fantabeto/.ipynb_checkpoints/3b_players_dataset_creation_oldseasons-checkpoint.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "94545a88",
   "metadata": {},
   "source": [
    "players__dataset_creation code for past seasons\n",
    "\n",
    "Select the season in season variable, and repeat the code if needed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "b72a3c5e",
   "metadata": {},
   "outputs": [],
   "source": [
    "season = '2021'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "7c65df92",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "b2d7073e",
   "metadata": {},
   "outputs": [],
   "source": [
    "rcsv = pd.read_csv('fbref_data/season' + season + '/outfield_players.csv')   \n",
    "outfield_players = pd.DataFrame(rcsv)\n",
    "\n",
    "rcsv = pd.read_csv('fbref_data/season' + season + '/keepers_players.csv')   \n",
    "keeper_players = pd.DataFrame(rcsv)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "667970f6",
   "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>player</th>\n",
       "      <th>team</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Gennaro Acampora</td>\n",
       "      <td>Spezia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Francesco Acerbi</td>\n",
       "      <td>Lazio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Andrea Adorante</td>\n",
       "      <td>Parma</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Lucien Agoume</td>\n",
       "      <td>Spezia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Kevin Agudelo</td>\n",
       "      <td>Spezia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>665</th>\n",
       "      <td>Ciprian Tătărușanu</td>\n",
       "      <td>Milan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>666</th>\n",
       "      <td>Pietro Terracciano</td>\n",
       "      <td>Fiorentina</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>667</th>\n",
       "      <td>Samir Ujkani</td>\n",
       "      <td>Torino</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>668</th>\n",
       "      <td>Guglielmo Vicario</td>\n",
       "      <td>Cagliari</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>669</th>\n",
       "      <td>Jeroen Zoet</td>\n",
       "      <td>Spezia</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>670 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 player        team\n",
       "0      Gennaro Acampora      Spezia\n",
       "1      Francesco Acerbi       Lazio\n",
       "2       Andrea Adorante       Parma\n",
       "3         Lucien Agoume      Spezia\n",
       "4         Kevin Agudelo      Spezia\n",
       "..                  ...         ...\n",
       "665  Ciprian Tătărușanu       Milan\n",
       "666  Pietro Terracciano  Fiorentina\n",
       "667        Samir Ujkani      Torino\n",
       "668   Guglielmo Vicario    Cagliari\n",
       "669         Jeroen Zoet      Spezia\n",
       "\n",
       "[670 rows x 2 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "players = pd.concat(   [ outfield_players[['player', 'team']], keeper_players[['player', 'team']] ], axis = 0, ignore_index = True)\n",
    "\n",
    "players"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "e1e64596",
   "metadata": {},
   "outputs": [],
   "source": [
    "import unicodedata\n",
    "\n",
    "def normalize_name(input_str):\n",
    "    nfkd_form = unicodedata.normalize('NFKD', input_str)\n",
    "    only_ascii = nfkd_form.encode('ASCII', 'ignore')\n",
    "    return only_ascii.decode('utf-8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "3078d6f3",
   "metadata": {},
   "outputs": [],
   "source": [
    "players['surname'] = players['player']\n",
    "players['initial'] = players['player']\n",
    "\n",
    "for i in range(players.shape[0]):\n",
    "    players['surname'][i] = players['surname'][i].split(' ')[-1]\n",
    "    players['surname'][i] = normalize_name(players['surname'][i]).replace('\\'', '')\n",
    "    \n",
    "    \n",
    "    players['initial'][i] = players['player'][i][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "ffd6091c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                      player           surname\n",
      "0           Gennaro Acampora          Acampora\n",
      "1           Francesco Acerbi            Acerbi\n",
      "2            Andrea Adorante          Adorante\n",
      "3              Lucien Agoume            Agoume\n",
      "4              Kevin Agudelo           Agudelo\n",
      "5     Jean-Daniel Akpa-Akpro        Akpa-Akpro\n",
      "6               Luis Alberto           Alberto\n",
      "7                Bruno Alves             Alves\n",
      "8                Wisdom Amey              Amey\n",
      "9             Sofyan Amrabat           Amrabat\n",
      "10           Djavan Anderson          Anderson\n",
      "11           Nícolas Andrade           Andrade\n",
      "12   Davide Angelo Ghislandi         Ghislandi\n",
      "13            Philip Ankhrah           Ankhrah\n",
      "14          Cristian Ansaldi           Ansaldi\n",
      "15            Valentin Antov             Antov\n",
      "16             Nicolò Armini            Armini\n",
      "17             Tolgay Arslan            Arslan\n",
      "18            Kwadwo Asamoah           Asamoah\n",
      "19      Kristoffer Askildsen         Askildsen\n",
      "20               Emil Audero            Audero\n",
      "21           Tommaso Augello           Augello\n",
      "22                Kaan Ayhan             Ayhan\n",
      "23              Milan Badelj            Badelj\n",
      "24          Tiemoué Bakayoko          Bakayoko\n",
      "25               Keita Baldé             Balde\n",
      "26             Botond Balogh            Balogh\n",
      "27               Mattia Bani              Bani\n",
      "28               Mattia Bani              Bani\n",
      "29             Antonín Barák             Barak\n",
      "30            Federico Barba             Barba\n",
      "31            Nicolò Barella           Barella\n",
      "32           Antonio Barreca           Barreca\n",
      "33               Musa Barrow            Barrow\n",
      "34          Paolo Bartolomei        Bartolomei\n",
      "35           Daniele Baselli           Baselli\n",
      "36        Alessandro Bastoni           Bastoni\n",
      "37            Simone Bastoni           Bastoni\n",
      "38                    Bastos            Bastos\n",
      "39             Rodrigo Becão             Becao\n",
      "40             Valon Behrami           Behrami\n",
      "41            Andrea Belotti           Belotti\n",
      "42              Ahmad Benali            Benali\n",
      "43           Ismaël Bennacer          Bennacer\n",
      "44         Rodrigo Bentancur         Bentancur\n",
      "45        Alessandro Berardi           Berardi\n",
      "46          Domenico Berardi           Berardi\n",
      "47            Álex Berenguer         Berenguer\n",
      "48       Bartosz Bereszyński       Bereszynski\n",
      "49     Federico Bernardeschi      Bernardeschi\n",
      "50             Marco Bertini           Bertini\n",
      "51              Daniel Bessa             Bessa\n",
      "52         Cristiano Biraghi           Biraghi\n",
      "53           Davide Biraschi          Biraschi\n",
      "54              Jeremie Boga              Boga\n",
      "55       Giacomo Bonaventura       Bonaventura\n",
      "56        Federico Bonazzoli         Bonazzoli\n",
      "57        Federico Bonazzoli         Bonazzoli\n",
      "58            Kevin Bonifazi          Bonifazi\n",
      "59          Leonardo Bonucci           Bonucci\n",
      "60            Mehdi Bourabia          Bourabia\n",
      "61              Edoardo Bove              Bove\n",
      "62              Jayden Braaf             Braaf\n",
      "63            Gleison Bremer            Bremer\n",
      "64          Marcelo Brozović          Brozovic\n",
      "65            Gastón Brugman           Brugman\n",
      "66             Juan Brunetta          Brunetta\n",
      "67          Gianluigi Buffon            Buffon\n",
      "68     Alessandro Buongiorno        Buongiorno\n",
      "69               Maxime Busi              Busi\n",
      "70            Martín Cáceres           Caceres\n",
      "71            Felipe Caicedo           Caicedo\n",
      "72          Arturo Calabresi         Calabresi\n",
      "73          Arturo Calabresi         Calabresi\n",
      "74           Davide Calabria          Calabria\n",
      "75        Riccardo Calafiori         Calafiori\n",
      "76            Mattia Caldara           Caldara\n",
      "77            Luca Caldirola         Caldirola\n",
      "78          Hakan Çalhanoğlu        Calhanoglu\n",
      "79         Fabrizio Caligara          Caligara\n",
      "80             José Callejón          Callejon\n",
      "81             Drissa Camara            Camara\n",
      "82          Antonio Candreva          Candreva\n",
      "83           Elio Capradossi        Capradossi\n",
      "84          Gianluca Caprari           Caprari\n",
      "85          Francesco Caputo            Caputo\n",
      "86            Andrea Carboni           Carboni\n",
      "87             Giuseppe Caso              Caso\n",
      "88         Francesco Cassata           Cassata\n",
      "89           Samu Castillejo        Castillejo\n",
      "90       Gaetano Castrovilli       Castrovilli\n",
      "91            Danilo Cataldi           Cataldi\n",
      "92       Federico Ceccherini        Ceccherini\n",
      "93       Federico Ceccherini        Ceccherini\n",
      "94           Luca Ceppitelli        Ceppitelli\n",
      "95             Alberto Cerri             Cerri\n",
      "96             Julian Chabot            Chabot\n",
      "97         Giorgio Chiellini         Chiellini\n",
      "98           Federico Chiesa            Chiesa\n",
      "99           Federico Chiesa            Chiesa\n",
      "100           Vlad Chiricheș         Chiriches\n",
      "101            Luca Cigarini          Cigarini\n",
      "102           Antonio Cioffi            Cioffi\n",
      "103            Ebrima Colley            Colley\n",
      "104              Omar Colley            Colley\n",
      "105           Simone Colombi           Colombi\n",
      "106          Lorenzo Colombo           Colombo\n",
      "107          Andrea Consigli          Consigli\n",
      "108             Andrea Conti             Conti\n",
      "109             Andrea Conti             Conti\n",
      "110              Alex Cordaz            Cordaz\n",
      "111        Andreas Cornelius         Cornelius\n",
      "112           Joaquín Correa            Correa\n",
      "113            Félix Correia           Correia\n",
      "114            Douglas Costa             Costa\n",
      "115   Angelo da Costa Júnior            Junior\n",
      "116        Mamadou Coulibaly         Coulibaly\n",
      "117           Alessio Cragno            Cragno\n",
      "118              Gian Crespi            Crespi\n",
      "119        Domenico Criscito          Criscito\n",
      "120          Bryan Cristante         Cristante\n",
      "121        Giovanni Crociata          Crociata\n",
      "122            Juan Cuadrado          Cuadrado\n",
      "123           Giuseppe Cuomo             Cuomo\n",
      "124          Patrick Cutrone           Cutrone\n",
      "125            Wylan Cyprien           Cyprien\n",
      "126  Lennart-Marten Czyborra          Czyborra\n",
      "127        Danilo D'Ambrosio         DAmbrosio\n",
      "128               Bryan Dabo              Dabo\n",
      "129              Diogo Dalot             Dalot\n",
      "130         Mikkel Damsgaard         Damsgaard\n",
      "131                   Danilo            Danilo\n",
      "132             Andrea Danzi             Danzi\n",
      "133            Ebrima Darboe            Darboe\n",
      "134           Matteo Darmian           Darmian\n",
      "135           Matteo Darmian           Darmian\n",
      "136         Paweł Dawidowicz        Dawidowicz\n",
      "137        Sebastien De Maio              Maio\n",
      "138          Rodrigo De Paul              Paul\n",
      "139        Mattia De Sciglio           Sciglio\n",
      "140     Lorenzo De Silvestri         Silvestri\n",
      "141          Grégoire Defrel            Defrel\n",
      "142        Alessandro Deiola            Deiola\n",
      "143        Alessandro Deiola            Deiola\n",
      "144        Lorenzo Del Pinto             Pinto\n",
      "145       Cristian Dell'Orco          DellOrco\n",
      "146            Merih Demiral           Demiral\n",
      "147              Diego Demme             Demme\n",
      "148          Stefano Denswil           Denswil\n",
      "149            Fabio Depaoli           Depaoli\n",
      "150            Fabio Depaoli           Depaoli\n",
      "151            Fabio Depaoli           Depaoli\n",
      "152         Kastriot Dermaku           Dermaku\n",
      "153           Kiril Despodov          Despodov\n",
      "154            Mattia Destro            Destro\n",
      "155          Gerard Deulofeu          Deulofeu\n",
      "156              Jacopo Dezi              Dezi\n",
      "157        Samuel Di Carmine           Carmine\n",
      "158        Samuel Di Carmine           Carmine\n",
      "159      Giovanni Di Lorenzo           Lorenzo\n",
      "160      Alessandro Di Pardo             Pardo\n",
      "161        Giuseppe Di Serio             Serio\n",
      "162              Amad Diallo            Diallo\n",
      "163            Amadou Diambo            Diambo\n",
      "164           Amadou Diawara           Diawara\n",
      "165              Brahim Díaz              Diaz\n",
      "166             Daan Dierckx           Dierckx\n",
      "167           Mitchell Dijks             Dijks\n",
      "168         Federico Dimarco           Dimarco\n",
      "169             Koffi Djidji            Djidji\n",
      "170           Berat Djimsiti          Djimsiti\n",
      "171        Nicolás Domínguez         Dominguez\n",
      "172     Gianluigi Donnarumma        Donnarumma\n",
      "173     Bartłomiej Drągowski         Dragowski\n",
      "174             Denis Drăguș            Dragus\n",
      "175            Radu Drăgușin          Dragusin\n",
      "176               Léo Duarte            Duarte\n",
      "177            Alfred Duncan            Duncan\n",
      "178            Alfred Duncan            Duncan\n",
      "179             Paulo Dybala            Dybala\n",
      "180               Edin Džeko             Dzeko\n",
      "181      Steeve-Mike Ebongue           Ebongue\n",
      "182             Simone Edera             Edera\n",
      "183              Albin Ekdal             Ekdal\n",
      "184               Elif Elmas             Elmas\n",
      "185            Alan Empereur          Empereur\n",
      "186        Christian Eriksen           Eriksen\n",
      "187             Martin Erlic             Erlic\n",
      "188        Gonzalo Escalante         Escalante\n",
      "189           Nahuel Estévez           Estevez\n",
      "190        Valentin Eysseric          Eysseric\n",
      "191           Nicolò Fagioli           Fagioli\n",
      "192              Iago Falque            Falque\n",
      "193  Andri Fannar Baldursson        Baldursson\n",
      "194             Paolo Faragò            Farago\n",
      "195             Paolo Faragò            Farago\n",
      "196           Davide Faraoni           Faraoni\n",
      "197            Mohamed Fares             Fares\n",
      "198             Diego Farias            Farias\n",
      "199           Andrea Favilli           Favilli\n",
      "200           Federico Fazio             Fazio\n",
      "201              Luiz Felipe            Felipe\n",
      "202             Alex Ferrari           Ferrari\n",
      "203          Salvador Ferrer            Ferrer\n",
      "204              Marco Festa             Festa\n",
      "205      Fernando Forestieri        Forestieri\n",
      "206              Daam Foulon            Foulon\n",
      "207        Gianluca Frabotta          Frabotta\n",
      "208             Remo Freuler           Freuler\n",
      "209            Daniel Fuzato            Fuzato\n",
      "210            Matteo Gabbia            Gabbia\n",
      "211        Manolo Gabbiadini        Gabbiadini\n",
      "212      Roberto Gagliardini       Gagliardini\n",
      "213        Riccardo Gagliolo          Gagliolo\n",
      "214             Adolfo Gaich             Gaich\n",
      "215         Andrey Galabinov         Galabinov\n",
      "216         Manuel Gasparini         Gasparini\n",
      "217                 Gervinho          Gervinho\n",
      "218          Paolo Ghiglione         Ghiglione\n",
      "219           Faouzi Ghoulam           Ghoulam\n",
      "220               Kamil Glik              Glik\n",
      "221              Diego Godín             Godin\n",
      "222               Amer Gojak             Gojak\n",
      "223        Edoardo Goldaniga         Goldaniga\n",
      "224         Vladimir Golemić           Golemic\n",
      "225        Pierluigi Gollini           Gollini\n",
      "226          Tomislav Gomelt            Gomelt\n",
      "227               Papu Gómez             Gomez\n",
      "228             Robin Gosens            Gosens\n",
      "229           Alberto Grassi            Grassi\n",
      "230             Koray Günter            Gunter\n",
      "231             Manu Gyabuaa           Gyabuaa\n",
      "232           Emmanuel Gyasi             Gyasi\n",
      "233            Achraf Hakimi            Hakimi\n",
      "234         Samir Handanović        Handanovic\n",
      "235           Lukáš Haraslín          Haraslin\n",
      "236            Hans Hateboer          Hateboer\n",
      "237         Eduardo Henrique          Henrique\n",
      "238           Theo Hernández         Hernandez\n",
      "239                  Hernani           Hernani\n",
      "240         Përparim Hetemaj           Hetemaj\n",
      "241             Aaron Hickey            Hickey\n",
      "242             Wesley Hoedt             Hoedt\n",
      "243             Elseid Hysaj             Hysaj\n",
      "244          Simone Iacoponi          Iacoponi\n",
      "245             Roger Ibanez            Ibanez\n",
      "246       Zlatan Ibrahimović       Ibrahimovic\n",
      "247                     Igor              Igor\n",
      "248                Ivan Ilić              Ilic\n",
      "249             Josip Iličić            Ilicic\n",
      "250            Ciro Immobile          Immobile\n",
      "251         Riccardo Improta           Improta\n",
      "252          Roberto Inglese           Inglese\n",
      "253          Lorenzo Insigne           Insigne\n",
      "254          Roberto Insigne           Insigne\n",
      "255             Artur Ioniță            Ionita\n",
      "256           Ardian Ismajli           Ismajli\n",
      "257             Armando Izzo              Izzo\n",
      "258              Mato Jajalo            Jajalo\n",
      "259             Jakub Jankto            Jankto\n",
      "260               Juan Jesus             Jesus\n",
      "261      Hamed Junior Traorè            Traore\n",
      "262              Musa Juwara            Juwara\n",
      "263           Nikola Kalinić           Kalinic\n",
      "264             Yayah Kallon            Kallon\n",
