{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "b22c6ee8",
   "metadata": {},
   "source": [
    "player_match_dataset_creation code for past seasons\n",
    "\n",
    "Select the season in season variable, and repeat the code if needed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "8a74364d",
   "metadata": {},
   "outputs": [],
   "source": [
    "season = '2122'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "8a6867a5",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_7860\\813865162.py:21: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  team_data['team_idx'][i] = team_data['team_idx'][i].split(' ')[-1]\n"
     ]
    },
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>team</th>\n",
       "      <th>team_players_used</th>\n",
       "      <th>team_possession</th>\n",
       "      <th>team_games</th>\n",
       "      <th>team_games_starts</th>\n",
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       "      <th>team_goals</th>\n",
       "      <th>team_assists</th>\n",
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       "      <th>vs_team_pens_conceded</th>\n",
       "      <th>vs_team_own_goals</th>\n",
       "      <th>vs_team_ball_recoveries</th>\n",
       "      <th>vs_team_aerials_won</th>\n",
       "      <th>vs_team_aerials_lost</th>\n",
       "      <th>vs_team_aerials_won_pct</th>\n",
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       "    <tr>\n",
       "      <th>team_idx</th>\n",
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       "      <td>Atalanta</td>\n",
       "      <td>32.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>418.0</td>\n",
       "      <td>3420.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>...</td>\n",
       "      <td>491.0</td>\n",
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       "      <td>518.0</td>\n",
       "      <td>685.0</td>\n",
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       "    <tr>\n",
       "      <th>Bologna</th>\n",
       "      <td>Bologna</td>\n",
       "      <td>36.0</td>\n",
       "      <td>50.6</td>\n",
       "      <td>38.0</td>\n",
       "      <td>418.0</td>\n",
       "      <td>3420.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>527.0</td>\n",
       "      <td>416.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2032.0</td>\n",
       "      <td>520.0</td>\n",
       "      <td>492.0</td>\n",
       "      <td>51.4</td>\n",
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       "    <tr>\n",
       "      <th>Cagliari</th>\n",
       "      <td>Cagliari</td>\n",
       "      <td>33.0</td>\n",
       "      <td>44.5</td>\n",
       "      <td>38.0</td>\n",
       "      <td>418.0</td>\n",
       "      <td>3420.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>526.0</td>\n",
       "      <td>524.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2112.0</td>\n",
       "      <td>742.0</td>\n",
       "      <td>696.0</td>\n",
       "      <td>51.6</td>\n",
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       "    <tr>\n",
       "      <th>Empoli</th>\n",
       "      <td>Empoli</td>\n",
       "      <td>28.0</td>\n",
       "      <td>47.4</td>\n",
       "      <td>38.0</td>\n",
       "      <td>418.0</td>\n",
       "      <td>3420.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>...</td>\n",
       "      <td>488.0</td>\n",
       "      <td>482.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2051.0</td>\n",
       "      <td>549.0</td>\n",
       "      <td>427.0</td>\n",
       "      <td>56.3</td>\n",
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       "    <tr>\n",
       "      <th>Fiorentina</th>\n",
       "      <td>Fiorentina</td>\n",
       "      <td>28.0</td>\n",
       "      <td>57.7</td>\n",
       "      <td>38.0</td>\n",
       "      <td>418.0</td>\n",
       "      <td>3420.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>...</td>\n",
       "      <td>585.0</td>\n",
       "      <td>441.0</td>\n",
       "      <td>119.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1825.0</td>\n",
       "      <td>456.0</td>\n",
       "      <td>469.0</td>\n",
       "      <td>49.3</td>\n",
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       "    <tr>\n",
       "      <th>Genoa</th>\n",
       "      <td>Genoa</td>\n",
       "      <td>40.0</td>\n",
       "      <td>43.9</td>\n",
       "      <td>38.0</td>\n",
       "      <td>418.0</td>\n",
       "      <td>3420.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>...</td>\n",
       "      <td>523.0</td>\n",
       "      <td>530.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2257.0</td>\n",
       "      <td>743.0</td>\n",
       "      <td>635.0</td>\n",
       "      <td>53.9</td>\n",
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       "    <tr>\n",
       "      <th>Verona</th>\n",
       "      <td>Hellas Verona</td>\n",
       "      <td>31.0</td>\n",
       "      <td>50.6</td>\n",
       "      <td>38.0</td>\n",
       "      <td>418.0</td>\n",
       "      <td>3420.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>...</td>\n",
       "      <td>463.0</td>\n",
       "      <td>534.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2206.0</td>\n",
       "      <td>733.0</td>\n",
       "      <td>689.0</td>\n",
       "      <td>51.5</td>\n",
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       "    <tr>\n",
       "      <th>Inter</th>\n",
       "      <td>Inter</td>\n",
       "      <td>27.0</td>\n",
       "      <td>56.5</td>\n",
       "      <td>38.0</td>\n",
       "      <td>418.0</td>\n",
       "      <td>3420.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>...</td>\n",
       "      <td>440.0</td>\n",
       "      <td>441.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1767.0</td>\n",
       "      <td>476.0</td>\n",
       "      <td>549.0</td>\n",
       "      <td>46.4</td>\n",
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       "    <tr>\n",
       "      <th>Juventus</th>\n",
       "      <td>Juventus</td>\n",
       "      <td>32.0</td>\n",
       "      <td>51.5</td>\n",
       "      <td>38.0</td>\n",
       "      <td>418.0</td>\n",
       "      <td>3420.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>...</td>\n",
       "      <td>525.0</td>\n",
       "      <td>471.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1894.0</td>\n",
       "      <td>440.0</td>\n",
       "      <td>550.0</td>\n",
       "      <td>44.4</td>\n",
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       "    <tr>\n",
       "      <th>Lazio</th>\n",
       "      <td>Lazio</td>\n",
       "      <td>27.0</td>\n",
       "      <td>55.4</td>\n",
       "      <td>38.0</td>\n",
       "      <td>418.0</td>\n",
       "      <td>3420.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>...</td>\n",
       "      <td>474.0</td>\n",
       "      <td>418.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1956.0</td>\n",
       "      <td>427.0</td>\n",
       "      <td>411.0</td>\n",
       "      <td>51.0</td>\n",
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       "    <tr>\n",
       "      <th>Milan</th>\n",
       "      <td>Milan</td>\n",
       "      <td>28.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>418.0</td>\n",
       "      <td>3420.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>...</td>\n",
       "      <td>533.0</td>\n",
       "      <td>440.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2106.0</td>\n",
       "      <td>517.0</td>\n",
       "      <td>521.0</td>\n",
       "      <td>49.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Napoli</th>\n",
       "      <td>Napoli</td>\n",
       "      <td>27.0</td>\n",
       "      <td>58.3</td>\n",
       "      <td>38.0</td>\n",
       "      <td>418.0</td>\n",
       "      <td>3420.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>...</td>\n",
       "      <td>517.0</td>\n",
       "      <td>415.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1963.0</td>\n",
       "      <td>403.0</td>\n",
       "      <td>393.0</td>\n",
       "      <td>50.6</td>\n",
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       "    <tr>\n",
       "      <th>Roma</th>\n",
       "      <td>Roma</td>\n",
       "      <td>29.0</td>\n",
       "      <td>51.4</td>\n",
       "      <td>38.0</td>\n",
       "      <td>418.0</td>\n",
       "      <td>3420.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>...</td>\n",
       "      <td>497.0</td>\n",
       "      <td>477.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1970.0</td>\n",
       "      <td>441.0</td>\n",
       "      <td>524.0</td>\n",
       "      <td>45.7</td>\n",
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       "    <tr>\n",
       "      <th>Salernitana</th>\n",
       "      <td>Salernitana</td>\n",
       "      <td>42.0</td>\n",
       "      <td>41.2</td>\n",
       "      <td>38.0</td>\n",
       "      <td>418.0</td>\n",
       "      <td>3420.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>546.0</td>\n",
       "      <td>463.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2043.0</td>\n",
       "      <td>506.0</td>\n",
       "      <td>657.0</td>\n",
       "      <td>43.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sampdoria</th>\n",
       "      <td>Sampdoria</td>\n",
       "      <td>34.0</td>\n",
       "      <td>46.1</td>\n",
       "      <td>38.0</td>\n",
       "      <td>418.0</td>\n",
       "      <td>3420.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>538.0</td>\n",
       "      <td>471.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2174.0</td>\n",
       "      <td>506.0</td>\n",
       "      <td>609.0</td>\n",
       "      <td>45.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sassuolo</th>\n",
       "      <td>Sassuolo</td>\n",
       "      <td>29.0</td>\n",
       "      <td>54.9</td>\n",
       "      <td>38.0</td>\n",
       "      <td>418.0</td>\n",
       "      <td>3420.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>...</td>\n",
       "      <td>519.0</td>\n",
       "      <td>434.0</td>\n",
       "      <td>142.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2041.0</td>\n",
       "      <td>404.0</td>\n",
       "      <td>343.0</td>\n",
       "      <td>54.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spezia</th>\n",
       "      <td>Spezia</td>\n",
       "      <td>30.0</td>\n",
       "      <td>42.7</td>\n",
       "      <td>38.0</td>\n",
       "      <td>418.0</td>\n",
       "      <td>3420.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>474.0</td>\n",
       "      <td>477.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2064.0</td>\n",
       "      <td>589.0</td>\n",
       "      <td>530.0</td>\n",
       "      <td>52.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Torino</th>\n",
       "      <td>Torino</td>\n",
       "      <td>31.0</td>\n",
       "      <td>53.3</td>\n",
       "      <td>38.0</td>\n",
       "      <td>418.0</td>\n",
       "      <td>3420.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>...</td>\n",
       "      <td>485.0</td>\n",
       "      <td>611.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1989.0</td>\n",
       "      <td>891.0</td>\n",
       "      <td>781.0</td>\n",
