graficos.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5e664fbb-29d5-4532-b7e6-b83a0c8bc4f6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: plotly in c:\\users\\yomaury\\anaconda3\\lib\\site-packages (5.9.0)\n",
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      "Collecting cufflinks\n",
      "  Downloading cufflinks-0.17.3.tar.gz (81 kB)\n",
      "     ---------------------------------------- 81.7/81.7 kB 1.2 MB/s eta 0:00:00\n",
      "  Preparing metadata (setup.py): started\n",
      "  Preparing metadata (setup.py): finished with status 'done'\n",
      "Requirement already satisfied: numpy>=1.9.2 in c:\\users\\yomaury\\anaconda3\\lib\\site-packages (from cufflinks) (1.23.5)\n",
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      "Collecting colorlover>=0.2.1\n",
      "  Downloading colorlover-0.3.0-py3-none-any.whl (8.9 kB)\n",
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      "Requirement already satisfied: soupsieve>1.2 in c:\\users\\yomaury\\anaconda3\\lib\\site-packages (from beautifulsoup4->nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->cufflinks) (2.3.2.post1)\n",
      "Requirement already satisfied: webencodings in c:\\users\\yomaury\\anaconda3\\lib\\site-packages (from bleach->nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->cufflinks) (0.5.1)\n",
      "Requirement already satisfied: sniffio>=1.1 in c:\\users\\yomaury\\anaconda3\\lib\\site-packages (from anyio<4,>=3.1.0->jupyter-server>=1.8->nbclassic>=0.4.7->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->cufflinks) (1.2.0)\n",
      "Requirement already satisfied: idna>=2.8 in c:\\users\\yomaury\\anaconda3\\lib\\site-packages (from anyio<4,>=3.1.0->jupyter-server>=1.8->nbclassic>=0.4.7->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->cufflinks) (3.4)\n",
      "Requirement already satisfied: pycparser in c:\\users\\yomaury\\anaconda3\\lib\\site-packages (from cffi>=1.0.1->argon2-cffi-bindings->argon2-cffi->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->cufflinks) (2.21)\n",
      "Building wheels for collected packages: cufflinks\n",
      "  Building wheel for cufflinks (setup.py): started\n",
      "  Building wheel for cufflinks (setup.py): finished with status 'done'\n",
      "  Created wheel for cufflinks: filename=cufflinks-0.17.3-py3-none-any.whl size=68725 sha256=581b20b1d4e50330fa5969dd93ddcd48ac91dbfb266d1ac60bf3ed681041df31\n",
      "  Stored in directory: c:\\users\\yomaury\\appdata\\local\\pip\\cache\\wheels\\b1\\8f\\ec\\b76ac80a14f3f5f59643cbc2eee7d78690b1bd158279f299dd\n",
      "Successfully built cufflinks\n",
      "Installing collected packages: colorlover, cufflinks\n",
      "Successfully installed colorlover-0.3.0 cufflinks-0.17.3\n"
     ]
    }
   ],
   "source": [
    "!pip install plotly\n",
    "!pip install pandas\n",
    "!pip install cufflinks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0d244a29-f3f1-40d9-ae38-11d7b494fac4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <script type=\"text/javascript\">\n",
       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
       "        if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
       "        if (typeof require !== 'undefined') {\n",
       "        require.undef(\"plotly\");\n",
       "        requirejs.config({\n",
       "            paths: {\n",
       "                'plotly': ['https://cdn.plot.ly/plotly-2.12.1.min']\n",
       "            }\n",
       "        });\n",
       "        require(['plotly'], function(Plotly) {\n",
       "            window._Plotly = Plotly;\n",
       "        });\n",
       "        }\n",
       "        </script>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import cufflinks as cf\n",
    "from IPython.display import display,HTML\n",
    "cf.set_config_file(sharing='public', theme='ggplot',offline=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1cb7f1f6-a7a8-4355-bbe5-3ef8a4d66cb8",
   "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>team1</th>\n",
       "      <th>team2</th>\n",
       "      <th>possession team1</th>\n",
       "      <th>possession team2</th>\n",
       "      <th>possession in contest</th>\n",
       "      <th>number of goals team1</th>\n",
       "      <th>number of goals team2</th>\n",
       "      <th>date</th>\n",
       "      <th>hour</th>\n",
       "      <th>category</th>\n",
       "      <th>...</th>\n",
       "      <th>penalties scored team1</th>\n",
       "      <th>penalties scored team2</th>\n",
       "      <th>goal preventions team1</th>\n",
       "      <th>goal preventions team2</th>\n",
       "      <th>own goals team1</th>\n",
       "      <th>own goals team2</th>\n",
       "      <th>forced turnovers team1</th>\n",
       "      <th>forced turnovers team2</th>\n",
       "      <th>defensive pressures applied team1</th>\n",
       "      <th>defensive pressures applied team2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>QATAR</td>\n",
       "      <td>ECUADOR</td>\n",
       "      <td>42%</td>\n",
       "      <td>50%</td>\n",
       "      <td>8%</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>20 NOV 2022</td>\n",
       "      <td>17 : 00</td>\n",
       "      <td>Group A</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>52</td>\n",
       "      <td>72</td>\n",
       "      <td>256</td>\n",
       "      <td>279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ENGLAND</td>\n",
       "      <td>IRAN</td>\n",
       "      <td>72%</td>\n",
       "      <td>19%</td>\n",
       "      <td>9%</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>21 NOV 2022</td>\n",
       "      <td>14 : 00</td>\n",
       "      <td>Group B</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>63</td>\n",
       "      <td>72</td>\n",
       "      <td>139</td>\n",
       "      <td>416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>SENEGAL</td>\n",
       "      <td>NETHERLANDS</td>\n",
       "      <td>44%</td>\n",
       "      <td>45%</td>\n",
       "      <td>11%</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>21 NOV 2022</td>\n",
       "      <td>17 : 00</td>\n",
       "      <td>Group A</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>63</td>\n",
       "      <td>73</td>\n",