      "265            Pierre Kalulu            Kalulu\n",
      "266             Yann Karamoh           Karamoh\n",
      "267           Isaac Karamoko          Karamoko\n",
      "268          Augustus Kargbo            Kargbo\n",
      "269            Rick Karsdorp          Karsdorp\n",
      "270            Franck Kessié            Kessie\n",
      "271            Omar Khailoti          Khailoti\n",
      "272               Simon Kjær               Kjr\n",
      "273            Ragnar Klavan            Klavan\n",
      "274          Justin Kluivert          Kluivert\n",
      "275        Aleksandr Kokorin           Kokorin\n",
      "276       Aleksandar Kolarov           Kolarov\n",
      "277         Márk Kosznovszky       Kosznovszky\n",
      "278         Christian Kouamé            Kouame\n",
      "279        Kalidou Koulibaly         Koulibaly\n",
      "280         Viktor Kovalenko         Kovalenko\n",
      "281              Rade Krunić            Krunic\n",
      "282              Juraj Kucka             Kucka\n",
      "283         Dejan Kulusevski        Kulusevski\n",
      "284          Marash Kumbulla          Kumbulla\n",
      "285            Jasmin Kurtić            Kurtic\n",
      "286    Giorgos Kyriakopoulos     Kyriakopoulos\n",
      "287       Antonino La Gumina            Gumina\n",
      "288              Sam Lammers           Lammers\n",
      "289        Gianluca Lapadula          Lapadula\n",
      "290        Danilo Larangeira        Larangeira\n",
      "291            Kevin Lasagna           Lasagna\n",
      "292            Kevin Lasagna           Lasagna\n",
      "293          Vincent Laurini           Laurini\n",
      "294            Darko Lazović           Lazovic\n",
      "295           Manuel Lazzari           Lazzari\n",
      "296              Rafael Leão              Leao\n",
      "297              Lucas Leiva             Leiva\n",
      "298            Lukas Lerager           Lerager\n",
      "299              Mehdi Léris             Leris\n",
      "300             Karlo Letica            Letica\n",
      "301          Gaetano Letizia           Letizia\n",
      "302         Matthijs de Ligt              Ligt\n",
      "303            Karol Linetty           Linetty\n",
      "304               Pol Lirola            Lirola\n",
      "305        Fernando Llorente          Llorente\n",
      "306        Fernando Llorente          Llorente\n",
      "307        Stanislav Lobotka           Lobotka\n",
      "308         Manuel Locatelli         Locatelli\n",
      "309             Maxime Lopez             Lopez\n",
      "310                Pau López             Lopez\n",
      "311            Matteo Lovato            Lovato\n",
      "312           Hirving Lozano            Lozano\n",
      "313       José Luis Palomino          Palomino\n",
      "314            Romelu Lukaku            Lukaku\n",
      "315               Saša Lukić             Lukic\n",
      "316              Senad Lulić             Lulic\n",
      "317       Sebastiano Luperto           Luperto\n",
      "318                   Lyanco            Lyanco\n",
      "319  Charalambos Lykogiannis       Lykogiannis\n",
      "320        Lisandro Magallán          Magallan\n",
      "321         Christian Maggio            Maggio\n",
      "322          Giulio Maggiore          Maggiore\n",
      "323     Francesco Magnanelli        Magnanelli\n",
      "324      Giangiacomo Magnani           Magnani\n",
      "325      Jean-Victor Makengo           Makengo\n",
      "326        Nikola Maksimović        Maksimovic\n",
      "327            Kévin Malcuit           Malcuit\n",
      "328            Kévin Malcuit           Malcuit\n",
      "329           Daniel Maldini           Maldini\n",
      "330       Ruslan Malinovskyi       Malinovskyi\n",
      "331               Dennis Man               Man\n",
      "332         Gianluca Mancini           Mancini\n",
      "333       Rolando Mandragora        Mandragora\n",
      "334       Rolando Mandragora        Mandragora\n",
      "335          Mario Mandžukić         Mandzukic\n",
      "336       Niccolò Manfredini        Manfredini\n",
      "337           Kostas Manolas           Manolas\n",
      "338        Juan Manuel Ramos             Ramos\n",
      "339       Federico Marchetti         Marchetti\n",
      "340       Riccardo Marchizza         Marchizza\n",
      "341       Gian Marco Ferrari           Ferrari\n",
      "342             Răzvan Marin             Marin\n",
      "343                   Marlon            Marlon\n",
      "344             Luca Marrone           Marrone\n",
      "345         Lautaro Martínez          Martinez\n",
      "346    Lucas Martínez Quarta            Quarta\n",
      "347             Adam Marušić           Marusic\n",
      "348          Andrea Masiello          Masiello\n",
      "349         Giuseppe Mastinu           Mastinu\n",
      "350              Ryder Matos             Matos\n",
      "351       Federico Mattiello         Mattiello\n",
      "352            Borja Mayoral           Mayoral\n",
      "353         Antonio Mazzotta          Mazzotta\n",
      "354           Ibrahima Mbaye             Mbaye\n",
      "355          Weston McKennie          McKennie\n",
      "356               Gary Medel             Medel\n",
      "357           Soualiho Meïté             Meite\n",
      "358           Soualiho Meïté             Meite\n",
      "359         Filippo Melegoni          Melegoni\n",
      "360              Arthur Melo              Melo\n",
      "361               Alex Meret             Meret\n",
      "362      Yıldırım Mert Çetin             Cetin\n",
      "363            Dries Mertens           Mertens\n",
      "364           Junior Messias           Messias\n",
      "365              Petar Mićin             Micin\n",
      "366         Valentin Mihaila           Mihaila\n",
      "367        Nikola Milenković        Milenkovic\n",
      "368  Sergej Milinković-Savić  Milinkovic-Savic\n",
      "369   Vanja Milinković-Savić  Milinkovic-Savic\n",
      "370         Vincenzo Millico           Millico\n",
      "371        Aleksei Miranchuk         Miranchuk\n",
      "372          Antonio Mirante           Mirante\n",
      "373       Henrikh Mkhitaryan        Mkhitaryan\n",
      "374             Johan Mojica            Mojica\n",
      "375            Nahuel Molina            Molina\n",
      "376         Salvatore Molina            Molina\n",
      "377         Gabriele Moncini           Moncini\n",
      "378        Cristóbal Montiel           Montiel\n",
      "379          Lorenzo Montipò           Montipo\n",
      "380                Luca Mora              Mora\n",
      "381            Álvaro Morata            Morata\n",
      "382                Raúl Moro              Moro\n",
      "383              Mert Müldür            Muldur\n",
      "384              Luis Muriel            Muriel\n",
      "385             Vedat Muriqi            Muriqi\n",
      "386             Nicola Murru             Murru\n",
      "387          Mateo Musacchio         Musacchio\n",
      "388          Mateo Musacchio         Musacchio\n",
      "389               Juan Musso             Musso\n",
      "390             Joakim Mæhle              Mhle\n",
      "391         Radja Nainggolan        Nainggolan\n",
      "392         Radja Nainggolan        Nainggolan\n",
      "393           Nahitan Nández            Nandez\n",
      "394        Ilija Nestorovski       Nestorovski\n",
      "395          Nicolas Nkoulou           Nkoulou\n",
      "396            Bram Nuytinck          Nuytinck\n",
      "397           Simeon Nwankwo           Nwankwo\n",
      "398             M'Bala Nzola             Nzola\n",
      "399             Pedro Obiang            Obiang\n",
      "400              Brian Oddei             Oddei\n",
      "401            Stefano Okaka             Okaka\n",
      "402          Christian Oliva             Oliva\n",
      "403      Maximiliano Olivera           Olivera\n",
      "404           Jérôme Onguéné           Onguene\n",
      "405        Riccardo Orsolini          Orsolini\n",
      "406           Victor Osimhen           Osimhen\n",
      "407            Yordan Osorio            Osorio\n",
      "408             David Ospina            Ospina\n",
      "409               Adam Ounas             Ounas\n",
      "410               Adam Ounas             Ounas\n",
      "411           Thomas Ouwejan           Ouwejan\n",
      "412          Daniele Padelli           Padelli\n",
      "413          Mattia Pagliuca          Pagliuca\n",
      "414          Rodrigo Palacio           Palacio\n",
      "415          Alberto Paleari           Paleari\n",
      "416          Antonio Palumbo           Palumbo\n",
      "417           Martin Palumbo           Palumbo\n",
      "418             Goran Pandev            Pandev\n",
      "419              Ivor Pandur            Pandur\n",
      "420        Vittorio Parigini          Parigini\n",
      "421             Marco Parolo            Parolo\n",
      "422            Mario Pašalić           Pasalic\n",
      "423        Christian Pastina           Pastina\n",
      "424           Javier Pastore           Pastore\n",
      "425                   Patric            Patric\n",
      "426       Leonardo Pavoletti         Pavoletti\n",
      "427               Nehuén Paz               Paz\n",
      "428                    Pedro             Pedro\n",
      "429               João Pedro             Pedro\n",
      "430          Gianluca Pegolo            Pegolo\n",
      "431           Graziano Pellè             Pelle\n",
      "432       Lorenzo Pellegrini        Pellegrini\n",
      "433          Luca Pellegrini        Pellegrini\n",
      "434          Federico Peluso            Peluso\n",
      "435          Andreas Pereira           Pereira\n",
      "436            Pedro Pereira           Pereira\n",
      "437           Gastón Pereiro           Pereiro\n",
      "438              Bruno Peres             Peres\n",
      "439          Roberto Pereyra           Pereyra\n",
      "440             Carles Pérez             Perez\n",
      "441             Mattia Perin             Perin\n",
      "442             Ivan Perišić           Perisic\n",
      "443           Matteo Pessina           Pessina\n",
      "444           Andrea Petagna           Petagna\n",
      "445       Jacopo Petriccione       Petriccione\n",
      "446        Jens Petter Hauge             Hauge\n",
      "447          Germán Pezzella          Pezzella\n",
      "448        Giuseppe Pezzella          Pezzella\n",
      "449        Cristiano Piccini           Piccini\n",
      "450          Roberto Piccoli           Piccoli\n",
      "451         Andrea Pinamonti         Pinamonti\n",
      "452          Carlo Pinsoglio         Pinsoglio\n",
      "453           Fabio Pisacane          Pisacane\n",
      "454              Marko Pjaca             Pjaca\n",
      "455           Tommaso Pobega            Pobega\n",
      "456              Andrea Poli              Poli\n",
      "457          Matteo Politano          Politano\n",
      "458         Manolo Portanova         Portanova\n",
      "459         Manolo Portanova         Portanova\n",
      "460            Ivan Provedel          Provedel\n",
      "461             Erick Pulgar            Pulgar\n",
      "462         Ignacio Pussetto          Pussetto\n",
      "463       Fabio Quagliarella      Quagliarella\n",
      "464             Simone Rabbi             Rabbi\n",
      "465            Adrien Rabiot            Rabiot\n",
      "466         Ivan Radovanović       Radovanovic\n",
      "467               Ionuț Radu              Radu\n",
      "468              Ștefan Radu              Radu\n",
      "469                   Rafael            Rafael\n",
      "470         Antonio Raimondo          Raimondo\n",
      "471           Gastón Ramírez           Ramirez\n",
      "472             Aaron Ramsey            Ramsey\n",
      "473         Andrea Ranocchia         Ranocchia\n",
      "474        Giacomo Raspadori         Raspadori\n",
      "475        Federico Ravaglia          Ravaglia\n",
      "476               Ante Rebić             Rebic\n",
      "477           Arkadiusz Reca              Reca\n",
      "478             Vasco Regini            Regini\n",
      "479               Pepe Reina             Reina\n",
      "480           Bryan Reynolds          Reynolds\n",
      "481            Franck Ribéry            Ribery\n",
      "482           Federico Ricci             Ricci\n",
      "483            Giacomo Ricci             Ricci\n",
      "484             Matteo Ricci             Ricci\n",
      "485             Tomás Rincón            Rincon\n",
      "486           Andrea Rispoli           Rispoli\n",
      "487         Emmanuel Rivière           Riviere\n",
      "488        Ricardo Rodríguez         Rodriguez\n",
      "489                Marko Rog               Rog\n",
      "490                  Rogério           Rogerio\n",
      "491               Luis Rojas             Rojas\n",
      "492        Alessio Romagnoli         Romagnoli\n",
      "493          Cristian Romero            Romero\n",
      "494        Cristiano Ronaldo           Ronaldo\n",
      "495           Marten de Roon              Roon\n",
      "496           Nicolò Rovella           Rovella\n",
      "497            Amir Rrahmani          Rrahmani\n",
      "498              Kevin Rüegg             Ruegg\n",
      "499           Daniele Rugani            Rugani\n",
      "500           Matteo Ruggeri           Ruggeri\n",
      "501                Mário Rui               Rui\n",
      "502         Fabián Ruiz Peña              Pena\n",
      "503      Alexis Saelemaekers      Saelemaekers\n",
      "504              Jacopo Sala              Sala\n",
      "505            Eddie Salcedo           Salcedo\n",
      "506         Antonio Sanabria          Sanabria\n",
      "507           Alexis Sánchez           Sanchez\n",
      "508              Alex Sandro            Sandro\n",
      "509            Siriki Sanogo            Sanogo\n",
      "510           Nicola Sansone           Sansone\n",
      "511       Federico Santander         Santander\n",
      "512            Davide Santon            Santon\n",
      "513             Samir Santos            Santos\n",
      "514        Riccardo Saponara          Saponara\n",
      "515        Riccardo Saponara          Saponara\n",
      "516                Marco Sau               Sau\n",
      "517        Gianluca Scamacca          Scamacca\n",
      "518    Nicolás Schiappacasse     Schiappacasse\n",
      "519   Pasquale Schiattarella     Schiattarella\n",
      "520           Jerdy Schouten          Schouten\n",
      "521       Matteo Scozzarella       Scozzarella\n",
      "522           Simone Scuffet           Scuffet\n",
      "523             Jacopo Segre             Segre\n",
      "524                 Léo Sena              Sena\n",
      "525            Stefano Sensi             Sensi\n",
      "526               Luigi Sepe              Sepe\n",
      "527      Stephan El Shaarawy          Shaarawy\n",
      "528         Eldor Shomurodov        Shomurodov\n",
      "529           Luca Siligardi         Siligardi\n",
      "530           Luca Siligardi         Siligardi\n",
      "531             Adrien Silva             Silva\n",
      "532          Marco Silvestri         Silvestri\n",
      "533         Giovanni Simeone           Simeone\n",
      "534           Wilfried Singo             Singo\n",
      "535         Salvatore Sirigu            Sirigu\n",
      "536         Łukasz Skorupski         Skorupski\n",
      "537       Andreas Skov Olsen             Olsen\n",
      "538           Milan Škriniar          Skriniar\n",
      "539           Chris Smalling          Smalling\n",
      "540               Simon Sohm              Sohm\n",
      "541          Roberto Soriano           Soriano\n",
      "542          Riccardo Sottil            Sottil\n",
      "543           Adama Soumaoro          Soumaoro\n",
      "544      Leonardo Spinazzola        Spinazzola\n",
      "545         Marco Sportiello        Sportiello\n",
      "546          Mattia Sprocati          Sprocati\n",
      "547         Thomas Strakosha         Strakosha\n",
      "548          Kevin Strootman         Strootman\n",
      "549      Jens Stryger Larsen            Larsen\n",
      "550          Stefano Sturaro           Sturaro\n",
      "551          Stefano Sturaro           Sturaro\n",
      "552             Bosko Sutalo            Sutalo\n",
      "553         Mattias Svanberg          Svanberg\n",
      "554        Wojciech Szczęsny          Szczesny\n",
      "555            Adrien Tameze            Tameze\n",
      "556       Ciprian Tătărușanu        Tatarusanu\n",
      "557             Andrés Tello             Tello\n",
      "558          Hidde ter Avest             Avest\n",
      "559       Pietro Terracciano       Terracciano\n",
      "560            Claudio Terzi             Terzi\n",
      "561           Morten Thorsby           Thorsby\n",
      "562            Jeremy Toljan            Toljan\n",
      "563             Rafael Tolói             Toloi\n",
      "564        Takehiro Tomiyasu          Tomiyasu\n",
      "565            Fikayo Tomori            Tomori\n",
      "566            Sandro Tonali            Tonali\n",
      "567          Lorenzo Tonelli           Tonelli\n",
      "568      Ernesto Torregrossa       Torregrossa\n",
      "569           Mattéo Tramoni           Tramoni\n",
      "570             Chaka Traorè            Traore\n",
      "571   Alessandro Tripaldelli       Tripaldelli\n",
      "572          Alessandro Tuia              Tuia\n",
      "573            Ľubomír Tupta             Tupta\n",
      "574           Iyenoma Udogie            Udogie\n",
      "575             Samir Ujkani            Ujkani\n",
      "576          Kacper Urbanski          Urbanski\n",
      "577          Lautaro Valenti           Valenti\n",
      "578             Borja Valero            Valero\n",
      "579              Denis Vavro             Vavro\n",
      "580            Matías Vecino            Vecino\n",
      "581            Miguel Veloso            Veloso\n",
      "582           Lorenzo Venuti            Venuti\n",
      "583            Daniele Verde             Verde\n",
      "584             Simone Verdi             Verdi\n",
      "585          Jordan Veretout          Veretout\n",
      "586          Edoardo Vergani           Vergani\n",
      "587            Valerio Verre             Verre\n",
      "588        Guglielmo Vicario           Vicario\n",
      "589             Arturo Vidal             Vidal\n",
      "590           Ronaldo Vieira            Vieira\n",
      "591             Luca Vignali           Vignali\n",
      "592          Emanuel Vignato           Vignato\n",
      "593           Gonzalo Villar            Villar\n",
      "594            Nicolas Viola             Viola\n",
      "595           Dušan Vlahović          Vlahovic\n",
      "596           Mërgim Vojvoda           Vojvoda\n",
      "597           Stefan de Vrij              Vrij\n",
      "598           Giacomo Vrioni            Vrioni\n",
      "599              Miloš Vulić             Vulic\n",
      "600                   Walace            Walace\n",
      "601    Sebastian Walukiewicz       Walukiewicz\n",
