\n                    </tr>\\n                    \\n                    <tr class=\"team\">\\n                        <td class=\"name\">\\n                            New York Islanders\\n                        </td>\\n                        <td class=\"year\">\\n                            1990\\n                        </td>\\n                        <td class=\"wins\">\\n                            25\\n                        </td>\\n                        <td class=\"losses\">\\n                            45\\n                        </td>\\n                        <td class=\"ot-losses\">\\n                            \\n                        </td>\\n                        \\n                        \\n                        <td class=\"pct text-danger\">\\n                            0.312\\n                        </td>\\n                        \\n                        <td class=\"gf\">\\n                            223\\n                        </td>\\n                        <td class=\"ga\">\\n                            290\\n                        </td>\\n                        \\n                        \\n                        <td class=\"diff text-danger\">\\n                            -67\\n                        </td>\\n                        \\n                    </tr>\\n                    \\n                    <tr class=\"team\">\\n                        <td class=\"name\">\\n                            New York Rangers\\n                        </td>\\n                        <td class=\"year\">\\n                            1990\\n                        </td>\\n                        <td class=\"wins\">\\n                            36\\n                        </td>\\n                        <td class=\"losses\">\\n                            31\\n                        </td>\\n                        <td class=\"ot-losses\">\\n                            \\n                        </td>\\n                        \\n                        \\n                        <td class=\"pct text-danger\">\\n                            0.45\\n                        </td>\\n                        \\n                        <td class=\"gf\">\\n                            297\\n                        </td>\\n                        <td class=\"ga\">\\n                            265\\n                        </td>\\n                        \\n                        \\n                        <td class=\"diff text-success\">\\n                            32\\n                        </td>\\n                        \\n                    </tr>\\n                    \\n                    <tr class=\"team\">\\n                        <td class=\"name\">\\n                            Philadelphia Flyers\\n                        </td>\\n                        <td class=\"year\">\\n                            1990\\n                        </td>\\n                        <td class=\"wins\">\\n                            33\\n                        </td>\\n                        <td class=\"losses\">\\n                            37\\n                        </td>\\n                        <td class=\"ot-losses\">\\n                            \\n                        </td>\\n                        \\n                        \\n                        <td class=\"pct text-danger\">\\n                            0.412\\n                        </td>\\n                        \\n                        <td class=\"gf\">\\n                            252\\n                        </td>\\n                        <td class=\"ga\">\\n                            267\\n                        </td>\\n                        \\n                        \\n                        <td class=\"diff text-danger\">\\n                            -15\\n                        </td>\\n                        \\n                    </tr>\\n                    \\n                    <tr class=\"team\">\\n                        <td class=\"name\">\\n                            Pittsburgh Penguins\\n                        </td>\\n                        <td class=\"year\">\\n                            1990\\n                        </td>\\n                        <td class=\"wins\">\\n                            41\\n                        </td>\\n                        <td class=\"losses\">\\n                            33\\n                        </td>\\n                        <td class=\"ot-losses\">\\n                            \\n                        </td>\\n                        \\n                        \\n                        <td class=\"pct text-success\">\\n                            0.512\\n                        </td>\\n                        \\n                        <td class=\"gf\">\\n                            342\\n                        </td>\\n                        <td class=\"ga\">\\n                            305\\n                        </td>\\n                        \\n                        \\n                        <td class=\"diff text-success\">\\n                            37\\n                        </td>\\n                        \\n                    </tr>\\n                    \\n                    <tr class=\"team\">\\n                        <td class=\"name\">\\n                            Quebec Nordiques\\n                        </td>\\n                        <td class=\"year\">\\n                            1990\\n                        </td>\\n                        <td class=\"wins\">\\n                            16\\n                        </td>\\n                        <td class=\"losses\">\\n                            50\\n                        </td>\\n                        <td class=\"ot-losses\">\\n                            \\n                        </td>\\n                        \\n                        \\n                        <td class=\"pct text-danger\">\\n                            0.2\\n                        </td>\\n                        \\n                        <td class=\"gf\">\\n                            236\\n                        </td>\\n                        <td class=\"ga\">\\n                            354\\n                        </td>\\n                        \\n                        \\n                        <td class=\"diff text-danger\">\\n                            -118\\n                        </td>\\n                        \\n                    </tr>\\n                    \\n                    <tr class=\"team\">\\n                        <td class=\"name\">\\n                            St. Louis Blues\\n                        </td>\\n                        <td class=\"year\">\\n                            1990\\n                        </td>\\n                        <td class=\"wins\">\\n                            47\\n                        </td>\\n                        <td class=\"losses\">\\n                            22\\n                        </td>\\n                        <td class=\"ot-losses\">\\n                            \\n                        </td>\\n                        \\n                        \\n                        <td class=\"pct text-success\">\\n                            0.588\\n                        </td>\\n                        \\n                        <td class=\"gf\">\\n                            310\\n                        </td>\\n                        <td class=\"ga\">\\n                            250\\n                        </td>\\n                        \\n                        \\n                        <td class=\"diff text-success\">\\n                            60\\n                        </td>\\n                        \\n                    </tr>\\n                    \\n                    <tr class=\"team\">\\n                        <td class=\"name\">\\n                            Toronto Maple Leafs\\n                        </td>\\n                        <td class=\"year\">\\n                            1990\\n                        </td>\\n                        <td class=\"wins\">\\n                            23\\n                        </td>\\n                        <td class=\"losses\">\\n                            46\\n                        </td>\\n                        <td class=\"ot-losses\">\\n                            \\n                        </td>\\n                        \\n                        \\n                        <td class=\"pct text-danger\">\\n                            0.287\\n                        </td>\\n                        \\n                        <td class=\"gf\">\\n                            241\\n                        </td>\\n                        <td class=\"ga\">\\n                            318\\n                        </td>\\n                        \\n                        \\n                        <td class=\"diff text-danger\">\\n                            -77\\n                        </td>\\n                        \\n                    </tr>\\n                    \\n                    <tr class=\"team\">\\n                        <td class=\"name\">\\n                            Vancouver Canucks\\n                        </td>\\n                        <td class=\"year\">\\n                            1990\\n                        </td>\\n                        <td class=\"wins\">\\n                            28\\n                        </td>\\n                        <td class=\"losses\">\\n                            43\\n                        </td>\\n                        <td class=\"ot-losses\">\\n                            \\n                        </td>\\n                        \\n                        \\n                        <td class=\"pct text-danger\">\\n                            0.35\\n                        </td>\\n                        \\n                        <td class=\"gf\">\\n                            243\\n                        </td>\\n                        <td class=\"ga\">\\n                            315\\n                        </td>\\n                        \\n                        \\n                        <td class=\"diff text-danger\">\\n                            -72\\n                        </td>\\n                        \\n                    </tr>\\n                    \\n                    <tr class=\"team\">\\n                        <td class=\"name\">\\n                            Washington Capitals\\n                        </td>\\n                        <td class=\"year\">\\n                            1990\\n                        </td>\\n                        <td class=\"wins\">\\n                            37\\n                        </td>\\n                        <td class=\"losses\">\\n                            36\\n                        </td>\\n                        <td class=\"ot-losses\">\\n                            \\n                        </td>\\n                        \\n                        \\n                        <td class=\"pct text-danger\">\\n                            0.463\\n                        </td>\\n                        \\n                        <td class=\"gf\">\\n                            258\\n                        </td>\\n                        <td class=\"ga\">\\n                            258\\n                        </td>\\n                        \\n                        \\n                        <td class=\"diff text-success\">\\n                            0\\n                        </td>\\n                        \\n                    </tr>\\n                    \\n                    <tr class=\"team\">\\n                        <td class=\"name\">\\n                            Winnipeg Jets\\n                        </td>\\n                        <td class=\"year\">\\n                            1990\\n                        </td>\\n                        <td class=\"wins\">\\n                            26\\n                        </td>\\n                        <td class=\"losses\">\\n                            43\\n                        </td>\\n                        <td class=\"ot-losses\">\\n                            \\n                        </td>\\n                        \\n                        \\n                        <td class=\"pct text-danger\">\\n                            0.325\\n                        </td>\\n                        \\n                        <td class=\"gf\">\\n                            260\\n                        </td>\\n                        <td class=\"ga\">\\n                            288\\n                        </td>\\n                        \\n                        \\n                        <td class=\"diff text-danger\">\\n                            -28\\n                        </td>\\n                        \\n                    </tr>\\n                    \\n                    <tr class=\"team\">\\n                        <td class=\"name\">\\n                            Boston Bruins\\n                        </td>\\n                        <td class=\"year\">\\n                            1991\\n                        </td>\\n                        <td class=\"wins\">\\n                            36\\n                        </td>\\n                        <td class=\"losses\">\\n                            32\\n                        </td>\\n                        <td class=\"ot-losses\">\\n                            \\n                        </td>\\n                        \\n                        \\n                        <td class=\"pct text-danger\">\\n                            0.45\\n                        </td>\\n                        \\n                        <td class=\"gf\">\\n                            270\\n                        </td>\\n                        <td class=\"ga\">\\n                            275\\n                        </td>\\n                        \\n                        \\n                        <td class=\"diff text-danger\">\\n                            -5\\n                        </td>\\n                        \\n                    </tr>\\n                    \\n                    <tr class=\"team\">\\n                        <td class=\"name\">\\n                            Buffalo Sabres\\n                        </td>\\n                        <td class=\"year\">\\n                            1991\\n                        </td>\\n                        <td class=\"wins\">\\n                            31\\n                        </td>\\n                        <td class=\"losses\">\\n                            37\\n                        </td>\\n                        <td class=\"ot-losses\">\\n                            \\n                        </td>\\n                        \\n                        \\n                        <td class=\"pct text-danger\">\\n                            0.388\\n                        </td>\\n                        \\n                        <td class=\"gf\">\\n                            289\\n                        </td>\\n                        <td class=\"ga\">\\n                            299\\n                        </td>\\n                        \\n                        \\n                        <td class=\"diff text-danger\">\\n                            -10\\n                        </td>\\n                        \\n                    </tr>\\n                    \\n                    <tr class=\"team\">\\n                        <td class=\"name\">\\n                            Calgary Flames\\n                        </td>\\n                        <td class=\"year\">\\n                            1991\\n                        </td>\\n                        <td class=\"wins\">\\n                            31\\n                        </td>\\n                        <td class=\"losses\">\\n                            37\\n                        </td>\\n                        <td class=\"ot-losses\">\\n                            \\n                        </td>\\n                        \\n                        \\n                        <td class=\"pct text-danger\">\\n                            0.388\\n                        </td>\\n                        \\n                        <td class=\"gf\">\\n                            296\\n                        </td>\\n                        <td class=\"ga\">\\n                            305\\n                        </td>\\n                        \\n                        \\n                        <td class=\"diff text-danger\">\\n                            -9\\n                        </td>\\n                        \\n                    </tr>\\n                    \\n                    <tr class=\"team\">\\n                        <td class=\"name\">\\n                            Chicago Blackhawks\\n                        </td>\\n                        <td class=\"year\">\\n                            1991\\n                        </td>\\n                        <td class=\"wins\">\\n                            36\\n                        </td>\\n                        <td class=\"losses\">\\n                            29\\n                        </td>\\n                        <td class=\"ot-losses\">\\n                            \\n                        </td>\\n                        \\n                        \\n                        <td class=\"pct text-danger\">\\n                            0.45\\n                        </td>\\n                        \\n                        <td class=\"gf\">\\n                            257\\n                        </td>\\n                        <td class=\"ga\">\\n                            236\\n                        </td>\\n                        \\n                        \\n                        <td class=\"diff text-success\">\\n                            21\\n                        </td>\\n                        \\n                    </tr>\\n                    \\n                </table>\\n\\n\\n\\n                <div class=\"row pagination-area\">\\n                    <div class=\"col-md-10 text-center\">\\n                        <ul class=\"pagination\">\\n                            \\n                            \\n                            <li>\\n                                <a href=\"/pages/forms/?page_num=1\">\\n                                    \\n                                    1\\n                                    \\n                                </a>\\n                            </li>\\n                            \\n                            <li>\\n                                <a href=\"/pages/forms/?page_num=2\">\\n                                    \\n                                    2\\n                                    \\n                                </a>\\n                            </li>\\n                            \\n                            <li>\\n                                <a href=\"/pages/forms/?page_num=3\">\\n                                    \\n                                    3\\n                                    \\n                                </a>\\n                            </li>\\n                            \\n                            <li>\\n                                <a href=\"/pages/forms/?page_num=4\">\\n                                    \\n                                    