Giuseppe Musicco
4485 lines
155 KiB
Plaintext
4485 lines
155 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "8f597771",
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"metadata": {},
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"source": [
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"Player/match dataset creation\n",
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"\n",
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"For each serie A (already happened) match and player, a database entry is generated, with this form:\n",
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" \n",
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"[y = player votes data, player data, team data, vs team data, opp team data, vs opp team data]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "3ecf3676",
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"metadata": {},
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"outputs": [],
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"source": [
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"import pandas as pd"
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]
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},
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{
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"cell_type": "markdown",
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"id": "a7d3a9d6",
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"metadata": {},
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"source": [
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"Load team data from FBref"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "8a6867a5",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>team</th>\n",
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" <th>team_players_used</th>\n",
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" <th>team_possession</th>\n",
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" <th>team_games</th>\n",
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" <th>team_games_starts</th>\n",
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" <th>team_minutes</th>\n",
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" <th>team_goals</th>\n",
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" <th>team_assists</th>\n",
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" <th>team_pens_made</th>\n",
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" <th>team_pens_att</th>\n",
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" <th>...</th>\n",
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" <th>vs_team_fouls</th>\n",
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" <th>vs_team_fouled</th>\n",
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" <th>vs_team_offsides</th>\n",
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" <th>vs_team_pens_won</th>\n",
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" <th>vs_team_pens_conceded</th>\n",
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" <th>vs_team_own_goals</th>\n",
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" <th>vs_team_ball_recoveries</th>\n",
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" <th>vs_team_aerials_won</th>\n",
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" <th>vs_team_aerials_lost</th>\n",
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" <th>vs_team_aerials_won_pct</th>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>team_idx</th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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||
" <th></th>\n",
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||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
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||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
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||
" <th></th>\n",
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||
" <th></th>\n",
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||
" <th></th>\n",
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||
" <th></th>\n",
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||
" <th></th>\n",
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||
" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>Atalanta</th>\n",
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" <td>Atalanta</td>\n",
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" <td>24.0</td>\n",
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||
" <td>50.5</td>\n",
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||
" <td>6.0</td>\n",
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||
" <td>66.0</td>\n",
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||
" <td>540.0</td>\n",
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" <td>11.0</td>\n",
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" <td>11.0</td>\n",
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" <td>0.0</td>\n",
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" <td>0.0</td>\n",
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||
" <td>...</td>\n",
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||
" <td>57.0</td>\n",
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||
" <td>74.0</td>\n",
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||
" <td>4.0</td>\n",
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||
" <td>0.0</td>\n",
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||
" <td>0.0</td>\n",
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||
" <td>0.0</td>\n",
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||
" <td>347.0</td>\n",
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||
" <td>97.0</td>\n",
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" <td>109.0</td>\n",
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" <td>47.1</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>Bologna</th>\n",
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" <td>Bologna</td>\n",
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" <td>23.0</td>\n",
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" <td>54.7</td>\n",
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||
" <td>6.0</td>\n",
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||
" <td>66.0</td>\n",
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||
" <td>540.0</td>\n",
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||
" <td>3.0</td>\n",
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||
" <td>2.0</td>\n",
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||
" <td>0.0</td>\n",
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||
" <td>1.0</td>\n",
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||
" <td>...</td>\n",
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||
" <td>71.0</td>\n",
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||
" <td>70.0</td>\n",
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||
" <td>16.0</td>\n",
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||
" <td>0.0</td>\n",
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||
" <td>1.0</td>\n",
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||
" <td>0.0</td>\n",
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||
" <td>292.0</td>\n",
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||
" <td>47.0</td>\n",
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" <td>73.0</td>\n",
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" <td>39.2</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>Cagliari</th>\n",
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" <td>Cagliari</td>\n",
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" <td>22.0</td>\n",
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" <td>38.2</td>\n",
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" <td>6.0</td>\n",
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" <td>66.0</td>\n",
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||
" <td>540.0</td>\n",
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||
" <td>2.0</td>\n",
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||
" <td>2.0</td>\n",
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||
" <td>0.0</td>\n",
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||
" <td>0.0</td>\n",
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" <td>...</td>\n",
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||
" <td>50.0</td>\n",
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||
" <td>65.0</td>\n",
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||
" <td>11.0</td>\n",
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||
" <td>0.0</td>\n",
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||
" <td>0.0</td>\n",
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||
" <td>0.0</td>\n",
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||
" <td>332.0</td>\n",
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||
" <td>92.0</td>\n",
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||
" <td>71.0</td>\n",
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||
" <td>56.4</td>\n",
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||
" </tr>\n",
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" <tr>\n",
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" <th>Empoli</th>\n",
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||
" <td>Empoli</td>\n",
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||
" <td>28.0</td>\n",
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||
" <td>45.3</td>\n",
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||
" <td>6.0</td>\n",
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||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
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||
" <td>1.0</td>\n",
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||
" <td>1.0</td>\n",
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||
" <td>0.0</td>\n",
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||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>84.0</td>\n",
|
||
" <td>74.0</td>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>313.0</td>\n",
|
||
" <td>82.0</td>\n",
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||
" <td>60.0</td>\n",