      "602             Maya Yoshida           Yoshida\n",
      "603             Ashley Young             Young\n",
      "604          Mattia Zaccagni          Zaccagni\n",
      "605       Vasilios Zagaritis         Zagaritis\n",
      "606                Miha Zajc              Zajc\n",
      "607          Nicola Zalewski          Zalewski\n",
      "608        Niccolò Zanellato         Zanellato\n",
      "609          Cristián Zapata            Zapata\n",
      "610             Duván Zapata            Zapata\n",
      "611           Gabriele Zappa             Zappa\n",
      "612        Davide Zappacosta        Zappacosta\n",
      "613              Simone Zaza              Zaza\n",
      "614         Marvin Zeegelaar         Zeegelaar\n",
      "615          Piotr Zieliński         Zielinski\n",
      "616           Joshua Zirkzee           Zirkzee\n",
      "617              Jeroen Zoet              Zoet\n",
      "618            Filip Đuričić            uricic\n",
      "619          Nícolas Andrade           Andrade\n",
      "620              Emil Audero            Audero\n",
      "621       Alessandro Berardi           Berardi\n",
      "622         Gianluigi Buffon            Buffon\n",
      "623           Simone Colombi           Colombi\n",
      "624          Andrea Consigli          Consigli\n",
      "625              Alex Cordaz            Cordaz\n",
      "626   Angelo da Costa Júnior            Junior\n",
      "627           Alessio Cragno            Cragno\n",
      "628              Gian Crespi            Crespi\n",
      "629     Gianluigi Donnarumma        Donnarumma\n",
      "630     Bartłomiej Drągowski         Dragowski\n",
      "631              Marco Festa             Festa\n",
      "632            Daniel Fuzato            Fuzato\n",
      "633         Manuel Gasparini         Gasparini\n",
      "634        Pierluigi Gollini           Gollini\n",
      "635         Samir Handanović        Handanovic\n",
      "636             Karlo Letica            Letica\n",
      "637                Pau López             Lopez\n",
      "638       Niccolò Manfredini        Manfredini\n",
      "639       Federico Marchetti         Marchetti\n",
      "640               Alex Meret             Meret\n",
      "641   Vanja Milinković-Savić  Milinkovic-Savic\n",
      "642          Antonio Mirante           Mirante\n",
      "643          Lorenzo Montipò           Montipo\n",
      "644               Juan Musso             Musso\n",
      "645             David Ospina            Ospina\n",
      "646          Daniele Padelli           Padelli\n",
      "647          Alberto Paleari           Paleari\n",
      "648              Ivor Pandur            Pandur\n",
      "649          Gianluca Pegolo            Pegolo\n",
      "650             Mattia Perin             Perin\n",
      "651          Carlo Pinsoglio         Pinsoglio\n",
      "652            Ivan Provedel          Provedel\n",
      "653               Ionuț Radu              Radu\n",
      "654                   Rafael            Rafael\n",
      "655        Federico Ravaglia          Ravaglia\n",
      "656               Pepe Reina             Reina\n",
      "657           Simone Scuffet           Scuffet\n",
      "658               Luigi Sepe              Sepe\n",
      "659          Marco Silvestri         Silvestri\n",
      "660         Salvatore Sirigu            Sirigu\n",
      "661         Łukasz Skorupski         Skorupski\n",
      "662         Marco Sportiello        Sportiello\n",
      "663         Thomas Strakosha         Strakosha\n",
      "664        Wojciech Szczęsny          Szczesny\n",
      "665       Ciprian Tătărușanu        Tatarusanu\n",
      "666       Pietro Terracciano       Terracciano\n",
      "667             Samir Ujkani            Ujkani\n",
      "668        Guglielmo Vicario           Vicario\n",
      "669              Jeroen Zoet              Zoet\n"
     ]
    }
   ],
   "source": [
    "print(players[['player', 'surname']].to_string())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "3e759b1b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Maehle\n",
      "Kjaer\n"
     ]
    },
    {
     "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>FROM</th>\n",
       "      <th>TO</th>\n",
       "      <th>TEAM</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>stigard</td>\n",
       "      <td>Ostigard</td>\n",
       "      <td>Napoli</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Min-jae</td>\n",
       "      <td>Kim</td>\n",
       "      <td>Napoli</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Hjlund</td>\n",
       "      <td>Hojlund</td>\n",
       "      <td>Atalanta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Gytkjr</td>\n",
       "      <td>Gytkjaer</td>\n",
       "      <td>Monza</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Carlos</td>\n",
       "      <td>Augusto</td>\n",
       "      <td>Monza</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Mhle</td>\n",
       "      <td>Maehle</td>\n",
       "      <td>Atalanta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Kjr</td>\n",
       "      <td>Kjaer</td>\n",
       "      <td>Milan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>uricic</td>\n",
       "      <td>Djuricic</td>\n",
       "      <td>Sampdoria</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>uric</td>\n",
       "      <td>Djuric</td>\n",
       "      <td>Hellas Verona</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Arthur</td>\n",
       "      <td>Cabral</td>\n",
       "      <td>Fiorentina</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Martinez</td>\n",
       "      <td>Alvarez</td>\n",
       "      <td>Sassuolo</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        FROM        TO           TEAM\n",
       "0    stigard  Ostigard         Napoli\n",
       "1    Min-jae       Kim         Napoli\n",
       "2     Hjlund   Hojlund       Atalanta\n",
       "3     Gytkjr  Gytkjaer          Monza\n",
       "4     Carlos   Augusto          Monza\n",
       "5       Mhle    Maehle       Atalanta\n",
       "6        Kjr     Kjaer          Milan\n",
       "7     uricic  Djuricic      Sampdoria\n",
       "8       uric    Djuric  Hellas Verona\n",
       "9     Arthur    Cabral     Fiorentina\n",
       "10  Martinez   Alvarez       Sassuolo"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rcsv = pd.read_csv('config/name_fix.txt')   \n",
    "name_fix = pd.DataFrame(rcsv)\n",
    "\n",
    "for i in range(name_fix.shape[0]):\n",
    "    for j in range(players.shape[0]):\n",
    "        if(players['surname'][j].lower() == name_fix['FROM'][i].lower() and players['team'][j].lower() == name_fix['TEAM'][i].lower()):\n",
    "            players['surname'][j] = name_fix['TO'][i]\n",
    "            print(name_fix['TO'][i])\n",
    "\n",
    "name_fix\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "f96eaaa1",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\2214747983.py:14: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  fc_players['surname'][i] = spl[-2]\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\2214747983.py:15: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  fc_players['initial'][i] = spl[-1][0]\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\2214747983.py:17: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  fc_players['surname'][i] = spl[-1]\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\2214747983.py:18: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  fc_players['initial'][i] = ''\n"
     ]
    },
    {
     "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>id</th>\n",
       "      <th>r</th>\n",
       "      <th>name</th>\n",
       "      <th>team</th>\n",
       "      <th>surname</th>\n",
       "      <th>initial</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>350</td>\n",
       "      <td>P</td>\n",
       "      <td>Donnarumma G.</td>\n",
       "      <td>Milan</td>\n",
       "      <td>Donnarumma</td>\n",
       "      <td>G</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>453</td>\n",
       "      <td>P</td>\n",
       "      <td>Szczesny</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>Szczesny</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>250</td>\n",
       "      <td>P</td>\n",
       "      <td>Handanovic</td>\n",
       "      <td>Inter</td>\n",
       "      <td>Handanovic</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>610</td>\n",
       "      <td>P</td>\n",
       "      <td>Gollini</td>\n",
       "      <td>Atalanta</td>\n",
       "      <td>Gollini</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>761</td>\n",
       "      <td>P</td>\n",
       "      <td>Audero</td>\n",
       "      <td>Sampdoria</td>\n",
       "      <td>Audero</td>\n",
       "      <td></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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>559</th>\n",
       "      <td>5361</td>\n",
       "      <td>A</td>\n",
       "      <td>Rabbi</td>\n",
       "      <td>Bologna</td>\n",
       "      <td>Rabbi</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>560</th>\n",
       "      <td>5378</td>\n",
       "      <td>A</td>\n",
       "      <td>Oddei</td>\n",
       "      <td>Sassuolo</td>\n",
       "      <td>Oddei</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>561</th>\n",
       "      <td>5414</td>\n",
       "      <td>A</td>\n",
       "      <td>Karamoko Is.</td>\n",
       "      <td>Sassuolo</td>\n",
       "      <td>Karamoko</td>\n",
       "      <td>I</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>562</th>\n",
       "      <td>5419</td>\n",
       "      <td>A</td>\n",
       "      <td>Correia</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>Correia</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>563</th>\n",
       "      <td>5436</td>\n",
       "      <td>A</td>\n",
       "      <td>Raimondo</td>\n",
       "      <td>Bologna</td>\n",
       "      <td>Raimondo</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>564 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       id  r           name       team     surname initial\n",
       "0     350  P  Donnarumma G.      Milan  Donnarumma       G\n",
       "1     453  P       Szczesny   Juventus    Szczesny        \n",
       "2     250  P     Handanovic      Inter  Handanovic        \n",
       "3     610  P        Gollini   Atalanta     Gollini        \n",
       "4     761  P         Audero  Sampdoria      Audero        \n",
       "..    ... ..            ...        ...         ...     ...\n",
       "559  5361  A          Rabbi    Bologna       Rabbi        \n",
       "560  5378  A          Oddei   Sassuolo       Oddei        \n",
       "561  5414  A   Karamoko Is.   Sassuolo    Karamoko       I\n",
       "562  5419  A        Correia   Juventus     Correia        \n",
       "563  5436  A       Raimondo    Bologna    Raimondo        \n",
       "\n",
       "[564 rows x 6 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fc_data = pd.read_excel('fantacalcio/season' + season + '/Quotazioni_Fantacalcio.xlsx', 'Tutti', header = 1)\n",
    "\n",
    "fc_players = fc_data [['Id', 'R', 'Nome', 'Squadra']]\n",
    "\n",
    "fc_players = fc_players.rename(columns = {'Id' : 'id', 'R': 'r', 'Nome' : 'name', 'Squadra' : 'team'})\n",
    "\n",
    "fc_players['surname'] = fc_players['name']\n",
    "fc_players['initial'] = fc_players['name']\n",
    "\n",
    "\n",
    "for i in range(fc_players.shape[0]):\n",
    "    spl = normalize_name( fc_players['name'][i].replace('\\'', '') ).split(' ')\n",
    "    if('.' in spl[-1]):\n",
    "        fc_players['surname'][i] = spl[-2]\n",
    "        fc_players['initial'][i] = spl[-1][0]\n",
    "    else:\n",
    "        fc_players['surname'][i] = spl[-1]\n",
    "        fc_players['initial'][i] = ''\n",
    "    \n",
    "fc_players\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9c50e4b5",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\1456862974.py:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  fc_players['fb_ID'][i] = -1\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\1456862974.py:10: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  fc_players['fb_ID'][i] = j\n"
     ]
    }
   ],
   "source": [
    "fc_players['fb_ID'] = fc_players['id']\n",
    "\n",
    "for i in range(fc_players.shape[0]):\n",
    "    fc_players['fb_ID'][i] = -1\n",
    "    \n",
    "    for j in range(players.shape[0]):\n",
    "        if(fc_players['team'][i].lower() in players['team'][j].lower()):\n",
    "            if(fc_players['surname'][i].lower() == players['surname'][j].lower()):\n",
    "                # if(fc_players['initial'][i] == '' or fc_players['initial'][i].lower() == players['initial'][j].lower()):\n",
    "                fc_players['fb_ID'][i] = j\n",
    "                \n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5a3e2771",
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(fc_players.shape[0]):\n",
    "    if(fc_players['fb_ID'][i] == -1):\n",
    "        print(fc_players['name'][i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3b4a36af",
   "metadata": {},
   "outputs": [],
   "source": [
    "fc_players"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1d73a312",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Data for Outfield players\n",
    "columns_to_copy = outfield_players.columns[4:]\n",
    "\n",
    "fc_players[columns_to_copy] = 0\n",
    "\n",
    "for i in range(fc_players.shape[0]):\n",
    "    if(fc_players['fb_ID'][i] != -1 and fc_players['r'][i] != 'P'):\n",
    "         for j in range(columns_to_copy.shape[0]):\n",
    "            fc_players[columns_to_copy[j]][i] = outfield_players[columns_to_copy[j]][fc_players['fb_ID'][i]]\n",
    "            "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "7acb93e3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['age', 'birth_year', 'gk_games', 'gk_games_starts', 'gk_minutes',\n",
       "       'gk_goals_against', 'gk_goals_against_per90',\n",
       "       'gk_shots_on_target_against', 'gk_saves', 'gk_save_pct', 'gk_wins',\n",
       "       'gk_ties', 'gk_losses', 'gk_clean_sheets', 'gk_clean_sheets_pct',\n",
       "       'gk_pens_att', 'gk_pens_allowed', 'gk_pens_saved', 'gk_pens_missed',\n",
       "       'minutes_90s', 'gk_free_kick_goals_against',\n",
       "       'gk_corner_kick_goals_against', 'gk_own_goals_against', 'gk_psxg',\n",
       "       'gk_psnpxg_per_shot_on_target_against', 'gk_psxg_net',\n",
       "       'gk_psxg_net_per90', 'gk_passes_completed_launched',\n",
       "       'gk_passes_launched', 'gk_passes_pct_launched', 'gk_passes',\n",
       "       'gk_passes_throws', 'gk_pct_passes_launched', 'gk_passes_length_avg',\n",
       "       'gk_goal_kicks', 'gk_pct_goal_kicks_launched',\n",
       "       'gk_goal_kick_length_avg', 'gk_crosses', 'gk_crosses_stopped',\n",
       "       'gk_crosses_stopped_pct', 'gk_def_actions_outside_pen_area',\n",
       "       'gk_def_actions_outside_pen_area_per90', 'gk_avg_distance_def_actions'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "keeper_players.columns[4:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "eb9127a9",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\3175819694.py:4: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
      "  fc_players[columns_to_copy[2:]] = 0 # add columns but do not override age and birth_year\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\3175819694.py:4: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
      "  fc_players[columns_to_copy[2:]] = 0 # add columns but do not override age and birth_year\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\3175819694.py:4: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
      "  fc_players[columns_to_copy[2:]] = 0 # add columns but do not override age and birth_year\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\3175819694.py:4: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
      "  fc_players[columns_to_copy[2:]] = 0 # add columns but do not override age and birth_year\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\3175819694.py:4: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
      "  fc_players[columns_to_copy[2:]] = 0 # add columns but do not override age and birth_year\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\3175819694.py:4: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
      "  fc_players[columns_to_copy[2:]] = 0 # add columns but do not override age and birth_year\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\3175819694.py:4: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
      "  fc_players[columns_to_copy[2:]] = 0 # add columns but do not override age and birth_year\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\3175819694.py:4: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
      "  fc_players[columns_to_copy[2:]] = 0 # add columns but do not override age and birth_year\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\3175819694.py:4: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
      "  fc_players[columns_to_copy[2:]] = 0 # add columns but do not override age and birth_year\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\3175819694.py:4: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
      "  fc_players[columns_to_copy[2:]] = 0 # add columns but do not override age and birth_year\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\3175819694.py:4: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
      "  fc_players[columns_to_copy[2:]] = 0 # add columns but do not override age and birth_year\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\3175819694.py:4: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
      "  fc_players[columns_to_copy[2:]] = 0 # add columns but do not override age and birth_year\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\3175819694.py:4: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
      "  fc_players[columns_to_copy[2:]] = 0 # add columns but do not override age and birth_year\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\3175819694.py:4: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
      "  fc_players[columns_to_copy[2:]] = 0 # add columns but do not override age and birth_year\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\3175819694.py:4: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
      "  fc_players[columns_to_copy[2:]] = 0 # add columns but do not override age and birth_year\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\3175819694.py:4: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
      "  fc_players[columns_to_copy[2:]] = 0 # add columns but do not override age and birth_year\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\3175819694.py:4: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
      "  fc_players[columns_to_copy[2:]] = 0 # add columns but do not override age and birth_year\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\3175819694.py:4: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
      "  fc_players[columns_to_copy[2:]] = 0 # add columns but do not override age and birth_year\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\3175819694.py:4: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
