Competitions 03 (FBRef).ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "342b795a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "from bs4 import BeautifulSoup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6bf58fc8",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import json\n",
    "import lxml"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "779ad4a7",
   "metadata": {},
   "source": [
    "# Europa Conference League (16/02/24)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1d23cd62",
   "metadata": {},
   "outputs": [],
   "source": [
    "dfs = pd.read_html('https://fbref.com/en/comps/882/Europa-Conference-League-Stats')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "bc74169f",
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   },
   "outputs": [
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       "      <th>GD</th>\n",
       "      <th>Pts</th>\n",
       "      <th>xG</th>\n",
       "      <th>xGA</th>\n",
       "      <th>xGD</th>\n",
       "      <th>xGD/90</th>\n",
       "      <th>Notes</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>fr Lille</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>14</td>\n",
       "      <td>12.7</td>\n",
       "      <td>4.4</td>\n",
       "      <td>8.3</td>\n",
       "      <td>1.38</td>\n",
       "      <td>→ Round of 16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>sk Slovan Bratislava</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>8.3</td>\n",
       "      <td>7.4</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.15</td>\n",
       "      <td>→ Knockout round play-offs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>si Olimpija</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>-5</td>\n",
       "      <td>6</td>\n",
       "      <td>5.1</td>\n",
       "      <td>10.8</td>\n",
       "      <td>-5.7</td>\n",
       "      <td>-0.95</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>fo KÍ</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>9</td>\n",
       "      <td>-4</td>\n",
       "      <td>4</td>\n",
       "      <td>6.1</td>\n",
       "      <td>9.6</td>\n",
       "      <td>-3.5</td>\n",
       "      <td>-0.59</td>\n",
       "      <td>NaN</td>\n",
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      "text/plain": [
       "   Rk                 Squad  MP  W  D  L  GF  GA  GD  Pts    xG   xGA  xGD  \\\n",
       "0   1              fr Lille   6  4  2  0  10   2   8   14  12.7   4.4  8.3   \n",
       "1   2  sk Slovan Bratislava   6  3  1  2   8   7   1   10   8.3   7.4  0.9   \n",
       "2   3           si Olimpija   6  2  0  4   4   9  -5    6   5.1  10.8 -5.7   \n",
       "3   4                 fo KÍ   6  1  1  4   5   9  -4    4   6.1   9.6 -3.5   \n",
       "\n",
       "   xGD/90                       Notes  \n",
       "0    1.38               → Round of 16  \n",
       "1    0.15  → Knockout round play-offs  \n",
       "2   -0.95                         NaN  \n",
       "3   -0.59                         NaN  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfs[0] #Group stage - Group A"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "cb22513e",
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       "      <th>Notes</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>il Maccabi Tel Aviv</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>15</td>\n",
       "      <td>7.2</td>\n",
       "      <td>8.6</td>\n",
       "      <td>-1.4</td>\n",
       "      <td>-0.24</td>\n",
       "      <td>→ Round of 16</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>be Gent</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>16</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "      <td>13</td>\n",
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       "      <td>6.4</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>→ Knockout round play-offs</td>\n",
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       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>ua Zorya Luhansk</td>\n",
       "      <td>6</td>\n",
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       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>-1</td>\n",
       "      <td>7</td>\n",
       "      <td>7.0</td>\n",
       "      <td>9.9</td>\n",
       "      <td>-2.9</td>\n",
       "      <td>-0.48</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>is Breiðablik</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>18</td>\n",
       "      <td>-13</td>\n",
       "      <td>0</td>\n",
       "      <td>8.7</td>\n",
       "      <td>10.4</td>\n",
       "      <td>-1.7</td>\n",
       "      <td>-0.29</td>\n",
       "      <td>NaN</td>\n",
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      "text/plain": [
       "   Rk                Squad  MP  W  D  L  GF  GA  GD  Pts    xG   xGA  xGD  \\\n",
       "0   1  il Maccabi Tel Aviv   6  5  0  1  14   9   5   15   7.2   8.6 -1.4   \n",
       "1   2              be Gent   6  4  1  1  16   7   9   13  12.4   6.4  6.0   \n",
       "2   3     ua Zorya Luhansk   6  2  1  3  10  11  -1    7   7.0   9.9 -2.9   \n",
       "3   4        is Breiðablik   6  0  0  6   5  18 -13    0   8.7  10.4 -1.7   \n",
       "\n",
       "   xGD/90                       Notes  \n",
       "0   -0.24               → Round of 16  \n",
       "1    1.00  → Knockout round play-offs  \n",
       "2   -0.48                         NaN  \n",
       "3   -0.29                         NaN  "
      ]
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     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfs[1] #Group stage - Group B"
   ]
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   "cell_type": "code",
   "execution_count": 6,
   "id": "0b15d19b",
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       "      <td>cz Viktoria Plzeň</td>\n",
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       "      <td>9</td>\n",
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       "      <td>2.9</td>\n",
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       "      <td>1.25</td>\n",
       "      <td>→ Round of 16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>hr Dinamo Zagreb</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
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       "      <td>9</td>\n",
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       "      <td>1.5</td>\n",
       "      <td>0.25</td>\n",
       "      <td>→ Knockout round play-offs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>kz Astana FK</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>13</td>\n",
       "      <td>-9</td>\n",
       "      <td>4</td>\n",
       "      <td>4.5</td>\n",
       "      <td>10.8</td>\n",
       "      <td>-6.3</td>\n",
       "      <td>-1.05</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>xk KF Ballkani Therandë</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>-4</td>\n",
       "      <td>4</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>-2.7</td>\n",
       "      <td>-0.46</td>\n",
       "      <td>NaN</td>\n",
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      "text/plain": [
       "   Rk                    Squad  MP  W  D  L  GF  GA  GD  Pts    xG   xGA  xGD  \\\n",
       "0   1        cz Viktoria Plzeň   6  6  0  0   9   1   8   18  10.4   2.9  7.5   \n",
       "1   2         hr Dinamo Zagreb   6  3  0  3  10   5   5    9   8.5   7.0  1.5   \n",
       "2   3             kz Astana FK   6  1  1  4   4  13  -9    4   4.5  10.8 -6.3   \n",
       "3   4  xk KF Ballkani Therandë   6  1  1  4   3   7  -4    4   4.0   6.8 -2.7   \n",
       "\n",
       "   xGD/90                       Notes  \n",
       "0    1.25               → Round of 16  \n",
       "1    0.25  → Knockout round play-offs  \n",
       "2   -1.05                         NaN  \n",
       "3   -0.46                         NaN  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "dfs[2] #Group stage - Group C"
   ]
  },
  {
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   "execution_count": 7,
   "id": "14aa7f23",
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       "      <th>0</th>\n",
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       "      <td>be Club Brugge</td>\n",
       "      <td>6</td>\n",
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       "      <td>15</td>\n",
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       "      <td>12</td>\n",
       "      <td>16</td>\n",
       "      <td>13.3</td>\n",
       "      <td>5.7</td>\n",
       "      <td>7.6</td>\n",
       "      <td>1.27</td>\n",
       "      <td>→ Round of 16</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>no Bodø/Glimt</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
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       "      <td>2</td>\n",
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       "      <td>10</td>\n",
       "      <td>9.5</td>\n",
       "      <td>6.4</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>→ Knockout round play-offs</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>tr Beşiktaş</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>14</td>\n",
       "      <td>-7</td>\n",
       "      <td>4</td>\n",
       "      <td>5.1</td>\n",
       "      <td>14.5</td>\n",
       "      <td>-9.3</td>\n",
       "      <td>-1.56</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>ch Lugano</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>14</td>\n",
       "      <td>-8</td>\n",
       "      <td>4</td>\n",
       "      <td>7.8</td>\n",
       "      <td>9.1</td>\n",
       "      <td>-1.3</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
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      ],
      "text/plain": [
       "   Rk           Squad  MP  W  D  L  GF  GA  GD  Pts    xG   xGA  xGD  xGD/90  \\\n",
       "0   1  be Club Brugge   6  5  1  0  15   3  12   16  13.3   5.7  7.6    1.27   \n",
       "1   2   no Bodø/Glimt   6  3  1  2  11   8   3   10   9.5   6.4  3.0    0.50   \n",
       "2   3     tr Beşiktaş   6  1  1  4   7  14  -7    4   5.1  14.5 -9.3   -1.56   \n",
       "3   4       ch Lugano   6  1  1  4   6  14  -8    4   7.8   9.1 -1.3   -0.22   \n",
       "\n",
       "                        Notes  \n",
       "0               → Round of 16  \n",
       "1  → Knockout round play-offs  \n",
       "2                         NaN  \n",
       "3                         NaN  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfs[3] #Group stage - Group D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b9a58532",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>eng Aston Villa</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>7</td>\n",
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       "      <td>→ Round of 16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>pl Legia Warsaw</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
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       "      <td>4.8</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.24</td>\n",
       "      <td>→ Knockout round play-offs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>nl AZ Alkmaar</td>\n",
       "      <td>6</td>\n",
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       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>12</td>\n",
       "      <td>-5</td>\n",
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       "      <td>5.6</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>4</td>\n",
       "      <td>ba Zrinjski Mostar</td>\n",
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       "      <td>-5.1</td>\n",
       "      <td>-0.84</td>\n",
       "      <td>NaN</td>\n",
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      "text/plain": [
       "   Rk               Squad  MP  W  D  L  GF  GA  GD  Pts   xG  xGA  xGD  \\\n",
       "0   1     eng Aston Villa   6  4  1  1  12   7   5   13  8.3  4.8  3.6   \n",
       "1   2     pl Legia Warsaw   6  4  0  2  10   6   4   12  6.3  4.8  1.4   \n",
       "2   3       nl AZ Alkmaar   6  2  0  4   7  12  -5    6  5.6  5.5  0.0   \n",
       "3   4  ba Zrinjski Mostar   6  1  1  4   6  10  -4    4  3.8  8.8 -5.1   \n",
       "\n",
       "   xGD/90                       Notes  \n",
       "0    0.60               → Round of 16  \n",
       "1    0.24  → Knockout round play-offs  \n",
       "2    0.01                         NaN  \n",
       "3   -0.84                         NaN  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
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    }
   ],
   "source": [
    "dfs[4] #Group stage - Group E"
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  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "7d5ca8b6",
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       "   Rk           Squad  MP  W  D  L  GF  GA  GD  Pts    xG   xGA   xGD  xGD/90  \\\n",
       "0   1   it Fiorentina   6  3  3  0  14   6   8   12  11.0   5.3   5.7    0.95   \n",
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       "2   3         be Genk   6  2  3  1   8   5   3    9  10.0   8.0   1.9    0.32   \n",
       "3   4    rs Čukarički   6  0  0  6   2  16 -14    0   3.1  13.1 -10.0   -1.66   \n",
       "\n",
       "                        Notes  \n",
       "0               → Round of 16  \n",
       "1  → Knockout round play-offs  \n",
       "2                         NaN  \n",
       "3                         NaN  "
      ]
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     "execution_count": 9,
     "metadata": {},
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   "source": [
    "dfs[5] #Group stage - Group F"
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  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "df7ea1fe",
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       "      <td>-1.33</td>\n",
       "      <td>NaN</td>\n",
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      "text/plain": [
       "   Rk              Squad  MP  W  D  L  GF  GA  GD  Pts    xG   xGA  xGD  \\\n",
       "0   1            gr PAOK   6  5  1  0  16  10   6   16  12.5   6.8  5.7   \n",
       "1   2  de Eint Frankfurt   6  3  0  3  11   7   4    9  10.7   5.5  5.2   \n",
       "2   3       sct Aberdeen   6  1  3  2  10  10   0    6   6.1   9.1 -2.9   \n",
       "3   4             fi HJK   6  0  2  4   7  17 -10    2   5.9  13.9 -8.0   \n",
       "\n",
       "   xGD/90                       Notes  \n",
       "0    0.95               → Round of 16  \n",
       "1    0.87  → Knockout round play-offs  \n",
       "2   -0.49                         NaN  \n",
       "3   -1.33                         NaN  "
      ]
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     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "dfs[6] #Group stage - Group G"
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  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "133a3932",
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      "text/plain": [
       "   Rk              Squad  MP  W  D  L  GF  GA  GD  Pts    xG   xGA   xGD  \\\n",
       "0   1      tr Fenerbahçe   6  4  0  2  13  11   2   12  10.4   6.1   4.3   \n",
       "1   2      bg Ludogorets   6  4  0  2  11  11   0   12   9.8   7.8   2.0   \n",
       "2   3    dk Nordsjælland   6  3  1  2  17   7  10   10  12.6   7.3   5.3   \n",
       "3   4  sk Spartak Trnava   6  0  1  5   3  15 -12    1   3.9  15.5 -11.6   \n",
       "\n",
       "   xGD/90                       Notes  \n",
       "0    0.72               → Round of 16  \n",
       "1    0.34  → Knockout round play-offs  \n",
       "2    0.88                         NaN  \n",
       "3   -1.94                         NaN  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfs[7] #Group stage - Group H"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "1c1ed2ba",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rk</th>\n",
       "      <th>Squad</th>\n",
       "      <th>MP</th>\n",
       "      <th>W</th>\n",
       "      <th>D</th>\n",
       "      <th>L</th>\n",
       "      <th>GF</th>\n",
       "      <th>GA</th>\n",
       "      <th>GD</th>\n",
       "      <th>Pts</th>\n",
       "      <th>xG</th>\n",
       "      <th>xGA</th>\n",
       "      <th>xGD</th>\n",
       "      <th>xGD/90</th>\n",
       "      <th>Last 5</th>\n",
       "      <th>Attendance</th>\n",
       "      <th>Top Team Scorer</th>\n",
       "      <th>Goalkeeper</th>\n",
       "      <th>Notes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>KO</td>\n",
       "      <td>be Gent</td>\n",
       "      <td>8.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>15.5</td>\n",
       "      <td>7.6</td>\n",
       "      <td>7.9</td>\n",
       "      <td>0.99</td>\n",
       "      <td>L W D D L</td>\n",
       "      <td>7678.0</td>\n",
       "      <td>Gift Orban - 5</td>\n",
       "      <td>Davy Roef</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>KO</td>\n",
       "      <td>bg Ludogorets</td>\n",
       "      <td>8.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>11.5</td>\n",
       "      <td>9.7</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.22</td>\n",
       "      <td>D W L W W</td>\n",
       "      <td>5796.0</td>\n",
       "      <td>Jakub Piotrowski - 4</td>\n",
       "      <td>Sergio Padt</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>KO</td>\n",
       "      <td>pl Legia Warsaw</td>\n",
       "      <td>8.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>8.5</td>\n",
       "      <td>8.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.04</td>\n",
       "      <td>L D L D D</td>\n",
       "      <td>19947.0</td>\n",
       "      <td>Ernest Muçi - 3</td>\n",
       "      <td>Kacper Tobiasz</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>KO</td>\n",
       "      <td>no Bodø/Glimt</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>13.6</td>\n",
       "      <td>10.4</td>\n",
       "      <td>3.2</td>\n",
       "      <td>0.40</td>\n",
       "      <td>W W L D L</td>\n",
       "      <td>5223.0</td>\n",
       "      <td>Amahl Pellegrino, Faris Pemi Moumbagna... - 3</td>\n",
       "      <td>Nikita Haikin</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>KO</td>\n",
       "      <td>de Eint Frankfurt</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>13.5</td>\n",
       "      <td>7.9</td>\n",
       "      <td>5.6</td>\n",
       "      <td>0.70</td>\n",
       "      <td>D D L D W</td>\n",
       "      <td>42250.0</td>\n",
       "      <td>Omar Marmoush - 4</td>\n",
       "      <td>Kevin Trapp</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>KO</td>\n",
       "      <td>hu Ferencváros</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.1</td>\n",
       "      <td>10.3</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>W L L W W</td>\n",
       "      <td>14661.0</td>\n",
       "      <td>Aleksandar Pešić - 3</td>\n",
       "      <td>Dénes Dibusz</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>KO</td>\n",
       "      <td>sk Slovan Bratislava</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.7</td>\n",
       "      <td>11.2</td>\n",
       "      <td>-0.6</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>D W L L L</td>\n",
       "      <td>12096.0</td>\n",
       "      <td>Aleksandar Čavrić - 4</td>\n",
       "      <td>Milan Borjan</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>KO</td>\n",
       "      <td>es Betis</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.7</td>\n",
       "      <td>2.4</td>\n",
       "      <td>-0.7</td>\n",
       "      <td>-0.36</td>\n",
       "      <td>L D D W L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cédric Bakambu - 1</td>\n",
       "      <td>Rui Silva</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</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>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>9</th>\n",
       "      <td>R16</td>\n",
       "      <td>cz Viktoria Plzeň</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>10.4</td>\n",
       "      <td>2.9</td>\n",
       "      <td>7.5</td>\n",
       "      <td>1.25</td>\n",
       "      <td>D W W W W</td>\n",
       "      <td>9594.0</td>\n",
       "      <td>Tomáš Chorý - 3</td>\n",
       "      <td>Jindřich Staněk, Viktor Baier</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>R16</td>\n",
       "      <td>be Club Brugge</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>13.3</td>\n",
       "      <td>5.7</td>\n",
       "      <td>7.6</td>\n",
       "      <td>1.27</td>\n",
       "      <td>L W D L W</td>\n",
       "      <td>16923.0</td>\n",
       "      <td>Hans Vanaken, Thiago - 4</td>\n",
       "      <td>Simon Mignolet</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>R16</td>\n",
       "      <td>gr PAOK</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>6.8</td>\n",
       "      <td>5.7</td>\n",
       "      <td>0.95</td>\n",
       "      <td>D L W W W</td>\n",
       "      <td>18088.0</td>\n",
       "      <td>Andrija Živković, Kiril Despodov... - 2</td>\n",
       "      <td>Dominik Kotarski</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>R16</td>\n",
       "      <td>il Maccabi Tel Aviv</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7.2</td>\n",
       "      <td>8.6</td>\n",
       "      <td>-1.4</td>\n",
       "      <td>-0.24</td>\n",
       "      <td>L W W W W</td>\n",
       "      <td>6186.0</td>\n",
       "      <td>Eran Zahavi - 5</td>\n",
       "      <td>Orlando Mosquera</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>R16</td>\n",
       "      <td>fr Lille</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>12.7</td>\n",
       "      <td>4.4</td>\n",
       "      <td>8.3</td>\n",
       "      <td>1.38</td>\n",
       "      <td>L L W L W</td>\n",
       "      <td>17829.0</td>\n",
       "      <td>Yusuf Yazıcı - 4</td>\n",
       "      <td>Lucas Chevalier</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>R16</td>\n",
       "      <td>hr Dinamo Zagreb</td>\n",
       "      <td>8.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>10.9</td>\n",
       "      <td>8.7</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0.28</td>\n",
       "      <td>W W D W D</td>\n",
       "      <td>6115.0</td>\n",
       "      <td>Bruno Petković - 5</td>\n",
       "      <td>Ivan Nevistić</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>R16</td>\n",
       "      <td>eng Aston Villa</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>8.3</td>\n",
       "      <td>4.8</td>\n",
       "      <td>3.6</td>\n",
       "      <td>0.60</td>\n",
       "      <td>L L W W W</td>\n",
       "      <td>36783.0</td>\n",
       "      <td>John McGinn, Ollie Watkins - 2</td>\n",
       "      <td>Emiliano Martínez</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>R16</td>\n",
       "      <td>it Fiorentina</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>5.3</td>\n",
       "      <td>5.7</td>\n",
       "      <td>0.95</td>\n",
       "      <td>W L D W D</td>\n",
       "      <td>17463.0</td>\n",
       "      <td>Luca Ranieri - 3</td>\n",
       "      <td>Oliver Christensen</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>R16</td>\n",
       "      <td>tr Fenerbahçe</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>10.4</td>\n",
       "      <td>6.1</td>\n",
       "      <td>4.3</td>\n",
       "      <td>0.72</td>\n",
       "      <td>W D W W W</td>\n",
       "      <td>35220.0</td>\n",
       "      <td>Michy Batshuayi - 3</td>\n",
       "      <td>Dominik Livaković, İrfan Can Eğribayat</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>R16</td>\n",
       "      <td>no Molde</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.4</td>\n",
       "      <td>2.2</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.57</td>\n",
       "      <td>D D L W W</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fredrik Gulbrandsen - 4</td>\n",
       "      <td>Oliver Petersen</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>R16</td>\n",
       "      <td>at Sturm Graz</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.9</td>\n",
       "      <td>2.4</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.75</td>\n",
       "      <td>W D W W W</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mika Biereth - 2</td>\n",
       "      <td>Vitezslav Jaros</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>R16</td>\n",
       "      <td>gr Olympiacos</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.4</td>\n",
       "      <td>0.9</td>\n",
       "      <td>2.5</td>\n",
       "      <td>1.23</td>\n",
       "      <td>W W W W W</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ayoub El Kaabi - 2</td>\n",
       "      <td>Alexandros Paschalakis</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>R16</td>\n",
       "      <td>nl Ajax</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.9</td>\n",
       "      <td>4.1</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>-0.09</td>\n",
       "      <td>D D W L W</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Steven Berghuis - 2</td>\n",
       "      <td>Diant Ramaj</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>R16</td>\n",
       "      <td>be Union SG</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.8</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>-0.19</td>\n",
       "      <td>D W W W W</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mathias Rasmussen, Gustaf Nilsson... - 1</td>\n",
       "      <td>Heinz Lindner, Anthony Moris</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>R16</td>\n",
       "      <td>il Maccabi Haifa</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.2</td>\n",
       "      <td>3.1</td>\n",
       "      <td>-1.9</td>\n",
       "      <td>-0.95</td>\n",
       "      <td>L D W W D</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Frantzdy Pierrot - 2</td>\n",
       "      <td>Shareef Keouf</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>R16</td>\n",
       "      <td>ch Servette FC</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.15</td>\n",
       "      <td>D W W W W</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Timothé Cognat - 1</td>\n",
       "      <td>Jérémy Frick</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</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>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>26</th>\n",
       "      <td>GR</td>\n",
       "      <td>dk Nordsjælland</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>12.6</td>\n",
       "      <td>7.3</td>\n",
       "      <td>5.3</td>\n",
       "      <td>0.88</td>\n",
       "      <td>D L W L W</td>\n",
       "      <td>5551.0</td>\n",
       "      <td>Benjamin Nygren - 5</td>\n",
       "      <td>Andreas Hansen</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>GR</td>\n",
       "      <td>be Genk</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.32</td>\n",
       "      <td>L D W W L</td>\n",
       "      <td>10754.0</td>\n",
       "      <td>Bryan Heynen, Joseph Paintsil - 2</td>\n",
       "      <td>Maarten Vandevoordt</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>GR</td>\n",
       "      <td>ua Zorya Luhansk</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>9.9</td>\n",
       "      <td>-2.9</td>\n",
       "      <td>-0.48</td>\n",
       "      <td>D D W W D</td>\n",
       "      <td>581.0</td>\n",
       "      <td>Eduardo Guerrero, Ihor Horbach - 3</td>\n",
       "      <td>Mykyta Turbaievskyi</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>GR</td>\n",
       "      <td>sct Aberdeen</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>9.1</td>\n",
       "      <td>-2.9</td>\n",
       "      <td>-0.49</td>\n",
       "      <td>D D L L L</td>\n",
       "      <td>15626.0</td>\n",
       "      <td>Duk - 3</td>\n",
       "      <td>Kelle Roos</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>GR</td>\n",
       "      <td>nl AZ Alkmaar</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.6</td>\n",
       "      <td>5.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>L D W W D</td>\n",
       "      <td>16001.0</td>\n",
       "      <td>Vangelis Pavlidis - 3</td>\n",
       "      <td>Mathew Ryan</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>GR</td>\n",
       "      <td>si Olimpija</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>10.8</td>\n",
       "      <td>-5.7</td>\n",
       "      <td>-0.95</td>\n",
       "      <td>L L W L W</td>\n",
       "      <td>3804.0</td>\n",
       "      <td>Pedro Lucas - 2</td>\n",
       "      <td>Denis Pintol</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>GR</td>\n",
       "      <td>ba Zrinjski Mostar</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.8</td>\n",
       "      <td>8.8</td>\n",
       "      <td>-5.1</td>\n",
       "      <td>-0.84</td>\n",
       "      <td>L L L L D</td>\n",
       "      <td>6003.0</td>\n",
       "      <td>Zvonimir Kožulj - 2</td>\n",
       "      <td>Marko Marić</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>GR</td>\n",
       "      <td>fo KÍ</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>9.6</td>\n",
       "      <td>-3.5</td>\n",
       "      <td>-0.59</td>\n",
       "      <td>D W L L L</td>\n",
       "      <td>1520.0</td>\n",
       "      <td>Páll Klettskarð, René Joensen... - 1</td>\n",
       "      <td>Nils Jonatan Johansson</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>GR</td>\n",
       "      <td>xk KF Ballkani Therandë</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>-2.7</td>\n",
       "      <td>-0.46</td>\n",
       "      <td>W L D L L</td>\n",
       "      <td>6354.0</td>\n",
       "      <td>Edvin Kuč, Walid Hamidi... - 1</td>\n",
       "      <td>Enea Koliçi</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>GR</td>\n",
       "      <td>tr Beşiktaş</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>-7.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>14.5</td>\n",
       "      <td>-9.3</td>\n",
       "      <td>-1.56</td>\n",
       "      <td>W D W W L</td>\n",
       "      <td>18328.0</td>\n",
       "      <td>Vincent Aboubakar, Cenk Tosun - 2</td>\n",
       "      <td>Mert Günok, Ersin Destanoğlu</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>GR</td>\n",
       "      <td>ch Lugano</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>-8.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>7.8</td>\n",
       "      <td>9.1</td>\n",
       "      <td>-1.3</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>W D L W W</td>\n",
       "      <td>3632.0</td>\n",
       "      <td>Shkelqim Vladi - 2</td>\n",
       "      <td>Amir Saipi</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>GR</td>\n",
       "      <td>kz Astana FK</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>-9.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>10.8</td>\n",
       "      <td>-6.3</td>\n",
       "      <td>-1.05</td>\n",
       "      <td>L W D L L</td>\n",
       "      <td>20024.0</td>\n",
       "      <td>Kamo Hovhannisyan - 2</td>\n",
       "      <td>Josip Condric</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>GR</td>\n",
       "      <td>fi HJK</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.9</td>\n",
       "      <td>13.9</td>\n",
       "      <td>-8.0</td>\n",
       "      <td>-1.33</td>\n",
       "      <td>L L L D L</td>\n",
       "      <td>9235.0</td>\n",
       "      <td>Bojan Radulovic - 3</td>\n",
       "      <td>Niki Mäenpää</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>GR</td>\n",
       "      <td>sk Spartak Trnava</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>-12.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.9</td>\n",
       "      <td>15.5</td>\n",
       "      <td>-11.6</td>\n",
       "      <td>-1.94</td>\n",
       "      <td>L L D L L</td>\n",
       "      <td>13408.0</td>\n",
       "      <td>Michal Ďuriš, Erik Daniel... - 1</td>\n",
       "      <td>Dominik Takáč</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>GR</td>\n",
       "      <td>is Breiðablik</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>-13.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.7</td>\n",
       "      <td>10.4</td>\n",
       "      <td>-1.7</td>\n",
       "      <td>-0.29</td>\n",
       "      <td>L L L L L</td>\n",
       "      <td>1193.0</td>\n",
       "      <td>Klæmint Olsen, Ja­son Daði Svanþórs­son - 2</td>\n",
       "      <td>Anton Ari Einarsson</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>GR</td>\n",
       "      <td>rs Čukarički</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>-14.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.1</td>\n",
       "      <td>13.1</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>-1.66</td>\n",
       "      <td>W W W L W</td>\n",
       "      <td>2413.0</td>\n",
       "      <td>Đorđe Ivanović, Luka Adžić - 1</td>\n",
       "      <td>Nemanja Belić</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Rk                    Squad   MP    W    D    L    GF    GA    GD   Pts  \\\n",
       "0    KO                  be Gent  8.0  4.0  2.0  2.0  17.0   9.0   8.0  14.0   \n",
       "1    KO            bg Ludogorets  8.0  4.0  1.0  3.0  11.0  12.0  -1.0  13.0   \n",
       "2    KO          pl Legia Warsaw  8.0  4.0  0.0  4.0  12.0  12.0   0.0  12.0   \n",
       "3    KO            no Bodø/Glimt  8.0  3.0  2.0  3.0  14.0  12.0   2.0  11.0   \n",
       "4    KO        de Eint Frankfurt  8.0  3.0  1.0  4.0  14.0  11.0   3.0  10.0   \n",
       "5    KO           hu Ferencváros  8.0  2.0  4.0  2.0   9.0   8.0   1.0  10.0   \n",
       "6    KO     sk Slovan Bratislava  8.0  3.0  1.0  4.0   9.0  12.0  -3.0  10.0   \n",
       "7    KO                 es Betis  2.0  0.0  1.0  1.0   1.0   2.0  -1.0   1.0   \n",
       "8   NaN                      NaN  NaN  NaN  NaN  NaN   NaN   NaN   NaN   NaN   \n",
       "9   R16        cz Viktoria Plzeň  6.0  6.0  0.0  0.0   9.0   1.0   8.0  18.0   \n",
       "10  R16           be Club Brugge  6.0  5.0  1.0  0.0  15.0   3.0  12.0  16.0   \n",
       "11  R16                  gr PAOK  6.0  5.0  1.0  0.0  16.0  10.0   6.0  16.0   \n",
       "12  R16      il Maccabi Tel Aviv  6.0  5.0  0.0  1.0  14.0   9.0   5.0  15.0   \n",
       "13  R16                 fr Lille  6.0  4.0  2.0  0.0  10.0   2.0   8.0  14.0   \n",
       "14  R16         hr Dinamo Zagreb  8.0  4.0  1.0  3.0  12.0   6.0   6.0  13.0   \n",
       "15  R16          eng Aston Villa  6.0  4.0  1.0  1.0  12.0   7.0   5.0  13.0   \n",
       "16  R16            it Fiorentina  6.0  3.0  3.0  0.0  14.0   6.0   8.0  12.0   \n",
       "17  R16            tr Fenerbahçe  6.0  4.0  0.0  2.0  13.0  11.0   2.0  12.0   \n",
       "18  R16                 no Molde  2.0  2.0  0.0  0.0   6.0   2.0   4.0   6.0   \n",
       "19  R16            at Sturm Graz  2.0  2.0  0.0  0.0   5.0   1.0   4.0   6.0   \n",
       "20  R16            gr Olympiacos  2.0  2.0  0.0  0.0   2.0   0.0   2.0   6.0   \n",
       "21  R16                  nl Ajax  2.0  1.0  1.0  0.0   4.0   3.0   1.0   4.0   \n",
       "22  R16              be Union SG  2.0  1.0  1.0  0.0   4.0   3.0   1.0   4.0   \n",
       "23  R16         il Maccabi Haifa  2.0  1.0  1.0  0.0   2.0   1.0   1.0   4.0   \n",
       "24  R16           ch Servette FC  2.0  1.0  1.0  0.0   1.0   0.0   1.0   4.0   \n",
       "25  NaN                      NaN  NaN  NaN  NaN  NaN   NaN   NaN   NaN   NaN   \n",
       "26   GR          dk Nordsjælland  6.0  3.0  1.0  2.0  17.0   7.0  10.0  10.0   \n",
       "27   GR                  be Genk  6.0  2.0  3.0  1.0   8.0   5.0   3.0   9.0   \n",
       "28   GR         ua Zorya Luhansk  6.0  2.0  1.0  3.0  10.0  11.0  -1.0   7.0   \n",
       "29   GR             sct Aberdeen  6.0  1.0  3.0  2.0  10.0  10.0   0.0   6.0   \n",
       "30   GR            nl AZ Alkmaar  6.0  2.0  0.0  4.0   7.0  12.0  -5.0   6.0   \n",
       "31   GR              si Olimpija  6.0  2.0  0.0  4.0   4.0   9.0  -5.0   6.0   \n",
       "32   GR       ba Zrinjski Mostar  6.0  1.0  1.0  4.0   6.0  10.0  -4.0   4.0   \n",
       "33   GR                    fo KÍ  6.0  1.0  1.0  4.0   5.0   9.0  -4.0   4.0   \n",
       "34   GR  xk KF Ballkani Therandë  6.0  1.0  1.0  4.0   3.0   7.0  -4.0   4.0   \n",
       "35   GR              tr Beşiktaş  6.0  1.0  1.0  4.0   7.0  14.0  -7.0   4.0   \n",
       "36   GR                ch Lugano  6.0  1.0  1.0  4.0   6.0  14.0  -8.0   4.0   \n",
       "37   GR             kz Astana FK  6.0  1.0  1.0  4.0   4.0  13.0  -9.0   4.0   \n",
       "38   GR                   fi HJK  6.0  0.0  2.0  4.0   7.0  17.0 -10.0   2.0   \n",
       "39   GR        sk Spartak Trnava  6.0  0.0  1.0  5.0   3.0  15.0 -12.0   1.0   \n",
       "40   GR            is Breiðablik  6.0  0.0  0.0  6.0   5.0  18.0 -13.0   0.0   \n",
       "41   GR             rs Čukarički  6.0  0.0  0.0  6.0   2.0  16.0 -14.0   0.0   \n",
       "\n",
       "      xG   xGA   xGD  xGD/90     Last 5  Attendance  \\\n",
       "0   15.5   7.6   7.9    0.99  L W D D L      7678.0   \n",
       "1   11.5   9.7   1.7    0.22  D W L W W      5796.0   \n",
       "2    8.5   8.2   0.3    0.04  L D L D D     19947.0   \n",
       "3   13.6  10.4   3.2    0.40  W W L D L      5223.0   \n",
       "4   13.5   7.9   5.6    0.70  D D L D W     42250.0   \n",
       "5   10.1  10.3  -0.2   -0.02  W L L W W     14661.0   \n",
       "6   10.7  11.2  -0.6   -0.07  D W L L L     12096.0   \n",
       "7    1.7   2.4  -0.7   -0.36  L D D W L         NaN   \n",
       "8    NaN   NaN   NaN     NaN        NaN         NaN   \n",
       "9   10.4   2.9   7.5    1.25  D W W W W      9594.0   \n",
       "10  13.3   5.7   7.6    1.27  L W D L W     16923.0   \n",
       "11  12.5   6.8   5.7    0.95  D L W W W     18088.0   \n",
       "12   7.2   8.6  -1.4   -0.24  L W W W W      6186.0   \n",
       "13  12.7   4.4   8.3    1.38  L L W L W     17829.0   \n",
       "14  10.9   8.7   2.2    0.28  W W D W D      6115.0   \n",
       "15   8.3   4.8   3.6    0.60  L L W W W     36783.0   \n",
       "16  11.0   5.3   5.7    0.95  W L D W D     17463.0   \n",
       "17  10.4   6.1   4.3    0.72  W D W W W     35220.0   \n",
       "18   3.4   2.2   1.1    0.57  D D L W W         NaN   \n",
       "19   3.9   2.4   1.5    0.75  W D W W W         NaN   \n",
       "20   3.4   0.9   2.5    1.23  W W W W W         NaN   \n",
       "21   3.9   4.1  -0.2   -0.09  D D W L W         NaN   \n",
       "22   2.4   2.8  -0.4   -0.19  D W W W W         NaN   \n",
       "23   1.2   3.1  -1.9   -0.95  L D W W D         NaN   \n",
       "24   2.0   1.7   0.3    0.15  D W W W W         NaN   \n",
       "25   NaN   NaN   NaN     NaN        NaN         NaN   \n",
       "26  12.6   7.3   5.3    0.88  D L W L W      5551.0   \n",
       "27  10.0   8.0   1.9    0.32  L D W W L     10754.0   \n",
       "28   7.0   9.9  -2.9   -0.48  D D W W D       581.0   \n",
       "29   6.1   9.1  -2.9   -0.49  D D L L L     15626.0   \n",
       "30   5.6   5.5   0.0    0.01  L D W W D     16001.0   \n",
       "31   5.1  10.8  -5.7   -0.95  L L W L W      3804.0   \n",
       "32   3.8   8.8  -5.1   -0.84  L L L L D      6003.0   \n",
       "33   6.1   9.6  -3.5   -0.59  D W L L L      1520.0   \n",
       "34   4.0   6.8  -2.7   -0.46  W L D L L      6354.0   \n",
       "35   5.1  14.5  -9.3   -1.56  W D W W L     18328.0   \n",
       "36   7.8   9.1  -1.3   -0.22  W D L W W      3632.0   \n",
       "37   4.5  10.8  -6.3   -1.05  L W D L L     20024.0   \n",
       "38   5.9  13.9  -8.0   -1.33  L L L D L      9235.0   \n",
       "39   3.9  15.5 -11.6   -1.94  L L D L L     13408.0   \n",
       "40   8.7  10.4  -1.7   -0.29  L L L L L      1193.0   \n",
       "41   3.1  13.1 -10.0   -1.66  W W W L W      2413.0   \n",
       "\n",
       "                                  Top Team Scorer  \\\n",
       "0                                  Gift Orban - 5   \n",
       "1                            Jakub Piotrowski - 4   \n",
       "2                                 Ernest Muçi - 3   \n",
       "3   Amahl Pellegrino, Faris Pemi Moumbagna... - 3   \n",
       "4                               Omar Marmoush - 4   \n",
       "5                            Aleksandar Pešić - 3   \n",
       "6                           Aleksandar Čavrić - 4   \n",
       "7                              Cédric Bakambu - 1   \n",
       "8                                             NaN   \n",
       "9                                 Tomáš Chorý - 3   \n",
       "10                       Hans Vanaken, Thiago - 4   \n",
       "11        Andrija Živković, Kiril Despodov... - 2   \n",
       "12                                Eran Zahavi - 5   \n",
       "13                               Yusuf Yazıcı - 4   \n",
       "14                             Bruno Petković - 5   \n",
       "15                 John McGinn, Ollie Watkins - 2   \n",
       "16                               Luca Ranieri - 3   \n",
       "17                            Michy Batshuayi - 3   \n",
       "18                        Fredrik Gulbrandsen - 4   \n",
       "19                               Mika Biereth - 2   \n",
       "20                             Ayoub El Kaabi - 2   \n",
       "21                            Steven Berghuis - 2   \n",
       "22       Mathias Rasmussen, Gustaf Nilsson... - 1   \n",
       "23                           Frantzdy Pierrot - 2   \n",
       "24                             Timothé Cognat - 1   \n",
       "25                                            NaN   \n",
       "26                            Benjamin Nygren - 5   \n",
       "27              Bryan Heynen, Joseph Paintsil - 2   \n",
       "28             Eduardo Guerrero, Ihor Horbach - 3   \n",
       "29                                        Duk - 3   \n",
       "30                          Vangelis Pavlidis - 3   \n",
       "31                                Pedro Lucas - 2   \n",
       "32                            Zvonimir Kožulj - 2   \n",
       "33           Páll Klettskarð, René Joensen... - 1   \n",
       "34                 Edvin Kuč, Walid Hamidi... - 1   \n",
       "35              Vincent Aboubakar, Cenk Tosun - 2   \n",
       "36                             Shkelqim Vladi - 2   \n",
       "37                          Kamo Hovhannisyan - 2   \n",
       "38                            Bojan Radulovic - 3   \n",
       "39               Michal Ďuriš, Erik Daniel... - 1   \n",
       "40    Klæmint Olsen, Ja­son Daði Svanþórs­son - 2   \n",
       "41                 Đorđe Ivanović, Luka Adžić - 1   \n",
       "\n",
       "                                Goalkeeper  Notes  \n",
       "0                                Davy Roef    NaN  \n",
       "1                              Sergio Padt    NaN  \n",
       "2                           Kacper Tobiasz    NaN  \n",
       "3                            Nikita Haikin    NaN  \n",
       "4                              Kevin Trapp    NaN  \n",
       "5                             Dénes Dibusz    NaN  \n",
       "6                             Milan Borjan    NaN  \n",
       "7                                Rui Silva    NaN  \n",
       "8                                      NaN    NaN  \n",
       "9            Jindřich Staněk, Viktor Baier    NaN  \n",
       "10                          Simon Mignolet    NaN  \n",
       "11                        Dominik Kotarski    NaN  \n",
       "12                        Orlando Mosquera    NaN  \n",
       "13                         Lucas Chevalier    NaN  \n",
       "14                           Ivan Nevistić    NaN  \n",
       "15                       Emiliano Martínez    NaN  \n",
       "16                      Oliver Christensen    NaN  \n",
       "17  Dominik Livaković, İrfan Can Eğribayat    NaN  \n",
       "18                         Oliver Petersen    NaN  \n",
       "19                         Vitezslav Jaros    NaN  \n",
       "20                  Alexandros Paschalakis    NaN  \n",
       "21                             Diant Ramaj    NaN  \n",
       "22            Heinz Lindner, Anthony Moris    NaN  \n",
       "23                           Shareef Keouf    NaN  \n",
       "24                            Jérémy Frick    NaN  \n",
       "25                                     NaN    NaN  \n",
       "26                          Andreas Hansen    NaN  \n",
       "27                     Maarten Vandevoordt    NaN  \n",
       "28                     Mykyta Turbaievskyi    NaN  \n",
       "29                              Kelle Roos    NaN  \n",
       "30                             Mathew Ryan    NaN  \n",
       "31                            Denis Pintol    NaN  \n",
       "32                             Marko Marić    NaN  \n",
       "33                  Nils Jonatan Johansson    NaN  \n",
       "34                             Enea Koliçi    NaN  \n",
       "35            Mert Günok, Ersin Destanoğlu    NaN  \n",
       "36                              Amir Saipi    NaN  \n",
       "37                           Josip Condric    NaN  \n",
       "38                            Niki Mäenpää    NaN  \n",
       "39                           Dominik Takáč    NaN  \n",
       "40                     Anton Ari Einarsson    NaN  \n",
       "41                           Nemanja Belić    NaN  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfs[8] #Overall league table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "6825f0dd",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0_level_0</th>\n",