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||
" <td>57.7</td>\n",
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||
" </tr>\n",
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" <tr>\n",
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" <th>Fiorentina</th>\n",
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" <td>Fiorentina</td>\n",
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" <td>24.0</td>\n",
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" <td>57.2</td>\n",
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||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>75.0</td>\n",
|
||
" <td>63.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>311.0</td>\n",
|
||
" <td>96.0</td>\n",
|
||
" <td>75.0</td>\n",
|
||
" <td>56.1</td>\n",
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||
" </tr>\n",
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||
" <tr>\n",
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||
" <th>Frosinone</th>\n",
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||
" <td>Frosinone</td>\n",
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||
" <td>24.0</td>\n",
|
||
" <td>49.2</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>73.0</td>\n",
|
||
" <td>54.0</td>\n",
|
||
" <td>15.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>325.0</td>\n",
|
||
" <td>79.0</td>\n",
|
||
" <td>80.0</td>\n",
|
||
" <td>49.7</td>\n",
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||
" </tr>\n",
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||
" <tr>\n",
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||
" <th>Genoa</th>\n",
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||
" <td>Genoa</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>34.3</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>67.0</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>295.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>83.0</td>\n",
|
||
" <td>44.3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
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||
" <th>Verona</th>\n",
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||
" <td>Hellas Verona</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>45.2</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>84.0</td>\n",
|
||
" <td>84.0</td>\n",
|
||
" <td>11.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>326.0</td>\n",
|
||
" <td>116.0</td>\n",
|
||
" <td>117.0</td>\n",
|
||
" <td>49.8</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>Inter</th>\n",
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" <td>Inter</td>\n",
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" <td>22.0</td>\n",
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||
" <td>53.2</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>15.0</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>70.0</td>\n",
|
||
" <td>64.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>248.0</td>\n",
|
||
" <td>46.0</td>\n",
|
||
" <td>77.0</td>\n",
|
||
" <td>37.4</td>\n",
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" </tr>\n",
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" <tr>\n",
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||
" <th>Juventus</th>\n",
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" <td>Juventus</td>\n",
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||
" <td>22.0</td>\n",
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||
" <td>50.3</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>11.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>80.0</td>\n",
|
||
" <td>71.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>267.0</td>\n",
|
||
" <td>41.0</td>\n",
|
||
" <td>67.0</td>\n",
|
||
" <td>38.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Lazio</th>\n",
|
||
" <td>Lazio</td>\n",
|
||
" <td>20.0</td>\n",
|
||
" <td>54.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>69.0</td>\n",
|
||
" <td>67.0</td>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>282.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>53.0</td>\n",
|
||
" <td>55.5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Lecce</th>\n",
|
||
" <td>Lecce</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>46.7</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>88.0</td>\n",
|
||
" <td>78.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>295.0</td>\n",
|
||
" <td>67.0</td>\n",
|
||
" <td>73.0</td>\n",
|
||
" <td>47.9</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Milan</th>\n",
|
||
" <td>Milan</td>\n",
|
||
" <td>23.0</td>\n",
|
||
" <td>56.8</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>13.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>80.0</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>281.0</td>\n",
|
||
" <td>65.0</td>\n",
|
||
" <td>61.0</td>\n",
|
||
" <td>51.6</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Monza</th>\n",
|
||
" <td>Monza</td>\n",
|
||
" <td>23.0</td>\n",
|
||
" <td>54.2</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>65.0</td>\n",
|
||
" <td>68.0</td>\n",
|
||
" <td>11.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>281.0</td>\n",
|
||
" <td>74.0</td>\n",
|
||
" <td>56.0</td>\n",
|
||
" <td>56.9</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Napoli</th>\n",
|
||
" <td>Napoli</td>\n",
|
||
" <td>20.0</td>\n",
|
||
" <td>60.7</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>73.0</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>254.0</td>\n",
|
||
" <td>52.0</td>\n",
|
||
" <td>56.0</td>\n",
|
||
" <td>48.1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Roma</th>\n",
|
||
" <td>Roma</td>\n",
|
||
" <td>23.0</td>\n",
|
||
" <td>59.7</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>58.0</td>\n",
|
||
" <td>67.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>267.0</td>\n",
|
||
" <td>83.0</td>\n",
|
||
" <td>104.0</td>\n",
|
||
" <td>44.4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Salernitana</th>\n",
|
||
" <td>Salernitana</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>52.3</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>94.0</td>\n",
|
||
" <td>70.0</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>311.0</td>\n",
|
||
" <td>120.0</td>\n",
|
||
" <td>82.0</td>\n",
|
||
" <td>59.4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Sassuolo</th>\n",
|
||
" <td>Sassuolo</td>\n",
|
||
" <td>25.0</td>\n",
|
||
" <td>42.3</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>63.0</td>\n",
|
||
" <td>55.0</td>\n",
|
||
" <td>20.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>299.0</td>\n",
|
||
" <td>85.0</td>\n",
|
||
" <td>55.0</td>\n",
|
||
" <td>60.7</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Torino</th>\n",
|
||
" <td>Torino</td>\n",
|
||
" <td>23.0</td>\n",
|
||
" <td>49.2</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>61.0</td>\n",
|
||
" <td>64.0</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>302.0</td>\n",
|
||
" <td>93.0</td>\n",
|
||
" <td>82.0</td>\n",
|
||
" <td>53.1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Udinese</th>\n",
|
||
" <td>Udinese</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>46.2</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>65.0</td>\n",
|
||
" <td>74.0</td>\n",
|
||
" <td>11.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>297.0</td>\n",
|
||
" <td>68.0</td>\n",
|
||
" <td>101.0</td>\n",
|
||
" <td>40.2</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 24.0 50.5 6.0 \n",
|
||
"Bologna Bologna 23.0 54.7 6.0 \n",
|
||
"Cagliari Cagliari 22.0 38.2 6.0 \n",
|
||
"Empoli Empoli 28.0 45.3 6.0 \n",
|
||
"Fiorentina Fiorentina 24.0 57.2 6.0 \n",
|
||
"Frosinone Frosinone 24.0 49.2 6.0 \n",
|
||
"Genoa Genoa 22.0 34.3 6.0 \n",
|
||
"Verona Hellas Verona 22.0 45.2 6.0 \n",
|
||
"Inter Inter 22.0 53.2 6.0 \n",
|
||
"Juventus Juventus 22.0 50.3 6.0 \n",
|
||
"Lazio Lazio 20.0 54.0 6.0 \n",
|
||
"Lecce Lecce 22.0 46.7 6.0 \n",
|
||
"Milan Milan 23.0 56.8 6.0 \n",
|
||
"Monza Monza 23.0 54.2 6.0 \n",
|
||
"Napoli Napoli 20.0 60.7 6.0 \n",
|
||
"Roma Roma 23.0 59.7 6.0 \n",
|
||
"Salernitana Salernitana 22.0 52.3 6.0 \n",
|
||
"Sassuolo Sassuolo 25.0 42.3 6.0 \n",
|
||
"Torino Torino 23.0 49.2 6.0 \n",
|
||
"Udinese Udinese 24.0 46.2 6.0 \n",
|
||
"\n",
|
||
" team_games_starts team_minutes team_goals team_assists \\\n",
|
||
"team_idx \n",
|
||
"Atalanta 66.0 540.0 11.0 11.0 \n",
|
||
"Bologna 66.0 540.0 3.0 2.0 \n",
|
||
"Cagliari 66.0 540.0 2.0 2.0 \n",
|
||
"Empoli 66.0 540.0 1.0 1.0 \n",
|
||
"Fiorentina 66.0 540.0 12.0 9.0 \n",
|
||
"Frosinone 66.0 540.0 9.0 5.0 \n",
|
||
"Genoa 66.0 540.0 8.0 7.0 \n",
|
||
"Verona 66.0 540.0 4.0 2.0 \n",
|
||
"Inter 66.0 540.0 15.0 12.0 \n",
|
||
"Juventus 66.0 540.0 11.0 9.0 \n",
|
||
"Lazio 66.0 540.0 7.0 6.0 \n",
|
||
"Lecce 66.0 540.0 8.0 6.0 \n",
|
||
"Milan 66.0 540.0 13.0 8.0 \n",
|
||
"Monza 66.0 540.0 4.0 3.0 \n",
|
||
"Napoli 66.0 540.0 12.0 7.0 \n",
|
||
"Roma 66.0 540.0 12.0 9.0 \n",
|
||
"Salernitana 66.0 540.0 4.0 3.0 \n",
|
||
"Sassuolo 66.0 540.0 10.0 7.0 \n",
|
||
"Torino 66.0 540.0 6.0 4.0 \n",
|
||
"Udinese 66.0 540.0 2.0 2.0 \n",
|
||
"\n",
|
||
" team_pens_made team_pens_att ... vs_team_fouls \\\n",
|
||
"team_idx ... \n",
|
||
"Atalanta 0.0 0.0 ... 57.0 \n",
|
||
"Bologna 0.0 1.0 ... 71.0 \n",
|
||
"Cagliari 0.0 0.0 ... 50.0 \n",
|
||
"Empoli 0.0 0.0 ... 84.0 \n",
|
||
"Fiorentina 0.0 0.0 ... 75.0 \n",
|
||
"Frosinone 2.0 2.0 ... 73.0 \n",
|
||
"Genoa 0.0 0.0 ... 67.0 \n",
|
||
"Verona 0.0 0.0 ... 84.0 \n",
|
||
"Inter 2.0 2.0 ... 70.0 \n",
|
||
"Juventus 1.0 2.0 ... 80.0 \n",
|
||
"Lazio 1.0 1.0 ... 69.0 \n",
|
||
"Lecce 2.0 2.0 ... 88.0 \n",
|
||
"Milan 3.0 3.0 ... 80.0 \n",
|
||
"Monza 0.0 0.0 ... 65.0 \n",
|
||
"Napoli 2.0 4.0 ... 73.0 \n",
|
||
"Roma 1.0 1.0 ... 58.0 \n",
|
||
"Salernitana 0.0 0.0 ... 94.0 \n",
|
||
"Sassuolo 1.0 1.0 ... 63.0 \n",
|
||
"Torino 0.0 0.0 ... 61.0 \n",
|
||
"Udinese 0.0 0.0 ... 65.0 \n",
|
||
"\n",
|
||
" vs_team_fouled vs_team_offsides vs_team_pens_won \\\n",
|
||
"team_idx \n",
|
||
"Atalanta 74.0 4.0 0.0 \n",
|
||
"Bologna 70.0 16.0 0.0 \n",
|
||
"Cagliari 65.0 11.0 0.0 \n",
|
||
"Empoli 74.0 10.0 1.0 \n",
|
||
"Fiorentina 63.0 8.0 1.0 \n",
|
||
"Frosinone 54.0 15.0 0.0 \n",
|
||
"Genoa 60.0 12.0 0.0 \n",
|
||
"Verona 84.0 11.0 1.0 \n",
|
||
"Inter 64.0 9.0 0.0 \n",
|
||