       "      <td>263</td>\n",
       "      <td>251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>UNITED STATES</td>\n",
       "      <td>WALES</td>\n",
       "      <td>51%</td>\n",
       "      <td>39%</td>\n",
       "      <td>10%</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>21 NOV 2022</td>\n",
       "      <td>20 : 00</td>\n",
       "      <td>Group B</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>81</td>\n",
       "      <td>72</td>\n",
       "      <td>242</td>\n",
       "      <td>292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ARGENTINA</td>\n",
       "      <td>SAUDI ARABIA</td>\n",
       "      <td>64%</td>\n",
       "      <td>24%</td>\n",
       "      <td>12%</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>22 NOV 2022</td>\n",
       "      <td>11 : 00</td>\n",
       "      <td>Group C</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>65</td>\n",
       "      <td>80</td>\n",
       "      <td>163</td>\n",
       "      <td>361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>ENGLAND</td>\n",
       "      <td>FRANCE</td>\n",
       "      <td>54%</td>\n",
       "      <td>36%</td>\n",
       "      <td>10%</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>10 DEC 2022</td>\n",
       "      <td>20 : 00</td>\n",
       "      <td>Quarter-final</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>49</td>\n",
       "      <td>54</td>\n",
       "      <td>193</td>\n",
       "      <td>308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>ARGENTINA</td>\n",
       "      <td>CROATIA</td>\n",
       "      <td>34%</td>\n",
       "      <td>54%</td>\n",
       "      <td>12%</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>13 DEC 2022</td>\n",
       "      <td>20 : 00</td>\n",
       "      <td>Semi-final</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>85</td>\n",
       "      <td>63</td>\n",
       "      <td>321</td>\n",
       "      <td>260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>FRANCE</td>\n",
       "      <td>MOROCCO</td>\n",
       "      <td>34%</td>\n",
       "      <td>55%</td>\n",
       "      <td>11%</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>14 DEC 2022</td>\n",
       "      <td>20 : 00</td>\n",
       "      <td>Semi-final</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>72</td>\n",
       "      <td>47</td>\n",
       "      <td>328</td>\n",
       "      <td>218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>CROATIA</td>\n",
       "      <td>MOROCCO</td>\n",
       "      <td>45%</td>\n",
       "      <td>45%</td>\n",
       "      <td>10%</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>17 DEC 2022</td>\n",
       "      <td>16 : 00</td>\n",
       "      <td>Play-off for third place</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>75</td>\n",
       "      <td>72</td>\n",
       "      <td>288</td>\n",
       "      <td>277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>ARGENTINA</td>\n",
       "      <td>FRANCE</td>\n",
       "      <td>46%</td>\n",
       "      <td>40%</td>\n",
       "      <td>14%</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>18 DEC 2022</td>\n",
       "      <td>16 : 00</td>\n",
       "      <td>Final</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>87</td>\n",
       "      <td>104</td>\n",
       "      <td>280</td>\n",
       "      <td>409</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>64 rows × 88 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            team1         team2 possession team1 possession team2  \\\n",
       "0           QATAR       ECUADOR              42%              50%   \n",
       "1         ENGLAND          IRAN              72%              19%   \n",
       "2         SENEGAL   NETHERLANDS              44%              45%   \n",
       "3   UNITED STATES         WALES              51%              39%   \n",
       "4       ARGENTINA  SAUDI ARABIA              64%              24%   \n",
       "..            ...           ...              ...              ...   \n",
       "59        ENGLAND        FRANCE              54%              36%   \n",
       "60      ARGENTINA       CROATIA              34%              54%   \n",
       "61         FRANCE       MOROCCO              34%              55%   \n",
       "62        CROATIA       MOROCCO              45%              45%   \n",
       "63      ARGENTINA        FRANCE              46%              40%   \n",
       "\n",
       "   possession in contest  number of goals team1  number of goals team2  \\\n",
       "0                     8%                      0                      2   \n",
       "1                     9%                      6                      2   \n",
       "2                    11%                      0                      2   \n",
       "3                    10%                      1                      1   \n",
       "4                    12%                      1                      2   \n",
       "..                   ...                    ...                    ...   \n",
       "59                   10%                      1                      2   \n",
       "60                   12%                      3                      0   \n",
       "61                   11%                      2                      0   \n",
       "62                   10%                      2                      1   \n",
       "63                   14%                      3                      3   \n",
       "\n",
       "           date     hour                  category  ...  \\\n",
       "0   20 NOV 2022  17 : 00                   Group A  ...   \n",
       "1   21 NOV 2022  14 : 00                   Group B  ...   \n",
       "2   21 NOV 2022  17 : 00                   Group A  ...   \n",
       "3   21 NOV 2022  20 : 00                   Group B  ...   \n",
       "4   22 NOV 2022  11 : 00                   Group C  ...   \n",
       "..          ...      ...                       ...  ...   \n",
       "59  10 DEC 2022  20 : 00             Quarter-final  ...   \n",
       "60  13 DEC 2022  20 : 00                Semi-final  ...   \n",
       "61  14 DEC 2022  20 : 00                Semi-final  ...   \n",
       "62  17 DEC 2022  16 : 00  Play-off for third place  ...   \n",
