{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import main as hltv\n",
    "import pandas as pd\n",
    "import requests\n",
    "from bs4 import BeautifulSoup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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>url</th>\n",
       "      <th>match-id</th>\n",
       "      <th>date</th>\n",
       "      <th>event</th>\n",
       "      <th>team1</th>\n",
       "      <th>team1score</th>\n",
       "      <th>team1-id</th>\n",
       "      <th>team2</th>\n",
       "      <th>team2-id</th>\n",
       "      <th>team2score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https://hltv.org/matches/2370931/mouz-vs-faze-...</td>\n",
       "      <td>2370931</td>\n",
       "      <td>2024-04-13</td>\n",
       "      <td>None</td>\n",
       "      <td>MOUZ</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FaZe</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>https://hltv.org/matches/2370930/astralis-vs-f...</td>\n",
       "      <td>2370930</td>\n",
       "      <td>2024-04-12</td>\n",
       "      <td>None</td>\n",
       "      <td>Astralis</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FaZe</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>https://hltv.org/matches/2370929/mouz-vs-g2-ie...</td>\n",
       "      <td>2370929</td>\n",
       "      <td>2024-04-12</td>\n",
       "      <td>None</td>\n",
       "      <td>MOUZ</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>G2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>https://hltv.org/matches/2370928/liquid-vs-faz...</td>\n",
       "      <td>2370928</td>\n",
       "      <td>2024-04-11</td>\n",
       "      <td>None</td>\n",
       "      <td>Liquid</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FaZe</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>https://hltv.org/matches/2370927/virtuspro-vs-...</td>\n",
       "      <td>2370927</td>\n",
       "      <td>2024-04-11</td>\n",
       "      <td>None</td>\n",
       "      <td>Virtus.pro</td>\n",
       "      <td>0</td>\n",
       "      <td>5378.0</td>\n",
       "      <td>G2</td>\n",
       "      <td>5995.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>https://hltv.org/matches/2370917/g2-vs-heroic-...</td>\n",
       "      <td>2370917</td>\n",
       "      <td>2024-04-09</td>\n",
       "      <td>None</td>\n",
       "      <td>G2</td>\n",
       "      <td>2</td>\n",
       "      <td>5995.0</td>\n",
       "      <td>HEROIC</td>\n",
       "      <td>7175.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>https://hltv.org/matches/2370926/faze-vs-flyqu...</td>\n",
       "      <td>2370926</td>\n",
       "      <td>2024-04-09</td>\n",
       "      <td>None</td>\n",
       "      <td>FaZe</td>\n",
       "      <td>2</td>\n",
       "      <td>6667.0</td>\n",
       "      <td>FlyQuest</td>\n",
       "      <td>12774.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>https://hltv.org/matches/2370918/liquid-vs-mou...</td>\n",
       "      <td>2370918</td>\n",
       "      <td>2024-04-09</td>\n",
       "      <td>None</td>\n",
       "      <td>Liquid</td>\n",
       "      <td>0</td>\n",
       "      <td>5973.0</td>\n",
       "      <td>MOUZ</td>\n",
       "      <td>4494.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>https://hltv.org/matches/2370925/virtuspro-vs-...</td>\n",
       "      <td>2370925</td>\n",
       "      <td>2024-04-09</td>\n",
       "      <td>None</td>\n",
       "      <td>Virtus.pro</td>\n",
       "      <td>0</td>\n",
       "      <td>5378.0</td>\n",
       "      <td>Astralis</td>\n",
       "      <td>6665.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>https://hltv.org/matches/2370923/flyquest-vs-n...</td>\n",
       "      <td>2370923</td>\n",
       "      <td>2024-04-09</td>\n",
       "      <td>None</td>\n",
       "      <td>FlyQuest</td>\n",
       "      <td>2</td>\n",
       "      <td>12774.0</td>\n",
       "      <td>Nemiga</td>\n",
       "      <td>7969.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>https://hltv.org/matches/2370924/cloud9-vs-faz...</td>\n",
       "      <td>2370924</td>\n",
       "      <td>2024-04-09</td>\n",
       "      <td>None</td>\n",
       "      <td>Cloud9</td>\n",
       "      <td>0</td>\n",
       "      <td>5752.0</td>\n",
       "      <td>FaZe</td>\n",
       "      <td>6667.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>https://hltv.org/matches/2370915/heroic-vs-fur...</td>\n",
       "      <td>2370915</td>\n",
       "      <td>2024-04-08</td>\n",
       "      <td>None</td>\n",
       "      <td>HEROIC</td>\n",
       "      <td>2</td>\n",
       "      <td>7175.0</td>\n",
       "      <td>FURIA</td>\n",
       "      <td>8297.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>https://hltv.org/matches/2370916/g2-vs-lynn-vi...</td>\n",
       "      <td>2370916</td>\n",
       "      <td>2024-04-08</td>\n",
       "      <td>None</td>\n",
       "      <td>G2</td>\n",
       "      <td>2</td>\n",
       "      <td>5995.0</td>\n",
       "      <td>Lynn Vision</td>\n",
       "      <td>8840.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>https://hltv.org/matches/2370919/astralis-vs-f...</td>\n",
       "      <td>2370919</td>\n",
       "      <td>2024-04-08</td>\n",
       "      <td>None</td>\n",
       "      <td>Astralis</td>\n",
       "      <td>2</td>\n",
       "      <td>6665.0</td>\n",
       "      <td>FaZe</td>\n",
       "      <td>6667.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>https://hltv.org/matches/2370920/steel-helmet-...</td>\n",
       "      <td>2370920</td>\n",
       "      <td>2024-04-08</td>\n",
       "      <td>None</td>\n",
       "      <td>Steel Helmet</td>\n",
       "      <td>0</td>\n",
       "      <td>11273.0</td>\n",
       "      <td>Nemiga</td>\n",
       "      <td>7969.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>https://hltv.org/matches/2370921/flyquest-vs-v...</td>\n",
       "      <td>2370921</td>\n",
       "      <td>2024-04-08</td>\n",
       "      <td>None</td>\n",
       "      <td>FlyQuest</td>\n",
       "      <td>1</td>\n",
       "      <td>12774.0</td>\n",
       "      <td>Virtus.pro</td>\n",
       "      <td>5378.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>https://hltv.org/matches/2370922/cloud9-vs-wil...</td>\n",
       "      <td>2370922</td>\n",
       "      <td>2024-04-08</td>\n",
       "      <td>None</td>\n",
       "      <td>Cloud9</td>\n",
       "      <td>2</td>\n",
       "      <td>5752.0</td>\n",
       "      <td>Wildcard</td>\n",
       "      <td>12257.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>https://hltv.org/matches/2370913/furia-vs-mouz...</td>\n",
       "      <td>2370913</td>\n",
       "      <td>2024-04-07</td>\n",
       "      <td>None</td>\n",
       "      <td>FURIA</td>\n",
       "      <td>1</td>\n",
       "      <td>8297.0</td>\n",
       "      <td>MOUZ</td>\n",
       "      <td>4494.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>https://hltv.org/matches/2370914/lynn-vision-v...</td>\n",
       "      <td>2370914</td>\n",
       "      <td>2024-04-07</td>\n",
       "      <td>None</td>\n",
       "      <td>Lynn Vision</td>\n",
       "      <td>2</td>\n",
       "      <td>8840.0</td>\n",