"Juventus 71.0 6.0 0.0 \n",
|
||
"Lazio 67.0 10.0 0.0 \n",
|
||
"Lecce 78.0 5.0 0.0 \n",
|
||
"Milan 60.0 8.0 1.0 \n",
|
||
"Monza 68.0 11.0 2.0 \n",
|
||
"Napoli 60.0 9.0 1.0 \n",
|
||
"Roma 67.0 4.0 1.0 \n",
|
||
"Salernitana 70.0 12.0 0.0 \n",
|
||
"Sassuolo 55.0 20.0 2.0 \n",
|
||
"Torino 64.0 7.0 1.0 \n",
|
||
"Udinese 74.0 11.0 1.0 \n",
|
||
"\n",
|
||
" vs_team_pens_conceded vs_team_own_goals \\\n",
|
||
"team_idx \n",
|
||
"Atalanta 0.0 0.0 \n",
|
||
"Bologna 1.0 0.0 \n",
|
||
"Cagliari 0.0 0.0 \n",
|
||
"Empoli 0.0 0.0 \n",
|
||
"Fiorentina 0.0 0.0 \n",
|
||
"Frosinone 2.0 0.0 \n",
|
||
"Genoa 0.0 0.0 \n",
|
||
"Verona 0.0 0.0 \n",
|
||
"Inter 2.0 0.0 \n",
|
||
"Juventus 2.0 1.0 \n",
|
||
"Lazio 1.0 0.0 \n",
|
||
"Lecce 2.0 0.0 \n",
|
||
"Milan 3.0 0.0 \n",
|
||
"Monza 0.0 0.0 \n",
|
||
"Napoli 4.0 0.0 \n",
|
||
"Roma 1.0 1.0 \n",
|
||
"Salernitana 0.0 0.0 \n",
|
||
"Sassuolo 1.0 1.0 \n",
|
||
"Torino 0.0 0.0 \n",
|
||
"Udinese 0.0 0.0 \n",
|
||
"\n",
|
||
" vs_team_ball_recoveries vs_team_aerials_won \\\n",
|
||
"team_idx \n",
|
||
"Atalanta 347.0 97.0 \n",
|
||
"Bologna 292.0 47.0 \n",
|
||
"Cagliari 332.0 92.0 \n",
|
||
"Empoli 313.0 82.0 \n",
|
||
"Fiorentina 311.0 96.0 \n",
|
||
"Frosinone 325.0 79.0 \n",
|
||
"Genoa 295.0 66.0 \n",
|
||
"Verona 326.0 116.0 \n",
|
||
"Inter 248.0 46.0 \n",
|
||
"Juventus 267.0 41.0 \n",
|
||
"Lazio 282.0 66.0 \n",
|
||
"Lecce 295.0 67.0 \n",
|
||
"Milan 281.0 65.0 \n",
|
||
"Monza 281.0 74.0 \n",
|
||
"Napoli 254.0 52.0 \n",
|
||
"Roma 267.0 83.0 \n",
|
||
"Salernitana 311.0 120.0 \n",
|
||
"Sassuolo 299.0 85.0 \n",
|
||
"Torino 302.0 93.0 \n",
|
||
"Udinese 297.0 68.0 \n",
|
||
"\n",
|
||
" vs_team_aerials_lost vs_team_aerials_won_pct \n",
|
||
"team_idx \n",
|
||
"Atalanta 109.0 47.1 \n",
|
||
"Bologna 73.0 39.2 \n",
|
||
"Cagliari 71.0 56.4 \n",
|
||
"Empoli 60.0 57.7 \n",
|
||
"Fiorentina 75.0 56.1 \n",
|
||
"Frosinone 80.0 49.7 \n",
|
||
"Genoa 83.0 44.3 \n",
|
||
"Verona 117.0 49.8 \n",
|
||
"Inter 77.0 37.4 \n",
|
||
"Juventus 67.0 38.0 \n",
|
||
"Lazio 53.0 55.5 \n",
|
||
"Lecce 73.0 47.9 \n",
|
||
"Milan 61.0 51.6 \n",
|
||
"Monza 56.0 56.9 \n",
|
||
"Napoli 56.0 48.1 \n",
|
||
"Roma 104.0 44.4 \n",
|
||
"Salernitana 82.0 59.4 \n",
|
||
"Sassuolo 55.0 60.7 \n",
|
||
"Torino 82.0 53.1 \n",
|
||
"Udinese 101.0 40.2 \n",
|
||
"\n",
|
||
"[20 rows x 303 columns]"
|
||
]
|
||
},
|
||
"execution_count": 3,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"rcsv = pd.read_csv('fbref_data/teams.csv') \n",
|
||
"team = pd.DataFrame(rcsv)\n",
|
||
"\n",
|
||
"rcsv = pd.read_csv('fbref_data/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.loc[i, 'team_idx'] = team_data.loc[i, 'team_idx'].split(' ')[-1]\n",
|
||
"\n",
|
||
"team_data = team_data.set_index('team_idx')\n",
|
||
"\n",
|
||
"team_data\n",
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 4,
|
||
"id": "b6a3db98",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"team_data.to_excel('mid_outputs/team_data.xlsx')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "cc50dde9",
|
||
"metadata": {},
|
||
"source": [
|
||
"Load data generated from players_dataset_creation"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 5,
|
||
"id": "c34eb398",
|
||
"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>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>Sommer</th>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2428</td>\n",
|
||
" <td>P</td>\n",
|
||
" <td>Inter</td>\n",
|
||
" <td>Sommer</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>481</td>\n",
|
||
" <td>34-287</td>\n",
|
||
" <td>1988</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>20.5</td>\n",
|
||
" <td>27.3</td>\n",
|
||
" <td>59.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>8.5</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.33</td>\n",
|
||
" <td>9.6</td>\n",
|
||
" <td>5.833333</td>\n",
|
||
" <td>0.372678</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>484</td>\n",
|
||
" <td>33-165</td>\n",
|
||
" <td>1990</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>50.0</td>\n",
|
||
" <td>45.8</td>\n",
|
||
" <td>59.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.7</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.25</td>\n",
|
||
" <td>8.5</td>\n",
|
||
" <td>5.875000</td>\n",
|
||
" <td>1.138804</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Meret</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>572</td>\n",
|
||
" <td>P</td>\n",
|
||
" <td>Napoli</td>\n",
|
||
" <td>Meret</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>469</td>\n",
|
||
" <td>26-192</td>\n",
|
||
" <td>1997</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>20.5</td>\n",
|
||
" <td>53.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.9</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>1.33</td>\n",
|
||
" <td>17.2</td>\n",
|
||
" <td>5.833333</td>\n",
|
||
" <td>0.235702</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Provedel</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>2814</td>\n",
|
||
" <td>P</td>\n",
|
||
" <td>Lazio</td>\n",
|
||
" <td>Provedel</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>477</td>\n",
|
||
" <td>29-197</td>\n",
|
||
" <td>1994</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>27.6</td>\n",
|
||
" <td>32.3</td>\n",
|
||
" <td>63.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>4.8</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>1.17</td>\n",
|
||
" <td>16.0</td>\n",
|
||
" <td>6.416667</td>\n",
|
||
" <td>0.448764</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Maignan</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4312</td>\n",
|
||
" <td>P</td>\n",
|
||
" <td>Milan</td>\n",
|
||
" <td>Maignan</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>467</td>\n",
|
||
" <td>28-089</td>\n",
|
||
" <td>1995</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>60.9</td>\n",
|
||
" <td>47.0</td>\n",
|
||
" <td>52.0</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" <td>23.1</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>0.75</td>\n",
|
||
" <td>9.8</td>\n",
|
||
" <td>6.000000</td>\n",
|
||
" <td>0.000000</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>Shpendi S.</th>\n",
|
||
" <td>534</td>\n",
|
||
" <td>6395</td>\n",
|
||
" <td>A</td>\n",
|
||
" <td>Empoli</td>\n",
|
||
" <td>Shpendi</td>\n",
|
||
" <td>S</td>\n",
|
||
" <td>387</td>\n",
|
||
" <td>20-134</td>\n",
|
||
" <td>2003</td>\n",
|
||
" <td>5</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>5.875000</td>\n",
|
||
" <td>0.216506</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Burnete</th>\n",
|
||
" <td>535</td>\n",
|
||
" <td>6418</td>\n",
|
||
" <td>A</td>\n",
|
||
" <td>Lecce</td>\n",
|
||
" <td>Burnete</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>59</td>\n",
|
||
" <td>19-242</td>\n",
|
||
" <td>2004</td>\n",
|
||
" <td>1</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>6.211157</td>\n",
|
||
" <td>0.443859</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Corfitzen</th>\n",
|
||
" <td>536</td>\n",
|
||
" <td>6419</td>\n",
|
||
" <td>A</td>\n",
|
||
" <td>Lecce</td>\n",
|
||
" <td>Corfitzen</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>5.482051</td>\n",
|
||
" <td>0.490718</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Stewart</th>\n",
|
||
" <td>537</td>\n",
|
||
" <td>6427</td>\n",
|
||
" <td>A</td>\n",
|
||
" <td>Salernitana</td>\n",
|
||
" <td>Stewart</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>6.039974</td>\n",
|
||
" <td>0.448371</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Yildiz</th>\n",
|
||
" <td>538</td>\n",
|
||
" <td>6434</td>\n",
|
||
" <td>A</td>\n",
|
||
" <td>Juventus</td>\n",
|
||
" <td>Yildiz</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>5.601015</td>\n",
|
||
" <td>0.337620</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>539 rows × 160 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Unnamed: 0 id r team surname initial fb_ID \\\n",
|
||
"name \n",
|
||
"Sommer 0 2428 P Inter Sommer NaN 481 \n",
|
||
"Szczesny 1 453 P Juventus Szczesny NaN 484 \n",
|
||
"Meret 2 572 P Napoli Meret NaN 469 \n",
|
||
"Provedel 3 2814 P Lazio Provedel NaN 477 \n",
|
||
"Maignan 4 4312 P Milan Maignan NaN 467 \n",
|
||
"... ... ... .. ... ... ... ... \n",
|
||
"Shpendi S. 534 6395 A Empoli Shpendi S 387 \n",
|
||
"Burnete 535 6418 A Lecce Burnete NaN 59 \n",
|
||
"Corfitzen 536 6419 A Lecce Corfitzen NaN -1 \n",
|
||
"Stewart 537 6427 A Salernitana Stewart NaN -1 \n",
|
||
"Yildiz 538 6434 A Juventus Yildiz NaN -1 \n",
|
||
"\n",
|
||
" age birth_year games ... gk_pct_goal_kicks_launched \\\n",
|
||
"name ... \n",
|
||
"Sommer 34-287 1988 0 ... 20.5 \n",
|
||
"Szczesny 33-165 1990 0 ... 50.0 \n",
|
||
"Meret 26-192 1997 0 ... 0.0 \n",
|
||
"Provedel 29-197 1994 0 ... 27.6 \n",
|
||
"Maignan 28-089 1995 0 ... 60.9 \n",
|
||
"... ... ... ... ... ... \n",
|
||
"Shpendi S. 20-134 2003 5 ... 0.0 \n",
|
||
"Burnete 19-242 2004 1 ... 0.0 \n",
|
||
"Corfitzen 0 0 0 ... 0.0 \n",
|
||
"Stewart 0 0 0 ... 0.0 \n",
|
||
"Yildiz 0 0 0 ... 0.0 \n",
|
||
"\n",
|
||
" gk_goal_kick_length_avg gk_crosses gk_crosses_stopped \\\n",
|
||
"name \n",
|
||
"Sommer 27.3 59.0 5.0 \n",
|
||
"Szczesny 45.8 59.0 1.0 \n",
|
||
"Meret 20.5 53.0 1.0 \n",
|
||
"Provedel 32.3 63.0 3.0 \n",
|
||
"Maignan 47.0 52.0 12.0 \n",
|
||
"... ... ... ... \n",
|
||
"Shpendi S. 0.0 0.0 0.0 \n",
|
||
"Burnete 0.0 0.0 0.0 \n",
|
||
"Corfitzen 0.0 0.0 0.0 \n",
|
||
"Stewart 0.0 0.0 0.0 \n",
|
||
"Yildiz 0.0 0.0 0.0 \n",
|
||
"\n",
|
||
" gk_crosses_stopped_pct gk_def_actions_outside_pen_area \\\n",
|
||
"name \n",
|
||
"Sommer 8.5 2.0 \n",
|
||
"Szczesny 1.7 1.0 \n",
|
||
"Meret 1.9 8.0 \n",
|
||
"Provedel 4.8 7.0 \n",
|
||
"Maignan 23.1 3.0 \n",
|
||
"... ... ... \n",
|
||
"Shpendi S. 0.0 0.0 \n",
|
||
"Burnete 0.0 0.0 \n",
|
||
"Corfitzen 0.0 0.0 \n",
|
||
"Stewart 0.0 0.0 \n",
|
||
"Yildiz 0.0 0.0 \n",
|
||
"\n",
|
||
" gk_def_actions_outside_pen_area_per90 \\\n",
|
||
"name \n",
|
||
"Sommer 0.33 \n",
|
||
"Szczesny 0.25 \n",
|
||
"Meret 1.33 \n",
|
||
"Provedel 1.17 \n",
|
||
"Maignan 0.75 \n",
|
||
"... ... \n",
|
||
"Shpendi S. 0.00 \n",
|
||
"Burnete 0.00 \n",
|
||
"Corfitzen 0.00 \n",
|
||
"Stewart 0.00 \n",
|
||
"Yildiz 0.00 \n",
|
||
"\n",
|
||
" gk_avg_distance_def_actions vote_avg vote_std \n",
|
||
"name \n",
|
||