       "63  18 DEC 2022  16 : 00                     Final  ...   \n",
       "\n",
       "    penalties scored team1  penalties scored team2  goal preventions team1  \\\n",
       "0                        0                       1                       6   \n",
       "1                        0                       1                       8   \n",
       "2                        0                       0                       9   \n",
       "3                        0                       1                       7   \n",
       "4                        1                       0                       4   \n",
       "..                     ...                     ...                     ...   \n",
       "59                       1                       0                       9   \n",
       "60                       1                       0                      12   \n",
       "61                       0                       0                      13   \n",
       "62                       0                       0                       7   \n",
       "63                       1                       2                      11   \n",
       "\n",
       "    goal preventions team2  own goals team1  own goals team2  \\\n",
       "0                        5                0                0   \n",
       "1                       13                0                0   \n",
       "2                       15                0                0   \n",
       "3                        7                0                0   \n",
       "4                       14                0                0   \n",
       "..                     ...              ...              ...   \n",
       "59                      15                0                0   \n",
       "60                      10                0                0   \n",
       "61                      14                0                0   \n",
       "62                      14                0                0   \n",
       "63                      21                0                0   \n",
       "\n",
       "    forced turnovers team1  forced turnovers team2  \\\n",
       "0                       52                      72   \n",
       "1                       63                      72   \n",
       "2                       63                      73   \n",
       "3                       81                      72   \n",
       "4                       65                      80   \n",
       "..                     ...                     ...   \n",
       "59                      49                      54   \n",
       "60                      85                      63   \n",
       "61                      72                      47   \n",
       "62                      75                      72   \n",
       "63                      87                     104   \n",
       "\n",
       "    defensive pressures applied team1  defensive pressures applied team2  \n",
       "0                                 256                                279  \n",
       "1                                 139                                416  \n",
       "2                                 263                                251  \n",
       "3                                 242                                292  \n",
       "4                                 163                                361  \n",
       "..                                ...                                ...  \n",
       "59                                193                                308  \n",
       "60                                321                                260  \n",
       "61                                328                                218  \n",
       "62                                288                                277  \n",
       "63                                280                                409  \n",
       "\n",
       "[64 rows x 88 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.read_csv('Fifa_world_cup_matches.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "08c449bd-6702-45f5-89c3-39335125bc31",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>date</th>\n",
       "      <th>01 DEC 2022</th>\n",
       "      <th>02 DEC 2022</th>\n",
       "      <th>03 DEC 2022</th>\n",
       "      <th>04 DEC 2022</th>\n",
       "      <th>05 DEC 2022</th>\n",
       "      <th>06 DEC 2022</th>\n",
       "      <th>09 DEC 2022</th>\n",
       "      <th>10 DEC 2022</th>\n",
       "      <th>13 DEC 2022</th>\n",
       "      <th>14 DEC 2022</th>\n",
       "      <th>...</th>\n",
       "      <th>21 NOV 2022</th>\n",
       "      <th>22 NOV 2022</th>\n",
       "      <th>23 NOV 2022</th>\n",
       "      <th>24 NOV 2022</th>\n",
       "      <th>25 NOV 2022</th>\n",
       "      <th>26 NOV 2022</th>\n",
       "      <th>27 NOV 2022</th>\n",
       "      <th>28 NOV 2022</th>\n",
       "      <th>29 NOV 2022</th>\n",
       "      <th>30 NOV 2022</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>team2</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ARGENTINA</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Quarter-final</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Group C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AUSTRALIA</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Round of 16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Group D</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Group D</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BELGIUM</th>\n",