      "  fc_players[columns_to_copy[2:]] = 0 # add columns but do not override age and birth_year\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\3175819694.py:4: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
      "  fc_players[columns_to_copy[2:]] = 0 # add columns but do not override age and birth_year\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\3175819694.py:4: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
      "  fc_players[columns_to_copy[2:]] = 0 # add columns but do not override age and birth_year\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\3175819694.py:4: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
      "  fc_players[columns_to_copy[2:]] = 0 # add columns but do not override age and birth_year\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\3175819694.py:4: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
      "  fc_players[columns_to_copy[2:]] = 0 # add columns but do not override age and birth_year\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\3175819694.py:4: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
      "  fc_players[columns_to_copy[2:]] = 0 # add columns but do not override age and birth_year\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\3175819694.py:4: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
      "  fc_players[columns_to_copy[2:]] = 0 # add columns but do not override age and birth_year\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\3175819694.py:4: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
      "  fc_players[columns_to_copy[2:]] = 0 # add columns but do not override age and birth_year\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\3175819694.py:4: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
      "  fc_players[columns_to_copy[2:]] = 0 # add columns but do not override age and birth_year\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\3175819694.py:4: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
      "  fc_players[columns_to_copy[2:]] = 0 # add columns but do not override age and birth_year\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\3175819694.py:4: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
      "  fc_players[columns_to_copy[2:]] = 0 # add columns but do not override age and birth_year\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\3175819694.py:4: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
      "  fc_players[columns_to_copy[2:]] = 0 # add columns but do not override age and birth_year\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\3175819694.py:4: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
      "  fc_players[columns_to_copy[2:]] = 0 # add columns but do not override age and birth_year\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\3175819694.py:4: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
      "  fc_players[columns_to_copy[2:]] = 0 # add columns but do not override age and birth_year\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\3175819694.py:4: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
      "  fc_players[columns_to_copy[2:]] = 0 # add columns but do not override age and birth_year\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\3175819694.py:4: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
      "  fc_players[columns_to_copy[2:]] = 0 # add columns but do not override age and birth_year\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\3175819694.py:4: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
      "  fc_players[columns_to_copy[2:]] = 0 # add columns but do not override age and birth_year\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\3175819694.py:4: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
      "  fc_players[columns_to_copy[2:]] = 0 # add columns but do not override age and birth_year\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\3175819694.py:4: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
      "  fc_players[columns_to_copy[2:]] = 0 # add columns but do not override age and birth_year\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\3175819694.py:4: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
      "  fc_players[columns_to_copy[2:]] = 0 # add columns but do not override age and birth_year\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\3175819694.py:4: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
      "  fc_players[columns_to_copy[2:]] = 0 # add columns but do not override age and birth_year\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\3175819694.py:4: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`\n",
      "  fc_players[columns_to_copy[2:]] = 0 # add columns but do not override age and birth_year\n",
      "C:\\Users\\nicol\\AppData\\Local\\Temp\\ipykernel_9056\\3175819694.py:12: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  fc_players[columns_to_copy[j]][i] = keeper_players[columns_to_copy[j]][fc_players['fb_ID'][i] - delta_k]\n"
     ]
    }
   ],
   "source": [
    "#Data for Keepers\n",
    "columns_to_copy = keeper_players.columns[4:]\n",
    "\n",
    "fc_players[columns_to_copy[2:]] = 0 # add columns but do not override age and birth_year\n",
    "\n",
    "delta_k = outfield_players.shape[0]\n",
    "\n",
    "for i in range(fc_players.shape[0]):\n",
    "    if(fc_players['fb_ID'][i] != -1 and fc_players['r'][i] == 'P'):\n",
    "        if(fc_players['fb_ID'][i] - delta_k >= 0):\n",
    "            for j in range(columns_to_copy.shape[0]):          \n",
    "                fc_players[columns_to_copy[j]][i] = keeper_players[columns_to_copy[j]][fc_players['fb_ID'][i] - delta_k]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "8f2ee8b9",
   "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>player</th>\n",
       "      <th>nationality</th>\n",
       "      <th>position</th>\n",
       "      <th>team</th>\n",
       "      <th>age</th>\n",
       "      <th>birth_year</th>\n",
       "      <th>gk_games</th>\n",
       "      <th>gk_games_starts</th>\n",
       "      <th>gk_minutes</th>\n",
       "      <th>gk_goals_against</th>\n",
       "      <th>...</th>\n",
       "      <th>gk_passes_length_avg</th>\n",
       "      <th>gk_goal_kicks</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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Emil Audero</td>\n",
       "      <td>it ITA</td>\n",
       "      <td>GK</td>\n",
       "      <td>Sampdoria</td>\n",
       "      <td>24</td>\n",
       "      <td>1997</td>\n",
       "      <td>29.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>2560.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>...</td>\n",
       "      <td>36.3</td>\n",
       "      <td>212.0</td>\n",
       "      <td>67.9</td>\n",
       "      <td>47.6</td>\n",
       "      <td>418.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>5.3</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.88</td>\n",
       "      <td>13.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Nicola Bagnolini</td>\n",
       "      <td>it ITA</td>\n",
       "      <td>GK</td>\n",
       "      <td>Bologna</td>\n",
       "      <td>17</td>\n",
       "      <td>2004</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>61.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>3.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Francesco Bardi</td>\n",
       "      <td>it ITA</td>\n",
       "      <td>GK</td>\n",
       "      <td>Bologna</td>\n",
       "      <td>29</td>\n",
       "      <td>1992</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>33.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>38.5</td>\n",
       "      <td>32.1</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Vid Belec</td>\n",
       "      <td>si SVN</td>\n",
       "      <td>GK</td>\n",
       "      <td>Salernitana</td>\n",
       "      <td>31</td>\n",
       "      <td>1990</td>\n",
       "      <td>23.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1938.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>...</td>\n",
       "      <td>39.5</td>\n",
       "      <td>182.0</td>\n",
       "      <td>73.1</td>\n",
       "      <td>49.9</td>\n",
       "      <td>329.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.65</td>\n",
       "      <td>12.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Alessandro Berardi</td>\n",
       "      <td>it ITA</td>\n",
       "      <td>GK</td>\n",
       "      <td>Hellas Verona</td>\n",
       "      <td>30</td>\n",
       "      <td>1991</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>39.7</td>\n",
       "      <td>7.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>58.7</td>\n",
       "      <td>12.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Etrit Berisha</td>\n",
       "      <td>al ALB</td>\n",
       "      <td>GK</td>\n",
       "      <td>Torino</td>\n",
       "      <td>32</td>\n",
       "      <td>1989</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>900.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>...</td>\n",
       "      <td>39.4</td>\n",
       "      <td>78.0</td>\n",
       "      <td>87.2</td>\n",
       "      <td>58.6</td>\n",
       "      <td>148.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4.7</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>14.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Andrea Consigli</td>\n",
       "      <td>it ITA</td>\n",
       "      <td>GK</td>\n",
       "      <td>Sassuolo</td>\n",
       "      <td>34</td>\n",
       "      <td>1987</td>\n",
       "      <td>37.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>3322.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>...</td>\n",
       "      <td>30.9</td>\n",
       "      <td>246.0</td>\n",
       "      <td>31.7</td>\n",
       "      <td>28.8</td>\n",
       "      <td>491.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>4.3</td>\n",
       "      <td>30.0</td>\n",
       "      <td>0.81</td>\n",
       "      <td>13.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Alessio Cragno</td>\n",
       "      <td>it ITA</td>\n",
       "      <td>GK</td>\n",
       "      <td>Cagliari</td>\n",
       "      <td>27</td>\n",
       "      <td>1994</td>\n",
       "      <td>35.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>3150.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>...</td>\n",
       "      <td>39.4</td>\n",
       "      <td>316.0</td>\n",
       "      <td>73.4</td>\n",
       "      <td>48.2</td>\n",
       "      <td>484.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>33.0</td>\n",
       "      <td>0.94</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Bartłomiej Drągowski</td>\n",
       "      <td>pl POL</td>\n",
       "      <td>GK</td>\n",
       "      <td>Fiorentina</td>\n",
       "      <td>23</td>\n",
       "      <td>1997</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>556.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>...</td>\n",
       "      <td>30.8</td>\n",
       "      <td>39.0</td>\n",
       "      <td>43.6</td>\n",
       "      <td>40.2</td>\n",
       "      <td>61.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.3</td>\n",
       "      <td>20.0</td>\n",
       "      <td>3.24</td>\n",
       "      <td>22.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Wladimiro Falcone</td>\n",
       "      <td>it ITA</td>\n",
       "      <td>GK</td>\n",
       "      <td>Sampdoria</td>\n",
       "      <td>26</td>\n",
       "      <td>1995</td>\n",
       "      <td>10.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>855.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>...</td>\n",
       "      <td>33.2</td>\n",
       "      <td>74.0</td>\n",
       "      <td>70.3</td>\n",
       "      <td>45.0</td>\n",
       "      <td>164.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4.3</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.21</td>\n",
       "      <td>10.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Vincenzo Fiorillo</td>\n",
       "      <td>it ITA</td>\n",
       "      <td>GK</td>\n",
       "      <td>Salernitana</td>\n",
       "      <td>31</td>\n",
       "      <td>1990</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>36.4</td>\n",
       "      <td>12.0</td>\n",
       "      <td>83.3</td>\n",
       "      <td>50.8</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Luca Gemello</td>\n",
       "      <td>it ITA</td>\n",
       "      <td>GK</td>\n",
       "      <td>Torino</td>\n",
       "      <td>21</td>\n",
       "      <td>2000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>47.8</td>\n",
       "      <td>3.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>56.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>21.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Samir Handanović</td>\n",
       "      <td>si SVN</td>\n",
       "      <td>GK</td>\n",
       "      <td>Inter</td>\n",
       "      <td>37</td>\n",
       "      <td>1984</td>\n",
       "      <td>37.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>3330.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>...</td>\n",
       "      <td>28.1</td>\n",
       "      <td>142.0</td>\n",
       "      <td>20.4</td>\n",
       "      <td>26.5</td>\n",
       "      <td>393.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>3.8</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.27</td>\n",
       "      <td>11.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Luca Lezzerini</td>\n",
       "      <td>it ITA</td>\n",
       "      <td>GK</td>\n",
       "      <td>Venezia</td>\n",
       "      <td>26</td>\n",
       "      <td>1995</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>495.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>...</td>\n",
       "      <td>30.3</td>\n",
       "      <td>44.0</td>\n",
       "      <td>34.1</td>\n",
       "      <td>31.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.55</td>\n",
       "      <td>13.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Niki Mäenpää</td>\n",
       "      <td>fi FIN</td>\n",
       "      <td>GK</td>\n",
       "      <td>Venezia</td>\n",
       "      <td>36</td>\n",
       "      <td>1985</td>\n",
       "      <td>17.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1485.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>...</td>\n",
       "      <td>36.0</td>\n",
       "      <td>143.0</td>\n",
       "      <td>39.2</td>\n",
       "      <td>35.4</td>\n",
       "      <td>275.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.2</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.61</td>\n",
       "      <td>10.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Mike Maignan</td>\n",
       "      <td>fr FRA</td>\n",
       "      <td>GK</td>\n",
       "      <td>Milan</td>\n",
       "      <td>26</td>\n",
       "      <td>1995</td>\n",
       "      <td>32.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>2880.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>...</td>\n",
       "      <td>33.0</td>\n",
       "      <td>149.0</td>\n",
       "      <td>38.9</td>\n",
       "      <td>36.5</td>\n",
       "      <td>347.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>7.2</td>\n",
       "      <td>45.0</td>\n",
       "      <td>1.41</td>\n",
       "      <td>16.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Davide Marfella</td>\n",
       "      <td>it ITA</td>\n",
       "      <td>GK</td>\n",
       "      <td>Napoli</td>\n",
       "      <td>21</td>\n",
       "      <td>1999</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Alex Meret</td>\n",
       "      <td>it ITA</td>\n",
       "      <td>GK</td>\n",
       "      <td>Napoli</td>\n",
       "      <td>24</td>\n",
       "      <td>1997</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>619.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>...</td>\n",
       "      <td>25.1</td>\n",
       "      <td>36.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>26.5</td>\n",
       "      <td>89.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.4</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.73</td>\n",
       "      <td>14.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Vanja Milinković-Savić</td>\n",
       "      <td>rs SRB</td>\n",
       "      <td>GK</td>\n",
       "      <td>Torino</td>\n",
       "      <td>24</td>\n",
       "      <td>1997</td>\n",
       "      <td>27.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2430.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>...</td>\n",
       "      <td>44.4</td>\n",
       "      <td>169.0</td>\n",
       "      <td>91.1</td>\n",
       "      <td>66.3</td>\n",
       "      <td>290.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>6.2</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.81</td>\n",
       "      <td>14.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Lorenzo Montipò</td>\n",
       "      <td>it ITA</td>\n",
       "      <td>GK</td>\n",
       "      <td>Hellas Verona</td>\n",
       "      <td>25</td>\n",
       "      <td>1996</td>\n",
       "      <td>34.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3060.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>...</td>\n",
       "      <td>42.3</td>\n",
       "      <td>231.0</td>\n",
       "      <td>68.4</td>\n",
       "      <td>46.5</td>\n",
       "      <td>495.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>4.2</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.68</td>\n",
       "      <td>13.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Juan Musso</td>\n",
       "      <td>ar ARG</td>\n",
       "      <td>GK</td>\n",
       "      <td>Atalanta</td>\n",
       "      <td>27</td>\n",
       "      <td>1994</td>\n",
       "      <td>33.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>2932.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>...</td>\n",
       "      <td>31.3</td>\n",
       "      <td>208.0</td>\n",
       "      <td>69.2</td>\n",
       "      <td>49.7</td>\n",
       "      <td>308.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>9.1</td>\n",
       "      <td>39.0</td>\n",
       "      <td>1.20</td>\n",
       "      <td>16.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>David Ospina</td>\n",
       "      <td>co COL</td>\n",
       "      <td>GK</td>\n",
       "      <td>Napoli</td>\n",
       "      <td>32</td>\n",
       "      <td>1988</td>\n",
       "      <td>31.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>2790.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>...</td>\n",
       "      <td>28.6</td>\n",
       "      <td>135.0</td>\n",
       "      <td>14.1</td>\n",
       "      <td>22.5</td>\n",
       "      <td>353.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>31.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Daniele Padelli</td>\n",
       "      <td>it ITA</td>\n",
       "      <td>GK</td>\n",
       "      <td>Udinese</td>\n",
       "      <td>35</td>\n",
       "      <td>1985</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>270.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>...</td>\n",
       "      <td>29.6</td>\n",
       "      <td>22.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>40.9</td>\n",
       "      <td>56.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.8</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.67</td>\n",
       "      <td>13.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Ivor Pandur</td>\n",