       "      <td>53.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Udinese</th>\n",
       "      <td>Udinese</td>\n",
       "      <td>29.0</td>\n",
       "      <td>42.7</td>\n",
       "      <td>38.0</td>\n",
       "      <td>418.0</td>\n",
       "      <td>3420.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>494.0</td>\n",
       "      <td>537.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>534.0</td>\n",
       "      <td>453.0</td>\n",
       "      <td>54.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Venezia</th>\n",
       "      <td>Venezia</td>\n",
       "      <td>39.0</td>\n",
       "      <td>42.3</td>\n",
       "      <td>38.0</td>\n",
       "      <td>418.0</td>\n",
       "      <td>3420.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>476.0</td>\n",
       "      <td>492.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2059.0</td>\n",
       "      <td>583.0</td>\n",
       "      <td>564.0</td>\n",
       "      <td>50.8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>20 rows × 303 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      team  team_players_used  team_possession  team_games  \\\n",
       "team_idx                                                                     \n",
       "Atalanta          Atalanta               32.0             55.0        38.0   \n",
       "Bologna            Bologna               36.0             50.6        38.0   \n",
       "Cagliari          Cagliari               33.0             44.5        38.0   \n",
       "Empoli              Empoli               28.0             47.4        38.0   \n",
       "Fiorentina      Fiorentina               28.0             57.7        38.0   \n",
       "Genoa                Genoa               40.0             43.9        38.0   \n",
       "Verona       Hellas Verona               31.0             50.6        38.0   \n",
       "Inter                Inter               27.0             56.5        38.0   \n",
       "Juventus          Juventus               32.0             51.5        38.0   \n",
       "Lazio                Lazio               27.0             55.4        38.0   \n",
       "Milan                Milan               28.0             54.0        38.0   \n",
       "Napoli              Napoli               27.0             58.3        38.0   \n",
       "Roma                  Roma               29.0             51.4        38.0   \n",
       "Salernitana    Salernitana               42.0             41.2        38.0   \n",
       "Sampdoria        Sampdoria               34.0             46.1        38.0   \n",
       "Sassuolo          Sassuolo               29.0             54.9        38.0   \n",
       "Spezia              Spezia               30.0             42.7        38.0   \n",
       "Torino              Torino               31.0             53.3        38.0   \n",
       "Udinese            Udinese               29.0             42.7        38.0   \n",
       "Venezia            Venezia               39.0             42.3        38.0   \n",
       "\n",
       "             team_games_starts  team_minutes  team_goals  team_assists  \\\n",
       "team_idx                                                                 \n",
       "Atalanta                 418.0        3420.0        62.0          48.0   \n",
       "Bologna                  418.0        3420.0        43.0          34.0   \n",
       "Cagliari                 418.0        3420.0        34.0          26.0   \n",
       "Empoli                   418.0        3420.0        47.0          27.0   \n",
       "Fiorentina               418.0        3420.0        59.0          33.0   \n",
       "Genoa                    418.0        3420.0        26.0          19.0   \n",
       "Verona                   418.0        3420.0        63.0          44.0   \n",
       "Inter                    418.0        3420.0        83.0          57.0   \n",
       "Juventus                 418.0        3420.0        56.0          37.0   \n",
       "Lazio                    418.0        3420.0        74.0          48.0   \n",
       "Milan                    418.0        3420.0        66.0          39.0   \n",
       "Napoli                   418.0        3420.0        74.0          46.0   \n",
       "Roma                     418.0        3420.0        58.0          31.0   \n",
       "Salernitana              418.0        3420.0        32.0          19.0   \n",
       "Sampdoria                418.0        3420.0        42.0          29.0   \n",
       "Sassuolo                 418.0        3420.0        60.0          39.0   \n",
       "Spezia                   418.0        3420.0        38.0          25.0   \n",
       "Torino                   418.0        3420.0        43.0          27.0   \n",
       "Udinese                  418.0        3420.0        58.0          36.0   \n",
       "Venezia                  418.0        3420.0        34.0          23.0   \n",
       "\n",
       "             team_pens_made  team_pens_att  ...  vs_team_fouls  \\\n",
       "team_idx                                    ...                  \n",
       "Atalanta                5.0            6.0  ...          491.0   \n",
       "Bologna                 4.0            5.0  ...          527.0   \n",
       "Cagliari                3.0            4.0  ...          526.0   \n",
       "Empoli                  7.0            7.0  ...          488.0   \n",
       "Fiorentina              9.0           12.0  ...          585.0   \n",
       "Genoa                   6.0            7.0  ...          523.0   \n",
       "Verona                  7.0            8.0  ...          463.0   \n",
       "Inter                   7.0           11.0  ...          440.0   \n",
       "Juventus                5.0            6.0  ...          525.0   \n",
       "Lazio                   7.0            9.0  ...          474.0   \n",
       "Milan                   5.0            8.0  ...          533.0   \n",
       "Napoli                 10.0           14.0  ...          517.0   \n",
       "Roma                    7.0            9.0  ...          497.0   \n",
       "Salernitana             4.0            5.0  ...          546.0   \n",
       "Sampdoria               2.0            4.0  ...          538.0   \n",
       "Sassuolo                7.0            7.0  ...          519.0   \n",
       "Spezia                  3.0            5.0  ...          474.0   \n",
       "Torino                  6.0            6.0  ...          485.0   \n",
       "Udinese                 3.0            4.0  ...          494.0   \n",
       "Venezia                 3.0            5.0  ...          476.0   \n",
       "\n",
       "             vs_team_fouled  vs_team_offsides  vs_team_pens_won  \\\n",
       "team_idx                                                          \n",
       "Atalanta              488.0              69.0               4.0   \n",
       "Bologna               416.0              88.0               8.0   \n",
       "Cagliari              524.0              76.0               6.0   \n",
       "Empoli                482.0              66.0               7.0   \n",
       "Fiorentina            441.0             119.0               4.0   \n",
       "Genoa                 530.0              59.0               4.0   \n",
       "Verona                534.0              32.0               3.0   \n",
       "Inter                 441.0              34.0               3.0   \n",
       "Juventus              471.0              35.0               5.0   \n",
       "Lazio                 418.0              73.0               6.0   \n",
       "Milan                 440.0              63.0               3.0   \n",
       "Napoli                415.0              60.0               0.0   \n",
       "Roma                  477.0              81.0               5.0   \n",
       "Salernitana           463.0              63.0               6.0   \n",
       "Sampdoria             471.0              64.0               1.0   \n",
       "Sassuolo              434.0             142.0               6.0   \n",
       "Spezia                477.0              62.0               8.0   \n",
       "Torino                611.0              60.0              10.0   \n",
       "Udinese               537.0              57.0               6.0   \n",
       "Venezia               492.0              48.0               5.0   \n",
       "\n",
       "             vs_team_pens_conceded  vs_team_own_goals  \\\n",
       "team_idx                                                \n",
       "Atalanta                       6.0                3.0   \n",
       "Bologna                        5.0                1.0   \n",
       "Cagliari                       4.0                0.0   \n",
       "Empoli                         7.0                3.0   \n",
       "Fiorentina                    12.0                0.0   \n",
       "Genoa                          7.0                1.0   \n",
       "Verona                         8.0                2.0   \n",
       "Inter                         11.0                1.0   \n",
       "Juventus                       6.0                1.0   \n",
       "Lazio                          9.0                3.0   \n",
       "Milan                          8.0                3.0   \n",
       "Napoli                        14.0                0.0   \n",
       "Roma                           9.0                1.0   \n",
       "Salernitana                    5.0                1.0   \n",
       "Sampdoria                      4.0                4.0   \n",
       "Sassuolo                       7.0                4.0   \n",
       "Spezia                         5.0                3.0   \n",
       "Torino                         6.0                3.0   \n",
       "Udinese                        4.0                3.0   \n",
       "Venezia                        5.0                0.0   \n",
       "\n",
       "             vs_team_ball_recoveries  vs_team_aerials_won  \\\n",
       "team_idx                                                    \n",
       "Atalanta                      2240.0                518.0   \n",
       "Bologna                       2032.0                520.0   \n",
       "Cagliari                      2112.0                742.0   \n",
       "Empoli                        2051.0                549.0   \n",
       "Fiorentina                    1825.0                456.0   \n",
       "Genoa                         2257.0                743.0   \n",
       "Verona                        2206.0                733.0   \n",
       "Inter                         1767.0                476.0   \n",
       "Juventus                      1894.0                440.0   \n",
       "Lazio                         1956.0                427.0   \n",
       "Milan                         2106.0                517.0   \n",
       "Napoli                        1963.0                403.0   \n",
       "Roma                          1970.0                441.0   \n",
       "Salernitana                   2043.0                506.0   \n",
       "Sampdoria                     2174.0                506.0   \n",
       "Sassuolo                      2041.0                404.0   \n",
       "Spezia                        2064.0                589.0   \n",