       "      <td>TYLOO</td>\n",
       "      <td>4863.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>https://hltv.org/matches/2370911/g2-vs-liquid-...</td>\n",
       "      <td>2370911</td>\n",
       "      <td>2024-04-07</td>\n",
       "      <td>None</td>\n",
       "      <td>G2</td>\n",
       "      <td>1</td>\n",
       "      <td>5995.0</td>\n",
       "      <td>Liquid</td>\n",
       "      <td>5973.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>https://hltv.org/matches/2370912/9z-vs-heroic-...</td>\n",
       "      <td>2370912</td>\n",
       "      <td>2024-04-07</td>\n",
       "      <td>None</td>\n",
       "      <td>9z</td>\n",
       "      <td>0</td>\n",
       "      <td>9996.0</td>\n",
       "      <td>HEROIC</td>\n",
       "      <td>7175.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>https://hltv.org/matches/2370909/faze-vs-nemig...</td>\n",
       "      <td>2370909</td>\n",
       "      <td>2024-04-07</td>\n",
       "      <td>None</td>\n",
       "      <td>FaZe</td>\n",
       "      <td>13</td>\n",
       "      <td>6667.0</td>\n",
       "      <td>Nemiga</td>\n",
       "      <td>7969.0</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>https://hltv.org/matches/2370910/steel-helmet-...</td>\n",
       "      <td>2370910</td>\n",
       "      <td>2024-04-07</td>\n",
       "      <td>None</td>\n",
       "      <td>Steel Helmet</td>\n",
       "      <td>2</td>\n",
       "      <td>11273.0</td>\n",
       "      <td>Astralis</td>\n",
       "      <td>6665.0</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>https://hltv.org/matches/2370908/wildcard-vs-v...</td>\n",
       "      <td>2370908</td>\n",
       "      <td>2024-04-07</td>\n",
       "      <td>None</td>\n",
       "      <td>Wildcard</td>\n",
       "      <td>1</td>\n",
       "      <td>12257.0</td>\n",
       "      <td>Virtus.pro</td>\n",
       "      <td>5378.0</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>https://hltv.org/matches/2370907/cloud9-vs-fly...</td>\n",
       "      <td>2370907</td>\n",
       "      <td>2024-04-07</td>\n",
       "      <td>None</td>\n",
       "      <td>Cloud9</td>\n",
       "      <td>6</td>\n",
       "      <td>5752.0</td>\n",
       "      <td>FlyQuest</td>\n",
       "      <td>12774.0</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>https://hltv.org/matches/2370906/tyloo-vs-mouz...</td>\n",
       "      <td>2370906</td>\n",
       "      <td>2024-04-07</td>\n",
       "      <td>None</td>\n",
       "      <td>TYLOO</td>\n",
       "      <td>11</td>\n",
       "      <td>4863.0</td>\n",
       "      <td>MOUZ</td>\n",
       "      <td>4494.0</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>https://hltv.org/matches/2370905/furia-vs-lynn...</td>\n",
       "      <td>2370905</td>\n",
       "      <td>2024-04-07</td>\n",
       "      <td>None</td>\n",
       "      <td>FURIA</td>\n",
       "      <td>13</td>\n",
       "      <td>8297.0</td>\n",
       "      <td>Lynn Vision</td>\n",
       "      <td>8840.0</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>https://hltv.org/matches/2370903/g2-vs-9z-iem-...</td>\n",
       "      <td>2370903</td>\n",
       "      <td>2024-04-07</td>\n",
       "      <td>None</td>\n",
       "      <td>G2</td>\n",
       "      <td>13</td>\n",
       "      <td>5995.0</td>\n",
       "      <td>9z</td>\n",
       "      <td>9996.0</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>https://hltv.org/matches/2370904/liquid-vs-her...</td>\n",
       "      <td>2370904</td>\n",
       "      <td>2024-04-07</td>\n",
       "      <td>None</td>\n",
       "      <td>Liquid</td>\n",
       "      <td>13</td>\n",
       "      <td>5973.0</td>\n",
       "      <td>HEROIC</td>\n",
       "      <td>7175.0</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  url  match-id        date  \\\n",
       "0   https://hltv.org/matches/2370931/mouz-vs-faze-...   2370931  2024-04-13   \n",
       "1   https://hltv.org/matches/2370930/astralis-vs-f...   2370930  2024-04-12   \n",
       "2   https://hltv.org/matches/2370929/mouz-vs-g2-ie...   2370929  2024-04-12   \n",
       "3   https://hltv.org/matches/2370928/liquid-vs-faz...   2370928  2024-04-11   \n",
       "4   https://hltv.org/matches/2370927/virtuspro-vs-...   2370927  2024-04-11   \n",
       "5   https://hltv.org/matches/2370917/g2-vs-heroic-...   2370917  2024-04-09   \n",
       "6   https://hltv.org/matches/2370926/faze-vs-flyqu...   2370926  2024-04-09   \n",
       "7   https://hltv.org/matches/2370918/liquid-vs-mou...   2370918  2024-04-09   \n",
       "8   https://hltv.org/matches/2370925/virtuspro-vs-...   2370925  2024-04-09   \n",
       "9   https://hltv.org/matches/2370923/flyquest-vs-n...   2370923  2024-04-09   \n",
       "10  https://hltv.org/matches/2370924/cloud9-vs-faz...   2370924  2024-04-09   \n",
       "11  https://hltv.org/matches/2370915/heroic-vs-fur...   2370915  2024-04-08   \n",
       "12  https://hltv.org/matches/2370916/g2-vs-lynn-vi...   2370916  2024-04-08   \n",
       "13  https://hltv.org/matches/2370919/astralis-vs-f...   2370919  2024-04-08   \n",
       "14  https://hltv.org/matches/2370920/steel-helmet-...   2370920  2024-04-08   \n",
       "15  https://hltv.org/matches/2370921/flyquest-vs-v...   2370921  2024-04-08   \n",
       "16  https://hltv.org/matches/2370922/cloud9-vs-wil...   2370922  2024-04-08   \n",
       "17  https://hltv.org/matches/2370913/furia-vs-mouz...   2370913  2024-04-07   \n",
       "18  https://hltv.org/matches/2370914/lynn-vision-v...   2370914  2024-04-07   \n",
       "19  https://hltv.org/matches/2370911/g2-vs-liquid-...   2370911  2024-04-07   \n",
       "20  https://hltv.org/matches/2370912/9z-vs-heroic-...   2370912  2024-04-07   \n",
       "21  https://hltv.org/matches/2370909/faze-vs-nemig...   2370909  2024-04-07   \n",
       "22  https://hltv.org/matches/2370910/steel-helmet-...   2370910  2024-04-07   \n",
       "23  https://hltv.org/matches/2370908/wildcard-vs-v...   2370908  2024-04-07   \n",
       "24  https://hltv.org/matches/2370907/cloud9-vs-fly...   2370907  2024-04-07   \n",
       "25  https://hltv.org/matches/2370906/tyloo-vs-mouz...   2370906  2024-04-07   \n",
       "26  https://hltv.org/matches/2370905/furia-vs-lynn...   2370905  2024-04-07   \n",
       "27  https://hltv.org/matches/2370903/g2-vs-9z-iem-...   2370903  2024-04-07   \n",
       "28  https://hltv.org/matches/2370904/liquid-vs-her...   2370904  2024-04-07   \n",
       "\n",
       "   event         team1  team1score  team1-id        team2  team2-id  \\\n",
       "0   None          MOUZ           0       NaN         FaZe       NaN   \n",
       "1   None      Astralis           1       NaN         FaZe       NaN   \n",
       "2   None          MOUZ           2       NaN           G2       NaN   \n",
       "3   None        Liquid           1       NaN         FaZe       NaN   \n",
       "4   None    Virtus.pro           0    5378.0           G2    5995.0   \n",
       "5   None            G2           2    5995.0       HEROIC    7175.0   \n",
       "6   None          FaZe           2    6667.0     FlyQuest   12774.0   \n",
       "7   None        Liquid           0    5973.0         MOUZ    4494.0   \n",
