{ "cells": [ { "cell_type": "markdown", "id": "d065632b", "metadata": {}, "source": [ "Scraping from http://fbref.com\n", "\n", "Data:\n", "- outfield players stats\n", "- goalkeepers stats\n", "- team stats (of and against)\n", "\n", "Original code by parth1902:\n", "https://github.com/parth1902/Scrape-FBref-data" ] }, { "cell_type": "code", "execution_count": 1, "id": "3b8d2e7f", "metadata": {}, "outputs": [], "source": [ "import requests\n", "from bs4 import BeautifulSoup\n", "import pandas as pd\n", "import numpy as np\n", "import re\n", "import sys, getopt\n", "import csv\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "ab920c85", "metadata": {}, "outputs": [], "source": [ "#standard(stats)\n", "stats = [\"player\",\"nationality\",\"position\",\"team\",\"age\",\"birth_year\",\"games\",\"games_starts\",\"minutes\",\"goals\",\"assists\",\"pens_made\",\"pens_att\",\"cards_yellow\",\"cards_red\",\"goals_per90\",\"assists_per90\",\"goals_assists_per90\",\"goals_pens_per90\",\"goals_assists_pens_per90\",\"xg\",\"npxg\",\"xa\",\"xg_per90\",\"xa_per90\",\"xg_xa_per90\",\"npxg_per90\",\"npxg_xa_per90\"]\n", "stats3 = [\"players_used\",\"possession\",\"games\",\"games_starts\",\"minutes\",\"goals\",\"assists\",\"pens_made\",\"pens_att\",\"cards_yellow\",\"cards_red\",\"goals_per90\",\"assists_per90\",\"goals_assists_per90\",\"goals_pens_per90\",\"goals_assists_pens_per90\",\"xg\",\"npxg\",\"xa\",\"xg_per90\",\"xa_per90\",\"xg_xa_per90\",\"npxg_per90\",\"npxg_xa_per90\"] \n", "#goalkeeping(keepers)\n", "keepers = [\"player\",\"nationality\",\"position\",\"team\",\"age\",\"birth_year\",\"gk_games\",\"gk_games_starts\",\"gk_minutes\",\"gk_goals_against\",\"gk_goals_against_per90\",\"gk_shots_on_target_against\",\"gk_saves\",\"gk_save_pct\",\"gk_wins\",\"gk_ties\",\"gk_losses\",\"gk_clean_sheets\",\"gk_clean_sheets_pct\",\"gk_pens_att\",\"gk_pens_allowed\",\"gk_pens_saved\",\"gk_pens_missed\"]\n", "keepers3 = [\"players_used\",\"gk_games\",\"gk_games_starts\",\"gk_minutes\",\"gk_goals_against\",\"gk_goals_against_per90\",\"gk_shots_on_target_against\",\"gk_saves\",\"gk_save_pct\",\"gk_wins\",\"gk_ties\",\"gk_losses\",\"gk_clean_sheets\",\"gk_clean_sheets_pct\",\"gk_pens_att\",\"gk_pens_allowed\",\"gk_pens_saved\",\"gk_pens_missed\"]\n", "#advance goalkeeping(keepersadv)\n", "keepersadv = [\"player\",\"nationality\",\"position\",\"team\",\"age\",\"birth_year\",\"minutes_90s\",\"gk_goals_against\",\"gk_pens_allowed\",\"gk_free_kick_goals_against\",\"gk_corner_kick_goals_against\",\"gk_own_goals_against\",\"gk_psxg\",\"gk_psnpxg_per_shot_on_target_against\",\"gk_psxg_net\",\"gk_psxg_net_per90\",\"gk_passes_completed_launched\",\"gk_passes_launched\",\"gk_passes_pct_launched\",\"gk_passes\",\"gk_passes_throws\",\"gk_pct_passes_launched\",\"gk_passes_length_avg\",\"gk_goal_kicks\",\"gk_pct_goal_kicks_launched\",\"gk_goal_kick_length_avg\",\"gk_crosses\",\"gk_crosses_stopped\",\"gk_crosses_stopped_pct\",\"gk_def_actions_outside_pen_area\",\"gk_def_actions_outside_pen_area_per90\",\"gk_avg_distance_def_actions\"]\n", "keepersadv2 = [\"minutes_90s\",\"gk_goals_against\",\"gk_pens_allowed\",\"gk_free_kick_goals_against\",\"gk_corner_kick_goals_against\",\"gk_own_goals_against\",\"gk_psxg\",\"gk_psnpxg_per_shot_on_target_against\",\"gk_psxg_net\",\"gk_psxg_net_per90\",\"gk_passes_completed_launched\",\"gk_passes_launched\",\"gk_passes_pct_launched\",\"gk_passes\",\"gk_passes_throws\",\"gk_pct_passes_launched\",\"gk_passes_length_avg\",\"gk_goal_kicks\",\"gk_pct_goal_kicks_launched\",\"gk_goal_kick_length_avg\",\"gk_crosses\",\"gk_crosses_stopped\",\"gk_crosses_stopped_pct\",\"gk_def_actions_outside_pen_area\",\"gk_def_actions_outside_pen_area_per90\",\"gk_avg_distance_def_actions\"]\n", "#shooting(shooting)\n", "shooting = [\"player\",\"nationality\",\"position\",\"team\",\"age\",\"birth_year\",\"minutes_90s\",\"goals\",\"pens_made\",\"pens_att\",\"shots_total\",\"shots_on_target\",\"shots_free_kicks\",\"shots_on_target_pct\",\"shots_total_per90\",\"shots_on_target_per90\",\"goals_per_shot\",\"goals_per_shot_on_target\",\"xg\",\"npxg\",\"npxg_per_shot\",\"xg_net\",\"npxg_net\"]\n", "shooting2 = [\"minutes_90s\",\"goals\",\"pens_made\",\"pens_att\",\"shots_total\",\"shots_on_target\",\"shots_free_kicks\",\"shots_on_target_pct\",\"shots_total_per90\",\"shots_on_target_per90\",\"goals_per_shot\",\"goals_per_shot_on_target\",\"xg\",\"npxg\",\"npxg_per_shot\",\"xg_net\",\"npxg_net\"]\n", "shooting3 = [\"goals\",\"pens_made\",\"pens_att\",\"shots_total\",\"shots_on_target\",\"shots_free_kicks\",\"shots_on_target_pct\",\"shots_total_per90\",\"shots_on_target_per90\",\"goals_per_shot\",\"goals_per_shot_on_target\",\"xg\",\"npxg\",\"npxg_per_shot\",\"xg_net\",\"npxg_net\"]\n", "#passing(passing)\n", "passing = [\"player\",\"nationality\",\"position\",\"team\",\"age\",\"birth_year\",\"minutes_90s\",\"passes_completed\",\"passes\",\"passes_pct\",\"passes_total_distance\",\"passes_progressive_distance\",\"passes_completed_short\",\"passes_short\",\"passes_pct_short\",\"passes_completed_medium\",\"passes_medium\",\"passes_pct_medium\",\"passes_completed_long\",\"passes_long\",\"passes_pct_long\",\"assists\",\"xa\",\"xa_net\",\"assisted_shots\",\"passes_into_final_third\",\"passes_into_penalty_area\",\"crosses_into_penalty_area\",\"progressive_passes\"]\n", "passing2 = [\"passes_completed\",\"passes\",\"passes_pct\",\"passes_total_distance\",\"passes_progressive_distance\",\"passes_completed_short\",\"passes_short\",\"passes_pct_short\",\"passes_completed_medium\",\"passes_medium\",\"passes_pct_medium\",\"passes_completed_long\",\"passes_long\",\"passes_pct_long\",\"assists\",\"xa\",\"xa_net\",\"assisted_shots\",\"passes_into_final_third\",\"passes_into_penalty_area\",\"crosses_into_penalty_area\",\"progressive_passes\"]\n", "#passtypes(passing_types)\n", "passing_types = [\"player\",\"nationality\",\"position\",\"team\",\"age\",\"birth_year\",\"minutes_90s\",\"passes\",\"passes_live\",\"passes_dead\",\"passes_free_kicks\",\"through_balls\",\"passes_pressure\",\"passes_switches\",\"crosses\",\"corner_kicks\",\"corner_kicks_in\",\"corner_kicks_out\",\"corner_kicks_straight\",\"passes_ground\",\"passes_low\",\"passes_high\",\"passes_left_foot\",\"passes_right_foot\",\"passes_head\",\"throw_ins\",\"passes_other_body\",\"passes_completed\",\"passes_offsides\",\"passes_oob\",\"passes_intercepted\",\"passes_blocked\"]\n", "passing_types2 = [\"passes\",\"passes_live\",\"passes_dead\",\"passes_free_kicks\",\"through_balls\",\"passes_pressure\",\"passes_switches\",\"crosses\",\"corner_kicks\",\"corner_kicks_in\",\"corner_kicks_out\",\"corner_kicks_straight\",\"passes_ground\",\"passes_low\",\"passes_high\",\"passes_left_foot\",\"passes_right_foot\",\"passes_head\",\"throw_ins\",\"passes_other_body\",\"passes_completed\",\"passes_offsides\",\"passes_oob\",\"passes_intercepted\",\"passes_blocked\"]\n", "#goal and shot creation(gca)\n", "gca = [\"player\",\"nationality\",\"position\",\"team\",\"age\",\"birth_year\",\"minutes_90s\",\"sca\",\"sca_per90\",\"sca_passes_live\",\"sca_passes_dead\",\"sca_dribbles\",\"sca_shots\",\"sca_fouled\",\"gca\",\"gca_per90\",\"gca_passes_live\",\"gca_passes_dead\",\"gca_dribbles\",\"gca_shots\",\"gca_fouled\",\"gca_defense\"]\n", "gca2 = [\"sca\",\"sca_per90\",\"sca_passes_live\",\"sca_passes_dead\",\"sca_dribbles\",\"sca_shots\",\"sca_fouled\",\"gca\",\"gca_per90\",\"gca_passes_live\",\"gca_passes_dead\",\"gca_dribbles\",\"gca_shots\",\"gca_fouled\",\"gca_defense\"]\n", "#defensive actions(defense)\n", "defense = [\"player\",\"nationality\",\"position\",\"team\",\"age\",\"birth_year\",\"minutes_90s\",\"tackles\",\"tackles_won\",\"tackles_def_3rd\",\"tackles_mid_3rd\",\"tackles_att_3rd\",\"dribble_tackles\",\"dribbles_vs\",\"dribble_tackles_pct\",\"dribbled_past\",\"pressures\",\"pressure_regains\",\"pressure_regain_pct\",\"pressures_def_3rd\",\"pressures_mid_3rd\",\"pressures_att_3rd\",\"blocks\",\"blocked_shots\",\"blocked_shots_saves\",\"blocked_passes\",\"interceptions\",\"clearances\",\"errors\"]\n", "defense2 = [\"tackles\",\"tackles_won\",\"tackles_def_3rd\",\"tackles_mid_3rd\",\"tackles_att_3rd\",\"dribble_tackles\",\"dribbles_vs\",\"dribble_tackles_pct\",\"dribbled_past\",\"pressures\",\"pressure_regains\",\"pressure_regain_pct\",\"pressures_def_3rd\",\"pressures_mid_3rd\",\"pressures_att_3rd\",\"blocks\",\"blocked_shots\",\"blocked_shots_saves\",\"blocked_passes\",\"interceptions\",\"clearances\",\"errors\"]\n", "#possession(possession)\n", "possession = [\"player\",\"nationality\",\"position\",\"team\",\"age\",\"birth_year\",\"minutes_90s\",\"touches\",\"touches_def_pen_area\",\"touches_def_3rd\",\"touches_mid_3rd\",\"touches_att_3rd\",\"touches_att_pen_area\",\"touches_live_ball\",\"dribbles_completed\",\"dribbles\",\"dribbles_completed_pct\",\"players_dribbled_past\",\"nutmegs\",\"carries\",\"carry_distance\",\"carry_progressive_distance\",\"progressive_carries\",\"carries_into_final_third\",\"carries_into_penalty_area\",\"pass_targets\",\"passes_received\",\"passes_received_pct\",\"miscontrols\",\"dispossessed\"]\n", "possession2 = [\"touches\",\"touches_def_pen_area\",\"touches_def_3rd\",\"touches_mid_3rd\",\"touches_att_3rd\",\"touches_att_pen_area\",\"touches_live_ball\",\"dribbles_completed\",\"dribbles\",\"dribbles_completed_pct\",\"players_dribbled_past\",\"nutmegs\",\"carries\",\"carry_distance\",\"carry_progressive_distance\",\"progressive_carries\",\"carries_into_final_third\",\"carries_into_penalty_area\",\"pass_targets\",\"passes_received\",\"passes_received_pct\",\"miscontrols\",\"dispossessed\"]\n", "#playingtime(playingtime)\n", "playingtime = [\"player\",\"nationality\",\"position\",\"team\",\"age\",\"birth_year\",\"minutes_90s\",\"games\",\"minutes\",\"minutes_per_game\",\"minutes_pct\",\"games_starts\",\"minutes_per_start\",\"games_subs\",\"minutes_per_sub\",\"unused_subs\",\"points_per_match\",\"on_goals_for\",\"on_goals_against\",\"plus_minus\",\"plus_minus_per90\",\"plus_minus_wowy\",\"on_xg_for\",\"on_xg_against\",\"xg_plus_minus\",\"xg_plus_minus_per90\",\"xg_plus_minus_wowy\"]\n", "playingtime2 = [\"games\",\"minutes\",\"minutes_per_game\",\"minutes_pct\",\"games_starts\",\"minutes_per_start\",\"games_subs\",\"minutes_per_sub\",\"unused_subs\",\"points_per_match\",\"on_goals_for\",\"on_goals_against\",\"plus_minus\",\"plus_minus_per90\",\"plus_minus_wowy\",\"on_xg_for\",\"on_xg_against\",\"xg_plus_minus\",\"xg_plus_minus_per90\",\"xg_plus_minus_wowy\"]\n", "#miscallaneous(misc)\n", "misc = [\"player\",\"nationality\",\"position\",\"team\",\"age\",\"birth_year\",\"minutes_90s\",\"cards_yellow\",\"cards_red\",\"cards_yellow_red\",\"fouls\",\"fouled\",\"offsides\",\"crosses\",\"interceptions\",\"tackles_won\",\"pens_won\",\"pens_conceded\",\"own_goals\",\"ball_recoveries\",\"aerials_won\",\"aerials_lost\",\"aerials_won_pct\"]\n", "misc2 = [\"cards_yellow\",\"cards_red\",\"cards_yellow_red\",\"fouls\",\"fouled\",\"offsides\",\"crosses\",\"interceptions\",\"tackles_won\",\"pens_won\",\"pens_conceded\",\"own_goals\",\"ball_recoveries\",\"aerials_won\",\"aerials_lost\",\"aerials_won_pct\"]\n", "\n", "def get_tables(url,text):\n", " res = requests.get(url)\n", " ## The next two lines get around the issue with comments breaking the parsing.\n", " comm = re.compile(\"\")\n", " soup = BeautifulSoup(comm.sub(\"\",res.text),'lxml')\n", " all_tables = soup.findAll(\"tbody\")\n", " \n", " team_table = all_tables[0]\n", " team_vs_table = all_tables[1]\n", " player_table = all_tables[2]\n", " if text == 'for':\n", " return player_table, team_table\n", " if text == 'vs':\n", " return player_table, team_vs_table\n", "\n", "def get_frame(features, player_table):\n", " pre_df_player = dict()\n", " features_wanted_player = features\n", " rows_player = player_table.find_all('tr')\n", " for row in rows_player:\n", " if(row.find('th',{\"scope\":\"row\"}) != None):\n", " \n", " for f in features_wanted_player:\n", " cell = row.find(\"td\",{\"data-stat\": f})\n", " if(cell == None):\n", " continue\n", " a = cell.text.strip().encode()\n", " text=a.decode(\"utf-8\")\n", " if(text == ''):\n", " text = '0'\n", " if((f!='player')&(f!='nationality')&(f!='position')&(f!='squad')&(f!='age')&(f!='birth_year')&(f!='team')):\n", " text = float(text.replace(',','')) \n", " if f in pre_df_player:\n", " pre_df_player[f].append(text)\n", " else:\n", " pre_df_player[f] = [text]\n", " df_player = pd.DataFrame.from_dict(pre_df_player)\n", " return df_player\n", "\n", "def get_frame_team(features, team_table):\n", " pre_df_squad = dict()\n", " #Note: features does not contain squad name, it requires special treatment\n", " features_wanted_squad = features\n", " rows_squad = team_table.find_all('tr')\n", " for row in rows_squad:\n", " if(row.find('th',{\"scope\":\"row\"}) != None):\n", " name = row.find('th',{\"data-stat\":\"team\"}).text.strip().encode().decode(\"utf-8\")\n", " if 'team' in pre_df_squad:\n", " pre_df_squad['team'].append(name)\n", " else:\n", " pre_df_squad['team'] = [name]\n", " for f in features_wanted_squad:\n", " cell = row.find(\"td\",{\"data-stat\": f})\n", " if(cell == None):\n", " continue\n", " a = cell.text.strip().encode()\n", " text=a.decode(\"utf-8\")\n", " if(text == ''):\n", " text = '0'\n", " if((f!