       "      <td>Group F</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BRAZIL</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Group G</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Quarter-final</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CAMEROON</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Group G</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CANADA</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Group F</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Group F</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COSTA RICA</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Group E</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Group E</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CROATIA</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Round of 16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Semi-final</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Group F</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DENMARK</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Group D</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Group D</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ECUADOR</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Group A</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ENGLAND</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Group B</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FRANCE</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Quarter-final</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Group D</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GERMANY</th>\n",
       "      <td>Group E</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Group E</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GHANA</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Group H</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Group H</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IRAN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Group B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Group B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JAPAN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Group E</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KOREA REPUBLIC</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Round of 16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Group H</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MEXICO</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Group C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Group C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MOROCCO</th>\n",
       "      <td>Group F</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Semi-final</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Group F</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NETHERLANDS</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Group A</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>POLAND</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Round of 16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Group C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PORTUGAL</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Group H</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Quarter-final</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>QATAR</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Group A</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SAUDI ARABIA</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Group C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Group C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SENEGAL</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Round of 16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Group A</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Group A</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SERBIA</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Group G</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Group G</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SPAIN</th>\n",
       "      <td>Group E</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Round of 16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SWITZERLAND</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Group G</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Round of 16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Group G</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TUNISIA</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Group D</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UNITED STATES</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Round of 16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Group B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Group B</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>URUGUAY</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Group H</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Group H</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WALES</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Group B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>32 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "date           01 DEC 2022 02 DEC 2022  03 DEC 2022  04 DEC 2022  05 DEC 2022  \\\n",
       "team2                                                                           \n",
       "ARGENTINA              NaN         NaN          NaN          NaN          NaN   \n",
       "AUSTRALIA              NaN         NaN  Round of 16          NaN          NaN   \n",
       "BELGIUM            Group F         NaN          NaN          NaN          NaN   \n",
       "BRAZIL                 NaN     Group G          NaN          NaN          NaN   \n",
       "CAMEROON               NaN         NaN          NaN          NaN          NaN   \n",
       "CANADA                 NaN         NaN          NaN          NaN          NaN   \n",
       "COSTA RICA             NaN         NaN          NaN          NaN          NaN   \n",
       "CROATIA                NaN         NaN          NaN          NaN  Round of 16   \n",
       "DENMARK                NaN         NaN          NaN          NaN          NaN   \n",
       "ECUADOR                NaN         NaN          NaN          NaN          NaN   \n",
       "ENGLAND                NaN         NaN          NaN          NaN          NaN   \n",
       "FRANCE                 NaN         NaN          NaN          NaN          NaN   \n",
       "GERMANY            Group E         NaN          NaN          NaN          NaN   \n",
       "GHANA                  NaN         NaN          NaN          NaN          NaN   \n",
       "IRAN                   NaN         NaN          NaN          NaN          NaN   \n",
       "JAPAN                  NaN         NaN          NaN          NaN          NaN   \n",