       "8   None    Virtus.pro           0    5378.0     Astralis    6665.0   \n",
       "9   None      FlyQuest           2   12774.0       Nemiga    7969.0   \n",
       "10  None        Cloud9           0    5752.0         FaZe    6667.0   \n",
       "11  None        HEROIC           2    7175.0        FURIA    8297.0   \n",
       "12  None            G2           2    5995.0  Lynn Vision    8840.0   \n",
       "13  None      Astralis           2    6665.0         FaZe    6667.0   \n",
       "14  None  Steel Helmet           0   11273.0       Nemiga    7969.0   \n",
       "15  None      FlyQuest           1   12774.0   Virtus.pro    5378.0   \n",
       "16  None        Cloud9           2    5752.0     Wildcard   12257.0   \n",
       "17  None         FURIA           1    8297.0         MOUZ    4494.0   \n",
       "18  None   Lynn Vision           2    8840.0        TYLOO    4863.0   \n",
       "19  None            G2           1    5995.0       Liquid    5973.0   \n",
       "20  None            9z           0    9996.0       HEROIC    7175.0   \n",
       "21  None          FaZe          13    6667.0       Nemiga    7969.0   \n",
       "22  None  Steel Helmet           2   11273.0     Astralis    6665.0   \n",
       "23  None      Wildcard           1   12257.0   Virtus.pro    5378.0   \n",
       "24  None        Cloud9           6    5752.0     FlyQuest   12774.0   \n",
       "25  None         TYLOO          11    4863.0         MOUZ    4494.0   \n",
       "26  None         FURIA          13    8297.0  Lynn Vision    8840.0   \n",
       "27  None            G2          13    5995.0           9z    9996.0   \n",
       "28  None        Liquid          13    5973.0       HEROIC    7175.0   \n",
       "\n",
       "    team2score  \n",
       "0            2  \n",
       "1            2  \n",
       "2            1  \n",
       "3            2  \n",
       "4            2  \n",
       "5            0  \n",
       "6            0  \n",
       "7            2  \n",
       "8            2  \n",
       "9            0  \n",
       "10           2  \n",
       "11           1  \n",
       "12           0  \n",
       "13           0  \n",
       "14           2  \n",
       "15           2  \n",
       "16           0  \n",
       "17           2  \n",
       "18           0  \n",
       "19           2  \n",
       "20           2  \n",
       "21           8  \n",
       "22          13  \n",
       "23          13  \n",
       "24          13  \n",
       "25          13  \n",
       "26           9  \n",
       "27          10  \n",
       "28           8  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "event_id = 7437\n",
    "data = hltv.get_results_by_event(event_id)\n",
    "\n",
    "df = pd.DataFrame(data)\n",
    "\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "match_ids = df['match-id']\n",
    "match_stats = []\n",
    "for match_id in match_ids:\n",
    "    match_stats.append(hltv.get_match_stats(match_id))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2 = pd.DataFrame(match_stats)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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>match-id</th>\n",
       "      <th>match_type</th>\n",
       "      <th>player0_id</th>\n",
       "      <th>player0_rating</th>\n",
       "      <th>player1_id</th>\n",
       "      <th>player1_rating</th>\n",
       "      <th>player2_id</th>\n",
       "      <th>player2_rating</th>\n",
       "      <th>player3_id</th>\n",
       "      <th>player3_rating</th>\n",
       "      <th>...</th>\n",
       "      <th>player5_id</th>\n",
       "      <th>player5_rating</th>\n",
       "      <th>player6_id</th>\n",
       "      <th>player6_rating</th>\n",
       "      <th>player7_id</th>\n",
       "      <th>player7_rating</th>\n",
       "      <th>player8_id</th>\n",
       "      <th>player8_rating</th>\n",
       "      <th>player9_id</th>\n",
       "      <th>player9_rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2370931</td>\n",
       "      <td>* Grand final</td>\n",
       "      <td>18850</td>\n",
       "      <td>1.08</td>\n",
       "      <td>18072</td>\n",
       "      <td>1.02</td>\n",
       "      <td>13666</td>\n",
       "      <td>0.90</td>\n",
       "      <td>20312</td>\n",
       "      <td>0.82</td>\n",
       "      <td>...</td>\n",
       "      <td>18072</td>\n",
       "      <td>1.47</td>\n",
       "      <td>18850</td>\n",
       "      <td>1.29</td>\n",
       "      <td>20312</td>\n",
       "      <td>1.00</td>\n",
       "      <td>16820</td>\n",
       "      <td>0.75</td>\n",
       "      <td>13666</td>\n",
       "      <td>0.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2370930</td>\n",
       "      <td>* Semi-final</td>\n",
       "      <td>16717</td>\n",
       "      <td>1.04</td>\n",
       "      <td>10994</td>\n",
       "      <td>1.02</td>\n",
       "      <td>17956</td>\n",
       "      <td>1.00</td>\n",
       "      <td>20304</td>\n",
       "      <td>0.95</td>\n",
       "      <td>...</td>\n",
       "      <td>10994</td>\n",
       "      <td>1.16</td>\n",
       "      <td>17956</td>\n",
       "      <td>1.14</td>\n",
       "      <td>7592</td>\n",
       "      <td>1.13</td>\n",
       "      <td>16717</td>\n",
       "      <td>1.10</td>\n",
       "      <td>20304</td>\n",
       "      <td>1.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2370929</td>\n",
       "      <td>* Semi-final</td>\n",
       "      <td>20312</td>\n",
       "      <td>1.28</td>\n",
       "      <td>18850</td>\n",
       "      <td>1.22</td>\n",
       "      <td>18072</td>\n",
       "      <td>1.13</td>\n",
       "      <td>13666</td>\n",
       "      <td>1.00</td>\n",
       "      <td>...</td>\n",
       "      <td>20312</td>\n",
       "      <td>1.30</td>\n",
       "      <td>18850</td>\n",
       "      <td>1.12</td>\n",
       "      <td>18072</td>\n",
       "      <td>1.06</td>\n",
       "      <td>13666</td>\n",
       "      <td>0.97</td>\n",
       "      <td>16820</td>\n",
       "      <td>0.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2370928</td>\n",
       "      <td>* Quarter-final</td>\n",
       "      <td>7964</td>\n",
       "      <td>1.15</td>\n",
       "      <td>8520</td>\n",
       "      <td>1.07</td>\n",
       "      <td>13915</td>\n",
       "      <td>0.99</td>\n",
       "      <td>10394</td>\n",
       "      <td>0.97</td>\n",
       "      <td>...</td>\n",
       "      <td>7964</td>\n",
       "      <td>1.07</td>\n",
       "      <td>18676</td>\n",
       "      <td>0.99</td>\n",
       "      <td>8520</td>\n",
       "      <td>0.89</td>\n",
       "      <td>13915</td>\n",
       "      <td>0.77</td>\n",
       "      <td>10394</td>\n",
       "      <td>0.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2370927</td>\n",
       "      <td>* Quarter-final</td>\n",
       "      <td>20101</td>\n",
       "      <td>1.22</td>\n",
       "      <td>12732</td>\n",
       "      <td>1.05</td>\n",
       "      <td>16612</td>\n",
       "      <td>0.89</td>\n",
       "      <td>13776</td>\n",
       "      <td>0.78</td>\n",
       "      <td>...</td>\n",
       "      <td>20101</td>\n",
       "      <td>1.50</td>\n",
       "      <td>12732</td>\n",