"Sommer 9.6 5.833333 0.372678 \n",
|
||
"Szczesny 8.5 5.875000 1.138804 \n",
|
||
"Meret 17.2 5.833333 0.235702 \n",
|
||
"Provedel 16.0 6.416667 0.448764 \n",
|
||
"Maignan 9.8 6.000000 0.000000 \n",
|
||
"... ... ... ... \n",
|
||
"Shpendi S. 0.0 5.875000 0.216506 \n",
|
||
"Burnete 0.0 6.211157 0.443859 \n",
|
||
"Corfitzen 0.0 5.482051 0.490718 \n",
|
||
"Stewart 0.0 6.039974 0.448371 \n",
|
||
"Yildiz 0.0 5.601015 0.337620 \n",
|
||
"\n",
|
||
"[539 rows x 160 columns]"
|
||
]
|
||
},
|
||
"execution_count": 5,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"rx = pd.read_excel('mid_outputs/players_stats.xlsx', index_col = 3) \n",
|
||
"players = pd.DataFrame(rx)\n",
|
||
"\n",
|
||
"players\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "ae37dfe3",
|
||
"metadata": {},
|
||
"source": [
|
||
"Function for merging match data (player, team, opponent team)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 6,
|
||
"id": "71c8804e",
|
||
"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": "markdown",
|
||
"id": "a6fdd15b",
|
||
"metadata": {},
|
||
"source": [
|
||
"Output to excel file data for a player. \n",
|
||
"\n",
|
||
"The file is copied and there the desired features are manually selected and printed."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"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>Barella</th>\n",
|
||
" <td>260</td>\n",
|
||
" <td>1870</td>\n",
|
||
" <td>C</td>\n",
|
||
" <td>Inter</td>\n",
|
||
" <td>Barella</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>25</td>\n",
|
||
" <td>26-235</td>\n",
|
||
" <td>1997</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>57.0</td>\n",
|
||
" <td>74.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>347.0</td>\n",
|
||
" <td>97.0</td>\n",
|
||
" <td>109.0</td>\n",
|
||
" <td>47.1</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 \\\n",
|
||
"Barella 260 1870 C Inter Barella NaN 25 26-235 \n",
|
||
"\n",
|
||
" birth_year games ... opp_vs_team_fouls opp_vs_team_fouled \\\n",
|
||
"Barella 1997 6 ... 57.0 74.0 \n",
|
||
"\n",
|
||
" opp_vs_team_offsides opp_vs_team_pens_won \\\n",
|
||
"Barella 4.0 0.0 \n",
|
||
"\n",
|
||
" opp_vs_team_pens_conceded opp_vs_team_own_goals \\\n",
|
||
"Barella 0.0 0.0 \n",
|
||
"\n",
|
||
" opp_vs_team_ball_recoveries opp_vs_team_aerials_won \\\n",
|
||
"Barella 347.0 97.0 \n",
|
||
"\n",
|
||
" opp_vs_team_aerials_lost opp_vs_team_aerials_won_pct \n",
|
||
"Barella 109.0 47.1 \n",
|
||
"\n",
|
||
"[1 rows x 766 columns]"
|
||
]
|
||
},
|
||
"execution_count": 7,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"test = player_match_data('Barella', 'Inter', 'Atalanta')\n",
|
||
"test.to_excel('tmp/playermatchdata.xlsx')\n",
|
||
"\n",
|
||
"test"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"id": "6b4c1b00",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Inter'"
|
||
]
|
||
},
|
||
"execution_count": 8,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"pteam = 'Inter'\n",
|
||
"pteam_stats = team_data.loc[[pteam]]\n",
|
||
"pteam_stats.index[0]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"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": 9,
|
||
"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": "markdown",
|
||
"id": "d4097382",
|
||
"metadata": {},
|
||
"source": [
|
||
"Define and select the dataset features: abs features and rel features.\n",
|
||
" \n",
|
||
"Rel features are divided by the player minutes played.\n",
|
||
"\n",
|
||
"Rel features (game corrected) are divided by the player number of games instead of minutes. \n",
|
||
"For example, a player who plays 20 minutes and scores, would be to match for stats averaging. It is better to consider the goals made per match."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"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": "markdown",
|
||
"id": "ced70285",
|
||
"metadata": {},
|
||
"source": [
|
||
"Function for merging match data (player, team, opponent team) and select only the desired features, applying the desired corrections."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"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": "markdown",
|
||
"id": "959bf152",
|
||
"metadata": {},
|
||
"source": [
|
||
"Columns variable for the match data, to be then added to votes data."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"id": "930d00c7",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
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||
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|
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|
||
" <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>Barella</th>\n",
|
||
" <td>C</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>391</td>\n",
|
||
" <td>14.3</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>85.9</td>\n",
|
||
" <td>66.7</td>\n",
|
||
" <td>53.2</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.012788</td>\n",
|
||
" <td>0.005115</td>\n",
|
||
" <td>0.007673</td>\n",
|
||
" <td>0.007673</td>\n",
|
||
" <td>0.005115</td>\n",
|
||
" <td>0.002558</td>\n",
|
||
" <td>0.534527</td>\n",
|
||
" <td>0.028133</td>\n",
|
||
" <td>0.02046</td>\n",
|
||
" <td>0.0</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 goals_per_shot \\\n",
|
||
"Barella C 6 5 391 14.3 0.0 \n",
|
||
"\n",
|
||
" goals_per_shot_on_target passes_pct aerials_won_pct \\\n",
|
||
"Barella 0.0 85.9 66.7 \n",
|
||
"\n",
|
||
" team_possession ... miscontrols dispossessed fouls fouled \\\n",
|
||
"Barella 53.2 ... 0.012788 0.005115 0.007673 0.007673 \n",
|
||
"\n",
|
||
" aerials_won aerials_lost carries progressive_carries \\\n",
|
||
"Barella 0.005115 0.002558 0.534527 0.028133 \n",
|
||
"\n",
|
||
" carries_into_final_third carries_into_penalty_area \n",
|
||
"Barella 0.02046 0.0 \n",
|
||
"\n",
|
||
"[1 rows x 112 columns]"
|
||
]
|
||
},
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"test = player_match_data_ext('Barella', 'Inter', 'Atalanta')\n",
|
||
"\n",
|
||
"add_columns = test.columns\n",
|
||
"\n",
|
||
"test"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "8d95c9ef",
|
||
"metadata": {},
|
||
"source": [
|
||
"Load Fantacalcio votes data for each match of the season."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"id": "3ae718d2",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" 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>Sassuolo</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>1</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Zappacosta</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>Sassuolo</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>2</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Djimsiti</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>Sassuolo</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>Kolasinac</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>Sassuolo</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>4</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Zortea</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>Sassuolo</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",
|
||
" <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>1726</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>Folorunsho</td>\n",
|
||
" <td>Verona</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0.5</td>\n",
|
||
" <td>5.5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1727</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>Suslov</td>\n",
|
||
" <td>Verona</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>1</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>1728</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>Bonazzoli</td>\n",
|
||
" <td>Verona</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>1</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>1729</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>Henry</td>\n",
|
||
" <td>Verona</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>1</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>1730</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>Ngonge</td>\n",
|
||
" <td>Verona</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0.5</td>\n",
|
||
" <td>4.5</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>1731 rows × 10 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" matchday player team oppteam home vote goals assists \\\n",
|
||
"0 1 Musso Atalanta Sassuolo 0 6.5 0 0 \n",
|
||
"1 1 Zappacosta Atalanta Sassuolo 0 6.5 0 0 \n",
|
||
"2 1 Djimsiti Atalanta Sassuolo 0 6.0 0 0 \n",
|
||
"3 1 Kolasinac Atalanta Sassuolo 0 6.5 0 0 \n",
|
||
"4 1 Zortea Atalanta Sassuolo 0 7.0 1 0 \n",
|
||
"... ... ... ... ... ... ... ... ... \n",
|
||
"1726 6 Folorunsho Verona Atalanta 1 6.0 0 0 \n",
|
||
"1727 6 Suslov Verona Atalanta 1 6.0 0 0 \n",
|
||
"1728 6 Bonazzoli Verona Atalanta 1 5.5 0 0 \n",
|
||
"1729 6 Henry Verona Atalanta 1 6.0 0 0 \n",
|
||
"1730 6 Ngonge Verona Atalanta 1 5.0 0 0 \n",
|
||
"\n",
|
||
" cards_malus fantavote \n",
|
||
"0 0.0 6.5 \n",
|
||
"1 0.0 6.5 \n",
|
||
"2 0.0 6.0 \n",
|
||
"3 0.0 6.5 \n",
|
||
"4 0.0 10.0 \n",
|
||
"... ... ... \n",
|
||
"1726 0.5 5.5 \n",
|
||
"1727 0.0 6.0 \n",
|
||
"1728 0.0 5.5 \n",
|
||
"1729 0.0 6.0 \n",
|
||
"1730 0.5 4.5 \n",
|
||
"\n",
|
||
"[1731 rows x 10 columns]"
|
||
]
|
||
},
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"votes = pd.read_excel('mid_outputs/players_votes.xlsx', index_col = 0)\n",
|
||
"votes"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "8cf677e4",
|
||
"metadata": {},
|
||
"source": [
|
||
"Merge votes data with match data for the player."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"id": "ec0bc56b",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"0\n",
|
||
"100\n",
|
||
"200\n",
|
||
"300\n",
|
||
"400\n",
|
||
"500\n",
|
||
"600\n",
|
||
"700\n",
|
||
"800\n",
|
||
"900\n",
|
||
"1000\n",
|
||
"1100\n",
|
||
"1200\n",
|
||
"1300\n",
|
||
"1400\n",
|
||
"1500\n",
|
||
"1600\n",
|
||
"1700\n"
|
||
]
|
||
}
|
||
],
|
||
"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": 15,
|
||
"id": "b292f9f9",
|
||
"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>0</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Musso</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>Sassuolo</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>0.000000</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>Zappacosta</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>Sassuolo</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>0.018349</td>\n",