       "Torino                        1989.0                891.0   \n",
       "Udinese                       2010.0                534.0   \n",
       "Venezia                       2059.0                583.0   \n",
       "\n",
       "             vs_team_aerials_lost  vs_team_aerials_won_pct  \n",
       "team_idx                                                    \n",
       "Atalanta                    685.0                     43.1  \n",
       "Bologna                     492.0                     51.4  \n",
       "Cagliari                    696.0                     51.6  \n",
       "Empoli                      427.0                     56.3  \n",
       "Fiorentina                  469.0                     49.3  \n",
       "Genoa                       635.0                     53.9  \n",
       "Verona                      689.0                     51.5  \n",
       "Inter                       549.0                     46.4  \n",
       "Juventus                    550.0                     44.4  \n",
       "Lazio                       411.0                     51.0  \n",
       "Milan                       521.0                     49.8  \n",
       "Napoli                      393.0                     50.6  \n",
       "Roma                        524.0                     45.7  \n",
       "Salernitana                 657.0                     43.5  \n",
       "Sampdoria                   609.0                     45.4  \n",
       "Sassuolo                    343.0                     54.1  \n",
       "Spezia                      530.0                     52.6  \n",
       "Torino                      781.0                     53.3  \n",
       "Udinese                     453.0                     54.1  \n",
       "Venezia                     564.0                     50.8  \n",
       "\n",
       "[20 rows x 303 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "rcsv = pd.read_csv('fbref_data/season' + season + '/teams.csv')   \n",
    "team = pd.DataFrame(rcsv)\n",
    "\n",
    "rcsv = pd.read_csv('fbref_data/season' + season + '/teams_vs.csv')   \n",
    "vs_team = pd.DataFrame(rcsv)\n",
    "\n",
    "for i in range(1, team.shape[1]):\n",
    "    team = team.rename(columns = {team.columns[i] : 'team_' + team.columns[i]})\n",
    "    \n",
    "for i in range(1, vs_team.shape[1]):\n",
    "    vs_team = vs_team.rename(columns = {vs_team.columns[i] : 'vs_team_' + vs_team.columns[i]})\n",
    "    \n",
    "vs_team.pop('team')\n",
    "\n",
    "team_data = pd.concat([team, vs_team], axis = 1)\n",
    "\n",
    "team_data['team_idx'] = team_data['team']\n",
    "for i in range(team_data.shape[0]):\n",
    "    team_data['team_idx'][i] = team_data['team_idx'][i].split(' ')[-1]\n",
    "\n",
    "team_data = team_data.set_index('team_idx')\n",
    "\n",
    "team_data\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "b6a3db98",
   "metadata": {},
   "outputs": [],
   "source": [
    "team_data.to_excel('mid_outputs/season' + season + '/team_data.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "c34eb398",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\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>Unnamed: 0</th>\n",
       "      <th>id</th>\n",
       "      <th>r</th>\n",
       "      <th>team</th>\n",
       "      <th>surname</th>\n",
       "      <th>initial</th>\n",
       "      <th>fb_ID</th>\n",
       "      <th>age</th>\n",
       "      <th>birth_year</th>\n",
       "      <th>games</th>\n",
       "      <th>...</th>\n",
       "      <th>gk_pct_goal_kicks_launched</th>\n",
       "      <th>gk_goal_kick_length_avg</th>\n",
       "      <th>gk_crosses</th>\n",
       "      <th>gk_crosses_stopped</th>\n",
       "      <th>gk_crosses_stopped_pct</th>\n",
       "      <th>gk_def_actions_outside_pen_area</th>\n",
       "      <th>gk_def_actions_outside_pen_area_per90</th>\n",
       "      <th>gk_avg_distance_def_actions</th>\n",
       "      <th>vote_avg</th>\n",
       "      <th>vote_std</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Maignan</th>\n",
       "      <td>0</td>\n",
       "      <td>4312</td>\n",
       "      <td>P</td>\n",
       "      <td>Milan</td>\n",
       "      <td>Maignan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>647</td>\n",
       "      <td>26</td>\n",
       "      <td>1995</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>38.9</td>\n",
       "      <td>36.5</td>\n",
       "      <td>347.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>7.2</td>\n",
       "      <td>45.0</td>\n",
       "      <td>1.41</td>\n",
       "      <td>16.8</td>\n",
       "      <td>6.265625</td>\n",
       "      <td>0.483871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Szczesny</th>\n",
       "      <td>1</td>\n",
       "      <td>453</td>\n",
       "      <td>P</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>Szczesny</td>\n",
       "      <td>NaN</td>\n",
       "      <td>675</td>\n",
       "      <td>31</td>\n",
       "      <td>1990</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>29.7</td>\n",
       "      <td>31.5</td>\n",
       "      <td>481.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.76</td>\n",
       "      <td>13.5</td>\n",
       "      <td>6.121212</td>\n",
       "      <td>0.628012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ospina</th>\n",
       "      <td>2</td>\n",
       "      <td>2468</td>\n",
       "      <td>P</td>\n",
       "      <td>Napoli</td>\n",
       "      <td>Ospina</td>\n",
       "      <td>NaN</td>\n",
       "      <td>653</td>\n",
       "      <td>32</td>\n",
       "      <td>1988</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>14.1</td>\n",
       "      <td>22.5</td>\n",
       "      <td>353.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>31.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>17.0</td>\n",
       "      <td>6.258065</td>\n",
       "      <td>0.332899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Handanovic</th>\n",
       "      <td>3</td>\n",
       "      <td>250</td>\n",
       "      <td>P</td>\n",
       "      <td>Inter</td>\n",
       "      <td>Handanovic</td>\n",
       "      <td>NaN</td>\n",
       "      <td>644</td>\n",
       "      <td>37</td>\n",
       "      <td>1984</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>20.4</td>\n",
       "      <td>26.5</td>\n",
       "      <td>393.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>3.8</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.27</td>\n",
       "      <td>11.2</td>\n",
       "      <td>6.162162</td>\n",
       "      <td>0.533399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Berisha</th>\n",
       "      <td>4</td>\n",
       "      <td>316</td>\n",
       "      <td>P</td>\n",
       "      <td>Torino</td>\n",
       "      <td>Berisha</td>\n",
       "      <td>NaN</td>\n",
       "      <td>637</td>\n",
       "      <td>32</td>\n",
       "      <td>1989</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>87.2</td>\n",
       "      <td>58.6</td>\n",
       "      <td>148.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4.7</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>14.6</td>\n",
       "      <td>6.100000</td>\n",
       "      <td>0.700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kokorin</th>\n",
       "      <td>545</td>\n",
       "      <td>5391</td>\n",
       "      <td>A</td>\n",
       "      <td>Fiorentina</td>\n",
       "      <td>Kokorin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>281</td>\n",
       "      <td>30</td>\n",
       "      <td>1991</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.021546</td>\n",
       "      <td>0.218643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Munteanu</th>\n",
       "      <td>546</td>\n",
       "      <td>5458</td>\n",
       "      <td>A</td>\n",
       "      <td>Fiorentina</td>\n",
       "      <td>Munteanu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.102453</td>\n",
       "      <td>0.487258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Buksa</th>\n",
       "      <td>547</td>\n",
       "      <td>5459</td>\n",
       "      <td>A</td>\n",
       "      <td>Genoa</td>\n",
       "      <td>Buksa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83</td>\n",
       "      <td>18</td>\n",
       "      <td>2003</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.048102</td>\n",
       "      <td>0.507697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kaio Jorge</th>\n",
       "      <td>548</td>\n",
       "      <td>5505</td>\n",
       "      <td>A</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>Jorge</td>\n",
       "      <td>NaN</td>\n",
       "      <td>264</td>\n",
       "      <td>19</td>\n",
       "      <td>2002</td>\n",
       "      <td>9</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.949358</td>\n",
       "      <td>0.265907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lazetic</th>\n",
       "      <td>549</td>\n",
       "      <td>5785</td>\n",
       "      <td>A</td>\n",
       "      <td>Milan</td>\n",
       "      <td>Lazetic</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.243982</td>\n",
       "      <td>0.373505</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>550 rows × 160 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Unnamed: 0    id  r        team     surname initial  fb_ID  age  \\\n",
       "name                                                                          \n",
       "Maignan              0  4312  P       Milan     Maignan     NaN    647   26   \n",
       "Szczesny             1   453  P    Juventus    Szczesny     NaN    675   31   \n",
       "Ospina               2  2468  P      Napoli      Ospina     NaN    653   32   \n",
       "Handanovic           3   250  P       Inter  Handanovic     NaN    644   37   \n",
       "Berisha              4   316  P      Torino     Berisha     NaN    637   32   \n",
       "...                ...   ... ..         ...         ...     ...    ...  ...   \n",
       "Kokorin            545  5391  A  Fiorentina     Kokorin     NaN    281   30   \n",
       "Munteanu           546  5458  A  Fiorentina    Munteanu     NaN     -1    0   \n",
       "Buksa              547  5459  A       Genoa       Buksa     NaN     83   18   \n",
       "Kaio Jorge         548  5505  A    Juventus       Jorge     NaN    264   19   \n",
       "Lazetic            549  5785  A       Milan     Lazetic     NaN     -1    0   \n",
       "\n",
       "            birth_year  games  ...  gk_pct_goal_kicks_launched  \\\n",
       "name                           ...                               \n",
       "Maignan           1995      0  ...                        38.9   \n",
       "Szczesny          1990      0  ...                        29.7   \n",
       "Ospina            1988      0  ...                        14.1   \n",
       "Handanovic        1984      0  ...                        20.4   \n",
       "Berisha           1989      0  ...                        87.2   \n",
       "...                ...    ...  ...                         ...   \n",
       "Kokorin           1991      6  ...                         0.0   \n",
       "Munteanu             0      0  ...                         0.0   \n",