       "      <td>1.14</td>\n",
       "      <td>13776</td>\n",
       "      <td>0.74</td>\n",
       "      <td>8789</td>\n",
       "      <td>0.70</td>\n",
       "      <td>16612</td>\n",
       "      <td>0.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2370917</td>\n",
       "      <td>* Group A lower bracket final. Winner advances...</td>\n",
       "      <td>19230</td>\n",
       "      <td>1.47</td>\n",
       "      <td>3741</td>\n",
       "      <td>1.36</td>\n",
       "      <td>9618</td>\n",
       "      <td>1.22</td>\n",
       "      <td>3972</td>\n",
       "      <td>1.05</td>\n",
       "      <td>...</td>\n",
       "      <td>3741</td>\n",
       "      <td>1.38</td>\n",
       "      <td>19230</td>\n",
       "      <td>1.36</td>\n",
       "      <td>9618</td>\n",
       "      <td>1.29</td>\n",
       "      <td>3972</td>\n",
       "      <td>1.18</td>\n",
       "      <td>10096</td>\n",
       "      <td>0.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2370926</td>\n",
       "      <td>* Group B lower bracket final. Winner advances...</td>\n",
       "      <td>9960</td>\n",
       "      <td>1.73</td>\n",
       "      <td>8183</td>\n",
       "      <td>1.32</td>\n",
       "      <td>18053</td>\n",
       "      <td>1.18</td>\n",
       "      <td>11816</td>\n",
       "      <td>1.13</td>\n",
       "      <td>...</td>\n",
       "      <td>9960</td>\n",
       "      <td>1.60</td>\n",
       "      <td>429</td>\n",
       "      <td>1.23</td>\n",
       "      <td>11816</td>\n",
       "      <td>1.18</td>\n",
       "      <td>18053</td>\n",
       "      <td>1.17</td>\n",
       "      <td>8183</td>\n",
       "      <td>1.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2370918</td>\n",
       "      <td>* Group A upper bracket final. Winner advances...</td>\n",
       "      <td>8520</td>\n",
       "      <td>1.12</td>\n",
       "      <td>18676</td>\n",
       "      <td>1.03</td>\n",
       "      <td>10394</td>\n",
       "      <td>1.01</td>\n",
       "      <td>13915</td>\n",
       "      <td>0.80</td>\n",
       "      <td>...</td>\n",
       "      <td>8520</td>\n",
       "      <td>1.35</td>\n",
       "      <td>10394</td>\n",
       "      <td>1.26</td>\n",
       "      <td>18676</td>\n",
       "      <td>0.97</td>\n",
       "      <td>13915</td>\n",
       "      <td>0.75</td>\n",
       "      <td>7964</td>\n",
       "      <td>0.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2370925</td>\n",
       "      <td>* Group B upper bracket final. Winner advances...</td>\n",
       "      <td>12732</td>\n",
       "      <td>1.19</td>\n",
       "      <td>13776</td>\n",
       "      <td>0.84</td>\n",
       "      <td>16612</td>\n",
       "      <td>0.79</td>\n",
       "      <td>8789</td>\n",
       "      <td>0.67</td>\n",
       "      <td>...</td>\n",
       "      <td>12732</td>\n",
       "      <td>1.32</td>\n",
       "      <td>13776</td>\n",
       "      <td>0.76</td>\n",
       "      <td>16612</td>\n",
       "      <td>0.74</td>\n",
       "      <td>8789</td>\n",
       "      <td>0.56</td>\n",
       "      <td>20101</td>\n",
       "      <td>0.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2370923</td>\n",
       "      <td>* Group B lower bracket semi-final</td>\n",
       "      <td>11140</td>\n",
       "      <td>1.43</td>\n",
       "      <td>9115</td>\n",
       "      <td>1.27</td>\n",
       "      <td>17384</td>\n",
       "      <td>1.10</td>\n",
       "      <td>11139</td>\n",
       "      <td>0.90</td>\n",
       "      <td>...</td>\n",
       "      <td>11140</td>\n",
       "      <td>1.26</td>\n",
       "      <td>17384</td>\n",
       "      <td>1.14</td>\n",
       "      <td>11139</td>\n",
       "      <td>0.99</td>\n",
       "      <td>9115</td>\n",
       "      <td>0.96</td>\n",
       "      <td>10588</td>\n",
       "      <td>0.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2370924</td>\n",
       "      <td>* Group B lower bracket semi-final</td>\n",
       "      <td>16555</td>\n",
       "      <td>1.00</td>\n",
       "      <td>11840</td>\n",
       "      <td>0.92</td>\n",
       "      <td>16947</td>\n",
       "      <td>0.92</td>\n",
       "      <td>8528</td>\n",
       "      <td>0.91</td>\n",
       "      <td>...</td>\n",
       "      <td>16555</td>\n",
       "      <td>1.40</td>\n",
       "      <td>11840</td>\n",
       "      <td>1.06</td>\n",
       "      <td>8528</td>\n",
       "      <td>0.93</td>\n",
       "      <td>16947</td>\n",
       "      <td>0.90</td>\n",
       "      <td>8918</td>\n",
       "      <td>0.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2370915</td>\n",
       "      <td>* Group A lower bracket semi-final</td>\n",
       "      <td>9436</td>\n",
       "      <td>1.17</td>\n",
       "      <td>19677</td>\n",
       "      <td>1.12</td>\n",
       "      <td>12018</td>\n",
       "      <td>1.05</td>\n",
       "      <td>13602</td>\n",
       "      <td>1.03</td>\n",
       "      <td>...</td>\n",
       "      <td>9436</td>\n",
       "      <td>1.39</td>\n",
       "      <td>19677</td>\n",
       "      <td>1.29</td>\n",
       "      <td>13602</td>\n",
       "      <td>1.05</td>\n",
       "      <td>14148</td>\n",
       "      <td>1.00</td>\n",
       "      <td>12018</td>\n",
       "      <td>0.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2370916</td>\n",
       "      <td>* Group A lower bracket semi-final</td>\n",
       "      <td>19230</td>\n",
       "      <td>1.55</td>\n",
       "      <td>3741</td>\n",
       "      <td>1.49</td>\n",
       "      <td>3972</td>\n",
       "      <td>1.40</td>\n",
       "      <td>9618</td>\n",
       "      <td>1.11</td>\n",
       "      <td>...</td>\n",
       "      <td>19230</td>\n",
       "      <td>1.83</td>\n",
       "      <td>3741</td>\n",
       "      <td>1.55</td>\n",
       "      <td>9618</td>\n",
       "      <td>1.29</td>\n",
       "      <td>3972</td>\n",
       "      <td>1.09</td>\n",
       "      <td>10096</td>\n",
       "      <td>0.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2370919</td>\n",
       "      <td>* Group B upper bracket semi-final. Winner adv...</td>\n",
       "      <td>10994</td>\n",
       "      <td>1.52</td>\n",
       "      <td>7592</td>\n",
       "      <td>1.42</td>\n",
       "      <td>20304</td>\n",
       "      <td>1.35</td>\n",
       "      <td>17956</td>\n",
       "      <td>1.12</td>\n",
       "      <td>...</td>\n",
       "      <td>10994</td>\n",
       "      <td>1.66</td>\n",
       "      <td>17956</td>\n",
       "      <td>1.66</td>\n",
       "      <td>20304</td>\n",
       "      <td>1.55</td>\n",
       "      <td>7592</td>\n",
       "      <td>1.52</td>\n",
       "      <td>16717</td>\n",
       "      <td>1.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2370920</td>\n",
       "      <td>* Group B lower bracket round</td>\n",
       "      <td>11574</td>\n",
       "      <td>0.82</td>\n",
       "      <td>5187</td>\n",
       "      <td>0.80</td>\n",
       "      <td>7026</td>\n",
       "      <td>0.72</td>\n",
       "      <td>12958</td>\n",
       "      <td>0.62</td>\n",
       "      <td>...</td>\n",
       "      <td>5187</td>\n",