       "      <th>Unnamed: 1_level_0</th>\n",
       "      <th colspan=\"8\" halign=\"left\">Home</th>\n",
       "      <th>...</th>\n",
       "      <th colspan=\"10\" halign=\"left\">Away</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Rk</th>\n",
       "      <th>Squad</th>\n",
       "      <th>MP</th>\n",
       "      <th>W</th>\n",
       "      <th>D</th>\n",
       "      <th>L</th>\n",
       "      <th>GF</th>\n",
       "      <th>GA</th>\n",
       "      <th>GD</th>\n",
       "      <th>Pts</th>\n",
       "      <th>...</th>\n",
       "      <th>L</th>\n",
       "      <th>GF</th>\n",
       "      <th>GA</th>\n",
       "      <th>GD</th>\n",
       "      <th>Pts</th>\n",
       "      <th>Pts/MP</th>\n",
       "      <th>xG</th>\n",
       "      <th>xGA</th>\n",
       "      <th>xGD</th>\n",
       "      <th>xGD/90</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>KO</td>\n",
       "      <td>be Gent</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>6.4</td>\n",
       "      <td>4.4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>KO</td>\n",
       "      <td>bg Ludogorets</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>-7.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>6.1</td>\n",
       "      <td>7.2</td>\n",
       "      <td>-1.1</td>\n",
       "      <td>-0.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>KO</td>\n",
       "      <td>pl Legia Warsaw</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.75</td>\n",
       "      <td>2.8</td>\n",
       "      <td>4.9</td>\n",
       "      <td>-2.1</td>\n",
       "      <td>-0.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>KO</td>\n",
       "      <td>no Bodø/Glimt</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.25</td>\n",
       "      <td>4.8</td>\n",
       "      <td>5.4</td>\n",
       "      <td>-0.6</td>\n",
       "      <td>-0.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>KO</td>\n",
       "      <td>de Eint Frankfurt</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.1</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>KO</td>\n",
       "      <td>hu Ferencváros</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.25</td>\n",
       "      <td>4.8</td>\n",
       "      <td>5.4</td>\n",
       "      <td>-0.6</td>\n",
       "      <td>-0.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>KO</td>\n",
       "      <td>sk Slovan Bratislava</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.50</td>\n",
       "      <td>6.1</td>\n",
       "      <td>6.7</td>\n",
       "      <td>-0.6</td>\n",
       "      <td>-0.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>KO</td>\n",
       "      <td>es Betis</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.5</td>\n",
       "      <td>-0.7</td>\n",
       "      <td>-0.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>R16</td>\n",
       "      <td>cz Viktoria Plzeň</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.7</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>R16</td>\n",
       "      <td>be Club Brugge</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>5.9</td>\n",
       "      <td>3.2</td>\n",
       "      <td>2.7</td>\n",
       "      <td>0.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>R16</td>\n",
       "      <td>gr PAOK</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>6.7</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.7</td>\n",
       "      <td>0.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>R16</td>\n",
       "      <td>il Maccabi Tel Aviv</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.3</td>\n",
       "      <td>6.1</td>\n",
       "      <td>-2.8</td>\n",
       "      <td>-0.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>R16</td>\n",
       "      <td>fr Lille</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.67</td>\n",
       "      <td>3.8</td>\n",
       "      <td>2.1</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>R16</td>\n",
       "      <td>hr Dinamo Zagreb</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.50</td>\n",
       "      <td>3.4</td>\n",
       "      <td>5.0</td>\n",
       "      <td>-1.6</td>\n",
       "      <td>-0.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>R16</td>\n",
       "      <td>eng Aston Villa</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.33</td>\n",
       "      <td>3.8</td>\n",
       "      <td>3.3</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>R16</td>\n",
       "      <td>it Fiorentina</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.67</td>\n",
       "      <td>3.9</td>\n",
       "      <td>3.1</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>R16</td>\n",
       "      <td>tr Fenerbahçe</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>-6.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>3.4</td>\n",
       "      <td>4.7</td>\n",
       "      <td>-1.3</td>\n",
       "      <td>-0.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>R16</td>\n",
       "      <td>no Molde</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>1.3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>R16</td>\n",
       "      <td>at Sturm Graz</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>1.3</td>\n",
       "      <td>1.5</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>-0.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>R16</td>\n",
       "      <td>gr Olympiacos</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>1.8</td>\n",
       "      <td>0.6</td>\n",
       "      <td>1.2</td>\n",
       "      <td>1.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>R16</td>\n",
       "      <td>nl Ajax</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>1.8</td>\n",
       "      <td>3.6</td>\n",
       "      <td>-1.8</td>\n",
       "      <td>-1.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>R16</td>\n",
       "      <td>be Union SG</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.2</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>-0.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>R16</td>\n",
       "      <td>il Maccabi Haifa</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.7</td>\n",
       "      <td>1.4</td>\n",
       "      <td>-0.8</td>\n",
       "      <td>-0.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>R16</td>\n",
       "      <td>ch Servette FC</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1.4</td>\n",
       "      <td>-0.6</td>\n",
       "      <td>-0.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>GR</td>\n",
       "      <td>dk Nordsjælland</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>2.9</td>\n",
       "      <td>3.9</td>\n",
       "      <td>-0.9</td>\n",
       "      <td>-0.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>GR</td>\n",
       "      <td>be Genk</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.33</td>\n",
       "      <td>4.7</td>\n",
       "      <td>4.9</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>-0.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>GR</td>\n",
       "      <td>ua Zorya Luhansk</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>3.1</td>\n",
       "      <td>4.8</td>\n",
       "      <td>-1.7</td>\n",
       "      <td>-0.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>GR</td>\n",
       "      <td>sct Aberdeen</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.67</td>\n",
       "      <td>2.4</td>\n",
       "      <td>4.7</td>\n",
       "      <td>-2.3</td>\n",
       "      <td>-0.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>GR</td>\n",
       "      <td>nl AZ Alkmaar</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.2</td>\n",
       "      <td>3.7</td>\n",
       "      <td>-1.5</td>\n",
       "      <td>-0.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>GR</td>\n",
       "      <td>si Olimpija</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.6</td>\n",
       "      <td>6.1</td>\n",
       "      <td>-4.4</td>\n",
       "      <td>-1.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>GR</td>\n",
       "      <td>ba Zrinjski Mostar</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.6</td>\n",
       "      <td>-4.7</td>\n",
       "      <td>-1.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>GR</td>\n",
       "      <td>fo KÍ</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>-6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.6</td>\n",
       "      <td>6.8</td>\n",
       "      <td>-4.3</td>\n",
       "      <td>-1.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>GR</td>\n",
       "      <td>xk KF Ballkani Therandë</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.33</td>\n",
       "      <td>1.3</td>\n",
       "      <td>3.7</td>\n",
       "      <td>-2.4</td>\n",
       "      <td>-0.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>GR</td>\n",
       "      <td>tr Beşiktaş</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>-7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.33</td>\n",
       "      <td>3.5</td>\n",
       "      <td>7.5</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-1.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>GR</td>\n",
       "      <td>ch Lugano</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>3.7</td>\n",
       "      <td>4.4</td>\n",
       "      <td>-0.7</td>\n",
       "      <td>-0.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>GR</td>\n",
       "      <td>kz Astana FK</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>-6.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>2.5</td>\n",
       "      <td>7.6</td>\n",
       "      <td>-5.1</td>\n",
       "      <td>-1.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>GR</td>\n",
       "      <td>fi HJK</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>-8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.33</td>\n",
       "      <td>2.4</td>\n",
       "      <td>8.4</td>\n",
       "      <td>-6.0</td>\n",
       "      <td>-2.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>GR</td>\n",
       "      <td>sk Spartak Trnava</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>-8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.33</td>\n",
       "      <td>1.8</td>\n",
       "      <td>8.1</td>\n",
       "      <td>-6.4</td>\n",
       "      <td>-2.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>GR</td>\n",
       "      <td>is Breiðablik</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.6</td>\n",
       "      <td>5.8</td>\n",
       "      <td>-2.2</td>\n",
       "      <td>-0.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>GR</td>\n",
       "      <td>rs Čukarički</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.4</td>\n",
       "      <td>6.9</td>\n",
       "      <td>-5.5</td>\n",
       "      <td>-1.82</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>42 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0_level_0       Unnamed: 1_level_0 Home                       \\\n",
       "                   Rk                    Squad   MP    W    D    L    GF   \n",
       "0                  KO                  be Gent  4.0  3.0  1.0  0.0  12.0   \n",
       "1                  KO            bg Ludogorets  4.0  3.0  0.0  1.0   7.0   \n",
       "2                  KO          pl Legia Warsaw  4.0  3.0  0.0  1.0   7.0   \n",
       "3                  KO            no Bodø/Glimt  4.0  2.0  0.0  2.0   9.0   \n",
       "4                  KO        de Eint Frankfurt  4.0  2.0  0.0  2.0  10.0   \n",
       "5                  KO           hu Ferencváros  4.0  1.0  2.0  1.0   5.0   \n",
       "6                  KO     sk Slovan Bratislava  4.0  1.0  1.0  2.0   4.0   \n",
       "7                  KO                 es Betis  1.0  0.0  0.0  1.0   0.0   \n",
       "8                 NaN                      NaN  NaN  NaN  NaN  NaN   NaN   \n",
       "9                 R16        cz Viktoria Plzeň  3.0  3.0  0.0  0.0   5.0   \n",
       "10                R16           be Club Brugge  3.0  2.0  1.0  0.0   6.0   \n",
       "11                R16                  gr PAOK  3.0  2.0  1.0  0.0   8.0   \n",
       "12                R16      il Maccabi Tel Aviv  3.0  3.0  0.0  0.0   9.0   \n",
       "13                R16                 fr Lille  3.0  3.0  0.0  0.0   7.0   \n",
       "14                R16         hr Dinamo Zagreb  4.0  2.0  1.0  1.0   9.0   \n",
       "15                R16          eng Aston Villa  3.0  3.0  0.0  0.0   5.0   \n",
       "16                R16            it Fiorentina  3.0  2.0  1.0  0.0  10.0   \n",
       "17                R16            tr Fenerbahçe  3.0  3.0  0.0  0.0  10.0   \n",
       "18                R16                 no Molde  1.0  1.0  0.0  0.0   3.0   \n",
       "19                R16            at Sturm Graz  1.0  1.0  0.0  0.0   4.0   \n",
       "20                R16            gr Olympiacos  1.0  1.0  0.0  0.0   1.0   \n",
       "21                R16                  nl Ajax  1.0  0.0  1.0  0.0   2.0   \n",
       "22                R16              be Union SG  1.0  0.0  1.0  0.0   2.0   \n",
       "23                R16         il Maccabi Haifa  1.0  1.0  0.0  0.0   1.0   \n",
       "24                R16           ch Servette FC  1.0  0.0  1.0  0.0   0.0   \n",
       "25                NaN                      NaN  NaN  NaN  NaN  NaN   NaN   \n",
       "26                 GR          dk Nordsjælland  3.0  2.0  1.0  0.0  14.0   \n",
       "27                 GR                  be Genk  3.0  1.0  2.0  0.0   4.0   \n",
       "28                 GR         ua Zorya Luhansk  3.0  1.0  1.0  1.0   6.0   \n",
       "29                 GR             sct Aberdeen  3.0  1.0  1.0  1.0   5.0   \n",
       "30                 GR            nl AZ Alkmaar  3.0  2.0  0.0  1.0   3.0   \n",
       "31                 GR              si Olimpija  3.0  1.0  0.0  2.0   2.0   \n",
       "32                 GR       ba Zrinjski Mostar  3.0  1.0  1.0  1.0   6.0   \n",
       "33                 GR                    fo KÍ  3.0  1.0  1.0  1.0   4.0   \n",
       "34                 GR  xk KF Ballkani Therandë  3.0  1.0  0.0  2.0   3.0   \n",
       "35                 GR              tr Beşiktaş  3.0  0.0  0.0  3.0   3.0   \n",
       "36                 GR                ch Lugano  3.0  0.0  1.0  2.0   1.0   \n",
       "37                 GR             kz Astana FK  3.0  0.0  1.0  2.0   1.0   \n",
       "38                 GR                   fi HJK  3.0  0.0  1.0  2.0   4.0   \n",
       "39                 GR        sk Spartak Trnava  3.0  0.0  0.0  3.0   2.0   \n",
       "40                 GR            is Breiðablik  3.0  0.0  0.0  3.0   3.0   \n",
       "41                 GR             rs Čukarički  3.0  0.0  0.0  3.0   1.0   \n",
       "\n",
       "                      ... Away                                              \\\n",
       "      GA    GD   Pts  ...    L   GF    GA    GD  Pts Pts/MP   xG  xGA  xGD   \n",
       "0    2.0  10.0  10.0  ...  2.0  5.0   7.0  -2.0  4.0   1.00  6.4  4.4  2.0   \n",
       "1    1.0   6.0   9.0  ...  2.0  4.0  11.0  -7.0  4.0   1.00  6.1  7.2 -1.1   \n",
       "2    5.0   2.0   9.0  ...  3.0  5.0   7.0  -2.0  3.0   0.75  2.8  4.9 -2.1   \n",
       "3    6.0   3.0   6.0  ...  1.0  5.0   6.0  -1.0  5.0   1.25  4.8  5.4 -0.6   \n",
       "4    5.0   5.0   6.0  ...  2.0  4.0   6.0  -2.0  4.0   1.00  6.0  4.1  1.9   \n",
       "5    4.0   1.0   5.0  ...  1.0  4.0   4.0   0.0  5.0   1.25  4.8  5.4 -0.6   \n",
       "6    5.0  -1.0   4.0  ...  2.0  5.0   7.0  -2.0  6.0   1.50  6.1  6.7 -0.6   \n",
       "7    1.0  -1.0   0.0  ...  0.0  1.0   1.0   0.0  1.0   1.00  0.8  1.5 -0.7   \n",
       "8    NaN   NaN   NaN  ...  NaN  NaN   NaN   NaN  NaN    NaN  NaN  NaN  NaN   \n",
       "9    0.0   5.0   9.0  ...  0.0  4.0   1.0   3.0  9.0   3.00  4.0  1.7  2.3   \n",
       "10   2.0   4.0   7.0  ...  0.0  9.0   1.0   8.0  9.0   3.00  5.9  3.2  2.7   \n",
       "11   5.0   3.0   7.0  ...  0.0  8.0   5.0   3.0  9.0   3.00  6.7  4.0  2.7   \n",
       "12   5.0   4.0   9.0  ...  1.0  5.0   4.0   1.0  6.0   2.00  3.3  6.1 -2.8   \n",
       "13   1.0   6.0   9.0  ...  0.0  3.0   1.0   2.0  5.0   1.67  3.8  2.1  1.7   \n",
       "14   3.0   6.0   7.0  ...  2.0  3.0   3.0   0.0  6.0   1.50  3.4  5.0 -1.6   \n",
       "15   2.0   3.0   9.0  ...  1.0  7.0   5.0   2.0  4.0   1.33  3.8  3.3  0.5   \n",
       "16   3.0   7.0   7.0  ...  0.0  4.0   3.0   1.0  5.0   1.67  3.9  3.1  0.8   \n",
       "17   2.0   8.0   9.0  ...  2.0  3.0   9.0  -6.0  3.0   1.00  3.4  4.7 -1.3   \n",
       "18   2.0   1.0   3.0  ...  0.0  3.0   0.0   3.0  3.0   3.00  1.3  1.0  0.3   \n",
       "19   1.0   3.0   3.0  ...  0.0  1.0   0.0   1.0  3.0   3.00  1.3  1.5 -0.2   \n",
       "20   0.0   1.0   3.0  ...  0.0  1.0   0.0   1.0  3.0   3.00  1.8  0.6  1.2   \n",
       "21   2.0   0.0   1.0  ...  0.0  2.0   1.0   1.0  3.0   3.00  1.8  3.6 -1.8   \n",
       "22   2.0   0.0   1.0  ...  0.0  2.0   1.0   1.0  3.0   3.00  0.8  1.2 -0.4   \n",
       "23   0.0   1.0   3.0  ...  0.0  1.0   1.0   0.0  1.0   1.00  0.7  1.4 -0.8   \n",
       "24   0.0   0.0   1.0  ...  0.0  1.0   0.0   1.0  3.0   3.00  0.8  1.4 -0.6   \n",
       "25   NaN   NaN   NaN  ...  NaN  NaN   NaN   NaN  NaN    NaN  NaN  NaN  NaN   \n",
       "26   3.0  11.0   7.0  ...  2.0  3.0   4.0  -1.0  3.0   1.00  2.9  3.9 -0.9   \n",
       "27   2.0   2.0   5.0  ...  1.0  4.0   3.0   1.0  4.0   1.33  4.7  4.9 -0.2   \n",
       "28   4.0   2.0   4.0  ...  2.0  4.0   7.0  -3.0  3.0   1.00  3.1  4.8 -1.7   \n",
       "29   4.0   1.0   4.0  ...  1.0  5.0   6.0  -1.0  2.0   0.67  2.4  4.7 -2.3   \n",
       "30   4.0  -1.0   6.0  ...  3.0  4.0   8.0  -4.0  0.0   0.00  2.2  3.7 -1.5   \n",
       "31   3.0  -1.0   3.0  ...  2.0  2.0   6.0  -4.0  3.0   1.00  1.6  6.1 -4.4   \n",
       "32   6.0   0.0   4.0  ...  3.0  0.0   4.0  -4.0  0.0   0.00  1.0  5.6 -4.7   \n",
       "33   2.0   2.0   4.0  ...  3.0  1.0   7.0  -6.0  0.0   0.00  2.6  6.8 -4.3   \n",
       "34   3.0   0.0   3.0  ...  2.0  0.0   4.0  -4.0  1.0   0.33  1.3  3.7 -2.4   \n",
       "35  10.0  -7.0   0.0  ...  1.0  4.0   4.0   0.0  4.0   1.33  3.5  7.5 -4.0   \n",
       "36   5.0  -4.0   1.0  ...  2.0  5.0   9.0  -4.0  3.0   1.00  3.7  4.4 -0.7   \n",
       "37   4.0  -3.0   1.0  ...  2.0  3.0   9.0  -6.0  3.0   1.00  2.5  7.6 -5.1   \n",
       "38   6.0  -2.0   1.0  ...  2.0  3.0  11.0  -8.0  1.0   0.33  2.4  8.4 -6.0   \n",
       "39   6.0  -4.0   0.0  ...  2.0  1.0   9.0  -8.0  1.0   0.33  1.8  8.1 -6.4   \n",
       "40   6.0  -3.0   0.0  ...  3.0  2.0  12.0 -10.0  0.0   0.00  3.6  5.8 -2.2   \n",
       "41   5.0  -4.0   0.0  ...  3.0  1.0  11.0 -10.0  0.0   0.00  1.4  6.9 -5.5   \n",
       "\n",
       "           \n",
       "   xGD/90  \n",
       "0    0.49  \n",
       "1   -0.28  \n",
       "2   -0.53  \n",
       "3   -0.15  \n",
       "4    0.48  \n",
       "5   -0.15  \n",
       "6   -0.15  \n",
       "7   -0.73  \n",
       "8     NaN  \n",
       "9    0.77  \n",
       "10   0.91  \n",
       "11   0.91  \n",
       "12  -0.92  \n",
       "13   0.58  \n",
       "14  -0.39  \n",
       "15   0.18  \n",
       "16   0.27  \n",
       "17  -0.44  \n",
       "18   0.33  \n",
       "19  -0.17  \n",
       "20   1.21  \n",
       "21  -1.75  \n",
       "22  -0.38  \n",
       "23  -0.75  \n",
       "24  -0.57  \n",
       "25    NaN  \n",
       "26  -0.31  \n",
       "27  -0.08  \n",
       "28  -0.57  \n",
       "29  -0.76  \n",
       "30  -0.49  \n",
       "31  -1.48  \n",
       "32  -1.55  \n",
       "33  -1.42  \n",
       "34  -0.80  \n",
       "35  -1.35  \n",
       "36  -0.23  \n",
       "37  -1.69  \n",
       "38  -2.01  \n",
       "39  -2.12  \n",
       "40  -0.75  \n",
       "41  -1.82  \n",
       "\n",
       "[42 rows x 28 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfs[9] #Home/away league table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "4e7663de",
   "metadata": {},
   "outputs": [],
   "source": [
    "from selenium import webdriver\n",
    "from selenium.webdriver.firefox.options import Options\n",
    "from bs4 import BeautifulSoup\n",
    "import time\n",
    "\n",
    "url = \"https://fbref.com/en/comps/882/Europa-Conference-League-Stats\"\n",
    "\n",
    "# Initialise the webdriver\n",
    "firefox_options = Options()\n",
    "firefox_options.headless = True\n",
    "driver = webdriver.Firefox(options=firefox_options)\n",
    "driver.get(url)\n",
    "\n",
    "time.sleep(5)  # ensure the page is fully loaded\n",
    "\n",
    "# Render the dynamic content to static HTML\n",
    "html = driver.page_source\n",
    "# print(html)\n",
    "\n",
    "# Parse the static HTML\n",
    "soup1 = BeautifulSoup(html, \"html.parser\")\n",
    "\n",
    "# Close the webdriver\n",
    "driver.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "89492078",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<div class=\"match-summary\">\n",
       " <div class=\"match-date\"></div>\n",
       " <div class=\"matchup-team team1\">\n",
       " <img alt=\"Club Crest\" height=\"15\" itemscope=\"image\" src=\"https://cdn.ssref.net/req/202402261/tlogo/fb/mini.02cd81bf.png\" style=\"vertical-align:text-top\" width=\"15\"/>\n",
       " <a href=\"/en/squads/02cd81bf/Viktoria-Plzen-Stats\">Viktoria Plzeň</a>\n",
       " </div>\n",
       " <div class=\"match-detail\">\n",
       " \t\t\t\n",
       " \t\t\t\t\n",
       " \t\t\t\t\t–\n",
       " \t\t\t\t\n",
       " \t\t\t\n",
       " \t\t</div>\n",
       " <div class=\"matchup-team team2\">\n",
       " <a href=\"/en/squads/6400d626/Servette-FC-Stats\">Servette FC</a>\n",
       " <img alt=\"Club Crest\" height=\"15\" itemscope=\"image\" src=\"https://cdn.ssref.net/req/202402261/tlogo/fb/mini.6400d626.png\" style=\"vertical-align:text-top\" width=\"15\"/>\n",
       " </div>\n",
       " </div>,\n",
       " <div class=\"match-summary\">\n",
       " <div class=\"match-date\"></div>\n",
       " <div class=\"matchup-team team1\">\n",
       " <img alt=\"Club Crest\" height=\"15\" itemscope=\"image\" src=\"https://cdn.ssref.net/req/202402261/tlogo/fb/mini.04c011d8.png\" style=\"vertical-align:text-top\" width=\"15\"/>\n",
       " <a href=\"/en/squads/04c011d8/Maccabi-Tel-Aviv-Stats\">Maccabi Tel Aviv</a>\n",
       " </div>\n",
       " <div class=\"match-detail\">\n",
       " \t\t\t\n",
       " \t\t\t\t\n",
       " \t\t\t\t\t–\n",
       " \t\t\t\t\n",
       " \t\t\t\n",
       " \t\t</div>\n",
       " <div class=\"matchup-team team2\">\n",
       " <a href=\"/en/squads/2fdb4aef/Olympiacos-Stats\">Olympiacos</a>\n",
       " <img alt=\"Club Crest\" height=\"15\" itemscope=\"image\" src=\"https://cdn.ssref.net/req/202402261/tlogo/fb/mini.2fdb4aef.png\" style=\"vertical-align:text-top\" width=\"15\"/>\n",
       " </div>\n",
       " </div>,\n",
       " <div class=\"match-summary\">\n",
       " <div class=\"match-date\"></div>\n",
       " <div class=\"matchup-team team1\">\n",
       " <img alt=\"Club Crest\" height=\"15\" itemscope=\"image\" src=\"https://cdn.ssref.net/req/202402261/tlogo/fb/mini.174bd5a0.png\" style=\"vertical-align:text-top\" width=\"15\"/>\n",
       " <a href=\"/en/squads/174bd5a0/Molde-Stats\">Molde</a>\n",
       " </div>\n",
       " <div class=\"match-detail\">\n",
       " \t\t\t\n",
       " \t\t\t\t\n",
       " \t\t\t\t\t–\n",
       " \t\t\t\t\n",
       " \t\t\t\n",
       " \t\t</div>\n",
       " <div class=\"matchup-team team2\">\n",
       " <a href=\"/en/squads/f1e6c5f1/Club-Brugge-Stats\">Club Brugge</a>\n",
       " <img alt=\"Club Crest\" height=\"15\" itemscope=\"image\" src=\"https://cdn.ssref.net/req/202402261/tlogo/fb/mini.f1e6c5f1.png\" style=\"vertical-align:text-top\" width=\"15\"/>\n",
       " </div>\n",
       " </div>,\n",
       " <div class=\"match-summary\">\n",
       " <div class=\"match-date\"></div>\n",
       " <div class=\"matchup-team team1\">\n",
       " <img alt=\"Club Crest\" height=\"15\" itemscope=\"image\" src=\"https://cdn.ssref.net/req/202402261/tlogo/fb/mini.187832f5.png\" style=\"vertical-align:text-top\" width=\"15\"/>\n",
       " <a href=\"/en/squads/187832f5/Maccabi-Haifa-Stats\">Maccabi Haifa</a>\n",
       " </div>\n",
       " <div class=\"match-detail\">\n",
       " \t\t\t\n",
       " \t\t\t\t\n",
       " \t\t\t\t\t–\n",
       " \t\t\t\t\n",
       " \t\t\t\n",
       " \t\t</div>\n",
       " <div class=\"matchup-team team2\">\n",
       " <a href=\"/en/squads/421387cf/Fiorentina-Stats\">Fiorentina</a>\n",
       " <img alt=\"Club Crest\" height=\"15\" itemscope=\"image\" src=\"https://cdn.ssref.net/req/202402261/tlogo/fb/mini.421387cf.png\" style=\"vertical-align:text-top\" width=\"15\"/>\n",
       " </div>\n",
       " </div>,\n",
       " <div class=\"match-summary\">\n",
       " <div class=\"match-date\"></div>\n",
       " <div class=\"matchup-team team1\">\n",
       " <img alt=\"Club Crest\" height=\"15\" itemscope=\"image\" src=\"https://cdn.ssref.net/req/202402261/tlogo/fb/mini.19c3f8c4.png\" style=\"vertical-align:text-top\" width=\"15\"/>\n",
       " <a href=\"/en/squads/19c3f8c4/Ajax-Stats\">Ajax</a>\n",
       " </div>\n",
       " <div class=\"match-detail\">\n",
       " \t\t\t\n",
       " \t\t\t\t\n",
       " \t\t\t\t\t–\n",
       " \t\t\t\t\n",
       " \t\t\t\n",
       " \t\t</div>\n",
       " <div class=\"matchup-team team2\">\n",
       " <a href=\"/en/squads/8602292d/Aston-Villa-Stats\">Aston Villa</a>\n",
       " <img alt=\"Club Crest\" height=\"15\" itemscope=\"image\" src=\"https://cdn.ssref.net/req/202402261/tlogo/fb/mini.8602292d.png\" style=\"vertical-align:text-top\" width=\"15\"/>\n",
       " </div>\n",
       " </div>,\n",
       " <div class=\"match-summary\">\n",
       " <div class=\"match-date\"></div>\n",
       " <div class=\"matchup-team team1\">\n",
       " <img alt=\"Club Crest\" height=\"15\" itemscope=\"image\" src=\"https://cdn.ssref.net/req/202402261/tlogo/fb/mini.3f4fe568.png\" style=\"vertical-align:text-top\" width=\"15\"/>\n",
       " <a href=\"/en/squads/3f4fe568/Sturm-Graz-Stats\">Sturm Graz</a>\n",
       " </div>\n",
       " <div class=\"match-detail\">\n",
       " \t\t\t\n",
       " \t\t\t\t\n",
       " \t\t\t\t\t–\n",
       " \t\t\t\t\n",
       " \t\t\t\n",
       " \t\t</div>\n",
       " <div class=\"matchup-team team2\">\n",
       " <a href=\"/en/squads/cb188c0c/Lille-Stats\">Lille</a>\n",
       " <img alt=\"Club Crest\" height=\"15\" itemscope=\"image\" src=\"https://cdn.ssref.net/req/202402261/tlogo/fb/mini.cb188c0c.png\" style=\"vertical-align:text-top\" width=\"15\"/>\n",
       " </div>\n",
       " </div>,\n",
       " <div class=\"match-summary\">\n",
       " <div class=\"match-date\"></div>\n",
       " <div class=\"matchup-team team1\">\n",
       " <img alt=\"Club Crest\" height=\"15\" itemscope=\"image\" src=\"https://cdn.ssref.net/req/202402261/tlogo/fb/mini.5a5e7874.png\" style=\"vertical-align:text-top\" width=\"15\"/>\n",
       " <a href=\"/en/squads/5a5e7874/PAOK-Stats\">PAOK</a>\n",
       " </div>\n",
       " <div class=\"match-detail\">\n",
       " \t\t\t\n",
       " \t\t\t\t\n",
       " \t\t\t\t\t–\n",
       " \t\t\t\t\n",
       " \t\t\t\n",
       " \t\t</div>\n",
       " <div class=\"matchup-team team2\">\n",
       " <a href=\"/en/squads/edd0d381/Dinamo-Zagreb-Stats\">Dinamo Zagreb</a>\n",
       " <img alt=\"Club Crest\" height=\"15\" itemscope=\"image\" src=\"https://cdn.ssref.net/req/202402261/tlogo/fb/mini.edd0d381.png\" style=\"vertical-align:text-top\" width=\"15\"/>\n",
       " </div>\n",
       " </div>,\n",
       " <div class=\"match-summary\">\n",
       " <div class=\"match-date\"></div>\n",
       " <div class=\"matchup-team team1\">\n",
       " <img alt=\"Club Crest\" height=\"15\" itemscope=\"image\" src=\"https://cdn.ssref.net/req/202402261/tlogo/fb/mini.ae1e2d7d.png\" style=\"vertical-align:text-top\" width=\"15\"/>\n",
       " <a href=\"/en/squads/ae1e2d7d/Fenerbahce-Stats\">Fenerbahçe</a>\n",
       " </div>\n",
       " <div class=\"match-detail\">\n",
       " \t\t\t\n",
       " \t\t\t\t\n",
       " \t\t\t\t\t–\n",
       " \t\t\t\t\n",
       " \t\t\t\n",
       " \t\t</div>\n",
       " <div class=\"matchup-team team2\">\n",
       " <a href=\"/en/squads/e14f61a5/Union-SG-Stats\">Union SG</a>\n",
       " <img alt=\"Club Crest\" height=\"15\" itemscope=\"image\" src=\"https://cdn.ssref.net/req/202402261/tlogo/fb/mini.e14f61a5.png\" style=\"vertical-align:text-top\" width=\"15\"/>\n",
       " </div>\n",
       " </div>,\n",
       " <div class=\"match-summary\">\n",
       " <div class=\"match-date\"></div>\n",
       " <div class=\"matchup-team team1 winner\">\n",
       " <img alt=\"Club Crest\" height=\"15\" itemscope=\"image\" src=\"https://cdn.ssref.net/req/202402261/tlogo/fb/mini.6400d626.png\" style=\"vertical-align:text-top\" width=\"15\"/>\n",
       " <a href=\"/en/squads/6400d626/Servette-FC-Stats\">Servette FC</a>\n",
       " </div>\n",
       " <div class=\"match-detail\">\n",
       " \t\t\t\n",
       " \t\t\t\t\n",
       " \t\t\t\t\t1–0\n",
       " \t\t\t\t\n",
       " \t\t\t\n",
       " \t\t</div>\n",
       " <div class=\"matchup-team team2\">\n",
       " <a href=\"/en/squads/488c6ba1/Ludogorets-Razgrad-Stats\">Ludogorets</a>\n",
       " <img alt=\"Club Crest\" height=\"15\" itemscope=\"image\" src=\"https://cdn.ssref.net/req/202402261/tlogo/fb/mini.488c6ba1.png\" style=\"vertical-align:text-top\" width=\"15\"/>\n",
       " </div>\n",
       " </div>,\n",
       " <div class=\"match-summary\">\n",
       " <div class=\"match-date\"></div>\n",
       " <div class=\"matchup-team team1 winner\">\n",
       " <img alt=\"Club Crest\" height=\"15\" itemscope=\"image\" src=\"https://cdn.ssref.net/req/202402261/tlogo/fb/mini.187832f5.png\" style=\"vertical-align:text-top\" width=\"15\"/>\n",
       " <a href=\"/en/squads/187832f5/Maccabi-Haifa-Stats\">Maccabi Haifa</a>\n",
       " </div>\n",
       " <div class=\"match-detail\">\n",
       " \t\t\t\n",
       " \t\t\t\t\n",
       " \t\t\t\t\t2–1\n",
       " \t\t\t\t\n",
       " \t\t\t\n",
       " \t\t</div>\n",
       " <div class=\"matchup-team team2\">\n",
       " <a href=\"/en/squads/51e5a603/Gent-Stats\">Gent</a>\n",
       " <img alt=\"Club Crest\" height=\"15\" itemscope=\"image\" src=\"https://cdn.ssref.net/req/202402261/tlogo/fb/mini.51e5a603.png\" style=\"vertical-align:text-top\" width=\"15\"/>\n",
       " </div>\n",
       " </div>,\n",
       " <div class=\"match-summary\">\n",
       " <div class=\"match-date\"></div>\n",
       " <div class=\"matchup-team team1 winner\">\n",
       " <img alt=\"Club Crest\" height=\"15\" itemscope=\"image\" src=\"https://cdn.ssref.net/req/202402261/tlogo/fb/mini.2fdb4aef.png\" style=\"vertical-align:text-top\" width=\"15\"/>\n",
       " <a href=\"/en/squads/2fdb4aef/Olympiacos-Stats\">Olympiacos</a>\n",
       " </div>\n",
       " <div class=\"match-detail\">\n",
       " \t\t\t\n",
       " \t\t\t\t\n",
       " \t\t\t\t\t2–0\n",
       " \t\t\t\t\n",
       " \t\t\t\n",
       " \t\t</div>\n",
       " <div class=\"matchup-team team2\">\n",
       " <a href=\"/en/squads/6611f992/Ferencvaros-Stats\">Ferencváros</a>\n",
       " <img alt=\"Club Crest\" height=\"15\" itemscope=\"image\" src=\"https://cdn.ssref.net/req/202402261/tlogo/fb/mini.6611f992.png\" style=\"vertical-align:text-top\" width=\"15\"/>\n",
       " </div>\n",
       " </div>,\n",
       " <div class=\"match-summary\">\n",
       " <div class=\"match-date\"></div>\n",
       " <div class=\"matchup-team team1 winner\">\n",
       " <img alt=\"Club Crest\" height=\"15\" itemscope=\"image\" src=\"https://cdn.ssref.net/req/202402261/tlogo/fb/mini.174bd5a0.png\" style=\"vertical-align:text-top\" width=\"15\"/>\n",
       " <a href=\"/en/squads/174bd5a0/Molde-Stats\">Molde</a>\n",
       " </div>\n",
       " <div class=\"match-detail\">\n",
       " \t\t\t\n",
       " \t\t\t\t\n",
       " \t\t\t\t\t6–2\n",
       " \t\t\t\t\n",
       " \t\t\t\n",
       " \t\t</div>\n",
       " <div class=\"matchup-team team2\">\n",
       " <a href=\"/en/squads/a73408a7/Legia-Warsaw-Stats\">Legia Warsaw</a>\n",
       " <img alt=\"Club Crest\" height=\"15\" itemscope=\"image\" src=\"https://cdn.ssref.net/req/202402261/tlogo/fb/mini.a73408a7.png\" style=\"vertical-align:text-top\" width=\"15\"/>\n",
       " </div>\n",
       " </div>,\n",
       " <div class=\"match-summary\">\n",
       " <div class=\"match-date\"></div>\n",
       " <div class=\"matchup-team team1 winner\">\n",
       " <img alt=\"Club Crest\" height=\"15\" itemscope=\"image\" src=\"https://cdn.ssref.net/req/202402261/tlogo/fb/mini.3f4fe568.png\" style=\"vertical-align:text-top\" width=\"15\"/>\n",
       " <a href=\"/en/squads/3f4fe568/Sturm-Graz-Stats\">Sturm Graz</a>\n",
       " </div>\n",
       " <div class=\"match-detail\">\n",
       " \t\t\t\n",
       " \t\t\t\t\n",
       " \t\t\t\t\t5–1\n",
       " \t\t\t\t\n",
       " \t\t\t\n",
       " \t\t</div>\n",
       " <div class=\"matchup-team team2\">\n",
       " <a href=\"/en/squads/ae7f2f70/Slovan-Bratislava-Stats\">Slovan Bratislava</a>\n",
       " <img alt=\"Club Crest\" height=\"15\" itemscope=\"image\" src=\"https://cdn.ssref.net/req/202402261/tlogo/fb/mini.ae7f2f70.png\" style=\"vertical-align:text-top\" width=\"15\"/>\n",
       " </div>\n",
       " </div>,\n",
       " <div class=\"match-summary\">\n",
       " <div class=\"match-date\"></div>\n",
       " <div class=\"matchup-team team1 winner\">\n",
       " <img alt=\"Club Crest\" height=\"15\" itemscope=\"image\" src=\"https://cdn.ssref.net/req/202402261/tlogo/fb/mini.19c3f8c4.png\" style=\"vertical-align:text-top\" width=\"15\"/>\n",
       " <a href=\"/en/squads/19c3f8c4/Ajax-Stats\">Ajax</a>\n",
       " </div>\n",
       " <div class=\"match-detail\">\n",
       " \t\t\t\n",
       " \t\t\t\t\n",
       " \t\t\t\t\t4–3\n",
       " \t\t\t\t\n",
       " \t\t\t\n",
       " \t\t</div>\n",
       " <div class=\"matchup-team team2\">\n",
       " <a href=\"/en/squads/d86248bd/BodoGlimt-Stats\">Bodø/Glimt</a>\n",
       " <img alt=\"Club Crest\" height=\"15\" itemscope=\"image\" src=\"https://cdn.ssref.net/req/202402261/tlogo/fb/mini.d86248bd.png\" style=\"vertical-align:text-top\" width=\"15\"/>\n",
       " </div>\n",
       " </div>,\n",
       " <div class=\"match-summary\">\n",
       " <div class=\"match-date\"></div>\n",
       " <div class=\"matchup-team team1 winner\">\n",
       " <img alt=\"Club Crest\" height=\"15\" itemscope=\"image\" src=\"https://cdn.ssref.net/req/202402261/tlogo/fb/mini.e14f61a5.png\" style=\"vertical-align:text-top\" width=\"15\"/>\n",
       " <a href=\"/en/squads/e14f61a5/Union-SG-Stats\">Union SG</a>\n",
       " </div>\n",
       " <div class=\"match-detail\">\n",
       " \t\t\t\n",
       " \t\t\t\t\n",
       " \t\t\t\t\t4–3\n",
       " \t\t\t\t\n",
       " \t\t\t\n",
       " \t\t</div>\n",
       " <div class=\"matchup-team team2\">\n",
       " <a href=\"/en/squads/f0ac8ee6/Eintracht-Frankfurt-Stats\">Eint Frankfurt</a>\n",
       " <img alt=\"Club Crest\" height=\"15\" itemscope=\"image\" src=\"https://cdn.ssref.net/req/202402261/tlogo/fb/mini.f0ac8ee6.png\" style=\"vertical-align:text-top\" width=\"15\"/>\n",
       " </div>\n",
       " </div>,\n",
       " <div class=\"match-summary\">\n",
       " <div class=\"match-date\"></div>\n",
       " <div class=\"matchup-team team1 winner\">\n",
       " <img alt=\"Club Crest\" height=\"15\" itemscope=\"image\" src=\"https://cdn.ssref.net/req/202402261/tlogo/fb/mini.edd0d381.png\" style=\"vertical-align:text-top\" width=\"15\"/>\n",
       " <a href=\"/en/squads/edd0d381/Dinamo-Zagreb-Stats\">Dinamo Zagreb</a>\n",
       " </div>\n",
       " <div class=\"match-detail\">\n",
       " \t\t\t\n",
       " \t\t\t\t\n",
       " \t\t\t\t\t2–1\n",
       " \t\t\t\t\n",
       " \t\t\t\n",
       " \t\t</div>\n",
       " <div class=\"matchup-team team2\">\n",
       " <a href=\"/en/squads/fc536746/Real-Betis-Stats\">Betis</a>\n",
       " <img alt=\"Club Crest\" height=\"15\" itemscope=\"image\" src=\"https://cdn.ssref.net/req/202402261/tlogo/fb/mini.fc536746.png\" style=\"vertical-align:text-top\" width=\"15\"/>\n",
       " </div>\n",
       " </div>]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "soup1.find_all('div',{'class':'match-summary'}) #these are the current fixtures - here KO playoffs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "80dce64c",
   "metadata": {},
   "outputs": [],
   "source": [
    "#here are the leaderboards\n",
    "#soup1.find_all('div', {'class':'data_grid_box'}) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "fdc7fb8d",
   "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>Rank</th>\n",
       "      <th>Player</th>\n",
       "      <th>Goals</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.</td>\n",
       "      <td>Bruno Petković • Dinamo Zagreb</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td></td>\n",
       "      <td>Eran Zahavi • Maccabi Tel Aviv</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td></td>\n",
       "      <td>Benjamin Nygren • Nordsjælland</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td></td>\n",
       "      <td>Gift Orban • Gent</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.</td>\n",
       "      <td>Omar Marmoush • Eint Frankfurt</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td></td>\n",
       "      <td>Hans Vanaken • Club Brugge</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td></td>\n",
       "      <td>Aleksandar Čavrić • Slovan Bratislava</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td></td>\n",
       "      <td>Jakub Piotrowski • Ludogorets</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td></td>\n",
       "      <td>Fredrik Gulbrandsen • Molde</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td></td>\n",
       "      <td>Thiago • Club Brugge</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td></td>\n",
       "      <td>Dor Peretz • Maccabi Tel Aviv</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td></td>\n",
       "      <td>Yusuf Yazıcı • Lille</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Rank                                 Player Goals\n",
       "0    1.         Bruno Petković • Dinamo Zagreb     5\n",
       "1               Eran Zahavi • Maccabi Tel Aviv     5\n",
       "2               Benjamin Nygren • Nordsjælland     5\n",
       "3                            Gift Orban • Gent     5\n",
       "4    5.         Omar Marmoush • Eint Frankfurt     4\n",
       "5                   Hans Vanaken • Club Brugge     4\n",
       "6        Aleksandar Čavrić • Slovan Bratislava     4\n",
       "7                Jakub Piotrowski • Ludogorets     4\n",
       "8                  Fredrik Gulbrandsen • Molde     4\n",
       "9                         Thiago • Club Brugge     4\n",
       "10               Dor Peretz • Maccabi Tel Aviv     4\n",
       "11                        Yusuf Yazıcı • Lille     4"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "goals = soup1.find_all('div', {'class':'data_grid_box'})[0] #the first one is for goals\n",
    "goal_leaders = pd.DataFrame(\n",
    "    columns=[\"Rank\", \"Player\", \"Goals\"]\n",
    ")\n",
    "\n",
    "mylist = []\n",
    "for goals_row in goals.tbody.find_all(\"tr\"):\n",
    "    goals_columns = goals_row.find_all(\"td\")\n",
    "\n",
    "    if goals_columns != []:\n",
    "        rank = goals_columns[0].text.strip()\n",
    "        player = goals_columns[1].text.strip()\n",
    "        goals_nb = goals_columns[2].text.strip()\n",
    "\n",
    "        mylist.append([rank, player, goals_nb])\n",
    "\n",
    "goal_leaders = pd.DataFrame(\n",
    "    mylist,\n",
    "    columns=[\"Rank\", \"Player\", \"Goals\"]\n",
    ")\n",
    "goal_leaders"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "284c09f9",
   "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>Rank</th>\n",
       "      <th>Player</th>\n",
       "      <th>PSxG-GA/90</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.</td>\n",
       "      <td>Jérémy Frick • Servette FC</td>\n",
       "      <td>+1.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2.</td>\n",
       "      <td>Matevž Vidovšek • Olimpija</td>\n",
       "      <td>+1.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3.</td>\n",
       "      <td>Vito Mannone • Lille</td>\n",
       "      <td>+0.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.</td>\n",
       "      <td>Orlando Mosquera • Maccabi Tel Aviv</td>\n",
       "      <td>+0.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.</td>\n",
       "      <td>Danijel Zagorac • Dinamo Zagreb</td>\n",
       "      <td>+0.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6.</td>\n",
       "      <td>Hendrik Van Crombrugge • Genk</td>\n",
       "      <td>+0.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7.</td>\n",
       "      <td>Diant Ramaj • Ajax</td>\n",
       "      <td>+0.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8.</td>\n",
       "      <td>Shareef Keouf • Maccabi Haifa</td>\n",
       "      <td>+0.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9.</td>\n",
       "      <td>Alexandros Paschalakis • Olympiacos</td>\n",
       "      <td>+0.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td></td>\n",
       "      <td>Dominik Takáč • Spartak Trnava</td>\n",
       "      <td>+0.39</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Rank                               Player PSxG-GA/90\n",
       "0   1.           Jérémy Frick • Servette FC      +1.58\n",
       "1   2.           Matevž Vidovšek • Olimpija      +1.09\n",
       "2   3.                 Vito Mannone • Lille      +0.77\n",
       "3   4.  Orlando Mosquera • Maccabi Tel Aviv      +0.75\n",
       "4   5.      Danijel Zagorac • Dinamo Zagreb      +0.70\n",
       "5   6.        Hendrik Van Crombrugge • Genk      +0.69\n",
       "6   7.                   Diant Ramaj • Ajax      +0.66\n",
       "7   8.        Shareef Keouf • Maccabi Haifa      +0.57\n",
       "8   9.  Alexandros Paschalakis • Olympiacos      +0.39\n",
       "9            Dominik Takáč • Spartak Trnava      +0.39"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "PSxGDF90 = soup1.find_all('div', {'class':'data_grid_box'})[77] #the last one is for PSxG-GA/90\n",
    "PSxGDF90_leaders = pd.DataFrame(\n",
    "    columns=[\"Rank\", \"Player\", \"PSxG-GA/90\"]\n",
    ")\n",
    "\n",
    "mylist = []\n",
    "for PSxGDF90_row in PSxGDF90.tbody.find_all(\"tr\"):\n",
    "    PSxGDF90_columns = PSxGDF90_row.find_all(\"td\")\n",
    "\n",
    "    if PSxGDF90_columns != []:\n",
    "        rank = PSxGDF90_columns[0].text.strip()\n",
    "        player = PSxGDF90_columns[1].text.strip()\n",
    "        psxgdf90 = PSxGDF90_columns[2].text.strip()\n",
    "\n",
    "        mylist.append([rank, player, psxgdf90])\n",
    "\n",
    "PSxGDF90_leaders = pd.DataFrame(\n",
    "    mylist,\n",
    "    columns=[\"Rank\", \"Player\", \"PSxG-GA/90\"]\n",
    ")\n",
    "PSxGDF90_leaders"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "c0486b66",
   "metadata": {},
   "outputs": [],
   "source": [
    "nations_soup = soup1.find('table', {'id':'nations'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "cbbe61e0",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_nationalities = pd.DataFrame(\n",
    "    columns=[\"Nation\", \"# Players\", \"Min\",\"List\"]\n",
    ")\n",
    "\n",
    "mylist = []\n",
    "for nations_row in nations_soup.tbody.find_all(\"tr\"):\n",
    "    nations_columns = nations_row.find_all(\"td\")\n",
    "\n",
    "    if nations_columns != []:\n",
    "        nation = nations_columns[0].text.strip()\n",
    "        players = nations_columns[1].text.strip()\n",
    "        Min = nations_columns[2].text.strip()\n",
    "        List = nations_columns[3].text.strip()\n",
    "\n",
    "        mylist.append([nation, players, Min, List])\n",
    "\n",
    "df_nationalities = pd.DataFrame(\n",
    "    mylist,\n",
    "    columns=[\"Nation\", \"# Players\", \"Min\",\"List\"]\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "729db26f",
   "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>Nation</th>\n",
       "      <th># Players</th>\n",
       "      <th>Min</th>\n",
       "      <th>List</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>no Norway</td>\n",
       "      <td>59</td>\n",
       "      <td>12,462</td>\n",
       "      <td>Patrick Berg, Aslak Witry, Amahl Pellegrino, K...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>hr Croatia</td>\n",
       "      <td>47</td>\n",
       "      <td>11,915</td>\n",
       "      <td>Bruno Petković, Josip Mišić, Martin Baturina, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>fr France</td>\n",
       "      <td>41</td>\n",
       "      <td>8,872</td>\n",
       "      <td>Junior Dina Ebimbe, Rémy Cabella, Niels Nkounk...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>rs Serbia</td>\n",
       "      <td>40</td>\n",
       "      <td>9,515</td>\n",
       "      <td>Aleksandar Čavrić, Bojan Radulovic, Radovan Pa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>View Complete Nationalities Table</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Nation # Players     Min  \\\n",
       "0   no Norway        59  12,462   \n",
       "1  hr Croatia        47  11,915   \n",
       "2   fr France        41   8,872   \n",
       "3   rs Serbia        40   9,515   \n",
       "4                                 \n",