       "Buksa             2003      4  ...                         0.0   \n",
       "Kaio Jorge        2002      9  ...                         0.0   \n",
       "Lazetic              0      0  ...                         0.0   \n",
       "\n",
       "            gk_goal_kick_length_avg  gk_crosses  gk_crosses_stopped  \\\n",
       "name                                                                  \n",
       "Maignan                        36.5       347.0                25.0   \n",
       "Szczesny                       31.5       481.0                24.0   \n",
       "Ospina                         22.5       353.0                18.0   \n",
       "Handanovic                     26.5       393.0                15.0   \n",
       "Berisha                        58.6       148.0                 7.0   \n",
       "...                             ...         ...                 ...   \n",
       "Kokorin                         0.0         0.0                 0.0   \n",
       "Munteanu                        0.0         0.0                 0.0   \n",
       "Buksa                           0.0         0.0                 0.0   \n",
       "Kaio Jorge                      0.0         0.0                 0.0   \n",
       "Lazetic                         0.0         0.0                 0.0   \n",
       "\n",
       "            gk_crosses_stopped_pct  gk_def_actions_outside_pen_area  \\\n",
       "name                                                                  \n",
       "Maignan                        7.2                             45.0   \n",
       "Szczesny                       5.0                             25.0   \n",
       "Ospina                         5.1                             31.0   \n",
       "Handanovic                     3.8                             10.0   \n",
       "Berisha                        4.7                             10.0   \n",
       "...                            ...                              ...   \n",
       "Kokorin                        0.0                              0.0   \n",
       "Munteanu                       0.0                              0.0   \n",
       "Buksa                          0.0                              0.0   \n",
       "Kaio Jorge                     0.0                              0.0   \n",
       "Lazetic                        0.0                              0.0   \n",
       "\n",
       "            gk_def_actions_outside_pen_area_per90  \\\n",
       "name                                                \n",
       "Maignan                                      1.41   \n",
       "Szczesny                                     0.76   \n",
       "Ospina                                       1.00   \n",
       "Handanovic                                   0.27   \n",
       "Berisha                                      1.00   \n",
       "...                                           ...   \n",
       "Kokorin                                      0.00   \n",
       "Munteanu                                     0.00   \n",
       "Buksa                                        0.00   \n",
       "Kaio Jorge                                   0.00   \n",
       "Lazetic                                      0.00   \n",
       "\n",
       "            gk_avg_distance_def_actions  vote_avg  vote_std  \n",
       "name                                                         \n",
       "Maignan                            16.8  6.265625  0.483871  \n",
       "Szczesny                           13.5  6.121212  0.628012  \n",
       "Ospina                             17.0  6.258065  0.332899  \n",
       "Handanovic                         11.2  6.162162  0.533399  \n",
       "Berisha                            14.6  6.100000  0.700000  \n",
       "...                                 ...       ...       ...  \n",
       "Kokorin                             0.0  6.021546  0.218643  \n",
       "Munteanu                            0.0  6.102453  0.487258  \n",
       "Buksa                               0.0  6.048102  0.507697  \n",
       "Kaio Jorge                          0.0  5.949358  0.265907  \n",
       "Lazetic                             0.0  6.243982  0.373505  \n",
       "\n",
       "[550 rows x 160 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rx = pd.read_excel('mid_outputs/season' + season + '/players_stats.xlsx', index_col = 3)   \n",
    "players = pd.DataFrame(rx)\n",
    "\n",
    "players\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "f9f7f88c",
   "metadata": {},
   "outputs": [],
   "source": [
    "def player_match_data(player, pteam, oppteam):\n",
    "    if(not(player in players.index)):\n",
    "        return None\n",
    "    \n",
    "    pdata = players.loc[[player]]\n",
    "    \n",
    "    pteam_stats = team_data.loc[[pteam]].rename(index = {pteam : player})\n",
    "    \n",
    "    oppteam_stats = team_data.loc[[oppteam]].rename(index = {oppteam : player})\n",
    "    \n",
    "    oppteam_stats = oppteam_stats.rename(lambda x: 'opp_' + x, axis='columns')\n",
    "    \n",
    "    out = pd.concat([pdata, pteam_stats, oppteam_stats], axis = 1)\n",
    "    \n",
    "    return(out)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "7eb4e666",
   "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>Unnamed: 0</th>\n",
       "      <th>id</th>\n",
       "      <th>r</th>\n",
       "      <th>team</th>\n",
       "      <th>surname</th>\n",
       "      <th>initial</th>\n",
       "      <th>fb_ID</th>\n",
       "      <th>age</th>\n",
       "      <th>birth_year</th>\n",
       "      <th>games</th>\n",
       "      <th>...</th>\n",
       "      <th>opp_vs_team_fouls</th>\n",
       "      <th>opp_vs_team_fouled</th>\n",
       "      <th>opp_vs_team_offsides</th>\n",
       "      <th>opp_vs_team_pens_won</th>\n",
       "      <th>opp_vs_team_pens_conceded</th>\n",
       "      <th>opp_vs_team_own_goals</th>\n",
       "      <th>opp_vs_team_ball_recoveries</th>\n",
       "      <th>opp_vs_team_aerials_won</th>\n",
       "      <th>opp_vs_team_aerials_lost</th>\n",
       "      <th>opp_vs_team_aerials_won_pct</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Immobile</th>\n",
       "      <td>438</td>\n",
       "      <td>785</td>\n",
       "      <td>A</td>\n",
       "      <td>Lazio</td>\n",
       "      <td>Immobile</td>\n",
       "      <td>NaN</td>\n",
       "      <td>256</td>\n",
       "      <td>31</td>\n",
       "      <td>1990</td>\n",
       "      <td>31</td>\n",
       "      <td>...</td>\n",
       "      <td>491.0</td>\n",
       "      <td>488.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2240.0</td>\n",
       "      <td>518.0</td>\n",
       "      <td>685.0</td>\n",
       "      <td>43.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 766 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          Unnamed: 0   id  r   team   surname initial  fb_ID  age  birth_year  \\\n",
       "Immobile         438  785  A  Lazio  Immobile     NaN    256   31        1990   \n",
       "\n",
       "          games  ...  opp_vs_team_fouls  opp_vs_team_fouled  \\\n",
       "Immobile     31  ...              491.0               488.0   \n",
       "\n",
       "          opp_vs_team_offsides  opp_vs_team_pens_won  \\\n",
       "Immobile                  69.0                   4.0   \n",
       "\n",
       "          opp_vs_team_pens_conceded  opp_vs_team_own_goals  \\\n",
       "Immobile                        6.0                    3.0   \n",
       "\n",
       "          opp_vs_team_ball_recoveries  opp_vs_team_aerials_won  \\\n",
       "Immobile                       2240.0                    518.0   \n",
       "\n",
       "          opp_vs_team_aerials_lost  opp_vs_team_aerials_won_pct  \n",
       "Immobile                     685.0                         43.1  \n",
       "\n",
       "[1 rows x 766 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test = player_match_data('Immobile', 'Lazio', 'Atalanta')\n",
    "test.to_excel('tmp/playermatchdata.xlsx')\n",
    "\n",
    "test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "6b4c1b00",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Lazio'"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pteam = 'Lazio'\n",
    "pteam_stats = team_data.loc[[pteam]]\n",
    "pteam_stats.index[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "6ea6df1f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['r',\n",
       " 'fb_ID',\n",
       " 'games',\n",
       " 'games_starts',\n",
       " 'minutes',\n",
       " 'goals',\n",
       " 'assists',\n",
       " 'cards_yellow',\n",
       " 'cards_red',\n",
       " 'xg',\n",
       " 'npxg',\n",
       " 'shots_on_target',\n",
       " 'shots_on_target_pct',\n",
       " 'goals_per_shot',\n",
       " 'goals_per_shot_on_target',\n",
       " 'passes_completed',\n",
       " 'passes_pct',\n",
       " 'passes_into_final_third',\n",
       " 'passes_into_penalty_area',\n",
       " 'progressive_passes',\n",
       " 'passes_live',\n",
       " 'passes_dead',\n",
       " 'through_balls',\n",
       " 'passes_switches',\n",
       " 'crosses',\n",
       " 'corner_kicks',\n",
       " 'dribble_tackles',\n",
       " 'dribbles_vs',\n",
       " 'dribble_tackles_pct',\n",
       " 'dribbled_past',\n",
       " 'blocks',\n",
       " 'blocked_shots',\n",
       " 'blocked_passes',\n",
       " 'interceptions',\n",
       " 'clearances',\n",
       " 'errors',\n",
       " 'touches',\n",
       " 'touches_def_pen_area',\n",
       " 'touches_def_3rd',\n",
       " 'touches_mid_3rd',\n",
       " 'touches_att_3rd',\n",
       " 'touches_att_pen_area',\n",
       " 'touches_live_ball',\n",
       " 'dribbles_completed',\n",
       " 'dribbles',\n",
       " 'dribbles_completed_pct',\n",
       " 'carries',\n",
       " 'progressive_carries',\n",
       " 'carries_into_final_third',\n",
       " 'carries_into_penalty_area',\n",
       " 'passes_received',\n",
       " 'miscontrols',\n",
       " 'dispossessed',\n",
       " 'fouls',\n",
       " 'fouled',\n",
       " 'aerials_won',\n",
       " 'aerials_lost',\n",
       " 'aerials_won_pct',\n",
       " 'team_possession',\n",
       " 'team_goals_assists_per90',\n",
       " 'team_goals_pens_per90',\n",
       " 'team_goals_assists_pens_per90',\n",
       " 'team_xg_per90',\n",
       " 'team_gk_goals_against_per90',\n",
       " 'team_gk_save_pct',\n",
       " 'team_gk_clean_sheets_pct',\n",
       " 'team_passes_pct',\n",
       " 'team_passes_pct_medium',\n",
       " 'team_passes_pct_long',\n",
       " 'team_sca_per90',\n",
       " 'team_gca_per90',\n",
       " 'team_dribble_tackles_pct',\n",
       " 'team_aerials_won_pct',\n",
       " 'vs_team_possession',\n",
       " 'vs_team_goals_per90',\n",
       " 'vs_team_assists_per90',\n",
       " 'vs_team_xg_per90',\n",
       " 'vs_team_gk_save_pct',\n",
       " 'vs_team_gk_clean_sheets_pct',\n",
       " 'vs_team_gk_pct_passes_launched',\n",
       " 'vs_team_gk_crosses_stopped_pct',\n",
       " 'vs_team_shots_on_target_per90',\n",
       " 'vs_team_passes_pct',\n",
       " 'vs_team_passes_pct_short',\n",
       " 'vs_team_passes_pct_medium',\n",
       " 'vs_team_passes_pct_long',\n",
       " 'vs_team_sca_per90',\n",
       " 'vs_team_gca_per90',\n",
       " 'vs_team_dribble_tackles_pct',\n",
       " 'vs_team_dribbles_completed_pct',\n",