       "      <td>1.04</td>\n",
       "      <td>11574</td>\n",
       "      <td>0.76</td>\n",
       "      <td>12958</td>\n",
       "      <td>0.75</td>\n",
       "      <td>7026</td>\n",
       "      <td>0.52</td>\n",
       "      <td>14561</td>\n",
       "      <td>0.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2370921</td>\n",
       "      <td>* Group B upper bracket semi-final. Winner adv...</td>\n",
       "      <td>17384</td>\n",
       "      <td>1.13</td>\n",
       "      <td>11140</td>\n",
       "      <td>0.97</td>\n",
       "      <td>10588</td>\n",
       "      <td>0.92</td>\n",
       "      <td>11139</td>\n",
       "      <td>0.83</td>\n",
       "      <td>...</td>\n",
       "      <td>17384</td>\n",
       "      <td>1.10</td>\n",
       "      <td>11140</td>\n",
       "      <td>1.05</td>\n",
       "      <td>10588</td>\n",
       "      <td>1.00</td>\n",
       "      <td>11139</td>\n",
       "      <td>0.92</td>\n",
       "      <td>9115</td>\n",
       "      <td>0.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2370922</td>\n",
       "      <td>* Group B lower bracket round 1</td>\n",
       "      <td>8528</td>\n",
       "      <td>1.74</td>\n",
       "      <td>16947</td>\n",
       "      <td>1.44</td>\n",
       "      <td>8918</td>\n",
       "      <td>1.44</td>\n",
       "      <td>11840</td>\n",
       "      <td>1.38</td>\n",
       "      <td>...</td>\n",
       "      <td>8528</td>\n",
       "      <td>1.91</td>\n",
       "      <td>11840</td>\n",
       "      <td>1.79</td>\n",
       "      <td>16947</td>\n",
       "      <td>1.63</td>\n",
       "      <td>8918</td>\n",
       "      <td>1.40</td>\n",
       "      <td>16555</td>\n",
       "      <td>1.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2370913</td>\n",
       "      <td>* Group A upper bracket semi-final. Winner adv...</td>\n",
       "      <td>2023</td>\n",
       "      <td>1.16</td>\n",
       "      <td>10566</td>\n",
       "      <td>1.11</td>\n",
       "      <td>12521</td>\n",
       "      <td>1.03</td>\n",
       "      <td>12553</td>\n",
       "      <td>0.93</td>\n",
       "      <td>...</td>\n",
       "      <td>12553</td>\n",
       "      <td>1.37</td>\n",
       "      <td>12521</td>\n",
       "      <td>1.32</td>\n",
       "      <td>2023</td>\n",
       "      <td>1.31</td>\n",
       "      <td>10566</td>\n",
       "      <td>1.26</td>\n",
       "      <td>15631</td>\n",
       "      <td>1.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2370914</td>\n",
       "      <td>* Group A lower bracket round 1</td>\n",
       "      <td>20702</td>\n",
       "      <td>1.55</td>\n",
       "      <td>22922</td>\n",
       "      <td>1.32</td>\n",
       "      <td>20254</td>\n",
       "      <td>1.23</td>\n",
       "      <td>16551</td>\n",
       "      <td>1.11</td>\n",
       "      <td>...</td>\n",
       "      <td>20702</td>\n",
       "      <td>1.65</td>\n",
       "      <td>22922</td>\n",
       "      <td>1.22</td>\n",
       "      <td>16551</td>\n",
       "      <td>1.22</td>\n",
       "      <td>20254</td>\n",
       "      <td>1.04</td>\n",
       "      <td>18744</td>\n",
       "      <td>1.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2370911</td>\n",
       "      <td>* Group A upper bracket semi-final. Winner adv...</td>\n",
       "      <td>19230</td>\n",
       "      <td>1.30</td>\n",
       "      <td>10096</td>\n",
       "      <td>0.89</td>\n",
       "      <td>3741</td>\n",
       "      <td>0.88</td>\n",
       "      <td>9618</td>\n",
       "      <td>0.85</td>\n",
       "      <td>...</td>\n",
       "      <td>19230</td>\n",
       "      <td>1.29</td>\n",
       "      <td>3972</td>\n",
       "      <td>1.07</td>\n",
       "      <td>9618</td>\n",
       "      <td>1.04</td>\n",
       "      <td>10096</td>\n",
       "      <td>1.03</td>\n",
       "      <td>3741</td>\n",
       "      <td>0.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2370912</td>\n",
       "      <td>* Group A lower bracket round 1</td>\n",
       "      <td>21239</td>\n",
       "      <td>1.16</td>\n",
       "      <td>14736</td>\n",
       "      <td>1.02</td>\n",
       "      <td>22613</td>\n",
       "      <td>0.91</td>\n",
       "      <td>20607</td>\n",
       "      <td>0.83</td>\n",
       "      <td>...</td>\n",
       "      <td>21239</td>\n",
       "      <td>1.54</td>\n",
       "      <td>20607</td>\n",
       "      <td>1.00</td>\n",
       "      <td>22613</td>\n",
       "      <td>0.97</td>\n",
       "      <td>14736</td>\n",
       "      <td>0.86</td>\n",
       "      <td>12092</td>\n",
       "      <td>0.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2370909</td>\n",
       "      <td>* Group B upper bracket quarter-final</td>\n",
       "      <td>18053</td>\n",
       "      <td>1.54</td>\n",
       "      <td>11816</td>\n",
       "      <td>1.54</td>\n",
       "      <td>8183</td>\n",
       "      <td>1.29</td>\n",
       "      <td>9960</td>\n",
       "      <td>1.22</td>\n",
       "      <td>...</td>\n",
       "      <td>18053</td>\n",
       "      <td>1.38</td>\n",
       "      <td>8183</td>\n",
       "      <td>1.24</td>\n",
       "      <td>11816</td>\n",
       "      <td>1.17</td>\n",
       "      <td>9960</td>\n",
       "      <td>1.01</td>\n",
       "      <td>429</td>\n",
       "      <td>0.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2370910</td>\n",
       "      <td>* Group B upper bracket quarter-final</td>\n",
       "      <td>5187</td>\n",
       "      <td>0.87</td>\n",
       "      <td>12958</td>\n",
       "      <td>0.75</td>\n",
       "      <td>14561</td>\n",
       "      <td>0.64</td>\n",
       "      <td>7026</td>\n",
       "      <td>0.32</td>\n",
       "      <td>...</td>\n",
       "      <td>5187</td>\n",
       "      <td>2.35</td>\n",
       "      <td>12958</td>\n",
       "      <td>0.75</td>\n",
       "      <td>14561</td>\n",
       "      <td>0.46</td>\n",
       "      <td>7026</td>\n",
       "      <td>0.08</td>\n",
       "      <td>11574</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2370908</td>\n",
       "      <td>* Group B upper bracket quarter-final</td>\n",
       "      <td>8507</td>\n",
       "      <td>0.56</td>\n",
       "      <td>8711</td>\n",
       "      <td>0.51</td>\n",
       "      <td>19128</td>\n",
       "      <td>0.46</td>\n",
       "      <td>11332</td>\n",
       "      <td>0.36</td>\n",
       "      <td>...</td>\n",
       "      <td>19128</td>\n",
       "      <td>0.39</td>\n",
       "      <td>13230</td>\n",
       "      <td>0.32</td>\n",
       "      <td>8711</td>\n",
       "      <td>0.20</td>\n",
       "      <td>8507</td>\n",
       "      <td>0.01</td>\n",
       "      <td>11332</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2370907</td>\n",
       "      <td>* Group B upper bracket quarter-final</td>\n",
       "      <td>8918</td>\n",
       "      <td>1.07</td>\n",
       "      <td>8528</td>\n",
       "      <td>0.91</td>\n",
       "      <td>16947</td>\n",
       "      <td>0.77</td>\n",
       "      <td>16555</td>\n",
       "      <td>0.73</td>\n",
       "      <td>...</td>\n",
       "      <td>8918</td>\n",
       "      <td>0.68</td>\n",