       "KOREA REPUBLIC         NaN         NaN          NaN          NaN  Round of 16   \n",
       "MEXICO                 NaN         NaN          NaN          NaN          NaN   \n",
       "MOROCCO            Group F         NaN          NaN          NaN          NaN   \n",
       "NETHERLANDS            NaN         NaN          NaN          NaN          NaN   \n",
       "POLAND                 NaN         NaN          NaN  Round of 16          NaN   \n",
       "PORTUGAL               NaN     Group H          NaN          NaN          NaN   \n",
       "QATAR                  NaN         NaN          NaN          NaN          NaN   \n",
       "SAUDI ARABIA           NaN         NaN          NaN          NaN          NaN   \n",
       "SENEGAL                NaN         NaN          NaN  Round of 16          NaN   \n",
       "SERBIA                 NaN         NaN          NaN          NaN          NaN   \n",
       "SPAIN              Group E         NaN          NaN          NaN          NaN   \n",
       "SWITZERLAND            NaN     Group G          NaN          NaN          NaN   \n",
       "TUNISIA                NaN         NaN          NaN          NaN          NaN   \n",
       "UNITED STATES          NaN         NaN  Round of 16          NaN          NaN   \n",
       "URUGUAY                NaN     Group H          NaN          NaN          NaN   \n",
       "WALES                  NaN         NaN          NaN          NaN          NaN   \n",
       "\n",
       "date            06 DEC 2022    09 DEC 2022    10 DEC 2022 13 DEC 2022  \\\n",
       "team2                                                                   \n",
       "ARGENTINA               NaN  Quarter-final            NaN         NaN   \n",
       "AUSTRALIA               NaN            NaN            NaN         NaN   \n",
       "BELGIUM                 NaN            NaN            NaN         NaN   \n",
       "BRAZIL                  NaN  Quarter-final            NaN         NaN   \n",
       "CAMEROON                NaN            NaN            NaN         NaN   \n",
       "CANADA                  NaN            NaN            NaN         NaN   \n",
       "COSTA RICA              NaN            NaN            NaN         NaN   \n",
       "CROATIA                 NaN            NaN            NaN  Semi-final   \n",
       "DENMARK                 NaN            NaN            NaN         NaN   \n",
       "ECUADOR                 NaN            NaN            NaN         NaN   \n",
       "ENGLAND                 NaN            NaN            NaN         NaN   \n",
       "FRANCE                  NaN            NaN  Quarter-final         NaN   \n",
       "GERMANY                 NaN            NaN            NaN         NaN   \n",
       "GHANA                   NaN            NaN            NaN         NaN   \n",
       "IRAN                    NaN            NaN            NaN         NaN   \n",
       "JAPAN                   NaN            NaN            NaN         NaN   \n",
       "KOREA REPUBLIC          NaN            NaN            NaN         NaN   \n",
       "MEXICO                  NaN            NaN            NaN         NaN   \n",
       "MOROCCO                 NaN            NaN            NaN         NaN   \n",
       "NETHERLANDS             NaN            NaN            NaN         NaN   \n",
       "POLAND                  NaN            NaN            NaN         NaN   \n",
       "PORTUGAL                NaN            NaN  Quarter-final         NaN   \n",
       "QATAR                   NaN            NaN            NaN         NaN   \n",
       "SAUDI ARABIA            NaN            NaN            NaN         NaN   \n",
       "SENEGAL                 NaN            NaN            NaN         NaN   \n",
       "SERBIA                  NaN            NaN            NaN         NaN   \n",
       "SPAIN           Round of 16            NaN            NaN         NaN   \n",
       "SWITZERLAND     Round of 16            NaN            NaN         NaN   \n",
       "TUNISIA                 NaN            NaN            NaN         NaN   \n",
       "UNITED STATES           NaN            NaN            NaN         NaN   \n",
       "URUGUAY                 NaN            NaN            NaN         NaN   \n",
       "WALES                   NaN            NaN            NaN         NaN   \n",
       "\n",
       "date           14 DEC 2022  ... 21 NOV 2022 22 NOV 2022 23 NOV 2022  \\\n",
       "team2                       ...                                       \n",
       "ARGENTINA              NaN  ...         NaN         NaN         NaN   \n",
       "AUSTRALIA              NaN  ...         NaN     Group D         NaN   \n",
       "BELGIUM                NaN  ...         NaN         NaN         NaN   \n",
       "BRAZIL                 NaN  ...         NaN         NaN         NaN   \n",
       "CAMEROON               NaN  ...         NaN         NaN         NaN   \n",
       "CANADA                 NaN  ...         NaN         NaN     Group F   \n",
       "COSTA RICA             NaN  ...         NaN         NaN     Group E   \n",
       "CROATIA                NaN  ...         NaN         NaN     Group F   \n",
       "DENMARK                NaN  ...         NaN         NaN         NaN   \n",
       "ECUADOR                NaN  ...         NaN         NaN         NaN   \n",
       "ENGLAND                NaN  ...         NaN         NaN         NaN   \n",
       "FRANCE                 NaN  ...         NaN         NaN         NaN   \n",
       "GERMANY                NaN  ...         NaN         NaN         NaN   \n",
       "GHANA                  NaN  ...         NaN         NaN         NaN   \n",
       "IRAN                   NaN  ...     Group B         NaN         NaN   \n",
       "JAPAN                  NaN  ...         NaN         NaN     Group E   \n",
       "KOREA REPUBLIC         NaN  ...         NaN         NaN         NaN   \n",
       "MEXICO                 NaN  ...         NaN         NaN         NaN   \n",
       "MOROCCO         Semi-final  ...         NaN         NaN         NaN   \n",
       "NETHERLANDS            NaN  ...     Group A         NaN         NaN   \n",
       "POLAND                 NaN  ...         NaN     Group C         NaN   \n",