       " 'vs_team_aerials_won_pct']"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rx = pd.read_excel('tmp/playermatchdata_sel.xlsx', index_col = 0, header = None)   \n",
    "\n",
    "out = list()\n",
    "\n",
    "for i in range(1, rx.shape[1]):\n",
    "        if(rx[i][2] == \"x\"):\n",
    "            out.append(rx[i][0])\n",
    "            \n",
    "out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "47bc651f",
   "metadata": {},
   "outputs": [],
   "source": [
    "features_abs = ['r',\n",
    " 'games',\n",
    " 'games_starts',                \n",
    " 'minutes',\n",
    " 'shots_on_target_pct',\n",
    " 'goals_per_shot',\n",
    " 'goals_per_shot_on_target',\n",
    " 'passes_pct',\n",
    " #'dribble_tackles_pct',\n",
    " #'dribbles_completed_pct',\n",
    " 'aerials_won_pct',\n",
    " 'team_possession',\n",
    " 'team_goals_assists_per90',\n",
    " 'team_goals_pens_per90',\n",
    " 'team_goals_assists_pens_per90',\n",
    " 'team_xg_per90',\n",
    " 'team_gk_goals_against_per90',\n",
    " 'team_gk_save_pct',\n",
    " 'team_gk_clean_sheets_pct',\n",
    " 'team_passes_pct',\n",
    " 'team_passes_pct_medium',\n",
    " 'team_passes_pct_long',\n",
    " 'team_sca_per90',\n",
    " 'team_gca_per90',\n",
    " #'team_dribble_tackles_pct',\n",
    " 'team_aerials_won_pct',\n",
    " 'vs_team_possession',\n",
    " 'vs_team_goals_per90',\n",
    " 'vs_team_assists_per90',\n",
    " 'vs_team_xg_per90',\n",
    " 'vs_team_gk_save_pct',\n",
    " 'vs_team_gk_clean_sheets_pct',\n",
    " 'vs_team_gk_pct_passes_launched',\n",
    " 'vs_team_gk_crosses_stopped_pct',\n",
    " 'vs_team_shots_on_target_per90',\n",
    " 'vs_team_passes_pct',\n",
    " 'vs_team_passes_pct_short',\n",
    " 'vs_team_passes_pct_medium',\n",
    " 'vs_team_passes_pct_long',\n",
    " 'vs_team_sca_per90',\n",
    " 'vs_team_gca_per90',\n",
    " #'vs_team_dribble_tackles_pct',\n",
    " #'vs_team_dribbles_completed_pct',\n",
    " 'vs_team_aerials_won_pct',\n",
    " 'opp_team_possession',\n",
    " 'opp_team_goals_assists_per90',\n",
    " 'opp_team_goals_pens_per90',\n",
    " 'opp_team_goals_assists_pens_per90',\n",
    " 'opp_team_xg_per90',\n",
    " 'opp_team_gk_goals_against_per90',\n",
    " 'opp_team_gk_save_pct',\n",
    " 'opp_team_gk_clean_sheets_pct',\n",
    " 'opp_team_passes_pct',\n",
    " 'opp_team_passes_pct_medium',\n",
    " 'opp_team_passes_pct_long',\n",
    " 'opp_team_sca_per90',\n",
    " 'opp_team_gca_per90',\n",
    " #'opp_team_dribble_tackles_pct',\n",
    " 'opp_team_aerials_won_pct',\n",
    " 'opp_vs_team_possession',\n",
    " 'opp_vs_team_goals_per90',\n",
    " 'opp_vs_team_assists_per90',\n",
    " 'opp_vs_team_xg_per90',\n",
    " 'opp_vs_team_gk_save_pct',\n",
    " 'opp_vs_team_gk_clean_sheets_pct',\n",
    " 'opp_vs_team_gk_pct_passes_launched',\n",
    " 'opp_vs_team_gk_crosses_stopped_pct',\n",
    " 'opp_vs_team_shots_on_target_per90',\n",
    " 'opp_vs_team_passes_pct',\n",
    " 'opp_vs_team_passes_pct_short',\n",
    " 'opp_vs_team_passes_pct_medium',\n",
    " 'opp_vs_team_passes_pct_long',\n",
    " 'opp_vs_team_sca_per90',\n",
    " 'opp_vs_team_gca_per90',\n",
    " #'opp_vs_team_dribble_tackles_pct',\n",
    " #'opp_vs_team_dribbles_completed_pct',\n",
    " 'opp_vs_team_aerials_won_pct',\n",
    "                \n",
    " 'vote_avg',\n",
    " 'vote_std']\n",
    "\n",
    "features_rel = [\n",
    " 'goals',\n",
    " 'assists',\n",
    " 'cards_yellow',\n",
    " 'cards_red',\n",
    " 'xg',\n",
    " 'npxg',\n",
    " 'shots_on_target',\n",
    " 'passes_completed',\n",
    " 'passes_into_final_third',\n",
    " 'passes_into_penalty_area',\n",
    " 'progressive_passes',\n",
    " 'passes_live',\n",
    " 'passes_dead',\n",
    " 'through_balls',\n",
    " 'passes_switches',\n",
    " 'crosses',\n",
    " 'corner_kicks',\n",
    " #'dribble_tackles',\n",
    " #'dribbles_vs',\n",
    " #'dribbled_past',\n",
    " 'blocks',\n",
    " 'blocked_shots',\n",
    " 'blocked_passes',\n",
    " 'interceptions',\n",
    " 'clearances',\n",
    " 'errors',\n",
    " 'touches',\n",
    " 'touches_def_pen_area',\n",
    " 'touches_def_3rd',\n",
    " 'touches_mid_3rd',\n",
    " 'touches_att_3rd',\n",
    " 'touches_att_pen_area',\n",
    " 'touches_live_ball',\n",
    " #'dribbles_completed',\n",
    " #'dribbles',\n",
    " 'passes_received',\n",
    " 'miscontrols',\n",
    " 'dispossessed',\n",
    " 'fouls',\n",
    " 'fouled',\n",
    " 'aerials_won',\n",
    " 'aerials_lost',\n",
    " 'carries',\n",
    " 'progressive_carries',\n",
    " 'carries_into_final_third',\n",
    " 'carries_into_penalty_area']\n",
    "\n",
    "features_rel_gamecorr = [\n",
    "    'goals',\n",
    "    'assists',\n",
    "    'xg',\n",
    "    'npxg',\n",
    "    'cards_yellow',\n",
    "    'cards_red'\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "3f43d509",
   "metadata": {},
   "outputs": [],
   "source": [
    "def player_match_data_ext(player, pteam, oppteam):\n",
    "    pdata = player_match_data(player, pteam, oppteam)\n",
    "    \n",
    "    if(not isinstance(pdata, pd.DataFrame)):\n",
    "        return None\n",
    "    \n",
    "    out = pd.concat([pdata[features_abs], pdata[features_rel]], axis = 1)\n",
    "    \n",
    "    out[features_rel] = out[features_rel] / max(pdata['minutes'][0], 1)\n",
    "    \n",
    "    out[features_rel_gamecorr] = out[features_rel_gamecorr] * (pdata['minutes'][0] / max(pdata['games'][0], 1) / 90)\n",
    "    \n",
    "    return out\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "930d00c7",
   "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>r</th>\n",
       "      <th>games</th>\n",
       "      <th>games_starts</th>\n",
       "      <th>minutes</th>\n",
       "      <th>shots_on_target_pct</th>\n",
       "      <th>goals_per_shot</th>\n",
       "      <th>goals_per_shot_on_target</th>\n",
       "      <th>passes_pct</th>\n",
       "      <th>aerials_won_pct</th>\n",
       "      <th>team_possession</th>\n",
       "      <th>...</th>\n",
       "      <th>miscontrols</th>\n",
       "      <th>dispossessed</th>\n",
       "      <th>fouls</th>\n",
       "      <th>fouled</th>\n",
       "      <th>aerials_won</th>\n",
       "      <th>aerials_lost</th>\n",
       "      <th>carries</th>\n",
       "      <th>progressive_carries</th>\n",
       "      <th>carries_into_final_third</th>\n",
       "      <th>carries_into_penalty_area</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Immobile</th>\n",
       "      <td>A</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>2711</td>\n",
       "      <td>45.9</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.4</td>\n",
       "      <td>77.0</td>\n",
       "      <td>32.4</td>\n",
       "      <td>55.4</td>\n",
       "      <td>...</td>\n",
       "      <td>0.028403</td>\n",
       "      <td>0.01623</td>\n",
       "      <td>0.013279</td>\n",
       "      <td>0.014386</td>\n",
       "      <td>0.008115</td>\n",
       "      <td>0.016968</td>\n",
       "      <td>0.267429</td>\n",
       "      <td>0.019181</td>\n",
       "      <td>0.011435</td>\n",
       "      <td>0.011435</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 112 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          r  games  games_starts  minutes  shots_on_target_pct  \\\n",
       "Immobile  A     31            31     2711                 45.9   \n",
       "\n",
       "          goals_per_shot  goals_per_shot_on_target  passes_pct  \\\n",
       "Immobile            0.18                       0.4        77.0   \n",
       "\n",
       "          aerials_won_pct  team_possession  ...  miscontrols  dispossessed  \\\n",
       "Immobile             32.4             55.4  ...     0.028403       0.01623   \n",
       "\n",
       "             fouls    fouled  aerials_won  aerials_lost   carries  \\\n",
       "Immobile  0.013279  0.014386     0.008115      0.016968  0.267429   \n",
       "\n",
       "          progressive_carries  carries_into_final_third  \\\n",
       "Immobile             0.019181                  0.011435   \n",
       "\n",
       "          carries_into_penalty_area  \n",
       "Immobile                   0.011435  \n",
       "\n",
       "[1 rows x 112 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test = player_match_data_ext('Immobile', 'Lazio', 'Atalanta')\n",
    "\n",
    "add_columns = test.columns\n",
    "\n",
    "test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "3ae718d2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\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>matchday</th>\n",
       "      <th>player</th>\n",
       "      <th>team</th>\n",
       "      <th>oppteam</th>\n",
       "      <th>home</th>\n",
       "      <th>vote</th>\n",
       "      <th>goals</th>\n",
       "      <th>assists</th>\n",
       "      <th>cards_malus</th>\n",
       "      <th>fantavote</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Musso</td>\n",
       "      <td>Atalanta</td>\n",
       "      <td>Torino</td>\n",
       "      <td>0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Pezzella Giu.</td>\n",
       "      <td>Atalanta</td>\n",
       "      <td>Torino</td>\n",
       "      <td>0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>Djimsiti</td>\n",
       "      <td>Atalanta</td>\n",
       "      <td>Torino</td>\n",
       "      <td>0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>Gosens</td>\n",
       "      <td>Atalanta</td>\n",
       "      <td>Torino</td>\n",
       "      <td>0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>Palomino</td>\n",
       "      <td>Atalanta</td>\n",
       "      <td>Torino</td>\n",
       "      <td>0</td>\n",
       "      <td>6.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10649</th>\n",
       "      <td>38</td>\n",
       "      <td>Tameze</td>\n",
       "      <td>Verona</td>\n",
       "      <td>Lazio</td>\n",
       "      <td>0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10650</th>\n",
       "      <td>38</td>\n",
       "      <td>Hongla</td>\n",
       "      <td>Verona</td>\n",
       "      <td>Lazio</td>\n",
       "      <td>0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>9.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10651</th>\n",
       "      <td>38</td>\n",
       "      <td>Lasagna</td>\n",
       "      <td>Verona</td>\n",
       "      <td>Lazio</td>\n",
       "      <td>0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>9.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10652</th>\n",
       "      <td>38</td>\n",
       "      <td>Caprari</td>\n",
       "      <td>Verona</td>\n",
       "      <td>Lazio</td>\n",
       "      <td>0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10653</th>\n",
       "      <td>38</td>\n",
       "      <td>Simeone</td>\n",
       "      <td>Verona</td>\n",
       "      <td>Lazio</td>\n",
       "      <td>0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10654 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       matchday         player      team oppteam  home  vote  goals  assists  \\\n",
       "0             1          Musso  Atalanta  Torino     0   6.0     -1        0   \n",
       "1             1  Pezzella Giu.  Atalanta  Torino     0   6.0      0        0   \n",