4\\n                                    \\n                                </a>\\n                            </li>\\n                            \\n                            <li>\\n                                <a href=\"/pages/forms/?page_num=5\">\\n                                    \\n                                    5\\n                                    \\n                                </a>\\n                            </li>\\n                            \\n                            <li>\\n                                <a href=\"/pages/forms/?page_num=6\">\\n                                    \\n                                    6\\n                                    \\n                                </a>\\n                            </li>\\n                            \\n                            <li>\\n                                <a href=\"/pages/forms/?page_num=7\">\\n                                    \\n                                    7\\n                                    \\n                                </a>\\n                            </li>\\n                            \\n                            <li>\\n 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                         <a href=\"/pages/forms/?page_num=11\">\\n                                    \\n                                    11\\n                                    \\n                                </a>\\n                            </li>\\n                            \\n                            <li>\\n                                <a href=\"/pages/forms/?page_num=12\">\\n                                    \\n                                    12\\n                                    \\n                                </a>\\n                            </li>\\n                            \\n                            <li>\\n                                <a href=\"/pages/forms/?page_num=13\">\\n                                    \\n                                    13\\n                                    \\n                                </a>\\n                            </li>\\n                            \\n                            <li>\\n                                <a href=\"/pages/forms/?page_num=14\">\\n                                    \\n                                    14\\n                                    \\n                                </a>\\n                            </li>\\n                            \\n                            <li>\\n                                <a href=\"/pages/forms/?page_num=15\">\\n                                    \\n                                    15\\n                                    \\n                                </a>\\n                            </li>\\n                            \\n                            <li>\\n                                <a href=\"/pages/forms/?page_num=16\">\\n                                    \\n                                    16\\n                                    \\n                                </a>\\n                            </li>\\n                            \\n                            <li>\\n                                <a href=\"/pages/forms/?page_num=17\">\\n                                    \\n                                    17\\n                                    \\n                                </a>\\n                            </li>\\n                            \\n                            <li>\\n                                <a href=\"/pages/forms/?page_num=18\">\\n                                    \\n                                    18\\n                                    \\n                                </a>\\n                            </li>\\n                            \\n                            <li>\\n                                <a href=\"/pages/forms/?page_num=19\">\\n                                    \\n                                    19\\n                                    \\n                                </a>\\n                            </li>\\n                            \\n                            <li>\\n                                <a href=\"/pages/forms/?page_num=20\">\\n                                    \\n                                    20\\n                                    \\n                                </a>\\n                            </li>\\n                            \\n                            <li>\\n                                <a href=\"/pages/forms/?page_num=21\">\\n                                    \\n                                    21\\n                                    \\n                                </a>\\n                            </li>\\n                            \\n                            <li>\\n                                <a href=\"/pages/forms/?page_num=22\">\\n                                    \\n                                    22\\n                                    \\n                                </a>\\n                            </li>\\n                            \\n                            <li>\\n                                <a href=\"/pages/forms/?page_num=23\">\\n                                    \\n                                    23\\n                                    \\n                                </a>\\n                            </li>\\n                            \\n                            <li>\\n                                <a href=\"/pages/forms/?page_num=24\">\\n                                    \\n                                    24\\n                                    \\n                                </a>\\n                            </li>\\n                            \\n                            \\n                            <li>\\n                                <a href=\"/pages/forms/?page_num=1\" aria-label=\"Next\">\\n                                    <span aria-hidden=\"true\">&raquo;</span>\\n                                </a>\\n                            </li>\\n                            \\n                        </ul>\\n                    </div><!--.col-->\\n                    <div class=\"col-md-1\" style=\"padding:20px 0\">\\n                        <strong>Per Page</strong>\\n                    </div>\\n                    <div class=\"col-md-1\" style=\"padding:20px 0\">\\n                        <select class=\"form-control col-md-3\" id=\"per_page\">\\n                            <option value=\"25\" >25</option>\\n                            <option value=\"50\" >50</option>\\n                            <option value=\"100\" >100</option>\\n                        </select>\\n                    </div><!--.col-->\\n                </div><!--.row.pagination-area-->\\n\\n\\n            </div><!--.container-->\\n        </section>\\n\\n    </div><!--#page-->\\n\\n\\n    <section id=\"footer\">\\n        <div class=\"container\">\\n            <div class=\"row\">\\n                <div class=\"col-md-12 text-center text-muted\">\\n                    Lessons and Videos &copy; Hartley Brody 2023\\n                </div><!--.col-->\\n            </div><!--.row-->\\n        </div><!--.container-->\\n    </section>\\n  </body>\\n\\n  <script src=\"https://ajax.googleapis.com/ajax/libs/jquery/1.11.3/jquery.min.js\"></script>\\n  <script src=\"https://maxcdn.bootstrapcdn.com/bootstrap/3.3.5/js/bootstrap.min.js\" integrity=\"sha256-Sk3nkD6mLTMOF0EOpNtsIry+s1CsaqQC1rVLTAy+0yc= sha512-K1qjQ+NcF2TYO/eI3M6v8EiNYZfA95pQumfvcVrTHtwQVDG+aHRqLi/ETn2uB+1JqwYqVG3LIvdm9lj6imS/pQ==\" crossorigin=\"anonymous\"></script>\\n\\n  \\n    <script type=\"text/javascript\">\\n        $(document).ready( function(){\\n            $(\"#per_page\").change(function(){\\n                prot = document.location.protocol\\n                host = \\'www.scrapethissite.com\\'\\n                path = document.location.pathname\\n                args = {\\n                    \"per_page\": $(\"#per_page\").val(),\\n                }\\n                search_val = $(\"#q\").val()\\n                if (search_val){\\n                    args[\"q\"] = search_val;\\n                }\\n                document.location = prot + \\'//\\' + host + path + \\'?\\' + $.param(args);\\n            })\\n        });\\n    </script>\\n\\n\\n  <script src=\"https://cdnjs.cloudflare.com/ajax/libs/pnotify/2.1.0/pnotify.core.min.js\"></script>\\n  <link href=\"https://cdnjs.cloudflare.com/ajax/libs/pnotify/2.1.0/pnotify.core.min.css\" rel=\"stylesheet\" type=\"text/css\">\\n\\n  <!-- pnotify messages -->\\n  <script type=\"text/javascript\">\\n    \\n    PNotify.prototype.options.styling = \"bootstrap3\";\\n    $(function(){\\n      \\n    });\\n    \\n\\n    $(function () {\\n      $(\\'[data-toggle=\"tooltip\"]\\').tooltip()\\n    })\\n  </script>\\n\\n  <!-- golbal video controls -->\\n  <script type=\"text/javascript\">\\n    $(\"video\").hover(function() {\\n        $(this).prop(\"controls\", true);\\n    }, function() {\\n        $(this).prop(\"controls\", false);\\n    });\\n\\n    $(\"video\").click(function() {\\n        if( this.paused){\\n            this.play();\\n        }\\n        else {\\n            this.pause();\\n        }\\n    });\\n    </script>\\n\\n  <!-- insert google analytics here -->\\n  <script>\\n    (function(i,s,o,g,r,a,m){i[\\'GoogleAnalyticsObject\\']=r;i[r]=i[r]||function(){\\n    (i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o),\\n    m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m)\\n    })(window,document,\\'script\\',\\'https://www.google-analytics.com/analytics.js\\',\\'ga\\');\\n\\n    ga(\\'create\\', \\'UA-41551755-8\\', \\'auto\\');\\n    ga(\\'send\\', \\'pageview\\');\\n  </script>\\n\\n  <!