       "PORTUGAL               NaN  ...         NaN         NaN         NaN   \n",
       "QATAR                  NaN  ...         NaN         NaN         NaN   \n",
       "SAUDI ARABIA           NaN  ...         NaN     Group C         NaN   \n",
       "SENEGAL                NaN  ...         NaN         NaN         NaN   \n",
       "SERBIA                 NaN  ...         NaN         NaN         NaN   \n",
       "SPAIN                  NaN  ...         NaN         NaN         NaN   \n",
       "SWITZERLAND            NaN  ...         NaN         NaN         NaN   \n",
       "TUNISIA                NaN  ...         NaN     Group D         NaN   \n",
       "UNITED STATES          NaN  ...         NaN         NaN         NaN   \n",
       "URUGUAY                NaN  ...         NaN         NaN         NaN   \n",
       "WALES                  NaN  ...     Group B         NaN         NaN   \n",
       "\n",
       "date           24 NOV 2022 25 NOV 2022 26 NOV 2022 27 NOV 2022 28 NOV 2022  \\\n",
       "team2                                                                        \n",
       "ARGENTINA              NaN         NaN         NaN         NaN         NaN   \n",
       "AUSTRALIA              NaN         NaN     Group D         NaN         NaN   \n",
       "BELGIUM                NaN         NaN         NaN         NaN         NaN   \n",
       "BRAZIL                 NaN         NaN         NaN         NaN         NaN   \n",
       "CAMEROON           Group G         NaN         NaN         NaN         NaN   \n",
       "CANADA                 NaN         NaN         NaN     Group F         NaN   \n",
       "COSTA RICA             NaN         NaN         NaN     Group E         NaN   \n",
       "CROATIA                NaN         NaN         NaN         NaN         NaN   \n",
       "DENMARK                NaN         NaN     Group D         NaN         NaN   \n",
       "ECUADOR                NaN     Group A         NaN         NaN         NaN   \n",
       "ENGLAND                NaN         NaN         NaN         NaN         NaN   \n",
       "FRANCE                 NaN         NaN         NaN         NaN         NaN   \n",
       "GERMANY                NaN         NaN         NaN     Group E         NaN   \n",
       "GHANA              Group H         NaN         NaN         NaN     Group H   \n",
       "IRAN                   NaN     Group B         NaN         NaN         NaN   \n",
       "JAPAN                  NaN         NaN         NaN         NaN         NaN   \n",
       "KOREA REPUBLIC     Group H         NaN         NaN         NaN         NaN   \n",
       "MEXICO                 NaN         NaN     Group C         NaN         NaN   \n",
       "MOROCCO                NaN         NaN         NaN     Group F         NaN   \n",
       "NETHERLANDS            NaN         NaN         NaN         NaN         NaN   \n",
       "POLAND                 NaN         NaN         NaN         NaN         NaN   \n",
       "PORTUGAL               NaN         NaN         NaN         NaN         NaN   \n",
       "QATAR                  NaN         NaN         NaN         NaN         NaN   \n",
       "SAUDI ARABIA           NaN         NaN     Group C         NaN         NaN   \n",
       "SENEGAL                NaN     Group A         NaN         NaN         NaN   \n",
       "SERBIA             Group G         NaN         NaN         NaN     Group G   \n",
       "SPAIN                  NaN         NaN         NaN         NaN         NaN   \n",
       "SWITZERLAND            NaN         NaN         NaN         NaN     Group G   \n",
       "TUNISIA                NaN         NaN         NaN         NaN         NaN   \n",
       "UNITED STATES          NaN     Group B         NaN         NaN         NaN   \n",
       "URUGUAY                NaN         NaN         NaN         NaN     Group H   \n",
       "WALES                  NaN         NaN         NaN         NaN         NaN   \n",
       "\n",
       "date           29 NOV 2022 30 NOV 2022  \n",
       "team2                                   \n",
       "ARGENTINA              NaN     Group C  \n",
       "AUSTRALIA              NaN         NaN  \n",
       "BELGIUM                NaN         NaN  \n",
       "BRAZIL                 NaN         NaN  \n",
       "CAMEROON               NaN         NaN  \n",
       "CANADA                 NaN         NaN  \n",
       "COSTA RICA             NaN         NaN  \n",
       "CROATIA                NaN         NaN  \n",
       "DENMARK                NaN     Group D  \n",
       "ECUADOR                NaN         NaN  \n",
       "ENGLAND            Group B         NaN  \n",
       "FRANCE                 NaN     Group D  \n",
       "GERMANY                NaN         NaN  \n",
       "GHANA                  NaN         NaN  \n",
       "IRAN                   NaN         NaN  \n",
       "JAPAN                  NaN         NaN  \n",
       "KOREA REPUBLIC         NaN         NaN  \n",
       "MEXICO                 NaN     Group C  \n",
       "MOROCCO                NaN         NaN  \n",
       "NETHERLANDS            NaN         NaN  \n",
       "POLAND                 NaN         NaN  \n",
       "PORTUGAL               NaN         NaN  \n",
       "QATAR              Group A         NaN  \n",
       "SAUDI ARABIA           NaN         NaN  \n",
       "SENEGAL            Group A         NaN  \n",
       "SERBIA                 NaN         NaN  \n",
       "SPAIN                  NaN         NaN  \n",
       "SWITZERLAND            NaN         NaN  \n",
       "TUNISIA                NaN         NaN  \n",
       "UNITED STATES      Group B         NaN  \n",
       "URUGUAY                NaN         NaN  \n",
       "WALES                  NaN         NaN  \n",
       "\n",
       "[32 rows x 23 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_equipos = pd.read_csv('Fifa_world_cup_matches.csv')\n",
    "df_equipos = df_equipos.dropna()\n",
    "\n",
    "df_equipos.pivot(index='team2', columns='date',values='category')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "144c7f1a-b2e9-4da4-b7bf-acac429db8f9",
   "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>team1</th>\n",
       "      <th>team2</th>\n",
       "      <th>possession team1</th>\n",