       "2             1       Djimsiti  Atalanta  Torino     0   6.0      0        0   \n",
       "3             1         Gosens  Atalanta  Torino     0   5.5      0        0   \n",
       "4             1       Palomino  Atalanta  Torino     0   6.5      0        0   \n",
       "...         ...            ...       ...     ...   ...   ...    ...      ...   \n",
       "10649        38         Tameze    Verona   Lazio     0   5.5      0        0   \n",
       "10650        38         Hongla    Verona   Lazio     0   7.0      1        0   \n",
       "10651        38        Lasagna    Verona   Lazio     0   7.0      1        0   \n",
       "10652        38        Caprari    Verona   Lazio     0   6.0      0        0   \n",
       "10653        38        Simeone    Verona   Lazio     0   7.0      1        0   \n",
       "\n",
       "       cards_malus  fantavote  \n",
       "0              0.5        4.5  \n",
       "1              0.0        6.0  \n",
       "2              0.0        6.0  \n",
       "3              0.0        5.5  \n",
       "4              0.0        6.5  \n",
       "...            ...        ...  \n",
       "10649          0.0        5.5  \n",
       "10650          0.5        9.5  \n",
       "10651          0.5        9.5  \n",
       "10652          0.0        6.0  \n",
       "10653          0.0       10.0  \n",
       "\n",
       "[10654 rows x 10 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "votes = pd.read_excel('mid_outputs/season' + season + '/players_votes.xlsx', index_col = 0)\n",
    "votes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "ec0bc56b",
   "metadata": {},
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    {
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     "output_type": "stream",
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    }
   ],
   "source": [
    "db = votes.copy()\n",
    "\n",
    "delta = pd.DataFrame(columns = add_columns)\n",
    "\n",
    "for i in range(db.shape[0]):\n",
    "    ext_data = player_match_data_ext(db['player'][i], db['team'][i], db['oppteam'][i])\n",
    "    \n",
    "    if(not isinstance(ext_data, pd.DataFrame)):\n",
    "        continue\n",
    "    \n",
    "    ext_data = ext_data.rename(index = {db['player'][i] : i})\n",
    "    \n",
    "    delta = pd.concat([delta, ext_data], axis = 0)\n",
    "    \n",
    "    if(i % 100 == 0):\n",
    "        print(i)\n",
    "    \n",
    "db = pd.concat([db, delta], axis = 1)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "b292f9f9",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>matchday</th>\n",
       "      <th>player</th>\n",
       "      <th>team</th>\n",
       "      <th>oppteam</th>\n",
       "      <th>home</th>\n",
       "      <th>vote</th>\n",
       "      <th>goals</th>\n",
       "      <th>assists</th>\n",
       "      <th>cards_malus</th>\n",
       "      <th>fantavote</th>\n",
       "      <th>...</th>\n",
       "      <th>miscontrols</th>\n",
       "      <th>dispossessed</th>\n",
       "      <th>fouls</th>\n",
       "      <th>fouled</th>\n",
       "      <th>aerials_won</th>\n",
       "      <th>aerials_lost</th>\n",
       "      <th>carries</th>\n",
       "      <th>progressive_carries</th>\n",
       "      <th>carries_into_final_third</th>\n",
       "      <th>carries_into_penalty_area</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Musso</td>\n",
       "      <td>Atalanta</td>\n",
       "      <td>Torino</td>\n",
       "      <td>0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Pezzella Giu.</td>\n",
       "      <td>Atalanta</td>\n",
       "      <td>Torino</td>\n",
       "      <td>0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.016791</td>\n",
       "      <td>0.011194</td>\n",
       "      <td>0.017724</td>\n",
       "      <td>0.027985</td>\n",
       "      <td>0.013060</td>\n",
       "      <td>0.013060</td>\n",
       "      <td>0.413246</td>\n",
       "      <td>0.032649</td>\n",
       "      <td>0.027052</td>\n",
       "      <td>0.006530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>Djimsiti</td>\n",
       "      <td>Atalanta</td>\n",
       "      <td>Torino</td>\n",
       "      <td>0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.007979</td>\n",
       "      <td>0.001330</td>\n",
       "      <td>0.009309</td>\n",
       "      <td>0.006206</td>\n",
       "      <td>0.025266</td>\n",
       "      <td>0.011968</td>\n",
       "      <td>0.402926</td>\n",
       "      <td>0.008422</td>\n",
       "      <td>0.008422</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>Gosens</td>\n",
       "      <td>Atalanta</td>\n",
       "      <td>Torino</td>\n",
       "      <td>0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>...</td>\n",
       "      <td>0.017751</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.005917</td>\n",
       "      <td>0.011834</td>\n",
       "      <td>0.023669</td>\n",
       "      <td>0.005917</td>\n",
       "      <td>0.325444</td>\n",
       "      <td>0.023669</td>\n",
       "      <td>0.017751</td>\n",
       "      <td>0.017751</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>Palomino</td>\n",
       "      <td>Atalanta</td>\n",
       "      <td>Torino</td>\n",
       "      <td>0</td>\n",
       "      <td>6.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.5</td>\n",
       "      <td>...</td>\n",
       "      <td>0.005614</td>\n",
       "      <td>0.002620</td>\n",
       "      <td>0.014596</td>\n",
       "      <td>0.006362</td>\n",
       "      <td>0.039296</td>\n",
       "      <td>0.017964</td>\n",
       "      <td>0.385105</td>\n",
       "      <td>0.005614</td>\n",
       "      <td>0.005240</td>\n",
       "      <td>0.000374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10649</th>\n",
       "      <td>38</td>\n",
       "      <td>Tameze</td>\n",
       "      <td>Verona</td>\n",
       "      <td>Lazio</td>\n",
       "      <td>0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>...</td>\n",
       "      <td>0.019814</td>\n",
       "      <td>0.010101</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.013209</td>\n",
       "      <td>0.023699</td>\n",
       "      <td>0.021368</td>\n",
       "      <td>0.337218</td>\n",
       "      <td>0.021368</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.003885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10650</th>\n",
       "      <td>38</td>\n",
       "      <td>Hongla</td>\n",
       "      <td>Verona</td>\n",
       "      <td>Lazio</td>\n",
       "      <td>0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>9.5</td>\n",
       "      <td>...</td>\n",
       "      <td>0.018433</td>\n",
       "      <td>0.012289</td>\n",
       "      <td>0.023041</td>\n",
       "      <td>0.007680</td>\n",
       "      <td>0.023041</td>\n",
       "      <td>0.026114</td>\n",
       "      <td>0.341014</td>\n",
       "      <td>0.009217</td>\n",
       "      <td>0.015361</td>\n",
       "      <td>0.003072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10651</th>\n",
       "      <td>38</td>\n",
       "      <td>Lasagna</td>\n",
       "      <td>Verona</td>\n",
       "      <td>Lazio</td>\n",
       "      <td>0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>9.5</td>\n",
       "      <td>...</td>\n",
       "      <td>0.046453</td>\n",
       "      <td>0.022804</td>\n",
       "      <td>0.016047</td>\n",
       "      <td>0.008446</td>\n",
       "      <td>0.026182</td>\n",
       "      <td>0.041385</td>\n",
       "      <td>0.190878</td>\n",
       "      <td>0.021959</td>\n",
       "      <td>0.010980</td>\n",
       "      <td>0.005912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10652</th>\n",
       "      <td>38</td>\n",
       "      <td>Caprari</td>\n",
       "      <td>Verona</td>\n",
       "      <td>Lazio</td>\n",
       "      <td>0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.033954</td>\n",
       "      <td>0.019715</td>\n",
       "      <td>0.015334</td>\n",
       "      <td>0.027017</td>\n",
       "      <td>0.002921</td>\n",
       "      <td>0.009858</td>\n",
       "      <td>0.391384</td>\n",
       "      <td>0.042716</td>\n",
       "      <td>0.027747</td>\n",
       "      <td>0.018620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10653</th>\n",
       "      <td>38</td>\n",
       "      <td>Simeone</td>\n",
       "      <td>Verona</td>\n",
       "      <td>Lazio</td>\n",
       "      <td>0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.051263</td>\n",
       "      <td>0.030155</td>\n",
       "      <td>0.021108</td>\n",
       "      <td>0.021862</td>\n",
       "      <td>0.022616</td>\n",
       "      <td>0.040709</td>\n",
       "      <td>0.246136</td>\n",
       "      <td>0.015077</td>\n",
       "      <td>0.012816</td>\n",
       "      <td>0.006031</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10654 rows × 122 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       matchday         player      team oppteam  home  vote  goals  assists  \\\n",
       "0             1          Musso  Atalanta  Torino     0   6.0     -1        0   \n",
       "1             1  Pezzella Giu.  Atalanta  Torino     0   6.0      0        0   \n",
       "2             1       Djimsiti  Atalanta  Torino     0   6.0      0        0   \n",
       "3             1         Gosens  Atalanta  Torino     0   5.5      0        0   \n",
       "4             1       Palomino  Atalanta  Torino     0   6.5      0        0   \n",
       "...         ...            ...       ...     ...   ...   ...    ...      ...   \n",
       "10649        38         Tameze    Verona   Lazio     0   5.5      0        0   \n",
       "10650        38         Hongla    Verona   Lazio     0   7.0      1        0   \n",
       "10651        38        Lasagna    Verona   Lazio     0   7.0      1        0   \n",
       "10652        38        Caprari    Verona   Lazio     0   6.0      0        0   \n",
       "10653        38        Simeone    Verona   Lazio     0   7.0      1        0   \n",
       "\n",
       "       cards_malus  fantavote  ... miscontrols dispossessed     fouls  \\\n",
       "0              0.5        4.5  ...    0.000000     0.000000  0.000000   \n",
       "1              0.0        6.0  ...    0.016791     0.011194  0.017724   \n",
       "2              0.0        6.0  ...    0.007979     0.001330  0.009309   \n",
       "3              0.0        5.5  ...    0.017751     0.000000  0.005917   \n",
       "4              0.0        6.5  ...    0.005614     0.002620  0.014596   \n",
       "...            ...        ...  ...         ...          ...       ...   \n",
       "10649          0.0        5.5  ...    0.019814     0.010101  0.012821   \n",
       "10650          0.5        9.5  ...    0.018433     0.012289  0.023041   \n",
       "10651          0.5        9.5  ...    0.046453     0.022804  0.016047   \n",
       "10652          0.0        6.0  ...    0.033954     0.019715  0.015334   \n",
       "10653          0.0       10.0  ...    0.051263     0.030155  0.021108   \n",
       "\n",
       "         fouled  aerials_won  aerials_lost   carries  progressive_carries  \\\n",
       "0      0.000000     0.000000      0.000000  0.000000             0.000000   \n",