|
||
" <td>0.009174</td>\n",
|
||
" <td>0.009174</td>\n",
|
||
" <td>0.015291</td>\n",
|
||
" <td>0.009174</td>\n",
|
||
" <td>0.015291</td>\n",
|
||
" <td>0.376147</td>\n",
|
||
" <td>0.033639</td>\n",
|
||
" <td>0.015291</td>\n",
|
||
" <td>0.012232</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Djimsiti</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>Sassuolo</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>0.004608</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.011521</td>\n",
|
||
" <td>0.002304</td>\n",
|
||
" <td>0.034562</td>\n",
|
||
" <td>0.020737</td>\n",
|
||
" <td>0.299539</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Kolasinac</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>Sassuolo</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>0.009276</td>\n",
|
||
" <td>0.001855</td>\n",
|
||
" <td>0.009276</td>\n",
|
||
" <td>0.014842</td>\n",
|
||
" <td>0.016698</td>\n",
|
||
" <td>0.022263</td>\n",
|
||
" <td>0.378479</td>\n",
|
||
" <td>0.014842</td>\n",
|
||
" <td>0.016698</td>\n",
|
||
" <td>0.001855</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Zortea</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>Sassuolo</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>0.000000</td>\n",
|
||
" <td>0.020833</td>\n",
|
||
" <td>0.031250</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.010417</td>\n",
|
||
" <td>0.447917</td>\n",
|
||
" <td>0.062500</td>\n",
|
||
" <td>0.041667</td>\n",
|
||
" <td>0.010417</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>1726</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>Folorunsho</td>\n",
|
||
" <td>Verona</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0.5</td>\n",
|
||
" <td>5.5</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.018219</td>\n",
|
||
" <td>0.008097</td>\n",
|
||
" <td>0.016194</td>\n",
|
||
" <td>0.030364</td>\n",
|
||
" <td>0.022267</td>\n",
|
||
" <td>0.044534</td>\n",
|
||
" <td>0.228745</td>\n",
|
||
" <td>0.010121</td>\n",
|
||
" <td>0.012146</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1727</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>Suslov</td>\n",
|
||
" <td>Verona</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>1</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>0.015152</td>\n",
|
||
" <td>0.030303</td>\n",
|
||
" <td>0.030303</td>\n",
|
||
" <td>0.030303</td>\n",
|
||
" <td>0.015152</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.287879</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.030303</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1728</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>Bonazzoli</td>\n",
|
||
" <td>Verona</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>1</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>0.048193</td>\n",
|
||
" <td>0.016064</td>\n",
|
||
" <td>0.008032</td>\n",
|
||
" <td>0.028112</td>\n",
|
||
" <td>0.012048</td>\n",
|
||
" <td>0.020080</td>\n",
|
||
" <td>0.289157</td>\n",
|
||
" <td>0.012048</td>\n",
|
||
" <td>0.016064</td>\n",
|
||
" <td>0.008032</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1729</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>Henry</td>\n",
|
||
" <td>Verona</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>1</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>0.055556</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.055556</td>\n",
|
||
" <td>0.055556</td>\n",
|
||
" <td>0.055556</td>\n",
|
||
" <td>0.111111</td>\n",
|
||
" <td>0.277778</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.055556</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1730</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>Ngonge</td>\n",
|
||
" <td>Verona</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0.5</td>\n",
|
||
" <td>4.5</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.030369</td>\n",
|
||
" <td>0.008677</td>\n",
|
||
" <td>0.028200</td>\n",
|
||
" <td>0.010846</td>\n",
|
||
" <td>0.023861</td>\n",
|
||
" <td>0.041215</td>\n",
|
||
" <td>0.221258</td>\n",
|
||
" <td>0.026030</td>\n",
|
||
" <td>0.013015</td>\n",
|
||
" <td>0.013015</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>1731 rows × 122 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" matchday player team oppteam home vote goals assists \\\n",
|
||
"0 1 Musso Atalanta Sassuolo 0 6.5 0 0 \n",
|
||
"1 1 Zappacosta Atalanta Sassuolo 0 6.5 0 0 \n",
|
||
"2 1 Djimsiti Atalanta Sassuolo 0 6.0 0 0 \n",
|
||
"3 1 Kolasinac Atalanta Sassuolo 0 6.5 0 0 \n",
|
||
"4 1 Zortea Atalanta Sassuolo 0 7.0 1 0 \n",
|
||
"... ... ... ... ... ... ... ... ... \n",
|
||
"1726 6 Folorunsho Verona Atalanta 1 6.0 0 0 \n",
|
||
"1727 6 Suslov Verona Atalanta 1 6.0 0 0 \n",
|
||
"1728 6 Bonazzoli Verona Atalanta 1 5.5 0 0 \n",
|
||
"1729 6 Henry Verona Atalanta 1 6.0 0 0 \n",
|
||
"1730 6 Ngonge Verona Atalanta 1 5.0 0 0 \n",
|
||
"\n",
|
||
" cards_malus fantavote ... miscontrols dispossessed fouls \\\n",
|
||
"0 0.0 6.5 ... 0.000000 0.000000 0.000000 \n",
|
||
"1 0.0 6.5 ... 0.018349 0.009174 0.009174 \n",
|
||
"2 0.0 6.0 ... 0.004608 0.000000 0.011521 \n",
|
||
"3 0.0 6.5 ... 0.009276 0.001855 0.009276 \n",
|
||
"4 0.0 10.0 ... 0.000000 0.020833 0.031250 \n",
|
||
"... ... ... ... ... ... ... \n",
|
||
"1726 0.5 5.5 ... 0.018219 0.008097 0.016194 \n",
|
||
"1727 0.0 6.0 ... 0.015152 0.030303 0.030303 \n",
|
||
"1728 0.0 5.5 ... 0.048193 0.016064 0.008032 \n",
|
||
"1729 0.0 6.0 ... 0.055556 0.000000 0.055556 \n",
|
||
"1730 0.5 4.5 ... 0.030369 0.008677 0.028200 \n",
|
||
"\n",
|
||
" fouled aerials_won aerials_lost carries progressive_carries \\\n",
|
||
"0 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
|
||
"1 0.015291 0.009174 0.015291 0.376147 0.033639 \n",
|
||
"2 0.002304 0.034562 0.020737 0.299539 0.000000 \n",
|
||
"3 0.014842 0.016698 0.022263 0.378479 0.014842 \n",
|
||
"4 0.000000 0.000000 0.010417 0.447917 0.062500 \n",
|
||
"... ... ... ... ... ... \n",
|
||
"1726 0.030364 0.022267 0.044534 0.228745 0.010121 \n",
|
||
"1727 0.030303 0.015152 0.000000 0.287879 0.000000 \n",
|
||
"1728 0.028112 0.012048 0.020080 0.289157 0.012048 \n",
|
||
"1729 0.055556 0.055556 0.111111 0.277778 0.000000 \n",
|
||
"1730 0.010846 0.023861 0.041215 0.221258 0.026030 \n",
|
||
"\n",
|
||
" carries_into_final_third carries_into_penalty_area \n",
|
||
"0 0.000000 0.000000 \n",
|
||
"1 0.015291 0.012232 \n",
|
||
"2 0.000000 0.000000 \n",
|
||
"3 0.016698 0.001855 \n",
|
||
"4 0.041667 0.010417 \n",
|
||
"... ... ... \n",
|
||
"1726 0.012146 0.000000 \n",
|
||
"1727 0.030303 0.000000 \n",
|
||
"1728 0.016064 0.008032 \n",
|
||
"1729 0.055556 0.000000 \n",
|
||
"1730 0.013015 0.013015 \n",
|
||
"\n",
|
||
"[1731 rows x 122 columns]"
|
||
]
|
||
},
|
||
"execution_count": 15,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"db"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "d237f87b",
|
||
"metadata": {},
|
||
"source": [
|
||
"Remove undesired database entries."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"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 existing players (by searching NaN values)\n",
|
||
"db = db.drop(db[db.xg != db.xg].index)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"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",
|
||
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|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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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>1</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Zappacosta</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>Sassuolo</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>0.018349</td>\n",
|
||
" <td>0.009174</td>\n",
|
||
" <td>0.009174</td>\n",
|
||
" <td>0.015291</td>\n",
|
||
" <td>0.009174</td>\n",
|
||
" <td>0.015291</td>\n",
|
||
" <td>0.376147</td>\n",
|
||
" <td>0.033639</td>\n",
|
||
" <td>0.015291</td>\n",
|
||
" <td>0.012232</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Djimsiti</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>Sassuolo</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>0.004608</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.011521</td>\n",
|
||
" <td>0.002304</td>\n",
|
||
" <td>0.034562</td>\n",
|
||
" <td>0.020737</td>\n",
|
||
" <td>0.299539</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Kolasinac</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>Sassuolo</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>0.009276</td>\n",
|
||
" <td>0.001855</td>\n",
|
||
" <td>0.009276</td>\n",
|
||
" <td>0.014842</td>\n",
|
||
" <td>0.016698</td>\n",
|
||
" <td>0.022263</td>\n",
|
||
" <td>0.378479</td>\n",
|
||
" <td>0.014842</td>\n",
|
||
" <td>0.016698</td>\n",
|
||
" <td>0.001855</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Zortea</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>Sassuolo</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>0.000000</td>\n",
|
||
" <td>0.020833</td>\n",
|
||
" <td>0.031250</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.010417</td>\n",
|
||
" <td>0.447917</td>\n",
|
||
" <td>0.062500</td>\n",
|
||
" <td>0.041667</td>\n",
|
||
" <td>0.010417</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Ruggeri</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>Sassuolo</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>6.5</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>7.5</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.010204</td>\n",
|
||
" <td>0.002041</td>\n",
|
||
" <td>0.014286</td>\n",
|
||
" <td>0.004082</td>\n",
|
||
" <td>0.010204</td>\n",
|
||
" <td>0.020408</td>\n",
|
||
" <td>0.357143</td>\n",
|
||
" <td>0.016327</td>\n",
|
||
" <td>0.014286</td>\n",
|
||
" <td>0.004082</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>1726</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>Folorunsho</td>\n",
|
||
" <td>Verona</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0.5</td>\n",
|
||
" <td>5.5</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.018219</td>\n",
|
||
" <td>0.008097</td>\n",
|
||
" <td>0.016194</td>\n",
|
||
" <td>0.030364</td>\n",
|
||