       "      <th>possession team2</th>\n",
       "      <th>possession in contest</th>\n",
       "      <th>number of goals team1</th>\n",
       "      <th>number of goals team2</th>\n",
       "      <th>date</th>\n",
       "      <th>hour</th>\n",
       "      <th>category</th>\n",
       "      <th>...</th>\n",
       "      <th>penalties scored team1</th>\n",
       "      <th>penalties scored team2</th>\n",
       "      <th>goal preventions team1</th>\n",
       "      <th>goal preventions team2</th>\n",
       "      <th>own goals team1</th>\n",
       "      <th>own goals team2</th>\n",
       "      <th>forced turnovers team1</th>\n",
       "      <th>forced turnovers team2</th>\n",
       "      <th>defensive pressures applied team1</th>\n",
       "      <th>defensive pressures applied team2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>QATAR</td>\n",
       "      <td>ECUADOR</td>\n",
       "      <td>42%</td>\n",
       "      <td>50%</td>\n",
       "      <td>8%</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>20 NOV 2022</td>\n",
       "      <td>17 : 00</td>\n",
       "      <td>Group A</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>52</td>\n",
       "      <td>72</td>\n",
       "      <td>256</td>\n",
       "      <td>279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ENGLAND</td>\n",
       "      <td>IRAN</td>\n",
       "      <td>72%</td>\n",
       "      <td>19%</td>\n",
       "      <td>9%</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>21 NOV 2022</td>\n",
       "      <td>14 : 00</td>\n",
       "      <td>Group B</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>63</td>\n",
       "      <td>72</td>\n",
       "      <td>139</td>\n",
       "      <td>416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>SENEGAL</td>\n",
       "      <td>NETHERLANDS</td>\n",
       "      <td>44%</td>\n",
       "      <td>45%</td>\n",
       "      <td>11%</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>21 NOV 2022</td>\n",
       "      <td>17 : 00</td>\n",
       "      <td>Group A</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>63</td>\n",
       "      <td>73</td>\n",
       "      <td>263</td>\n",
       "      <td>251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>UNITED STATES</td>\n",
       "      <td>WALES</td>\n",
       "      <td>51%</td>\n",
       "      <td>39%</td>\n",
       "      <td>10%</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>21 NOV 2022</td>\n",
       "      <td>20 : 00</td>\n",
       "      <td>Group B</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>81</td>\n",
       "      <td>72</td>\n",
       "      <td>242</td>\n",
       "      <td>292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ARGENTINA</td>\n",
       "      <td>SAUDI ARABIA</td>\n",
       "      <td>64%</td>\n",
       "      <td>24%</td>\n",
       "      <td>12%</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>22 NOV 2022</td>\n",
       "      <td>11 : 00</td>\n",
       "      <td>Group C</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>65</td>\n",
       "      <td>80</td>\n",
       "      <td>163</td>\n",
       "      <td>361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>ENGLAND</td>\n",
       "      <td>FRANCE</td>\n",
       "      <td>54%</td>\n",
       "      <td>36%</td>\n",
       "      <td>10%</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>10 DEC 2022</td>\n",
       "      <td>20 : 00</td>\n",
       "      <td>Quarter-final</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>49</td>\n",
       "      <td>54</td>\n",
       "      <td>193</td>\n",
       "      <td>308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>ARGENTINA</td>\n",
       "      <td>CROATIA</td>\n",
       "      <td>34%</td>\n",
       "      <td>54%</td>\n",
       "      <td>12%</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>13 DEC 2022</td>\n",
       "      <td>20 : 00</td>\n",
       "      <td>Semi-final</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>85</td>\n",
       "      <td>63</td>\n",
       "      <td>321</td>\n",
       "      <td>260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>FRANCE</td>\n",
       "      <td>MOROCCO</td>\n",
       "      <td>34%</td>\n",
       "      <td>55%</td>\n",
       "      <td>11%</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>14 DEC 2022</td>\n",
       "      <td>20 : 00</td>\n",
       "      <td>Semi-final</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>72</td>\n",
       "      <td>47</td>\n",
       "      <td>328</td>\n",
       "      <td>218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>CROATIA</td>\n",
       "      <td>MOROCCO</td>\n",
       "      <td>45%</td>\n",
       "      <td>45%</td>\n",
       "      <td>10%</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>17 DEC 2022</td>\n",
       "      <td>16 : 00</td>\n",
       "      <td>Play-off for third place</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>75</td>\n",
       "      <td>72</td>\n",
       "      <td>288</td>\n",
       "      <td>277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>ARGENTINA</td>\n",
       "      <td>FRANCE</td>\n",
       "      <td>46%</td>\n",
       "      <td>40%</td>\n",
       "      <td>14%</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>18 DEC 2022</td>\n",
       "      <td>16 : 00</td>\n",
       "      <td>Final</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>87</td>\n",
       "      <td>104</td>\n",
       "      <td>280</td>\n",
       "      <td>409</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>64 rows × 88 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            team1         team2 possession team1 possession team2  \\\n",
       "0           QATAR       ECUADOR              42%              50%   \n",
       "1         ENGLAND          IRAN              72%              19%   \n",
       "2         SENEGAL   NETHERLANDS              44%              45%   \n",
       "3   UNITED STATES         WALES              51%              39%   \n",
       "4       ARGENTINA  SAUDI ARABIA              64%              24%   \n",
       "..            ...           ...              ...              ...   \n",