       "      <td>8528</td>\n",
       "      <td>0.65</td>\n",
       "      <td>11840</td>\n",
       "      <td>0.28</td>\n",
       "      <td>16555</td>\n",
       "      <td>0.20</td>\n",
       "      <td>16947</td>\n",
       "      <td>0.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2370906</td>\n",
       "      <td>* Group A upper bracket quarter-final</td>\n",
       "      <td>20895</td>\n",
       "      <td>1.29</td>\n",
       "      <td>19645</td>\n",
       "      <td>1.26</td>\n",
       "      <td>8950</td>\n",
       "      <td>0.92</td>\n",
       "      <td>24036</td>\n",
       "      <td>0.74</td>\n",
       "      <td>...</td>\n",
       "      <td>19645</td>\n",
       "      <td>1.45</td>\n",
       "      <td>20895</td>\n",
       "      <td>1.34</td>\n",
       "      <td>8950</td>\n",
       "      <td>0.95</td>\n",
       "      <td>24036</td>\n",
       "      <td>0.95</td>\n",
       "      <td>8600</td>\n",
       "      <td>0.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2370905</td>\n",
       "      <td>* Group A upper bracket quarter-final</td>\n",
       "      <td>15631</td>\n",
       "      <td>1.40</td>\n",
       "      <td>12521</td>\n",
       "      <td>1.25</td>\n",
       "      <td>12553</td>\n",
       "      <td>1.08</td>\n",
       "      <td>2023</td>\n",
       "      <td>1.05</td>\n",
       "      <td>...</td>\n",
       "      <td>15631</td>\n",
       "      <td>1.54</td>\n",
       "      <td>2023</td>\n",
       "      <td>1.42</td>\n",
       "      <td>12553</td>\n",
       "      <td>1.28</td>\n",
       "      <td>10566</td>\n",
       "      <td>0.95</td>\n",
       "      <td>12521</td>\n",
       "      <td>0.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2370903</td>\n",
       "      <td>* Group A upper bracket quarter-final</td>\n",
       "      <td>3741</td>\n",
       "      <td>1.63</td>\n",
       "      <td>9618</td>\n",
       "      <td>1.50</td>\n",
       "      <td>3972</td>\n",
       "      <td>1.01</td>\n",
       "      <td>19230</td>\n",
       "      <td>0.93</td>\n",
       "      <td>...</td>\n",
       "      <td>3741</td>\n",
       "      <td>1.63</td>\n",
       "      <td>9618</td>\n",
       "      <td>1.63</td>\n",
       "      <td>19230</td>\n",
       "      <td>1.16</td>\n",
       "      <td>10096</td>\n",
       "      <td>0.67</td>\n",
       "      <td>3972</td>\n",
       "      <td>0.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2370904</td>\n",
       "      <td>* Group A upper bracket quarter-final</td>\n",
       "      <td>10394</td>\n",
       "      <td>1.60</td>\n",
       "      <td>7964</td>\n",
       "      <td>1.39</td>\n",
       "      <td>18676</td>\n",
       "      <td>1.21</td>\n",
       "      <td>8520</td>\n",
       "      <td>1.17</td>\n",
       "      <td>...</td>\n",
       "      <td>10394</td>\n",
       "      <td>2.24</td>\n",
       "      <td>7964</td>\n",
       "      <td>1.81</td>\n",
       "      <td>18676</td>\n",
       "      <td>1.65</td>\n",
       "      <td>8520</td>\n",
       "      <td>1.06</td>\n",
       "      <td>13915</td>\n",
       "      <td>0.62</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>29 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    match-id                                         match_type player0_id  \\\n",
       "0    2370931                                      * Grand final      18850   \n",
       "1    2370930                                       * Semi-final      16717   \n",
       "2    2370929                                       * Semi-final      20312   \n",
       "3    2370928                                    * Quarter-final       7964   \n",
       "4    2370927                                    * Quarter-final      20101   \n",
       "5    2370917  * Group A lower bracket final. Winner advances...      19230   \n",
       "6    2370926  * Group B lower bracket final. Winner advances...       9960   \n",
       "7    2370918  * Group A upper bracket final. Winner advances...       8520   \n",
       "8    2370925  * Group B upper bracket final. Winner advances...      12732   \n",
       "9    2370923                 * Group B lower bracket semi-final      11140   \n",
       "10   2370924                 * Group B lower bracket semi-final      16555   \n",
       "11   2370915                 * Group A lower bracket semi-final       9436   \n",
       "12   2370916                 * Group A lower bracket semi-final      19230   \n",
       "13   2370919  * Group B upper bracket semi-final. Winner adv...      10994   \n",
       "14   2370920                      * Group B lower bracket round      11574   \n",
       "15   2370921  * Group B upper bracket semi-final. Winner adv...      17384   \n",
       "16   2370922                    * Group B lower bracket round 1       8528   \n",
       "17   2370913  * Group A upper bracket semi-final. Winner adv...       2023   \n",
       "18   2370914                    * Group A lower bracket round 1      20702   \n",
       "19   2370911  * Group A upper bracket semi-final. Winner adv...      19230   \n",
       "20   2370912                    * Group A lower bracket round 1      21239   \n",
       "21   2370909              * Group B upper bracket quarter-final      18053   \n",
       "22   2370910              * Group B upper bracket quarter-final       5187   \n",
       "23   2370908              * Group B upper bracket quarter-final       8507   \n",
       "24   2370907              * Group B upper bracket quarter-final       8918   \n",
       "25   2370906              * Group A upper bracket quarter-final      20895   \n",
       "26   2370905              * Group A upper bracket quarter-final      15631   \n",
       "27   2370903              * Group A upper bracket quarter-final       3741   \n",
       "28   2370904              * Group A upper bracket quarter-final      10394   \n",
       "\n",
       "   player0_rating player1_id player1_rating player2_id player2_rating  \\\n",
       "0            1.08      18072           1.02      13666           0.90   \n",
       "1            1.04      10994           1.02      17956           1.00   \n",
       "2            1.28      18850           1.22      18072           1.13   \n",
       "3            1.15       8520           1.07      13915           0.99   \n",
       "4            1.22      12732           1.05      16612           0.89   \n",
       "5            1.47       3741           1.36       9618           1.22   \n",
       "6            1.73       8183           1.32      18053           1.18   \n",
       "7            1.12      18676           1.03      10394           1.01   \n",
       "8            1.19      13776           0.84      16612           0.79   \n",
       "9            1.43       9115           1.27      17384           1.10   \n",
       "10           1.00      11840           0.92      16947           0.92   \n",
       "11           1.17      19677           1.12      12018           1.05   \n",
       "12           1.55       3741           1.49       3972           1.40   \n",
       "13           1.52       7592           1.42      20304           1.35   \n",