       "      <td>hr CRO</td>\n",
       "      <td>GK</td>\n",
       "      <td>Hellas Verona</td>\n",
       "      <td>21</td>\n",
       "      <td>2000</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>270.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>...</td>\n",
       "      <td>33.1</td>\n",
       "      <td>15.0</td>\n",
       "      <td>53.3</td>\n",
       "      <td>37.1</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.33</td>\n",
       "      <td>11.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Rui Patrício</td>\n",
       "      <td>pt POR</td>\n",
       "      <td>GK</td>\n",
       "      <td>Roma</td>\n",
       "      <td>33</td>\n",
       "      <td>1988</td>\n",
       "      <td>38.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>3420.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>...</td>\n",
       "      <td>34.2</td>\n",
       "      <td>222.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>31.5</td>\n",
       "      <td>393.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>3.1</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.68</td>\n",
       "      <td>14.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Gianluca Pegolo</td>\n",
       "      <td>it ITA</td>\n",
       "      <td>GK</td>\n",
       "      <td>Sassuolo</td>\n",
       "      <td>40</td>\n",
       "      <td>1981</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>26.7</td>\n",
       "      <td>8.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>19.8</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Mattia Perin</td>\n",
       "      <td>it ITA</td>\n",
       "      <td>GK</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>28</td>\n",
       "      <td>1992</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>405.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>...</td>\n",
       "      <td>29.6</td>\n",
       "      <td>26.0</td>\n",
       "      <td>23.1</td>\n",
       "      <td>29.2</td>\n",
       "      <td>77.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.3</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.89</td>\n",
       "      <td>12.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Carlo Pinsoglio</td>\n",
       "      <td>it ITA</td>\n",
       "      <td>GK</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>31</td>\n",
       "      <td>1990</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>29.6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>12.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Ivan Provedel</td>\n",
       "      <td>it ITA</td>\n",
       "      <td>GK</td>\n",
       "      <td>Spezia</td>\n",
       "      <td>27</td>\n",
       "      <td>1994</td>\n",
       "      <td>31.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>2761.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>...</td>\n",
       "      <td>40.1</td>\n",
       "      <td>229.0</td>\n",
       "      <td>69.4</td>\n",
       "      <td>51.7</td>\n",
       "      <td>476.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>5.9</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.81</td>\n",
       "      <td>11.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Ionuț Radu</td>\n",
       "      <td>ro ROU</td>\n",
       "      <td>GK</td>\n",
       "      <td>Inter</td>\n",
       "      <td>24</td>\n",
       "      <td>1997</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>33.3</td>\n",
       "      <td>4.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>29.8</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Boris Radunović</td>\n",
       "      <td>rs SRB</td>\n",
       "      <td>GK</td>\n",
       "      <td>Cagliari</td>\n",
       "      <td>25</td>\n",
       "      <td>1996</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>270.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>41.5</td>\n",
       "      <td>28.0</td>\n",
       "      <td>82.1</td>\n",
       "      <td>51.1</td>\n",
       "      <td>42.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.33</td>\n",
       "      <td>13.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Nicola Ravaglia</td>\n",
       "      <td>it ITA</td>\n",
       "      <td>GK</td>\n",
       "      <td>Sampdoria</td>\n",
       "      <td>32</td>\n",
       "      <td>1988</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>57.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>65.5</td>\n",
       "      <td>1.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Pepe Reina</td>\n",
       "      <td>es ESP</td>\n",
       "      <td>GK</td>\n",
       "      <td>Lazio</td>\n",
       "      <td>38</td>\n",
       "      <td>1982</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1350.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>...</td>\n",
       "      <td>29.8</td>\n",
       "      <td>99.0</td>\n",
       "      <td>29.3</td>\n",
       "      <td>30.1</td>\n",
       "      <td>186.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>5.4</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.67</td>\n",
       "      <td>13.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Sergio Romero</td>\n",
       "      <td>ar ARG</td>\n",
       "      <td>GK</td>\n",
       "      <td>Venezia</td>\n",
       "      <td>34</td>\n",
       "      <td>1987</td>\n",
       "      <td>16.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1440.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>...</td>\n",
       "      <td>34.6</td>\n",
       "      <td>142.0</td>\n",
       "      <td>45.8</td>\n",
       "      <td>38.8</td>\n",
       "      <td>265.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>5.3</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.69</td>\n",
       "      <td>11.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Francesco Rossi</td>\n",
       "      <td>it ITA</td>\n",
       "      <td>GK</td>\n",
       "      <td>Atalanta</td>\n",
       "      <td>30</td>\n",
       "      <td>1991</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>37.8</td>\n",
       "      <td>4.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>39.3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>18.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Giacomo Satalino</td>\n",
       "      <td>it ITA</td>\n",
       "      <td>GK</td>\n",
       "      <td>Sassuolo</td>\n",
       "      <td>22</td>\n",
       "      <td>1999</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Adrian Šemper</td>\n",
       "      <td>hr CRO</td>\n",
       "      <td>GK</td>\n",
       "      <td>Genoa</td>\n",
       "      <td>23</td>\n",
       "      <td>1998</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>38.5</td>\n",
       "      <td>7.0</td>\n",
       "      <td>85.7</td>\n",
       "      <td>52.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>14.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>11.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Luigi Sepe</td>\n",
       "      <td>it ITA</td>\n",
       "      <td>GK</td>\n",
       "      <td>Salernitana</td>\n",
       "      <td>30</td>\n",
       "      <td>1991</td>\n",
       "      <td>16.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1392.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>...</td>\n",
       "      <td>40.8</td>\n",
       "      <td>130.0</td>\n",
       "      <td>63.8</td>\n",
       "      <td>46.4</td>\n",
       "      <td>235.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>4.3</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.84</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Marco Silvestri</td>\n",
       "      <td>it ITA</td>\n",
       "      <td>GK</td>\n",
       "      <td>Udinese</td>\n",
       "      <td>30</td>\n",
       "      <td>1991</td>\n",
       "      <td>35.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>3150.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>...</td>\n",
       "      <td>36.7</td>\n",
       "      <td>252.0</td>\n",
       "      <td>46.8</td>\n",
       "      <td>38.4</td>\n",
       "      <td>462.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.29</td>\n",
       "      <td>11.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Salvatore Sirigu</td>\n",
       "      <td>it ITA</td>\n",
       "      <td>GK</td>\n",
       "      <td>Genoa</td>\n",
       "      <td>34</td>\n",
       "      <td>1987</td>\n",
       "      <td>37.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>3330.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>...</td>\n",
       "      <td>36.6</td>\n",
       "      <td>263.0</td>\n",
       "      <td>68.8</td>\n",
       "      <td>45.9</td>\n",
       "      <td>476.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.54</td>\n",
       "      <td>12.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Łukasz Skorupski</td>\n",
       "      <td>pl POL</td>\n",
       "      <td>GK</td>\n",
       "      <td>Bologna</td>\n",
       "      <td>30</td>\n",
       "      <td>1991</td>\n",
       "      <td>36.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>3240.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>...</td>\n",
       "      <td>34.0</td>\n",
       "      <td>294.0</td>\n",
       "      <td>28.9</td>\n",
       "      <td>26.6</td>\n",
       "      <td>498.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>5.4</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.39</td>\n",
       "      <td>11.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Marco Sportiello</td>\n",
       "      <td>it ITA</td>\n",
       "      <td>GK</td>\n",
       "      <td>Atalanta</td>\n",
       "      <td>29</td>\n",
       "      <td>1992</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>450.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>26.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>64.3</td>\n",
       "      <td>47.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.2</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.80</td>\n",
       "      <td>13.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Thomas Strakosha</td>\n",
       "      <td>al ALB</td>\n",
       "      <td>GK</td>\n",
       "      <td>Lazio</td>\n",
       "      <td>26</td>\n",
       "      <td>1995</td>\n",
       "      <td>23.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2070.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>...</td>\n",
       "      <td>28.5</td>\n",
       "      <td>119.0</td>\n",
       "      <td>20.2</td>\n",
       "      <td>23.6</td>\n",
       "      <td>283.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>3.9</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.70</td>\n",
       "      <td>14.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Wojciech Szczęsny</td>\n",
       "      <td>pl POL</td>\n",
       "      <td>GK</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>31</td>\n",
       "      <td>1990</td>\n",
       "      <td>33.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>2970.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>...</td>\n",
       "      <td>30.8</td>\n",
       "      <td>172.0</td>\n",
       "      <td>29.7</td>\n",
       "      <td>31.5</td>\n",
       "      <td>481.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.76</td>\n",
       "      <td>13.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Ciprian Tătărușanu</td>\n",
       "      <td>ro ROU</td>\n",
       "      <td>GK</td>\n",
       "      <td>Milan</td>\n",
       "      <td>35</td>\n",
       "      <td>1986</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>540.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>...</td>\n",
       "      <td>33.3</td>\n",
       "      <td>36.0</td>\n",
       "      <td>36.1</td>\n",
       "      <td>35.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7.3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>12.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Pietro Terracciano</td>\n",
       "      <td>it ITA</td>\n",
       "      <td>GK</td>\n",
       "      <td>Fiorentina</td>\n",
       "      <td>31</td>\n",
       "      <td>1990</td>\n",
       "      <td>32.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>2862.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>...</td>\n",
       "      <td>32.2</td>\n",
       "      <td>170.0</td>\n",
       "      <td>35.3</td>\n",
       "      <td>33.7</td>\n",
       "      <td>291.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>7.6</td>\n",
       "      <td>51.0</td>\n",
       "      <td>1.60</td>\n",
       "      <td>16.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Guglielmo Vicario</td>\n",
       "      <td>it ITA</td>\n",
       "      <td>GK</td>\n",
       "      <td>Empoli</td>\n",
       "      <td>24</td>\n",
       "      <td>1996</td>\n",
       "      <td>38.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>3420.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>...</td>\n",
       "      <td>29.5</td>\n",
       "      <td>257.0</td>\n",
       "      <td>41.6</td>\n",
       "      <td>37.5</td>\n",
       "      <td>602.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>5.8</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>13.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Jeroen Zoet</td>\n",
       "      <td>nl NED</td>\n",
       "      <td>GK</td>\n",
       "      <td>Spezia</td>\n",
       "      <td>30</td>\n",
       "      <td>1991</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>630.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>...</td>\n",
       "      <td>30.7</td>\n",
       "      <td>54.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>37.4</td>\n",
       "      <td>95.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.1</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.86</td>\n",
       "      <td>16.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Petar Zovko</td>\n",
       "      <td>ba BIH</td>\n",
       "      <td>GK</td>\n",
       "      <td>Spezia</td>\n",
       "      <td>19</td>\n",
       "      <td>2002</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>35.9</td>\n",
       "      <td>2.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.21</td>\n",
       "      <td>28.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>49 rows × 47 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    player nationality position           team  age  \\\n",
       "0              Emil Audero      it ITA       GK      Sampdoria   24   \n",
       "1         Nicola Bagnolini      it ITA       GK        Bologna   17   \n",
       "2          Francesco Bardi      it ITA       GK        Bologna   29   \n",
       "3                Vid Belec      si SVN       GK    Salernitana   31   \n",
       "4       Alessandro Berardi      it ITA       GK  Hellas Verona   30   \n",
       "5            Etrit Berisha      al ALB       GK         Torino   32   \n",
       "6          Andrea Consigli      it ITA       GK       Sassuolo   34   \n",
       "7           Alessio Cragno      it ITA       GK       Cagliari   27   \n",
       "8     Bartłomiej Drągowski      pl POL       GK     Fiorentina   23   \n",
       "9        Wladimiro Falcone      it ITA       GK      Sampdoria   26   \n",
       "10       Vincenzo Fiorillo      it ITA       GK    Salernitana   31   \n",
       "11            Luca Gemello      it ITA       GK         Torino   21   \n",
       "12        Samir Handanović      si SVN       GK          Inter   37   \n",
       "13          Luca Lezzerini      it ITA       GK        Venezia   26   \n",
       "14            Niki Mäenpää      fi FIN       GK        Venezia   36   \n",
       "15            Mike Maignan      fr FRA       GK          Milan   26   \n",
       "16         Davide Marfella      it ITA       GK         Napoli   21   \n",
       "17              Alex Meret      it ITA       GK         Napoli   24   \n",
       "18  Vanja Milinković-Savić      rs SRB       GK         Torino   24   \n",
       "19         Lorenzo Montipò      it ITA       GK  Hellas Verona   25   \n",
       "20              Juan Musso      ar ARG       GK       Atalanta   27   \n",
       "21            David Ospina      co COL       GK         Napoli   32   \n",
       "22         Daniele Padelli      it ITA       GK        Udinese   35   \n",
       "23             Ivor Pandur      hr CRO       GK  Hellas Verona   21   \n",
       "24            Rui Patrício      pt POR       GK           Roma   33   \n",
       "25         Gianluca Pegolo      it ITA       GK       Sassuolo   40   \n",
       "26            Mattia Perin      it ITA       GK       Juventus   28   \n",
       "27         Carlo Pinsoglio      it ITA       GK       Juventus   31   \n",
       "28           Ivan Provedel      it ITA       GK         Spezia   27   \n",
       "29              Ionuț Radu      ro ROU       GK          Inter   24   \n",
       "30         Boris Radunović      rs SRB       GK       Cagliari   25   \n",
       "31         Nicola Ravaglia      it ITA       GK      Sampdoria   32   \n",
       "32              Pepe Reina      es ESP       GK          Lazio   38   \n",
       "33           Sergio Romero      ar ARG       GK        Venezia   34   \n",
       "34         Francesco Rossi      it ITA       GK       Atalanta   30   \n",
       "35        Giacomo Satalino      it ITA       GK       Sassuolo   22   \n",
       "36           Adrian Šemper      hr CRO       GK          Genoa   23   \n",
       "37              Luigi Sepe      it ITA       GK    Salernitana   30   \n",
       "38         Marco Silvestri      it ITA       GK        Udinese   30   \n",
       "39        Salvatore Sirigu      it ITA       GK          Genoa   34   \n",
       "40        Łukasz Skorupski      pl POL       GK        Bologna   30   \n",
       "41        Marco Sportiello      it ITA       GK       Atalanta   29   \n",
       "42        Thomas Strakosha      al ALB       GK          Lazio   26   \n",
       "43       Wojciech Szczęsny      pl POL       GK       Juventus   31   \n",
       "44      Ciprian Tătărușanu      ro ROU       GK          Milan   35   \n",
       "45      Pietro Terracciano      it ITA       GK     Fiorentina   31   \n",
       "46       Guglielmo Vicario      it ITA       GK         Empoli   24   \n",
       "47             Jeroen Zoet      nl NED       GK         Spezia   30   \n",
       "48             Petar Zovko      ba BIH       GK         Spezia   19   \n",
       "\n",
       "    birth_year  gk_games  gk_games_starts  gk_minutes  gk_goals_against  ...  \\\n",
       "0         1997      29.0             29.0      2560.0              48.0  ...   \n",
       "1         2004       1.0              0.0         3.0               0.0  ...   \n",
       "2         1992       2.0              2.0       177.0               2.0  ...   \n",
       "3         1990      23.0             21.0      1938.0              49.0  ...   \n",
       "4         1991       1.0              1.0        90.0               3.0  ...   \n",
       "5         1989      10.0             10.0       900.0               8.0  ...   \n",
       "6         1987      37.0             37.0      3322.0              63.0  ...   \n",
       "7         1994      35.0             35.0      3150.0              63.0  ...   \n",