-- Facebook Pixel Code -->\\n  <script>\\n  !function(f,b,e,v,n,t,s){if(f.fbq)return;n=f.fbq=function(){n.callMethod?\\n  n.callMethod.apply(n,arguments):n.queue.push(arguments)};if(!f._fbq)f._fbq=n;\\n  n.push=n;n.loaded=!0;n.version=\\'2.0\\';n.queue=[];t=b.createElement(e);t.async=!0;\\n  t.src=v;s=b.getElementsByTagName(e)[0];s.parentNode.insertBefore(t,s)}(window,\\n  document,\\'script\\',\\'https://connect.facebook.net/en_US/fbevents.js\\');\\n\\n  fbq(\\'init\\', \\'764287443701341\\');\\n  fbq(\\'track\\', \"PageView\");</script>\\n  <noscript><img height=\"1\" width=\"1\" style=\"display:none\"\\n  src=\"https://www.facebook.com/tr?id=764287443701341&ev=PageView&noscript=1\"\\n  /></noscript>\\n  <!-- End Facebook Pixel Code -->\\n\\n  <!-- Google Code for Remarketing Tag -->\\n  <script type=\"text/javascript\">\\n    /* <![CDATA[ */\\n    var google_conversion_id = 950945448;\\n    var google_custom_params = window.google_tag_params;\\n    var google_remarketing_only = true;\\n    /* ]]> */\\n    </script>\\n    <script type=\"text/javascript\" src=\"//www.googleadservices.com/pagead/conversion.js\">\\n    </script>\\n    <noscript>\\n    <div style=\"display:inline;\">\\n    <img height=\"1\" width=\"1\" style=\"border-style:none;\" alt=\"\" src=\"//googleads.g.doubleclick.net/pagead/viewthroughconversion/950945448/?guid=ON&amp;script=0\"/>\\n    </div>\\n  </noscript>\\n\\n  <!-- Global site tag (gtag.js) - Google AdWords: 950945448 -->\\n  <script async src=\"https://www.googletagmanager.com/gtag/js?id=AW-950945448\"></script>\\n  <script>\\n   window.dataLayer = window.dataLayer || [];\\n   function gtag(){dataLayer.push(arguments);}\\n   gtag(\\'js\\', new Date());\\n\\n   gtag(\\'config\\', \\'AW-950945448\\');\\n  </script>\\n\\n</html>'"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "html_text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "0124cc7a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create a BeautifulSoup object to parse the HTML content\n",
    "soup = BeautifulSoup(html_text, 'html.parser')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "7ebb8fa2",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Find the HTML table element\n",
    "table_html = soup.find('table')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "65349881",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Find all the table rows (tr elements)\n",
    "tr_list = table_html.find_all('tr')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "480e97bf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<tr>\n",
       " <th>\n",
       "                             Team Name\n",
       "                         </th>\n",
       " <th>\n",
       "                             Year\n",
       "                         </th>\n",
       " <th>\n",
       "                             Wins\n",
       "                         </th>\n",
       " <th>\n",
       "                             Losses\n",
       "                         </th>\n",
       " <th>\n",
       "                             OT Losses\n",
       "                         </th>\n",
       " <th>\n",
       "                             Win %\n",
       "                         </th>\n",
       " <th>\n",
       "                             Goals For (GF)\n",
       "                         </th>\n",
       " <th>\n",
       "                             Goals Against (GA)\n",
       "                         </th>\n",
       " <th>\n",
       "                             + / -\n",
       "                         </th>\n",
       " </tr>,\n",
       " <tr class=\"team\">\n",
       " <td class=\"name\">\n",
       "                             Boston Bruins\n",
       "                         </td>\n",
       " <td class=\"year\">\n",
       "                             1990\n",
       "                         </td>\n",
       " <td class=\"wins\">\n",
       "                             44\n",
       "                         </td>\n",
       " <td class=\"losses\">\n",
       "                             24\n",
       "                         </td>\n",
       " <td class=\"ot-losses\">\n",
       " </td>\n",
       " <td class=\"pct text-success\">\n",
       "                             0.55\n",
       "                         </td>\n",
       " <td class=\"gf\">\n",
       "                             299\n",
       "                         </td>\n",
       " <td class=\"ga\">\n",
       "                             264\n",
       "                         </td>\n",
       " <td class=\"diff text-success\">\n",
       "                             35\n",
       "                         </td>\n",
       " </tr>,\n",
       " <tr class=\"team\">\n",
       " <td class=\"name\">\n",
       "                             Buffalo Sabres\n",
       "                         </td>\n",
       " <td class=\"year\">\n",
       "                             1990\n",
       "                         </td>\n",
       " <td class=\"wins\">\n",
       "                             31\n",
       "                         </td>\n",
       " <td class=\"losses\">\n",
       "                             30\n",
       "                         </td>\n",
       " <td class=\"ot-losses\">\n",
       " </td>\n",
       " <td class=\"pct text-danger\">\n",
       "                             0.388\n",
       "                         </td>\n",
       " <td class=\"gf\">\n",
       "                             292\n",
       "                         </td>\n",
       " <td class=\"ga\">\n",
       "                             278\n",
       "                         </td>\n",
       " <td class=\"diff text-success\">\n",
       "                             14\n",
       "                         </td>\n",
       " </tr>,\n",
       " <tr class=\"team\">\n",
       " <td class=\"name\">\n",
       "                             Calgary Flames\n",
       "                         </td>\n",
       " <td class=\"year\">\n",
       "                             1990\n",
       "                         </td>\n",
       " <td class=\"wins\">\n",
       "                             46\n",
       "                         </td>\n",
       " <td class=\"losses\">\n",
       "                             26\n",
       "                         </td>\n",
       " <td class=\"ot-losses\">\n",
       " </td>\n",
       " <td class=\"pct text-success\">\n",
       "                             0.575\n",
       "                         </td>\n",
       " <td class=\"gf\">\n",
       "                             344\n",
       "                         </td>\n",
       " <td class=\"ga\">\n",
       "                             263\n",
       "                         </td>\n",
       " <td class=\"diff text-success\">\n",
       "                             81\n",
       "                         </td>\n",
       " </tr>,\n",
       " <tr class=\"team\">\n",
       " <td class=\"name\">\n",
       "                             Chicago Blackhawks\n",
       "                         </td>\n",
       " <td class=\"year\">\n",
       "                             1990\n",
       "                         </td>\n",
       " <td class=\"wins\">\n",
       "                             49\n",
       "                         </td>\n",
       " <td class=\"losses\">\n",
       "                             23\n",
       "                         </td>\n",
       " <td class=\"ot-losses\">\n",
       " </td>\n",
       " <td class=\"pct text-success\">\n",
       "                             0.613\n",
       "                         </td>\n",
       " <td class=\"gf\">\n",
       "                             284\n",
       "                         </td>\n",
       " <td class=\"ga\">\n",
       "                             211\n",
       "                         </td>\n",
       " <td class=\"diff text-success\">\n",
       "                             73\n",
       "                         </td>\n",
       " </tr>,\n",
       " <tr class=\"team\">\n",
       " <td class=\"name\">\n",
       "                             Detroit Red Wings\n",
       "                         </td>\n",
       " <td class=\"year\">\n",
       "                             1990\n",
       "                         </td>\n",
       " <td class=\"wins\">\n",
       "                             34\n",
       "                         </td>\n",
       " <td class=\"losses\">\n",
       "                             38\n",
       "                         </td>\n",
       " <td class=\"ot-losses\">\n",
       " </td>\n",
       " <td class=\"pct text-danger\">\n",
       "                             0.425\n",
       "                         </td>\n",
       " <td class=\"gf\">\n",
       "                             273\n",
       "                         </td>\n",
       " <td class=\"ga\">\n",
       "                             298\n",
       "                         </td>\n",
       " <td class=\"diff text-danger\">\n",
       "                             -25\n",
       "                         </td>\n",
       " </tr>,\n",
       " <tr class=\"team\">\n",
       " <td class=\"name\">\n",
       "                             Edmonton Oilers\n",
       "                         </td>\n",
       " <td class=\"year\">\n",
       "                             1990\n",
       "                         </td>\n",
       " <td class=\"wins\">\n",
       "                             37\n",
       "                         </td>\n",
       " <td class=\"losses\">\n",
       "                             37\n",
       "                         </td>\n",
       " <td class=\"ot-losses\">\n",
       " </td>\n",
       " <td class=\"pct text-danger\">\n",