" <td>0.022267</td>\n",
|
||
" <td>0.044534</td>\n",
|
||
" <td>0.228745</td>\n",
|
||
" <td>0.010121</td>\n",
|
||
" <td>0.012146</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1727</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>Suslov</td>\n",
|
||
" <td>Verona</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>1</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>0.015152</td>\n",
|
||
" <td>0.030303</td>\n",
|
||
" <td>0.030303</td>\n",
|
||
" <td>0.030303</td>\n",
|
||
" <td>0.015152</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.287879</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.030303</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1728</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>Bonazzoli</td>\n",
|
||
" <td>Verona</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>1</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>0.048193</td>\n",
|
||
" <td>0.016064</td>\n",
|
||
" <td>0.008032</td>\n",
|
||
" <td>0.028112</td>\n",
|
||
" <td>0.012048</td>\n",
|
||
" <td>0.020080</td>\n",
|
||
" <td>0.289157</td>\n",
|
||
" <td>0.012048</td>\n",
|
||
" <td>0.016064</td>\n",
|
||
" <td>0.008032</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1729</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>Henry</td>\n",
|
||
" <td>Verona</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>1</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>0.055556</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.055556</td>\n",
|
||
" <td>0.055556</td>\n",
|
||
" <td>0.055556</td>\n",
|
||
" <td>0.111111</td>\n",
|
||
" <td>0.277778</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.055556</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1730</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>Ngonge</td>\n",
|
||
" <td>Verona</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0.5</td>\n",
|
||
" <td>4.5</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.030369</td>\n",
|
||
" <td>0.008677</td>\n",
|
||
" <td>0.028200</td>\n",
|
||
" <td>0.010846</td>\n",
|
||
" <td>0.023861</td>\n",
|
||
" <td>0.041215</td>\n",
|
||
" <td>0.221258</td>\n",
|
||
" <td>0.026030</td>\n",
|
||
" <td>0.013015</td>\n",
|
||
" <td>0.013015</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>1601 rows × 122 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" matchday player team oppteam home vote goals assists \\\n",
|
||
"1 1 Zappacosta Atalanta Sassuolo 0 6.5 0 0 \n",
|
||
"2 1 Djimsiti Atalanta Sassuolo 0 6.0 0 0 \n",
|
||
"3 1 Kolasinac Atalanta Sassuolo 0 6.5 0 0 \n",
|
||
"4 1 Zortea Atalanta Sassuolo 0 7.0 1 0 \n",
|
||
"5 1 Ruggeri Atalanta Sassuolo 0 6.5 0 1 \n",
|
||
"... ... ... ... ... ... ... ... ... \n",
|
||
"1726 6 Folorunsho Verona Atalanta 1 6.0 0 0 \n",
|
||
"1727 6 Suslov Verona Atalanta 1 6.0 0 0 \n",
|
||
"1728 6 Bonazzoli Verona Atalanta 1 5.5 0 0 \n",
|
||
"1729 6 Henry Verona Atalanta 1 6.0 0 0 \n",
|
||
"1730 6 Ngonge Verona Atalanta 1 5.0 0 0 \n",
|
||
"\n",
|
||
" cards_malus fantavote ... miscontrols dispossessed fouls \\\n",
|
||
"1 0.0 6.5 ... 0.018349 0.009174 0.009174 \n",
|
||
"2 0.0 6.0 ... 0.004608 0.000000 0.011521 \n",
|
||
"3 0.0 6.5 ... 0.009276 0.001855 0.009276 \n",
|
||
"4 0.0 10.0 ... 0.000000 0.020833 0.031250 \n",
|
||
"5 0.0 7.5 ... 0.010204 0.002041 0.014286 \n",
|
||
"... ... ... ... ... ... ... \n",
|
||
"1726 0.5 5.5 ... 0.018219 0.008097 0.016194 \n",
|
||
"1727 0.0 6.0 ... 0.015152 0.030303 0.030303 \n",
|
||
"1728 0.0 5.5 ... 0.048193 0.016064 0.008032 \n",
|
||
"1729 0.0 6.0 ... 0.055556 0.000000 0.055556 \n",
|
||
"1730 0.5 4.5 ... 0.030369 0.008677 0.028200 \n",
|
||
"\n",
|
||
" fouled aerials_won aerials_lost carries progressive_carries \\\n",
|
||
"1 0.015291 0.009174 0.015291 0.376147 0.033639 \n",
|
||
"2 0.002304 0.034562 0.020737 0.299539 0.000000 \n",
|
||
"3 0.014842 0.016698 0.022263 0.378479 0.014842 \n",
|
||
"4 0.000000 0.000000 0.010417 0.447917 0.062500 \n",
|
||
"5 0.004082 0.010204 0.020408 0.357143 0.016327 \n",
|
||
"... ... ... ... ... ... \n",
|
||
"1726 0.030364 0.022267 0.044534 0.228745 0.010121 \n",
|
||
"1727 0.030303 0.015152 0.000000 0.287879 0.000000 \n",
|
||
"1728 0.028112 0.012048 0.020080 0.289157 0.012048 \n",
|
||
"1729 0.055556 0.055556 0.111111 0.277778 0.000000 \n",
|
||
"1730 0.010846 0.023861 0.041215 0.221258 0.026030 \n",
|
||
"\n",
|
||
" carries_into_final_third carries_into_penalty_area \n",
|
||
"1 0.015291 0.012232 \n",
|
||
"2 0.000000 0.000000 \n",
|
||
"3 0.016698 0.001855 \n",
|
||
"4 0.041667 0.010417 \n",
|
||
"5 0.014286 0.004082 \n",
|
||
"... ... ... \n",
|
||
"1726 0.012146 0.000000 \n",
|
||
"1727 0.030303 0.000000 \n",
|
||
"1728 0.016064 0.008032 \n",
|
||
"1729 0.055556 0.000000 \n",
|
||
"1730 0.013015 0.013015 \n",
|
||
"\n",
|
||
"[1601 rows x 122 columns]"
|
||
]
|
||
},
|
||
"execution_count": 17,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"db"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "ab69d09e",
|
||
"metadata": {},
|
||
"source": [
|
||
"Save outfield players database to file."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"id": "df26c8e0",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"db.to_excel('mid_outputs/database_entries.xlsx')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "38b564d2",
|
||
"metadata": {},
|
||
"source": [
|
||
"Do the same process for goalkeepers, generating a different database."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"id": "4d06576a",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"0 - matchday\n",
|
||
"1 - player\n",
|
||
"2 - team\n",
|
||
"3 - oppteam\n",
|
||
"4 - home\n",
|
||
"5 - vote\n",
|
||
"6 - goals\n",
|
||
"7 - assists\n",
|
||
"8 - cards_malus\n",
|
||
"9 - fantavote\n",
|
||
"10 - r\n",
|
||
"11 - games\n",
|
||
"12 - games_starts\n",
|
||
"13 - minutes\n",
|
||
"14 - shots_on_target_pct\n",
|
||
"15 - goals_per_shot\n",
|
||
"16 - goals_per_shot_on_target\n",
|
||
"17 - passes_pct\n",
|
||
"18 - aerials_won_pct\n",
|
||
"19 - team_possession\n",
|
||
"20 - team_goals_assists_per90\n",
|
||
"21 - team_goals_pens_per90\n",
|
||
"22 - team_goals_assists_pens_per90\n",
|
||
"23 - team_xg_per90\n",
|
||
"24 - team_gk_goals_against_per90\n",
|
||
"25 - team_gk_save_pct\n",
|
||
"26 - team_gk_clean_sheets_pct\n",
|
||
"27 - team_passes_pct\n",
|
||
"28 - team_passes_pct_medium\n",
|
||
"29 - team_passes_pct_long\n",
|
||
"30 - team_sca_per90\n",
|
||
"31 - team_gca_per90\n",
|
||
"32 - team_aerials_won_pct\n",
|
||
"33 - vs_team_possession\n",
|
||
"34 - vs_team_goals_per90\n",
|
||
"35 - vs_team_assists_per90\n",
|
||
"36 - vs_team_xg_per90\n",
|
||
"37 - vs_team_gk_save_pct\n",
|
||
"38 - vs_team_gk_clean_sheets_pct\n",
|
||
"39 - vs_team_gk_pct_passes_launched\n",
|
||
"40 - vs_team_gk_crosses_stopped_pct\n",
|
||
"41 - vs_team_shots_on_target_per90\n",
|
||
"42 - vs_team_passes_pct\n",
|
||
"43 - vs_team_passes_pct_short\n",
|
||
"44 - vs_team_passes_pct_medium\n",
|
||
"45 - vs_team_passes_pct_long\n",
|
||
"46 - vs_team_sca_per90\n",
|
||
"47 - vs_team_gca_per90\n",
|
||
"48 - vs_team_aerials_won_pct\n",
|
||
"49 - opp_team_possession\n",
|
||
"50 - opp_team_goals_assists_per90\n",
|
||
"51 - opp_team_goals_pens_per90\n",
|
||
"52 - opp_team_goals_assists_pens_per90\n",
|
||
"53 - opp_team_xg_per90\n",
|
||
"54 - opp_team_gk_goals_against_per90\n",
|
||
"55 - opp_team_gk_save_pct\n",
|
||
"56 - opp_team_gk_clean_sheets_pct\n",
|
||
"57 - opp_team_passes_pct\n",
|
||
"58 - opp_team_passes_pct_medium\n",
|
||
"59 - opp_team_passes_pct_long\n",
|
||
"60 - opp_team_sca_per90\n",
|
||
"61 - opp_team_gca_per90\n",
|
||
"62 - opp_team_aerials_won_pct\n",
|
||
"63 - opp_vs_team_possession\n",
|
||
"64 - opp_vs_team_goals_per90\n",
|
||
"65 - opp_vs_team_assists_per90\n",
|
||
"66 - opp_vs_team_xg_per90\n",
|
||
"67 - opp_vs_team_gk_save_pct\n",
|
||
"68 - opp_vs_team_gk_clean_sheets_pct\n",
|
||
"69 - opp_vs_team_gk_pct_passes_launched\n",
|
||
"70 - opp_vs_team_gk_crosses_stopped_pct\n",
|
||
"71 - opp_vs_team_shots_on_target_per90\n",
|
||
"72 - opp_vs_team_passes_pct\n",
|
||
"73 - opp_vs_team_passes_pct_short\n",
|
||
"74 - opp_vs_team_passes_pct_medium\n",
|
||
"75 - opp_vs_team_passes_pct_long\n",
|
||
"76 - opp_vs_team_sca_per90\n",
|
||
"77 - opp_vs_team_gca_per90\n",
|
||
"78 - opp_vs_team_aerials_won_pct\n",
|
||
"79 - vote_avg\n",
|
||
"80 - vote_std\n",
|
||
"81 - goals\n",
|
||
"82 - assists\n",
|
||
"83 - cards_yellow\n",
|
||
"84 - cards_red\n",
|
||
"85 - xg\n",
|
||
"86 - npxg\n",
|
||
"87 - shots_on_target\n",
|
||
"88 - passes_completed\n",
|
||
"89 - passes_into_final_third\n",
|
||
"90 - passes_into_penalty_area\n",
|
||
"91 - progressive_passes\n",
|
||
"92 - passes_live\n",
|
||
"93 - passes_dead\n",
|
||
"94 - through_balls\n",
|
||
"95 - passes_switches\n",
|
||
"96 - crosses\n",
|
||
"97 - corner_kicks\n",
|
||
"98 - blocks\n",
|
||
"99 - blocked_shots\n",
|
||
"100 - blocked_passes\n",
|
||
"101 - interceptions\n",
|
||
"102 - clearances\n",
|
||
"103 - errors\n",
|
||
"104 - touches\n",
|
||
"105 - touches_def_pen_area\n",
|
||
"106 - touches_def_3rd\n",
|
||
"107 - touches_mid_3rd\n",
|
||
"108 - touches_att_3rd\n",
|
||
"109 - touches_att_pen_area\n",
|
||
"110 - touches_live_ball\n",
|
||
"111 - passes_received\n",
|
||
"112 - miscontrols\n",
|
||
"113 - dispossessed\n",
|
||
"114 - fouls\n",
|
||
"115 - fouled\n",
|
||
"116 - aerials_won\n",
|
||
"117 - aerials_lost\n",
|
||
"118 - carries\n",
|
||
"119 - progressive_carries\n",
|
||
"120 - carries_into_final_third\n",
|
||
"121 - carries_into_penalty_area\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"for i in range(db.columns.shape[0]):\n",
|
||
" print(str(i) + \" - \" + str(db.columns[i]))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"id": "01bb7413",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"['r',\n",
|
||
" 'fb_ID',\n",
|
||
" 'gk_games',\n",
|
||
" 'gk_games_starts',\n",
|
||
" 'gk_minutes',\n",
|
||
" 'gk_goals_against_per90',\n",
|
||
" 'gk_shots_on_target_against',\n",
|
||
" 'gk_saves',\n",
|
||
" 'gk_save_pct',\n",
|
||
" 'gk_clean_sheets_pct',\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_psxg_net_per90',\n",
|
||
" 'gk_passes_completed_launched',\n",
|
||
" 'gk_passes_launched',\n",
|
||
" 'gk_passes_pct_launched',\n",
|
||
" 'gk_passes',\n",
|
||
" 'gk_passes_throws',\n",
|
||