       "\n",
       "                                                List  \n",
       "0  Patrick Berg, Aslak Witry, Amahl Pellegrino, K...  \n",
       "1  Bruno Petković, Josip Mišić, Martin Baturina, ...  \n",
       "2  Junior Dina Ebimbe, Rémy Cabella, Niels Nkounk...  \n",
       "3  Aleksandar Čavrić, Bojan Radulovic, Radovan Pa...  \n",
       "4                  View Complete Nationalities Table  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_nationalities"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba06919a",
   "metadata": {},
   "source": [
    "# Women's Super League (16/02/24)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "c9cf9ad9",
   "metadata": {},
   "outputs": [],
   "source": [
    "dfs_2 = pd.read_html('https://fbref.com/en/comps/189/Womens-Super-League-Stats')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "6563d15c",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rk</th>\n",
       "      <th>Squad</th>\n",
       "      <th>MP</th>\n",
       "      <th>W</th>\n",
       "      <th>D</th>\n",
       "      <th>L</th>\n",
       "      <th>GF</th>\n",
       "      <th>GA</th>\n",
       "      <th>GD</th>\n",
       "      <th>Pts</th>\n",
       "      <th>Pts/MP</th>\n",
       "      <th>xG</th>\n",
       "      <th>xGA</th>\n",
       "      <th>xGD</th>\n",
       "      <th>xGD/90</th>\n",
       "      <th>Last 5</th>\n",
       "      <th>Attendance</th>\n",
       "      <th>Top Team Scorer</th>\n",
       "      <th>Goalkeeper</th>\n",
       "      <th>Notes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>15</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>45</td>\n",
       "      <td>13</td>\n",
       "      <td>32</td>\n",
       "      <td>37</td>\n",
       "      <td>2.47</td>\n",
       "      <td>37.5</td>\n",
       "      <td>13.6</td>\n",
       "      <td>24.0</td>\n",
       "      <td>1.60</td>\n",
       "      <td>W W W L W</td>\n",
       "      <td>4637</td>\n",
       "      <td>Lauren James - 12</td>\n",
       "      <td>Hannah Hampton</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>15</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>38</td>\n",
       "      <td>9</td>\n",
       "      <td>29</td>\n",
       "      <td>37</td>\n",
       "      <td>2.47</td>\n",
       "      <td>29.5</td>\n",
       "      <td>12.6</td>\n",
       "      <td>16.8</td>\n",
       "      <td>1.12</td>\n",
       "      <td>W W W W W</td>\n",
       "      <td>3114</td>\n",
       "      <td>Khadija Shaw - 15</td>\n",
       "      <td>Khiara Keating</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>15</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>33</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>34</td>\n",
       "      <td>2.27</td>\n",
       "      <td>34.7</td>\n",
       "      <td>10.9</td>\n",
       "      <td>23.7</td>\n",
       "      <td>1.58</td>\n",
       "      <td>W W L W W</td>\n",
       "      <td>35006</td>\n",
       "      <td>Alessia Russo - 6</td>\n",
       "      <td>Manuela Zinsberger</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Manchester Utd</td>\n",
       "      <td>15</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>32</td>\n",
       "      <td>19</td>\n",
       "      <td>13</td>\n",
       "      <td>25</td>\n",
       "      <td>1.67</td>\n",
       "      <td>26.4</td>\n",
       "      <td>17.0</td>\n",
       "      <td>9.4</td>\n",
       "      <td>0.63</td>\n",
       "      <td>L W W L D</td>\n",
       "      <td>11134</td>\n",
       "      <td>Nikita Parris - 8</td>\n",
       "      <td>Mary Earps</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>15</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>22</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>25</td>\n",
       "      <td>1.67</td>\n",
       "      <td>16.4</td>\n",
       "      <td>19.6</td>\n",
       "      <td>-3.2</td>\n",
       "      <td>-0.21</td>\n",
       "      <td>L L D W W</td>\n",
       "      <td>5229</td>\n",
       "      <td>Sophie Román Haug, Marie-Therese Höbinger - 4</td>\n",
       "      <td>Rachael Laws</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>21</td>\n",
       "      <td>29</td>\n",
       "      <td>-8</td>\n",
       "      <td>19</td>\n",
       "      <td>1.27</td>\n",
       "      <td>16.6</td>\n",
       "      <td>23.1</td>\n",
       "      <td>-6.5</td>\n",
       "      <td>-0.44</td>\n",
       "      <td>W L D L L</td>\n",
       "      <td>3902</td>\n",
       "      <td>Martha Thomas - 7</td>\n",
       "      <td>Rebecca Spencer</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>15</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>21</td>\n",
       "      <td>30</td>\n",
       "      <td>-9</td>\n",
       "      <td>16</td>\n",
       "      <td>1.07</td>\n",
       "      <td>17.3</td>\n",
       "      <td>29.8</td>\n",
       "      <td>-12.5</td>\n",
       "      <td>-0.84</td>\n",
       "      <td>L W L W L</td>\n",
       "      <td>1531</td>\n",
       "      <td>Jutta Rantala - 5</td>\n",
       "      <td>Janina Leitzig</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>19</td>\n",
       "      <td>31</td>\n",
       "      <td>-12</td>\n",
       "      <td>16</td>\n",
       "      <td>1.07</td>\n",
       "      <td>18.7</td>\n",
       "      <td>23.9</td>\n",
       "      <td>-5.2</td>\n",
       "      <td>-0.35</td>\n",
       "      <td>W L D W L</td>\n",
       "      <td>4379</td>\n",
       "      <td>Rachel Daly - 6</td>\n",
       "      <td>Daphne van Domselaar</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>15</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>20</td>\n",
       "      <td>33</td>\n",
       "      <td>-13</td>\n",
       "      <td>14</td>\n",
       "      <td>0.93</td>\n",
       "      <td>14.2</td>\n",
       "      <td>29.9</td>\n",
       "      <td>-15.6</td>\n",
       "      <td>-1.04</td>\n",
       "      <td>W L L L W</td>\n",
       "      <td>3494</td>\n",
       "      <td>Elisabeth Terland - 11</td>\n",
       "      <td>Sophie Baggaley</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>Everton</td>\n",
       "      <td>15</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>13</td>\n",
       "      <td>27</td>\n",
       "      <td>-14</td>\n",
       "      <td>14</td>\n",
       "      <td>0.93</td>\n",
       "      <td>14.4</td>\n",
       "      <td>25.0</td>\n",
       "      <td>-10.5</td>\n",
       "      <td>-0.70</td>\n",
       "      <td>L L L W L</td>\n",
       "      <td>1011</td>\n",
       "      <td>Aurora Galli, Megan Finnigan - 3</td>\n",
       "      <td>Courtney Brosnan</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>15</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>16</td>\n",
       "      <td>30</td>\n",
       "      <td>-14</td>\n",
       "      <td>12</td>\n",
       "      <td>0.80</td>\n",
       "      <td>16.4</td>\n",
       "      <td>20.6</td>\n",
       "      <td>-4.2</td>\n",
       "      <td>-0.28</td>\n",
       "      <td>L W W L D</td>\n",
       "      <td>4479</td>\n",
       "      <td>Viviane Asseyi - 6</td>\n",
       "      <td>Mackenzie Arnold</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>Bristol City</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>11</td>\n",
       "      <td>20</td>\n",
       "      <td>45</td>\n",
       "      <td>-25</td>\n",
       "      <td>6</td>\n",
       "      <td>0.40</td>\n",
       "      <td>12.4</td>\n",
       "      <td>28.5</td>\n",
       "      <td>-16.1</td>\n",
       "      <td>-1.07</td>\n",
       "      <td>L L D L L</td>\n",
       "      <td>7687</td>\n",
       "      <td>Amalie Thestrup - 9</td>\n",
       "      <td>Olivia Clark</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Rk            Squad  MP   W  D   L  GF  GA  GD  Pts  Pts/MP    xG   xGA  \\\n",
       "0    1          Chelsea  15  12  1   2  45  13  32   37    2.47  37.5  13.6   \n",
       "1    2  Manchester City  15  12  1   2  38   9  29   37    2.47  29.5  12.6   \n",
       "2    3          Arsenal  15  11  1   3  33  14  19   34    2.27  34.7  10.9   \n",
       "3    4   Manchester Utd  15   7  4   4  32  19  13   25    1.67  26.4  17.0   \n",
       "4    5        Liverpool  15   7  4   4  22  20   2   25    1.67  16.4  19.6   \n",
       "5    6        Tottenham  15   5  4   6  21  29  -8   19    1.27  16.6  23.1   \n",
       "6    7   Leicester City  15   4  4   7  21  30  -9   16    1.07  17.3  29.8   \n",
       "7    8      Aston Villa  15   5  1   9  19  31 -12   16    1.07  18.7  23.9   \n",
       "8    9         Brighton  15   4  2   9  20  33 -13   14    0.93  14.2  29.9   \n",
       "9   10          Everton  15   4  2   9  13  27 -14   14    0.93  14.4  25.0   \n",
       "10  11         West Ham  15   3  3   9  16  30 -14   12    0.80  16.4  20.6   \n",
       "11  12     Bristol City  15   1  3  11  20  45 -25    6    0.40  12.4  28.5   \n",
       "\n",
       "     xGD  xGD/90     Last 5  Attendance  \\\n",
       "0   24.0    1.60  W W W L W        4637   \n",
       "1   16.8    1.12  W W W W W        3114   \n",
       "2   23.7    1.58  W W L W W       35006   \n",
       "3    9.4    0.63  L W W L D       11134   \n",
       "4   -3.2   -0.21  L L D W W        5229   \n",
       "5   -6.5   -0.44  W L D L L        3902   \n",
       "6  -12.5   -0.84  L W L W L        1531   \n",
       "7   -5.2   -0.35  W L D W L        4379   \n",
       "8  -15.6   -1.04  W L L L W        3494   \n",
       "9  -10.5   -0.70  L L L W L        1011   \n",
       "10  -4.2   -0.28  L W W L D        4479   \n",
       "11 -16.1   -1.07  L L D L L        7687   \n",
       "\n",
       "                                  Top Team Scorer            Goalkeeper  Notes  \n",
       "0                               Lauren James - 12        Hannah Hampton    NaN  \n",
       "1                               Khadija Shaw - 15        Khiara Keating    NaN  \n",
       "2                               Alessia Russo - 6    Manuela Zinsberger    NaN  \n",
       "3                               Nikita Parris - 8            Mary Earps    NaN  \n",
       "4   Sophie Román Haug, Marie-Therese Höbinger - 4          Rachael Laws    NaN  \n",
       "5                               Martha Thomas - 7       Rebecca Spencer    NaN  \n",
       "6                               Jutta Rantala - 5        Janina Leitzig    NaN  \n",
       "7                                 Rachel Daly - 6  Daphne van Domselaar    NaN  \n",
       "8                          Elisabeth Terland - 11       Sophie Baggaley    NaN  \n",
       "9                Aurora Galli, Megan Finnigan - 3      Courtney Brosnan    NaN  \n",
       "10                             Viviane Asseyi - 6      Mackenzie Arnold    NaN  \n",
       "11                            Amalie Thestrup - 9          Olivia Clark    NaN  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfs_2[0] #Regular season table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "69ffd695",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0_level_0</th>\n",
       "      <th>Unnamed: 1_level_0</th>\n",
       "      <th colspan=\"8\" halign=\"left\">Home</th>\n",
       "      <th>...</th>\n",
       "      <th colspan=\"10\" halign=\"left\">Away</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Rk</th>\n",
       "      <th>Squad</th>\n",
       "      <th>MP</th>\n",
       "      <th>W</th>\n",
       "      <th>D</th>\n",
       "      <th>L</th>\n",
       "      <th>GF</th>\n",
       "      <th>GA</th>\n",
       "      <th>GD</th>\n",
       "      <th>Pts</th>\n",
       "      <th>...</th>\n",
       "      <th>L</th>\n",
       "      <th>GF</th>\n",
       "      <th>GA</th>\n",
       "      <th>GD</th>\n",
       "      <th>Pts</th>\n",
       "      <th>Pts/MP</th>\n",
       "      <th>xG</th>\n",
       "      <th>xGA</th>\n",
       "      <th>xGD</th>\n",
       "      <th>xGD/90</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>8</td>\n",
       "      <td>16</td>\n",
       "      <td>21</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>21</td>\n",
       "      <td>5</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>2.29</td>\n",
       "      <td>15.6</td>\n",
       "      <td>5.9</td>\n",
       "      <td>9.7</td>\n",
       "      <td>1.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>5</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>18</td>\n",
       "      <td>2.57</td>\n",
       "      <td>11.4</td>\n",
       "      <td>7.3</td>\n",
       "      <td>4.1</td>\n",
       "      <td>0.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>6</td>\n",
       "      <td>11</td>\n",
       "      <td>21</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>16</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>13</td>\n",
       "      <td>1.86</td>\n",
       "      <td>18.3</td>\n",
       "      <td>4.7</td>\n",
       "      <td>13.6</td>\n",
       "      <td>1.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Manchester Utd</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>14</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>18</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>14</td>\n",
       "      <td>1.75</td>\n",
       "      <td>15.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>0.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>14</td>\n",
       "      <td>-2</td>\n",
       "      <td>14</td>\n",
       "      <td>1.75</td>\n",
       "      <td>8.5</td>\n",
       "      <td>13.4</td>\n",
       "      <td>-4.9</td>\n",
       "      <td>-0.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>11</td>\n",
       "      <td>-4</td>\n",
       "      <td>8</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>14</td>\n",
       "      <td>18</td>\n",
       "      <td>-4</td>\n",
       "      <td>11</td>\n",
       "      <td>1.38</td>\n",
       "      <td>9.6</td>\n",
       "      <td>13.2</td>\n",
       "      <td>-3.6</td>\n",
       "      <td>-0.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>16</td>\n",
       "      <td>-6</td>\n",
       "      <td>8</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>11</td>\n",
       "      <td>14</td>\n",
       "      <td>-3</td>\n",
       "      <td>8</td>\n",
       "      <td>1.14</td>\n",
       "      <td>5.1</td>\n",
       "      <td>12.0</td>\n",
       "      <td>-6.8</td>\n",
       "      <td>-0.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>20</td>\n",
       "      <td>-12</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>1.50</td>\n",
       "      <td>7.3</td>\n",
       "      <td>11.6</td>\n",
       "      <td>-4.2</td>\n",
       "      <td>-0.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>18</td>\n",
       "      <td>-10</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>15</td>\n",
       "      <td>-3</td>\n",
       "      <td>9</td>\n",
       "      <td>1.29</td>\n",
       "      <td>6.9</td>\n",
       "      <td>16.5</td>\n",
       "      <td>-9.5</td>\n",
       "      <td>-1.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>Everton</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>17</td>\n",
       "      <td>-11</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>-3</td>\n",
       "      <td>10</td>\n",
       "      <td>1.25</td>\n",
       "      <td>7.1</td>\n",
       "      <td>15.4</td>\n",
       "      <td>-8.2</td>\n",
       "      <td>-1.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>11</td>\n",
       "      <td>16</td>\n",
       "      <td>-5</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>14</td>\n",
       "      <td>-9</td>\n",
       "      <td>7</td>\n",
       "      <td>1.00</td>\n",
       "      <td>7.1</td>\n",
       "      <td>8.9</td>\n",
       "      <td>-1.8</td>\n",
       "      <td>-0.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>Bristol City</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>22</td>\n",
       "      <td>-15</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>13</td>\n",
       "      <td>23</td>\n",
       "      <td>-10</td>\n",
       "      <td>6</td>\n",
       "      <td>0.75</td>\n",
       "      <td>7.6</td>\n",
       "      <td>15.3</td>\n",
       "      <td>-7.7</td>\n",
       "      <td>-0.96</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0_level_0 Unnamed: 1_level_0 Home                           ...  \\\n",
       "                   Rk              Squad   MP  W  D  L  GF  GA  GD Pts  ...   \n",
       "0                   1            Chelsea    8  7  0  1  24   8  16  21  ...   \n",
       "1                   2    Manchester City    8  6  1  1  24   5  19  19  ...   \n",
       "2                   3            Arsenal    8  7  0  1  17   6  11  21  ...   \n",
       "3                   4     Manchester Utd    7  3  2  2  14   9   5  11  ...   \n",
       "4                   5          Liverpool    7  3  2  2  10   6   4  11  ...   \n",
       "5                   6          Tottenham    7  2  2  3   7  11  -4   8  ...   \n",
       "6                   7     Leicester City    8  2  2  4  10  16  -6   8  ...   \n",
       "7                   8        Aston Villa    7  1  1  5   8  20 -12   4  ...   \n",
       "8                   9           Brighton    8  1  2  5   8  18 -10   5  ...   \n",
       "9                  10            Everton    7  1  1  5   6  17 -11   4  ...   \n",
       "10                 11           West Ham    8  1  2  5  11  16  -5   5  ...   \n",
       "11                 12       Bristol City    7  0  0  7   7  22 -15   0  ...   \n",
       "\n",
       "   Away                                                  \n",
       "      L  GF  GA  GD Pts Pts/MP    xG   xGA   xGD xGD/90  \n",
       "0     1  21   5  16  16   2.29  15.6   5.9   9.7   1.39  \n",
       "1     1  14   4  10  18   2.57  11.4   7.3   4.1   0.58  \n",
       "2     2  16   8   8  13   1.86  18.3   4.7  13.6   1.94  \n",
       "3     2  18  10   8  14   1.75  15.5  10.0   5.5   0.69  \n",
       "4     2  12  14  -2  14   1.75   8.5  13.4  -4.9  -0.61  \n",
       "5     3  14  18  -4  11   1.38   9.6  13.2  -3.6  -0.45  \n",
       "6     3  11  14  -3   8   1.14   5.1  12.0  -6.8  -0.98  \n",
       "7     4  11  11   0  12   1.50   7.3  11.6  -4.2  -0.53  \n",
       "8     4  12  15  -3   9   1.29   6.9  16.5  -9.5  -1.36  \n",
       "9     4   7  10  -3  10   1.25   7.1  15.4  -8.2  -1.03  \n",
       "10    4   5  14  -9   7   1.00   7.1   8.9  -1.8  -0.26  \n",
       "11    4  13  23 -10   6   0.75   7.6  15.3  -7.7  -0.96  \n",
       "\n",
       "[12 rows x 28 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfs_2[1] #Regular season table - home/away"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "916e591d",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0_level_0</th>\n",
       "      <th>Unnamed: 1_level_0</th>\n",
       "      <th>Unnamed: 2_level_0</th>\n",
       "      <th>Unnamed: 3_level_0</th>\n",
       "      <th colspan=\"4\" halign=\"left\">Playing Time</th>\n",
       "      <th colspan=\"2\" halign=\"left\">Performance</th>\n",
       "      <th>...</th>\n",
       "      <th colspan=\"10\" halign=\"left\">Per 90 Minutes</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Squad</th>\n",
       "      <th># Pl</th>\n",
       "      <th>Age</th>\n",
       "      <th>Poss</th>\n",
       "      <th>MP</th>\n",
       "      <th>Starts</th>\n",
       "      <th>Min</th>\n",
       "      <th>90s</th>\n",
       "      <th>Gls</th>\n",
       "      <th>Ast</th>\n",
       "      <th>...</th>\n",
       "      <th>Gls</th>\n",
       "      <th>Ast</th>\n",
       "      <th>G+A</th>\n",
       "      <th>G-PK</th>\n",
       "      <th>G+A-PK</th>\n",
       "      <th>xG</th>\n",
       "      <th>xAG</th>\n",
       "      <th>xG+xAG</th>\n",
       "      <th>npxG</th>\n",
       "      <th>npxG+xAG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>24</td>\n",
       "      <td>28.1</td>\n",
       "      <td>58.5</td>\n",
       "      <td>15</td>\n",
       "      <td>165</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>32</td>\n",
       "      <td>23</td>\n",
       "      <td>...</td>\n",
       "      <td>2.13</td>\n",
       "      <td>1.53</td>\n",
       "      <td>3.67</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.53</td>\n",
       "      <td>2.31</td>\n",
       "      <td>1.64</td>\n",
       "      <td>3.95</td>\n",
       "      <td>2.15</td>\n",
       "      <td>3.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>23</td>\n",
       "      <td>28.3</td>\n",
       "      <td>53.9</td>\n",
       "      <td>15</td>\n",
       "      <td>165</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>18</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.67</td>\n",
       "      <td>1.87</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.67</td>\n",
       "      <td>1.25</td>\n",
       "      <td>0.78</td>\n",
       "      <td>2.03</td>\n",
       "      <td>1.09</td>\n",
       "      <td>1.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Brighton</td>\n",
       "      <td>21</td>\n",
       "      <td>27.4</td>\n",
       "      <td>44.3</td>\n",
       "      <td>15</td>\n",
       "      <td>165</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>20</td>\n",
       "      <td>14</td>\n",
       "      <td>...</td>\n",
       "      <td>1.33</td>\n",
       "      <td>0.93</td>\n",
       "      <td>2.27</td>\n",
       "      <td>1.27</td>\n",
       "      <td>2.20</td>\n",
       "      <td>0.95</td>\n",
       "      <td>0.69</td>\n",
       "      <td>1.64</td>\n",
       "      <td>0.90</td>\n",
       "      <td>1.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Bristol City</td>\n",
       "      <td>30</td>\n",
       "      <td>24.4</td>\n",
       "      <td>33.7</td>\n",
       "      <td>15</td>\n",
       "      <td>165</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>20</td>\n",
       "      <td>9</td>\n",
       "      <td>...</td>\n",
       "      <td>1.33</td>\n",
       "      <td>0.60</td>\n",
       "      <td>1.93</td>\n",
       "      <td>1.20</td>\n",
       "      <td>1.80</td>\n",
       "      <td>0.83</td>\n",
       "      <td>0.42</td>\n",
       "      <td>1.25</td>\n",
       "      <td>0.72</td>\n",
       "      <td>1.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>28</td>\n",
       "      <td>27.2</td>\n",
       "      <td>60.2</td>\n",
       "      <td>15</td>\n",
       "      <td>165</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>44</td>\n",
       "      <td>31</td>\n",
       "      <td>...</td>\n",
       "      <td>2.93</td>\n",
       "      <td>2.07</td>\n",
       "      <td>5.00</td>\n",
       "      <td>2.80</td>\n",
       "      <td>4.87</td>\n",
       "      <td>2.50</td>\n",
       "      <td>1.89</td>\n",
       "      <td>4.39</td>\n",
       "      <td>2.40</td>\n",
       "      <td>4.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Everton</td>\n",
       "      <td>26</td>\n",
       "      <td>26.3</td>\n",
       "      <td>44.3</td>\n",
       "      <td>15</td>\n",
       "      <td>165</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>12</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.47</td>\n",
       "      <td>1.27</td>\n",
       "      <td>0.67</td>\n",
       "      <td>1.13</td>\n",
       "      <td>0.96</td>\n",
       "      <td>0.60</td>\n",
       "      <td>1.56</td>\n",
       "      <td>0.82</td>\n",
       "      <td>1.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>24</td>\n",
       "      <td>27.1</td>\n",
       "      <td>50.8</td>\n",
       "      <td>15</td>\n",
       "      <td>165</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>21</td>\n",
       "      <td>16</td>\n",
       "      <td>...</td>\n",
       "      <td>1.40</td>\n",
       "      <td>1.07</td>\n",
       "      <td>2.47</td>\n",
       "      <td>1.40</td>\n",
       "      <td>2.47</td>\n",
       "      <td>1.15</td>\n",
       "      <td>0.85</td>\n",
       "      <td>2.00</td>\n",
       "      <td>1.15</td>\n",
       "      <td>2.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>23</td>\n",
       "      <td>27.1</td>\n",
       "      <td>46.8</td>\n",
       "      <td>15</td>\n",
       "      <td>165</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>20</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>1.33</td>\n",
       "      <td>1.00</td>\n",
       "      <td>2.33</td>\n",
       "      <td>1.33</td>\n",
       "      <td>2.33</td>\n",
       "      <td>1.09</td>\n",
       "      <td>0.88</td>\n",
       "      <td>1.97</td>\n",
       "      <td>1.09</td>\n",
       "      <td>1.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>22</td>\n",
       "      <td>25.9</td>\n",
       "      <td>59.1</td>\n",
       "      <td>15</td>\n",
       "      <td>165</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>36</td>\n",
       "      <td>26</td>\n",
       "      <td>...</td>\n",
       "      <td>2.40</td>\n",
       "      <td>1.73</td>\n",
       "      <td>4.13</td>\n",
       "      <td>2.33</td>\n",
       "      <td>4.07</td>\n",
       "      <td>1.96</td>\n",
       "      <td>1.26</td>\n",
       "      <td>3.23</td>\n",
       "      <td>1.80</td>\n",
       "      <td>3.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Manchester Utd</td>\n",
       "      <td>19</td>\n",
       "      <td>27.3</td>\n",
       "      <td>56.7</td>\n",
       "      <td>15</td>\n",
       "      <td>165</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>32</td>\n",
       "      <td>23</td>\n",
       "      <td>...</td>\n",
       "      <td>2.13</td>\n",
       "      <td>1.53</td>\n",
       "      <td>3.67</td>\n",
       "      <td>2.07</td>\n",
       "      <td>3.60</td>\n",
       "      <td>1.76</td>\n",
       "      <td>1.29</td>\n",
       "      <td>3.05</td>\n",
       "      <td>1.71</td>\n",
       "      <td>3.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Tottenham</td>\n",
       "      <td>27</td>\n",
       "      <td>27.4</td>\n",
       "      <td>48.3</td>\n",
       "      <td>15</td>\n",
       "      <td>165</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>21</td>\n",
       "      <td>13</td>\n",
       "      <td>...</td>\n",
       "      <td>1.40</td>\n",
       "      <td>0.87</td>\n",
       "      <td>2.27</td>\n",
       "      <td>1.40</td>\n",
       "      <td>2.27</td>\n",
       "      <td>1.11</td>\n",
       "      <td>0.77</td>\n",
       "      <td>1.87</td>\n",
       "      <td>1.11</td>\n",
       "      <td>1.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>25</td>\n",
       "      <td>27.0</td>\n",
       "      <td>43.4</td>\n",
       "      <td>15</td>\n",
       "      <td>165</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>16</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>1.07</td>\n",
       "      <td>0.47</td>\n",
       "      <td>1.53</td>\n",
       "      <td>0.87</td>\n",
       "      <td>1.33</td>\n",
       "      <td>1.09</td>\n",
       "      <td>0.57</td>\n",
       "      <td>1.67</td>\n",
       "      <td>0.94</td>\n",
       "      <td>1.51</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0  \\\n",
       "                Squad               # Pl                Age   \n",
       "0             Arsenal                 24               28.1   \n",
       "1         Aston Villa                 23               28.3   \n",
       "2            Brighton                 21               27.4   \n",
       "3        Bristol City                 30               24.4   \n",
       "4             Chelsea                 28               27.2   \n",
       "5             Everton                 26               26.3   \n",
       "6      Leicester City                 24               27.1   \n",
       "7           Liverpool                 23               27.1   \n",
       "8     Manchester City                 22               25.9   \n",
       "9      Manchester Utd                 19               27.3   \n",
       "10          Tottenham                 27               27.4   \n",
       "11           West Ham                 25               27.0   \n",
       "\n",
       "   Unnamed: 3_level_0 Playing Time                    Performance      ...  \\\n",
       "                 Poss           MP Starts   Min   90s         Gls Ast  ...   \n",
       "0                58.5           15    165  1350  15.0          32  23  ...   \n",
       "1                53.9           15    165  1350  15.0          18  10  ...   \n",
       "2                44.3           15    165  1350  15.0          20  14  ...   \n",
       "3                33.7           15    165  1350  15.0          20   9  ...   \n",
       "4                60.2           15    165  1350  15.0          44  31  ...   \n",
       "5                44.3           15    165  1350  15.0          12   7  ...   \n",
       "6                50.8           15    165  1350  15.0          21  16  ...   \n",
       "7                46.8           15    165  1350  15.0          20  15  ...   \n",
       "8                59.1           15    165  1350  15.0          36  26  ...   \n",
       "9                56.7           15    165  1350  15.0          32  23  ...   \n",
       "10               48.3           15    165  1350  15.0          21  13  ...   \n",
       "11               43.4           15    165  1350  15.0          16   7  ...   \n",
       "\n",
       "   Per 90 Minutes                                                             \n",
       "              Gls   Ast   G+A  G-PK G+A-PK    xG   xAG xG+xAG  npxG npxG+xAG  \n",
       "0            2.13  1.53  3.67  2.00   3.53  2.31  1.64   3.95  2.15     3.79  \n",
       "1            1.20  0.67  1.87  1.00   1.67  1.25  0.78   2.03  1.09     1.87  \n",
       "2            1.33  0.93  2.27  1.27   2.20  0.95  0.69   1.64  0.90     1.59  \n",
       "3            1.33  0.60  1.93  1.20   1.80  0.83  0.42   1.25  0.72     1.14  \n",
       "4            2.93  2.07  5.00  2.80   4.87  2.50  1.89   4.39  2.40     4.28  \n",
       "5            0.80  0.47  1.27  0.67   1.13  0.96  0.60   1.56  0.82     1.43  \n",
       "6            1.40  1.07  2.47  1.40   2.47  1.15  0.85   2.00  1.15     2.00  \n",
       "7            1.33  1.00  2.33  1.33   2.33  1.09  0.88   1.97  1.09     1.97  \n",
       "8            2.40  1.73  4.13  2.33   4.07  1.96  1.26   3.23  1.80     3.06  \n",
       "9            2.13  1.53  3.67  2.07   3.60  1.76  1.29   3.05  1.71     3.01  \n",
       "10           1.40  0.87  2.27  1.40   2.27  1.11  0.77   1.87  1.11     1.87  \n",
       "11           1.07  0.47  1.53  0.87   1.33  1.09  0.57   1.67  0.94     1.51  \n",
       "\n",
       "[12 rows x 32 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfs_2[2] #Squad Standard Stats - Squad Stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "23254fe9",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0_level_0</th>\n",
       "      <th>Unnamed: 1_level_0</th>\n",
       "      <th>Unnamed: 2_level_0</th>\n",
       "      <th>Unnamed: 3_level_0</th>\n",
       "      <th colspan=\"4\" halign=\"left\">Playing Time</th>\n",
       "      <th colspan=\"2\" halign=\"left\">Performance</th>\n",
       "      <th>...</th>\n",
       "      <th colspan=\"10\" halign=\"left\">Per 90 Minutes</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Squad</th>\n",
       "      <th># Pl</th>\n",
       "      <th>Age</th>\n",
       "      <th>Poss</th>\n",
       "      <th>MP</th>\n",
       "      <th>Starts</th>\n",
       "      <th>Min</th>\n",
       "      <th>90s</th>\n",
       "      <th>Gls</th>\n",
       "      <th>Ast</th>\n",
       "      <th>...</th>\n",
       "      <th>Gls</th>\n",
       "      <th>Ast</th>\n",
       "      <th>G+A</th>\n",
       "      <th>G-PK</th>\n",
       "      <th>G+A-PK</th>\n",
       "      <th>xG</th>\n",
       "      <th>xAG</th>\n",
       "      <th>xG+xAG</th>\n",
       "      <th>npxG</th>\n",
       "      <th>npxG+xAG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>vs Arsenal</td>\n",
       "      <td>24</td>\n",
       "      <td>27.0</td>\n",
       "      <td>41.5</td>\n",
       "      <td>15</td>\n",
       "      <td>165</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>14</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>0.93</td>\n",
       "      <td>0.80</td>\n",
       "      <td>1.73</td>\n",
       "      <td>0.87</td>\n",
       "      <td>1.67</td>\n",
       "      <td>0.73</td>\n",
       "      <td>0.57</td>\n",
       "      <td>1.30</td>\n",
       "      <td>0.68</td>\n",
       "      <td>1.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>vs Aston Villa</td>\n",
       "      <td>23</td>\n",
       "      <td>26.7</td>\n",
       "      <td>46.1</td>\n",
       "      <td>15</td>\n",
       "      <td>165</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>30</td>\n",
       "      <td>17</td>\n",
       "      <td>...</td>\n",
       "      <td>2.00</td>\n",
       "      <td>1.13</td>\n",
       "      <td>3.13</td>\n",
       "      <td>1.87</td>\n",
       "      <td>3.00</td>\n",
       "      <td>1.60</td>\n",
       "      <td>1.11</td>\n",
       "      <td>2.70</td>\n",
       "      <td>1.49</td>\n",
       "      <td>2.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>vs Brighton</td>\n",
       "      <td>21</td>\n",
       "      <td>26.7</td>\n",
       "      <td>55.7</td>\n",
       "      <td>15</td>\n",
       "      <td>165</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>33</td>\n",
       "      <td>20</td>\n",
       "      <td>...</td>\n",
       "      <td>2.20</td>\n",
       "      <td>1.33</td>\n",
       "      <td>3.53</td>\n",
       "      <td>2.20</td>\n",
       "      <td>3.53</td>\n",
       "      <td>1.99</td>\n",
       "      <td>1.54</td>\n",
       "      <td>3.53</td>\n",
       "      <td>1.99</td>\n",
       "      <td>3.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>vs Bristol City</td>\n",
       "      <td>30</td>\n",
       "      <td>27.3</td>\n",
       "      <td>66.3</td>\n",
       "      <td>15</td>\n",
       "      <td>165</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>44</td>\n",
       "      <td>25</td>\n",
       "      <td>...</td>\n",
       "      <td>2.93</td>\n",
       "      <td>1.67</td>\n",
       "      <td>4.60</td>\n",
       "      <td>2.80</td>\n",
       "      <td>4.47</td>\n",
       "      <td>1.90</td>\n",
       "      <td>1.16</td>\n",
       "      <td>3.06</td>\n",
       "      <td>1.80</td>\n",
       "      <td>2.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>vs Chelsea</td>\n",
       "      <td>28</td>\n",
       "      <td>26.8</td>\n",
       "      <td>39.8</td>\n",
       "      <td>15</td>\n",
       "      <td>165</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>12</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.47</td>\n",
       "      <td>1.27</td>\n",
       "      <td>0.73</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.60</td>\n",
       "      <td>1.50</td>\n",
       "      <td>0.85</td>\n",
       "      <td>1.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>vs Everton</td>\n",
       "      <td>26</td>\n",
       "      <td>27.0</td>\n",
       "      <td>55.7</td>\n",
       "      <td>15</td>\n",
       "      <td>165</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>27</td>\n",
       "      <td>22</td>\n",
       "      <td>...</td>\n",
       "      <td>1.80</td>\n",
       "      <td>1.47</td>\n",
       "      <td>3.27</td>\n",
       "      <td>1.67</td>\n",
       "      <td>3.13</td>\n",
       "      <td>1.66</td>\n",
       "      <td>1.18</td>\n",
       "      <td>2.84</td>\n",
       "      <td>1.50</td>\n",
       "      <td>2.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>vs Leicester City</td>\n",
       "      <td>24</td>\n",
       "      <td>26.5</td>\n",
       "      <td>49.2</td>\n",
       "      <td>15</td>\n",
       "      <td>165</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>29</td>\n",
       "      <td>20</td>\n",
       "      <td>...</td>\n",
       "      <td>1.93</td>\n",
       "      <td>1.33</td>\n",
       "      <td>3.27</td>\n",
       "      <td>1.87</td>\n",
       "      <td>3.20</td>\n",
       "      <td>1.99</td>\n",
       "      <td>1.35</td>\n",
       "      <td>3.34</td>\n",
       "      <td>1.88</td>\n",
       "      <td>3.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>vs Liverpool</td>\n",
       "      <td>23</td>\n",
       "      <td>27.2</td>\n",
       "      <td>53.2</td>\n",
       "      <td>15</td>\n",
       "      <td>165</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>19</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>1.27</td>\n",
       "      <td>0.80</td>\n",
       "      <td>2.07</td>\n",
       "      <td>1.13</td>\n",
       "      <td>1.93</td>\n",
       "      <td>1.31</td>\n",
       "      <td>0.88</td>\n",
       "      <td>2.18</td>\n",
       "      <td>1.20</td>\n",
       "      <td>2.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>vs Manchester City</td>\n",
       "      <td>22</td>\n",
       "      <td>26.9</td>\n",
       "      <td>40.9</td>\n",
       "      <td>15</td>\n",
       "      <td>165</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>0.60</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.93</td>\n",
       "      <td>0.53</td>\n",
       "      <td>0.87</td>\n",
       "      <td>0.84</td>\n",
       "      <td>0.51</td>\n",
       "      <td>1.35</td>\n",
       "      <td>0.74</td>\n",
       "      <td>1.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>vs Manchester Utd</td>\n",
       "      <td>19</td>\n",
       "      <td>27.2</td>\n",
       "      <td>43.3</td>\n",
       "      <td>15</td>\n",
       "      <td>165</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>17</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>1.13</td>\n",
       "      <td>0.80</td>\n",
       "      <td>1.93</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.80</td>\n",
       "      <td>1.13</td>\n",
       "      <td>0.68</td>\n",
       "      <td>1.82</td>\n",
       "      <td>1.03</td>\n",
       "      <td>1.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>vs Tottenham</td>\n",
       "      <td>27</td>\n",
       "      <td>27.2</td>\n",
       "      <td>51.7</td>\n",
       "      <td>15</td>\n",
       "      <td>165</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>28</td>\n",
       "      <td>20</td>\n",
       "      <td>...</td>\n",
       "      <td>1.87</td>\n",
       "      <td>1.33</td>\n",
       "      <td>3.20</td>\n",
       "      <td>1.67</td>\n",
       "      <td>3.00</td>\n",
       "      <td>1.54</td>\n",
       "      <td>1.04</td>\n",
       "      <td>2.58</td>\n",
       "      <td>1.41</td>\n",
       "      <td>2.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>vs West Ham</td>\n",
       "      <td>25</td>\n",
       "      <td>26.9</td>\n",
       "      <td>56.6</td>\n",
       "      <td>15</td>\n",
       "      <td>165</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>30</td>\n",
       "      <td>22</td>\n",
       "      <td>...</td>\n",
       "      <td>2.00</td>\n",
       "      <td>1.47</td>\n",
       "      <td>3.47</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.47</td>\n",
       "      <td>1.37</td>\n",
       "      <td>1.02</td>\n",
       "      <td>2.39</td>\n",
       "      <td>1.32</td>\n",
       "      <td>2.34</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0  \\\n",
       "                 Squad               # Pl                Age   \n",
       "0           vs Arsenal                 24               27.0   \n",
       "1       vs Aston Villa                 23               26.7   \n",
       "2          vs Brighton                 21               26.7   \n",
       "3      vs Bristol City                 30               27.3   \n",
       "4           vs Chelsea                 28               26.8   \n",
       "5           vs Everton                 26               27.0   \n",
       "6    vs Leicester City                 24               26.5   \n",
       "7         vs Liverpool                 23               27.2   \n",
       "8   vs Manchester City                 22               26.9   \n",
       "9    vs Manchester Utd                 19               27.2   \n",
       "10        vs Tottenham                 27               27.2   \n",
       "11         vs West Ham                 25               26.9   \n",
       "\n",
       "   Unnamed: 3_level_0 Playing Time                    Performance      ...  \\\n",
       "                 Poss           MP Starts   Min   90s         Gls Ast  ...   \n",
       "0                41.5           15    165  1350  15.0          14  12  ...   \n",
       "1                46.1           15    165  1350  15.0          30  17  ...   \n",
       "2                55.7           15    165  1350  15.0          33  20  ...   \n",
       "3                66.3           15    165  1350  15.0          44  25  ...   \n",
       "4                39.8           15    165  1350  15.0          12   7  ...   \n",
       "5                55.7           15    165  1350  15.0          27  22  ...   \n",
       "6                49.2           15    165  1350  15.0          29  20  ...   \n",
       "7                53.2           15    165  1350  15.0          19  12  ...   \n",
       "8                40.9           15    165  1350  15.0           9   5  ...   \n",
       "9                43.3           15    165  1350  15.0          17  12  ...   \n",
       "10               51.7           15    165  1350  15.0          28  20  ...   \n",
       "11               56.6           15    165  1350  15.0          30  22  ...   \n",
       "\n",
       "   Per 90 Minutes                                                             \n",
       "              Gls   Ast   G+A  G-PK G+A-PK    xG   xAG xG+xAG  npxG npxG+xAG  \n",
       "0            0.93  0.80  1.73  0.87   1.67  0.73  0.57   1.30  0.68     1.25  \n",
       "1            2.00  1.13  3.13  1.87   3.00  1.60  1.11   2.70  1.49     2.60  \n",
       "2            2.20  1.33  3.53  2.20   3.53  1.99  1.54   3.53  1.99     3.53  \n",
       "3            2.93  1.67  4.60  2.80   4.47  1.90  1.16   3.06  1.80     2.96  \n",
       "4            0.80  0.47  1.27  0.73   1.20  0.90  0.60   1.50  0.85     1.45  \n",
       "5            1.80  1.47  3.27  1.67   3.13  1.66  1.18   2.84  1.50     2.68  \n",
       "6            1.93  1.33  3.27  1.87   3.20  1.99  1.35   3.34  1.88     3.23  \n",
       "7            1.27  0.80  2.07  1.13   1.93  1.31  0.88   2.18  1.20     2.08  \n",
       "8            0.60  0.33  0.93  0.53   0.87  0.84  0.51   1.35  0.74     1.25  \n",
       "9            1.13  0.80  1.93  1.00   1.80  1.13  0.68   1.82  1.03     1.71  \n",
       "10           1.87  1.33  3.20  1.67   3.00  1.54  1.04   2.58  1.41     2.44  \n",
       "11           2.00  1.47  3.47  2.00   3.47  1.37  1.02   2.39  1.32     2.34  \n",
       "\n",
       "[12 rows x 32 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfs_2[3] #Squad Standard Stats - Opponent Stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "5a54a65a",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0_level_0</th>\n",
       "      <th>Unnamed: 1_level_0</th>\n",
       "      <th colspan=\"4\" halign=\"left\">Playing Time</th>\n",
       "      <th colspan=\"10\" halign=\"left\">Performance</th>\n",
       "      <th colspan=\"5\" halign=\"left\">Penalty Kicks</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Squad</th>\n",
       "      <th># Pl</th>\n",
       "      <th>MP</th>\n",
       "      <th>Starts</th>\n",
       "      <th>Min</th>\n",
       "      <th>90s</th>\n",
       "      <th>GA</th>\n",
       "      <th>GA90</th>\n",
       "      <th>SoTA</th>\n",
       "      <th>Saves</th>\n",
       "      <th>...</th>\n",
       "      <th>W</th>\n",
       "      <th>D</th>\n",
       "      <th>L</th>\n",
       "      <th>CS</th>\n",
       "      <th>CS%</th>\n",
       "      <th>PKatt</th>\n",
       "      <th>PKA</th>\n",
       "      <th>PKsv</th>\n",
       "      <th>PKm</th>\n",
       "      <th>Save%</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>14</td>\n",
       "      <td>0.93</td>\n",
       "      <td>38</td>\n",
       "      <td>24</td>\n",
       "      <td>...</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>26.7</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>31</td>\n",
       "      <td>2.07</td>\n",
       "      <td>82</td>\n",
       "      <td>52</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Brighton</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>33</td>\n",
       "      <td>2.20</td>\n",
       "      <td>95</td>\n",
       "      <td>62</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>6.7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Bristol City</td>\n",
       "      <td>5</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>45</td>\n",
       "      <td>3.00</td>\n",
       "      <td>112</td>\n",
       "      <td>68</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>3</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>13</td>\n",
       "      <td>0.87</td>\n",
       "      <td>59</td>\n",