       "                             0.463\n",
       "                         </td>\n",
       " <td class=\"gf\">\n",
       "                             272\n",
       "                         </td>\n",
       " <td class=\"ga\">\n",
       "                             272\n",
       "                         </td>\n",
       " <td class=\"diff text-success\">\n",
       "                             0\n",
       "                         </td>\n",
       " </tr>,\n",
       " <tr class=\"team\">\n",
       " <td class=\"name\">\n",
       "                             Hartford Whalers\n",
       "                         </td>\n",
       " <td class=\"year\">\n",
       "                             1990\n",
       "                         </td>\n",
       " <td class=\"wins\">\n",
       "                             31\n",
       "                         </td>\n",
       " <td class=\"losses\">\n",
       "                             38\n",
       "                         </td>\n",
       " <td class=\"ot-losses\">\n",
       " </td>\n",
       " <td class=\"pct text-danger\">\n",
       "                             0.388\n",
       "                         </td>\n",
       " <td class=\"gf\">\n",
       "                             238\n",
       "                         </td>\n",
       " <td class=\"ga\">\n",
       "                             276\n",
       "                         </td>\n",
       " <td class=\"diff text-danger\">\n",
       "                             -38\n",
       "                         </td>\n",
       " </tr>,\n",
       " <tr class=\"team\">\n",
       " <td class=\"name\">\n",
       "                             Los Angeles Kings\n",
       "                         </td>\n",
       " <td class=\"year\">\n",
       "                             1990\n",
       "                         </td>\n",
       " <td class=\"wins\">\n",
       "                             46\n",
       "                         </td>\n",
       " <td class=\"losses\">\n",
       "                             24\n",
       "                         </td>\n",
       " <td class=\"ot-losses\">\n",
       " </td>\n",
       " <td class=\"pct text-success\">\n",
       "                             0.575\n",
       "                         </td>\n",
       " <td class=\"gf\">\n",
       "                             340\n",
       "                         </td>\n",
       " <td class=\"ga\">\n",
       "                             254\n",
       "                         </td>\n",
       " <td class=\"diff text-success\">\n",
       "                             86\n",
       "                         </td>\n",
       " </tr>,\n",
       " <tr class=\"team\">\n",
       " <td class=\"name\">\n",
       "                             Minnesota North Stars\n",
       "                         </td>\n",
       " <td class=\"year\">\n",
       "                             1990\n",
       "                         </td>\n",
       " <td class=\"wins\">\n",
       "                             27\n",
       "                         </td>\n",
       " <td class=\"losses\">\n",
       "                             39\n",
       "                         </td>\n",
       " <td class=\"ot-losses\">\n",
       " </td>\n",
       " <td class=\"pct text-danger\">\n",
       "                             0.338\n",
       "                         </td>\n",
       " <td class=\"gf\">\n",
       "                             256\n",
       "                         </td>\n",
       " <td class=\"ga\">\n",
       "                             266\n",
       "                         </td>\n",
       " <td class=\"diff text-danger\">\n",
       "                             -10\n",
       "                         </td>\n",
       " </tr>,\n",
       " <tr class=\"team\">\n",
       " <td class=\"name\">\n",
       "                             Montreal Canadiens\n",
       "                         </td>\n",
       " <td class=\"year\">\n",
       "                             1990\n",
       "                         </td>\n",
       " <td class=\"wins\">\n",
       "                             39\n",
       "                         </td>\n",
       " <td class=\"losses\">\n",
       "                             30\n",
       "                         </td>\n",
       " <td class=\"ot-losses\">\n",
       " </td>\n",
       " <td class=\"pct text-danger\">\n",
       "                             0.487\n",
       "                         </td>\n",
       " <td class=\"gf\">\n",
       "                             273\n",
       "                         </td>\n",
       " <td class=\"ga\">\n",
       "                             249\n",
       "                         </td>\n",
       " <td class=\"diff text-success\">\n",
       "                             24\n",
       "                         </td>\n",
       " </tr>,\n",
       " <tr class=\"team\">\n",
       " <td class=\"name\">\n",
       "                             New Jersey Devils\n",
       "                         </td>\n",
       " <td class=\"year\">\n",
       "                             1990\n",
       "                         </td>\n",
       " <td class=\"wins\">\n",
       "                             32\n",
       "                         </td>\n",
       " <td class=\"losses\">\n",
       "                             33\n",
       "                         </td>\n",
       " <td class=\"ot-losses\">\n",
       " </td>\n",
       " <td class=\"pct text-danger\">\n",
       "                             0.4\n",
       "                         </td>\n",
       " <td class=\"gf\">\n",
       "                             272\n",
       "                         </td>\n",
       " <td class=\"ga\">\n",
       "                             264\n",
       "                         </td>\n",
       " <td class=\"diff text-success\">\n",
       "                             8\n",
       "                         </td>\n",
       " </tr>,\n",
       " <tr class=\"team\">\n",
       " <td class=\"name\">\n",
       "                             New York Islanders\n",
       "                         </td>\n",
       " <td class=\"year\">\n",
       "                             1990\n",
       "                         </td>\n",
       " <td class=\"wins\">\n",
       "                             25\n",
       "                         </td>\n",
       " <td class=\"losses\">\n",
       "                             45\n",
       "                         </td>\n",
       " <td class=\"ot-losses\">\n",
       " </td>\n",
       " <td class=\"pct text-danger\">\n",
       "                             0.312\n",
       "                         </td>\n",
       " <td class=\"gf\">\n",
       "                             223\n",
       "                         </td>\n",
       " <td class=\"ga\">\n",
       "                             290\n",
       "                         </td>\n",
       " <td class=\"diff text-danger\">\n",
       "                             -67\n",
       "                         </td>\n",
       " </tr>,\n",
       " <tr class=\"team\">\n",
       " <td class=\"name\">\n",
       "                             New York Rangers\n",
       "                         </td>\n",
       " <td class=\"year\">\n",
       "                             1990\n",
       "                         </td>\n",
       " <td class=\"wins\">\n",
       "                             36\n",
       "                         </td>\n",
       " <td class=\"losses\">\n",
       "                             31\n",
       "                         </td>\n",
       " <td class=\"ot-losses\">\n",
       " </td>\n",
       " <td class=\"pct text-danger\">\n",
       "                             0.45\n",
       "                         </td>\n",
       " <td class=\"gf\">\n",
       "                             297\n",
       "                         </td>\n",
       " <td class=\"ga\">\n",
       "                             265\n",
       "                         </td>\n",
       " <td class=\"diff text-success\">\n",
       "                             32\n",
       "                         </td>\n",
       " </tr>,\n",
       " <tr class=\"team\">\n",
       " <td class=\"name\">\n",
       "                             Philadelphia Flyers\n",
       "                         </td>\n",
       " <td class=\"year\">\n",
       "                             1990\n",
       "                         </td>\n",
       " <td class=\"wins\">\n",
       "                             33\n",
       "                         </td>\n",
       " <td class=\"losses\">\n",
       "                             37\n",
       "                         </td>\n",
       " <td class=\"ot-losses\">\n",
       " </td>\n",
       " <td class=\"pct text-danger\">\n",
       "                             0.412\n",
       "                         </td>\n",
       " <td class=\"gf\">\n",
       "                             252\n",
       "                         </td>\n",
       " <td class=\"ga\">\n",
       "                             267\n",
       "                         </td>\n",
       " <td class=\"diff text-danger\">\n",
       "                             -15\n",
       "                         </td>\n",
       " </tr>,\n",
       " <tr class=\"team\">\n",
       " <td class=\"name\">\n",
       "                             Pittsburgh Penguins\n",
       "                         </td>\n",
       " <td class=\"year\">\n",
       "                             1990\n",
       "                         </td>\n",
       " <td class=\"wins\">\n",
       "                             41\n",
       "                         </td>\n",
       " <td class=\"losses\">\n",