       "8         1997       7.0              7.0       556.0               8.0  ...   \n",
       "9         1995      10.0              9.0       855.0              14.0  ...   \n",
       "10        1990       1.0              1.0        90.0               5.0  ...   \n",
       "11        2000       1.0              1.0        90.0               0.0  ...   \n",
       "12        1984      37.0             37.0      3330.0              30.0  ...   \n",
       "13        1995       6.0              6.0       495.0               9.0  ...   \n",
       "14        1985      17.0             16.0      1485.0              27.0  ...   \n",
       "15        1995      32.0             32.0      2880.0              21.0  ...   \n",
       "16        1999       1.0              0.0        11.0               0.0  ...   \n",
       "17        1997       7.0              7.0       619.0               6.0  ...   \n",
       "18        1997      27.0             27.0      2430.0              33.0  ...   \n",
       "19        1996      34.0             34.0      3060.0              50.0  ...   \n",
       "20        1994      33.0             33.0      2932.0              42.0  ...   \n",
       "21        1988      31.0             31.0      2790.0              25.0  ...   \n",
       "22        1985       3.0              3.0       270.0               8.0  ...   \n",
       "23        2000       3.0              3.0       270.0               6.0  ...   \n",
       "24        1988      38.0             38.0      3420.0              43.0  ...   \n",
       "25        1981       1.0              1.0        90.0               3.0  ...   \n",
       "26        1992       5.0              5.0       405.0               7.0  ...   \n",
       "27        1990       1.0              0.0        45.0               1.0  ...   \n",
       "28        1994      31.0             31.0      2761.0              52.0  ...   \n",
       "29        1997       1.0              1.0        90.0               2.0  ...   \n",
       "30        1996       3.0              3.0       270.0               5.0  ...   \n",
       "31        1988       1.0              0.0         5.0               1.0  ...   \n",
       "32        1982      15.0             15.0      1350.0              29.0  ...   \n",
       "33        1987      16.0             16.0      1440.0              33.0  ...   \n",
       "34        1991       1.0              0.0        37.0               1.0  ...   \n",
       "35        1999       1.0              0.0         8.0               0.0  ...   \n",
       "36        1998       1.0              1.0        90.0               1.0  ...   \n",
       "37        1991      16.0             16.0      1392.0              24.0  ...   \n",
       "38        1991      35.0             35.0      3150.0              50.0  ...   \n",
       "39        1987      37.0             37.0      3330.0              59.0  ...   \n",
       "40        1991      36.0             36.0      3240.0              53.0  ...   \n",
       "41        1992       5.0              5.0       450.0               5.0  ...   \n",
       "42        1995      23.0             23.0      2070.0              29.0  ...   \n",
       "43        1990      33.0             33.0      2970.0              29.0  ...   \n",
       "44        1986       6.0              6.0       540.0              10.0  ...   \n",
       "45        1990      32.0             31.0      2862.0              43.0  ...   \n",
       "46        1996      38.0             38.0      3420.0              70.0  ...   \n",
       "47        1991       7.0              7.0       630.0              19.0  ...   \n",
       "48        2002       1.0              0.0        29.0               0.0  ...   \n",
       "\n",
       "    gk_passes_length_avg  gk_goal_kicks  gk_pct_goal_kicks_launched  \\\n",
       "0                   36.3          212.0                        67.9   \n",
       "1                   61.0            1.0                       100.0   \n",
       "2                   33.0           13.0                        38.5   \n",
       "3                   39.5          182.0                        73.1   \n",
       "4                   39.7            7.0                       100.0   \n",
       "5                   39.4           78.0                        87.2   \n",
       "6                   30.9          246.0                        31.7   \n",
       "7                   39.4          316.0                        73.4   \n",
       "8                   30.8           39.0                        43.6   \n",
       "9                   33.2           74.0                        70.3   \n",
       "10                  36.4           12.0                        83.3   \n",
       "11                  47.8            3.0                       100.0   \n",
       "12                  28.1          142.0                        20.4   \n",
       "13                  30.3           44.0                        34.1   \n",
       "14                  36.0          143.0                        39.2   \n",
       "15                  33.0          149.0                        38.9   \n",
       "16                  15.0            0.0                         0.0   \n",
       "17                  25.1           36.0                        25.0   \n",
       "18                  44.4          169.0                        91.1   \n",
       "19                  42.3          231.0                        68.4   \n",
       "20                  31.3          208.0                        69.2   \n",
       "21                  28.6          135.0                        14.1   \n",
       "22                  29.6           22.0                        50.0   \n",
       "23                  33.1           15.0                        53.3   \n",
       "24                  34.2          222.0                        32.0   \n",
       "25                  26.7            8.0                        12.5   \n",
       "26                  29.6           26.0                        23.1   \n",
       "27                  29.6            1.0                         0.0   \n",
       "28                  40.1          229.0                        69.4   \n",
       "29                  33.3            4.0                        25.0   \n",
       "30                  41.5           28.0                        82.1   \n",
       "31                  57.0            2.0                       100.0   \n",
       "32                  29.8           99.0                        29.3   \n",
       "33                  34.6          142.0                        45.8   \n",
       "34                  37.8            4.0                        25.0   \n",
       "35                   0.0            1.0                         0.0   \n",
       "36                  38.5            7.0                        85.7   \n",
       "37                  40.8          130.0                        63.8   \n",
       "38                  36.7          252.0                        46.8   \n",
       "39                  36.6          263.0                        68.8   \n",
       "40                  34.0          294.0                        28.9   \n",
       "41                  26.0           28.0                        64.3   \n",
       "42                  28.5          119.0                        20.2   \n",
       "43                  30.8          172.0                        29.7   \n",
       "44                  33.3           36.0                        36.1   \n",
       "45                  32.2          170.0                        35.3   \n",
       "46                  29.5          257.0                        41.6   \n",
       "47                  30.7           54.0                        37.0   \n",
       "48                  35.9            2.0                        50.0   \n",
       "\n",
       "    gk_goal_kick_length_avg  gk_crosses  gk_crosses_stopped  \\\n",
       "0                      47.6       418.0                22.0   \n",
       "1                      60.0         3.0                 0.0   \n",
       "2                      32.1        24.0                 2.0   \n",
       "3                      49.9       329.0                12.0   \n",
       "4                      58.7        12.0                 0.0   \n",
       "5                      58.6       148.0                 7.0   \n",
       "6                      28.8       491.0                21.0   \n",
       "7                      48.2       484.0                22.0   \n",
       "8                      40.2        61.0                 2.0   \n",
       "9                      45.0       164.0                 7.0   \n",
       "10                     50.8        16.0                 0.0   \n",
       "11                     56.3        10.0                 0.0   \n",
       "12                     26.5       393.0                15.0   \n",
       "13                     31.0       100.0                 2.0   \n",
       "14                     35.4       275.0                 6.0   \n",
       "15                     36.5       347.0                25.0   \n",
       "16                      0.0         1.0                 0.0   \n",
       "17                     26.5        89.0                 3.0   \n",
       "18                     66.3       290.0                18.0   \n",
       "19                     46.5       495.0                21.0   \n",
       "20                     49.7       308.0                28.0   \n",
       "21                     22.5       353.0                18.0   \n",
       "22                     40.9        56.0                 1.0   \n",
       "23                     37.1        22.0                 1.0   \n",
       "24                     31.5       393.0                12.0   \n",
       "25                     19.8         8.0                 1.0   \n",
       "26                     29.2        77.0                 1.0   \n",
       "27                     37.0        12.0                 0.0   \n",
       "28                     51.7       476.0                28.0   \n",
       "29                     29.8         4.0                 0.0   \n",
       "30                     51.1        42.0                 1.0   \n",
       "31                     65.5         1.0                 0.0   \n",
       "32                     30.1       186.0                10.0   \n",
       "33                     38.8       265.0                14.0   \n",
       "34                     39.3         3.0                 0.0   \n",
       "35                     22.0         1.0                 0.0   \n",
       "36                     52.0        14.0                 2.0   \n",
       "37                     46.4       235.0                10.0   \n",
       "38                     38.4       462.0                16.0   \n",
       "39                     45.9       476.0                14.0   \n",
       "40                     26.6       498.0                27.0   \n",
       "41                     47.0        45.0                 1.0   \n",
       "42                     23.6       283.0                11.0   \n",
       "43                     31.5       481.0                24.0   \n",
       "44                     35.0        82.0                 6.0   \n",
       "45                     33.7       291.0                22.0   \n",
       "46                     37.5       602.0                35.0   \n",
       "47                     37.4        95.0                 2.0   \n",
       "48                     35.0         4.0                 0.0   \n",
       "\n",
       "    gk_crosses_stopped_pct  gk_def_actions_outside_pen_area  \\\n",
       "0                      5.3                             25.0   \n",
       "1                      0.0                              0.0   \n",
       "2                      8.3                              0.0   \n",
       "3                      3.6                             14.0   \n",
       "4                      0.0                              0.0   \n",
       "5                      4.7                             10.0   \n",
       "6                      4.3                             30.0   \n",
       "7                      4.5                             33.0   \n",
       "8                      3.3                             20.0   \n",
       "9                      4.3                              2.0   \n",
       "10                     0.0                              0.0   \n",
       "11                     0.0                              1.0   \n",
       "12                     3.8                             10.0   \n",
       "13                     2.0                              3.0   \n",
       "14                     2.2                             10.0   \n",
       "15                     7.2                             45.0   \n",
       "16                     0.0                              0.0   \n",
       "17                     3.4                              5.0   \n",
       "18                     6.2                             22.0   \n",
       "19                     4.2                             23.0   \n",
       "20                     9.1                             39.0   \n",
       "21                     5.1                             31.0   \n",
       "22                     1.8                              2.0   \n",
       "23                     4.5                              1.0   \n",
       "24                     3.1                             26.0   \n",
       "25                    12.5                              0.0   \n",
       "26                     1.3                              4.0   \n",
       "27                     0.0                              0.0   \n",
       "28                     5.9                             25.0   \n",
       "29                     0.0                              1.0   \n",
       "30                     2.4                              1.0   \n",
       "31                     0.0                              0.0   \n",
       "32                     5.4                             10.0   \n",
       "33                     5.3                             11.0   \n",
       "34                     0.0                              0.0   \n",
       "35                     0.0                              0.0   \n",
       "36                    14.3                              0.0   \n",
       "37                     4.3                             13.0   \n",
       "38                     3.5                             10.0   \n",
       "39                     2.9                             20.0   \n",
       "40                     5.4                             14.0   \n",
       "41                     2.2                              4.0   \n",
       "42                     3.9                             16.0   \n",
       "43                     5.0                             25.0   \n",
       "44                     7.3                              3.0   \n",
       "45                     7.6                             51.0   \n",
       "46                     5.8                             38.0   \n",
       "47                     2.1                              6.0   \n",
       "48                     0.0                              2.0   \n",
       "\n",
       "    gk_def_actions_outside_pen_area_per90  gk_avg_distance_def_actions  \n",
       "0                                    0.88                         13.5  \n",
       "1                                    0.00                          0.0  \n",
       "2                                    0.00                          5.5  \n",
       "3                                    0.65                         12.7  \n",
       "4                                    0.00                          0.0  \n",
       "5                                    1.00                         14.6  \n",
       "6                                    0.81                         13.4  \n",
       "7                                    0.94                         15.0  \n",
       "8                                    3.24                         22.3  \n",
       "9                                    0.21                         10.2  \n",
       "10                                   0.00                          4.0  \n",
       "11                                   1.00                         21.0  \n",
       "12                                   0.27                         11.2  \n",
       "13                                   0.55                         13.8  \n",
       "14                                   0.61                         10.8  \n",
       "15                                   1.41                         16.8  \n",
       "16                                   0.00                          0.0  \n",
       "17                                   0.73                         14.6  \n",
       "18                                   0.81                         14.3  \n",
       "19                                   0.68                         13.1  \n",
       "20                                   1.20                         16.5  \n",
       "21                                   1.00                         17.0  \n",
       "22                                   0.67                         13.2  \n",
       "23                                   0.33                         11.3  \n",
       "24                                   0.68                         14.3  \n",
       "25                                   0.00                          6.0  \n",
       "26                                   0.89                         12.6  \n",
       "27                                   0.00                          0.0  \n",
       "28                                   0.81                         11.8  \n",
       "29                                   1.00                         16.0  \n",
       "30                                   0.33                         13.8  \n",
       "31                                   0.00                          0.0  \n",
       "32                                   0.67                         13.7  \n",
       "33                                   0.69                         11.8  \n",
       "34                                   0.00                         18.0  \n",
       "35                                   0.00                          0.0  \n",
       "36                                   0.00                         11.2  \n",
       "37                                   0.84                         16.0  \n",
       "38                                   0.29                         11.0  \n",
       "39                                   0.54                         12.9  \n",
       "40                                   0.39                         11.3  \n",
       "41                                   0.80                         13.9  \n",
       "42                                   0.70                         14.5  \n",
       "43                                   0.76                         13.5  \n",
       "44                                   0.50                         12.5  \n",
       "45                                   1.60                         16.7  \n",
       "46                                   1.00                         13.9  \n",