" 'gk_pct_passes_launched',\n",
|
||
" 'gk_passes_length_avg',\n",
|
||
" 'gk_goal_kicks',\n",
|
||
" 'gk_pct_goal_kicks_launched',\n",
|
||
" 'gk_goal_kick_length_avg',\n",
|
||
" 'gk_crosses',\n",
|
||
" 'gk_crosses_stopped',\n",
|
||
" 'gk_crosses_stopped_pct',\n",
|
||
" 'gk_def_actions_outside_pen_area',\n",
|
||
" 'gk_def_actions_outside_pen_area_per90',\n",
|
||
" 'gk_avg_distance_def_actions',\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": 20,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"rx = pd.read_excel('tmp/playermatchdata_sel_gk.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": 21,
|
||
"id": "02f961d8",
|
||
"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": 22,
|
||
"id": "5e3694a0",
|
||
"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": 23,
|
||
"id": "9b671646",
|
||
"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>4.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>360</td>\n",
|
||
" <td>1.5</td>\n",
|
||
" <td>66.7</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>-0.47</td>\n",
|
||
" <td>26.1</td>\n",
|
||
" <td>45.7</td>\n",
|
||
" <td>39.4</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>4.1</td>\n",
|
||
" <td>0.21</td>\n",
|
||
" <td>-1.9</td>\n",
|
||
" <td>18.0</td>\n",
|
||
" <td>69.0</td>\n",
|
||
" <td>127.0</td>\n",
|
||
" <td>14.0</td>\n",
|
||
" <td>42.0</td>\n",
|
||
" <td>73.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>1 rows × 92 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" gk_games gk_games_starts gk_minutes gk_goals_against_per90 \\\n",
|
||
"Consigli 4.0 4.0 360 1.5 \n",
|
||
"\n",
|
||
" gk_save_pct gk_clean_sheets_pct gk_psxg_net_per90 \\\n",
|
||
"Consigli 66.7 0.0 -0.47 \n",
|
||
"\n",
|
||
" gk_passes_pct_launched gk_pct_passes_launched \\\n",
|
||
"Consigli 26.1 45.7 \n",
|
||
"\n",
|
||
" gk_passes_length_avg ... gk_psxg \\\n",
|
||
"Consigli 39.4 ... 4.1 \n",
|
||
"\n",
|
||
" gk_psnpxg_per_shot_on_target_against gk_psxg_net \\\n",
|
||
"Consigli 0.21 -1.9 \n",
|
||
"\n",
|
||
" gk_passes_completed_launched gk_passes_launched gk_passes \\\n",
|
||
"Consigli 18.0 69.0 127.0 \n",
|
||
"\n",
|
||
" gk_passes_throws gk_goal_kicks gk_crosses gk_crosses_stopped \n",
|
||
"Consigli 14.0 42.0 73.0 4.0 \n",
|
||
"\n",
|
||
"[1 rows x 92 columns]"
|
||
]
|
||
},
|
||
"execution_count": 23,
|
||
"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": 24,
|
||
"id": "33f805a9",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"0\n",
|
||
"100\n",
|
||
"200\n",
|
||
"300\n",
|
||
"400\n",
|
||
"500\n",
|
||
"600\n",
|
||
"700\n",
|
||
"800\n",
|
||
"900\n",
|
||
"1000\n",
|
||
"1100\n",
|
||
"1200\n",
|
||
"1300\n",
|
||
"1400\n",
|
||
"1500\n",
|
||
"1600\n",
|
||
"1700\n"
|
||
]
|
||
}
|
||
],
|
||
"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": 25,
|
||
"id": "4d484846",
|
||
"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>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>0</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Musso</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>Sassuolo</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>2.1</td>\n",
|
||
" <td>0.21</td>\n",
|
||
" <td>0.1</td>\n",
|
||
" <td>14.0</td>\n",
|
||
" <td>48.0</td>\n",
|
||
" <td>119.0</td>\n",
|
||
" <td>25.0</td>\n",
|
||
" <td>28.0</td>\n",
|
||
" <td>43.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Zappacosta</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>Sassuolo</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>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Djimsiti</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>Sassuolo</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>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Kolasinac</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>Sassuolo</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>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Zortea</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>Sassuolo</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>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</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>1726</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>Folorunsho</td>\n",
|
||
" <td>Verona</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0.5</td>\n",
|
||
" <td>5.5</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1727</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>Suslov</td>\n",
|
||
" <td>Verona</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>1</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>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1728</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>Bonazzoli</td>\n",
|
||
" <td>Verona</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>1</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>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1729</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>Henry</td>\n",
|
||
" <td>Verona</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>1</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>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1730</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>Ngonge</td>\n",
|
||
" <td>Verona</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0.5</td>\n",
|
||
" <td>4.5</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>1731 rows × 102 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" matchday player team oppteam home vote goals assists \\\n",
|
||
"0 1 Musso Atalanta Sassuolo 0 6.5 0 0 \n",
|
||
"1 1 Zappacosta Atalanta Sassuolo 0 6.5 0 0 \n",
|
||
"2 1 Djimsiti Atalanta Sassuolo 0 6.0 0 0 \n",
|
||
"3 1 Kolasinac Atalanta Sassuolo 0 6.5 0 0 \n",
|
||
"4 1 Zortea Atalanta Sassuolo 0 7.0 1 0 \n",
|
||
"... ... ... ... ... ... ... ... ... \n",
|
||
"1726 6 Folorunsho Verona Atalanta 1 6.0 0 0 \n",
|
||
"1727 6 Suslov Verona Atalanta 1 6.0 0 0 \n",
|
||
"1728 6 Bonazzoli Verona Atalanta 1 5.5 0 0 \n",
|
||
"1729 6 Henry Verona Atalanta 1 6.0 0 0 \n",
|
||
"1730 6 Ngonge Verona Atalanta 1 5.0 0 0 \n",
|
||
"\n",
|
||
" cards_malus fantavote ... gk_psxg \\\n",
|
||
"0 0.0 6.5 ... 2.1 \n",
|
||
"1 0.0 6.5 ... NaN \n",
|
||
"2 0.0 6.0 ... NaN \n",
|
||
"3 0.0 6.5 ... NaN \n",
|
||
"4 0.0 10.0 ... NaN \n",
|
||
"... ... ... ... ... \n",
|
||
"1726 0.5 5.5 ... NaN \n",
|
||
"1727 0.0 6.0 ... NaN \n",
|
||
"1728 0.0 5.5 ... NaN \n",
|
||
"1729 0.0 6.0 ... NaN \n",
|
||
"1730 0.5 4.5 ... NaN \n",
|
||
"\n",
|
||
" gk_psnpxg_per_shot_on_target_against gk_psxg_net \\\n",
|
||
"0 0.21 0.1 \n",
|
||
"1 NaN NaN \n",
|
||
"2 NaN NaN \n",
|
||
"3 NaN NaN \n",
|
||
"4 NaN NaN \n",
|
||
"... ... ... \n",
|
||
"1726 NaN NaN \n",
|
||
"1727 NaN NaN \n",
|
||
"1728 NaN NaN \n",
|
||
"1729 NaN NaN \n",
|
||
"1730 NaN NaN \n",
|
||
"\n",
|
||
" gk_passes_completed_launched gk_passes_launched gk_passes \\\n",
|
||
"0 14.0 48.0 119.0 \n",
|
||
"1 NaN NaN NaN \n",
|
||
"2 NaN NaN NaN \n",
|
||
"3 NaN NaN NaN \n",
|
||
"4 NaN NaN NaN \n",
|
||
"... ... ... ... \n",
|
||
"1726 NaN NaN NaN \n",
|
||
"1727 NaN NaN NaN \n",
|
||
"1728 NaN NaN NaN \n",
|
||
"1729 NaN NaN NaN \n",
|
||
"1730 NaN NaN NaN \n",
|
||
"\n",
|
||
" gk_passes_throws gk_goal_kicks gk_crosses gk_crosses_stopped \n",
|
||
"0 25.0 28.0 43.0 4.0 \n",
|
||
"1 NaN NaN NaN NaN \n",
|
||
"2 NaN NaN NaN NaN \n",
|
||
"3 NaN NaN NaN NaN \n",
|
||
"4 NaN NaN NaN NaN \n",
|
||
"... ... ... ... ... \n",
|
||
"1726 NaN NaN NaN NaN \n",
|
||
"1727 NaN NaN NaN NaN \n",
|
||
"1728 NaN NaN NaN NaN \n",
|
||
"1729 NaN NaN NaN NaN \n",
|
||
"1730 NaN NaN NaN NaN \n",
|
||
"\n",
|
||
"[1731 rows x 102 columns]"
|
||
]
|
||
},
|
||
"execution_count": 25,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"db_gk"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 26,
|
||
"id": "adab3577",
|
||
"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": 27,
|
||
"id": "e7ae792d",
|
||
"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>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>0</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Musso</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>Sassuolo</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>2.100000</td>\n",
|
||
" <td>0.210000</td>\n",
|
||
" <td>0.1</td>\n",
|
||
" <td>14.000000</td>\n",
|
||
" <td>48.000000</td>\n",
|
||
" <td>119.0</td>\n",
|
||
" <td>25.000000</td>\n",
|
||
" <td>28.000000</td>\n",
|
||
" <td>43.000000</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>16</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Skorupski</td>\n",
|
||
" <td>Bologna</td>\n",
|
||
" <td>Milan</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>-2</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>4.200000</td>\n",
|
||
" <td>0.250000</td>\n",
|
||
" <td>0.2</td>\n",
|
||
" <td>28.000000</td>\n",
|
||
" <td>60.000000</td>\n",
|
||
" <td>159.0</td>\n",
|
||
" <td>25.000000</td>\n",
|
||
" <td>34.000000</td>\n",
|
||
" <td>89.000000</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>29</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Radunovic</td>\n",
|
||
" <td>Cagliari</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>8.700000</td>\n",
|
||
" <td>0.360000</td>\n",
|
||
" <td>-0.3</td>\n",
|
||
" <td>33.000000</td>\n",
|
||
" <td>80.000000</td>\n",
|
||
" <td>124.0</td>\n",
|
||
" <td>23.000000</td>\n",
|
||
" <td>57.000000</td>\n",
|
||
" <td>87.000000</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>44</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Caprile</td>\n",
|
||
" <td>Empoli</td>\n",
|
||
" <td>Verona</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>-1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>4.933333</td>\n",
|
||
" <td>0.203333</td>\n",
|
||
" <td>-1.4</td>\n",
|
||
" <td>8.666667</td>\n",
|
||
" <td>38.666667</td>\n",
|
||
" <td>83.0</td>\n",
|
||
" <td>17.666667</td>\n",
|
||
" <td>17.333333</td>\n",
|
||
" <td>36.666667</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>57</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Terracciano</td>\n",
|
||
" <td>Fiorentina</td>\n",
|
||
" <td>Genoa</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>-1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>4.100000</td>\n",
|
||
" <td>0.240000</td>\n",
|
||
" <td>0.1</td>\n",
|
||
" <td>28.000000</td>\n",