       "      <td>47</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>46.7</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Everton</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>27</td>\n",
       "      <td>1.80</td>\n",
       "      <td>93</td>\n",
       "      <td>65</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>20.0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>33.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>30</td>\n",
       "      <td>2.00</td>\n",
       "      <td>100</td>\n",
       "      <td>70</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>13.3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>20</td>\n",
       "      <td>1.33</td>\n",
       "      <td>58</td>\n",
       "      <td>39</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>26.7</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>9</td>\n",
       "      <td>0.60</td>\n",
       "      <td>51</td>\n",
       "      <td>41</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>46.7</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Manchester Utd</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>19</td>\n",
       "      <td>1.27</td>\n",
       "      <td>62</td>\n",
       "      <td>45</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>33.3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Tottenham</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>29</td>\n",
       "      <td>1.93</td>\n",
       "      <td>72</td>\n",
       "      <td>44</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>6.7</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>30</td>\n",
       "      <td>2.00</td>\n",
       "      <td>80</td>\n",
       "      <td>49</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>6.7</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0_level_0 Unnamed: 1_level_0 Playing Time                     \\\n",
       "                Squad               # Pl           MP Starts   Min   90s   \n",
       "0             Arsenal                  2           15     15  1350  15.0   \n",
       "1         Aston Villa                  2           15     15  1350  15.0   \n",
       "2            Brighton                  2           15     15  1350  15.0   \n",
       "3        Bristol City                  5           15     15  1350  15.0   \n",
       "4             Chelsea                  3           15     15  1350  15.0   \n",
       "5             Everton                  2           15     15  1350  15.0   \n",
       "6      Leicester City                  2           15     15  1350  15.0   \n",
       "7           Liverpool                  2           15     15  1350  15.0   \n",
       "8     Manchester City                  1           15     15  1350  15.0   \n",
       "9      Manchester Utd                  1           15     15  1350  15.0   \n",
       "10          Tottenham                  2           15     15  1350  15.0   \n",
       "11           West Ham                  2           15     15  1350  15.0   \n",
       "\n",
       "   Performance                   ...                     Penalty Kicks      \\\n",
       "            GA  GA90 SoTA Saves  ...   W  D   L CS   CS%         PKatt PKA   \n",
       "0           14  0.93   38    24  ...  11  1   3  4  26.7             1   1   \n",
       "1           31  2.07   82    52  ...   5  1   9  3  20.0             2   2   \n",
       "2           33  2.20   95    62  ...   4  2   9  1   6.7             0   0   \n",
       "3           45  3.00  112    68  ...   1  3  11  0   0.0             2   2   \n",
       "4           13  0.87   59    47  ...  12  1   2  7  46.7             1   1   \n",
       "5           27  1.80   93    65  ...   4  2   9  3  20.0             3   2   \n",
       "6           30  2.00  100    70  ...   4  4   7  2  13.3             2   1   \n",
       "7           20  1.33   58    39  ...   7  4   4  4  26.7             2   2   \n",
       "8            9  0.60   51    41  ...  12  1   2  7  46.7             2   1   \n",
       "9           19  1.27   62    45  ...   7  4   4  5  33.3             2   2   \n",
       "10          29  1.93   72    44  ...   5  4   6  1   6.7             3   3   \n",
       "11          30  2.00   80    49  ...   3  3   9  1   6.7             1   0   \n",
       "\n",
       "                    \n",
       "   PKsv PKm  Save%  \n",
       "0     0   0    0.0  \n",
       "1     0   0    0.0  \n",
       "2     0   0    NaN  \n",
       "3     0   0    0.0  \n",
       "4     0   0    0.0  \n",
       "5     1   0   33.3  \n",
       "6     1   0   50.0  \n",
       "7     0   0    0.0  \n",
       "8     1   0   50.0  \n",
       "9     0   0    0.0  \n",
       "10    0   0    0.0  \n",
       "11    1   0  100.0  \n",
       "\n",
       "[12 rows x 21 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfs_2[4] #Squad Goalkeeping - Squad Stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "705f8f82",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0_level_0</th>\n",
       "      <th>Unnamed: 1_level_0</th>\n",
       "      <th colspan=\"4\" halign=\"left\">Playing Time</th>\n",
       "      <th colspan=\"10\" halign=\"left\">Performance</th>\n",
       "      <th colspan=\"5\" halign=\"left\">Penalty Kicks</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Squad</th>\n",
       "      <th># Pl</th>\n",
       "      <th>MP</th>\n",
       "      <th>Starts</th>\n",
       "      <th>Min</th>\n",
       "      <th>90s</th>\n",
       "      <th>GA</th>\n",
       "      <th>GA90</th>\n",
       "      <th>SoTA</th>\n",
       "      <th>Saves</th>\n",
       "      <th>...</th>\n",
       "      <th>W</th>\n",
       "      <th>D</th>\n",
       "      <th>L</th>\n",
       "      <th>CS</th>\n",
       "      <th>CS%</th>\n",
       "      <th>PKatt</th>\n",
       "      <th>PKA</th>\n",
       "      <th>PKsv</th>\n",
       "      <th>PKm</th>\n",
       "      <th>Save%</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>vs Arsenal</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>33</td>\n",
       "      <td>2.20</td>\n",
       "      <td>86</td>\n",
       "      <td>53</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td>13.3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>33.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>vs Aston Villa</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>19</td>\n",
       "      <td>1.27</td>\n",
       "      <td>76</td>\n",
       "      <td>58</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>13.3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>vs Brighton</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>20</td>\n",
       "      <td>1.33</td>\n",
       "      <td>57</td>\n",
       "      <td>37</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>46.7</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>vs Bristol City</td>\n",
       "      <td>5</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>20</td>\n",
       "      <td>1.33</td>\n",
       "      <td>47</td>\n",
       "      <td>27</td>\n",
       "      <td>...</td>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>26.7</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>vs Chelsea</td>\n",
       "      <td>3</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>45</td>\n",
       "      <td>3.00</td>\n",
       "      <td>118</td>\n",
       "      <td>74</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>6.7</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>vs Everton</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>13</td>\n",
       "      <td>0.87</td>\n",
       "      <td>47</td>\n",
       "      <td>34</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>33.3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>33.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>vs Leicester City</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>21</td>\n",
       "      <td>1.40</td>\n",
       "      <td>63</td>\n",
       "      <td>42</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>26.7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>vs Liverpool</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>22</td>\n",
       "      <td>1.47</td>\n",
       "      <td>57</td>\n",
       "      <td>37</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>13.3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>vs Manchester City</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>38</td>\n",
       "      <td>2.53</td>\n",
       "      <td>117</td>\n",
       "      <td>79</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>6.7</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>66.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>vs Manchester Utd</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>32</td>\n",
       "      <td>2.13</td>\n",
       "      <td>93</td>\n",
       "      <td>61</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>vs Tottenham</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>21</td>\n",
       "      <td>1.40</td>\n",
       "      <td>87</td>\n",
       "      <td>66</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>26.7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>vs West Ham</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>15.0</td>\n",
       "      <td>16</td>\n",
       "      <td>1.07</td>\n",
       "      <td>54</td>\n",
       "      <td>38</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>40.0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Unnamed: 0_level_0 Unnamed: 1_level_0 Playing Time                     \\\n",
       "                 Squad               # Pl           MP Starts   Min   90s   \n",
       "0           vs Arsenal                  2           15     15  1350  15.0   \n",
       "1       vs Aston Villa                  2           15     15  1350  15.0   \n",
       "2          vs Brighton                  2           15     15  1350  15.0   \n",
       "3      vs Bristol City                  5           15     15  1350  15.0   \n",
       "4           vs Chelsea                  3           15     15  1350  15.0   \n",
       "5           vs Everton                  2           15     15  1350  15.0   \n",
       "6    vs Leicester City                  2           15     15  1350  15.0   \n",
       "7         vs Liverpool                  2           15     15  1350  15.0   \n",
       "8   vs Manchester City                  1           15     15  1350  15.0   \n",
       "9    vs Manchester Utd                  1           15     15  1350  15.0   \n",
       "10        vs Tottenham                  2           15     15  1350  15.0   \n",
       "11         vs West Ham                  2           15     15  1350  15.0   \n",
       "\n",
       "   Performance                   ...                     Penalty Kicks      \\\n",
       "            GA  GA90 SoTA Saves  ...   W  D   L CS   CS%         PKatt PKA   \n",
       "0           33  2.20   86    53  ...   3  1  11  2  13.3             3   2   \n",
       "1           19  1.27   76    58  ...   9  1   5  2  13.3             3   3   \n",
       "2           20  1.33   57    37  ...   9  2   4  7  46.7             1   1   \n",
       "3           20  1.33   47    27  ...  11  3   1  4  26.7             2   2   \n",
       "4           45  3.00  118    74  ...   2  1  12  1   6.7             2   2   \n",
       "5           13  0.87   47    34  ...   9  2   4  5  33.3             3   2   \n",
       "6           21  1.40   63    42  ...   7  4   4  4  26.7             0   0   \n",
       "7           22  1.47   57    37  ...   4  4   7  2  13.3             0   0   \n",
       "8           38  2.53  117    79  ...   2  1  12  1   6.7             3   1   \n",
       "9           32  2.13   93    61  ...   4  4   7  0   0.0             1   1   \n",
       "10          21  1.40   87    66  ...   6  4   5  4  26.7             0   0   \n",
       "11          16  1.07   54    38  ...   9  3   3  6  40.0             3   3   \n",
       "\n",
       "                   \n",
       "   PKsv PKm Save%  \n",
       "0     1   0  33.3  \n",
       "1     0   0   0.0  \n",
       "2     0   0   0.0  \n",
       "3     0   0   0.0  \n",
       "4     0   0   0.0  \n",
       "5     1   0  33.3  \n",
       "6     0   0   NaN  \n",
       "7     0   0   NaN  \n",
       "8     2   0  66.7  \n",
       "9     0   0   0.0  \n",
       "10    0   0   NaN  \n",
       "11    0   0   0.0  \n",
       "\n",
       "[12 rows x 21 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfs_2[5] #Squad Goalkeeping - Opponent Stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "735a0ce9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<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 tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0_level_0</th>\n",
       "      <th>Unnamed: 1_level_0</th>\n",
       "      <th>Unnamed: 2_level_0</th>\n",
       "      <th colspan=\"5\" halign=\"left\">Goals</th>\n",
       "      <th colspan=\"2\" halign=\"left\">Expected</th>\n",
       "      <th>...</th>\n",
       "      <th>Passes</th>\n",
       "      <th colspan=\"3\" halign=\"left\">Goal Kicks</th>\n",
       "      <th colspan=\"3\" halign=\"left\">Crosses</th>\n",
       "      <th colspan=\"3\" halign=\"left\">Sweeper</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Squad</th>\n",
       "      <th># Pl</th>\n",
       "      <th>90s</th>\n",
       "      <th>GA</th>\n",
       "      <th>PKA</th>\n",
       "      <th>FK</th>\n",
       "      <th>CK</th>\n",
       "      <th>OG</th>\n",
       "      <th>PSxG</th>\n",
       "      <th>PSxG/SoT</th>\n",
       "      <th>...</th>\n",
       "      <th>AvgLen</th>\n",
       "      <th>Att</th>\n",
       "      <th>Launch%</th>\n",
       "      <th>AvgLen</th>\n",
       "      <th>Opp</th>\n",
       "      <th>Stp</th>\n",
       "      <th>Stp%</th>\n",
       "      <th>#OPA</th>\n",
       "      <th>#OPA/90</th>\n",
       "      <th>AvgDist</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>2</td>\n",
       "      <td>15.0</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>11.3</td>\n",
       "      <td>0.27</td>\n",
       "      <td>...</td>\n",
       "      <td>24.7</td>\n",
       "      <td>68</td>\n",
       "      <td>42.6</td>\n",
       "      <td>31.9</td>\n",
       "      <td>139</td>\n",
       "      <td>20</td>\n",
       "      <td>14.4</td>\n",
       "      <td>16</td>\n",
       "      <td>1.07</td>\n",
       "      <td>15.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>2</td>\n",
       "      <td>15.0</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>24.1</td>\n",
       "      <td>0.28</td>\n",
       "      <td>...</td>\n",
       "      <td>28.7</td>\n",
       "      <td>117</td>\n",
       "      <td>28.2</td>\n",
       "      <td>27.1</td>\n",
       "      <td>233</td>\n",
       "      <td>17</td>\n",
       "      <td>7.3</td>\n",
       "      <td>5</td>\n",
       "      <td>0.33</td>\n",
       "      <td>8.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Brighton</td>\n",
       "      <td>2</td>\n",
       "      <td>15.0</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>27.4</td>\n",
       "      <td>0.29</td>\n",
       "      <td>...</td>\n",
       "      <td>24.8</td>\n",
       "      <td>145</td>\n",
       "      <td>51.7</td>\n",
       "      <td>35.4</td>\n",
       "      <td>264</td>\n",
       "      <td>11</td>\n",
       "      <td>4.2</td>\n",
       "      <td>8</td>\n",
       "      <td>0.53</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Bristol City</td>\n",
       "      <td>5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>45</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>31.7</td>\n",
       "      <td>0.27</td>\n",
       "      <td>...</td>\n",
       "      <td>18.0</td>\n",
       "      <td>145</td>\n",
       "      <td>38.6</td>\n",
       "      <td>32.3</td>\n",
       "      <td>292</td>\n",
       "      <td>14</td>\n",
       "      <td>4.8</td>\n",
       "      <td>8</td>\n",
       "      <td>0.53</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>3</td>\n",
       "      <td>15.0</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>14.6</td>\n",
       "      <td>0.24</td>\n",
       "      <td>...</td>\n",
       "      <td>30.3</td>\n",
       "      <td>73</td>\n",
       "      <td>26.0</td>\n",
       "      <td>26.6</td>\n",
       "      <td>138</td>\n",
       "      <td>13</td>\n",
       "      <td>9.4</td>\n",
       "      <td>20</td>\n",
       "      <td>1.33</td>\n",
       "      <td>15.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Everton</td>\n",
       "      <td>2</td>\n",
       "      <td>15.0</td>\n",
       "      <td>27</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>26.6</td>\n",
       "      <td>0.26</td>\n",
       "      <td>...</td>\n",
       "      <td>27.2</td>\n",
       "      <td>128</td>\n",
       "      <td>27.3</td>\n",
       "      <td>24.3</td>\n",
       "      <td>228</td>\n",
       "      <td>11</td>\n",
       "      <td>4.8</td>\n",
       "      <td>11</td>\n",
       "      <td>0.73</td>\n",
       "      <td>26.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>2</td>\n",
       "      <td>15.0</td>\n",
       "      <td>30</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0.27</td>\n",
       "      <td>...</td>\n",
       "      <td>25.0</td>\n",
       "      <td>109</td>\n",
       "      <td>25.7</td>\n",
       "      <td>26.1</td>\n",
       "      <td>204</td>\n",
       "      <td>14</td>\n",
       "      <td>6.9</td>\n",
       "      <td>20</td>\n",
       "      <td>1.33</td>\n",
       "      <td>17.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>2</td>\n",
       "      <td>15.0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>18.2</td>\n",
       "      <td>0.28</td>\n",
       "      <td>...</td>\n",
       "      <td>26.9</td>\n",
       "      <td>107</td>\n",
       "      <td>50.5</td>\n",
       "      <td>37.0</td>\n",
       "      <td>244</td>\n",
       "      <td>7</td>\n",
       "      <td>2.9</td>\n",
       "      <td>6</td>\n",
       "      <td>0.40</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>1</td>\n",
       "      <td>15.0</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>14.6</td>\n",
       "      <td>0.26</td>\n",
       "      <td>...</td>\n",
       "      <td>30.2</td>\n",
       "      <td>67</td>\n",
       "      <td>41.8</td>\n",
       "      <td>31.2</td>\n",
       "      <td>134</td>\n",
       "      <td>10</td>\n",
       "      <td>7.5</td>\n",
       "      <td>13</td>\n",
       "      <td>0.87</td>\n",
       "      <td>16.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Manchester Utd</td>\n",
       "      <td>1</td>\n",
       "      <td>15.0</td>\n",
       "      <td>19</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.28</td>\n",
       "      <td>...</td>\n",
       "      <td>24.3</td>\n",
       "      <td>87</td>\n",
       "      <td>32.2</td>\n",
       "      <td>27.4</td>\n",
       "      <td>155</td>\n",
       "      <td>6</td>\n",
       "      <td>3.9</td>\n",
       "      <td>17</td>\n",
       "      <td>1.13</td>\n",
       "      <td>14.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Tottenham</td>\n",
       "      <td>2</td>\n",
       "      <td>15.0</td>\n",
       "      <td>29</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>24.5</td>\n",
       "      <td>0.31</td>\n",
       "      <td>...</td>\n",
       "      <td>23.5</td>\n",
       "      <td>132</td>\n",
       "      <td>24.2</td>\n",
       "      <td>24.1</td>\n",
       "      <td>241</td>\n",
       "      <td>11</td>\n",
       "      <td>4.6</td>\n",
       "      <td>5</td>\n",
       "      <td>0.33</td>\n",
       "      <td>11.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>2</td>\n",
       "      <td>15.0</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>24.7</td>\n",
       "      <td>0.30</td>\n",
       "      <td>...</td>\n",
       "      <td>29.6</td>\n",
       "      <td>150</td>\n",
       "      <td>28.7</td>\n",
       "      <td>29.9</td>\n",
       "      <td>205</td>\n",
       "      <td>9</td>\n",
       "      <td>4.4</td>\n",
       "      <td>21</td>\n",
       "      <td>1.40</td>\n",
       "      <td>18.4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0 Goals            \\\n",
       "                Squad               # Pl                90s    GA PKA FK CK   \n",
       "0             Arsenal                  2               15.0    14   1  0  3   \n",
       "1         Aston Villa                  2               15.0    31   2  0  5   \n",
       "2            Brighton                  2               15.0    33   0  1  7   \n",
       "3        Bristol City                  5               15.0    45   2  1  9   \n",
       "4             Chelsea                  3               15.0    13   1  0  1   \n",
       "5             Everton                  2               15.0    27   2  0  1   \n",
       "6      Leicester City                  2               15.0    30   1  0  4   \n",
       "7           Liverpool                  2               15.0    20   2  0  3   \n",
       "8     Manchester City                  1               15.0     9   1  0  1   \n",
       "9      Manchester Utd                  1               15.0    19   2  0  2   \n",
       "10          Tottenham                  2               15.0    29   3  0  3   \n",
       "11           West Ham                  2               15.0    30   0  0  6   \n",
       "\n",
       "      Expected           ... Passes Goal Kicks                Crosses      \\\n",
       "   OG     PSxG PSxG/SoT  ... AvgLen        Att Launch% AvgLen     Opp Stp   \n",
       "0   0     11.3     0.27  ...   24.7         68    42.6   31.9     139  20   \n",
       "1   1     24.1     0.28  ...   28.7        117    28.2   27.1     233  17   \n",
       "2   0     27.4     0.29  ...   24.8        145    51.7   35.4     264  11   \n",
       "3   1     31.7     0.27  ...   18.0        145    38.6   32.3     292  14   \n",
       "4   1     14.6     0.24  ...   30.3         73    26.0   26.6     138  13   \n",
       "5   0     26.6     0.26  ...   27.2        128    27.3   24.3     228  11   \n",
       "6   1     29.0     0.27  ...   25.0        109    25.7   26.1     204  14   \n",
       "7   1     18.2     0.28  ...   26.9        107    50.5   37.0     244   7   \n",
       "8   0     14.6     0.26  ...   30.2         67    41.8   31.2     134  10   \n",
       "9   2     19.0     0.28  ...   24.3         87    32.2   27.4     155   6   \n",
       "10  1     24.5     0.31  ...   23.5        132    24.2   24.1     241  11   \n",
       "11  0     24.7     0.30  ...   29.6        150    28.7   29.9     205   9   \n",
       "\n",
       "         Sweeper                  \n",
       "    Stp%    #OPA #OPA/90 AvgDist  \n",
       "0   14.4      16    1.07    15.8  \n",
       "1    7.3       5    0.33     8.3  \n",
       "2    4.2       8    0.53     4.0  \n",
       "3    4.8       8    0.53    16.0  \n",
       "4    9.4      20    1.33    15.4  \n",
       "5    4.8      11    0.73    26.4  \n",
       "6    6.9      20    1.33    17.3  \n",
       "7    2.9       6    0.40     8.0  \n",
       "8    7.5      13    0.87    16.4  \n",
       "9    3.9      17    1.13    14.3  \n",
       "10   4.6       5    0.33    11.1  \n",
       "11   4.4      21    1.40    18.4  \n",
       "\n",
       "[12 rows x 28 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfs_2[6] #Squad Advanced Goalkeeping - Squad Stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "ddb5ab57",
   "metadata": {
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   "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",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0_level_0</th>\n",
       "      <th>Unnamed: 1_level_0</th>\n",
       "      <th>Unnamed: 2_level_0</th>\n",
       "      <th colspan=\"5\" halign=\"left\">Goals</th>\n",
       "      <th colspan=\"2\" halign=\"left\">Expected</th>\n",
       "      <th>...</th>\n",
       "      <th>Passes</th>\n",
       "      <th colspan=\"3\" halign=\"left\">Goal Kicks</th>\n",
       "      <th colspan=\"3\" halign=\"left\">Crosses</th>\n",
       "      <th colspan=\"3\" halign=\"left\">Sweeper</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Squad</th>\n",
       "      <th># Pl</th>\n",
       "      <th>90s</th>\n",
       "      <th>GA</th>\n",
       "      <th>PKA</th>\n",
       "      <th>FK</th>\n",
       "      <th>CK</th>\n",
       "      <th>OG</th>\n",
       "      <th>PSxG</th>\n",
       "      <th>PSxG/SoT</th>\n",
       "      <th>...</th>\n",
       "      <th>AvgLen</th>\n",
       "      <th>Att</th>\n",
       "      <th>Launch%</th>\n",
       "      <th>AvgLen</th>\n",
       "      <th>Opp</th>\n",
       "      <th>Stp</th>\n",
       "      <th>Stp%</th>\n",
       "      <th>#OPA</th>\n",
       "      <th>#OPA/90</th>\n",
       "      <th>AvgDist</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>vs Arsenal</td>\n",
       "      <td>2</td>\n",
       "      <td>15.0</td>\n",
       "      <td>33</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>28.3</td>\n",
       "      <td>0.30</td>\n",
       "      <td>...</td>\n",
       "      <td>29.7</td>\n",
       "      <td>141</td>\n",
       "      <td>32.6</td>\n",
       "      <td>30.4</td>\n",
       "      <td>283</td>\n",
       "      <td>11</td>\n",
       "      <td>3.9</td>\n",
       "      <td>11</td>\n",
       "      <td>0.73</td>\n",
       "      <td>11.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>vs Aston Villa</td>\n",
       "      <td>2</td>\n",
       "      <td>15.0</td>\n",
       "      <td>19</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>19.4</td>\n",
       "      <td>0.23</td>\n",
       "      <td>...</td>\n",
       "      <td>29.1</td>\n",
       "      <td>123</td>\n",
       "      <td>28.5</td>\n",
       "      <td>29.3</td>\n",
       "      <td>241</td>\n",
       "      <td>7</td>\n",
       "      <td>2.9</td>\n",
       "      <td>12</td>\n",
       "      <td>0.80</td>\n",
       "      <td>16.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>vs Brighton</td>\n",
       "      <td>2</td>\n",
       "      <td>15.0</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>18.8</td>\n",
       "      <td>0.32</td>\n",
       "      <td>...</td>\n",
       "      <td>26.4</td>\n",
       "      <td>104</td>\n",
       "      <td>19.2</td>\n",
       "      <td>24.7</td>\n",
       "      <td>196</td>\n",
       "      <td>9</td>\n",
       "      <td>4.6</td>\n",
       "      <td>5</td>\n",
       "      <td>0.33</td>\n",
       "      <td>10.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>vs Bristol City</td>\n",
       "      <td>5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>13.2</td>\n",
       "      <td>0.24</td>\n",
       "      <td>...</td>\n",
       "      <td>25.3</td>\n",
       "      <td>82</td>\n",
       "      <td>31.7</td>\n",
       "      <td>31.2</td>\n",
       "      <td>142</td>\n",
       "      <td>12</td>\n",
       "      <td>8.5</td>\n",
       "      <td>16</td>\n",
       "      <td>1.07</td>\n",
       "      <td>16.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>vs Chelsea</td>\n",
       "      <td>3</td>\n",
       "      <td>15.0</td>\n",
       "      <td>45</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>43.9</td>\n",
       "      <td>0.36</td>\n",
       "      <td>...</td>\n",
       "      <td>29.8</td>\n",
       "      <td>140</td>\n",
       "      <td>46.4</td>\n",
       "      <td>35.0</td>\n",
       "      <td>245</td>\n",
       "      <td>13</td>\n",
       "      <td>5.3</td>\n",
       "      <td>15</td>\n",
       "      <td>1.00</td>\n",
       "      <td>14.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>vs Everton</td>\n",
       "      <td>2</td>\n",
       "      <td>15.0</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>13.7</td>\n",
       "      <td>0.23</td>\n",
       "      <td>...</td>\n",
       "      <td>27.7</td>\n",
       "      <td>72</td>\n",
       "      <td>33.3</td>\n",
       "      <td>29.5</td>\n",
       "      <td>141</td>\n",
       "      <td>11</td>\n",
       "      <td>7.8</td>\n",
       "      <td>6</td>\n",
       "      <td>0.40</td>\n",
       "      <td>12.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>vs Leicester City</td>\n",
       "      <td>2</td>\n",
       "      <td>15.0</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>0.31</td>\n",
       "      <td>...</td>\n",
       "      <td>31.1</td>\n",
       "      <td>99</td>\n",
       "      <td>41.4</td>\n",
       "      <td>29.6</td>\n",
       "      <td>161</td>\n",
       "      <td>9</td>\n",
       "      <td>5.6</td>\n",
       "      <td>16</td>\n",
       "      <td>1.07</td>\n",
       "      <td>14.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>vs Liverpool</td>\n",
       "      <td>2</td>\n",
       "      <td>15.0</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>17.7</td>\n",
       "      <td>0.31</td>\n",
       "      <td>...</td>\n",
       "      <td>30.8</td>\n",
       "      <td>108</td>\n",
       "      <td>50.0</td>\n",
       "      <td>32.4</td>\n",
       "      <td>237</td>\n",
       "      <td>15</td>\n",
       "      <td>6.3</td>\n",
       "      <td>11</td>\n",
       "      <td>0.73</td>\n",
       "      <td>13.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>vs Manchester City</td>\n",
       "      <td>1</td>\n",
       "      <td>15.0</td>\n",
       "      <td>38</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>31.7</td>\n",
       "      <td>0.25</td>\n",
       "      <td>...</td>\n",
       "      <td>26.5</td>\n",
       "      <td>123</td>\n",
       "      <td>26.8</td>\n",
       "      <td>25.7</td>\n",
       "      <td>274</td>\n",
       "      <td>13</td>\n",
       "      <td>4.7</td>\n",
       "      <td>17</td>\n",
       "      <td>1.13</td>\n",
       "      <td>14.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>vs Manchester Utd</td>\n",
       "      <td>1</td>\n",
       "      <td>15.0</td>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>27.4</td>\n",
       "      <td>0.29</td>\n",
       "      <td>...</td>\n",
       "      <td>30.5</td>\n",
       "      <td>125</td>\n",
       "      <td>42.4</td>\n",
       "      <td>29.7</td>\n",
       "      <td>211</td>\n",
       "      <td>14</td>\n",
       "      <td>6.6</td>\n",
       "      <td>16</td>\n",
       "      <td>1.07</td>\n",
       "      <td>13.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>vs Tottenham</td>\n",
       "      <td>2</td>\n",
       "      <td>15.0</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>18.5</td>\n",
       "      <td>0.22</td>\n",
       "      <td>...</td>\n",
       "      <td>26.4</td>\n",
       "      <td>99</td>\n",
       "      <td>27.3</td>\n",
       "      <td>27.5</td>\n",
       "      <td>169</td>\n",
       "      <td>12</td>\n",
       "      <td>7.1</td>\n",
       "      <td>12</td>\n",
       "      <td>0.80</td>\n",
       "      <td>15.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>vs West Ham</td>\n",
       "      <td>2</td>\n",
       "      <td>15.0</td>\n",
       "      <td>16</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>13.7</td>\n",
       "      <td>0.20</td>\n",
       "      <td>...</td>\n",
       "      <td>26.4</td>\n",
       "      <td>112</td>\n",
       "      <td>32.1</td>\n",
       "      <td>27.7</td>\n",
       "      <td>177</td>\n",
       "      <td>17</td>\n",
       "      <td>9.6</td>\n",
       "      <td>13</td>\n",
       "      <td>0.87</td>\n",
       "      <td>12.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0 Goals            \\\n",
       "                 Squad               # Pl                90s    GA PKA FK CK   \n",
       "0           vs Arsenal                  2               15.0    33   2  0  5   \n",
       "1       vs Aston Villa                  2               15.0    19   3  0  6   \n",
       "2          vs Brighton                  2               15.0    20   1  0  5   \n",
       "3      vs Bristol City                  5               15.0    20   2  1  3   \n",
       "4           vs Chelsea                  3               15.0    45   2  0  5   \n",
       "5           vs Everton                  2               15.0    13   2  0  4   \n",
       "6    vs Leicester City                  2               15.0    21   0  0  2   \n",
       "7         vs Liverpool                  2               15.0    22   0  0  2   \n",
       "8   vs Manchester City                  1               15.0    38   1  0  4   \n",
       "9    vs Manchester Utd                  1               15.0    32   1  0  6   \n",
       "10        vs Tottenham                  2               15.0    21   0  1  2   \n",
       "11         vs West Ham                  2               15.0    16   3  0  1   \n",
       "\n",
       "      Expected           ... Passes Goal Kicks                Crosses      \\\n",
       "   OG     PSxG PSxG/SoT  ... AvgLen        Att Launch% AvgLen     Opp Stp   \n",
       "0   1     28.3     0.30  ...   29.7        141    32.6   30.4     283  11   \n",
       "1   1     19.4     0.23  ...   29.1        123    28.5   29.3     241   7   \n",
       "2   0     18.8     0.32  ...   26.4        104    19.2   24.7     196   9   \n",
       "3   0     13.2     0.24  ...   25.3         82    31.7   31.2     142  12   \n",
       "4   1     43.9     0.36  ...   29.8        140    46.4   35.0     245  13   \n",
       "5   1     13.7     0.23  ...   27.7         72    33.3   29.5     141  11   \n",
       "6   0     19.3     0.31  ...   31.1         99    41.4   29.6     161   9   \n",
       "7   2     17.7     0.31  ...   30.8        108    50.0   32.4     237  15   \n",
       "8   2     31.7     0.25  ...   26.5        123    26.8   25.7     274  13   \n",
       "9   0     27.4     0.29  ...   30.5        125    42.4   29.7     211  14   \n",
       "10  0     18.5     0.22  ...   26.4         99    27.3   27.5     169  12   \n",
       "11  0     13.7     0.20  ...   26.4        112    32.1   27.7     177  17   \n",
       "\n",
       "        Sweeper                  \n",
       "   Stp%    #OPA #OPA/90 AvgDist  \n",
       "0   3.9      11    0.73    11.1  \n",
       "1   2.9      12    0.80    16.8  \n",
       "2   4.6       5    0.33    10.6  \n",
       "3   8.5      16    1.07    16.5  \n",
       "4   5.3      15    1.00    14.3  \n",
       "5   7.8       6    0.40    12.1  \n",
       "6   5.6      16    1.07    14.9  \n",
       "7   6.3      11    0.73    13.5  \n",
       "8   4.7      17    1.13    14.0  \n",
       "9   6.6      16    1.07    13.5  \n",
       "10  7.1      12    0.80    15.7  \n",
       "11  9.6      13    0.87    12.5  \n",
       "\n",
       "[12 rows x 28 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfs_2[7] #Squad Advanced Goalkeeping - Opponent Stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "f8da73ac",
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   "outputs": [
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       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Squad</th>\n",
       "      <th># Pl</th>\n",
       "      <th>90s</th>\n",
       "      <th>Gls</th>\n",
       "      <th>Sh</th>\n",
       "      <th>SoT</th>\n",
       "      <th>SoT%</th>\n",
       "      <th>Sh/90</th>\n",
       "      <th>SoT/90</th>\n",
       "      <th>G/Sh</th>\n",
       "      <th>G/SoT</th>\n",
       "      <th>Dist</th>\n",
       "      <th>FK</th>\n",
       "      <th>PK</th>\n",
       "      <th>PKatt</th>\n",
       "      <th>xG</th>\n",
       "      <th>npxG</th>\n",
       "      <th>npxG/Sh</th>\n",
       "      <th>G-xG</th>\n",
       "      <th>np:G-xG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>24</td>\n",
       "      <td>15.0</td>\n",
       "      <td>32</td>\n",
       "      <td>282</td>\n",
       "      <td>83</td>\n",
       "      <td>29.4</td>\n",
       "      <td>18.80</td>\n",
       "      <td>5.53</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.36</td>\n",
       "      <td>15.4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>34.7</td>\n",
       "      <td>32.3</td>\n",
       "      <td>0.12</td>\n",
       "      <td>-2.7</td>\n",
       "      <td>-2.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>23</td>\n",
       "      <td>15.0</td>\n",
       "      <td>18</td>\n",
       "      <td>193</td>\n",
       "      <td>73</td>\n",
       "      <td>37.8</td>\n",
       "      <td>12.87</td>\n",
       "      <td>4.87</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.21</td>\n",
       "      <td>17.1</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>18.7</td>\n",
       "      <td>16.4</td>\n",
       "      <td>0.09</td>\n",
       "      <td>-0.7</td>\n",
       "      <td>-1.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Brighton</td>\n",
       "      <td>21</td>\n",
       "      <td>15.0</td>\n",
       "      <td>20</td>\n",
       "      <td>144</td>\n",
       "      <td>56</td>\n",
       "      <td>38.9</td>\n",
       "      <td>9.60</td>\n",
       "      <td>3.73</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.34</td>\n",
       "      <td>16.7</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>14.2</td>\n",
       "      <td>13.4</td>\n",
       "      <td>0.09</td>\n",
       "      <td>5.8</td>\n",
       "      <td>5.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Bristol City</td>\n",
       "      <td>30</td>\n",
       "      <td>15.0</td>\n",
       "      <td>20</td>\n",
       "      <td>120</td>\n",
       "      <td>45</td>\n",
       "      <td>37.5</td>\n",
       "      <td>8.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.40</td>\n",
       "      <td>17.2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>12.4</td>\n",
       "      <td>10.8</td>\n",
       "      <td>0.09</td>\n",
       "      <td>7.6</td>\n",
       "      <td>7.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>28</td>\n",
       "      <td>15.0</td>\n",
       "      <td>44</td>\n",
       "      <td>293</td>\n",
       "      <td>116</td>\n",
       "      <td>39.6</td>\n",
       "      <td>19.53</td>\n",
       "      <td>7.73</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.36</td>\n",
       "      <td>14.1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>37.5</td>\n",
       "      <td>36.0</td>\n",
       "      <td>0.13</td>\n",
       "      <td>6.5</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Everton</td>\n",
       "      <td>26</td>\n",
       "      <td>15.0</td>\n",
       "      <td>12</td>\n",
       "      <td>122</td>\n",
       "      <td>44</td>\n",
       "      <td>36.1</td>\n",
       "      <td>8.13</td>\n",
       "      <td>2.93</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.23</td>\n",
       "      <td>16.1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>14.4</td>\n",
       "      <td>12.3</td>\n",
       "      <td>0.10</td>\n",
       "      <td>-2.4</td>\n",
       "      <td>-2.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>24</td>\n",
       "      <td>15.0</td>\n",
       "      <td>21</td>\n",
       "      <td>178</td>\n",
       "      <td>63</td>\n",
       "      <td>35.4</td>\n",
       "      <td>11.87</td>\n",
       "      <td>4.20</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.33</td>\n",
       "      <td>15.4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17.3</td>\n",
       "      <td>17.3</td>\n",
       "      <td>0.10</td>\n",
       "      <td>3.7</td>\n",
       "      <td>3.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>23</td>\n",
       "      <td>15.0</td>\n",
       "      <td>20</td>\n",
       "      <td>171</td>\n",
       "      <td>57</td>\n",
       "      <td>33.3</td>\n",
       "      <td>11.40</td>\n",
       "      <td>3.80</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.35</td>\n",
       "      <td>15.2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16.4</td>\n",
       "      <td>16.4</td>\n",
       "      <td>0.10</td>\n",
       "      <td>3.6</td>\n",
       "      <td>3.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>22</td>\n",
       "      <td>15.0</td>\n",
       "      <td>36</td>\n",
       "      <td>272</td>\n",
       "      <td>114</td>\n",
       "      <td>41.9</td>\n",
       "      <td>18.13</td>\n",
       "      <td>7.60</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.31</td>\n",
       "      <td>16.6</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>29.5</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0.10</td>\n",
       "      <td>6.5</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Manchester Utd</td>\n",
       "      <td>19</td>\n",
       "      <td>15.0</td>\n",
       "      <td>32</td>\n",
       "      <td>233</td>\n",
       "      <td>92</td>\n",
       "      <td>39.5</td>\n",
       "      <td>15.53</td>\n",
       "      <td>6.13</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.34</td>\n",
       "      <td>15.4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>26.4</td>\n",
       "      <td>25.7</td>\n",
       "      <td>0.11</td>\n",
       "      <td>5.6</td>\n",
       "      <td>5.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Tottenham</td>\n",
       "      <td>27</td>\n",
       "      <td>15.0</td>\n",
       "      <td>21</td>\n",
       "      <td>189</td>\n",
       "      <td>87</td>\n",
       "      <td>46.0</td>\n",
       "      <td>12.60</td>\n",
       "      <td>5.80</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.24</td>\n",
       "      <td>18.4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16.6</td>\n",
       "      <td>16.6</td>\n",
       "      <td>0.09</td>\n",
       "      <td>4.4</td>\n",
       "      <td>4.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>25</td>\n",
       "      <td>15.0</td>\n",
       "      <td>16</td>\n",
       "      <td>156</td>\n",
       "      <td>51</td>\n",
       "      <td>32.7</td>\n",
       "      <td>10.40</td>\n",
       "      <td>3.40</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.25</td>\n",
       "      <td>17.2</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>16.4</td>\n",
       "      <td>14.1</td>\n",
       "      <td>0.09</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>-1.1</td>\n",
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       "  </tbody>\n",
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      ],
      "text/plain": [
       "   Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0 Standard       \\\n",
       "                Squad               # Pl                90s      Gls   Sh   \n",
       "0             Arsenal                 24               15.0       32  282   \n",
       "1         Aston Villa                 23               15.0       18  193   \n",
       "2            Brighton                 21               15.0       20  144   \n",
       "3        Bristol City                 30               15.0       20  120   \n",
       "4             Chelsea                 28               15.0       44  293   \n",
       "5             Everton                 26               15.0       12  122   \n",
       "6      Leicester City                 24               15.0       21  178   \n",
       "7           Liverpool                 23               15.0       20  171   \n",
       "8     Manchester City                 22               15.0       36  272   \n",
       "9      Manchester Utd                 19               15.0       32  233   \n",
       "10          Tottenham                 27               15.0       21  189   \n",
       "11           West Ham                 25               15.0       16  156   \n",
       "\n",
       "                                                          Expected        \\\n",
       "    SoT  SoT%  Sh/90 SoT/90  G/Sh G/SoT  Dist FK PK PKatt       xG  npxG   \n",
       "0    83  29.4  18.80   5.53  0.11  0.36  15.4  4  2     3     34.7  32.3   \n",
       "1    73  37.8  12.87   4.87  0.08  0.21  17.1  5  3     3     18.7  16.4   \n",
       "2    56  38.9   9.60   3.73  0.13  0.34  16.7  3  1     1     14.2  13.4   \n",
       "3    45  37.5   8.00   3.00  0.15  0.40  17.2  2  2     2     12.4  10.8   \n",
       "4   116  39.6  19.53   7.73  0.14  0.36  14.1  4  2     2     37.5  36.0   \n",
       "5    44  36.1   8.13   2.93  0.08  0.23  16.1  0  2     3     14.4  12.3   \n",
       "6    63  35.4  11.87   4.20  0.12  0.33  15.4  3  0     0     17.3  17.3   \n",
       "7    57  33.3  11.40   3.80  0.12  0.35  15.2  2  0     0     16.4  16.4   \n",
       "8   114  41.9  18.13   7.60  0.13  0.31  16.6  5  1     3     29.5  27.0   \n",
       "9    92  39.5  15.53   6.13  0.13  0.34  15.4  1  1     1     26.4  25.7   \n",
       "10   87  46.0  12.60   5.80  0.11  0.24  18.4  4  0     0     16.6  16.6   \n",
       "11   51  32.7  10.40   3.40  0.08  0.25  17.2  4  3     3     16.4  14.1   \n",
       "\n",
       "                         \n",
       "   npxG/Sh G-xG np:G-xG  \n",
       "0     0.12 -2.7    -2.3  \n",
       "1     0.09 -0.7    -1.4  \n",
       "2     0.09  5.8     5.6  \n",
       "3     0.09  7.6     7.2  \n",
       "4     0.13  6.5     6.0  \n",
       "5     0.10 -2.4    -2.3  \n",
       "6     0.10  3.7     3.7  \n",