       "1      0.027985     0.013060      0.013060  0.413246             0.032649   \n",
       "2      0.006206     0.025266      0.011968  0.402926             0.008422   \n",
       "3      0.011834     0.023669      0.005917  0.325444             0.023669   \n",
       "4      0.006362     0.039296      0.017964  0.385105             0.005614   \n",
       "...         ...          ...           ...       ...                  ...   \n",
       "10649  0.013209     0.023699      0.021368  0.337218             0.021368   \n",
       "10650  0.007680     0.023041      0.026114  0.341014             0.009217   \n",
       "10651  0.008446     0.026182      0.041385  0.190878             0.021959   \n",
       "10652  0.027017     0.002921      0.009858  0.391384             0.042716   \n",
       "10653  0.021862     0.022616      0.040709  0.246136             0.015077   \n",
       "\n",
       "       carries_into_final_third  carries_into_penalty_area  \n",
       "0                      0.000000                   0.000000  \n",
       "1                      0.027052                   0.006530  \n",
       "2                      0.008422                   0.000000  \n",
       "3                      0.017751                   0.017751  \n",
       "4                      0.005240                   0.000374  \n",
       "...                         ...                        ...  \n",
       "10649                  0.012821                   0.003885  \n",
       "10650                  0.015361                   0.003072  \n",
       "10651                  0.010980                   0.005912  \n",
       "10652                  0.027747                   0.018620  \n",
       "10653                  0.012816                   0.006031  \n",
       "\n",
       "[10654 rows x 122 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "db"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "1db9f77f",
   "metadata": {},
   "outputs": [],
   "source": [
    "db = db.drop(db[db.r == 'P'].index) # remove goalkeepers\n",
    "db = db.drop(db[db.r != db.r].index) # remove non extisting players\n",
    "db = db.drop(db[db.r != db.r].index) # remove non extisting players\n",
    "db = db.drop(db[db.xg != db.xg].index) \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "f56df3ca",
   "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>matchday</th>\n",
       "      <th>player</th>\n",
       "      <th>team</th>\n",
       "      <th>oppteam</th>\n",
       "      <th>home</th>\n",
       "      <th>vote</th>\n",
       "      <th>goals</th>\n",
       "      <th>assists</th>\n",
       "      <th>cards_malus</th>\n",
       "      <th>fantavote</th>\n",
       "      <th>...</th>\n",
       "      <th>miscontrols</th>\n",
       "      <th>dispossessed</th>\n",
       "      <th>fouls</th>\n",
       "      <th>fouled</th>\n",
       "      <th>aerials_won</th>\n",
       "      <th>aerials_lost</th>\n",
       "      <th>carries</th>\n",
       "      <th>progressive_carries</th>\n",
       "      <th>carries_into_final_third</th>\n",
       "      <th>carries_into_penalty_area</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Pezzella Giu.</td>\n",
       "      <td>Atalanta</td>\n",
       "      <td>Torino</td>\n",
       "      <td>0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.016791</td>\n",
       "      <td>0.011194</td>\n",
       "      <td>0.017724</td>\n",
       "      <td>0.027985</td>\n",
       "      <td>0.013060</td>\n",
       "      <td>0.013060</td>\n",
       "      <td>0.413246</td>\n",
       "      <td>0.032649</td>\n",
       "      <td>0.027052</td>\n",
       "      <td>0.006530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>Djimsiti</td>\n",
       "      <td>Atalanta</td>\n",
       "      <td>Torino</td>\n",
       "      <td>0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.007979</td>\n",
       "      <td>0.001330</td>\n",
       "      <td>0.009309</td>\n",
       "      <td>0.006206</td>\n",
       "      <td>0.025266</td>\n",
       "      <td>0.011968</td>\n",
       "      <td>0.402926</td>\n",
       "      <td>0.008422</td>\n",
       "      <td>0.008422</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>Gosens</td>\n",
       "      <td>Atalanta</td>\n",
       "      <td>Torino</td>\n",
       "      <td>0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>...</td>\n",
       "      <td>0.017751</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.005917</td>\n",
       "      <td>0.011834</td>\n",
       "      <td>0.023669</td>\n",
       "      <td>0.005917</td>\n",
       "      <td>0.325444</td>\n",
       "      <td>0.023669</td>\n",
       "      <td>0.017751</td>\n",
       "      <td>0.017751</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>Palomino</td>\n",
       "      <td>Atalanta</td>\n",
       "      <td>Torino</td>\n",
       "      <td>0</td>\n",
       "      <td>6.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.5</td>\n",
       "      <td>...</td>\n",
       "      <td>0.005614</td>\n",
       "      <td>0.002620</td>\n",
       "      <td>0.014596</td>\n",
       "      <td>0.006362</td>\n",
       "      <td>0.039296</td>\n",
       "      <td>0.017964</td>\n",
       "      <td>0.385105</td>\n",
       "      <td>0.005614</td>\n",
       "      <td>0.005240</td>\n",
       "      <td>0.000374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1</td>\n",
       "      <td>Demiral</td>\n",
       "      <td>Atalanta</td>\n",
       "      <td>Torino</td>\n",
       "      <td>0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.007825</td>\n",
       "      <td>0.002608</td>\n",
       "      <td>0.015128</td>\n",
       "      <td>0.008346</td>\n",
       "      <td>0.044340</td>\n",
       "      <td>0.019301</td>\n",
       "      <td>0.276995</td>\n",
       "      <td>0.001565</td>\n",
       "      <td>0.004173</td>\n",
       "      <td>0.001043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10649</th>\n",
       "      <td>38</td>\n",
       "      <td>Tameze</td>\n",
       "      <td>Verona</td>\n",
       "      <td>Lazio</td>\n",
       "      <td>0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>...</td>\n",
       "      <td>0.019814</td>\n",
       "      <td>0.010101</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.013209</td>\n",
       "      <td>0.023699</td>\n",
       "      <td>0.021368</td>\n",
       "      <td>0.337218</td>\n",
       "      <td>0.021368</td>\n",
       "      <td>0.012821</td>\n",
       "      <td>0.003885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10650</th>\n",
       "      <td>38</td>\n",
       "      <td>Hongla</td>\n",
       "      <td>Verona</td>\n",
       "      <td>Lazio</td>\n",
       "      <td>0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>9.5</td>\n",
       "      <td>...</td>\n",
       "      <td>0.018433</td>\n",
       "      <td>0.012289</td>\n",
       "      <td>0.023041</td>\n",
       "      <td>0.007680</td>\n",
       "      <td>0.023041</td>\n",
       "      <td>0.026114</td>\n",
       "      <td>0.341014</td>\n",
       "      <td>0.009217</td>\n",
       "      <td>0.015361</td>\n",
       "      <td>0.003072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10651</th>\n",
       "      <td>38</td>\n",
       "      <td>Lasagna</td>\n",
       "      <td>Verona</td>\n",
       "      <td>Lazio</td>\n",
       "      <td>0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>9.5</td>\n",
       "      <td>...</td>\n",
       "      <td>0.046453</td>\n",
       "      <td>0.022804</td>\n",
       "      <td>0.016047</td>\n",
       "      <td>0.008446</td>\n",
       "      <td>0.026182</td>\n",
       "      <td>0.041385</td>\n",
       "      <td>0.190878</td>\n",
       "      <td>0.021959</td>\n",
       "      <td>0.010980</td>\n",
       "      <td>0.005912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10652</th>\n",
       "      <td>38</td>\n",
       "      <td>Caprari</td>\n",
       "      <td>Verona</td>\n",
       "      <td>Lazio</td>\n",
       "      <td>0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.033954</td>\n",
       "      <td>0.019715</td>\n",
       "      <td>0.015334</td>\n",
       "      <td>0.027017</td>\n",
       "      <td>0.002921</td>\n",
       "      <td>0.009858</td>\n",
       "      <td>0.391384</td>\n",
       "      <td>0.042716</td>\n",
       "      <td>0.027747</td>\n",
       "      <td>0.018620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10653</th>\n",
       "      <td>38</td>\n",
       "      <td>Simeone</td>\n",
       "      <td>Verona</td>\n",
       "      <td>Lazio</td>\n",
       "      <td>0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.051263</td>\n",
       "      <td>0.030155</td>\n",
       "      <td>0.021108</td>\n",
       "      <td>0.021862</td>\n",
       "      <td>0.022616</td>\n",
       "      <td>0.040709</td>\n",
       "      <td>0.246136</td>\n",
       "      <td>0.015077</td>\n",
       "      <td>0.012816</td>\n",
       "      <td>0.006031</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9567 rows × 122 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       matchday         player      team oppteam  home  vote  goals  assists  \\\n",
       "1             1  Pezzella Giu.  Atalanta  Torino     0   6.0      0        0   \n",
       "2             1       Djimsiti  Atalanta  Torino     0   6.0      0        0   \n",
       "3             1         Gosens  Atalanta  Torino     0   5.5      0        0   \n",
       "4             1       Palomino  Atalanta  Torino     0   6.5      0        0   \n",
       "5             1        Demiral  Atalanta  Torino     0   5.5      0        0   \n",
       "...         ...            ...       ...     ...   ...   ...    ...      ...   \n",
       "10649        38         Tameze    Verona   Lazio     0   5.5      0        0   \n",
       "10650        38         Hongla    Verona   Lazio     0   7.0      1        0   \n",
       "10651        38        Lasagna    Verona   Lazio     0   7.0      1        0   \n",
       "10652        38        Caprari    Verona   Lazio     0   6.0      0        0   \n",
       "10653        38        Simeone    Verona   Lazio     0   7.0      1        0   \n",
       "\n",
       "       cards_malus  fantavote  ... miscontrols dispossessed     fouls  \\\n",
       "1              0.0        6.0  ...    0.016791     0.011194  0.017724   \n",
       "2              0.0        6.0  ...    0.007979     0.001330  0.009309   \n",
       "3              0.0        5.5  ...    0.017751     0.000000  0.005917   \n",
       "4              0.0        6.5  ...    0.005614     0.002620  0.014596   \n",
       "5              0.5        5.0  ...    0.007825     0.002608  0.015128   \n",
       "...            ...        ...  ...         ...          ...       ...   \n",
       "10649          0.0        5.5  ...    0.019814     0.010101  0.012821   \n",
       "10650          0.5        9.5  ...    0.018433     0.012289  0.023041   \n",
       "10651          0.5        9.5  ...    0.046453     0.022804  0.016047   \n",
       "10652          0.0        6.0  ...    0.033954     0.019715  0.015334   \n",
       "10653          0.0       10.0  ...    0.051263     0.030155  0.021108   \n",
       "\n",
       "         fouled  aerials_won  aerials_lost   carries  progressive_carries  \\\n",