       "14           0.82       5187           0.80       7026           0.72   \n",
       "15           1.13      11140           0.97      10588           0.92   \n",
       "16           1.74      16947           1.44       8918           1.44   \n",
       "17           1.16      10566           1.11      12521           1.03   \n",
       "18           1.55      22922           1.32      20254           1.23   \n",
       "19           1.30      10096           0.89       3741           0.88   \n",
       "20           1.16      14736           1.02      22613           0.91   \n",
       "21           1.54      11816           1.54       8183           1.29   \n",
       "22           0.87      12958           0.75      14561           0.64   \n",
       "23           0.56       8711           0.51      19128           0.46   \n",
       "24           1.07       8528           0.91      16947           0.77   \n",
       "25           1.29      19645           1.26       8950           0.92   \n",
       "26           1.40      12521           1.25      12553           1.08   \n",
       "27           1.63       9618           1.50       3972           1.01   \n",
       "28           1.60       7964           1.39      18676           1.21   \n",
       "\n",
       "   player3_id player3_rating  ... player5_id player5_rating player6_id  \\\n",
       "0       20312           0.82  ...      18072           1.47      18850   \n",
       "1       20304           0.95  ...      10994           1.16      17956   \n",
       "2       13666           1.00  ...      20312           1.30      18850   \n",
       "3       10394           0.97  ...       7964           1.07      18676   \n",
       "4       13776           0.78  ...      20101           1.50      12732   \n",
       "5        3972           1.05  ...       3741           1.38      19230   \n",
       "6       11816           1.13  ...       9960           1.60        429   \n",
       "7       13915           0.80  ...       8520           1.35      10394   \n",
       "8        8789           0.67  ...      12732           1.32      13776   \n",
       "9       11139           0.90  ...      11140           1.26      17384   \n",
       "10       8528           0.91  ...      16555           1.40      11840   \n",
       "11      13602           1.03  ...       9436           1.39      19677   \n",
       "12       9618           1.11  ...      19230           1.83       3741   \n",
       "13      17956           1.12  ...      10994           1.66      17956   \n",
       "14      12958           0.62  ...       5187           1.04      11574   \n",
       "15      11139           0.83  ...      17384           1.10      11140   \n",
       "16      11840           1.38  ...       8528           1.91      11840   \n",
       "17      12553           0.93  ...      12553           1.37      12521   \n",
       "18      16551           1.11  ...      20702           1.65      22922   \n",
       "19       9618           0.85  ...      19230           1.29       3972   \n",
       "20      20607           0.83  ...      21239           1.54      20607   \n",
       "21       9960           1.22  ...      18053           1.38       8183   \n",
       "22       7026           0.32  ...       5187           2.35      12958   \n",
       "23      11332           0.36  ...      19128           0.39      13230   \n",
       "24      16555           0.73  ...       8918           0.68       8528   \n",
       "25      24036           0.74  ...      19645           1.45      20895   \n",
       "26       2023           1.05  ...      15631           1.54       2023   \n",
       "27      19230           0.93  ...       3741           1.63       9618   \n",
       "28       8520           1.17  ...      10394           2.24       7964   \n",
       "\n",
       "   player6_rating player7_id player7_rating player8_id player8_rating  \\\n",
       "0            1.29      20312           1.00      16820           0.75   \n",
       "1            1.14       7592           1.13      16717           1.10   \n",
       "2            1.12      18072           1.06      13666           0.97   \n",
       "3            0.99       8520           0.89      13915           0.77   \n",
       "4            1.14      13776           0.74       8789           0.70   \n",
       "5            1.36       9618           1.29       3972           1.18   \n",
       "6            1.23      11816           1.18      18053           1.17   \n",
       "7            1.26      18676           0.97      13915           0.75   \n",
       "8            0.76      16612           0.74       8789           0.56   \n",
       "9            1.14      11139           0.99       9115           0.96   \n",
       "10           1.06       8528           0.93      16947           0.90   \n",
       "11           1.29      13602           1.05      14148           1.00   \n",
       "12           1.55       9618           1.29       3972           1.09   \n",
       "13           1.66      20304           1.55       7592           1.52   \n",
       "14           0.76      12958           0.75       7026           0.52   \n",
       "15           1.05      10588           1.00      11139           0.92   \n",
       "16           1.79      16947           1.63       8918           1.40   \n",
       "17           1.32       2023           1.31      10566           1.26   \n",
       "18           1.22      16551           1.22      20254           1.04   \n",
       "19           1.07       9618           1.04      10096           1.03   \n",
       "20           1.00      22613           0.97      14736           0.86   \n",
       "21           1.24      11816           1.17       9960           1.01   \n",
       "22           0.75      14561           0.46       7026           0.08   \n",
       "23           0.32       8711           0.20       8507           0.01   \n",
       "24           0.65      11840           0.28      16555           0.20   \n",
       "25           1.34       8950           0.95      24036           0.95   \n",
       "26           1.42      12553           1.28      10566           0.95   \n",
       "27           1.63      19230           1.16      10096           0.67   \n",
       "28           1.81      18676           1.65       8520           1.06   \n",
       "\n",
       "   player9_id player9_rating  \n",
       "0       13666           0.47  \n",
       "1       20304           1.04  \n",
       "2       16820           0.54  \n",
       "3       10394           0.67  \n",
       "4       16612           0.62  \n",
       "5       10096           0.99  \n",
       "6        8183           1.02  \n",
       "7        7964           0.66  \n",
       "8       20101           0.51  \n",
       "9       10588           0.70  \n",
       "10       8918           0.83  \n",
       "11      12018           0.97  \n",
       "12      10096           0.88  \n",
       "13      16717           1.05  \n",
       "14      14561           0.40  \n",
       "15       9115           0.77  \n",
       "16      16555           1.26  \n",
       "17      15631           1.13  \n",
       "18      18744           1.02  \n",
       "19       3741           0.95  \n",