|
||
" <td>57.000000</td>\n",
|
||
" <td>151.0</td>\n",
|
||
" <td>14.000000</td>\n",
|
||
" <td>22.000000</td>\n",
|
||
" <td>44.000000</td>\n",
|
||
" <td>3.0</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>1657</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>Ochoa</td>\n",
|
||
" <td>Salernitana</td>\n",
|
||
" <td>Empoli</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>6.5</td>\n",
|
||
" <td>-1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>5.5</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>6.800000</td>\n",
|
||
" <td>0.220000</td>\n",
|
||
" <td>-3.2</td>\n",
|
||
" <td>20.000000</td>\n",
|
||
" <td>85.000000</td>\n",
|
||
" <td>160.0</td>\n",
|
||
" <td>22.000000</td>\n",
|
||
" <td>47.000000</td>\n",
|
||
" <td>88.000000</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1672</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>Consigli</td>\n",
|
||
" <td>Sassuolo</td>\n",
|
||
" <td>Inter</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>6.5</td>\n",
|
||
" <td>-1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>5.5</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>4.100000</td>\n",
|
||
" <td>0.210000</td>\n",
|
||
" <td>-1.9</td>\n",
|
||
" <td>18.000000</td>\n",
|
||
" <td>69.000000</td>\n",
|
||
" <td>127.0</td>\n",
|
||
" <td>14.000000</td>\n",
|
||
" <td>42.000000</td>\n",
|
||
" <td>73.000000</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1686</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>Milinkovic-Savic V.</td>\n",
|
||
" <td>Torino</td>\n",
|
||
" <td>Lazio</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>-2</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>5.800000</td>\n",
|
||
" <td>0.180000</td>\n",
|
||
" <td>-1.2</td>\n",
|
||
" <td>42.000000</td>\n",
|
||
" <td>117.000000</td>\n",
|
||
" <td>193.0</td>\n",
|
||
" <td>37.000000</td>\n",
|
||
" <td>50.000000</td>\n",
|
||
" <td>47.000000</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1700</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>Silvestri</td>\n",
|
||
" <td>Udinese</td>\n",
|
||
" <td>Napoli</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>5.5</td>\n",
|
||
" <td>-4</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.5</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>10.100000</td>\n",
|
||
" <td>0.370000</td>\n",
|
||
" <td>0.1</td>\n",
|
||
" <td>19.000000</td>\n",
|
||
" <td>50.000000</td>\n",
|
||
" <td>132.0</td>\n",
|
||
" <td>23.000000</td>\n",
|
||
" <td>45.000000</td>\n",
|
||
" <td>69.000000</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1716</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>Montipo'</td>\n",
|
||
" <td>Verona</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>-1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>6.700000</td>\n",
|
||
" <td>0.210000</td>\n",
|
||
" <td>0.7</td>\n",
|
||
" <td>55.000000</td>\n",
|
||
" <td>156.000000</td>\n",
|
||
" <td>183.0</td>\n",
|
||
" <td>16.000000</td>\n",
|
||
" <td>50.000000</td>\n",
|
||
" <td>72.000000</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>120 rows × 102 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" matchday player team oppteam home vote goals \\\n",
|
||
"0 1 Musso Atalanta Sassuolo 0 6.5 0 \n",
|
||
"16 1 Skorupski Bologna Milan 1 6.0 -2 \n",
|
||
"29 1 Radunovic Cagliari Torino 0 6.5 0 \n",
|
||
"44 1 Caprile Empoli Verona 1 5.0 -1 \n",
|
||
"57 1 Terracciano Fiorentina Genoa 0 6.0 -1 \n",
|
||
"... ... ... ... ... ... ... ... \n",
|
||
"1657 6 Ochoa Salernitana Empoli 0 6.5 -1 \n",
|
||
"1672 6 Consigli Sassuolo Inter 0 6.5 -1 \n",
|
||
"1686 6 Milinkovic-Savic V. Torino Lazio 0 6.0 -2 \n",
|
||
"1700 6 Silvestri Udinese Napoli 0 5.5 -4 \n",
|
||
"1716 6 Montipo' Verona Atalanta 1 6.0 -1 \n",
|
||
"\n",
|
||
" assists cards_malus fantavote ... gk_psxg \\\n",
|
||
"0 0 0.0 6.5 ... 2.100000 \n",
|
||
"16 0 0.0 4.0 ... 4.200000 \n",
|
||
"29 0 0.0 6.5 ... 8.700000 \n",
|
||
"44 0 0.0 4.0 ... 4.933333 \n",
|
||
"57 0 0.0 5.0 ... 4.100000 \n",
|
||
"... ... ... ... ... ... \n",
|
||
"1657 0 0.0 5.5 ... 6.800000 \n",
|
||
"1672 0 0.0 5.5 ... 4.100000 \n",
|
||
"1686 0 0.0 4.0 ... 5.800000 \n",
|
||
"1700 0 0.0 1.5 ... 10.100000 \n",
|
||
"1716 0 0.0 5.0 ... 6.700000 \n",
|
||
"\n",
|
||
" gk_psnpxg_per_shot_on_target_against gk_psxg_net \\\n",
|
||
"0 0.210000 0.1 \n",
|
||
"16 0.250000 0.2 \n",
|
||
"29 0.360000 -0.3 \n",
|
||
"44 0.203333 -1.4 \n",
|
||
"57 0.240000 0.1 \n",
|
||
"... ... ... \n",
|
||
"1657 0.220000 -3.2 \n",
|
||
"1672 0.210000 -1.9 \n",
|
||
"1686 0.180000 -1.2 \n",
|
||
"1700 0.370000 0.1 \n",
|
||
"1716 0.210000 0.7 \n",
|
||
"\n",
|
||
" gk_passes_completed_launched gk_passes_launched gk_passes \\\n",
|
||
"0 14.000000 48.000000 119.0 \n",
|
||
"16 28.000000 60.000000 159.0 \n",
|
||
"29 33.000000 80.000000 124.0 \n",
|
||
"44 8.666667 38.666667 83.0 \n",
|
||
"57 28.000000 57.000000 151.0 \n",
|
||
"... ... ... ... \n",
|
||
"1657 20.000000 85.000000 160.0 \n",
|
||
"1672 18.000000 69.000000 127.0 \n",
|
||
"1686 42.000000 117.000000 193.0 \n",
|
||
"1700 19.000000 50.000000 132.0 \n",
|
||
"1716 55.000000 156.000000 183.0 \n",
|
||
"\n",
|
||
" gk_passes_throws gk_goal_kicks gk_crosses gk_crosses_stopped \n",
|
||
"0 25.000000 28.000000 43.000000 4.0 \n",
|
||
"16 25.000000 34.000000 89.000000 3.0 \n",
|
||
"29 23.000000 57.000000 87.000000 5.0 \n",
|
||
"44 17.666667 17.333333 36.666667 2.0 \n",
|
||
"57 14.000000 22.000000 44.000000 3.0 \n",
|
||
"... ... ... ... ... \n",
|
||
"1657 22.000000 47.000000 88.000000 4.0 \n",
|
||
"1672 14.000000 42.000000 73.000000 4.0 \n",
|
||
"1686 37.000000 50.000000 47.000000 4.0 \n",
|
||
"1700 23.000000 45.000000 69.000000 1.0 \n",
|
||
"1716 16.000000 50.000000 72.000000 1.0 \n",
|
||
"\n",
|
||
"[120 rows x 102 columns]"
|
||
]
|
||
},
|
||
"execution_count": 27,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"db_gk"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "8dbb7476",
|
||
"metadata": {},
|
||
"source": [
|
||
"Save goalkeepers players database to file."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 28,
|
||
"id": "d8b8b6da",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"db_gk.to_excel('mid_outputs/database_entries_gk.xlsx')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 29,
|
||
"id": "54519b24",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"0 - matchday\n",
|
||
"1 - player\n",
|
||
"2 - team\n",
|
||
"3 - oppteam\n",
|
||
"4 - home\n",
|
||
"5 - vote\n",
|
||
"6 - goals\n",
|
||
"7 - assists\n",
|
||
"8 - cards_malus\n",
|
||
"9 - fantavote\n",
|
||
"10 - gk_games\n",
|
||
"11 - gk_games_starts\n",
|
||
"12 - gk_minutes\n",
|
||
"13 - gk_goals_against_per90\n",
|
||
"14 - gk_save_pct\n",
|
||
"15 - gk_clean_sheets_pct\n",
|
||
"16 - gk_psxg_net_per90\n",
|
||
"17 - gk_passes_pct_launched\n",
|
||
"18 - gk_pct_passes_launched\n",
|
||
"19 - gk_passes_length_avg\n",
|
||
"20 - gk_pct_goal_kicks_launched\n",
|
||
"21 - gk_goal_kick_length_avg\n",
|
||
"22 - gk_crosses_stopped_pct\n",
|
||
"23 - gk_def_actions_outside_pen_area_per90\n",
|
||
"24 - gk_avg_distance_def_actions\n",
|
||
"25 - team_possession\n",
|
||
"26 - team_goals_assists_per90\n",
|
||
"27 - team_goals_pens_per90\n",
|
||
"28 - team_goals_assists_pens_per90\n",
|
||
"29 - team_xg_per90\n",
|
||
"30 - team_gk_goals_against_per90\n",
|
||
"31 - team_gk_save_pct\n",
|
||
"32 - team_gk_clean_sheets_pct\n",
|
||
"33 - team_passes_pct\n",
|
||
"34 - team_passes_pct_medium\n",
|
||
"35 - team_passes_pct_long\n",
|
||
"36 - team_sca_per90\n",
|
||
"37 - team_gca_per90\n",
|
||
"38 - team_aerials_won_pct\n",
|
||
"39 - vs_team_possession\n",
|
||
"40 - vs_team_goals_per90\n",
|
||
"41 - vs_team_assists_per90\n",
|
||
"42 - vs_team_xg_per90\n",
|
||
"43 - vs_team_gk_save_pct\n",
|
||
"44 - vs_team_gk_clean_sheets_pct\n",
|
||
"45 - vs_team_gk_pct_passes_launched\n",
|
||
"46 - vs_team_gk_crosses_stopped_pct\n",
|
||
"47 - vs_team_shots_on_target_per90\n",
|
||
"48 - vs_team_passes_pct\n",
|
||
"49 - vs_team_passes_pct_short\n",
|
||
"50 - vs_team_passes_pct_medium\n",
|
||
"51 - vs_team_passes_pct_long\n",
|
||
"52 - vs_team_sca_per90\n",
|
||
"53 - vs_team_gca_per90\n",
|
||
"54 - vs_team_aerials_won_pct\n",
|
||
"55 - opp_team_possession\n",
|
||
"56 - opp_team_goals_assists_per90\n",
|
||
"57 - opp_team_goals_pens_per90\n",
|
||
"58 - opp_team_goals_assists_pens_per90\n",
|
||
"59 - opp_team_xg_per90\n",
|
||
"60 - opp_team_gk_goals_against_per90\n",
|
||
"61 - opp_team_gk_save_pct\n",
|
||
"62 - opp_team_gk_clean_sheets_pct\n",
|
||
"63 - opp_team_passes_pct\n",
|
||
"64 - opp_team_passes_pct_medium\n",
|
||
"65 - opp_team_passes_pct_long\n",
|
||
"66 - opp_team_sca_per90\n",
|
||
"67 - opp_team_gca_per90\n",
|
||
"68 - opp_team_aerials_won_pct\n",
|
||
"69 - opp_vs_team_possession\n",
|
||
"70 - opp_vs_team_goals_per90\n",
|
||
"71 - opp_vs_team_assists_per90\n",
|
||
"72 - opp_vs_team_xg_per90\n",
|
||
"73 - opp_vs_team_gk_save_pct\n",
|
||
"74 - opp_vs_team_gk_clean_sheets_pct\n",
|
||
"75 - opp_vs_team_gk_pct_passes_launched\n",
|
||
"76 - opp_vs_team_gk_crosses_stopped_pct\n",
|
||
"77 - opp_vs_team_shots_on_target_per90\n",
|
||
"78 - opp_vs_team_passes_pct\n",
|
||
"79 - opp_vs_team_passes_pct_short\n",
|
||
"80 - opp_vs_team_passes_pct_medium\n",
|
||
"81 - opp_vs_team_passes_pct_long\n",
|
||
"82 - opp_vs_team_sca_per90\n",
|
||
"83 - opp_vs_team_gca_per90\n",
|
||
"84 - opp_vs_team_aerials_won_pct\n",
|
||
"85 - vote_avg\n",
|
||
"86 - vote_std\n",
|
||
"87 - gk_shots_on_target_against\n",
|
||
"88 - gk_saves\n",
|
||
"89 - gk_free_kick_goals_against\n",
|
||
"90 - gk_corner_kick_goals_against\n",
|
||
"91 - gk_own_goals_against\n",
|
||
"92 - gk_psxg\n",
|
||
"93 - gk_psnpxg_per_shot_on_target_against\n",
|
||
"94 - gk_psxg_net\n",
|
||
"95 - gk_passes_completed_launched\n",
|
||
"96 - gk_passes_launched\n",
|
||
"97 - gk_passes\n",
|
||
"98 - gk_passes_throws\n",
|
||
"99 - gk_goal_kicks\n",
|
||
"100 - gk_crosses\n",
|
||
"101 - gk_crosses_stopped\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"for i in range(db_gk.columns.shape[0]):\n",
|
||
" print(str(i) + \" - \" + str(db_gk.columns[i]))"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3 (ipykernel)",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.9.13"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|