       "1      0.027985     0.013060      0.013060  0.413246             0.032649   \n",
       "2      0.006206     0.025266      0.011968  0.402926             0.008422   \n",
       "3      0.011834     0.023669      0.005917  0.325444             0.023669   \n",
       "4      0.006362     0.039296      0.017964  0.385105             0.005614   \n",
       "5      0.008346     0.044340      0.019301  0.276995             0.001565   \n",
       "...         ...          ...           ...       ...                  ...   \n",
       "10649  0.013209     0.023699      0.021368  0.337218             0.021368   \n",
       "10650  0.007680     0.023041      0.026114  0.341014             0.009217   \n",
       "10651  0.008446     0.026182      0.041385  0.190878             0.021959   \n",
       "10652  0.027017     0.002921      0.009858  0.391384             0.042716   \n",
       "10653  0.021862     0.022616      0.040709  0.246136             0.015077   \n",
       "\n",
       "       carries_into_final_third  carries_into_penalty_area  \n",
       "1                      0.027052                   0.006530  \n",
       "2                      0.008422                   0.000000  \n",
       "3                      0.017751                   0.017751  \n",
       "4                      0.005240                   0.000374  \n",
       "5                      0.004173                   0.001043  \n",
       "...                         ...                        ...  \n",
       "10649                  0.012821                   0.003885  \n",
       "10650                  0.015361                   0.003072  \n",
       "10651                  0.010980                   0.005912  \n",
       "10652                  0.027747                   0.018620  \n",
       "10653                  0.012816                   0.006031  \n",
       "\n",
       "[9567 rows x 122 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "db"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "df26c8e0",
   "metadata": {},
   "outputs": [],
   "source": [
    "db.to_excel('mid_outputs/season' + season + '/database_entries.xlsx')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "626ba83b",
   "metadata": {},
   "source": [
    "Goalkeepers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "ba7b838c",
   "metadata": {},
   "outputs": [],
   "source": [
    "features_abs_gk = [\n",
    " 'gk_games',\n",
    " 'gk_games_starts',\n",
    " 'gk_minutes',\n",
    " 'gk_goals_against_per90', \n",
    " 'gk_save_pct',\n",
    " 'gk_clean_sheets_pct',\n",
    " 'gk_psxg_net_per90',\n",
    " 'gk_passes_pct_launched',\n",
    " 'gk_pct_passes_launched',\n",
    " 'gk_passes_length_avg',\n",
    " 'gk_pct_goal_kicks_launched',\n",
    " 'gk_goal_kick_length_avg',\n",
    " 'gk_crosses_stopped_pct',\n",
    " 'gk_def_actions_outside_pen_area_per90',\n",
    " 'gk_avg_distance_def_actions',\n",
    "    \n",
    " 'team_possession',\n",
    " 'team_goals_assists_per90',\n",
    " 'team_goals_pens_per90',\n",
    " 'team_goals_assists_pens_per90',\n",
    " 'team_xg_per90',\n",
    " 'team_gk_goals_against_per90',\n",
    " 'team_gk_save_pct',\n",
    " 'team_gk_clean_sheets_pct',\n",
    " 'team_passes_pct',\n",
    " 'team_passes_pct_medium',\n",
    " 'team_passes_pct_long',\n",
    " 'team_sca_per90',\n",
    " 'team_gca_per90',\n",
    " 'team_dribble_tackles_pct',\n",
    " 'team_aerials_won_pct',\n",
    " 'vs_team_possession',\n",
    " 'vs_team_goals_per90',\n",
    " 'vs_team_assists_per90',\n",
    " 'vs_team_xg_per90',\n",
    " 'vs_team_gk_save_pct',\n",
    " 'vs_team_gk_clean_sheets_pct',\n",
    " 'vs_team_gk_pct_passes_launched',\n",
    " 'vs_team_gk_crosses_stopped_pct',\n",
    " 'vs_team_shots_on_target_per90',\n",
    " 'vs_team_passes_pct',\n",
    " 'vs_team_passes_pct_short',\n",
    " 'vs_team_passes_pct_medium',\n",
    " 'vs_team_passes_pct_long',\n",
    " 'vs_team_sca_per90',\n",
    " 'vs_team_gca_per90',\n",
    " 'vs_team_dribble_tackles_pct',\n",
    " 'vs_team_dribbles_completed_pct',\n",
    " 'vs_team_aerials_won_pct',\n",
    " 'opp_team_possession',\n",
    " 'opp_team_goals_assists_per90',\n",
    " 'opp_team_goals_pens_per90',\n",
    " 'opp_team_goals_assists_pens_per90',\n",
    " 'opp_team_xg_per90',\n",
    " 'opp_team_gk_goals_against_per90',\n",
    " 'opp_team_gk_save_pct',\n",
    " 'opp_team_gk_clean_sheets_pct',\n",
    " 'opp_team_passes_pct',\n",
    " 'opp_team_passes_pct_medium',\n",
    " 'opp_team_passes_pct_long',\n",
    " 'opp_team_sca_per90',\n",
    " 'opp_team_gca_per90',\n",
    " 'opp_team_dribble_tackles_pct',\n",
    " 'opp_team_aerials_won_pct',\n",
    " 'opp_vs_team_possession',\n",
    " 'opp_vs_team_goals_per90',\n",
    " 'opp_vs_team_assists_per90',\n",
    " 'opp_vs_team_xg_per90',\n",
    " 'opp_vs_team_gk_save_pct',\n",
    " 'opp_vs_team_gk_clean_sheets_pct',\n",
    " 'opp_vs_team_gk_pct_passes_launched',\n",
    " 'opp_vs_team_gk_crosses_stopped_pct',\n",
    " 'opp_vs_team_shots_on_target_per90',\n",
    " 'opp_vs_team_passes_pct',\n",
    " 'opp_vs_team_passes_pct_short',\n",
    " 'opp_vs_team_passes_pct_medium',\n",
    " 'opp_vs_team_passes_pct_long',\n",
    " 'opp_vs_team_sca_per90',\n",
    " 'opp_vs_team_gca_per90',\n",
    " 'opp_vs_team_dribble_tackles_pct',\n",
    " 'opp_vs_team_dribbles_completed_pct',\n",
    " 'opp_vs_team_aerials_won_pct',\n",
    "                \n",
    " 'vote_avg',\n",
    " 'vote_std']\n",
    "\n",
    "features_rel_gk = [\n",
    " 'gk_shots_on_target_against',\n",
    " 'gk_saves',\n",
    " 'gk_free_kick_goals_against',\n",
    " 'gk_corner_kick_goals_against',\n",
    " 'gk_own_goals_against',\n",
    " 'gk_psxg',\n",
    " 'gk_psnpxg_per_shot_on_target_against',\n",
    " 'gk_psxg_net',\n",
    " 'gk_passes_completed_launched',\n",
    " 'gk_passes_launched',\n",
    " 'gk_passes',\n",
    " 'gk_passes_throws',\n",
    " 'gk_goal_kicks',\n",
    " 'gk_crosses',\n",
    " 'gk_crosses_stopped',\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "1d2682b9",
   "metadata": {},
   "outputs": [],
   "source": [
    "def player_match_data_ext_gk(player, pteam, oppteam):\n",
    "    pdata = player_match_data(player, pteam, oppteam)\n",
    "    \n",
    "    if(not isinstance(pdata, pd.DataFrame)):\n",
    "        return None\n",
    "    \n",
    "    if(pdata['gk_games'][0] <= 0):\n",
    "        return None\n",
    "    \n",
    "    out = pd.concat([pdata[features_abs_gk], pdata[features_rel_gk]], axis = 1)\n",
    "    \n",
    "    out[features_rel_gk] = out[features_rel_gk] / max(pdata['minutes'][0], 1)\n",
    "\n",
    "    return out\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "bc6e9d52",
   "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>gk_games</th>\n",
       "      <th>gk_games_starts</th>\n",
       "      <th>gk_minutes</th>\n",
       "      <th>gk_goals_against_per90</th>\n",
       "      <th>gk_save_pct</th>\n",
       "      <th>gk_clean_sheets_pct</th>\n",
       "      <th>gk_psxg_net_per90</th>\n",
       "      <th>gk_passes_pct_launched</th>\n",
       "      <th>gk_pct_passes_launched</th>\n",
       "      <th>gk_passes_length_avg</th>\n",
       "      <th>...</th>\n",
       "      <th>gk_psxg</th>\n",
       "      <th>gk_psnpxg_per_shot_on_target_against</th>\n",
       "      <th>gk_psxg_net</th>\n",
       "      <th>gk_passes_completed_launched</th>\n",
       "      <th>gk_passes_launched</th>\n",
       "      <th>gk_passes</th>\n",
       "      <th>gk_passes_throws</th>\n",
       "      <th>gk_goal_kicks</th>\n",
       "      <th>gk_crosses</th>\n",
       "      <th>gk_crosses_stopped</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Consigli</th>\n",
       "      <td>37.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>3322.0</td>\n",
       "      <td>1.71</td>\n",
       "      <td>67.8</td>\n",
       "      <td>8.1</td>\n",
       "      <td>-0.16</td>\n",
       "      <td>43.2</td>\n",
       "      <td>29.0</td>\n",
       "      <td>30.9</td>\n",
       "      <td>...</td>\n",
       "      <td>56.0</td>\n",
       "      <td>0.28</td>\n",
       "      <td>-6.0</td>\n",
       "      <td>186.0</td>\n",
       "      <td>431.0</td>\n",
       "      <td>1219.0</td>\n",
       "      <td>174.0</td>\n",
       "      <td>246.0</td>\n",
       "      <td>491.0</td>\n",
       "      <td>21.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 98 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          gk_games  gk_games_starts  gk_minutes  gk_goals_against_per90  \\\n",
       "Consigli      37.0             37.0      3322.0                    1.71   \n",
       "\n",
       "          gk_save_pct  gk_clean_sheets_pct  gk_psxg_net_per90  \\\n",
       "Consigli         67.8                  8.1              -0.16   \n",
       "\n",
       "          gk_passes_pct_launched  gk_pct_passes_launched  \\\n",
       "Consigli                    43.2                    29.0   \n",
       "\n",
       "          gk_passes_length_avg  ...  gk_psxg  \\\n",
       "Consigli                  30.9  ...     56.0   \n",
       "\n",
       "          gk_psnpxg_per_shot_on_target_against  gk_psxg_net  \\\n",
       "Consigli                                  0.28         -6.0   \n",
       "\n",
       "          gk_passes_completed_launched  gk_passes_launched  gk_passes  \\\n",
       "Consigli                         186.0               431.0     1219.0   \n",
       "\n",
       "          gk_passes_throws  gk_goal_kicks  gk_crosses  gk_crosses_stopped  \n",
       "Consigli             174.0          246.0       491.0                21.0  \n",
       "\n",
       "[1 rows x 98 columns]"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test = player_match_data_ext_gk('Consigli', 'Sassuolo', 'Atalanta')\n",
    "\n",
    "add_columns_gk = test.columns\n",
    "\n",
    "test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6f08e718",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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   ],
   "source": [
    "db_gk = votes.copy()\n",
    "\n",
    "delta = pd.DataFrame(columns = add_columns_gk)\n",
    "\n",
    "for i in range(db_gk.shape[0]):\n",
    "    ext_data = player_match_data_ext_gk(db_gk['player'][i], db_gk['team'][i], db_gk['oppteam'][i])\n",
    "    \n",
    "    if(i % 100 == 0):\n",
    "        print(i)\n",
    "        \n",
    "    if(not isinstance(ext_data, pd.DataFrame)):\n",
    "        continue\n",
    "    \n",
    "    ext_data = ext_data.rename(index = {db_gk['player'][i] : i})\n",
    "    \n",
    "    delta = pd.concat([delta, ext_data], axis = 0)\n",
    "    \n",
    "    \n",
    "    \n",
    "db_gk = pd.concat([db_gk, delta], axis = 1)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2b540670",
   "metadata": {},
   "outputs": [],
   "source": [
    "db_gk = db_gk.drop(db_gk[db_gk.gk_games != db_gk.gk_games].index) # remove non extisting players"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "35495581",
   "metadata": {},
   "outputs": [],
   "source": [
    "db_gk.to_excel('mid_outputs/season' + season + '/database_entries_gk.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "43b85925",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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