       "                             33\n",
       "                         </td>\n",
       " <td class=\"ot-losses\">\n",
       " </td>\n",
       " <td class=\"pct text-success\">\n",
       "                             0.512\n",
       "                         </td>\n",
       " <td class=\"gf\">\n",
       "                             342\n",
       "                         </td>\n",
       " <td class=\"ga\">\n",
       "                             305\n",
       "                         </td>\n",
       " <td class=\"diff text-success\">\n",
       "                             37\n",
       "                         </td>\n",
       " </tr>,\n",
       " <tr class=\"team\">\n",
       " <td class=\"name\">\n",
       "                             Quebec Nordiques\n",
       "                         </td>\n",
       " <td class=\"year\">\n",
       "                             1990\n",
       "                         </td>\n",
       " <td class=\"wins\">\n",
       "                             16\n",
       "                         </td>\n",
       " <td class=\"losses\">\n",
       "                             50\n",
       "                         </td>\n",
       " <td class=\"ot-losses\">\n",
       " </td>\n",
       " <td class=\"pct text-danger\">\n",
       "                             0.2\n",
       "                         </td>\n",
       " <td class=\"gf\">\n",
       "                             236\n",
       "                         </td>\n",
       " <td class=\"ga\">\n",
       "                             354\n",
       "                         </td>\n",
       " <td class=\"diff text-danger\">\n",
       "                             -118\n",
       "                         </td>\n",
       " </tr>,\n",
       " <tr class=\"team\">\n",
       " <td class=\"name\">\n",
       "                             St. Louis Blues\n",
       "                         </td>\n",
       " <td class=\"year\">\n",
       "                             1990\n",
       "                         </td>\n",
       " <td class=\"wins\">\n",
       "                             47\n",
       "                         </td>\n",
       " <td class=\"losses\">\n",
       "                             22\n",
       "                         </td>\n",
       " <td class=\"ot-losses\">\n",
       " </td>\n",
       " <td class=\"pct text-success\">\n",
       "                             0.588\n",
       "                         </td>\n",
       " <td class=\"gf\">\n",
       "                             310\n",
       "                         </td>\n",
       " <td class=\"ga\">\n",
       "                             250\n",
       "                         </td>\n",
       " <td class=\"diff text-success\">\n",
       "                             60\n",
       "                         </td>\n",
       " </tr>,\n",
       " <tr class=\"team\">\n",
       " <td class=\"name\">\n",
       "                             Toronto Maple Leafs\n",
       "                         </td>\n",
       " <td class=\"year\">\n",
       "                             1990\n",
       "                         </td>\n",
       " <td class=\"wins\">\n",
       "                             23\n",
       "                         </td>\n",
       " <td class=\"losses\">\n",
       "                             46\n",
       "                         </td>\n",
       " <td class=\"ot-losses\">\n",
       " </td>\n",
       " <td class=\"pct text-danger\">\n",
       "                             0.287\n",
       "                         </td>\n",
       " <td class=\"gf\">\n",
       "                             241\n",
       "                         </td>\n",
       " <td class=\"ga\">\n",
       "                             318\n",
       "                         </td>\n",
       " <td class=\"diff text-danger\">\n",
       "                             -77\n",
       "                         </td>\n",
       " </tr>,\n",
       " <tr class=\"team\">\n",
       " <td class=\"name\">\n",
       "                             Vancouver Canucks\n",
       "                         </td>\n",
       " <td class=\"year\">\n",
       "                             1990\n",
       "                         </td>\n",
       " <td class=\"wins\">\n",
       "                             28\n",
       "                         </td>\n",
       " <td class=\"losses\">\n",
       "                             43\n",
       "                         </td>\n",
       " <td class=\"ot-losses\">\n",
       " </td>\n",
       " <td class=\"pct text-danger\">\n",
       "                             0.35\n",
       "                         </td>\n",
       " <td class=\"gf\">\n",
       "                             243\n",
       "                         </td>\n",
       " <td class=\"ga\">\n",
       "                             315\n",
       "                         </td>\n",
       " <td class=\"diff text-danger\">\n",
       "                             -72\n",
       "                         </td>\n",
       " </tr>,\n",
       " <tr class=\"team\">\n",
       " <td class=\"name\">\n",
       "                             Washington Capitals\n",
       "                         </td>\n",
       " <td class=\"year\">\n",
       "                             1990\n",
       "                         </td>\n",
       " <td class=\"wins\">\n",
       "                             37\n",
       "                         </td>\n",
       " <td class=\"losses\">\n",
       "                             36\n",
       "                         </td>\n",
       " <td class=\"ot-losses\">\n",
       " </td>\n",
       " <td class=\"pct text-danger\">\n",
       "                             0.463\n",
       "                         </td>\n",
       " <td class=\"gf\">\n",
       "                             258\n",
       "                         </td>\n",
       " <td class=\"ga\">\n",
       "                             258\n",
       "                         </td>\n",
       " <td class=\"diff text-success\">\n",
       "                             0\n",
       "                         </td>\n",
       " </tr>,\n",
       " <tr class=\"team\">\n",
       " <td class=\"name\">\n",
       "                             Winnipeg Jets\n",
       "                         </td>\n",
       " <td class=\"year\">\n",
       "                             1990\n",
       "                         </td>\n",
       " <td class=\"wins\">\n",
       "                             26\n",
       "                         </td>\n",
       " <td class=\"losses\">\n",
       "                             43\n",
       "                         </td>\n",
       " <td class=\"ot-losses\">\n",
       " </td>\n",
       " <td class=\"pct text-danger\">\n",
       "                             0.325\n",
       "                         </td>\n",
       " <td class=\"gf\">\n",
       "                             260\n",
       "                         </td>\n",
       " <td class=\"ga\">\n",
       "                             288\n",
       "                         </td>\n",
       " <td class=\"diff text-danger\">\n",
       "                             -28\n",
       "                         </td>\n",
       " </tr>,\n",
       " <tr class=\"team\">\n",
       " <td class=\"name\">\n",
       "                             Boston Bruins\n",
       "                         </td>\n",
       " <td class=\"year\">\n",
       "                             1991\n",
       "                         </td>\n",
       " <td class=\"wins\">\n",
       "                             36\n",
       "                         </td>\n",
       " <td class=\"losses\">\n",
       "                             32\n",
       "                         </td>\n",
       " <td class=\"ot-losses\">\n",
       " </td>\n",
       " <td class=\"pct text-danger\">\n",
       "                             0.45\n",
       "                         </td>\n",
       " <td class=\"gf\">\n",
       "                             270\n",
       "                         </td>\n",
       " <td class=\"ga\">\n",
       "                             275\n",
       "                         </td>\n",
       " <td class=\"diff text-danger\">\n",
       "                             -5\n",
       "                         </td>\n",
       " </tr>,\n",
       " <tr class=\"team\">\n",
       " <td class=\"name\">\n",
       "                             Buffalo Sabres\n",
       "                         </td>\n",
       " <td class=\"year\">\n",
       "                             1991\n",
       "                         </td>\n",
       " <td class=\"wins\">\n",
       "                             31\n",
       "                         </td>\n",
       " <td class=\"losses\">\n",
       "                             37\n",
       "                         </td>\n",
       " <td class=\"ot-losses\">\n",
       " </td>\n",
       " <td class=\"pct text-danger\">\n",
       "                             0.388\n",
       "                         </td>\n",
       " <td class=\"gf\">\n",
       "                             289\n",
       "                         </td>\n",
       " <td class=\"ga\">\n",
       "                             299\n",
       "                         </td>\n",
       " <td class=\"diff text-danger\">\n",
       "                             -10\n",
       "                         </td>\n",
       " </tr>,\n",
       " <tr class=\"team\">\n",
       " <td class=\"name\">\n",
       "                             Calgary Flames\n",
       "                         </td>\n",
       " <td class=\"year\">\n",
       "                             1991\n",
       "                         </td>\n",