       "59        ENGLAND        FRANCE              54%              36%   \n",
       "60      ARGENTINA       CROATIA              34%              54%   \n",
       "61         FRANCE       MOROCCO              34%              55%   \n",
       "62        CROATIA       MOROCCO              45%              45%   \n",
       "63      ARGENTINA        FRANCE              46%              40%   \n",
       "\n",
       "   possession in contest  number of goals team1  number of goals team2  \\\n",
       "0                     8%                      0                      2   \n",
       "1                     9%                      6                      2   \n",
       "2                    11%                      0                      2   \n",
       "3                    10%                      1                      1   \n",
       "4                    12%                      1                      2   \n",
       "..                   ...                    ...                    ...   \n",
       "59                   10%                      1                      2   \n",
       "60                   12%                      3                      0   \n",
       "61                   11%                      2                      0   \n",
       "62                   10%                      2                      1   \n",
       "63                   14%                      3                      3   \n",
       "\n",
       "           date     hour                  category  ...  \\\n",
       "0   20 NOV 2022  17 : 00                   Group A  ...   \n",
       "1   21 NOV 2022  14 : 00                   Group B  ...   \n",
       "2   21 NOV 2022  17 : 00                   Group A  ...   \n",
       "3   21 NOV 2022  20 : 00                   Group B  ...   \n",
       "4   22 NOV 2022  11 : 00                   Group C  ...   \n",
       "..          ...      ...                       ...  ...   \n",
       "59  10 DEC 2022  20 : 00             Quarter-final  ...   \n",
       "60  13 DEC 2022  20 : 00                Semi-final  ...   \n",
       "61  14 DEC 2022  20 : 00                Semi-final  ...   \n",
       "62  17 DEC 2022  16 : 00  Play-off for third place  ...   \n",
       "63  18 DEC 2022  16 : 00                     Final  ...   \n",
       "\n",
       "    penalties scored team1  penalties scored team2  goal preventions team1  \\\n",
       "0                        0                       1                       6   \n",
       "1                        0                       1                       8   \n",
       "2                        0                       0                       9   \n",
       "3                        0                       1                       7   \n",
       "4                        1                       0                       4   \n",
       "..                     ...                     ...                     ...   \n",
       "59                       1                       0                       9   \n",
       "60                       1                       0                      12   \n",
       "61                       0                       0                      13   \n",
       "62                       0                       0                       7   \n",
       "63                       1                       2                      11   \n",
       "\n",
       "    goal preventions team2  own goals team1  own goals team2  \\\n",
       "0                        5                0                0   \n",
       "1                       13                0                0   \n",
       "2                       15                0                0   \n",
       "3                        7                0                0   \n",
       "4                       14                0                0   \n",
       "..                     ...              ...              ...   \n",
       "59                      15                0                0   \n",
       "60                      10                0                0   \n",
       "61                      14                0                0   \n",
       "62                      14                0                0   \n",
       "63                      21                0                0   \n",
       "\n",
       "    forced turnovers team1  forced turnovers team2  \\\n",
       "0                       52                      72   \n",
       "1                       63                      72   \n",
       "2                       63                      73   \n",
       "3                       81                      72   \n",
       "4                       65                      80   \n",
       "..                     ...                     ...   \n",
       "59                      49                      54   \n",
       "60                      85                      63   \n",
       "61                      72                      47   \n",
       "62                      75                      72   \n",
       "63                      87                     104   \n",
       "\n",
       "    defensive pressures applied team1  defensive pressures applied team2  \n",
       "0                                 256                                279  \n",
       "1                                 139                                416  \n",
       "2                                 263                                251  \n",
       "3                                 242                                292  \n",
       "4                                 163                                361  \n",
       "..                                ...                                ...  \n",
       "59                                193                                308  \n",
       "60                                321                                260  \n",
       "61                                328                                218  \n",
       "62                                288                                277  \n",
       "63                                280                                409  \n",
       "\n",
       "[64 rows x 88 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
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