       "7     0.10  3.6     3.6  \n",
       "8     0.10  6.5     8.0  \n",
       "9     0.11  5.6     5.3  \n",
       "10    0.09  4.4     4.4  \n",
       "11    0.09 -0.4    -1.1  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfs_2[8] #Squad Shooting - Squad Stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "21b87e04",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
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       "      <th>Squad</th>\n",
       "      <th># Pl</th>\n",
       "      <th>90s</th>\n",
       "      <th>Gls</th>\n",
       "      <th>Sh</th>\n",
       "      <th>SoT</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>vs Arsenal</td>\n",
       "      <td>24</td>\n",
       "      <td>15.0</td>\n",
       "      <td>14</td>\n",
       "      <td>113</td>\n",
       "      <td>37</td>\n",
       "      <td>32.7</td>\n",
       "      <td>7.53</td>\n",
       "      <td>2.47</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.35</td>\n",
       "      <td>17.2</td>\n",
       "      <td>4</td>\n",
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       "      <td>1</td>\n",
       "      <td>10.9</td>\n",
       "      <td>10.2</td>\n",
       "      <td>0.09</td>\n",
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       "      <td>2.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>vs Aston Villa</td>\n",
       "      <td>23</td>\n",
       "      <td>15.0</td>\n",
       "      <td>30</td>\n",
       "      <td>219</td>\n",
       "      <td>80</td>\n",
       "      <td>36.5</td>\n",
       "      <td>14.60</td>\n",
       "      <td>5.33</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.35</td>\n",
       "      <td>15.6</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>23.9</td>\n",
       "      <td>22.4</td>\n",
       "      <td>0.11</td>\n",
       "      <td>6.1</td>\n",
       "      <td>5.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>vs Brighton</td>\n",
       "      <td>21</td>\n",
       "      <td>15.0</td>\n",
       "      <td>33</td>\n",
       "      <td>280</td>\n",
       "      <td>95</td>\n",
       "      <td>33.9</td>\n",
       "      <td>18.67</td>\n",
       "      <td>6.33</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.35</td>\n",
       "      <td>15.0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>29.9</td>\n",
       "      <td>29.9</td>\n",
       "      <td>0.11</td>\n",
       "      <td>3.1</td>\n",
       "      <td>3.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>vs Bristol City</td>\n",
       "      <td>30</td>\n",
       "      <td>15.0</td>\n",
       "      <td>44</td>\n",
       "      <td>285</td>\n",
       "      <td>110</td>\n",
       "      <td>38.6</td>\n",
       "      <td>19.00</td>\n",
       "      <td>7.33</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.38</td>\n",
       "      <td>16.0</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>28.5</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0.10</td>\n",
       "      <td>15.5</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>vs Chelsea</td>\n",
       "      <td>28</td>\n",
       "      <td>15.0</td>\n",
       "      <td>12</td>\n",
       "      <td>135</td>\n",
       "      <td>58</td>\n",
       "      <td>43.0</td>\n",
       "      <td>9.00</td>\n",
       "      <td>3.87</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.19</td>\n",
       "      <td>17.6</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>13.6</td>\n",
       "      <td>12.8</td>\n",
       "      <td>0.10</td>\n",
       "      <td>-1.6</td>\n",
       "      <td>-1.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>vs Everton</td>\n",
       "      <td>26</td>\n",
       "      <td>15.0</td>\n",
       "      <td>27</td>\n",
       "      <td>222</td>\n",
       "      <td>90</td>\n",
       "      <td>40.5</td>\n",
       "      <td>14.80</td>\n",
       "      <td>6.00</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.28</td>\n",
       "      <td>16.5</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>25.0</td>\n",
       "      <td>22.6</td>\n",
       "      <td>0.10</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>vs Leicester City</td>\n",
       "      <td>24</td>\n",
       "      <td>15.0</td>\n",
       "      <td>29</td>\n",
       "      <td>223</td>\n",
       "      <td>98</td>\n",
       "      <td>43.9</td>\n",
       "      <td>14.87</td>\n",
       "      <td>6.53</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.29</td>\n",
       "      <td>15.2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>29.8</td>\n",
       "      <td>28.2</td>\n",
       "      <td>0.13</td>\n",
       "      <td>-0.8</td>\n",
       "      <td>-0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>vs Liverpool</td>\n",
       "      <td>23</td>\n",
       "      <td>15.0</td>\n",
       "      <td>19</td>\n",
       "      <td>173</td>\n",
       "      <td>56</td>\n",
       "      <td>32.4</td>\n",
       "      <td>11.53</td>\n",
       "      <td>3.73</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.30</td>\n",
       "      <td>15.1</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>19.6</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.11</td>\n",
       "      <td>-0.6</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>vs Manchester City</td>\n",
       "      <td>22</td>\n",
       "      <td>15.0</td>\n",
       "      <td>9</td>\n",
       "      <td>119</td>\n",
       "      <td>49</td>\n",
       "      <td>41.2</td>\n",
       "      <td>7.93</td>\n",
       "      <td>3.27</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.16</td>\n",
       "      <td>17.2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>12.6</td>\n",
       "      <td>11.1</td>\n",
       "      <td>0.10</td>\n",
       "      <td>-3.6</td>\n",
       "      <td>-3.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>vs Manchester Utd</td>\n",
       "      <td>19</td>\n",
       "      <td>15.0</td>\n",
       "      <td>17</td>\n",
       "      <td>164</td>\n",
       "      <td>60</td>\n",
       "      <td>36.6</td>\n",
       "      <td>10.93</td>\n",
       "      <td>4.00</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.25</td>\n",
       "      <td>16.3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>17.0</td>\n",
       "      <td>15.4</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>vs Tottenham</td>\n",
       "      <td>27</td>\n",
       "      <td>15.0</td>\n",
       "      <td>28</td>\n",
       "      <td>213</td>\n",
       "      <td>69</td>\n",
       "      <td>32.4</td>\n",
       "      <td>14.20</td>\n",
       "      <td>4.60</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.36</td>\n",
       "      <td>16.7</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>23.1</td>\n",
       "      <td>21.1</td>\n",
       "      <td>0.10</td>\n",
       "      <td>4.9</td>\n",
       "      <td>3.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>vs West Ham</td>\n",
       "      <td>25</td>\n",
       "      <td>15.0</td>\n",
       "      <td>30</td>\n",
       "      <td>207</td>\n",
       "      <td>79</td>\n",
       "      <td>38.2</td>\n",
       "      <td>13.80</td>\n",
       "      <td>5.27</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.38</td>\n",
       "      <td>16.3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>20.6</td>\n",
       "      <td>19.7</td>\n",
       "      <td>0.10</td>\n",
       "      <td>9.4</td>\n",
       "      <td>10.3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0 Standard       \\\n",
       "                 Squad               # Pl                90s      Gls   Sh   \n",
       "0           vs Arsenal                 24               15.0       14  113   \n",
       "1       vs Aston Villa                 23               15.0       30  219   \n",
       "2          vs Brighton                 21               15.0       33  280   \n",
       "3      vs Bristol City                 30               15.0       44  285   \n",
       "4           vs Chelsea                 28               15.0       12  135   \n",
       "5           vs Everton                 26               15.0       27  222   \n",
       "6    vs Leicester City                 24               15.0       29  223   \n",
       "7         vs Liverpool                 23               15.0       19  173   \n",
       "8   vs Manchester City                 22               15.0        9  119   \n",
       "9    vs Manchester Utd                 19               15.0       17  164   \n",
       "10        vs Tottenham                 27               15.0       28  213   \n",
       "11         vs West Ham                 25               15.0       30  207   \n",
       "\n",
       "                                                          Expected        \\\n",
       "    SoT  SoT%  Sh/90 SoT/90  G/Sh G/SoT  Dist FK PK PKatt       xG  npxG   \n",
       "0    37  32.7   7.53   2.47  0.12  0.35  17.2  4  1     1     10.9  10.2   \n",
       "1    80  36.5  14.60   5.33  0.13  0.35  15.6  2  2     2     23.9  22.4   \n",
       "2    95  33.9  18.67   6.33  0.12  0.35  15.0  4  0     0     29.9  29.9   \n",
       "3   110  38.6  19.00   7.33  0.15  0.38  16.0  5  2     2     28.5  27.0   \n",
       "4    58  43.0   9.00   3.87  0.08  0.19  17.6  2  1     1     13.6  12.8   \n",
       "5    90  40.5  14.80   6.00  0.11  0.28  16.5  4  2     3     25.0  22.6   \n",
       "6    98  43.9  14.87   6.53  0.13  0.29  15.2  1  1     2     29.8  28.2   \n",
       "7    56  32.4  11.53   3.73  0.10  0.30  15.1  5  2     2     19.6  18.0   \n",
       "8    49  41.2   7.93   3.27  0.07  0.16  17.2  0  1     2     12.6  11.1   \n",
       "9    60  36.6  10.93   4.00  0.09  0.25  16.3  2  2     2     17.0  15.4   \n",
       "10   69  32.4  14.20   4.60  0.12  0.36  16.7  5  3     3     23.1  21.1   \n",
       "11   79  38.2  13.80   5.27  0.14  0.38  16.3  3  0     1     20.6  19.7   \n",
       "\n",
       "                          \n",
       "   npxG/Sh  G-xG np:G-xG  \n",
       "0     0.09   3.1     2.8  \n",
       "1     0.11   6.1     5.6  \n",
       "2     0.11   3.1     3.1  \n",
       "3     0.10  15.5    15.0  \n",
       "4     0.10  -1.6    -1.8  \n",
       "5     0.10   2.0     2.4  \n",
       "6     0.13  -0.8    -0.2  \n",
       "7     0.11  -0.6    -1.0  \n",
       "8     0.10  -3.6    -3.1  \n",
       "9     0.10   0.0    -0.4  \n",
       "10    0.10   4.9     3.9  \n",
       "11    0.10   9.4    10.3  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfs_2[9] #Squad Shooting - Opponent Stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "cc90c110",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0_level_0</th>\n",
       "      <th>Unnamed: 1_level_0</th>\n",
       "      <th>Unnamed: 2_level_0</th>\n",
       "      <th colspan=\"5\" halign=\"left\">Total</th>\n",
       "      <th colspan=\"2\" halign=\"left\">Short</th>\n",
       "      <th>...</th>\n",
       "      <th>Long</th>\n",
       "      <th>Unnamed: 17_level_0</th>\n",
       "      <th>Unnamed: 18_level_0</th>\n",
       "      <th colspan=\"2\" halign=\"left\">Expected</th>\n",
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       "      <th>Unnamed: 25_level_0</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Squad</th>\n",
       "      <th># Pl</th>\n",
       "      <th>90s</th>\n",
       "      <th>Cmp</th>\n",
       "      <th>Att</th>\n",
       "      <th>Cmp%</th>\n",
       "      <th>TotDist</th>\n",
       "      <th>PrgDist</th>\n",
       "      <th>Cmp</th>\n",
       "      <th>Att</th>\n",
       "      <th>...</th>\n",
       "      <th>Cmp%</th>\n",
       "      <th>Ast</th>\n",
       "      <th>xAG</th>\n",
       "      <th>xA</th>\n",
       "      <th>A-xAG</th>\n",
       "      <th>KP</th>\n",
       "      <th>1/3</th>\n",
       "      <th>PPA</th>\n",
       "      <th>CrsPA</th>\n",
       "      <th>PrgP</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>24</td>\n",
       "      <td>15.0</td>\n",
       "      <td>6757</td>\n",
       "      <td>8542</td>\n",
       "      <td>79.1</td>\n",
       "      <td>120570</td>\n",
       "      <td>43217</td>\n",
       "      <td>2849</td>\n",
       "      <td>3343</td>\n",
       "      <td>...</td>\n",
       "      <td>54.2</td>\n",
       "      <td>23</td>\n",
       "      <td>24.5</td>\n",
       "      <td>26.8</td>\n",
       "      <td>-1.5</td>\n",
       "      <td>205</td>\n",
       "      <td>676</td>\n",
       "      <td>197</td>\n",
       "      <td>33</td>\n",
       "      <td>873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>23</td>\n",
       "      <td>15.0</td>\n",
       "      <td>6547</td>\n",
       "      <td>8323</td>\n",
       "      <td>78.7</td>\n",
       "      <td>118658</td>\n",
       "      <td>45231</td>\n",
       "      <td>2742</td>\n",
       "      <td>3244</td>\n",
       "      <td>...</td>\n",
       "      <td>54.4</td>\n",
       "      <td>10</td>\n",
       "      <td>11.7</td>\n",
       "      <td>14.3</td>\n",
       "      <td>-1.7</td>\n",
       "      <td>139</td>\n",
       "      <td>493</td>\n",
       "      <td>133</td>\n",
       "      <td>35</td>\n",
       "      <td>644</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Brighton</td>\n",
       "      <td>21</td>\n",
       "      <td>15.0</td>\n",
       "      <td>4704</td>\n",
       "      <td>6508</td>\n",
       "      <td>72.3</td>\n",
       "      <td>84152</td>\n",
       "      <td>36608</td>\n",
       "      <td>2043</td>\n",
       "      <td>2564</td>\n",
       "      <td>...</td>\n",
       "      <td>48.3</td>\n",
       "      <td>14</td>\n",
       "      <td>10.4</td>\n",
       "      <td>10.6</td>\n",
       "      <td>3.6</td>\n",
       "      <td>110</td>\n",
       "      <td>349</td>\n",
       "      <td>85</td>\n",
       "      <td>26</td>\n",
       "      <td>469</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Bristol City</td>\n",
       "      <td>30</td>\n",
       "      <td>15.0</td>\n",
       "      <td>3053</td>\n",
       "      <td>4833</td>\n",
       "      <td>63.2</td>\n",
       "      <td>55974</td>\n",
       "      <td>25825</td>\n",
       "      <td>1234</td>\n",
       "      <td>1674</td>\n",
       "      <td>...</td>\n",
       "      <td>40.2</td>\n",
       "      <td>9</td>\n",
       "      <td>6.3</td>\n",
       "      <td>5.9</td>\n",
       "      <td>2.7</td>\n",
       "      <td>74</td>\n",
       "      <td>204</td>\n",
       "      <td>59</td>\n",
       "      <td>16</td>\n",
       "      <td>309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>28</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7741</td>\n",
       "      <td>9559</td>\n",
       "      <td>81.0</td>\n",
       "      <td>138798</td>\n",
       "      <td>50218</td>\n",
       "      <td>3231</td>\n",
       "      <td>3724</td>\n",
       "      <td>...</td>\n",
       "      <td>59.0</td>\n",
       "      <td>31</td>\n",
       "      <td>28.3</td>\n",
       "      <td>29.3</td>\n",
       "      <td>2.7</td>\n",
       "      <td>220</td>\n",
       "      <td>655</td>\n",
       "      <td>191</td>\n",
       "      <td>28</td>\n",
       "      <td>842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Everton</td>\n",
       "      <td>26</td>\n",
       "      <td>15.0</td>\n",
       "      <td>5247</td>\n",
       "      <td>6946</td>\n",
       "      <td>75.5</td>\n",
       "      <td>92081</td>\n",
       "      <td>36331</td>\n",
       "      <td>2215</td>\n",
       "      <td>2709</td>\n",
       "      <td>...</td>\n",
       "      <td>46.3</td>\n",
       "      <td>7</td>\n",
       "      <td>9.0</td>\n",
       "      <td>9.2</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>96</td>\n",
       "      <td>300</td>\n",
       "      <td>79</td>\n",
       "      <td>17</td>\n",
       "      <td>416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>24</td>\n",
       "      <td>15.0</td>\n",
       "      <td>5350</td>\n",
       "      <td>7243</td>\n",
       "      <td>73.9</td>\n",
       "      <td>94521</td>\n",
       "      <td>39185</td>\n",
       "      <td>2232</td>\n",
       "      <td>2816</td>\n",
       "      <td>...</td>\n",
       "      <td>47.8</td>\n",
       "      <td>16</td>\n",
       "      <td>12.7</td>\n",
       "      <td>15.7</td>\n",
       "      <td>3.3</td>\n",
       "      <td>132</td>\n",
       "      <td>391</td>\n",
       "      <td>126</td>\n",
       "      <td>25</td>\n",
       "      <td>558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>23</td>\n",
       "      <td>15.0</td>\n",
       "      <td>5186</td>\n",
       "      <td>7116</td>\n",
       "      <td>72.9</td>\n",
       "      <td>99138</td>\n",
       "      <td>40981</td>\n",
       "      <td>2014</td>\n",
       "      <td>2565</td>\n",
       "      <td>...</td>\n",
       "      <td>54.5</td>\n",
       "      <td>15</td>\n",
       "      <td>13.2</td>\n",
       "      <td>12.5</td>\n",
       "      <td>1.8</td>\n",
       "      <td>125</td>\n",
       "      <td>364</td>\n",
       "      <td>100</td>\n",
       "      <td>33</td>\n",
       "      <td>523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>22</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7669</td>\n",
       "      <td>9255</td>\n",
       "      <td>82.9</td>\n",
       "      <td>136188</td>\n",
       "      <td>45111</td>\n",
       "      <td>3195</td>\n",
       "      <td>3618</td>\n",
       "      <td>...</td>\n",
       "      <td>55.0</td>\n",
       "      <td>26</td>\n",
       "      <td>18.9</td>\n",
       "      <td>21.4</td>\n",
       "      <td>7.1</td>\n",
       "      <td>201</td>\n",
       "      <td>685</td>\n",
       "      <td>194</td>\n",
       "      <td>52</td>\n",
       "      <td>814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Manchester Utd</td>\n",
       "      <td>19</td>\n",
       "      <td>15.0</td>\n",
       "      <td>6659</td>\n",
       "      <td>8357</td>\n",
       "      <td>79.7</td>\n",
       "      <td>119292</td>\n",
       "      <td>42818</td>\n",
       "      <td>2766</td>\n",
       "      <td>3225</td>\n",
       "      <td>...</td>\n",
       "      <td>54.6</td>\n",
       "      <td>23</td>\n",
       "      <td>19.4</td>\n",
       "      <td>17.1</td>\n",
       "      <td>3.6</td>\n",
       "      <td>171</td>\n",
       "      <td>460</td>\n",
       "      <td>138</td>\n",
       "      <td>33</td>\n",
       "      <td>633</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Tottenham</td>\n",
       "      <td>27</td>\n",
       "      <td>15.0</td>\n",
       "      <td>5998</td>\n",
       "      <td>7594</td>\n",
       "      <td>79.0</td>\n",
       "      <td>105194</td>\n",
       "      <td>41022</td>\n",
       "      <td>2661</td>\n",
       "      <td>3111</td>\n",
       "      <td>...</td>\n",
       "      <td>56.4</td>\n",
       "      <td>13</td>\n",
       "      <td>11.5</td>\n",
       "      <td>11.2</td>\n",
       "      <td>1.5</td>\n",
       "      <td>130</td>\n",
       "      <td>400</td>\n",
       "      <td>89</td>\n",
       "      <td>24</td>\n",
       "      <td>528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>25</td>\n",
       "      <td>15.0</td>\n",
       "      <td>4708</td>\n",
       "      <td>6457</td>\n",
       "      <td>72.9</td>\n",
       "      <td>89379</td>\n",
       "      <td>37978</td>\n",
       "      <td>1719</td>\n",
       "      <td>2183</td>\n",
       "      <td>...</td>\n",
       "      <td>50.7</td>\n",
       "      <td>7</td>\n",
       "      <td>8.6</td>\n",
       "      <td>10.5</td>\n",
       "      <td>-1.6</td>\n",
       "      <td>106</td>\n",
       "      <td>370</td>\n",
       "      <td>84</td>\n",
       "      <td>21</td>\n",
       "      <td>480</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0 Total              \\\n",
       "                Squad               # Pl                90s   Cmp   Att  Cmp%   \n",
       "0             Arsenal                 24               15.0  6757  8542  79.1   \n",
       "1         Aston Villa                 23               15.0  6547  8323  78.7   \n",
       "2            Brighton                 21               15.0  4704  6508  72.3   \n",
       "3        Bristol City                 30               15.0  3053  4833  63.2   \n",
       "4             Chelsea                 28               15.0  7741  9559  81.0   \n",
       "5             Everton                 26               15.0  5247  6946  75.5   \n",
       "6      Leicester City                 24               15.0  5350  7243  73.9   \n",
       "7           Liverpool                 23               15.0  5186  7116  72.9   \n",
       "8     Manchester City                 22               15.0  7669  9255  82.9   \n",
       "9      Manchester Utd                 19               15.0  6659  8357  79.7   \n",
       "10          Tottenham                 27               15.0  5998  7594  79.0   \n",
       "11           West Ham                 25               15.0  4708  6457  72.9   \n",
       "\n",
       "                   Short        ...  Long Unnamed: 17_level_0  \\\n",
       "   TotDist PrgDist   Cmp   Att  ...  Cmp%                 Ast   \n",
       "0   120570   43217  2849  3343  ...  54.2                  23   \n",
       "1   118658   45231  2742  3244  ...  54.4                  10   \n",
       "2    84152   36608  2043  2564  ...  48.3                  14   \n",
       "3    55974   25825  1234  1674  ...  40.2                   9   \n",
       "4   138798   50218  3231  3724  ...  59.0                  31   \n",
       "5    92081   36331  2215  2709  ...  46.3                   7   \n",
       "6    94521   39185  2232  2816  ...  47.8                  16   \n",
       "7    99138   40981  2014  2565  ...  54.5                  15   \n",
       "8   136188   45111  3195  3618  ...  55.0                  26   \n",
       "9   119292   42818  2766  3225  ...  54.6                  23   \n",
       "10  105194   41022  2661  3111  ...  56.4                  13   \n",
       "11   89379   37978  1719  2183  ...  50.7                   7   \n",
       "\n",
       "   Unnamed: 18_level_0 Expected       Unnamed: 21_level_0 Unnamed: 22_level_0  \\\n",
       "                   xAG       xA A-xAG                  KP                 1/3   \n",
       "0                 24.5     26.8  -1.5                 205                 676   \n",
       "1                 11.7     14.3  -1.7                 139                 493   \n",
       "2                 10.4     10.6   3.6                 110                 349   \n",
       "3                  6.3      5.9   2.7                  74                 204   \n",
       "4                 28.3     29.3   2.7                 220                 655   \n",
       "5                  9.0      9.2  -2.0                  96                 300   \n",
       "6                 12.7     15.7   3.3                 132                 391   \n",
       "7                 13.2     12.5   1.8                 125                 364   \n",
       "8                 18.9     21.4   7.1                 201                 685   \n",
       "9                 19.4     17.1   3.6                 171                 460   \n",
       "10                11.5     11.2   1.5                 130                 400   \n",
       "11                 8.6     10.5  -1.6                 106                 370   \n",
       "\n",
       "   Unnamed: 23_level_0 Unnamed: 24_level_0 Unnamed: 25_level_0  \n",
       "                   PPA               CrsPA                PrgP  \n",
       "0                  197                  33                 873  \n",
       "1                  133                  35                 644  \n",
       "2                   85                  26                 469  \n",
       "3                   59                  16                 309  \n",
       "4                  191                  28                 842  \n",
       "5                   79                  17                 416  \n",
       "6                  126                  25                 558  \n",
       "7                  100                  33                 523  \n",
       "8                  194                  52                 814  \n",
       "9                  138                  33                 633  \n",
       "10                  89                  24                 528  \n",
       "11                  84                  21                 480  \n",
       "\n",
       "[12 rows x 26 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfs_2[10] #Squad Passing - Squad Stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "14ae66c8",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "        vertical-align: top;\n",
       "    }\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0_level_0</th>\n",
       "      <th>Unnamed: 1_level_0</th>\n",
       "      <th>Unnamed: 2_level_0</th>\n",
       "      <th colspan=\"5\" halign=\"left\">Total</th>\n",
       "      <th colspan=\"2\" halign=\"left\">Short</th>\n",
       "      <th>...</th>\n",
       "      <th>Long</th>\n",
       "      <th>Unnamed: 17_level_0</th>\n",
       "      <th>Unnamed: 18_level_0</th>\n",
       "      <th colspan=\"2\" halign=\"left\">Expected</th>\n",
       "      <th>Unnamed: 21_level_0</th>\n",
       "      <th>Unnamed: 22_level_0</th>\n",
       "      <th>Unnamed: 23_level_0</th>\n",
       "      <th>Unnamed: 24_level_0</th>\n",
       "      <th>Unnamed: 25_level_0</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Squad</th>\n",
       "      <th># Pl</th>\n",
       "      <th>90s</th>\n",
       "      <th>Cmp</th>\n",
       "      <th>Att</th>\n",
       "      <th>Cmp%</th>\n",
       "      <th>TotDist</th>\n",
       "      <th>PrgDist</th>\n",
       "      <th>Cmp</th>\n",
       "      <th>Att</th>\n",
       "      <th>...</th>\n",
       "      <th>Cmp%</th>\n",
       "      <th>Ast</th>\n",
       "      <th>xAG</th>\n",
       "      <th>xA</th>\n",
       "      <th>A-xAG</th>\n",
       "      <th>KP</th>\n",
       "      <th>1/3</th>\n",
       "      <th>PPA</th>\n",
       "      <th>CrsPA</th>\n",
       "      <th>PrgP</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>vs Arsenal</td>\n",
       "      <td>24</td>\n",
       "      <td>15.0</td>\n",
       "      <td>4422</td>\n",
       "      <td>6015</td>\n",
       "      <td>73.5</td>\n",
       "      <td>79326</td>\n",
       "      <td>32219</td>\n",
       "      <td>1888</td>\n",
       "      <td>2320</td>\n",
       "      <td>...</td>\n",
       "      <td>48.7</td>\n",
       "      <td>12</td>\n",
       "      <td>8.6</td>\n",
       "      <td>9.1</td>\n",
       "      <td>3.4</td>\n",
       "      <td>81</td>\n",
       "      <td>292</td>\n",
       "      <td>62</td>\n",
       "      <td>19</td>\n",
       "      <td>382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>vs Aston Villa</td>\n",
       "      <td>23</td>\n",
       "      <td>15.0</td>\n",
       "      <td>5371</td>\n",
       "      <td>7118</td>\n",
       "      <td>75.5</td>\n",
       "      <td>97701</td>\n",
       "      <td>37680</td>\n",
       "      <td>2296</td>\n",
       "      <td>2779</td>\n",
       "      <td>...</td>\n",
       "      <td>53.2</td>\n",
       "      <td>17</td>\n",
       "      <td>16.6</td>\n",
       "      <td>15.5</td>\n",
       "      <td>0.4</td>\n",
       "      <td>164</td>\n",
       "      <td>441</td>\n",
       "      <td>121</td>\n",
       "      <td>31</td>\n",
       "      <td>595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>vs Brighton</td>\n",
       "      <td>21</td>\n",
       "      <td>15.0</td>\n",
       "      <td>6379</td>\n",
       "      <td>8190</td>\n",
       "      <td>77.9</td>\n",
       "      <td>119370</td>\n",
       "      <td>45610</td>\n",
       "      <td>2432</td>\n",
       "      <td>2943</td>\n",
       "      <td>...</td>\n",
       "      <td>54.3</td>\n",
       "      <td>20</td>\n",
       "      <td>23.0</td>\n",
       "      <td>21.9</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>208</td>\n",
       "      <td>515</td>\n",
       "      <td>162</td>\n",
       "      <td>40</td>\n",
       "      <td>734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>vs Bristol City</td>\n",
       "      <td>30</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7903</td>\n",
       "      <td>9720</td>\n",
       "      <td>81.3</td>\n",
       "      <td>142109</td>\n",
       "      <td>51464</td>\n",
       "      <td>3237</td>\n",
       "      <td>3810</td>\n",
       "      <td>...</td>\n",
       "      <td>59.2</td>\n",
       "      <td>25</td>\n",
       "      <td>17.3</td>\n",
       "      <td>20.6</td>\n",
       "      <td>7.7</td>\n",
       "      <td>201</td>\n",
       "      <td>758</td>\n",
       "      <td>187</td>\n",
       "      <td>50</td>\n",
       "      <td>912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>vs Chelsea</td>\n",
       "      <td>28</td>\n",
       "      <td>15.0</td>\n",
       "      <td>4539</td>\n",
       "      <td>6287</td>\n",
       "      <td>72.2</td>\n",
       "      <td>78553</td>\n",
       "      <td>33632</td>\n",
       "      <td>1995</td>\n",
       "      <td>2494</td>\n",
       "      <td>...</td>\n",
       "      <td>42.4</td>\n",
       "      <td>7</td>\n",
       "      <td>9.0</td>\n",
       "      <td>8.3</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>98</td>\n",
       "      <td>315</td>\n",
       "      <td>75</td>\n",
       "      <td>17</td>\n",
       "      <td>450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>vs Everton</td>\n",
       "      <td>26</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7101</td>\n",
       "      <td>8832</td>\n",
       "      <td>80.4</td>\n",
       "      <td>128781</td>\n",
       "      <td>46526</td>\n",
       "      <td>2746</td>\n",
       "      <td>3232</td>\n",
       "      <td>...</td>\n",
       "      <td>57.1</td>\n",
       "      <td>22</td>\n",
       "      <td>17.7</td>\n",
       "      <td>21.4</td>\n",
       "      <td>4.3</td>\n",
       "      <td>160</td>\n",
       "      <td>614</td>\n",
       "      <td>149</td>\n",
       "      <td>31</td>\n",
       "      <td>732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>vs Leicester City</td>\n",
       "      <td>24</td>\n",
       "      <td>15.0</td>\n",
       "      <td>5174</td>\n",
       "      <td>7064</td>\n",
       "      <td>73.2</td>\n",
       "      <td>92095</td>\n",
       "      <td>38758</td>\n",
       "      <td>2241</td>\n",
       "      <td>2718</td>\n",
       "      <td>...</td>\n",
       "      <td>48.6</td>\n",
       "      <td>20</td>\n",
       "      <td>20.3</td>\n",
       "      <td>16.7</td>\n",
       "      <td>-0.3</td>\n",
       "      <td>164</td>\n",
       "      <td>396</td>\n",
       "      <td>127</td>\n",
       "      <td>29</td>\n",
       "      <td>525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>vs Liverpool</td>\n",
       "      <td>23</td>\n",
       "      <td>15.0</td>\n",
       "      <td>6094</td>\n",
       "      <td>8058</td>\n",
       "      <td>75.6</td>\n",
       "      <td>108870</td>\n",
       "      <td>41804</td>\n",
       "      <td>2699</td>\n",
       "      <td>3277</td>\n",
       "      <td>...</td>\n",
       "      <td>52.6</td>\n",
       "      <td>12</td>\n",
       "      <td>13.1</td>\n",
       "      <td>16.2</td>\n",
       "      <td>-1.1</td>\n",
       "      <td>126</td>\n",
       "      <td>448</td>\n",
       "      <td>137</td>\n",
       "      <td>33</td>\n",
       "      <td>619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>vs Manchester City</td>\n",
       "      <td>22</td>\n",
       "      <td>15.0</td>\n",
       "      <td>4714</td>\n",
       "      <td>6305</td>\n",
       "      <td>74.8</td>\n",
       "      <td>84817</td>\n",
       "      <td>33515</td>\n",
       "      <td>1951</td>\n",
       "      <td>2390</td>\n",
       "      <td>...</td>\n",
       "      <td>53.2</td>\n",
       "      <td>5</td>\n",
       "      <td>7.7</td>\n",
       "      <td>10.6</td>\n",
       "      <td>-2.7</td>\n",
       "      <td>88</td>\n",
       "      <td>297</td>\n",
       "      <td>72</td>\n",
       "      <td>15</td>\n",
       "      <td>435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>vs Manchester Utd</td>\n",
       "      <td>19</td>\n",
       "      <td>15.0</td>\n",
       "      <td>4622</td>\n",
       "      <td>6388</td>\n",
       "      <td>72.4</td>\n",
       "      <td>80792</td>\n",
       "      <td>35056</td>\n",
       "      <td>2031</td>\n",
       "      <td>2496</td>\n",
       "      <td>...</td>\n",
       "      <td>45.6</td>\n",
       "      <td>12</td>\n",
       "      <td>10.2</td>\n",
       "      <td>9.6</td>\n",
       "      <td>1.8</td>\n",
       "      <td>115</td>\n",
       "      <td>283</td>\n",
       "      <td>90</td>\n",
       "      <td>22</td>\n",
       "      <td>403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>vs Tottenham</td>\n",
       "      <td>27</td>\n",
       "      <td>15.0</td>\n",
       "      <td>6580</td>\n",
       "      <td>8220</td>\n",
       "      <td>80.0</td>\n",
       "      <td>120164</td>\n",
       "      <td>44461</td>\n",
       "      <td>2595</td>\n",
       "      <td>3093</td>\n",
       "      <td>...</td>\n",
       "      <td>55.8</td>\n",
       "      <td>20</td>\n",
       "      <td>15.6</td>\n",
       "      <td>16.6</td>\n",
       "      <td>4.4</td>\n",
       "      <td>150</td>\n",
       "      <td>529</td>\n",
       "      <td>147</td>\n",
       "      <td>32</td>\n",
       "      <td>705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>vs West Ham</td>\n",
       "      <td>25</td>\n",
       "      <td>15.0</td>\n",
       "      <td>6720</td>\n",
       "      <td>8536</td>\n",
       "      <td>78.7</td>\n",
       "      <td>121367</td>\n",
       "      <td>43800</td>\n",
       "      <td>2790</td>\n",
       "      <td>3224</td>\n",
       "      <td>...</td>\n",
       "      <td>52.0</td>\n",
       "      <td>22</td>\n",
       "      <td>15.3</td>\n",
       "      <td>17.8</td>\n",
       "      <td>6.7</td>\n",
       "      <td>154</td>\n",
       "      <td>459</td>\n",
       "      <td>146</td>\n",
       "      <td>24</td>\n",
       "      <td>597</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0 Total        \\\n",
       "                 Squad               # Pl                90s   Cmp   Att   \n",
       "0           vs Arsenal                 24               15.0  4422  6015   \n",
       "1       vs Aston Villa                 23               15.0  5371  7118   \n",
       "2          vs Brighton                 21               15.0  6379  8190   \n",
       "3      vs Bristol City                 30               15.0  7903  9720   \n",
       "4           vs Chelsea                 28               15.0  4539  6287   \n",
       "5           vs Everton                 26               15.0  7101  8832   \n",
       "6    vs Leicester City                 24               15.0  5174  7064   \n",
       "7         vs Liverpool                 23               15.0  6094  8058   \n",
       "8   vs Manchester City                 22               15.0  4714  6305   \n",
       "9    vs Manchester Utd                 19               15.0  4622  6388   \n",
       "10        vs Tottenham                 27               15.0  6580  8220   \n",
       "11         vs West Ham                 25               15.0  6720  8536   \n",
       "\n",
       "                         Short        ...  Long Unnamed: 17_level_0  \\\n",
       "    Cmp% TotDist PrgDist   Cmp   Att  ...  Cmp%                 Ast   \n",
       "0   73.5   79326   32219  1888  2320  ...  48.7                  12   \n",
       "1   75.5   97701   37680  2296  2779  ...  53.2                  17   \n",
       "2   77.9  119370   45610  2432  2943  ...  54.3                  20   \n",
       "3   81.3  142109   51464  3237  3810  ...  59.2                  25   \n",
       "4   72.2   78553   33632  1995  2494  ...  42.4                   7   \n",
       "5   80.4  128781   46526  2746  3232  ...  57.1                  22   \n",
       "6   73.2   92095   38758  2241  2718  ...  48.6                  20   \n",
       "7   75.6  108870   41804  2699  3277  ...  52.6                  12   \n",
       "8   74.8   84817   33515  1951  2390  ...  53.2                   5   \n",
       "9   72.4   80792   35056  2031  2496  ...  45.6                  12   \n",
       "10  80.0  120164   44461  2595  3093  ...  55.8                  20   \n",
       "11  78.7  121367   43800  2790  3224  ...  52.0                  22   \n",
       "\n",
       "   Unnamed: 18_level_0 Expected       Unnamed: 21_level_0 Unnamed: 22_level_0  \\\n",
       "                   xAG       xA A-xAG                  KP                 1/3   \n",
       "0                  8.6      9.1   3.4                  81                 292   \n",
       "1                 16.6     15.5   0.4                 164                 441   \n",
       "2                 23.0     21.9  -3.0                 208                 515   \n",
       "3                 17.3     20.6   7.7                 201                 758   \n",
       "4                  9.0      8.3  -2.0                  98                 315   \n",
       "5                 17.7     21.4   4.3                 160                 614   \n",
       "6                 20.3     16.7  -0.3                 164                 396   \n",
       "7                 13.1     16.2  -1.1                 126                 448   \n",
       "8                  7.7     10.6  -2.7                  88                 297   \n",
       "9                 10.2      9.6   1.8                 115                 283   \n",
       "10                15.6     16.6   4.4                 150                 529   \n",
       "11                15.3     17.8   6.7                 154                 459   \n",
       "\n",
       "   Unnamed: 23_level_0 Unnamed: 24_level_0 Unnamed: 25_level_0  \n",
       "                   PPA               CrsPA                PrgP  \n",
       "0                   62                  19                 382  \n",
       "1                  121                  31                 595  \n",
       "2                  162                  40                 734  \n",
       "3                  187                  50                 912  \n",
       "4                   75                  17                 450  \n",
       "5                  149                  31                 732  \n",
       "6                  127                  29                 525  \n",
       "7                  137                  33                 619  \n",
       "8                   72                  15                 435  \n",
       "9                   90                  22                 403  \n",
       "10                 147                  32                 705  \n",
       "11                 146                  24                 597  \n",
       "\n",
       "[12 rows x 26 columns]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfs_2[11] #Squad Passing - Opponent Stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "c7c545d8",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0_level_0</th>\n",
       "      <th>Unnamed: 1_level_0</th>\n",
       "      <th>Unnamed: 2_level_0</th>\n",
       "      <th>Unnamed: 3_level_0</th>\n",
       "      <th colspan=\"8\" halign=\"left\">Pass Types</th>\n",
       "      <th colspan=\"3\" halign=\"left\">Corner Kicks</th>\n",
       "      <th colspan=\"3\" halign=\"left\">Outcomes</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Squad</th>\n",
       "      <th># Pl</th>\n",
       "      <th>90s</th>\n",
       "      <th>Att</th>\n",
       "      <th>Live</th>\n",
       "      <th>Dead</th>\n",
       "      <th>FK</th>\n",
       "      <th>TB</th>\n",
       "      <th>Sw</th>\n",
       "      <th>Crs</th>\n",
       "      <th>TI</th>\n",
       "      <th>CK</th>\n",
       "      <th>In</th>\n",
       "      <th>Out</th>\n",
       "      <th>Str</th>\n",
       "      <th>Cmp</th>\n",
       "      <th>Off</th>\n",
       "      <th>Blocks</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>24</td>\n",
       "      <td>15.0</td>\n",
       "      <td>8542</td>\n",
       "      <td>7706</td>\n",
       "      <td>790</td>\n",
       "      <td>148</td>\n",
       "      <td>18</td>\n",
       "      <td>20</td>\n",
       "      <td>361</td>\n",
       "      <td>411</td>\n",
       "      <td>134</td>\n",
       "      <td>98</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>6757</td>\n",
       "      <td>46</td>\n",
       "      <td>218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>23</td>\n",
       "      <td>15.0</td>\n",
       "      <td>8323</td>\n",
       "      <td>7522</td>\n",
       "      <td>774</td>\n",
       "      <td>151</td>\n",
       "      <td>8</td>\n",
       "      <td>14</td>\n",
       "      <td>290</td>\n",
       "      <td>378</td>\n",
       "      <td>82</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>6</td>\n",
       "      <td>6547</td>\n",
       "      <td>27</td>\n",
       "      <td>215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Brighton</td>\n",
       "      <td>21</td>\n",
       "      <td>15.0</td>\n",
       "      <td>6508</td>\n",
       "      <td>5727</td>\n",
       "      <td>759</td>\n",
       "      <td>146</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>248</td>\n",
       "      <td>357</td>\n",
       "      <td>62</td>\n",
       "      <td>42</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>4704</td>\n",
       "      <td>22</td>\n",
       "      <td>199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Bristol City</td>\n",
       "      <td>30</td>\n",
       "      <td>15.0</td>\n",
       "      <td>4833</td>\n",
       "      <td>4056</td>\n",
       "      <td>750</td>\n",
       "      <td>145</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>176</td>\n",
       "      <td>364</td>\n",
       "      <td>38</td>\n",
       "      <td>19</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>3053</td>\n",
       "      <td>27</td>\n",
       "      <td>176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>28</td>\n",
       "      <td>15.0</td>\n",
       "      <td>9559</td>\n",
       "      <td>8847</td>\n",
       "      <td>676</td>\n",
       "      <td>124</td>\n",
       "      <td>12</td>\n",
       "      <td>26</td>\n",
       "      <td>310</td>\n",
       "      <td>343</td>\n",
       "      <td>108</td>\n",
       "      <td>54</td>\n",
       "      <td>26</td>\n",
       "      <td>7</td>\n",
       "      <td>7741</td>\n",
       "      <td>36</td>\n",
       "      <td>171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Everton</td>\n",
       "      <td>26</td>\n",
       "      <td>15.0</td>\n",
       "      <td>6946</td>\n",
       "      <td>6183</td>\n",
       "      <td>744</td>\n",
       "      <td>158</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>173</td>\n",
       "      <td>369</td>\n",
       "      <td>47</td>\n",
       "      <td>34</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>5247</td>\n",
       "      <td>19</td>\n",
       "      <td>190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>24</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7243</td>\n",
       "      <td>6439</td>\n",
       "      <td>770</td>\n",
       "      <td>197</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>202</td>\n",
       "      <td>359</td>\n",
       "      <td>60</td>\n",
       "      <td>48</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5350</td>\n",
       "      <td>34</td>\n",
       "      <td>177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>23</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7116</td>\n",
       "      <td>6358</td>\n",
       "      <td>726</td>\n",
       "      <td>141</td>\n",
       "      <td>3</td>\n",
       "      <td>14</td>\n",
       "      <td>279</td>\n",
       "      <td>369</td>\n",
       "      <td>74</td>\n",
       "      <td>44</td>\n",
       "      <td>17</td>\n",
       "      <td>5</td>\n",
       "      <td>5186</td>\n",
       "      <td>32</td>\n",
       "      <td>223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>22</td>\n",
       "      <td>15.0</td>\n",
       "      <td>9255</td>\n",
       "      <td>8505</td>\n",
       "      <td>735</td>\n",
       "      <td>162</td>\n",
       "      <td>11</td>\n",
       "      <td>15</td>\n",
       "      <td>333</td>\n",
       "      <td>375</td>\n",
       "      <td>108</td>\n",
       "      <td>47</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>7669</td>\n",
       "      <td>15</td>\n",
       "      <td>153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Manchester Utd</td>\n",
       "      <td>19</td>\n",
       "      <td>15.0</td>\n",
       "      <td>8357</td>\n",
       "      <td>7557</td>\n",
       "      <td>752</td>\n",
       "      <td>187</td>\n",
       "      <td>10</td>\n",
       "      <td>9</td>\n",