       " <td class=\"wins\">\n",
       "                             31\n",
       "                         </td>\n",
       " <td class=\"losses\">\n",
       "                             37\n",
       "                         </td>\n",
       " <td class=\"ot-losses\">\n",
       " </td>\n",
       " <td class=\"pct text-danger\">\n",
       "                             0.388\n",
       "                         </td>\n",
       " <td class=\"gf\">\n",
       "                             296\n",
       "                         </td>\n",
       " <td class=\"ga\">\n",
       "                             305\n",
       "                         </td>\n",
       " <td class=\"diff text-danger\">\n",
       "                             -9\n",
       "                         </td>\n",
       " </tr>,\n",
       " <tr class=\"team\">\n",
       " <td class=\"name\">\n",
       "                             Chicago Blackhawks\n",
       "                         </td>\n",
       " <td class=\"year\">\n",
       "                             1991\n",
       "                         </td>\n",
       " <td class=\"wins\">\n",
       "                             36\n",
       "                         </td>\n",
       " <td class=\"losses\">\n",
       "                             29\n",
       "                         </td>\n",
       " <td class=\"ot-losses\">\n",
       " </td>\n",
       " <td class=\"pct text-danger\">\n",
       "                             0.45\n",
       "                         </td>\n",
       " <td class=\"gf\">\n",
       "                             257\n",
       "                         </td>\n",
       " <td class=\"ga\">\n",
       "                             236\n",
       "                         </td>\n",
       " <td class=\"diff text-success\">\n",
       "                             21\n",
       "                         </td>\n",
       " </tr>]"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tr_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "7cf83ae0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Team Name\n"
     ]
    }
   ],
   "source": [
    "# Print the text content of the first table header (th) cell\n",
    "print(tr_list[0].find_all('th')[0].text.strip())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "81f64d8c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{'Team Name': 'Boston Bruins', 'Year': '1990', 'Wins': '44', 'Losses': '24', 'OT Losses': '', 'Win %': '0.55', 'Goals For (GF)': '299', 'Goals Against (GA)': '264', '+ / -': '35'}, {'Team Name': 'Buffalo Sabres', 'Year': '1990', 'Wins': '31', 'Losses': '30', 'OT Losses': '', 'Win %': '0.388', 'Goals For (GF)': '292', 'Goals Against (GA)': '278', '+ / -': '14'}, {'Team Name': 'Calgary Flames', 'Year': '1990', 'Wins': '46', 'Losses': '26', 'OT Losses': '', 'Win %': '0.575', 'Goals For (GF)': '344', 'Goals Against (GA)': '263', '+ / -': '81'}, {'Team Name': 'Chicago Blackhawks', 'Year': '1990', 'Wins': '49', 'Losses': '23', 'OT Losses': '', 'Win %': '0.613', 'Goals For (GF)': '284', 'Goals Against (GA)': '211', '+ / -': '73'}, {'Team Name': 'Detroit Red Wings', 'Year': '1990', 'Wins': '34', 'Losses': '38', 'OT Losses': '', 'Win %': '0.425', 'Goals For (GF)': '273', 'Goals Against (GA)': '298', '+ / -': '-25'}, {'Team Name': 'Edmonton Oilers', 'Year': '1990', 'Wins': '37', 'Losses': '37', 'OT Losses': '', 'Win %': '0.463', 'Goals For (GF)': '272', 'Goals Against (GA)': '272', '+ / -': '0'}, {'Team Name': 'Hartford Whalers', 'Year': '1990', 'Wins': '31', 'Losses': '38', 'OT Losses': '', 'Win %': '0.388', 'Goals For (GF)': '238', 'Goals Against (GA)': '276', '+ / -': '-38'}, {'Team Name': 'Los Angeles Kings', 'Year': '1990', 'Wins': '46', 'Losses': '24', 'OT Losses': '', 'Win %': '0.575', 'Goals For (GF)': '340', 'Goals Against (GA)': '254', '+ / -': '86'}, {'Team Name': 'Minnesota North Stars', 'Year': '1990', 'Wins': '27', 'Losses': '39', 'OT Losses': '', 'Win %': '0.338', 'Goals For (GF)': '256', 'Goals Against (GA)': '266', '+ / -': '-10'}, {'Team Name': 'Montreal Canadiens', 'Year': '1990', 'Wins': '39', 'Losses': '30', 'OT Losses': '', 'Win %': '0.487', 'Goals For (GF)': '273', 'Goals Against (GA)': '249', '+ / -': '24'}, {'Team Name': 'New Jersey Devils', 'Year': '1990', 'Wins': '32', 'Losses': '33', 'OT Losses': '', 'Win %': '0.4', 'Goals For (GF)': '272', 'Goals Against (GA)': '264', '+ / -': '8'}, {'Team Name': 'New York Islanders', 'Year': '1990', 'Wins': '25', 'Losses': '45', 'OT Losses': '', 'Win %': '0.312', 'Goals For (GF)': '223', 'Goals Against (GA)': '290', '+ / -': '-67'}, {'Team Name': 'New York Rangers', 'Year': '1990', 'Wins': '36', 'Losses': '31', 'OT Losses': '', 'Win %': '0.45', 'Goals For (GF)': '297', 'Goals Against (GA)': '265', '+ / -': '32'}, {'Team Name': 'Philadelphia Flyers', 'Year': '1990', 'Wins': '33', 'Losses': '37', 'OT Losses': '', 'Win %': '0.412', 'Goals For (GF)': '252', 'Goals Against (GA)': '267', '+ / -': '-15'}, {'Team Name': 'Pittsburgh Penguins', 'Year': '1990', 'Wins': '41', 'Losses': '33', 'OT Losses': '', 'Win %': '0.512', 'Goals For (GF)': '342', 'Goals Against (GA)': '305', '+ / -': '37'}, {'Team Name': 'Quebec Nordiques', 'Year': '1990', 'Wins': '16', 'Losses': '50', 'OT Losses': '', 'Win %': '0.2', 'Goals For (GF)': '236', 'Goals Against (GA)': '354', '+ / -': '-118'}, {'Team Name': 'St. Louis Blues', 'Year': '1990', 'Wins': '47', 'Losses': '22', 'OT Losses': '', 'Win %': '0.588', 'Goals For (GF)': '310', 'Goals Against (GA)': '250', '+ / -': '60'}, {'Team Name': 'Toronto Maple Leafs', 'Year': '1990', 'Wins': '23', 'Losses': '46', 'OT Losses': '', 'Win %': '0.287', 'Goals For (GF)': '241', 'Goals Against (GA)': '318', '+ / -': '-77'}, {'Team Name': 'Vancouver Canucks', 'Year': '1990', 'Wins': '28', 'Losses': '43', 'OT Losses': '', 'Win %': '0.35', 'Goals For (GF)': '243', 'Goals Against (GA)': '315', '+ / -': '-72'}, {'Team Name': 'Washington Capitals', 'Year': '1990', 'Wins': '37', 'Losses': '36', 'OT Losses': '', 'Win %': '0.463', 'Goals For (GF)': '258', 'Goals Against (GA)': '258', '+ / -': '0'}, {'Team Name': 'Winnipeg Jets', 'Year': '1990', 'Wins': '26', 'Losses': '43', 'OT Losses': '', 'Win %': '0.325', 'Goals For (GF)': '260', 'Goals Against (GA)': '288', '+ / -': '-28'}, {'Team Name': 'Boston Bruins', 'Year': '1991', 'Wins': '36', 'Losses': '32', 'OT Losses': '', 'Win %': '0.45', 'Goals For (GF)': '270', 'Goals Against (GA)': '275', '+ / -': '-5'}, {'Team Name': 'Buffalo Sabres', 'Year': '1991', 'Wins': '31', 'Losses': '37', 'OT Losses': '', 'Win %': '0.388', 'Goals For (GF)': '289', 'Goals Against (GA)': '299', '+ / -': '-10'}, {'Team Name': 'Calgary Flames', 'Year': '1991', 'Wins': '31', 'Losses': '37', 'OT Losses': '', 'Win %': '0.388', 'Goals For (GF)': '296', 'Goals Against (GA)': '305', '+ / -': '-9'}, {'Team Name': 'Chicago Blackhawks', 'Year': '1991', 'Wins': '36', 'Losses': '29', 'OT Losses': '', 'Win %': '0.45', 'Goals For (GF)': '257', 'Goals Against (GA)': '236', '+ / -': '21'}]\n"
     ]
    }
   ],
   "source": [
    "# Create an empty list to store the extracted data\n",
    "data = []\n",
    "\n",
    "# Loop through the table rows and extract data\n",
    "for i, tr in enumerate(tr_list):\n",
    "    if i > 0:  # Skip the header row (i=0)\n",
    "        datapoint = {}\n",
    "        # Loop through the table data (td) cells in the current row\n",
    "        for k, td in enumerate(tr.find_all('td')):\n",
    "            # Get the corresponding header from the header row and use it as the key\n",
    "            header = tr_list[0].find_all('th')[k].text.strip()\n",
    "            datapoint[header] = td.text.strip()\n",
    "        data.append(datapoint)\n",
    "\n",
    "# Print the extracted data\n",
    "print(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "228f62e1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create a pandas DataFrame from the extracted data\n",
    "df = pd.DataFrame(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "68ac796d",
   "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>Team Name</th>\n",
       "      <th>Year</th>\n",
       "      <th>Wins</th>\n",
       "      <th>Losses</th>\n",
       "      <th>OT Losses</th>\n",
       "      <th>Win %</th>\n",
       "      <th>Goals For (GF)</th>\n",
       "      <th>Goals Against (GA)</th>\n",
       "      <th>+ / -</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Boston Bruins</td>\n",
       "      <td>1990</td>\n",
       "      <td>44</td>\n",
       "      <td>24</td>\n",
       "      <td></td>\n",
       "      <td>0.55</td>\n",
       "      <td>299</td>\n",
       "      <td>264</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Buffalo Sabres</td>\n",
       "      <td>1990</td>\n",
       "      <td>31</td>\n",
       "      <td>30</td>\n",
       "      <td></td>\n",
       "      <td>0.388</td>\n",
       "      <td>292</td>\n",
       "      <td>278</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Calgary Flames</td>\n",
       "      <td>1990</td>\n",
       "      <td>46</td>\n",
       "      <td>26</td>\n",
       "      <td></td>\n",
       "      <td>0.575</td>\n",
       "      <td>344</td>\n",
       "      <td>263</td>\n",
       "      <td>81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Chicago Blackhawks</td>\n",
       "      <td>1990</td>\n",
       "      <td>49</td>\n",
       "      <td>23</td>\n",
       "      <td></td>\n",
       "      <td>0.613</td>\n",
       "      <td>284</td>\n",
       "      <td>211</td>\n",
       "      <td>73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Detroit Red Wings</td>\n",
       "      <td>1990</td>\n",
       "      <td>34</td>\n",
       "      <td>38</td>\n",
       "      <td></td>\n",
       "      <td>0.425</td>\n",