       "47                                   0.86                         16.4  \n",
       "48                                   6.21                         28.5  \n",
       "\n",
       "[49 rows x 47 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "keeper_players"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "da977789",
   "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>id</th>\n",
       "      <th>r</th>\n",
       "      <th>name</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_passes_length_avg</th>\n",
       "      <th>gk_goal_kicks</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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4312</td>\n",
       "      <td>P</td>\n",
       "      <td>Maignan</td>\n",
       "      <td>Milan</td>\n",
       "      <td>Maignan</td>\n",
       "      <td></td>\n",
       "      <td>647</td>\n",
       "      <td>26</td>\n",
       "      <td>1995</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>33.0</td>\n",
       "      <td>149</td>\n",
       "      <td>38.9</td>\n",
       "      <td>36.5</td>\n",
       "      <td>347</td>\n",
       "      <td>25</td>\n",
       "      <td>7.2</td>\n",
       "      <td>45</td>\n",
       "      <td>1.41</td>\n",
       "      <td>16.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>453</td>\n",
       "      <td>P</td>\n",
       "      <td>Szczesny</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>Szczesny</td>\n",
       "      <td></td>\n",
       "      <td>675</td>\n",
       "      <td>31</td>\n",
       "      <td>1990</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>30.8</td>\n",
       "      <td>172</td>\n",
       "      <td>29.7</td>\n",
       "      <td>31.5</td>\n",
       "      <td>481</td>\n",
       "      <td>24</td>\n",
       "      <td>5.0</td>\n",
       "      <td>25</td>\n",
       "      <td>0.76</td>\n",
       "      <td>13.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2468</td>\n",
       "      <td>P</td>\n",
       "      <td>Ospina</td>\n",
       "      <td>Napoli</td>\n",
       "      <td>Ospina</td>\n",
       "      <td></td>\n",
       "      <td>653</td>\n",
       "      <td>32</td>\n",
       "      <td>1988</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>28.6</td>\n",
       "      <td>135</td>\n",
       "      <td>14.1</td>\n",
       "      <td>22.5</td>\n",
       "      <td>353</td>\n",
       "      <td>18</td>\n",
       "      <td>5.1</td>\n",
       "      <td>31</td>\n",
       "      <td>1.00</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>250</td>\n",
       "      <td>P</td>\n",
       "      <td>Handanovic</td>\n",
       "      <td>Inter</td>\n",
       "      <td>Handanovic</td>\n",
       "      <td></td>\n",
       "      <td>644</td>\n",
       "      <td>37</td>\n",
       "      <td>1984</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>28.1</td>\n",
       "      <td>142</td>\n",
       "      <td>20.4</td>\n",
       "      <td>26.5</td>\n",
       "      <td>393</td>\n",
       "      <td>15</td>\n",
       "      <td>3.8</td>\n",
       "      <td>10</td>\n",
       "      <td>0.27</td>\n",
       "      <td>11.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>316</td>\n",
       "      <td>P</td>\n",
       "      <td>Berisha</td>\n",
       "      <td>Torino</td>\n",
       "      <td>Berisha</td>\n",
       "      <td></td>\n",
       "      <td>637</td>\n",
       "      <td>32</td>\n",
       "      <td>1989</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>39.4</td>\n",
       "      <td>78</td>\n",
       "      <td>87.2</td>\n",
       "      <td>58.6</td>\n",
       "      <td>148</td>\n",
       "      <td>7</td>\n",
       "      <td>4.7</td>\n",
       "      <td>10</td>\n",
       "      <td>1.00</td>\n",
       "      <td>14.6</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>545</th>\n",
       "      <td>5391</td>\n",
       "      <td>A</td>\n",
       "      <td>Kokorin</td>\n",
       "      <td>Fiorentina</td>\n",
       "      <td>Kokorin</td>\n",
       "      <td></td>\n",
       "      <td>281</td>\n",
       "      <td>30</td>\n",
       "      <td>1991</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>546</th>\n",
       "      <td>5458</td>\n",
       "      <td>A</td>\n",
       "      <td>Munteanu</td>\n",
       "      <td>Fiorentina</td>\n",
       "      <td>Munteanu</td>\n",
       "      <td></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</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>547</th>\n",
       "      <td>5459</td>\n",
       "      <td>A</td>\n",
       "      <td>Buksa</td>\n",
       "      <td>Genoa</td>\n",
       "      <td>Buksa</td>\n",
       "      <td></td>\n",
       "      <td>83</td>\n",
       "      <td>18</td>\n",
       "      <td>2003</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>548</th>\n",
       "      <td>5505</td>\n",
       "      <td>A</td>\n",
       "      <td>Kaio Jorge</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>Jorge</td>\n",
       "      <td></td>\n",
       "      <td>264</td>\n",
       "      <td>19</td>\n",
       "      <td>2002</td>\n",
       "      <td>9</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>549</th>\n",
       "      <td>5785</td>\n",
       "      <td>A</td>\n",
       "      <td>Lazetic</td>\n",
       "      <td>Milan</td>\n",
       "      <td>Lazetic</td>\n",
       "      <td></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</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>550 rows × 167 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       id  r        name        team     surname initial  fb_ID  age  \\\n",
       "0    4312  P     Maignan       Milan     Maignan            647   26   \n",
       "1     453  P    Szczesny    Juventus    Szczesny            675   31   \n",
       "2    2468  P      Ospina      Napoli      Ospina            653   32   \n",
       "3     250  P  Handanovic       Inter  Handanovic            644   37   \n",
       "4     316  P     Berisha      Torino     Berisha            637   32   \n",
       "..    ... ..         ...         ...         ...     ...    ...  ...   \n",
       "545  5391  A     Kokorin  Fiorentina     Kokorin            281   30   \n",
       "546  5458  A    Munteanu  Fiorentina    Munteanu             -1    0   \n",
       "547  5459  A       Buksa       Genoa       Buksa             83   18   \n",
       "548  5505  A  Kaio Jorge    Juventus       Jorge            264   19   \n",
       "549  5785  A     Lazetic       Milan     Lazetic             -1    0   \n",
       "\n",
       "     birth_year  games  ...  gk_passes_length_avg  gk_goal_kicks  \\\n",
       "0          1995      0  ...                  33.0            149   \n",
       "1          1990      0  ...                  30.8            172   \n",
       "2          1988      0  ...                  28.6            135   \n",
       "3          1984      0  ...                  28.1            142   \n",
       "4          1989      0  ...                  39.4             78   \n",
       "..          ...    ...  ...                   ...            ...   \n",
       "545        1991      6  ...                   0.0              0   \n",
       "546           0      0  ...                   0.0              0   \n",
       "547        2003      4  ...                   0.0              0   \n",
       "548        2002      9  ...                   0.0              0   \n",
       "549           0      0  ...                   0.0              0   \n",
       "\n",
       "     gk_pct_goal_kicks_launched  gk_goal_kick_length_avg  gk_crosses  \\\n",
       "0                          38.9                     36.5         347   \n",
       "1                          29.7                     31.5         481   \n",
       "2                          14.1                     22.5         353   \n",
       "3                          20.4                     26.5         393   \n",
       "4                          87.2                     58.6         148   \n",
       "..                          ...                      ...         ...   \n",
       "545                         0.0                      0.0           0   \n",
       "546                         0.0                      0.0           0   \n",
       "547                         0.0                      0.0           0   \n",
       "548                         0.0                      0.0           0   \n",
       "549                         0.0                      0.0           0   \n",
       "\n",
       "     gk_crosses_stopped  gk_crosses_stopped_pct  \\\n",
       "0                    25                     7.2   \n",
       "1                    24                     5.0   \n",
       "2                    18                     5.1   \n",
       "3                    15                     3.8   \n",
       "4                     7                     4.7   \n",
       "..                  ...                     ...   \n",
       "545                   0                     0.0   \n",
       "546                   0                     0.0   \n",
       "547                   0                     0.0   \n",
       "548                   0                     0.0   \n",
       "549                   0                     0.0   \n",
       "\n",
       "     gk_def_actions_outside_pen_area  gk_def_actions_outside_pen_area_per90  \\\n",
       "0                                 45                                   1.41   \n",
       "1                                 25                                   0.76   \n",
       "2                                 31                                   1.00   \n",
       "3                                 10                                   0.27   \n",
       "4                                 10                                   1.00   \n",
       "..                               ...                                    ...   \n",
       "545                                0                                   0.00   \n",
       "546                                0                                   0.00   \n",
       "547                                0                                   0.00   \n",
       "548                                0                                   0.00   \n",
       "549                                0                                   0.00   \n",
       "\n",
       "     gk_avg_distance_def_actions  \n",
       "0                           16.8  \n",
       "1                           13.5  \n",
       "2                           17.0  \n",
       "3                           11.2  \n",
       "4                           14.6  \n",
       "..                           ...  \n",
       "545                          0.0  \n",
       "546                          0.0  \n",
       "547                          0.0  \n",
       "548                          0.0  \n",
       "549                          0.0  \n",
       "\n",
       "[550 rows x 167 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fc_players"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "5c502f5e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>vote_avg</th>\n",
       "      <th>vote_std</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6.265625</td>\n",
       "      <td>0.483871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6.121212</td>\n",
       "      <td>0.628012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6.258065</td>\n",
       "      <td>0.332899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>6.162162</td>\n",
       "      <td>0.533399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6.100000</td>\n",
       "      <td>0.700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <th>545</th>\n",
       "      <td>6.106778</td>\n",
       "      <td>0.250641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>546</th>\n",
       "      <td>6.284484</td>\n",
       "      <td>0.401907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>547</th>\n",
       "      <td>5.942560</td>\n",
       "      <td>0.627453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>548</th>\n",
       "      <td>5.946936</td>\n",
       "      <td>0.380747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>549</th>\n",
       "      <td>6.158530</td>\n",
       "      <td>0.318287</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>550 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     vote_avg  vote_std\n",
       "0    6.265625  0.483871\n",
       "1    6.121212  0.628012\n",
       "2    6.258065  0.332899\n",
       "3    6.162162  0.533399\n",
       "4    6.100000  0.700000\n",
       "..        ...       ...\n",
       "545  6.106778  0.250641\n",
       "546  6.284484  0.401907\n",
       "547  5.942560  0.627453\n",
       "548  5.946936  0.380747\n",
       "549  6.158530  0.318287\n",
       "\n",
       "[550 rows x 2 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "votes = pd.read_excel('mid_outputs/season' + season + '/players_votes.xlsx', index_col = 0)\n",
    "\n",
    "mean_def = 6\n",
    "std_def = 0.58\n",
    "\n",
    "mean_def_P = 6.22\n",
    "std_def_P = 0.43\n",
    "\n",
    "\n",
    "min_votes = 6\n",
    "\n",
    "\n",
    "perf_df = pd.DataFrame(columns = ['vote_avg', 'vote_std'])\n",
    "\n",
    "for i in range(fc_players.shape[0]):\n",
    "    v = np.array([])\n",
    "    for j in range(votes.shape[0]):\n",
    "        if(fc_players['name'][i] == votes['player'][j]):\n",
    "            v = np.append(v, votes['vote'][j])\n",
    "    \n",
    "    if(fc_players['r'][i] == 'P'):\n",
    "        mean_def_i = mean_def_P\n",
    "        std_def_i = std_def_P\n",
    "        \n",
    "    if(v.shape[0] < min_votes):\n",
    "         for k in range(min_votes - v.shape[0]):\n",
    "            v = np.append( v, np.random.normal(mean_def_i, std_def_i) )\n",
    "    \n",
    "    row_df = pd.DataFrame(data = [[np.mean(v), np.std(v)]], columns = perf_df.columns)\n",
    "    perf_df = pd.concat([perf_df, row_df], ignore_index = True)\n",
    "    \n",
    "perf_df\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "9e1bc63b",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "\n",
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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>id</th>\n",
       "      <th>r</th>\n",
       "      <th>name</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",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4312</td>\n",
       "      <td>P</td>\n",
       "      <td>Maignan</td>\n",
       "      <td>Milan</td>\n",
       "      <td>Maignan</td>\n",
       "      <td></td>\n",
       "      <td>647</td>\n",
       "      <td>26</td>\n",
       "      <td>1995</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>38.9</td>\n",
       "      <td>36.5</td>\n",
       "      <td>347</td>\n",
       "      <td>25</td>\n",
       "      <td>7.2</td>\n",
       "      <td>45</td>\n",
       "      <td>1.41</td>\n",
       "      <td>16.8</td>\n",
       "      <td>6.265625</td>\n",
       "      <td>0.483871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>453</td>\n",
       "      <td>P</td>\n",
       "      <td>Szczesny</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>Szczesny</td>\n",
       "      <td></td>\n",
       "      <td>675</td>\n",
       "      <td>31</td>\n",
       "      <td>1990</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>29.7</td>\n",
       "      <td>31.5</td>\n",
       "      <td>481</td>\n",
       "      <td>24</td>\n",
       "      <td>5.0</td>\n",
       "      <td>25</td>\n",
       "      <td>0.76</td>\n",
       "      <td>13.5</td>\n",
       "      <td>6.121212</td>\n",
       "      <td>0.628012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2468</td>\n",
       "      <td>P</td>\n",
       "      <td>Ospina</td>\n",
       "      <td>Napoli</td>\n",
       "      <td>Ospina</td>\n",
       "      <td></td>\n",
       "      <td>653</td>\n",
       "      <td>32</td>\n",
       "      <td>1988</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>14.1</td>\n",
       "      <td>22.5</td>\n",
       "      <td>353</td>\n",
       "      <td>18</td>\n",
       "      <td>5.1</td>\n",
       "      <td>31</td>\n",
       "      <td>1.00</td>\n",
       "      <td>17.0</td>\n",
       "      <td>6.258065</td>\n",
       "      <td>0.332899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>250</td>\n",
       "      <td>P</td>\n",
       "      <td>Handanovic</td>\n",
       "      <td>Inter</td>\n",
       "      <td>Handanovic</td>\n",
       "      <td></td>\n",
       "      <td>644</td>\n",
       "      <td>37</td>\n",
       "      <td>1984</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>20.4</td>\n",
       "      <td>26.5</td>\n",
       "      <td>393</td>\n",
       "      <td>15</td>\n",
       "      <td>3.8</td>\n",
       "      <td>10</td>\n",
       "      <td>0.27</td>\n",
       "      <td>11.2</td>\n",
       "      <td>6.162162</td>\n",
       "      <td>0.533399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>316</td>\n",
       "      <td>P</td>\n",
       "      <td>Berisha</td>\n",
       "      <td>Torino</td>\n",
       "      <td>Berisha</td>\n",
       "      <td></td>\n",
       "      <td>637</td>\n",
       "      <td>32</td>\n",
       "      <td>1989</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>87.2</td>\n",
       "      <td>58.6</td>\n",
       "      <td>148</td>\n",
       "      <td>7</td>\n",
       "      <td>4.7</td>\n",
       "      <td>10</td>\n",
       "      <td>1.00</td>\n",
       "      <td>14.6</td>\n",
       "      <td>6.100000</td>\n",
       "      <td>0.700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>545</th>\n",
       "      <td>5391</td>\n",
       "      <td>A</td>\n",
       "      <td>Kokorin</td>\n",
       "      <td>Fiorentina</td>\n",
       "      <td>Kokorin</td>\n",
       "      <td></td>\n",
       "      <td>281</td>\n",
       "      <td>30</td>\n",
       "      <td>1991</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>6.106778</td>\n",
       "      <td>0.250641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>546</th>\n",
       "      <td>5458</td>\n",
       "      <td>A</td>\n",
       "      <td>Munteanu</td>\n",
       "      <td>Fiorentina</td>\n",
       "      <td>Munteanu</td>\n",
       "      <td></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</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.284484</td>\n",
       "      <td>0.401907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>547</th>\n",
       "      <td>5459</td>\n",
       "      <td>A</td>\n",
       "      <td>Buksa</td>\n",
       "      <td>Genoa</td>\n",
       "      <td>Buksa</td>\n",
       "      <td></td>\n",
       "      <td>83</td>\n",
       "      <td>18</td>\n",
       "      <td>2003</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.942560</td>\n",
       "      <td>0.627453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>548</th>\n",
       "      <td>5505</td>\n",
       "      <td>A</td>\n",
       "      <td>Kaio Jorge</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>Jorge</td>\n",
       "      <td></td>\n",
       "      <td>264</td>\n",
       "      <td>19</td>\n",
       "      <td>2002</td>\n",
       "      <td>9</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.946936</td>\n",