       "      <td>269</td>\n",
       "      <td>369</td>\n",
       "      <td>76</td>\n",
       "      <td>26</td>\n",
       "      <td>25</td>\n",
       "      <td>8</td>\n",
       "      <td>6659</td>\n",
       "      <td>48</td>\n",
       "      <td>141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Tottenham</td>\n",
       "      <td>27</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7594</td>\n",
       "      <td>6888</td>\n",
       "      <td>667</td>\n",
       "      <td>133</td>\n",
       "      <td>7</td>\n",
       "      <td>22</td>\n",
       "      <td>195</td>\n",
       "      <td>294</td>\n",
       "      <td>64</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>1</td>\n",
       "      <td>5998</td>\n",
       "      <td>39</td>\n",
       "      <td>183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>25</td>\n",
       "      <td>15.0</td>\n",
       "      <td>6457</td>\n",
       "      <td>5679</td>\n",
       "      <td>760</td>\n",
       "      <td>156</td>\n",
       "      <td>6</td>\n",
       "      <td>20</td>\n",
       "      <td>217</td>\n",
       "      <td>365</td>\n",
       "      <td>44</td>\n",
       "      <td>17</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>4708</td>\n",
       "      <td>18</td>\n",
       "      <td>165</td>\n",
       "    </tr>\n",
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      ],
      "text/plain": [
       "   Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0  \\\n",
       "                Squad               # Pl                90s   \n",
       "0             Arsenal                 24               15.0   \n",
       "1         Aston Villa                 23               15.0   \n",
       "2            Brighton                 21               15.0   \n",
       "3        Bristol City                 30               15.0   \n",
       "4             Chelsea                 28               15.0   \n",
       "5             Everton                 26               15.0   \n",
       "6      Leicester City                 24               15.0   \n",
       "7           Liverpool                 23               15.0   \n",
       "8     Manchester City                 22               15.0   \n",
       "9      Manchester Utd                 19               15.0   \n",
       "10          Tottenham                 27               15.0   \n",
       "11           West Ham                 25               15.0   \n",
       "\n",
       "   Unnamed: 3_level_0 Pass Types                                   \\\n",
       "                  Att       Live Dead   FK  TB  Sw  Crs   TI   CK   \n",
       "0                8542       7706  790  148  18  20  361  411  134   \n",
       "1                8323       7522  774  151   8  14  290  378   82   \n",
       "2                6508       5727  759  146   4  10  248  357   62   \n",
       "3                4833       4056  750  145   0  10  176  364   38   \n",
       "4                9559       8847  676  124  12  26  310  343  108   \n",
       "5                6946       6183  744  158   2   9  173  369   47   \n",
       "6                7243       6439  770  197   2  11  202  359   60   \n",
       "7                7116       6358  726  141   3  14  279  369   74   \n",
       "8                9255       8505  735  162  11  15  333  375  108   \n",
       "9                8357       7557  752  187  10   9  269  369   76   \n",
       "10               7594       6888  667  133   7  22  195  294   64   \n",
       "11               6457       5679  760  156   6  20  217  365   44   \n",
       "\n",
       "   Corner Kicks         Outcomes             \n",
       "             In Out Str      Cmp Off Blocks  \n",
       "0            98  18   0     6757  46    218  \n",
       "1            30  30   6     6547  27    215  \n",
       "2            42  16   1     4704  22    199  \n",
       "3            19   9   9     3053  27    176  \n",
       "4            54  26   7     7741  36    171  \n",
       "5            34   3   5     5247  19    190  \n",
       "6            48   1   0     5350  34    177  \n",
       "7            44  17   5     5186  32    223  \n",
       "8            47  20   3     7669  15    153  \n",
       "9            26  25   8     6659  48    141  \n",
       "10           23  23   1     5998  39    183  \n",
       "11           17   9   1     4708  18    165  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfs_2[12] #Squad Pass Types - Squad Stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "1a4e08d9",
   "metadata": {
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   "outputs": [
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       "      <th>Unnamed: 0_level_0</th>\n",
       "      <th>Unnamed: 1_level_0</th>\n",
       "      <th>Unnamed: 2_level_0</th>\n",
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       "      <th colspan=\"8\" halign=\"left\">Pass Types</th>\n",
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       "      <th></th>\n",
       "      <th>Squad</th>\n",
       "      <th># Pl</th>\n",
       "      <th>90s</th>\n",
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       "      <th>Live</th>\n",
       "      <th>Dead</th>\n",
       "      <th>FK</th>\n",
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       "      <th>TI</th>\n",
       "      <th>CK</th>\n",
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       "      <th>Out</th>\n",
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       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>vs Arsenal</td>\n",
       "      <td>24</td>\n",
       "      <td>15.0</td>\n",
       "      <td>6015</td>\n",
       "      <td>5324</td>\n",
       "      <td>671</td>\n",
       "      <td>190</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>168</td>\n",
       "      <td>261</td>\n",
       "      <td>31</td>\n",
       "      <td>15</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>4422</td>\n",
       "      <td>20</td>\n",
       "      <td>161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>vs Aston Villa</td>\n",
       "      <td>23</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7118</td>\n",
       "      <td>6361</td>\n",
       "      <td>725</td>\n",
       "      <td>127</td>\n",
       "      <td>7</td>\n",
       "      <td>16</td>\n",
       "      <td>302</td>\n",
       "      <td>364</td>\n",
       "      <td>77</td>\n",
       "      <td>44</td>\n",
       "      <td>16</td>\n",
       "      <td>2</td>\n",
       "      <td>5371</td>\n",
       "      <td>32</td>\n",
       "      <td>184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>vs Brighton</td>\n",
       "      <td>21</td>\n",
       "      <td>15.0</td>\n",
       "      <td>8190</td>\n",
       "      <td>7400</td>\n",
       "      <td>761</td>\n",
       "      <td>170</td>\n",
       "      <td>2</td>\n",
       "      <td>13</td>\n",
       "      <td>307</td>\n",
       "      <td>362</td>\n",
       "      <td>90</td>\n",
       "      <td>42</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>6379</td>\n",
       "      <td>29</td>\n",
       "      <td>155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>vs Bristol City</td>\n",
       "      <td>30</td>\n",
       "      <td>15.0</td>\n",
       "      <td>9720</td>\n",
       "      <td>8928</td>\n",
       "      <td>759</td>\n",
       "      <td>148</td>\n",
       "      <td>8</td>\n",
       "      <td>21</td>\n",
       "      <td>346</td>\n",
       "      <td>391</td>\n",
       "      <td>103</td>\n",
       "      <td>62</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>7903</td>\n",
       "      <td>33</td>\n",
       "      <td>167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>vs Chelsea</td>\n",
       "      <td>28</td>\n",
       "      <td>15.0</td>\n",
       "      <td>6287</td>\n",
       "      <td>5561</td>\n",
       "      <td>705</td>\n",
       "      <td>147</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>178</td>\n",
       "      <td>313</td>\n",
       "      <td>46</td>\n",
       "      <td>24</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>4539</td>\n",
       "      <td>21</td>\n",
       "      <td>172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>vs Everton</td>\n",
       "      <td>26</td>\n",
       "      <td>15.0</td>\n",
       "      <td>8832</td>\n",
       "      <td>8056</td>\n",
       "      <td>745</td>\n",
       "      <td>154</td>\n",
       "      <td>6</td>\n",
       "      <td>18</td>\n",
       "      <td>280</td>\n",
       "      <td>411</td>\n",
       "      <td>80</td>\n",
       "      <td>46</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>7101</td>\n",
       "      <td>31</td>\n",
       "      <td>193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>vs Leicester City</td>\n",
       "      <td>24</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7064</td>\n",
       "      <td>6163</td>\n",
       "      <td>862</td>\n",
       "      <td>187</td>\n",
       "      <td>9</td>\n",
       "      <td>13</td>\n",
       "      <td>252</td>\n",
       "      <td>446</td>\n",
       "      <td>95</td>\n",
       "      <td>42</td>\n",
       "      <td>23</td>\n",
       "      <td>11</td>\n",
       "      <td>5174</td>\n",
       "      <td>39</td>\n",
       "      <td>173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>vs Liverpool</td>\n",
       "      <td>23</td>\n",
       "      <td>15.0</td>\n",
       "      <td>8058</td>\n",
       "      <td>7234</td>\n",
       "      <td>791</td>\n",
       "      <td>153</td>\n",
       "      <td>9</td>\n",
       "      <td>24</td>\n",
       "      <td>317</td>\n",
       "      <td>394</td>\n",
       "      <td>98</td>\n",
       "      <td>47</td>\n",
       "      <td>24</td>\n",
       "      <td>7</td>\n",
       "      <td>6094</td>\n",
       "      <td>33</td>\n",
       "      <td>208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>vs Manchester City</td>\n",
       "      <td>22</td>\n",
       "      <td>15.0</td>\n",
       "      <td>6305</td>\n",
       "      <td>5642</td>\n",
       "      <td>632</td>\n",
       "      <td>94</td>\n",
       "      <td>8</td>\n",
       "      <td>16</td>\n",
       "      <td>166</td>\n",
       "      <td>317</td>\n",
       "      <td>46</td>\n",
       "      <td>27</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>4714</td>\n",
       "      <td>31</td>\n",
       "      <td>185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>vs Manchester Utd</td>\n",
       "      <td>19</td>\n",
       "      <td>15.0</td>\n",
       "      <td>6388</td>\n",
       "      <td>5596</td>\n",
       "      <td>748</td>\n",
       "      <td>160</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "      <td>197</td>\n",
       "      <td>349</td>\n",
       "      <td>67</td>\n",
       "      <td>50</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>4622</td>\n",
       "      <td>44</td>\n",
       "      <td>237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>vs Tottenham</td>\n",
       "      <td>27</td>\n",
       "      <td>15.0</td>\n",
       "      <td>8220</td>\n",
       "      <td>7477</td>\n",
       "      <td>732</td>\n",
       "      <td>154</td>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>293</td>\n",
       "      <td>356</td>\n",
       "      <td>87</td>\n",
       "      <td>42</td>\n",
       "      <td>27</td>\n",
       "      <td>3</td>\n",
       "      <td>6580</td>\n",
       "      <td>11</td>\n",
       "      <td>210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>vs West Ham</td>\n",
       "      <td>25</td>\n",
       "      <td>15.0</td>\n",
       "      <td>8536</td>\n",
       "      <td>7725</td>\n",
       "      <td>772</td>\n",
       "      <td>164</td>\n",
       "      <td>5</td>\n",
       "      <td>23</td>\n",
       "      <td>247</td>\n",
       "      <td>389</td>\n",
       "      <td>77</td>\n",
       "      <td>41</td>\n",
       "      <td>17</td>\n",
       "      <td>12</td>\n",
       "      <td>6720</td>\n",
       "      <td>39</td>\n",
       "      <td>166</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0  \\\n",
       "                 Squad               # Pl                90s   \n",
       "0           vs Arsenal                 24               15.0   \n",
       "1       vs Aston Villa                 23               15.0   \n",
       "2          vs Brighton                 21               15.0   \n",
       "3      vs Bristol City                 30               15.0   \n",
       "4           vs Chelsea                 28               15.0   \n",
       "5           vs Everton                 26               15.0   \n",
       "6    vs Leicester City                 24               15.0   \n",
       "7         vs Liverpool                 23               15.0   \n",
       "8   vs Manchester City                 22               15.0   \n",
       "9    vs Manchester Utd                 19               15.0   \n",
       "10        vs Tottenham                 27               15.0   \n",
       "11         vs West Ham                 25               15.0   \n",
       "\n",
       "   Unnamed: 3_level_0 Pass Types                                 Corner Kicks  \\\n",
       "                  Att       Live Dead   FK TB  Sw  Crs   TI   CK           In   \n",
       "0                6015       5324  671  190  9  10  168  261   31           15   \n",
       "1                7118       6361  725  127  7  16  302  364   77           44   \n",
       "2                8190       7400  761  170  2  13  307  362   90           42   \n",
       "3                9720       8928  759  148  8  21  346  391  103           62   \n",
       "4                6287       5561  705  147  7   5  178  313   46           24   \n",
       "5                8832       8056  745  154  6  18  280  411   80           46   \n",
       "6                7064       6163  862  187  9  13  252  446   95           42   \n",
       "7                8058       7234  791  153  9  24  317  394   98           47   \n",
       "8                6305       5642  632   94  8  16  166  317   46           27   \n",
       "9                6388       5596  748  160  7   9  197  349   67           50   \n",
       "10               8220       7477  732  154  6  12  293  356   87           42   \n",
       "11               8536       7725  772  164  5  23  247  389   77           41   \n",
       "\n",
       "           Outcomes             \n",
       "   Out Str      Cmp Off Blocks  \n",
       "0    9   2     4422  20    161  \n",
       "1   16   2     5371  32    184  \n",
       "2   20   4     6379  29    155  \n",
       "3   18   1     7903  33    167  \n",
       "4    7   2     4539  21    172  \n",
       "5   20   0     7101  31    193  \n",
       "6   23  11     5174  39    173  \n",
       "7   24   7     6094  33    208  \n",
       "8    9   0     4714  31    185  \n",
       "9    7   2     4622  44    237  \n",
       "10  27   3     6580  11    210  \n",
       "11  17  12     6720  39    166  "
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfs_2[13] #Squad Pass Types - Opponent Stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "9bc90ff7",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "    }\n",
       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0_level_0</th>\n",
       "      <th>Unnamed: 1_level_0</th>\n",
       "      <th>Unnamed: 2_level_0</th>\n",
       "      <th colspan=\"2\" halign=\"left\">SCA</th>\n",
       "      <th colspan=\"6\" halign=\"left\">SCA Types</th>\n",
       "      <th colspan=\"2\" halign=\"left\">GCA</th>\n",
       "      <th colspan=\"6\" halign=\"left\">GCA Types</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Squad</th>\n",
       "      <th># Pl</th>\n",
       "      <th>90s</th>\n",
       "      <th>SCA</th>\n",
       "      <th>SCA90</th>\n",
       "      <th>PassLive</th>\n",
       "      <th>PassDead</th>\n",
       "      <th>TO</th>\n",
       "      <th>Sh</th>\n",
       "      <th>Fld</th>\n",
       "      <th>Def</th>\n",
       "      <th>GCA</th>\n",
       "      <th>GCA90</th>\n",
       "      <th>PassLive</th>\n",
       "      <th>PassDead</th>\n",
       "      <th>TO</th>\n",
       "      <th>Sh</th>\n",
       "      <th>Fld</th>\n",
       "      <th>Def</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>24</td>\n",
       "      <td>15.0</td>\n",
       "      <td>483</td>\n",
       "      <td>32.20</td>\n",
       "      <td>350</td>\n",
       "      <td>42</td>\n",
       "      <td>25</td>\n",
       "      <td>37</td>\n",
       "      <td>17</td>\n",
       "      <td>12</td>\n",
       "      <td>53</td>\n",
       "      <td>3.53</td>\n",
       "      <td>47</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>23</td>\n",
       "      <td>15.0</td>\n",
       "      <td>333</td>\n",
       "      <td>22.20</td>\n",
       "      <td>238</td>\n",
       "      <td>33</td>\n",
       "      <td>17</td>\n",
       "      <td>24</td>\n",
       "      <td>14</td>\n",
       "      <td>7</td>\n",
       "      <td>32</td>\n",
       "      <td>2.13</td>\n",
       "      <td>21</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Brighton</td>\n",
       "      <td>21</td>\n",
       "      <td>15.0</td>\n",
       "      <td>240</td>\n",
       "      <td>16.00</td>\n",
       "      <td>169</td>\n",
       "      <td>25</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>7</td>\n",
       "      <td>11</td>\n",
       "      <td>32</td>\n",
       "      <td>2.13</td>\n",
       "      <td>21</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Bristol City</td>\n",
       "      <td>30</td>\n",
       "      <td>15.0</td>\n",
       "      <td>179</td>\n",
       "      <td>11.93</td>\n",
       "      <td>108</td>\n",
       "      <td>22</td>\n",
       "      <td>11</td>\n",
       "      <td>20</td>\n",
       "      <td>13</td>\n",
       "      <td>5</td>\n",
       "      <td>31</td>\n",
       "      <td>2.07</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>28</td>\n",
       "      <td>15.0</td>\n",
       "      <td>513</td>\n",
       "      <td>34.20</td>\n",
       "      <td>369</td>\n",
       "      <td>51</td>\n",
       "      <td>22</td>\n",
       "      <td>48</td>\n",
       "      <td>15</td>\n",
       "      <td>8</td>\n",
       "      <td>75</td>\n",
       "      <td>5.00</td>\n",
       "      <td>62</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Everton</td>\n",
       "      <td>26</td>\n",
       "      <td>15.0</td>\n",
       "      <td>204</td>\n",
       "      <td>13.60</td>\n",
       "      <td>141</td>\n",
       "      <td>24</td>\n",
       "      <td>11</td>\n",
       "      <td>14</td>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "      <td>22</td>\n",
       "      <td>1.47</td>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>24</td>\n",
       "      <td>15.0</td>\n",
       "      <td>297</td>\n",
       "      <td>19.80</td>\n",
       "      <td>213</td>\n",
       "      <td>25</td>\n",
       "      <td>12</td>\n",
       "      <td>25</td>\n",
       "      <td>14</td>\n",
       "      <td>8</td>\n",
       "      <td>33</td>\n",
       "      <td>2.20</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>23</td>\n",
       "      <td>15.0</td>\n",
       "      <td>275</td>\n",
       "      <td>18.33</td>\n",
       "      <td>183</td>\n",
       "      <td>43</td>\n",
       "      <td>13</td>\n",
       "      <td>23</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>32</td>\n",
       "      <td>2.13</td>\n",
       "      <td>24</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>22</td>\n",
       "      <td>15.0</td>\n",
       "      <td>452</td>\n",
       "      <td>30.13</td>\n",
       "      <td>340</td>\n",
       "      <td>26</td>\n",
       "      <td>32</td>\n",
       "      <td>33</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>59</td>\n",
       "      <td>3.93</td>\n",
       "      <td>41</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Manchester Utd</td>\n",
       "      <td>19</td>\n",
       "      <td>15.0</td>\n",
       "      <td>390</td>\n",
       "      <td>26.00</td>\n",
       "      <td>265</td>\n",
       "      <td>40</td>\n",
       "      <td>23</td>\n",
       "      <td>39</td>\n",
       "      <td>8</td>\n",
       "      <td>15</td>\n",
       "      <td>54</td>\n",
       "      <td>3.60</td>\n",
       "      <td>37</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Tottenham</td>\n",
       "      <td>27</td>\n",
       "      <td>15.0</td>\n",
       "      <td>311</td>\n",
       "      <td>20.73</td>\n",
       "      <td>219</td>\n",
       "      <td>22</td>\n",
       "      <td>24</td>\n",
       "      <td>29</td>\n",
       "      <td>10</td>\n",
       "      <td>7</td>\n",
       "      <td>35</td>\n",
       "      <td>2.33</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>25</td>\n",
       "      <td>15.0</td>\n",
       "      <td>260</td>\n",
       "      <td>17.33</td>\n",
       "      <td>192</td>\n",
       "      <td>21</td>\n",
       "      <td>8</td>\n",
       "      <td>21</td>\n",
       "      <td>14</td>\n",
       "      <td>4</td>\n",
       "      <td>26</td>\n",
       "      <td>1.73</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0  SCA         \\\n",
       "                Squad               # Pl                90s  SCA  SCA90   \n",
       "0             Arsenal                 24               15.0  483  32.20   \n",
       "1         Aston Villa                 23               15.0  333  22.20   \n",
       "2            Brighton                 21               15.0  240  16.00   \n",
       "3        Bristol City                 30               15.0  179  11.93   \n",
       "4             Chelsea                 28               15.0  513  34.20   \n",
       "5             Everton                 26               15.0  204  13.60   \n",
       "6      Leicester City                 24               15.0  297  19.80   \n",
       "7           Liverpool                 23               15.0  275  18.33   \n",
       "8     Manchester City                 22               15.0  452  30.13   \n",
       "9      Manchester Utd                 19               15.0  390  26.00   \n",
       "10          Tottenham                 27               15.0  311  20.73   \n",
       "11           West Ham                 25               15.0  260  17.33   \n",
       "\n",
       "   SCA Types                          GCA       GCA Types                     \\\n",
       "    PassLive PassDead  TO  Sh Fld Def GCA GCA90  PassLive PassDead TO Sh Fld   \n",
       "0        350       42  25  37  17  12  53  3.53        47        1  1  2   2   \n",
       "1        238       33  17  24  14   7  32  2.13        21        3  1  3   4   \n",
       "2        169       25  14  14   7  11  32  2.13        21        3  1  5   1   \n",
       "3        108       22  11  20  13   5  31  2.07        15        2  3  5   3   \n",
       "4        369       51  22  48  15   8  75  5.00        62        1  6  3   2   \n",
       "5        141       24  11  14  11   3  22  1.47        10        4  1  4   3   \n",
       "6        213       25  12  25  14   8  33  2.20        20        3  1  6   1   \n",
       "7        183       43  13  23   9   4  32  2.13        24        3  2  3   0   \n",
       "8        340       26  32  33  10  11  59  3.93        41        3  4  6   3   \n",
       "9        265       40  23  39   8  15  54  3.60        37        4  4  6   0   \n",
       "10       219       22  24  29  10   7  35  2.33        23        2  3  4   2   \n",
       "11       192       21   8  21  14   4  26  1.73        14        2  1  4   5   \n",
       "\n",
       "        \n",
       "   Def  \n",
       "0    0  \n",
       "1    0  \n",
       "2    1  \n",
       "3    3  \n",
       "4    1  \n",
       "5    0  \n",
       "6    2  \n",
       "7    0  \n",
       "8    2  \n",
       "9    3  \n",
       "10   1  \n",
       "11   0  "
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfs_2[14] #Squad Goal and Shot Creation - Squad Stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "48e18df4",
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   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0_level_0</th>\n",
       "      <th>Unnamed: 1_level_0</th>\n",
       "      <th>Unnamed: 2_level_0</th>\n",
       "      <th colspan=\"2\" halign=\"left\">SCA</th>\n",
       "      <th colspan=\"6\" halign=\"left\">SCA Types</th>\n",
       "      <th colspan=\"2\" halign=\"left\">GCA</th>\n",
       "      <th colspan=\"6\" halign=\"left\">GCA Types</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Squad</th>\n",
       "      <th># Pl</th>\n",
       "      <th>90s</th>\n",
       "      <th>SCA</th>\n",
       "      <th>SCA90</th>\n",
       "      <th>PassLive</th>\n",
       "      <th>PassDead</th>\n",
       "      <th>TO</th>\n",
       "      <th>Sh</th>\n",
       "      <th>Fld</th>\n",
       "      <th>Def</th>\n",
       "      <th>GCA</th>\n",
       "      <th>GCA90</th>\n",
       "      <th>PassLive</th>\n",
       "      <th>PassDead</th>\n",
       "      <th>TO</th>\n",
       "      <th>Sh</th>\n",
       "      <th>Fld</th>\n",
       "      <th>Def</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>vs Arsenal</td>\n",
       "      <td>24</td>\n",
       "      <td>15.0</td>\n",
       "      <td>185</td>\n",
       "      <td>12.33</td>\n",
       "      <td>138</td>\n",
       "      <td>14</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>27</td>\n",
       "      <td>1.80</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>vs Aston Villa</td>\n",
       "      <td>23</td>\n",
       "      <td>15.0</td>\n",
       "      <td>367</td>\n",
       "      <td>24.47</td>\n",
       "      <td>252</td>\n",
       "      <td>31</td>\n",
       "      <td>25</td>\n",
       "      <td>40</td>\n",
       "      <td>10</td>\n",
       "      <td>9</td>\n",
       "      <td>50</td>\n",
       "      <td>3.33</td>\n",
       "      <td>34</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>vs Brighton</td>\n",
       "      <td>21</td>\n",
       "      <td>15.0</td>\n",
       "      <td>463</td>\n",
       "      <td>30.87</td>\n",
       "      <td>332</td>\n",
       "      <td>46</td>\n",
       "      <td>16</td>\n",
       "      <td>45</td>\n",
       "      <td>13</td>\n",
       "      <td>11</td>\n",
       "      <td>56</td>\n",
       "      <td>3.73</td>\n",
       "      <td>35</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>vs Bristol City</td>\n",
       "      <td>30</td>\n",
       "      <td>15.0</td>\n",
       "      <td>498</td>\n",
       "      <td>33.20</td>\n",
       "      <td>371</td>\n",
       "      <td>41</td>\n",
       "      <td>22</td>\n",
       "      <td>40</td>\n",
       "      <td>16</td>\n",
       "      <td>8</td>\n",
       "      <td>69</td>\n",
       "      <td>4.60</td>\n",
       "      <td>46</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>vs Chelsea</td>\n",
       "      <td>28</td>\n",
       "      <td>15.0</td>\n",
       "      <td>225</td>\n",
       "      <td>15.00</td>\n",
       "      <td>159</td>\n",
       "      <td>24</td>\n",
       "      <td>12</td>\n",
       "      <td>17</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>19</td>\n",
       "      <td>1.27</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>vs Everton</td>\n",
       "      <td>26</td>\n",
       "      <td>15.0</td>\n",
       "      <td>369</td>\n",
       "      <td>24.60</td>\n",
       "      <td>264</td>\n",
       "      <td>32</td>\n",
       "      <td>18</td>\n",
       "      <td>22</td>\n",
       "      <td>18</td>\n",
       "      <td>15</td>\n",
       "      <td>45</td>\n",
       "      <td>3.00</td>\n",
       "      <td>37</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>vs Leicester City</td>\n",
       "      <td>24</td>\n",
       "      <td>15.0</td>\n",
       "      <td>372</td>\n",
       "      <td>24.80</td>\n",
       "      <td>252</td>\n",
       "      <td>42</td>\n",
       "      <td>23</td>\n",
       "      <td>34</td>\n",
       "      <td>13</td>\n",
       "      <td>8</td>\n",
       "      <td>46</td>\n",
       "      <td>3.07</td>\n",
       "      <td>36</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>vs Liverpool</td>\n",
       "      <td>23</td>\n",
       "      <td>15.0</td>\n",
       "      <td>301</td>\n",
       "      <td>20.07</td>\n",
       "      <td>209</td>\n",
       "      <td>26</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>13</td>\n",
       "      <td>7</td>\n",
       "      <td>34</td>\n",
       "      <td>2.27</td>\n",
       "      <td>22</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>vs Manchester City</td>\n",
       "      <td>22</td>\n",
       "      <td>15.0</td>\n",
       "      <td>193</td>\n",
       "      <td>12.87</td>\n",
       "      <td>136</td>\n",
       "      <td>16</td>\n",
       "      <td>8</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>12</td>\n",
       "      <td>0.80</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>vs Manchester Utd</td>\n",
       "      <td>19</td>\n",
       "      <td>15.0</td>\n",
       "      <td>265</td>\n",
       "      <td>17.67</td>\n",
       "      <td>183</td>\n",
       "      <td>27</td>\n",
       "      <td>13</td>\n",
       "      <td>27</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>30</td>\n",
       "      <td>2.00</td>\n",
       "      <td>19</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>vs Tottenham</td>\n",
       "      <td>27</td>\n",
       "      <td>15.0</td>\n",
       "      <td>351</td>\n",
       "      <td>23.40</td>\n",
       "      <td>244</td>\n",
       "      <td>37</td>\n",
       "      <td>24</td>\n",
       "      <td>22</td>\n",
       "      <td>15</td>\n",
       "      <td>9</td>\n",
       "      <td>47</td>\n",
       "      <td>3.13</td>\n",
       "      <td>33</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>vs West Ham</td>\n",
       "      <td>25</td>\n",
       "      <td>15.0</td>\n",
       "      <td>348</td>\n",
       "      <td>23.20</td>\n",
       "      <td>247</td>\n",
       "      <td>38</td>\n",
       "      <td>17</td>\n",
       "      <td>25</td>\n",
       "      <td>14</td>\n",
       "      <td>7</td>\n",
       "      <td>49</td>\n",
       "      <td>3.27</td>\n",
       "      <td>31</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
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      ],
      "text/plain": [
       "    Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0  SCA         \\\n",
       "                 Squad               # Pl                90s  SCA  SCA90   \n",
       "0           vs Arsenal                 24               15.0  185  12.33   \n",
       "1       vs Aston Villa                 23               15.0  367  24.47   \n",
       "2          vs Brighton                 21               15.0  463  30.87   \n",
       "3      vs Bristol City                 30               15.0  498  33.20   \n",
       "4           vs Chelsea                 28               15.0  225  15.00   \n",
       "5           vs Everton                 26               15.0  369  24.60   \n",
       "6    vs Leicester City                 24               15.0  372  24.80   \n",
       "7         vs Liverpool                 23               15.0  301  20.07   \n",
       "8   vs Manchester City                 22               15.0  193  12.87   \n",
       "9    vs Manchester Utd                 19               15.0  265  17.67   \n",
       "10        vs Tottenham                 27               15.0  351  23.40   \n",
       "11         vs West Ham                 25               15.0  348  23.20   \n",
       "\n",
       "   SCA Types                          GCA       GCA Types                      \\\n",
       "    PassLive PassDead  TO  Sh Fld Def GCA GCA90  PassLive PassDead TO  Sh Fld   \n",
       "0        138       14  11  12   8   2  27  1.80        20        2  1   2   2   \n",
       "1        252       31  25  40  10   9  50  3.33        34        3  2   6   3   \n",
       "2        332       46  16  45  13  11  56  3.73        35        6  3   7   2   \n",
       "3        371       41  22  40  16   8  69  4.60        46        5  2  11   3   \n",
       "4        159       24  12  17   7   6  19  1.27        13        1  1   3   1   \n",
       "5        264       32  18  22  18  15  45  3.00        37        1  1   1   3   \n",
       "6        252       42  23  34  13   8  46  3.07        36        1  6   1   1   \n",
       "7        209       26  23  23  13   7  34  2.27        22        2  3   4   2   \n",
       "8        136       16   8  20   4   9  12  0.80         9        0  1   2   0   \n",
       "9        183       27  13  27  11   4  30  2.00        19        4  1   3   3   \n",
       "10       244       37  24  22  15   9  47  3.13        33        2  4   4   3   \n",
       "11       247       38  17  25  14   7  49  3.27        31        4  3   7   3   \n",
       "\n",
       "        \n",
       "   Def  \n",
       "0    0  \n",
       "1    2  \n",
       "2    3  \n",
       "3    2  \n",
       "4    0  \n",
       "5    2  \n",
       "6    1  \n",
       "7    1  \n",
       "8    0  \n",
       "9    0  \n",
       "10   1  \n",
       "11   1  "
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfs_2[15] #Squad Goal and Shot Creation - Opponent Stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "1c5b4d29",
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       "      <th>0</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>24</td>\n",
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       "      <td>259</td>\n",
       "      <td>166</td>\n",
       "      <td>76</td>\n",
       "      <td>122</td>\n",
       "      <td>61</td>\n",
       "      <td>99</td>\n",
       "      <td>221</td>\n",
       "      <td>44.8</td>\n",
       "      <td>122</td>\n",
       "      <td>182</td>\n",
       "      <td>30</td>\n",
       "      <td>152</td>\n",
       "      <td>96</td>\n",
       "      <td>355</td>\n",
       "      <td>175</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>23</td>\n",
       "      <td>15.0</td>\n",
       "      <td>250</td>\n",
       "      <td>161</td>\n",
       "      <td>109</td>\n",
       "      <td>100</td>\n",
       "      <td>41</td>\n",
       "      <td>102</td>\n",
       "      <td>205</td>\n",
       "      <td>49.8</td>\n",
       "      <td>103</td>\n",
       "      <td>219</td>\n",
       "      <td>68</td>\n",
       "      <td>151</td>\n",
       "      <td>144</td>\n",
       "      <td>394</td>\n",
       "      <td>282</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Brighton</td>\n",
       "      <td>21</td>\n",
       "      <td>15.0</td>\n",
       "      <td>275</td>\n",
       "      <td>181</td>\n",
       "      <td>127</td>\n",
       "      <td>101</td>\n",
       "      <td>47</td>\n",
       "      <td>102</td>\n",
       "      <td>203</td>\n",
       "      <td>50.2</td>\n",
       "      <td>101</td>\n",
       "      <td>230</td>\n",
       "      <td>90</td>\n",
       "      <td>140</td>\n",
       "      <td>152</td>\n",
       "      <td>427</td>\n",
       "      <td>319</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Bristol City</td>\n",
       "      <td>30</td>\n",
       "      <td>15.0</td>\n",
       "      <td>274</td>\n",
       "      <td>168</td>\n",
       "      <td>147</td>\n",
       "      <td>103</td>\n",
       "      <td>24</td>\n",
       "      <td>99</td>\n",
       "      <td>211</td>\n",
       "      <td>46.9</td>\n",
       "      <td>112</td>\n",
       "      <td>212</td>\n",
       "      <td>72</td>\n",
       "      <td>140</td>\n",
       "      <td>164</td>\n",
       "      <td>438</td>\n",
       "      <td>399</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>28</td>\n",
       "      <td>15.0</td>\n",
       "      <td>273</td>\n",
       "      <td>178</td>\n",
       "      <td>107</td>\n",
       "      <td>121</td>\n",
       "      <td>45</td>\n",
       "      <td>95</td>\n",
       "      <td>182</td>\n",
       "      <td>52.2</td>\n",
       "      <td>87</td>\n",
       "      <td>187</td>\n",
       "      <td>31</td>\n",
       "      <td>156</td>\n",
       "      <td>137</td>\n",
       "      <td>410</td>\n",
       "      <td>210</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Everton</td>\n",
       "      <td>26</td>\n",
       "      <td>15.0</td>\n",
       "      <td>292</td>\n",
       "      <td>188</td>\n",
       "      <td>157</td>\n",
       "      <td>100</td>\n",
       "      <td>35</td>\n",
       "      <td>128</td>\n",
       "      <td>254</td>\n",
       "      <td>50.4</td>\n",
       "      <td>126</td>\n",
       "      <td>216</td>\n",
       "      <td>45</td>\n",
       "      <td>171</td>\n",
       "      <td>122</td>\n",
       "      <td>414</td>\n",
       "      <td>278</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>24</td>\n",
       "      <td>15.0</td>\n",
       "      <td>305</td>\n",
       "      <td>204</td>\n",
       "      <td>129</td>\n",
       "      <td>134</td>\n",
       "      <td>42</td>\n",
       "      <td>97</td>\n",
       "      <td>204</td>\n",
       "      <td>47.5</td>\n",
       "      <td>107</td>\n",
       "      <td>207</td>\n",
       "      <td>50</td>\n",
       "      <td>157</td>\n",
       "      <td>193</td>\n",
       "      <td>498</td>\n",
       "      <td>294</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>23</td>\n",
       "      <td>15.0</td>\n",
       "      <td>284</td>\n",
       "      <td>181</td>\n",
       "      <td>130</td>\n",
       "      <td>125</td>\n",
       "      <td>29</td>\n",
       "      <td>108</td>\n",
       "      <td>235</td>\n",
       "      <td>46.0</td>\n",
       "      <td>127</td>\n",
       "      <td>241</td>\n",
       "      <td>58</td>\n",
       "      <td>183</td>\n",
       "      <td>126</td>\n",
       "      <td>410</td>\n",
       "      <td>343</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>22</td>\n",
       "      <td>15.0</td>\n",
       "      <td>256</td>\n",
       "      <td>173</td>\n",
       "      <td>91</td>\n",
       "      <td>109</td>\n",
       "      <td>56</td>\n",
       "      <td>101</td>\n",
       "      <td>205</td>\n",
       "      <td>49.3</td>\n",
       "      <td>104</td>\n",
       "      <td>211</td>\n",
       "      <td>36</td>\n",
       "      <td>175</td>\n",
       "      <td>127</td>\n",
       "      <td>383</td>\n",
       "      <td>212</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Manchester Utd</td>\n",
       "      <td>19</td>\n",
       "      <td>15.0</td>\n",
       "      <td>292</td>\n",
       "      <td>193</td>\n",
       "      <td>116</td>\n",
       "      <td>108</td>\n",
       "      <td>68</td>\n",
       "      <td>80</td>\n",
       "      <td>183</td>\n",
       "      <td>43.7</td>\n",
       "      <td>103</td>\n",
       "      <td>267</td>\n",
       "      <td>44</td>\n",
       "      <td>223</td>\n",
       "      <td>125</td>\n",
       "      <td>417</td>\n",
       "      <td>240</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Tottenham</td>\n",
       "      <td>27</td>\n",
       "      <td>15.0</td>\n",
       "      <td>310</td>\n",
       "      <td>208</td>\n",
       "      <td>161</td>\n",
       "      <td>110</td>\n",
       "      <td>39</td>\n",
       "      <td>124</td>\n",
       "      <td>260</td>\n",
       "      <td>47.7</td>\n",
       "      <td>136</td>\n",
       "      <td>248</td>\n",
       "      <td>61</td>\n",
       "      <td>187</td>\n",
       "      <td>158</td>\n",
       "      <td>468</td>\n",
       "      <td>315</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>25</td>\n",
       "      <td>15.0</td>\n",
       "      <td>269</td>\n",
       "      <td>185</td>\n",
       "      <td>121</td>\n",
       "      <td>105</td>\n",
       "      <td>43</td>\n",
       "      <td>91</td>\n",
       "      <td>186</td>\n",
       "      <td>48.9</td>\n",
       "      <td>95</td>\n",
       "      <td>197</td>\n",
       "      <td>46</td>\n",
       "      <td>151</td>\n",
       "      <td>148</td>\n",
       "      <td>417</td>\n",
       "      <td>268</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0 Tackles       \\\n",
       "                Squad               # Pl                90s     Tkl TklW   \n",
       "0             Arsenal                 24               15.0     259  166   \n",
       "1         Aston Villa                 23               15.0     250  161   \n",
       "2            Brighton                 21               15.0     275  181   \n",
       "3        Bristol City                 30               15.0     274  168   \n",
       "4             Chelsea                 28               15.0     273  178   \n",
       "5             Everton                 26               15.0     292  188   \n",
       "6      Leicester City                 24               15.0     305  204   \n",
       "7           Liverpool                 23               15.0     284  181   \n",
       "8     Manchester City                 22               15.0     256  173   \n",
       "9      Manchester Utd                 19               15.0     292  193   \n",
       "10          Tottenham                 27               15.0     310  208   \n",
       "11           West Ham                 25               15.0     269  185   \n",
       "\n",
       "                           Challenges                 Blocks           \\\n",
       "   Def 3rd Mid 3rd Att 3rd        Tkl  Att  Tkl% Lost Blocks  Sh Pass   \n",
       "0       76     122      61         99  221  44.8  122    182  30  152   \n",
       "1      109     100      41        102  205  49.8  103    219  68  151   \n",
       "2      127     101      47        102  203  50.2  101    230  90  140   \n",
       "3      147     103      24         99  211  46.9  112    212  72  140   \n",
       "4      107     121      45         95  182  52.2   87    187  31  156   \n",
       "5      157     100      35        128  254  50.4  126    216  45  171   \n",
       "6      129     134      42         97  204  47.5  107    207  50  157   \n",
       "7      130     125      29        108  235  46.0  127    241  58  183   \n",
       "8       91     109      56        101  205  49.3  104    211  36  175   \n",
       "9      116     108      68         80  183  43.7  103    267  44  223   \n",
       "10     161     110      39        124  260  47.7  136    248  61  187   \n",
       "11     121     105      43         91  186  48.9   95    197  46  151   \n",
       "\n",
       "   Unnamed: 15_level_0 Unnamed: 16_level_0 Unnamed: 17_level_0  \\\n",
       "                   Int             Tkl+Int                 Clr   \n",
       "0                   96                 355                 175   \n",
       "1                  144                 394                 282   \n",
       "2                  152                 427                 319   \n",
       "3                  164                 438                 399   \n",
       "4                  137                 410                 210   \n",
       "5                  122                 414                 278   \n",
       "6                  193                 498                 294   \n",
       "7                  126                 410                 343   \n",
       "8                  127                 383                 212   \n",
       "9                  125                 417                 240   \n",
       "10                 158                 468                 315   \n",
       "11                 148                 417                 268   \n",
       "\n",
       "   Unnamed: 18_level_0  \n",
       "                   Err  \n",
       "0                    4  \n",
       "1                    2  \n",
       "2                    2  \n",
       "3                    2  \n",
       "4                    6  \n",
       "5                    4  \n",
       "6                   10  \n",
       "7                    3  \n",
       "8                    3  \n",
       "9                    4  \n",
       "10                   8  \n",
       "11                   3  "
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfs_2[16] #Squad Defensive Actions - Squad Stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "45d68830",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0_level_0</th>\n",
       "      <th>Unnamed: 1_level_0</th>\n",
       "      <th>Unnamed: 2_level_0</th>\n",
       "      <th colspan=\"5\" halign=\"left\">Tackles</th>\n",
       "      <th colspan=\"4\" halign=\"left\">Challenges</th>\n",
       "      <th colspan=\"3\" halign=\"left\">Blocks</th>\n",
       "      <th>Unnamed: 15_level_0</th>\n",
       "      <th>Unnamed: 16_level_0</th>\n",
       "      <th>Unnamed: 17_level_0</th>\n",
       "      <th>Unnamed: 18_level_0</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Squad</th>\n",
       "      <th># Pl</th>\n",
       "      <th>90s</th>\n",
       "      <th>Tkl</th>\n",
       "      <th>TklW</th>\n",