       "20      12092           0.60  \n",
       "21        429           0.64  \n",
       "22      11574           0.01  \n",
       "23      11332           0.00  \n",
       "24      16947           0.09  \n",
       "25       8600           0.62  \n",
       "26      12521           0.87  \n",
       "27       3972           0.57  \n",
       "28      13915           0.62  \n",
       "\n",
       "[29 rows x 22 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'FaZe': '1', 'G2': '5', 'MOUZ': '6', 'Cloud9': '7', 'Virtus.pro': '9', 'HEROIC': '11', 'FURIA': '15', 'Astralis': '25', 'Lynn Vision': '34', 'Liquid': '37', 'FlyQuest': '41', 'Nemiga': '46', 'Wildcard': '49', '9z': '52', 'TYLOO': '132', 'Steel Helmet': None}\n"
     ]
    }
   ],
   "source": [
    "event_team_rankings = hltv.get_event_team_rankings(event_id)\n",
    "\n",
    "print(event_team_rankings)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.merge(df, df2, on='match-id', how = 'inner')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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>url</th>\n",
       "      <th>match-id</th>\n",
       "      <th>date</th>\n",
       "      <th>event</th>\n",
       "      <th>team1</th>\n",
       "      <th>team1score</th>\n",
       "      <th>team1-id</th>\n",
       "      <th>team2</th>\n",
       "      <th>team2-id</th>\n",
       "      <th>team2score</th>\n",
       "      <th>...</th>\n",
       "      <th>player5_id</th>\n",
       "      <th>player5_rating</th>\n",
       "      <th>player6_id</th>\n",
       "      <th>player6_rating</th>\n",
       "      <th>player7_id</th>\n",
       "      <th>player7_rating</th>\n",
       "      <th>player8_id</th>\n",
       "      <th>player8_rating</th>\n",
       "      <th>player9_id</th>\n",
       "      <th>player9_rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https://hltv.org/matches/2370931/mouz-vs-faze-...</td>\n",
       "      <td>2370931</td>\n",
       "      <td>2024-04-13</td>\n",
       "      <td>None</td>\n",
       "      <td>MOUZ</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FaZe</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>18072</td>\n",
       "      <td>1.47</td>\n",
       "      <td>18850</td>\n",
       "      <td>1.29</td>\n",
       "      <td>20312</td>\n",
       "      <td>1.00</td>\n",
       "      <td>16820</td>\n",
       "      <td>0.75</td>\n",
       "      <td>13666</td>\n",
       "      <td>0.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>https://hltv.org/matches/2370930/astralis-vs-f...</td>\n",
       "      <td>2370930</td>\n",
       "      <td>2024-04-12</td>\n",
       "      <td>None</td>\n",
       "      <td>Astralis</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FaZe</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>10994</td>\n",
       "      <td>1.16</td>\n",
       "      <td>17956</td>\n",
       "      <td>1.14</td>\n",
       "      <td>7592</td>\n",
       "      <td>1.13</td>\n",
       "      <td>16717</td>\n",
       "      <td>1.10</td>\n",
       "      <td>20304</td>\n",
       "      <td>1.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>https://hltv.org/matches/2370929/mouz-vs-g2-ie...</td>\n",
       "      <td>2370929</td>\n",
       "      <td>2024-04-12</td>\n",
       "      <td>None</td>\n",
       "      <td>MOUZ</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>G2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>20312</td>\n",
       "      <td>1.30</td>\n",
       "      <td>18850</td>\n",
       "      <td>1.12</td>\n",
       "      <td>18072</td>\n",
       "      <td>1.06</td>\n",
       "      <td>13666</td>\n",
       "      <td>0.97</td>\n",
       "      <td>16820</td>\n",
       "      <td>0.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>https://hltv.org/matches/2370928/liquid-vs-faz...</td>\n",
       "      <td>2370928</td>\n",
       "      <td>2024-04-11</td>\n",
       "      <td>None</td>\n",
       "      <td>Liquid</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FaZe</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>7964</td>\n",
       "      <td>1.07</td>\n",
       "      <td>18676</td>\n",
       "      <td>0.99</td>\n",
       "      <td>8520</td>\n",
       "      <td>0.89</td>\n",
       "      <td>13915</td>\n",
       "      <td>0.77</td>\n",
       "      <td>10394</td>\n",
       "      <td>0.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>https://hltv.org/matches/2370927/virtuspro-vs-...</td>\n",
       "      <td>2370927</td>\n",
       "      <td>2024-04-11</td>\n",
       "      <td>None</td>\n",
       "      <td>Virtus.pro</td>\n",
       "      <td>0</td>\n",
       "      <td>5378.0</td>\n",
       "      <td>G2</td>\n",
       "      <td>5995.0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>20101</td>\n",
       "      <td>1.50</td>\n",
       "      <td>12732</td>\n",
       "      <td>1.14</td>\n",
       "      <td>13776</td>\n",
       "      <td>0.74</td>\n",
       "      <td>8789</td>\n",
       "      <td>0.70</td>\n",
       "      <td>16612</td>\n",
       "      <td>0.62</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 url  match-id        date  \\\n",
       "0  https://hltv.org/matches/2370931/mouz-vs-faze-...   2370931  2024-04-13   \n",
       "1  https://hltv.org/matches/2370930/astralis-vs-f...   2370930  2024-04-12   \n",
       "2  https://hltv.org/matches/2370929/mouz-vs-g2-ie...   2370929  2024-04-12   \n",
       "3  https://hltv.org/matches/2370928/liquid-vs-faz...   2370928  2024-04-11   \n",
       "4  https://hltv.org/matches/2370927/virtuspro-vs-...   2370927  2024-04-11   \n",
       "\n",
       "  event       team1  team1score  team1-id team2  team2-id  team2score  ...  \\\n",
       "0  None        MOUZ           0       NaN  FaZe       NaN           2  ...   \n",
       "1  None    Astralis           1       NaN  FaZe       NaN           2  ...   \n",
       "2  None        MOUZ           2       NaN    G2       NaN           1  ...   \n",
       "3  None      Liquid           1       NaN  FaZe       NaN           2  ...   \n",
       "4  None  Virtus.pro           0    5378.0    G2    5995.0           2  ...   \n",
       "\n",
       "  player5_id player5_rating player6_id player6_rating player7_id  \\\n",
       "0      18072           1.47      18850           1.29      20312   \n",
       "1      10994           1.16      17956           1.14       7592   \n",
       "2      20312           1.30      18850           1.12      18072   \n",
       "3       7964           1.07      18676           0.99       8520   \n",
       "4      20101           1.50      12732           1.14      13776   \n",
       "\n",
       "  player7_rating player8_id player8_rating player9_id player9_rating  \n",
       "0           1.00      16820           0.75      13666           0.47  \n",
       "1           1.13      16717           1.10      20304           1.04  \n",
       "2           1.06      13666           0.97      16820           0.54  \n",
       "3           0.89      13915           0.77      10394           0.67  \n",
       "4           0.74       8789           0.70      16612           0.62  \n",
       "\n",
       "[5 rows x 31 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}