       "      <td>273</td>\n",
       "      <td>298</td>\n",
       "      <td>-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Edmonton Oilers</td>\n",
       "      <td>1990</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td></td>\n",
       "      <td>0.463</td>\n",
       "      <td>272</td>\n",
       "      <td>272</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Hartford Whalers</td>\n",
       "      <td>1990</td>\n",
       "      <td>31</td>\n",
       "      <td>38</td>\n",
       "      <td></td>\n",
       "      <td>0.388</td>\n",
       "      <td>238</td>\n",
       "      <td>276</td>\n",
       "      <td>-38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Los Angeles Kings</td>\n",
       "      <td>1990</td>\n",
       "      <td>46</td>\n",
       "      <td>24</td>\n",
       "      <td></td>\n",
       "      <td>0.575</td>\n",
       "      <td>340</td>\n",
       "      <td>254</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Minnesota North Stars</td>\n",
       "      <td>1990</td>\n",
       "      <td>27</td>\n",
       "      <td>39</td>\n",
       "      <td></td>\n",
       "      <td>0.338</td>\n",
       "      <td>256</td>\n",
       "      <td>266</td>\n",
       "      <td>-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Montreal Canadiens</td>\n",
       "      <td>1990</td>\n",
       "      <td>39</td>\n",
       "      <td>30</td>\n",
       "      <td></td>\n",
       "      <td>0.487</td>\n",
       "      <td>273</td>\n",
       "      <td>249</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>New Jersey Devils</td>\n",
       "      <td>1990</td>\n",
       "      <td>32</td>\n",
       "      <td>33</td>\n",
       "      <td></td>\n",
       "      <td>0.4</td>\n",
       "      <td>272</td>\n",
       "      <td>264</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>New York Islanders</td>\n",
       "      <td>1990</td>\n",
       "      <td>25</td>\n",
       "      <td>45</td>\n",
       "      <td></td>\n",
       "      <td>0.312</td>\n",
       "      <td>223</td>\n",
       "      <td>290</td>\n",
       "      <td>-67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>New York Rangers</td>\n",
       "      <td>1990</td>\n",
       "      <td>36</td>\n",
       "      <td>31</td>\n",
       "      <td></td>\n",
       "      <td>0.45</td>\n",
       "      <td>297</td>\n",
       "      <td>265</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Philadelphia Flyers</td>\n",
       "      <td>1990</td>\n",
       "      <td>33</td>\n",
       "      <td>37</td>\n",
       "      <td></td>\n",
       "      <td>0.412</td>\n",
       "      <td>252</td>\n",
       "      <td>267</td>\n",
       "      <td>-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Pittsburgh Penguins</td>\n",
       "      <td>1990</td>\n",
       "      <td>41</td>\n",
       "      <td>33</td>\n",
       "      <td></td>\n",
       "      <td>0.512</td>\n",
       "      <td>342</td>\n",
       "      <td>305</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Quebec Nordiques</td>\n",
       "      <td>1990</td>\n",
       "      <td>16</td>\n",
       "      <td>50</td>\n",
       "      <td></td>\n",
       "      <td>0.2</td>\n",
       "      <td>236</td>\n",
       "      <td>354</td>\n",
       "      <td>-118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>St. Louis Blues</td>\n",
       "      <td>1990</td>\n",
       "      <td>47</td>\n",
       "      <td>22</td>\n",
       "      <td></td>\n",
       "      <td>0.588</td>\n",
       "      <td>310</td>\n",
       "      <td>250</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Toronto Maple Leafs</td>\n",
       "      <td>1990</td>\n",
       "      <td>23</td>\n",
       "      <td>46</td>\n",
       "      <td></td>\n",
       "      <td>0.287</td>\n",
       "      <td>241</td>\n",
       "      <td>318</td>\n",
       "      <td>-77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Vancouver Canucks</td>\n",
       "      <td>1990</td>\n",
       "      <td>28</td>\n",
       "      <td>43</td>\n",
       "      <td></td>\n",
       "      <td>0.35</td>\n",
       "      <td>243</td>\n",
       "      <td>315</td>\n",
       "      <td>-72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Washington Capitals</td>\n",
       "      <td>1990</td>\n",
       "      <td>37</td>\n",
       "      <td>36</td>\n",
       "      <td></td>\n",
       "      <td>0.463</td>\n",
       "      <td>258</td>\n",
       "      <td>258</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Winnipeg Jets</td>\n",
       "      <td>1990</td>\n",
       "      <td>26</td>\n",
       "      <td>43</td>\n",
       "      <td></td>\n",
       "      <td>0.325</td>\n",
       "      <td>260</td>\n",
       "      <td>288</td>\n",
       "      <td>-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Boston Bruins</td>\n",
       "      <td>1991</td>\n",
       "      <td>36</td>\n",
       "      <td>32</td>\n",
       "      <td></td>\n",
       "      <td>0.45</td>\n",
       "      <td>270</td>\n",
       "      <td>275</td>\n",
       "      <td>-5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Buffalo Sabres</td>\n",
       "      <td>1991</td>\n",
       "      <td>31</td>\n",
       "      <td>37</td>\n",
       "      <td></td>\n",
       "      <td>0.388</td>\n",
       "      <td>289</td>\n",
       "      <td>299</td>\n",
       "      <td>-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Calgary Flames</td>\n",
       "      <td>1991</td>\n",
       "      <td>31</td>\n",
       "      <td>37</td>\n",
       "      <td></td>\n",
       "      <td>0.388</td>\n",
       "      <td>296</td>\n",
       "      <td>305</td>\n",
       "      <td>-9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Chicago Blackhawks</td>\n",
       "      <td>1991</td>\n",
       "      <td>36</td>\n",
       "      <td>29</td>\n",
       "      <td></td>\n",
       "      <td>0.45</td>\n",
       "      <td>257</td>\n",
       "      <td>236</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                Team Name  Year Wins Losses OT Losses  Win % Goals For (GF)  \\\n",
       "0           Boston Bruins  1990   44     24             0.55            299   \n",
       "1          Buffalo Sabres  1990   31     30            0.388            292   \n",
       "2          Calgary Flames  1990   46     26            0.575            344   \n",
       "3      Chicago Blackhawks  1990   49     23            0.613            284   \n",
       "4       Detroit Red Wings  1990   34     38            0.425            273   \n",
       "5         Edmonton Oilers  1990   37     37            0.463            272   \n",
       "6        Hartford Whalers  1990   31     38            0.388            238   \n",
       "7       Los Angeles Kings  1990   46     24            0.575            340   \n",
       "8   Minnesota North Stars  1990   27     39            0.338            256   \n",
       "9      Montreal Canadiens  1990   39     30            0.487            273   \n",
       "10      New Jersey Devils  1990   32     33              0.4            272   \n",
       "11     New York Islanders  1990   25     45            0.312            223   \n",
       "12       New York Rangers  1990   36     31             0.45            297   \n",
       "13    Philadelphia Flyers  1990   33     37            0.412            252   \n",
       "14    Pittsburgh Penguins  1990   41     33            0.512            342   \n",
       "15       Quebec Nordiques  1990   16     50              0.2            236   \n",
       "16        St. Louis Blues  1990   47     22            0.588            310   \n",
       "17    Toronto Maple Leafs  1990   23     46            0.287            241   \n",
       "18      Vancouver Canucks  1990   28     43             0.35            243   \n",
       "19    Washington Capitals  1990   37     36            0.463            258   \n",
       "20          Winnipeg Jets  1990   26     43            0.325            260   \n",
       "21          Boston Bruins  1991   36     32             0.45            270   \n",
       "22         Buffalo Sabres  1991   31     37            0.388            289   \n",
       "23         Calgary Flames  1991   31     37            0.388            296   \n",
       "24     Chicago Blackhawks  1991   36     29             0.45            257   \n",
       "\n",
       "   Goals Against (GA) + / -  \n",
       "0                 264    35  \n",
       "1                 278    14  \n",
       "2                 263    81  \n",
       "3                 211    73  \n",
       "4                 298   -25  \n",
       "5                 272     0  \n",
       "6                 276   -38  \n",
       "7                 254    86  \n",
       "8                 266   -10  \n",
       "9                 249    24  \n",
       "10                264     8  \n",
       "11                290   -67  \n",
       "12                265    32  \n",
       "13                267   -15  \n",
       "14                305    37  \n",
       "15                354  -118  \n",
       "16                250    60  \n",
       "17                318   -77  \n",
       "18                315   -72  \n",
       "19                258     0  \n",
       "20                288   -28  \n",
       "21                275    -5  \n",
       "22                299   -10  \n",
       "23                305    -9  \n",
       "24                236    21  "
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Print the DataFrame\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b1e40ba8",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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