       "      <th>Def 3rd</th>\n",
       "      <th>Mid 3rd</th>\n",
       "      <th>Att 3rd</th>\n",
       "      <th>Tkl</th>\n",
       "      <th>Att</th>\n",
       "      <th>Tkl%</th>\n",
       "      <th>Lost</th>\n",
       "      <th>Blocks</th>\n",
       "      <th>Sh</th>\n",
       "      <th>Pass</th>\n",
       "      <th>Int</th>\n",
       "      <th>Tkl+Int</th>\n",
       "      <th>Clr</th>\n",
       "      <th>Err</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>vs Arsenal</td>\n",
       "      <td>24</td>\n",
       "      <td>15.0</td>\n",
       "      <td>331</td>\n",
       "      <td>190</td>\n",
       "      <td>207</td>\n",
       "      <td>98</td>\n",
       "      <td>26</td>\n",
       "      <td>126</td>\n",
       "      <td>266</td>\n",
       "      <td>47.4</td>\n",
       "      <td>140</td>\n",
       "      <td>288</td>\n",
       "      <td>104</td>\n",
       "      <td>184</td>\n",
       "      <td>135</td>\n",
       "      <td>466</td>\n",
       "      <td>445</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>vs Aston Villa</td>\n",
       "      <td>23</td>\n",
       "      <td>15.0</td>\n",
       "      <td>298</td>\n",
       "      <td>211</td>\n",
       "      <td>135</td>\n",
       "      <td>116</td>\n",
       "      <td>47</td>\n",
       "      <td>113</td>\n",
       "      <td>210</td>\n",
       "      <td>53.8</td>\n",
       "      <td>97</td>\n",
       "      <td>238</td>\n",
       "      <td>44</td>\n",
       "      <td>194</td>\n",
       "      <td>138</td>\n",
       "      <td>436</td>\n",
       "      <td>319</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>vs Brighton</td>\n",
       "      <td>21</td>\n",
       "      <td>15.0</td>\n",
       "      <td>276</td>\n",
       "      <td>196</td>\n",
       "      <td>113</td>\n",
       "      <td>111</td>\n",
       "      <td>52</td>\n",
       "      <td>79</td>\n",
       "      <td>160</td>\n",
       "      <td>49.4</td>\n",
       "      <td>81</td>\n",
       "      <td>208</td>\n",
       "      <td>35</td>\n",
       "      <td>173</td>\n",
       "      <td>140</td>\n",
       "      <td>416</td>\n",
       "      <td>233</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>vs Bristol City</td>\n",
       "      <td>30</td>\n",
       "      <td>15.0</td>\n",
       "      <td>264</td>\n",
       "      <td>188</td>\n",
       "      <td>82</td>\n",
       "      <td>120</td>\n",
       "      <td>62</td>\n",
       "      <td>79</td>\n",
       "      <td>157</td>\n",
       "      <td>50.3</td>\n",
       "      <td>78</td>\n",
       "      <td>197</td>\n",
       "      <td>36</td>\n",
       "      <td>161</td>\n",
       "      <td>118</td>\n",
       "      <td>382</td>\n",
       "      <td>178</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>vs Chelsea</td>\n",
       "      <td>28</td>\n",
       "      <td>15.0</td>\n",
       "      <td>271</td>\n",
       "      <td>151</td>\n",
       "      <td>129</td>\n",
       "      <td>105</td>\n",
       "      <td>37</td>\n",
       "      <td>102</td>\n",
       "      <td>249</td>\n",
       "      <td>41.0</td>\n",
       "      <td>147</td>\n",
       "      <td>230</td>\n",
       "      <td>81</td>\n",
       "      <td>149</td>\n",
       "      <td>143</td>\n",
       "      <td>414</td>\n",
       "      <td>345</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>vs Everton</td>\n",
       "      <td>26</td>\n",
       "      <td>15.0</td>\n",
       "      <td>272</td>\n",
       "      <td>203</td>\n",
       "      <td>88</td>\n",
       "      <td>121</td>\n",
       "      <td>63</td>\n",
       "      <td>100</td>\n",
       "      <td>190</td>\n",
       "      <td>52.6</td>\n",
       "      <td>90</td>\n",
       "      <td>204</td>\n",
       "      <td>33</td>\n",
       "      <td>171</td>\n",
       "      <td>160</td>\n",
       "      <td>432</td>\n",
       "      <td>201</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>vs Leicester City</td>\n",
       "      <td>24</td>\n",
       "      <td>15.0</td>\n",
       "      <td>248</td>\n",
       "      <td>161</td>\n",
       "      <td>107</td>\n",
       "      <td>105</td>\n",
       "      <td>36</td>\n",
       "      <td>85</td>\n",
       "      <td>174</td>\n",
       "      <td>48.9</td>\n",
       "      <td>89</td>\n",
       "      <td>217</td>\n",
       "      <td>47</td>\n",
       "      <td>170</td>\n",
       "      <td>164</td>\n",
       "      <td>412</td>\n",
       "      <td>235</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>vs Liverpool</td>\n",
       "      <td>23</td>\n",
       "      <td>15.0</td>\n",
       "      <td>241</td>\n",
       "      <td>166</td>\n",
       "      <td>93</td>\n",
       "      <td>113</td>\n",
       "      <td>35</td>\n",
       "      <td>90</td>\n",
       "      <td>169</td>\n",
       "      <td>53.3</td>\n",
       "      <td>79</td>\n",
       "      <td>238</td>\n",
       "      <td>41</td>\n",
       "      <td>197</td>\n",
       "      <td>135</td>\n",
       "      <td>376</td>\n",
       "      <td>289</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>vs Manchester City</td>\n",
       "      <td>22</td>\n",
       "      <td>15.0</td>\n",
       "      <td>320</td>\n",
       "      <td>197</td>\n",
       "      <td>164</td>\n",
       "      <td>122</td>\n",
       "      <td>34</td>\n",
       "      <td>129</td>\n",
       "      <td>290</td>\n",
       "      <td>44.5</td>\n",
       "      <td>161</td>\n",
       "      <td>206</td>\n",
       "      <td>75</td>\n",
       "      <td>131</td>\n",
       "      <td>150</td>\n",
       "      <td>470</td>\n",
       "      <td>359</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>vs Manchester Utd</td>\n",
       "      <td>19</td>\n",
       "      <td>15.0</td>\n",
       "      <td>291</td>\n",
       "      <td>178</td>\n",
       "      <td>149</td>\n",
       "      <td>111</td>\n",
       "      <td>31</td>\n",
       "      <td>144</td>\n",
       "      <td>280</td>\n",
       "      <td>51.4</td>\n",
       "      <td>136</td>\n",
       "      <td>182</td>\n",
       "      <td>53</td>\n",
       "      <td>129</td>\n",
       "      <td>122</td>\n",
       "      <td>413</td>\n",
       "      <td>300</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>vs Tottenham</td>\n",
       "      <td>27</td>\n",
       "      <td>15.0</td>\n",
       "      <td>277</td>\n",
       "      <td>184</td>\n",
       "      <td>108</td>\n",
       "      <td>113</td>\n",
       "      <td>56</td>\n",
       "      <td>106</td>\n",
       "      <td>255</td>\n",
       "      <td>41.6</td>\n",
       "      <td>149</td>\n",
       "      <td>213</td>\n",
       "      <td>39</td>\n",
       "      <td>174</td>\n",
       "      <td>130</td>\n",
       "      <td>407</td>\n",
       "      <td>215</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>vs West Ham</td>\n",
       "      <td>25</td>\n",
       "      <td>15.0</td>\n",
       "      <td>250</td>\n",
       "      <td>161</td>\n",
       "      <td>96</td>\n",
       "      <td>103</td>\n",
       "      <td>51</td>\n",
       "      <td>73</td>\n",
       "      <td>149</td>\n",
       "      <td>49.0</td>\n",
       "      <td>76</td>\n",
       "      <td>196</td>\n",
       "      <td>43</td>\n",
       "      <td>153</td>\n",
       "      <td>157</td>\n",
       "      <td>407</td>\n",
       "      <td>216</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0 Tackles       \\\n",
       "                 Squad               # Pl                90s     Tkl TklW   \n",
       "0           vs Arsenal                 24               15.0     331  190   \n",
       "1       vs Aston Villa                 23               15.0     298  211   \n",
       "2          vs Brighton                 21               15.0     276  196   \n",
       "3      vs Bristol City                 30               15.0     264  188   \n",
       "4           vs Chelsea                 28               15.0     271  151   \n",
       "5           vs Everton                 26               15.0     272  203   \n",
       "6    vs Leicester City                 24               15.0     248  161   \n",
       "7         vs Liverpool                 23               15.0     241  166   \n",
       "8   vs Manchester City                 22               15.0     320  197   \n",
       "9    vs Manchester Utd                 19               15.0     291  178   \n",
       "10        vs Tottenham                 27               15.0     277  184   \n",
       "11         vs West Ham                 25               15.0     250  161   \n",
       "\n",
       "                           Challenges                 Blocks            \\\n",
       "   Def 3rd Mid 3rd Att 3rd        Tkl  Att  Tkl% Lost Blocks   Sh Pass   \n",
       "0      207      98      26        126  266  47.4  140    288  104  184   \n",
       "1      135     116      47        113  210  53.8   97    238   44  194   \n",
       "2      113     111      52         79  160  49.4   81    208   35  173   \n",
       "3       82     120      62         79  157  50.3   78    197   36  161   \n",
       "4      129     105      37        102  249  41.0  147    230   81  149   \n",
       "5       88     121      63        100  190  52.6   90    204   33  171   \n",
       "6      107     105      36         85  174  48.9   89    217   47  170   \n",
       "7       93     113      35         90  169  53.3   79    238   41  197   \n",
       "8      164     122      34        129  290  44.5  161    206   75  131   \n",
       "9      149     111      31        144  280  51.4  136    182   53  129   \n",
       "10     108     113      56        106  255  41.6  149    213   39  174   \n",
       "11      96     103      51         73  149  49.0   76    196   43  153   \n",
       "\n",
       "   Unnamed: 15_level_0 Unnamed: 16_level_0 Unnamed: 17_level_0  \\\n",
       "                   Int             Tkl+Int                 Clr   \n",
       "0                  135                 466                 445   \n",
       "1                  138                 436                 319   \n",
       "2                  140                 416                 233   \n",
       "3                  118                 382                 178   \n",
       "4                  143                 414                 345   \n",
       "5                  160                 432                 201   \n",
       "6                  164                 412                 235   \n",
       "7                  135                 376                 289   \n",
       "8                  150                 470                 359   \n",
       "9                  122                 413                 300   \n",
       "10                 130                 407                 215   \n",
       "11                 157                 407                 216   \n",
       "\n",
       "   Unnamed: 18_level_0  \n",
       "                   Err  \n",
       "0                    7  \n",
       "1                    0  \n",
       "2                    3  \n",
       "3                    1  \n",
       "4                    5  \n",
       "5                    1  \n",
       "6                    1  \n",
       "7                    8  \n",
       "8                   15  \n",
       "9                    2  \n",
       "10                   6  \n",
       "11                   2  "
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfs_2[17] #Squad Defensive Actions - Opponent Stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "92736f21",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0_level_0</th>\n",
       "      <th>Unnamed: 1_level_0</th>\n",
       "      <th>Unnamed: 2_level_0</th>\n",
       "      <th>Unnamed: 3_level_0</th>\n",
       "      <th colspan=\"6\" halign=\"left\">Touches</th>\n",
       "      <th>...</th>\n",
       "      <th colspan=\"8\" halign=\"left\">Carries</th>\n",
       "      <th colspan=\"2\" halign=\"left\">Receiving</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Squad</th>\n",
       "      <th># Pl</th>\n",
       "      <th>Poss</th>\n",
       "      <th>90s</th>\n",
       "      <th>Touches</th>\n",
       "      <th>Def Pen</th>\n",
       "      <th>Def 3rd</th>\n",
       "      <th>Mid 3rd</th>\n",
       "      <th>Att 3rd</th>\n",
       "      <th>Att Pen</th>\n",
       "      <th>...</th>\n",
       "      <th>Carries</th>\n",
       "      <th>TotDist</th>\n",
       "      <th>PrgDist</th>\n",
       "      <th>PrgC</th>\n",
       "      <th>1/3</th>\n",
       "      <th>CPA</th>\n",
       "      <th>Mis</th>\n",
       "      <th>Dis</th>\n",
       "      <th>Rec</th>\n",
       "      <th>PrgR</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>24</td>\n",
       "      <td>58.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>10142</td>\n",
       "      <td>650</td>\n",
       "      <td>2343</td>\n",
       "      <td>4450</td>\n",
       "      <td>3434</td>\n",
       "      <td>577</td>\n",
       "      <td>...</td>\n",
       "      <td>5751</td>\n",
       "      <td>29607</td>\n",
       "      <td>13734</td>\n",
       "      <td>289</td>\n",
       "      <td>205</td>\n",
       "      <td>128</td>\n",
       "      <td>256</td>\n",
       "      <td>205</td>\n",
       "      <td>6691</td>\n",
       "      <td>863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>23</td>\n",
       "      <td>53.9</td>\n",
       "      <td>15.0</td>\n",
       "      <td>9958</td>\n",
       "      <td>1219</td>\n",
       "      <td>3705</td>\n",
       "      <td>4135</td>\n",
       "      <td>2205</td>\n",
       "      <td>338</td>\n",
       "      <td>...</td>\n",
       "      <td>5455</td>\n",
       "      <td>25428</td>\n",
       "      <td>12500</td>\n",
       "      <td>217</td>\n",
       "      <td>144</td>\n",
       "      <td>54</td>\n",
       "      <td>252</td>\n",
       "      <td>186</td>\n",
       "      <td>6486</td>\n",
       "      <td>639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Brighton</td>\n",
       "      <td>21</td>\n",
       "      <td>44.3</td>\n",
       "      <td>15.0</td>\n",
       "      <td>8132</td>\n",
       "      <td>1203</td>\n",
       "      <td>3137</td>\n",
       "      <td>3284</td>\n",
       "      <td>1784</td>\n",
       "      <td>237</td>\n",
       "      <td>...</td>\n",
       "      <td>4305</td>\n",
       "      <td>21823</td>\n",
       "      <td>9876</td>\n",
       "      <td>185</td>\n",
       "      <td>119</td>\n",
       "      <td>52</td>\n",
       "      <td>280</td>\n",
       "      <td>197</td>\n",
       "      <td>4656</td>\n",
       "      <td>464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Bristol City</td>\n",
       "      <td>30</td>\n",
       "      <td>33.7</td>\n",
       "      <td>15.0</td>\n",
       "      <td>6529</td>\n",
       "      <td>1132</td>\n",
       "      <td>2833</td>\n",
       "      <td>2510</td>\n",
       "      <td>1261</td>\n",
       "      <td>204</td>\n",
       "      <td>...</td>\n",
       "      <td>2752</td>\n",
       "      <td>15329</td>\n",
       "      <td>7357</td>\n",
       "      <td>149</td>\n",
       "      <td>102</td>\n",
       "      <td>35</td>\n",
       "      <td>272</td>\n",
       "      <td>186</td>\n",
       "      <td>3022</td>\n",
       "      <td>301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>28</td>\n",
       "      <td>60.2</td>\n",
       "      <td>15.0</td>\n",
       "      <td>11240</td>\n",
       "      <td>949</td>\n",
       "      <td>3329</td>\n",
       "      <td>4994</td>\n",
       "      <td>3010</td>\n",
       "      <td>610</td>\n",
       "      <td>...</td>\n",
       "      <td>6761</td>\n",
       "      <td>32677</td>\n",
       "      <td>15261</td>\n",
       "      <td>276</td>\n",
       "      <td>175</td>\n",
       "      <td>123</td>\n",
       "      <td>255</td>\n",
       "      <td>169</td>\n",
       "      <td>7676</td>\n",
       "      <td>836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Everton</td>\n",
       "      <td>26</td>\n",
       "      <td>44.3</td>\n",
       "      <td>15.0</td>\n",
       "      <td>8498</td>\n",
       "      <td>1284</td>\n",
       "      <td>3778</td>\n",
       "      <td>3289</td>\n",
       "      <td>1508</td>\n",
       "      <td>210</td>\n",
       "      <td>...</td>\n",
       "      <td>4097</td>\n",
       "      <td>21859</td>\n",
       "      <td>10478</td>\n",
       "      <td>183</td>\n",
       "      <td>129</td>\n",
       "      <td>39</td>\n",
       "      <td>265</td>\n",
       "      <td>172</td>\n",
       "      <td>5203</td>\n",
       "      <td>410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>24</td>\n",
       "      <td>50.8</td>\n",
       "      <td>15.0</td>\n",
       "      <td>8989</td>\n",
       "      <td>1041</td>\n",
       "      <td>3494</td>\n",
       "      <td>3652</td>\n",
       "      <td>1933</td>\n",
       "      <td>370</td>\n",
       "      <td>...</td>\n",
       "      <td>4769</td>\n",
       "      <td>22605</td>\n",
       "      <td>10389</td>\n",
       "      <td>178</td>\n",
       "      <td>95</td>\n",
       "      <td>61</td>\n",
       "      <td>278</td>\n",
       "      <td>162</td>\n",
       "      <td>5287</td>\n",
       "      <td>549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>23</td>\n",
       "      <td>46.8</td>\n",
       "      <td>15.0</td>\n",
       "      <td>8815</td>\n",
       "      <td>1301</td>\n",
       "      <td>3569</td>\n",
       "      <td>3585</td>\n",
       "      <td>1727</td>\n",
       "      <td>274</td>\n",
       "      <td>...</td>\n",
       "      <td>4296</td>\n",
       "      <td>18952</td>\n",
       "      <td>8217</td>\n",
       "      <td>154</td>\n",
       "      <td>97</td>\n",
       "      <td>43</td>\n",
       "      <td>246</td>\n",
       "      <td>151</td>\n",
       "      <td>5131</td>\n",
       "      <td>517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>22</td>\n",
       "      <td>59.1</td>\n",
       "      <td>15.0</td>\n",
       "      <td>10901</td>\n",
       "      <td>828</td>\n",
       "      <td>2979</td>\n",
       "      <td>4820</td>\n",
       "      <td>3207</td>\n",
       "      <td>486</td>\n",
       "      <td>...</td>\n",
       "      <td>6444</td>\n",
       "      <td>32227</td>\n",
       "      <td>15664</td>\n",
       "      <td>282</td>\n",
       "      <td>221</td>\n",
       "      <td>107</td>\n",
       "      <td>212</td>\n",
       "      <td>190</td>\n",
       "      <td>7560</td>\n",
       "      <td>806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Manchester Utd</td>\n",
       "      <td>19</td>\n",
       "      <td>56.7</td>\n",
       "      <td>15.0</td>\n",
       "      <td>10094</td>\n",
       "      <td>959</td>\n",
       "      <td>3480</td>\n",
       "      <td>4363</td>\n",
       "      <td>2338</td>\n",
       "      <td>408</td>\n",
       "      <td>...</td>\n",
       "      <td>4964</td>\n",
       "      <td>24907</td>\n",
       "      <td>12286</td>\n",
       "      <td>221</td>\n",
       "      <td>143</td>\n",
       "      <td>81</td>\n",
       "      <td>246</td>\n",
       "      <td>147</td>\n",
       "      <td>6592</td>\n",
       "      <td>622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Tottenham</td>\n",
       "      <td>27</td>\n",
       "      <td>48.3</td>\n",
       "      <td>15.0</td>\n",
       "      <td>9352</td>\n",
       "      <td>1318</td>\n",
       "      <td>3982</td>\n",
       "      <td>3795</td>\n",
       "      <td>1675</td>\n",
       "      <td>278</td>\n",
       "      <td>...</td>\n",
       "      <td>5095</td>\n",
       "      <td>25032</td>\n",
       "      <td>12474</td>\n",
       "      <td>247</td>\n",
       "      <td>167</td>\n",
       "      <td>80</td>\n",
       "      <td>278</td>\n",
       "      <td>171</td>\n",
       "      <td>5951</td>\n",
       "      <td>526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>25</td>\n",
       "      <td>43.4</td>\n",
       "      <td>15.0</td>\n",
       "      <td>8040</td>\n",
       "      <td>1153</td>\n",
       "      <td>3333</td>\n",
       "      <td>3071</td>\n",
       "      <td>1708</td>\n",
       "      <td>254</td>\n",
       "      <td>...</td>\n",
       "      <td>4263</td>\n",
       "      <td>21140</td>\n",
       "      <td>9471</td>\n",
       "      <td>169</td>\n",
       "      <td>129</td>\n",
       "      <td>58</td>\n",
       "      <td>267</td>\n",
       "      <td>178</td>\n",
       "      <td>4661</td>\n",
       "      <td>473</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0  \\\n",
       "                Squad               # Pl               Poss   \n",
       "0             Arsenal                 24               58.5   \n",
       "1         Aston Villa                 23               53.9   \n",
       "2            Brighton                 21               44.3   \n",
       "3        Bristol City                 30               33.7   \n",
       "4             Chelsea                 28               60.2   \n",
       "5             Everton                 26               44.3   \n",
       "6      Leicester City                 24               50.8   \n",
       "7           Liverpool                 23               46.8   \n",
       "8     Manchester City                 22               59.1   \n",
       "9      Manchester Utd                 19               56.7   \n",
       "10          Tottenham                 27               48.3   \n",
       "11           West Ham                 25               43.4   \n",
       "\n",
       "   Unnamed: 3_level_0 Touches                                          ...  \\\n",
       "                  90s Touches Def Pen Def 3rd Mid 3rd Att 3rd Att Pen  ...   \n",
       "0                15.0   10142     650    2343    4450    3434     577  ...   \n",
       "1                15.0    9958    1219    3705    4135    2205     338  ...   \n",
       "2                15.0    8132    1203    3137    3284    1784     237  ...   \n",
       "3                15.0    6529    1132    2833    2510    1261     204  ...   \n",
       "4                15.0   11240     949    3329    4994    3010     610  ...   \n",
       "5                15.0    8498    1284    3778    3289    1508     210  ...   \n",
       "6                15.0    8989    1041    3494    3652    1933     370  ...   \n",
       "7                15.0    8815    1301    3569    3585    1727     274  ...   \n",
       "8                15.0   10901     828    2979    4820    3207     486  ...   \n",
       "9                15.0   10094     959    3480    4363    2338     408  ...   \n",
       "10               15.0    9352    1318    3982    3795    1675     278  ...   \n",
       "11               15.0    8040    1153    3333    3071    1708     254  ...   \n",
       "\n",
       "   Carries                                          Receiving       \n",
       "   Carries TotDist PrgDist PrgC  1/3  CPA  Mis  Dis       Rec PrgR  \n",
       "0     5751   29607   13734  289  205  128  256  205      6691  863  \n",
       "1     5455   25428   12500  217  144   54  252  186      6486  639  \n",
       "2     4305   21823    9876  185  119   52  280  197      4656  464  \n",
       "3     2752   15329    7357  149  102   35  272  186      3022  301  \n",
       "4     6761   32677   15261  276  175  123  255  169      7676  836  \n",
       "5     4097   21859   10478  183  129   39  265  172      5203  410  \n",
       "6     4769   22605   10389  178   95   61  278  162      5287  549  \n",
       "7     4296   18952    8217  154   97   43  246  151      5131  517  \n",
       "8     6444   32227   15664  282  221  107  212  190      7560  806  \n",
       "9     4964   24907   12286  221  143   81  246  147      6592  622  \n",
       "10    5095   25032   12474  247  167   80  278  171      5951  526  \n",
       "11    4263   21140    9471  169  129   58  267  178      4661  473  \n",
       "\n",
       "[12 rows x 26 columns]"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfs_2[18] #Squad Possession - Squad Stats"
   ]
  },
  {
   "cell_type": "code",
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   "id": "6fa03211",
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    {
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       "      <th colspan=\"6\" halign=\"left\">Touches</th>\n",
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       "      <th colspan=\"8\" halign=\"left\">Carries</th>\n",
       "      <th colspan=\"2\" halign=\"left\">Receiving</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Squad</th>\n",
       "      <th># Pl</th>\n",
       "      <th>Poss</th>\n",
       "      <th>90s</th>\n",
       "      <th>Touches</th>\n",
       "      <th>Def Pen</th>\n",
       "      <th>Def 3rd</th>\n",
       "      <th>Mid 3rd</th>\n",
       "      <th>Att 3rd</th>\n",
       "      <th>Att Pen</th>\n",
       "      <th>...</th>\n",
       "      <th>Carries</th>\n",
       "      <th>TotDist</th>\n",
       "      <th>PrgDist</th>\n",
       "      <th>PrgC</th>\n",
       "      <th>1/3</th>\n",
       "      <th>CPA</th>\n",
       "      <th>Mis</th>\n",
       "      <th>Dis</th>\n",
       "      <th>Rec</th>\n",
       "      <th>PrgR</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>vs Arsenal</td>\n",
       "      <td>24</td>\n",
       "      <td>41.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7942</td>\n",
       "      <td>1420</td>\n",
       "      <td>3739</td>\n",
       "      <td>3025</td>\n",
       "      <td>1271</td>\n",
       "      <td>173</td>\n",
       "      <td>...</td>\n",
       "      <td>3968</td>\n",
       "      <td>19372</td>\n",
       "      <td>8735</td>\n",
       "      <td>132</td>\n",
       "      <td>101</td>\n",
       "      <td>43</td>\n",
       "      <td>249</td>\n",
       "      <td>161</td>\n",
       "      <td>4384</td>\n",
       "      <td>379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>vs Aston Villa</td>\n",
       "      <td>23</td>\n",
       "      <td>46.1</td>\n",
       "      <td>15.0</td>\n",
       "      <td>8858</td>\n",
       "      <td>1091</td>\n",
       "      <td>3102</td>\n",
       "      <td>3674</td>\n",
       "      <td>2163</td>\n",
       "      <td>385</td>\n",
       "      <td>...</td>\n",
       "      <td>4831</td>\n",
       "      <td>24945</td>\n",
       "      <td>12380</td>\n",
       "      <td>238</td>\n",
       "      <td>169</td>\n",
       "      <td>85</td>\n",
       "      <td>268</td>\n",
       "      <td>148</td>\n",
       "      <td>5325</td>\n",
       "      <td>589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>vs Brighton</td>\n",
       "      <td>21</td>\n",
       "      <td>55.7</td>\n",
       "      <td>15.0</td>\n",
       "      <td>9836</td>\n",
       "      <td>1091</td>\n",
       "      <td>3490</td>\n",
       "      <td>3921</td>\n",
       "      <td>2505</td>\n",
       "      <td>497</td>\n",
       "      <td>...</td>\n",
       "      <td>5477</td>\n",
       "      <td>26530</td>\n",
       "      <td>12810</td>\n",
       "      <td>262</td>\n",
       "      <td>149</td>\n",
       "      <td>87</td>\n",
       "      <td>254</td>\n",
       "      <td>173</td>\n",
       "      <td>6297</td>\n",
       "      <td>719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>vs Bristol City</td>\n",
       "      <td>30</td>\n",
       "      <td>66.3</td>\n",
       "      <td>15.0</td>\n",
       "      <td>11272</td>\n",
       "      <td>765</td>\n",
       "      <td>3005</td>\n",
       "      <td>5354</td>\n",
       "      <td>2993</td>\n",
       "      <td>510</td>\n",
       "      <td>...</td>\n",
       "      <td>6153</td>\n",
       "      <td>29691</td>\n",
       "      <td>14794</td>\n",
       "      <td>276</td>\n",
       "      <td>187</td>\n",
       "      <td>98</td>\n",
       "      <td>268</td>\n",
       "      <td>174</td>\n",
       "      <td>7820</td>\n",
       "      <td>903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>vs Chelsea</td>\n",
       "      <td>28</td>\n",
       "      <td>39.8</td>\n",
       "      <td>15.0</td>\n",
       "      <td>8056</td>\n",
       "      <td>1273</td>\n",
       "      <td>3505</td>\n",
       "      <td>3047</td>\n",
       "      <td>1585</td>\n",
       "      <td>220</td>\n",
       "      <td>...</td>\n",
       "      <td>3998</td>\n",
       "      <td>19805</td>\n",
       "      <td>9411</td>\n",
       "      <td>173</td>\n",
       "      <td>115</td>\n",
       "      <td>49</td>\n",
       "      <td>268</td>\n",
       "      <td>178</td>\n",
       "      <td>4483</td>\n",
       "      <td>445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>vs Everton</td>\n",
       "      <td>26</td>\n",
       "      <td>55.7</td>\n",
       "      <td>15.0</td>\n",
       "      <td>10391</td>\n",
       "      <td>848</td>\n",
       "      <td>3260</td>\n",
       "      <td>4481</td>\n",
       "      <td>2737</td>\n",
       "      <td>414</td>\n",
       "      <td>...</td>\n",
       "      <td>6107</td>\n",
       "      <td>28323</td>\n",
       "      <td>13168</td>\n",
       "      <td>256</td>\n",
       "      <td>167</td>\n",
       "      <td>100</td>\n",
       "      <td>274</td>\n",
       "      <td>164</td>\n",
       "      <td>7053</td>\n",
       "      <td>726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>vs Leicester City</td>\n",
       "      <td>24</td>\n",
       "      <td>49.2</td>\n",
       "      <td>15.0</td>\n",
       "      <td>8679</td>\n",
       "      <td>980</td>\n",
       "      <td>2982</td>\n",
       "      <td>3713</td>\n",
       "      <td>2062</td>\n",
       "      <td>385</td>\n",
       "      <td>...</td>\n",
       "      <td>4238</td>\n",
       "      <td>21628</td>\n",
       "      <td>9969</td>\n",
       "      <td>205</td>\n",
       "      <td>133</td>\n",
       "      <td>81</td>\n",
       "      <td>259</td>\n",
       "      <td>208</td>\n",
       "      <td>5119</td>\n",
       "      <td>516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>vs Liverpool</td>\n",
       "      <td>23</td>\n",
       "      <td>53.2</td>\n",
       "      <td>15.0</td>\n",
       "      <td>9729</td>\n",
       "      <td>996</td>\n",
       "      <td>3103</td>\n",
       "      <td>4356</td>\n",
       "      <td>2362</td>\n",
       "      <td>394</td>\n",
       "      <td>...</td>\n",
       "      <td>5158</td>\n",
       "      <td>26529</td>\n",
       "      <td>12140</td>\n",
       "      <td>235</td>\n",
       "      <td>149</td>\n",
       "      <td>77</td>\n",
       "      <td>268</td>\n",
       "      <td>176</td>\n",
       "      <td>6021</td>\n",
       "      <td>609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>vs Manchester City</td>\n",
       "      <td>22</td>\n",
       "      <td>40.9</td>\n",
       "      <td>15.0</td>\n",
       "      <td>8004</td>\n",
       "      <td>1297</td>\n",
       "      <td>3562</td>\n",
       "      <td>3024</td>\n",
       "      <td>1482</td>\n",
       "      <td>211</td>\n",
       "      <td>...</td>\n",
       "      <td>3842</td>\n",
       "      <td>19057</td>\n",
       "      <td>9038</td>\n",
       "      <td>148</td>\n",
       "      <td>108</td>\n",
       "      <td>34</td>\n",
       "      <td>228</td>\n",
       "      <td>156</td>\n",
       "      <td>4668</td>\n",
       "      <td>430</td>\n",
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       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>vs Manchester Utd</td>\n",
       "      <td>19</td>\n",
       "      <td>43.3</td>\n",
       "      <td>15.0</td>\n",
       "      <td>8006</td>\n",
       "      <td>1154</td>\n",
       "      <td>3380</td>\n",
       "      <td>3106</td>\n",
       "      <td>1599</td>\n",
       "      <td>277</td>\n",
       "      <td>...</td>\n",
       "      <td>4010</td>\n",
       "      <td>21186</td>\n",
       "      <td>9607</td>\n",
       "      <td>171</td>\n",
       "      <td>111</td>\n",
       "      <td>58</td>\n",
       "      <td>256</td>\n",
       "      <td>213</td>\n",
       "      <td>4567</td>\n",
       "      <td>398</td>\n",
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       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>vs Tottenham</td>\n",
       "      <td>27</td>\n",
       "      <td>51.7</td>\n",
       "      <td>15.0</td>\n",
       "      <td>9852</td>\n",
       "      <td>1025</td>\n",
       "      <td>3227</td>\n",
       "      <td>4160</td>\n",
       "      <td>2565</td>\n",
       "      <td>417</td>\n",
       "      <td>...</td>\n",
       "      <td>5716</td>\n",
       "      <td>28082</td>\n",
       "      <td>13389</td>\n",
       "      <td>240</td>\n",
       "      <td>176</td>\n",
       "      <td>82</td>\n",
       "      <td>265</td>\n",
       "      <td>186</td>\n",
       "      <td>6514</td>\n",
       "      <td>700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>vs West Ham</td>\n",
       "      <td>25</td>\n",
       "      <td>56.6</td>\n",
       "      <td>15.0</td>\n",
       "      <td>10065</td>\n",
       "      <td>1097</td>\n",
       "      <td>3607</td>\n",
       "      <td>4087</td>\n",
       "      <td>2466</td>\n",
       "      <td>363</td>\n",
       "      <td>...</td>\n",
       "      <td>5454</td>\n",
       "      <td>26438</td>\n",
       "      <td>12266</td>\n",
       "      <td>214</td>\n",
       "      <td>161</td>\n",
       "      <td>67</td>\n",
       "      <td>250</td>\n",
       "      <td>177</td>\n",
       "      <td>6665</td>\n",
       "      <td>592</td>\n",
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      "text/plain": [
       "    Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0  \\\n",
       "                 Squad               # Pl               Poss   \n",
       "0           vs Arsenal                 24               41.5   \n",
       "1       vs Aston Villa                 23               46.1   \n",
       "2          vs Brighton                 21               55.7   \n",
       "3      vs Bristol City                 30               66.3   \n",
       "4           vs Chelsea                 28               39.8   \n",
       "5           vs Everton                 26               55.7   \n",
       "6    vs Leicester City                 24               49.2   \n",
       "7         vs Liverpool                 23               53.2   \n",
       "8   vs Manchester City                 22               40.9   \n",
       "9    vs Manchester Utd                 19               43.3   \n",
       "10        vs Tottenham                 27               51.7   \n",
       "11         vs West Ham                 25               56.6   \n",
       "\n",
       "   Unnamed: 3_level_0 Touches                                          ...  \\\n",
       "                  90s Touches Def Pen Def 3rd Mid 3rd Att 3rd Att Pen  ...   \n",
       "0                15.0    7942    1420    3739    3025    1271     173  ...   \n",
       "1                15.0    8858    1091    3102    3674    2163     385  ...   \n",
       "2                15.0    9836    1091    3490    3921    2505     497  ...   \n",
       "3                15.0   11272     765    3005    5354    2993     510  ...   \n",
       "4                15.0    8056    1273    3505    3047    1585     220  ...   \n",
       "5                15.0   10391     848    3260    4481    2737     414  ...   \n",
       "6                15.0    8679     980    2982    3713    2062     385  ...   \n",
       "7                15.0    9729     996    3103    4356    2362     394  ...   \n",
       "8                15.0    8004    1297    3562    3024    1482     211  ...   \n",
       "9                15.0    8006    1154    3380    3106    1599     277  ...   \n",
       "10               15.0    9852    1025    3227    4160    2565     417  ...   \n",
       "11               15.0   10065    1097    3607    4087    2466     363  ...   \n",
       "\n",
       "   Carries                                          Receiving       \n",
       "   Carries TotDist PrgDist PrgC  1/3  CPA  Mis  Dis       Rec PrgR  \n",
       "0     3968   19372    8735  132  101   43  249  161      4384  379  \n",
       "1     4831   24945   12380  238  169   85  268  148      5325  589  \n",
       "2     5477   26530   12810  262  149   87  254  173      6297  719  \n",
       "3     6153   29691   14794  276  187   98  268  174      7820  903  \n",
       "4     3998   19805    9411  173  115   49  268  178      4483  445  \n",
       "5     6107   28323   13168  256  167  100  274  164      7053  726  \n",
       "6     4238   21628    9969  205  133   81  259  208      5119  516  \n",
       "7     5158   26529   12140  235  149   77  268  176      6021  609  \n",
       "8     3842   19057    9038  148  108   34  228  156      4668  430  \n",
       "9     4010   21186    9607  171  111   58  256  213      4567  398  \n",
       "10    5716   28082   13389  240  176   82  265  186      6514  700  \n",
       "11    5454   26438   12266  214  161   67  250  177      6665  592  \n",
       "\n",
       "[12 rows x 26 columns]"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfs_2[19] #Squad Possession - Opponent Stats"
   ]
  },
  {
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   "execution_count": 44,
   "id": "a79b555f",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>24</td>\n",
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       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>90</td>\n",
       "      <td>100</td>\n",
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       "      <td>83</td>\n",
       "      <td>...</td>\n",
       "      <td>65</td>\n",
       "      <td>2.27</td>\n",
       "      <td>33</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
       "      <td>1.27</td>\n",
       "      <td>34.7</td>\n",
       "      <td>10.9</td>\n",
       "      <td>23.7</td>\n",
       "      <td>1.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>23</td>\n",
       "      <td>28.3</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>90</td>\n",
       "      <td>100</td>\n",
       "      <td>15.0</td>\n",
       "      <td>165</td>\n",
       "      <td>84</td>\n",
       "      <td>...</td>\n",
       "      <td>57</td>\n",
       "      <td>1.07</td>\n",
       "      <td>19</td>\n",
       "      <td>31</td>\n",
       "      <td>-12</td>\n",
       "      <td>-0.80</td>\n",
       "      <td>18.7</td>\n",
       "      <td>23.9</td>\n",
       "      <td>-5.2</td>\n",
       "      <td>-0.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Brighton</td>\n",
       "      <td>21</td>\n",
       "      <td>27.4</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>90</td>\n",
       "      <td>100</td>\n",
       "      <td>15.0</td>\n",
       "      <td>165</td>\n",
       "      <td>81</td>\n",
       "      <td>...</td>\n",
       "      <td>59</td>\n",
       "      <td>0.93</td>\n",
       "      <td>20</td>\n",
       "      <td>33</td>\n",
       "      <td>-13</td>\n",
       "      <td>-0.87</td>\n",
       "      <td>14.2</td>\n",
       "      <td>29.9</td>\n",
       "      <td>-15.6</td>\n",
       "      <td>-1.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Bristol City</td>\n",
       "      <td>30</td>\n",
       "      <td>24.4</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>90</td>\n",
       "      <td>100</td>\n",
       "      <td>15.0</td>\n",
       "      <td>165</td>\n",
       "      <td>83</td>\n",
       "      <td>...</td>\n",
       "      <td>70</td>\n",
       "      <td>0.40</td>\n",
       "      <td>20</td>\n",
       "      <td>45</td>\n",
       "      <td>-25</td>\n",
       "      <td>-1.67</td>\n",
       "      <td>12.4</td>\n",
       "      <td>28.5</td>\n",
       "      <td>-16.1</td>\n",
       "      <td>-1.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>28</td>\n",
       "      <td>27.2</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>90</td>\n",
       "      <td>100</td>\n",
       "      <td>15.0</td>\n",
       "      <td>165</td>\n",
       "      <td>81</td>\n",
       "      <td>...</td>\n",
       "      <td>63</td>\n",
       "      <td>2.47</td>\n",
       "      <td>45</td>\n",
       "      <td>13</td>\n",
       "      <td>32</td>\n",
       "      <td>2.13</td>\n",
       "      <td>37.5</td>\n",
       "      <td>13.6</td>\n",
       "      <td>24.0</td>\n",
       "      <td>1.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Everton</td>\n",
       "      <td>26</td>\n",
       "      <td>26.3</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>90</td>\n",
       "      <td>100</td>\n",
       "      <td>15.0</td>\n",
       "      <td>165</td>\n",
       "      <td>82</td>\n",
       "      <td>...</td>\n",
       "      <td>46</td>\n",
       "      <td>0.93</td>\n",
       "      <td>13</td>\n",
       "      <td>27</td>\n",
       "      <td>-14</td>\n",
       "      <td>-0.93</td>\n",
       "      <td>14.4</td>\n",
       "      <td>25.0</td>\n",
       "      <td>-10.5</td>\n",
       "      <td>-0.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>24</td>\n",
       "      <td>27.1</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>90</td>\n",
       "      <td>100</td>\n",
       "      <td>15.0</td>\n",
       "      <td>165</td>\n",
       "      <td>82</td>\n",
       "      <td>...</td>\n",
       "      <td>64</td>\n",
       "      <td>1.07</td>\n",
       "      <td>21</td>\n",
       "      <td>30</td>\n",
       "      <td>-9</td>\n",
       "      <td>-0.60</td>\n",
       "      <td>17.3</td>\n",
       "      <td>29.8</td>\n",
       "      <td>-12.5</td>\n",
       "      <td>-0.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>23</td>\n",
       "      <td>27.1</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>90</td>\n",
       "      <td>100</td>\n",
       "      <td>15.0</td>\n",
       "      <td>165</td>\n",
       "      <td>82</td>\n",
       "      <td>...</td>\n",
       "      <td>54</td>\n",
       "      <td>1.67</td>\n",
       "      <td>22</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>0.13</td>\n",
       "      <td>16.4</td>\n",
       "      <td>19.6</td>\n",
       "      <td>-3.2</td>\n",
       "      <td>-0.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>22</td>\n",
       "      <td>25.9</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>90</td>\n",
       "      <td>100</td>\n",
       "      <td>15.0</td>\n",
       "      <td>165</td>\n",
       "      <td>84</td>\n",
       "      <td>...</td>\n",
       "      <td>80</td>\n",
       "      <td>2.47</td>\n",
       "      <td>38</td>\n",
       "      <td>9</td>\n",
       "      <td>29</td>\n",
       "      <td>1.93</td>\n",
       "      <td>29.5</td>\n",
       "      <td>12.6</td>\n",
       "      <td>16.8</td>\n",
       "      <td>1.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Manchester Utd</td>\n",
       "      <td>19</td>\n",
       "      <td>27.3</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>90</td>\n",
       "      <td>100</td>\n",
       "      <td>15.0</td>\n",
       "      <td>165</td>\n",
       "      <td>82</td>\n",
       "      <td>...</td>\n",
       "      <td>57</td>\n",
       "      <td>1.67</td>\n",
       "      <td>32</td>\n",
       "      <td>19</td>\n",
       "      <td>13</td>\n",
       "      <td>0.87</td>\n",
       "      <td>26.4</td>\n",
       "      <td>17.0</td>\n",
       "      <td>9.4</td>\n",
       "      <td>0.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Tottenham</td>\n",
       "      <td>27</td>\n",
       "      <td>27.4</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>90</td>\n",
       "      <td>100</td>\n",
       "      <td>15.0</td>\n",
       "      <td>165</td>\n",
       "      <td>83</td>\n",
       "      <td>...</td>\n",
       "      <td>74</td>\n",
       "      <td>1.27</td>\n",
       "      <td>21</td>\n",
       "      <td>29</td>\n",
       "      <td>-8</td>\n",
       "      <td>-0.53</td>\n",
       "      <td>16.6</td>\n",
       "      <td>23.1</td>\n",
       "      <td>-6.5</td>\n",
       "      <td>-0.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>25</td>\n",
       "      <td>27.0</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>90</td>\n",
       "      <td>100</td>\n",
       "      <td>15.0</td>\n",
       "      <td>165</td>\n",
       "      <td>84</td>\n",
       "      <td>...</td>\n",
       "      <td>72</td>\n",
       "      <td>0.80</td>\n",
       "      <td>16</td>\n",
       "      <td>30</td>\n",
       "      <td>-14</td>\n",
       "      <td>-0.93</td>\n",
       "      <td>16.4</td>\n",
       "      <td>20.6</td>\n",
       "      <td>-4.2</td>\n",
       "      <td>-0.28</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0 Playing Time  \\\n",
       "                Squad               # Pl                Age           MP   \n",
       "0             Arsenal                 24               28.1           15   \n",
       "1         Aston Villa                 23               28.3           15   \n",