       "      <td>0.380747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>549</th>\n",
       "      <td>5785</td>\n",
       "      <td>A</td>\n",
       "      <td>Lazetic</td>\n",
       "      <td>Milan</td>\n",
       "      <td>Lazetic</td>\n",
       "      <td></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</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.158530</td>\n",
       "      <td>0.318287</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>550 rows × 169 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       id  r        name        team     surname initial  fb_ID  age  \\\n",
       "0    4312  P     Maignan       Milan     Maignan            647   26   \n",
       "1     453  P    Szczesny    Juventus    Szczesny            675   31   \n",
       "2    2468  P      Ospina      Napoli      Ospina            653   32   \n",
       "3     250  P  Handanovic       Inter  Handanovic            644   37   \n",
       "4     316  P     Berisha      Torino     Berisha            637   32   \n",
       "..    ... ..         ...         ...         ...     ...    ...  ...   \n",
       "545  5391  A     Kokorin  Fiorentina     Kokorin            281   30   \n",
       "546  5458  A    Munteanu  Fiorentina    Munteanu             -1    0   \n",
       "547  5459  A       Buksa       Genoa       Buksa             83   18   \n",
       "548  5505  A  Kaio Jorge    Juventus       Jorge            264   19   \n",
       "549  5785  A     Lazetic       Milan     Lazetic             -1    0   \n",
       "\n",
       "     birth_year  games  ...  gk_pct_goal_kicks_launched  \\\n",
       "0          1995      0  ...                        38.9   \n",
       "1          1990      0  ...                        29.7   \n",
       "2          1988      0  ...                        14.1   \n",
       "3          1984      0  ...                        20.4   \n",
       "4          1989      0  ...                        87.2   \n",
       "..          ...    ...  ...                         ...   \n",
       "545        1991      6  ...                         0.0   \n",
       "546           0      0  ...                         0.0   \n",
       "547        2003      4  ...                         0.0   \n",
       "548        2002      9  ...                         0.0   \n",
       "549           0      0  ...                         0.0   \n",
       "\n",
       "     gk_goal_kick_length_avg  gk_crosses  gk_crosses_stopped  \\\n",
       "0                       36.5         347                  25   \n",
       "1                       31.5         481                  24   \n",
       "2                       22.5         353                  18   \n",
       "3                       26.5         393                  15   \n",
       "4                       58.6         148                   7   \n",
       "..                       ...         ...                 ...   \n",
       "545                      0.0           0                   0   \n",
       "546                      0.0           0                   0   \n",
       "547                      0.0           0                   0   \n",
       "548                      0.0           0                   0   \n",
       "549                      0.0           0                   0   \n",
       "\n",
       "     gk_crosses_stopped_pct  gk_def_actions_outside_pen_area  \\\n",
       "0                       7.2                               45   \n",
       "1                       5.0                               25   \n",
       "2                       5.1                               31   \n",
       "3                       3.8                               10   \n",
       "4                       4.7                               10   \n",
       "..                      ...                              ...   \n",
       "545                     0.0                                0   \n",
       "546                     0.0                                0   \n",
       "547                     0.0                                0   \n",
       "548                     0.0                                0   \n",
       "549                     0.0                                0   \n",
       "\n",
       "     gk_def_actions_outside_pen_area_per90  gk_avg_distance_def_actions  \\\n",
       "0                                     1.41                         16.8   \n",
       "1                                     0.76                         13.5   \n",
       "2                                     1.00                         17.0   \n",
       "3                                     0.27                         11.2   \n",
       "4                                     1.00                         14.6   \n",
       "..                                     ...                          ...   \n",
       "545                                   0.00                          0.0   \n",
       "546                                   0.00                          0.0   \n",
       "547                                   0.00                          0.0   \n",
       "548                                   0.00                          0.0   \n",
       "549                                   0.00                          0.0   \n",
       "\n",
       "     vote_avg  vote_std  \n",
       "0    6.265625  0.483871  \n",
       "1    6.121212  0.628012  \n",
       "2    6.258065  0.332899  \n",
       "3    6.162162  0.533399  \n",
       "4    6.100000  0.700000  \n",
       "..        ...       ...  \n",
       "545  6.106778  0.250641  \n",
       "546  6.284484  0.401907  \n",
       "547  5.942560  0.627453  \n",
       "548  5.946936  0.380747  \n",
       "549  6.158530  0.318287  \n",
       "\n",
       "[550 rows x 169 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fc_players = pd.concat([fc_players, perf_df], axis = 1)\n",
    "\n",
    "fc_players"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "494db0f4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sportiello, 0.8333333333333334\n",
      "Bardi, 0.33333333333333337\n",
      "Padelli, 0.5\n",
      "Pinsoglio, 0.16666666666666663\n",
      "Semper, 0.16666666666666663\n",
      "Zovko, 0.16666666666666663\n",
      "Radunovic, 0.5\n",
      "Perin, 0.8333333333333334\n",
      "Mirante, 0.0\n",
      "Ujkani, 0.0\n",
      "Marchetti, 0.0\n",
      "Pegolo, 0.16666666666666663\n",
      "Radu I., 0.16666666666666663\n",
      "Cordaz, 0.0\n",
      "Aresti, 0.0\n",
      "Fiorillo, 0.16666666666666663\n",
      "Satalino, 0.16666666666666663\n",
      "Santurro, 0.0\n",
      "Rossi F., 0.16666666666666663\n",
      "Fuzato, 0.0\n",
      "Rosati, 0.0\n",
      "Berardi A., 0.16666666666666663\n",
      "Gemello, 0.16666666666666663\n",
      "Ravaglia, 0.16666666666666663\n",
      "Pandur, 0.5\n",
      "Boer, 0.0\n",
      "Gasparini, 0.0\n",
      "Furlan, 0.0\n",
      "Adamonis, 0.0\n",
      "Marfella, 0.16666666666666663\n",
      "Bertinato, 0.0\n",
      "Molla, 0.0\n",
      "Russo, 0.0\n",
      "Piana, 0.0\n",
      "Neri, 0.0\n"
     ]
    }
   ],
   "source": [
    "min_gk_games = 6\n",
    "\n",
    "fc_players_newgk = fc_players.copy()\n",
    "\n",
    "columns_to_avg = fc_players.columns[123:] # from gk_games to end\n",
    "\n",
    "for i in range(fc_players.shape[0]):\n",
    "    if(fc_players['r'][i] == 'P'):\n",
    "        if(fc_players['gk_games'][i] < min_gk_games):\n",
    "            for j in range(fc_players.shape[0]):\n",
    "                if(fc_players['team'][i] == fc_players['team'][j] and fc_players['gk_games'][j] >= min_gk_games):\n",
    "                    break\n",
    "                    \n",
    "            weight = 1 - (min_gk_games - fc_players['gk_games'][i]) / min_gk_games\n",
    "            \n",
    "            fc_players_newgk.at[i, columns_to_avg] = fc_players.loc[i][columns_to_avg] * weight + (1 - weight) * fc_players.loc[j][columns_to_avg]\n",
    "            \n",
    "            print(fc_players['name'][i] + ', ' + str(weight))\n",
    "            \n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "3d4eec07",
   "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>id</th>\n",
       "      <th>r</th>\n",
       "      <th>name</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",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4312</td>\n",
       "      <td>P</td>\n",
       "      <td>Maignan</td>\n",
       "      <td>Milan</td>\n",
       "      <td>Maignan</td>\n",
       "      <td></td>\n",
       "      <td>647</td>\n",
       "      <td>26</td>\n",
       "      <td>1995</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>38.9</td>\n",
       "      <td>36.5</td>\n",
       "      <td>347.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>7.2</td>\n",
       "      <td>45.0</td>\n",
       "      <td>1.41</td>\n",
       "      <td>16.8</td>\n",
       "      <td>6.265625</td>\n",
       "      <td>0.483871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>453</td>\n",
       "      <td>P</td>\n",
       "      <td>Szczesny</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>Szczesny</td>\n",
       "      <td></td>\n",
       "      <td>675</td>\n",
       "      <td>31</td>\n",
       "      <td>1990</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>29.7</td>\n",
       "      <td>31.5</td>\n",
       "      <td>481.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.76</td>\n",
       "      <td>13.5</td>\n",
       "      <td>6.121212</td>\n",
       "      <td>0.628012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2468</td>\n",
       "      <td>P</td>\n",
       "      <td>Ospina</td>\n",
       "      <td>Napoli</td>\n",
       "      <td>Ospina</td>\n",
       "      <td></td>\n",
       "      <td>653</td>\n",
       "      <td>32</td>\n",
       "      <td>1988</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>14.1</td>\n",
       "      <td>22.5</td>\n",
       "      <td>353.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>31.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>17.0</td>\n",
       "      <td>6.258065</td>\n",
       "      <td>0.332899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>250</td>\n",
       "      <td>P</td>\n",
       "      <td>Handanovic</td>\n",
       "      <td>Inter</td>\n",
       "      <td>Handanovic</td>\n",
       "      <td></td>\n",
       "      <td>644</td>\n",
       "      <td>37</td>\n",
       "      <td>1984</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>20.4</td>\n",
       "      <td>26.5</td>\n",
       "      <td>393.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>3.8</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.27</td>\n",
       "      <td>11.2</td>\n",
       "      <td>6.162162</td>\n",
       "      <td>0.533399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>316</td>\n",
       "      <td>P</td>\n",
       "      <td>Berisha</td>\n",
       "      <td>Torino</td>\n",
       "      <td>Berisha</td>\n",
       "      <td></td>\n",
       "      <td>637</td>\n",
       "      <td>32</td>\n",
       "      <td>1989</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>87.2</td>\n",
       "      <td>58.6</td>\n",
       "      <td>148.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4.7</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>14.6</td>\n",
       "      <td>6.100000</td>\n",
       "      <td>0.700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>545</th>\n",
       "      <td>5391</td>\n",
       "      <td>A</td>\n",
       "      <td>Kokorin</td>\n",
       "      <td>Fiorentina</td>\n",
       "      <td>Kokorin</td>\n",
       "      <td></td>\n",
       "      <td>281</td>\n",
       "      <td>30</td>\n",
       "      <td>1991</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.106778</td>\n",
       "      <td>0.250641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>546</th>\n",
       "      <td>5458</td>\n",
       "      <td>A</td>\n",
       "      <td>Munteanu</td>\n",
       "      <td>Fiorentina</td>\n",
       "      <td>Munteanu</td>\n",
       "      <td></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>6.284484</td>\n",
       "      <td>0.401907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>547</th>\n",
       "      <td>5459</td>\n",
       "      <td>A</td>\n",
       "      <td>Buksa</td>\n",
       "      <td>Genoa</td>\n",
       "      <td>Buksa</td>\n",
       "      <td></td>\n",
       "      <td>83</td>\n",
       "      <td>18</td>\n",
       "      <td>2003</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.942560</td>\n",
       "      <td>0.627453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>548</th>\n",
       "      <td>5505</td>\n",
       "      <td>A</td>\n",
       "      <td>Kaio Jorge</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>Jorge</td>\n",
       "      <td></td>\n",
       "      <td>264</td>\n",
       "      <td>19</td>\n",
       "      <td>2002</td>\n",
       "      <td>9</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.946936</td>\n",
       "      <td>0.380747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>549</th>\n",
       "      <td>5785</td>\n",
       "      <td>A</td>\n",
       "      <td>Lazetic</td>\n",
       "      <td>Milan</td>\n",
       "      <td>Lazetic</td>\n",
       "      <td></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>6.158530</td>\n",
       "      <td>0.318287</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>550 rows × 169 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       id  r        name        team     surname initial  fb_ID  age  \\\n",
       "0    4312  P     Maignan       Milan     Maignan            647   26   \n",
       "1     453  P    Szczesny    Juventus    Szczesny            675   31   \n",
       "2    2468  P      Ospina      Napoli      Ospina            653   32   \n",
       "3     250  P  Handanovic       Inter  Handanovic            644   37   \n",
       "4     316  P     Berisha      Torino     Berisha            637   32   \n",
       "..    ... ..         ...         ...         ...     ...    ...  ...   \n",
       "545  5391  A     Kokorin  Fiorentina     Kokorin            281   30   \n",
       "546  5458  A    Munteanu  Fiorentina    Munteanu             -1    0   \n",
       "547  5459  A       Buksa       Genoa       Buksa             83   18   \n",
       "548  5505  A  Kaio Jorge    Juventus       Jorge            264   19   \n",
       "549  5785  A     Lazetic       Milan     Lazetic             -1    0   \n",
       "\n",
       "     birth_year  games  ...  gk_pct_goal_kicks_launched  \\\n",
       "0          1995      0  ...                        38.9   \n",
       "1          1990      0  ...                        29.7   \n",
       "2          1988      0  ...                        14.1   \n",
       "3          1984      0  ...                        20.4   \n",
       "4          1989      0  ...                        87.2   \n",
       "..          ...    ...  ...                         ...   \n",
       "545        1991      6  ...                         0.0   \n",
       "546           0      0  ...                         0.0   \n",
       "547        2003      4  ...                         0.0   \n",
       "548        2002      9  ...                         0.0   \n",
       "549           0      0  ...                         0.0   \n",
       "\n",
       "     gk_goal_kick_length_avg  gk_crosses  gk_crosses_stopped  \\\n",
       "0                       36.5       347.0                25.0   \n",
       "1                       31.5       481.0                24.0   \n",
       "2                       22.5       353.0                18.0   \n",
       "3                       26.5       393.0                15.0   \n",
       "4                       58.6       148.0                 7.0   \n",
       "..                       ...         ...                 ...   \n",
       "545                      0.0         0.0                 0.0   \n",
       "546                      0.0         0.0                 0.0   \n",
       "547                      0.0         0.0                 0.0   \n",
       "548                      0.0         0.0                 0.0   \n",
       "549                      0.0         0.0                 0.0   \n",
       "\n",
       "     gk_crosses_stopped_pct  gk_def_actions_outside_pen_area  \\\n",
       "0                       7.2                             45.0   \n",
       "1                       5.0                             25.0   \n",
       "2                       5.1                             31.0   \n",
       "3                       3.8                             10.0   \n",
       "4                       4.7                             10.0   \n",
       "..                      ...                              ...   \n",
       "545                     0.0                              0.0   \n",
       "546                     0.0                              0.0   \n",
       "547                     0.0                              0.0   \n",
       "548                     0.0                              0.0   \n",
       "549                     0.0                              0.0   \n",
       "\n",
       "     gk_def_actions_outside_pen_area_per90  gk_avg_distance_def_actions  \\\n",
       "0                                     1.41                         16.8   \n",
       "1                                     0.76                         13.5   \n",
       "2                                     1.00                         17.0   \n",
       "3                                     0.27                         11.2   \n",
       "4                                     1.00                         14.6   \n",
       "..                                     ...                          ...   \n",
       "545                                   0.00                          0.0   \n",
       "546                                   0.00                          0.0   \n",
       "547                                   0.00                          0.0   \n",
       "548                                   0.00                          0.0   \n",
       "549                                   0.00                          0.0   \n",
       "\n",
       "     vote_avg  vote_std  \n",
       "0    6.265625  0.483871  \n",
       "1    6.121212  0.628012  \n",
       "2    6.258065  0.332899  \n",
       "3    6.162162  0.533399  \n",
       "4    6.100000  0.700000  \n",
       "..        ...       ...  \n",
       "545  6.106778  0.250641  \n",
       "546  6.284484  0.401907  \n",
       "547  5.942560  0.627453  \n",
       "548  5.946936  0.380747  \n",
       "549  6.158530  0.318287  \n",
       "\n",
       "[550 rows x 169 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fc_players = fc_players_newgk\n",
    "\n",
    "fc_players"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "8336c025",
   "metadata": {},
   "outputs": [],
   "source": [
    "fc_players.to_excel('mid_outputs/season' + season + '/players_stats.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b7a7c972",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f3fc9b1b",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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