       "2            Brighton                 21               27.4           15   \n",
       "3        Bristol City                 30               24.4           15   \n",
       "4             Chelsea                 28               27.2           15   \n",
       "5             Everton                 26               26.3           15   \n",
       "6      Leicester City                 24               27.1           15   \n",
       "7           Liverpool                 23               27.1           15   \n",
       "8     Manchester City                 22               25.9           15   \n",
       "9      Manchester Utd                 19               27.3           15   \n",
       "10          Tottenham                 27               27.4           15   \n",
       "11           West Ham                 25               27.0           15   \n",
       "\n",
       "                          Starts           ...  Subs Team Success           \\\n",
       "     Min Mn/MP Min%   90s Starts Mn/Start  ... unSub          PPM onG onGA   \n",
       "0   1350    90  100  15.0    165       83  ...    65         2.27  33   14   \n",
       "1   1350    90  100  15.0    165       84  ...    57         1.07  19   31   \n",
       "2   1350    90  100  15.0    165       81  ...    59         0.93  20   33   \n",
       "3   1350    90  100  15.0    165       83  ...    70         0.40  20   45   \n",
       "4   1350    90  100  15.0    165       81  ...    63         2.47  45   13   \n",
       "5   1350    90  100  15.0    165       82  ...    46         0.93  13   27   \n",
       "6   1350    90  100  15.0    165       82  ...    64         1.07  21   30   \n",
       "7   1350    90  100  15.0    165       82  ...    54         1.67  22   20   \n",
       "8   1350    90  100  15.0    165       84  ...    80         2.47  38    9   \n",
       "9   1350    90  100  15.0    165       82  ...    57         1.67  32   19   \n",
       "10  1350    90  100  15.0    165       83  ...    74         1.27  21   29   \n",
       "11  1350    90  100  15.0    165       84  ...    72         0.80  16   30   \n",
       "\n",
       "             Team Success (xG)                      \n",
       "   +/- +/-90              onxG onxGA xG+/- xG+/-90  \n",
       "0   19  1.27              34.7  10.9  23.7    1.58  \n",
       "1  -12 -0.80              18.7  23.9  -5.2   -0.35  \n",
       "2  -13 -0.87              14.2  29.9 -15.6   -1.04  \n",
       "3  -25 -1.67              12.4  28.5 -16.1   -1.07  \n",
       "4   32  2.13              37.5  13.6  24.0    1.60  \n",
       "5  -14 -0.93              14.4  25.0 -10.5   -0.70  \n",
       "6   -9 -0.60              17.3  29.8 -12.5   -0.84  \n",
       "7    2  0.13              16.4  19.6  -3.2   -0.21  \n",
       "8   29  1.93              29.5  12.6  16.8    1.12  \n",
       "9   13  0.87              26.4  17.0   9.4    0.63  \n",
       "10  -8 -0.53              16.6  23.1  -6.5   -0.44  \n",
       "11 -14 -0.93              16.4  20.6  -4.2   -0.28  \n",
       "\n",
       "[12 rows x 23 columns]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfs_2[20] #Squad Playing Time - Squad Stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "b9464083",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0_level_0</th>\n",
       "      <th>Unnamed: 1_level_0</th>\n",
       "      <th>Unnamed: 2_level_0</th>\n",
       "      <th colspan=\"5\" halign=\"left\">Playing Time</th>\n",
       "      <th colspan=\"2\" halign=\"left\">Starts</th>\n",
       "      <th>...</th>\n",
       "      <th>Subs</th>\n",
       "      <th colspan=\"5\" halign=\"left\">Team Success</th>\n",
       "      <th colspan=\"4\" halign=\"left\">Team Success (xG)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Squad</th>\n",
       "      <th># Pl</th>\n",
       "      <th>Age</th>\n",
       "      <th>MP</th>\n",
       "      <th>Min</th>\n",
       "      <th>Mn/MP</th>\n",
       "      <th>Min%</th>\n",
       "      <th>90s</th>\n",
       "      <th>Starts</th>\n",
       "      <th>Mn/Start</th>\n",
       "      <th>...</th>\n",
       "      <th>unSub</th>\n",
       "      <th>PPM</th>\n",
       "      <th>onG</th>\n",
       "      <th>onGA</th>\n",
       "      <th>+/-</th>\n",
       "      <th>+/-90</th>\n",
       "      <th>onxG</th>\n",
       "      <th>onxGA</th>\n",
       "      <th>xG+/-</th>\n",
       "      <th>xG+/-90</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>vs Arsenal</td>\n",
       "      <td>24</td>\n",
       "      <td>27.0</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>90</td>\n",
       "      <td>100</td>\n",
       "      <td>15.0</td>\n",
       "      <td>165</td>\n",
       "      <td>83</td>\n",
       "      <td>...</td>\n",
       "      <td>58</td>\n",
       "      <td>0.67</td>\n",
       "      <td>14</td>\n",
       "      <td>33</td>\n",
       "      <td>-19</td>\n",
       "      <td>-1.27</td>\n",
       "      <td>10.9</td>\n",
       "      <td>34.7</td>\n",
       "      <td>-23.7</td>\n",
       "      <td>-1.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>vs Aston Villa</td>\n",
       "      <td>23</td>\n",
       "      <td>26.7</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>90</td>\n",
       "      <td>100</td>\n",
       "      <td>15.0</td>\n",
       "      <td>165</td>\n",
       "      <td>84</td>\n",
       "      <td>...</td>\n",
       "      <td>66</td>\n",
       "      <td>1.87</td>\n",
       "      <td>31</td>\n",
       "      <td>19</td>\n",
       "      <td>12</td>\n",
       "      <td>0.80</td>\n",
       "      <td>23.9</td>\n",
       "      <td>18.7</td>\n",
       "      <td>5.2</td>\n",
       "      <td>0.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>vs Brighton</td>\n",
       "      <td>21</td>\n",
       "      <td>26.7</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>90</td>\n",
       "      <td>100</td>\n",
       "      <td>15.0</td>\n",
       "      <td>165</td>\n",
       "      <td>81</td>\n",
       "      <td>...</td>\n",
       "      <td>57</td>\n",
       "      <td>1.93</td>\n",
       "      <td>33</td>\n",
       "      <td>20</td>\n",
       "      <td>13</td>\n",
       "      <td>0.87</td>\n",
       "      <td>29.9</td>\n",
       "      <td>14.2</td>\n",
       "      <td>15.6</td>\n",
       "      <td>1.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>vs Bristol City</td>\n",
       "      <td>30</td>\n",
       "      <td>27.3</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>90</td>\n",
       "      <td>100</td>\n",
       "      <td>15.0</td>\n",
       "      <td>165</td>\n",
       "      <td>83</td>\n",
       "      <td>...</td>\n",
       "      <td>65</td>\n",
       "      <td>2.40</td>\n",
       "      <td>45</td>\n",
       "      <td>20</td>\n",
       "      <td>25</td>\n",
       "      <td>1.67</td>\n",
       "      <td>28.5</td>\n",
       "      <td>12.4</td>\n",
       "      <td>16.1</td>\n",
       "      <td>1.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>vs Chelsea</td>\n",
       "      <td>28</td>\n",
       "      <td>26.8</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>90</td>\n",
       "      <td>100</td>\n",
       "      <td>15.0</td>\n",
       "      <td>165</td>\n",
       "      <td>81</td>\n",
       "      <td>...</td>\n",
       "      <td>63</td>\n",
       "      <td>0.47</td>\n",
       "      <td>13</td>\n",
       "      <td>45</td>\n",
       "      <td>-32</td>\n",
       "      <td>-2.13</td>\n",
       "      <td>13.6</td>\n",
       "      <td>37.5</td>\n",
       "      <td>-24.0</td>\n",
       "      <td>-1.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>vs Everton</td>\n",
       "      <td>26</td>\n",
       "      <td>27.0</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>90</td>\n",
       "      <td>100</td>\n",
       "      <td>15.0</td>\n",
       "      <td>165</td>\n",
       "      <td>82</td>\n",
       "      <td>...</td>\n",
       "      <td>75</td>\n",
       "      <td>1.93</td>\n",
       "      <td>27</td>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "      <td>0.93</td>\n",
       "      <td>25.0</td>\n",
       "      <td>14.4</td>\n",
       "      <td>10.5</td>\n",
       "      <td>0.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>vs Leicester City</td>\n",
       "      <td>24</td>\n",
       "      <td>26.5</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>90</td>\n",
       "      <td>100</td>\n",
       "      <td>15.0</td>\n",
       "      <td>165</td>\n",
       "      <td>82</td>\n",
       "      <td>...</td>\n",
       "      <td>61</td>\n",
       "      <td>1.67</td>\n",
       "      <td>30</td>\n",
       "      <td>21</td>\n",
       "      <td>9</td>\n",
       "      <td>0.60</td>\n",
       "      <td>29.8</td>\n",
       "      <td>17.3</td>\n",
       "      <td>12.5</td>\n",
       "      <td>0.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>vs Liverpool</td>\n",
       "      <td>23</td>\n",
       "      <td>27.2</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>90</td>\n",
       "      <td>100</td>\n",
       "      <td>15.0</td>\n",
       "      <td>165</td>\n",
       "      <td>82</td>\n",
       "      <td>...</td>\n",
       "      <td>62</td>\n",
       "      <td>1.07</td>\n",
       "      <td>20</td>\n",
       "      <td>22</td>\n",
       "      <td>-2</td>\n",
       "      <td>-0.13</td>\n",
       "      <td>19.6</td>\n",
       "      <td>16.4</td>\n",
       "      <td>3.2</td>\n",
       "      <td>0.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>vs Manchester City</td>\n",
       "      <td>22</td>\n",
       "      <td>26.9</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>90</td>\n",
       "      <td>100</td>\n",
       "      <td>15.0</td>\n",
       "      <td>165</td>\n",
       "      <td>84</td>\n",
       "      <td>...</td>\n",
       "      <td>61</td>\n",
       "      <td>0.47</td>\n",
       "      <td>9</td>\n",
       "      <td>38</td>\n",
       "      <td>-29</td>\n",
       "      <td>-1.93</td>\n",
       "      <td>12.6</td>\n",
       "      <td>29.5</td>\n",
       "      <td>-16.8</td>\n",
       "      <td>-1.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>vs Manchester Utd</td>\n",
       "      <td>19</td>\n",
       "      <td>27.2</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>90</td>\n",
       "      <td>100</td>\n",
       "      <td>15.0</td>\n",
       "      <td>165</td>\n",
       "      <td>82</td>\n",
       "      <td>...</td>\n",
       "      <td>69</td>\n",
       "      <td>1.07</td>\n",
       "      <td>19</td>\n",
       "      <td>32</td>\n",
       "      <td>-13</td>\n",
       "      <td>-0.87</td>\n",
       "      <td>17.0</td>\n",
       "      <td>26.4</td>\n",
       "      <td>-9.4</td>\n",
       "      <td>-0.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>vs Tottenham</td>\n",
       "      <td>27</td>\n",
       "      <td>27.2</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>90</td>\n",
       "      <td>100</td>\n",
       "      <td>15.0</td>\n",
       "      <td>165</td>\n",
       "      <td>83</td>\n",
       "      <td>...</td>\n",
       "      <td>62</td>\n",
       "      <td>1.47</td>\n",
       "      <td>29</td>\n",
       "      <td>21</td>\n",
       "      <td>8</td>\n",
       "      <td>0.53</td>\n",
       "      <td>23.1</td>\n",
       "      <td>16.6</td>\n",
       "      <td>6.5</td>\n",
       "      <td>0.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>vs West Ham</td>\n",
       "      <td>25</td>\n",
       "      <td>26.9</td>\n",
       "      <td>15</td>\n",
       "      <td>1350</td>\n",
       "      <td>90</td>\n",
       "      <td>100</td>\n",
       "      <td>15.0</td>\n",
       "      <td>165</td>\n",
       "      <td>84</td>\n",
       "      <td>...</td>\n",
       "      <td>62</td>\n",
       "      <td>2.00</td>\n",
       "      <td>30</td>\n",
       "      <td>16</td>\n",
       "      <td>14</td>\n",
       "      <td>0.93</td>\n",
       "      <td>20.6</td>\n",
       "      <td>16.4</td>\n",
       "      <td>4.2</td>\n",
       "      <td>0.28</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0 Playing Time  \\\n",
       "                 Squad               # Pl                Age           MP   \n",
       "0           vs Arsenal                 24               27.0           15   \n",
       "1       vs Aston Villa                 23               26.7           15   \n",
       "2          vs Brighton                 21               26.7           15   \n",
       "3      vs Bristol City                 30               27.3           15   \n",
       "4           vs Chelsea                 28               26.8           15   \n",
       "5           vs Everton                 26               27.0           15   \n",
       "6    vs Leicester City                 24               26.5           15   \n",
       "7         vs Liverpool                 23               27.2           15   \n",
       "8   vs Manchester City                 22               26.9           15   \n",
       "9    vs Manchester Utd                 19               27.2           15   \n",
       "10        vs Tottenham                 27               27.2           15   \n",
       "11         vs West Ham                 25               26.9           15   \n",
       "\n",
       "                          Starts           ...  Subs Team Success           \\\n",
       "     Min Mn/MP Min%   90s Starts Mn/Start  ... unSub          PPM onG onGA   \n",
       "0   1350    90  100  15.0    165       83  ...    58         0.67  14   33   \n",
       "1   1350    90  100  15.0    165       84  ...    66         1.87  31   19   \n",
       "2   1350    90  100  15.0    165       81  ...    57         1.93  33   20   \n",
       "3   1350    90  100  15.0    165       83  ...    65         2.40  45   20   \n",
       "4   1350    90  100  15.0    165       81  ...    63         0.47  13   45   \n",
       "5   1350    90  100  15.0    165       82  ...    75         1.93  27   13   \n",
       "6   1350    90  100  15.0    165       82  ...    61         1.67  30   21   \n",
       "7   1350    90  100  15.0    165       82  ...    62         1.07  20   22   \n",
       "8   1350    90  100  15.0    165       84  ...    61         0.47   9   38   \n",
       "9   1350    90  100  15.0    165       82  ...    69         1.07  19   32   \n",
       "10  1350    90  100  15.0    165       83  ...    62         1.47  29   21   \n",
       "11  1350    90  100  15.0    165       84  ...    62         2.00  30   16   \n",
       "\n",
       "             Team Success (xG)                      \n",
       "   +/- +/-90              onxG onxGA xG+/- xG+/-90  \n",
       "0  -19 -1.27              10.9  34.7 -23.7   -1.58  \n",
       "1   12  0.80              23.9  18.7   5.2    0.35  \n",
       "2   13  0.87              29.9  14.2  15.6    1.04  \n",
       "3   25  1.67              28.5  12.4  16.1    1.07  \n",
       "4  -32 -2.13              13.6  37.5 -24.0   -1.60  \n",
       "5   14  0.93              25.0  14.4  10.5    0.70  \n",
       "6    9  0.60              29.8  17.3  12.5    0.84  \n",
       "7   -2 -0.13              19.6  16.4   3.2    0.21  \n",
       "8  -29 -1.93              12.6  29.5 -16.8   -1.12  \n",
       "9  -13 -0.87              17.0  26.4  -9.4   -0.63  \n",
       "10   8  0.53              23.1  16.6   6.5    0.44  \n",
       "11  14  0.93              20.6  16.4   4.2    0.28  \n",
       "\n",
       "[12 rows x 23 columns]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfs_2[21] #Squad Playing Time - Opponent Stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "00263eca",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0_level_0</th>\n",
       "      <th>Unnamed: 1_level_0</th>\n",
       "      <th>Unnamed: 2_level_0</th>\n",
       "      <th colspan=\"13\" halign=\"left\">Performance</th>\n",
       "      <th colspan=\"3\" halign=\"left\">Aerial Duels</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Squad</th>\n",
       "      <th># Pl</th>\n",
       "      <th>90s</th>\n",
       "      <th>CrdY</th>\n",
       "      <th>CrdR</th>\n",
       "      <th>2CrdY</th>\n",
       "      <th>Fls</th>\n",
       "      <th>Fld</th>\n",
       "      <th>Off</th>\n",
       "      <th>Crs</th>\n",
       "      <th>Int</th>\n",
       "      <th>TklW</th>\n",
       "      <th>PKwon</th>\n",
       "      <th>PKcon</th>\n",
       "      <th>OG</th>\n",
       "      <th>Recov</th>\n",
       "      <th>Won</th>\n",
       "      <th>Lost</th>\n",
       "      <th>Won%</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>24</td>\n",
       "      <td>15.0</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>149</td>\n",
       "      <td>131</td>\n",
       "      <td>46</td>\n",
       "      <td>361</td>\n",
       "      <td>96</td>\n",
       "      <td>166</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>942</td>\n",
       "      <td>173</td>\n",
       "      <td>175</td>\n",
       "      <td>49.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>23</td>\n",
       "      <td>15.0</td>\n",
       "      <td>25</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>104</td>\n",
       "      <td>123</td>\n",
       "      <td>27</td>\n",
       "      <td>290</td>\n",
       "      <td>144</td>\n",
       "      <td>161</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>903</td>\n",
       "      <td>123</td>\n",
       "      <td>125</td>\n",
       "      <td>49.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Brighton</td>\n",
       "      <td>21</td>\n",
       "      <td>15.0</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>155</td>\n",
       "      <td>116</td>\n",
       "      <td>22</td>\n",
       "      <td>248</td>\n",
       "      <td>152</td>\n",
       "      <td>181</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>881</td>\n",
       "      <td>129</td>\n",
       "      <td>157</td>\n",
       "      <td>45.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Bristol City</td>\n",
       "      <td>30</td>\n",
       "      <td>15.0</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>126</td>\n",
       "      <td>108</td>\n",
       "      <td>27</td>\n",
       "      <td>176</td>\n",
       "      <td>164</td>\n",
       "      <td>168</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>837</td>\n",
       "      <td>124</td>\n",
       "      <td>173</td>\n",
       "      <td>41.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>28</td>\n",
       "      <td>15.0</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>113</td>\n",
       "      <td>105</td>\n",
       "      <td>36</td>\n",
       "      <td>310</td>\n",
       "      <td>137</td>\n",
       "      <td>178</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>998</td>\n",
       "      <td>214</td>\n",
       "      <td>166</td>\n",
       "      <td>56.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Everton</td>\n",
       "      <td>26</td>\n",
       "      <td>15.0</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>145</td>\n",
       "      <td>123</td>\n",
       "      <td>19</td>\n",
       "      <td>173</td>\n",
       "      <td>122</td>\n",
       "      <td>188</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>820</td>\n",
       "      <td>114</td>\n",
       "      <td>115</td>\n",
       "      <td>49.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>24</td>\n",
       "      <td>15.0</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>157</td>\n",
       "      <td>157</td>\n",
       "      <td>34</td>\n",
       "      <td>202</td>\n",
       "      <td>193</td>\n",
       "      <td>204</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>894</td>\n",
       "      <td>180</td>\n",
       "      <td>142</td>\n",
       "      <td>55.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>23</td>\n",
       "      <td>15.0</td>\n",
       "      <td>31</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>128</td>\n",
       "      <td>107</td>\n",
       "      <td>32</td>\n",
       "      <td>279</td>\n",
       "      <td>126</td>\n",
       "      <td>181</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>923</td>\n",
       "      <td>229</td>\n",
       "      <td>216</td>\n",
       "      <td>51.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>22</td>\n",
       "      <td>15.0</td>\n",
       "      <td>19</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>83</td>\n",
       "      <td>136</td>\n",
       "      <td>15</td>\n",
       "      <td>333</td>\n",
       "      <td>127</td>\n",
       "      <td>173</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>879</td>\n",
       "      <td>118</td>\n",
       "      <td>156</td>\n",
       "      <td>43.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Manchester Utd</td>\n",
       "      <td>19</td>\n",
       "      <td>15.0</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>116</td>\n",
       "      <td>140</td>\n",
       "      <td>48</td>\n",
       "      <td>269</td>\n",
       "      <td>125</td>\n",
       "      <td>193</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>905</td>\n",
       "      <td>195</td>\n",
       "      <td>178</td>\n",
       "      <td>52.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Tottenham</td>\n",
       "      <td>27</td>\n",
       "      <td>15.0</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>124</td>\n",
       "      <td>121</td>\n",
       "      <td>39</td>\n",
       "      <td>195</td>\n",
       "      <td>158</td>\n",
       "      <td>208</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>906</td>\n",
       "      <td>118</td>\n",
       "      <td>109</td>\n",
       "      <td>52.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>25</td>\n",
       "      <td>15.0</td>\n",
       "      <td>31</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>151</td>\n",
       "      <td>122</td>\n",
       "      <td>18</td>\n",
       "      <td>217</td>\n",
       "      <td>148</td>\n",
       "      <td>185</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>877</td>\n",
       "      <td>137</td>\n",
       "      <td>145</td>\n",
       "      <td>48.6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0 Performance       \\\n",
       "                Squad               # Pl                90s        CrdY CrdR   \n",
       "0             Arsenal                 24               15.0          26    0   \n",
       "1         Aston Villa                 23               15.0          25    2   \n",
       "2            Brighton                 21               15.0          16    0   \n",
       "3        Bristol City                 30               15.0          23    0   \n",
       "4             Chelsea                 28               15.0          13    1   \n",
       "5             Everton                 26               15.0          23    0   \n",
       "6      Leicester City                 24               15.0          28    0   \n",
       "7           Liverpool                 23               15.0          31    1   \n",
       "8     Manchester City                 22               15.0          19    4   \n",
       "9      Manchester Utd                 19               15.0          16    0   \n",
       "10          Tottenham                 27               15.0          22    0   \n",
       "11           West Ham                 25               15.0          31    1   \n",
       "\n",
       "                                                           Aerial Duels       \\\n",
       "   2CrdY  Fls  Fld Off  Crs  Int TklW PKwon PKcon OG Recov          Won Lost   \n",
       "0      0  149  131  46  361   96  166     3     1  0   942          173  175   \n",
       "1      1  104  123  27  290  144  161     3     2  1   903          123  125   \n",
       "2      0  155  116  22  248  152  181     1     0  0   881          129  157   \n",
       "3      0  126  108  27  176  164  168     1     2  1   837          124  173   \n",
       "4      1  113  105  36  310  137  178     2     1  1   998          214  166   \n",
       "5      0  145  123  19  173  122  188     3     3  0   820          114  115   \n",
       "6      0  157  157  34  202  193  204     0     2  1   894          180  142   \n",
       "7      1  128  107  32  279  126  181     0     2  1   923          229  216   \n",
       "8      3   83  136  15  333  127  173     2     2  0   879          118  156   \n",
       "9      0  116  140  48  269  125  193     0     2  2   905          195  178   \n",
       "10     0  124  121  39  195  158  208     0     3  1   906          118  109   \n",
       "11     1  151  122  18  217  148  185     2     1  0   877          137  145   \n",
       "\n",
       "          \n",
       "    Won%  \n",
       "0   49.7  \n",
       "1   49.6  \n",
       "2   45.1  \n",
       "3   41.8  \n",
       "4   56.3  \n",
       "5   49.8  \n",
       "6   55.9  \n",
       "7   51.5  \n",
       "8   43.1  \n",
       "9   52.3  \n",
       "10  52.0  \n",
       "11  48.6  "
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfs_2[22] #Squad Miscellaneous Stats - Squad Stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "7c0cee9c",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0_level_0</th>\n",
       "      <th>Unnamed: 1_level_0</th>\n",
       "      <th>Unnamed: 2_level_0</th>\n",
       "      <th colspan=\"13\" halign=\"left\">Performance</th>\n",
       "      <th colspan=\"3\" halign=\"left\">Aerial Duels</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Squad</th>\n",
       "      <th># Pl</th>\n",
       "      <th>90s</th>\n",
       "      <th>CrdY</th>\n",
       "      <th>CrdR</th>\n",
       "      <th>2CrdY</th>\n",
       "      <th>Fls</th>\n",
       "      <th>Fld</th>\n",
       "      <th>Off</th>\n",
       "      <th>Crs</th>\n",
       "      <th>Int</th>\n",
       "      <th>TklW</th>\n",
       "      <th>PKwon</th>\n",
       "      <th>PKcon</th>\n",
       "      <th>OG</th>\n",
       "      <th>Recov</th>\n",
       "      <th>Won</th>\n",
       "      <th>Lost</th>\n",
       "      <th>Won%</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>vs Arsenal</td>\n",
       "      <td>24</td>\n",
       "      <td>15.0</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>137</td>\n",
       "      <td>139</td>\n",
       "      <td>20</td>\n",
       "      <td>168</td>\n",
       "      <td>135</td>\n",
       "      <td>190</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>859</td>\n",
       "      <td>176</td>\n",
       "      <td>175</td>\n",
       "      <td>50.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>vs Aston Villa</td>\n",
       "      <td>23</td>\n",
       "      <td>15.0</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>127</td>\n",
       "      <td>99</td>\n",
       "      <td>32</td>\n",
       "      <td>302</td>\n",
       "      <td>138</td>\n",
       "      <td>211</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>906</td>\n",
       "      <td>123</td>\n",
       "      <td>123</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>vs Brighton</td>\n",
       "      <td>21</td>\n",
       "      <td>15.0</td>\n",
       "      <td>21</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>120</td>\n",
       "      <td>147</td>\n",
       "      <td>29</td>\n",
       "      <td>307</td>\n",
       "      <td>140</td>\n",
       "      <td>196</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>950</td>\n",
       "      <td>156</td>\n",
       "      <td>129</td>\n",
       "      <td>54.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>vs Bristol City</td>\n",
       "      <td>30</td>\n",
       "      <td>15.0</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>115</td>\n",
       "      <td>122</td>\n",
       "      <td>33</td>\n",
       "      <td>346</td>\n",
       "      <td>118</td>\n",
       "      <td>188</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>915</td>\n",
       "      <td>173</td>\n",
       "      <td>127</td>\n",
       "      <td>57.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>vs Chelsea</td>\n",
       "      <td>28</td>\n",
       "      <td>15.0</td>\n",
       "      <td>26</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>109</td>\n",
       "      <td>110</td>\n",
       "      <td>21</td>\n",
       "      <td>178</td>\n",
       "      <td>143</td>\n",
       "      <td>151</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>865</td>\n",
       "      <td>166</td>\n",
       "      <td>213</td>\n",
       "      <td>43.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>vs Everton</td>\n",
       "      <td>26</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>129</td>\n",
       "      <td>139</td>\n",
       "      <td>31</td>\n",
       "      <td>280</td>\n",
       "      <td>160</td>\n",
       "      <td>203</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>947</td>\n",
       "      <td>115</td>\n",
       "      <td>114</td>\n",
       "      <td>50.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>vs Leicester City</td>\n",
       "      <td>24</td>\n",
       "      <td>15.0</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>163</td>\n",
       "      <td>154</td>\n",
       "      <td>39</td>\n",
       "      <td>252</td>\n",
       "      <td>164</td>\n",
       "      <td>161</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>868</td>\n",
       "      <td>143</td>\n",
       "      <td>180</td>\n",
       "      <td>44.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>vs Liverpool</td>\n",
       "      <td>23</td>\n",
       "      <td>15.0</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>111</td>\n",
       "      <td>123</td>\n",
       "      <td>33</td>\n",
       "      <td>317</td>\n",
       "      <td>135</td>\n",
       "      <td>166</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>916</td>\n",
       "      <td>216</td>\n",
       "      <td>228</td>\n",
       "      <td>48.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>vs Manchester City</td>\n",
       "      <td>22</td>\n",
       "      <td>15.0</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>139</td>\n",
       "      <td>80</td>\n",
       "      <td>31</td>\n",
       "      <td>166</td>\n",
       "      <td>150</td>\n",
       "      <td>197</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>815</td>\n",
       "      <td>157</td>\n",
       "      <td>118</td>\n",
       "      <td>57.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>vs Manchester Utd</td>\n",
       "      <td>19</td>\n",
       "      <td>15.0</td>\n",
       "      <td>32</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>146</td>\n",
       "      <td>113</td>\n",
       "      <td>44</td>\n",
       "      <td>197</td>\n",
       "      <td>122</td>\n",
       "      <td>178</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>858</td>\n",
       "      <td>175</td>\n",
       "      <td>195</td>\n",
       "      <td>47.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>vs Tottenham</td>\n",
       "      <td>27</td>\n",
       "      <td>15.0</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>128</td>\n",
       "      <td>122</td>\n",
       "      <td>11</td>\n",
       "      <td>293</td>\n",
       "      <td>130</td>\n",
       "      <td>184</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>910</td>\n",
       "      <td>109</td>\n",
       "      <td>118</td>\n",
       "      <td>48.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>vs West Ham</td>\n",
       "      <td>25</td>\n",
       "      <td>15.0</td>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>127</td>\n",
       "      <td>141</td>\n",
       "      <td>39</td>\n",
       "      <td>247</td>\n",
       "      <td>157</td>\n",
       "      <td>161</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>956</td>\n",
       "      <td>145</td>\n",
       "      <td>137</td>\n",
       "      <td>51.4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0 Performance       \\\n",
       "                 Squad               # Pl                90s        CrdY CrdR   \n",
       "0           vs Arsenal                 24               15.0          34    0   \n",
       "1       vs Aston Villa                 23               15.0          23    0   \n",
       "2          vs Brighton                 21               15.0          21    2   \n",
       "3      vs Bristol City                 30               15.0          17    1   \n",
       "4           vs Chelsea                 28               15.0          26    2   \n",
       "5           vs Everton                 26               15.0          15    0   \n",
       "6    vs Leicester City                 24               15.0          18    1   \n",
       "7         vs Liverpool                 23               15.0          18    0   \n",
       "8   vs Manchester City                 22               15.0          27    0   \n",
       "9    vs Manchester Utd                 19               15.0          32    2   \n",
       "10        vs Tottenham                 27               15.0          20    0   \n",
       "11         vs West Ham                 25               15.0          22    1   \n",
       "\n",
       "                                                           Aerial Duels       \\\n",
       "   2CrdY  Fls  Fld Off  Crs  Int TklW PKwon PKcon OG Recov          Won Lost   \n",
       "0      0  137  139  20  168  135  190     1     3  1   859          176  175   \n",
       "1      0  127   99  32  302  138  211     2     3  1   906          123  123   \n",
       "2      2  120  147  29  307  140  196     0     1  0   950          156  129   \n",
       "3      1  115  122  33  346  118  188     1     2  0   915          173  127   \n",
       "4      2  109  110  21  178  143  151     1     2  1   865          166  213   \n",
       "5      0  129  139  31  280  160  203     3     3  1   947          115  114   \n",
       "6      1  163  154  39  252  164  161     2     0  0   868          143  180   \n",
       "7      0  111  123  33  317  135  166     2     0  2   916          216  228   \n",
       "8      0  139   80  31  166  150  197     1     3  2   815          157  118   \n",
       "9      1  146  113  44  197  122  178     2     1  0   858          175  195   \n",
       "10     0  128  122  11  293  130  184     2     0  0   910          109  118   \n",
       "11     0  127  141  39  247  157  161     0     3  0   956          145  137   \n",
       "\n",
       "          \n",
       "    Won%  \n",
       "0   50.1  \n",
       "1   50.0  \n",
       "2   54.7  \n",
       "3   57.7  \n",
       "4   43.8  \n",
       "5   50.2  \n",
       "6   44.3  \n",
       "7   48.6  \n",
       "8   57.1  \n",
       "9   47.3  \n",
       "10  48.0  \n",
       "11  51.4  "
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfs_2[23] #Squad Miscellaneous Stats - Opponent Stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "af47a987",
   "metadata": {},
   "outputs": [],
   "source": [
    "from selenium import webdriver\n",
    "from selenium.webdriver.firefox.options import Options\n",
    "from bs4 import BeautifulSoup\n",
    "import time\n",
    "\n",
    "url = \"https://fbref.com/en/comps/189/Womens-Super-League-Stats\"\n",
    "\n",
    "# Initialise the webdriver\n",
    "firefox_options = Options()\n",
    "firefox_options.headless = True\n",
    "driver = webdriver.Firefox(options=firefox_options)\n",
    "driver.get(url)\n",
    "\n",
    "time.sleep(5)  # ensure the page is fully loaded\n",
    "\n",
    "# Render the dynamic content to static HTML\n",
    "html = driver.page_source\n",
    "# print(html)\n",
    "\n",
    "# Parse the static HTML\n",
    "soup2 = BeautifulSoup(html, \"html.parser\")\n",
    "\n",
    "# Close the webdriver\n",
    "driver.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "36dfd8b7",
   "metadata": {},
   "outputs": [],
   "source": [
    "#here are the leaderboards\n",
    "#soup2.find_all('div', {'class':'data_grid_box'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "4f4cf7c9",
   "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>Rank</th>\n",
       "      <th>Player</th>\n",
       "      <th>Goals</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.</td>\n",
       "      <td>Khadija Shaw • Manchester City</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2.</td>\n",
       "      <td>Lauren James • Chelsea</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3.</td>\n",
       "      <td>Elisabeth Terland • Brighton</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.</td>\n",
       "      <td>Amalie Thestrup • Bristol City</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.</td>\n",
       "      <td>Nikita Parris • Manchester Utd</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6.</td>\n",
       "      <td>Martha Thomas • Tottenham</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td></td>\n",
       "      <td>Lauren Hemp • Manchester City</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8.</td>\n",
       "      <td>Alessia Russo • Arsenal</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td></td>\n",
       "      <td>Jill Roord • Manchester City</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td></td>\n",
       "      <td>Rachel Daly • Aston Villa</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td></td>\n",
       "      <td>Viviane Asseyi • West Ham</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Rank                          Player Goals\n",
       "0    1.  Khadija Shaw • Manchester City    15\n",
       "1    2.          Lauren James • Chelsea    12\n",
       "2    3.    Elisabeth Terland • Brighton    11\n",
       "3    4.  Amalie Thestrup • Bristol City     9\n",
       "4    5.  Nikita Parris • Manchester Utd     8\n",
       "5    6.       Martha Thomas • Tottenham     7\n",
       "6         Lauren Hemp • Manchester City     7\n",
       "7    8.         Alessia Russo • Arsenal     6\n",
       "8          Jill Roord • Manchester City     6\n",
       "9             Rachel Daly • Aston Villa     6\n",
       "10            Viviane Asseyi • West Ham     6"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "goals = soup2.find_all('div', {'class':'data_grid_box'})[0] #the first one is for goals\n",
    "goal_leaders = pd.DataFrame(\n",
    "    columns=[\"Rank\", \"Player\", \"Goals\"]\n",
    ")\n",
    "\n",
    "mylist = []\n",
    "for goals_row in goals.tbody.find_all(\"tr\"):\n",
    "    goals_columns = goals_row.find_all(\"td\")\n",
    "\n",
    "    if nations_columns != []:\n",
    "        rank = goals_columns[0].text.strip()\n",
    "        player = goals_columns[1].text.strip()\n",
    "        goals_nb = goals_columns[2].text.strip()\n",
    "\n",
    "        mylist.append([rank, player, goals_nb])\n",
    "\n",
    "goal_leaders = pd.DataFrame(\n",
    "    mylist,\n",
    "    columns=[\"Rank\", \"Player\", \"Goals\"]\n",
    ")\n",
    "goal_leaders"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "8fb4f9e8",
   "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>Rank</th>\n",
       "      <th>Player</th>\n",
       "      <th>PSxG-GA/90</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.</td>\n",
       "      <td>Hannah Hampton • Chelsea</td>\n",
       "      <td>+0.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2.</td>\n",
       "      <td>Khiara Keating • Manchester City</td>\n",
       "      <td>+0.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3.</td>\n",
       "      <td>Courtney Brosnan • Everton</td>\n",
       "      <td>-0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td></td>\n",
       "      <td>Janina Leitzig • Leicester City</td>\n",
       "      <td>-0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.</td>\n",
       "      <td>Manuela Zinsberger • Arsenal</td>\n",
       "      <td>-0.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6.</td>\n",
       "      <td>Barbora Votíková • Tottenham</td>\n",
       "      <td>-0.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7.</td>\n",
       "      <td>Ann-Katrin Berger • Chelsea</td>\n",
       "      <td>-0.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8.</td>\n",
       "      <td>Sophie Baggaley • Brighton</td>\n",
       "      <td>-0.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9.</td>\n",
       "      <td>Mackenzie Arnold • West Ham</td>\n",
       "      <td>-0.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10.</td>\n",
       "      <td>Rebecca Spencer • Tottenham</td>\n",
       "      <td>-0.37</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Rank                            Player PSxG-GA/90\n",
       "0   1.          Hannah Hampton • Chelsea      +0.47\n",
       "1   2.  Khiara Keating • Manchester City      +0.37\n",
       "2   3.        Courtney Brosnan • Everton      -0.02\n",
       "3        Janina Leitzig • Leicester City      -0.02\n",
       "4   5.      Manuela Zinsberger • Arsenal      -0.13\n",
       "5   6.      Barbora Votíková • Tottenham      -0.16\n",
       "6   7.       Ann-Katrin Berger • Chelsea      -0.28\n",
       "7   8.        Sophie Baggaley • Brighton      -0.29\n",
       "8   9.       Mackenzie Arnold • West Ham      -0.36\n",
       "9  10.       Rebecca Spencer • Tottenham      -0.37"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "PSxGDF90 = soup2.find_all('div', {'class':'data_grid_box'})[77] #the last one is for PSxG-GA/90\n",
    "PSxGDF90_leaders = pd.DataFrame(\n",
    "    columns=[\"Rank\", \"Player\", \"PSxG-GA/90\"]\n",
    ")\n",
    "\n",
    "mylist = []\n",
    "for PSxGDF90_row in PSxGDF90.tbody.find_all(\"tr\"):\n",
    "    PSxGDF90_columns = PSxGDF90_row.find_all(\"td\")\n",
    "\n",
    "    if PSxGDF90_columns != []:\n",
    "        rank = PSxGDF90_columns[0].text.strip()\n",
    "        player = PSxGDF90_columns[1].text.strip()\n",
    "        psxgdf90 = PSxGDF90_columns[2].text.strip()\n",
    "\n",
    "        mylist.append([rank, player, psxgdf90])\n",
    "\n",
    "PSxGDF90_leaders = pd.DataFrame(\n",
    "    mylist,\n",
    "    columns=[\"Rank\", \"Player\", \"PSxG-GA/90\"]\n",
    ")\n",
    "PSxGDF90_leaders"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "363327ca",
   "metadata": {},
   "outputs": [],
   "source": [
    "nations_soup2 = soup2.find('table', {'id':'nations'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "3c677762",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_nationalities2 = pd.DataFrame(\n",
    "    columns=[\"Nation\", \"# Players\", \"Min\",\"List\"]\n",
    ")\n",
    "\n",
    "mylist = []\n",
    "for nations_row in nations_soup2.tbody.find_all(\"tr\"):\n",
    "    nations_columns = nations_row.find_all(\"td\")\n",
    "\n",
    "    if nations_columns != []:\n",
    "        nation = nations_columns[0].text.strip()\n",
    "        players = nations_columns[1].text.strip()\n",
    "        Min = nations_columns[2].text.strip()\n",
    "        List = nations_columns[3].text.strip()\n",
    "\n",
    "        mylist.append([nation, players, Min, List])\n",
    "\n",
    "df_nationalities2 = pd.DataFrame(\n",
    "    mylist,\n",
    "    columns=[\"Nation\", \"# Players\", \"Min\",\"List\"]\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "f72d010d",
   "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>Nation</th>\n",
       "      <th># Players</th>\n",
       "      <th>Min</th>\n",
       "      <th>List</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>eng England</td>\n",
       "      <td>120</td>\n",
       "      <td>61,691</td>\n",
       "      <td>Lauren James, Chloe Kelly, Lauren Hemp, Alessi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>au Australia</td>\n",
       "      <td>16</td>\n",
       "      <td>9,481</td>\n",
       "      <td>Caitlin Foord, Steph Catley, Courtney Nevin, C...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>wls Wales</td>\n",
       "      <td>15</td>\n",
       "      <td>8,686</td>\n",
       "      <td>Carrie Jones, Ffion Morgan, Ceri Holland, Ella...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>sct Scotland</td>\n",
       "      <td>14</td>\n",
       "      <td>12,880</td>\n",
       "      <td>Martha Thomas, Kirsty Smith, Rachel Corsie, Am...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>View Complete Nationalities Table</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Nation # Players     Min  \\\n",
       "0   eng England       120  61,691   \n",
       "1  au Australia        16   9,481   \n",
       "2     wls Wales        15   8,686   \n",
       "3  sct Scotland        14  12,880   \n",
       "4                                   \n",
       "\n",
       "                                                List  \n",
       "0  Lauren James, Chloe Kelly, Lauren Hemp, Alessi...  \n",
       "1  Caitlin Foord, Steph Catley, Courtney Nevin, C...  \n",
       "2  Carrie Jones, Ffion Morgan, Ceri Holland, Ella...  \n",
       "3  Martha Thomas, Kirsty Smith, Rachel Corsie, Am...  \n",
       "4                  View Complete Nationalities Table  "
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_nationalities2"
   ]
  }
 ],
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