='player')&(f!='nationality')&(f!='position')&(f!='squad')&(f!='age')&(f!='birth_year')&(f!='team')):\n", " text = float(text.replace(',',''))\n", " if f in pre_df_squad:\n", " pre_df_squad[f].append(text)\n", " else:\n", " pre_df_squad[f] = [text]\n", " df_squad = pd.DataFrame.from_dict(pre_df_squad)\n", " return df_squad\n", "\n", "def get_frame_team_2(features, team_table):\n", " pre_df_squad = dict()\n", " #Note: features does not contain squad name, it requires special treatment\n", " features_wanted_squad = features\n", " rows_squad = team_table.find_all('tr')\n", " for row in rows_squad:\n", " if(row.find('th',{\"scope\":\"row\"}) != None):\n", " name = row.find('th',{\"data-stat\":\"squad\"}).text.strip().encode().decode(\"utf-8\")\n", " if 'squad' in pre_df_squad:\n", " pre_df_squad['squad'].append(name)\n", " else:\n", " pre_df_squad['squad'] = [name]\n", " for f in features_wanted_squad:\n", " cell = row.find(\"td\",{\"data-stat\": f})\n", " a = cell.text.strip().encode()\n", " text=a.decode(\"utf-8\")\n", " if(text == ''):\n", " text = '0'\n", " if((f!='player')&(f!='nationality')&(f!='position')&(f!='squad')&(f!='age')&(f!='birth_year')&(f!='team')):\n", " text = float(text.replace(',',''))\n", " print(f)\n", " if f in pre_df_squad:\n", " pre_df_squad[f].append(text)\n", " else:\n", " pre_df_squad[f] = [text]\n", " df_squad = pd.DataFrame.from_dict(pre_df_squad)\n", " return df_squad\n", "\n", "def frame_for_category(category,top,end,features):\n", " url = (top + category + end)\n", " player_table, team_table = get_tables(url,'for')\n", " df_player = get_frame(features, player_table)\n", " return df_player\n", "\n", "def frame_for_category_team(category,top,end,features,text):\n", " url = (top + category + end)\n", " player_table, team_table = get_tables(url,text)\n", " df_team = get_frame_team(features, team_table)\n", " return df_team\n", "\n", "\n", "\n", "\n", "#Function to get the player data for outfield player, includes all categories - standard stats, shooting\n", "#passing, passing types, goal and shot creation, defensive actions, possession, and miscallaneous\n", "def get_outfield_data(top, end):\n", " df1 = frame_for_category('stats',top,end,stats)\n", " df2 = frame_for_category('shooting',top,end,shooting2)\n", " df3 = frame_for_category('passing',top,end,passing2)\n", " df4 = frame_for_category('passing_types',top,end,passing_types2)\n", " df5 = frame_for_category('gca',top,end,gca2)\n", " df6 = frame_for_category('defense',top,end,defense2)\n", " df7 = frame_for_category('possession',top,end,possession2)\n", " df8 = frame_for_category('misc',top,end,misc2)\n", " df = pd.concat([df1, df2, df3, df4, df5, df6, df7, df8], axis=1)\n", " df = df.loc[:,~df.columns.duplicated()]\n", " return df\n", "\n", "\n", "#Function to get keeping and advance goalkeeping data\n", "def get_keeper_data(top,end):\n", " df1 = frame_for_category('keepers',top,end,keepers)\n", " df2 = frame_for_category('keepersadv',top,end,keepersadv2)\n", " df = pd.concat([df1, df2], axis=1)\n", " df = df.loc[:,~df.columns.duplicated()]\n", " return df\n", "\n", "\n", "\n", "#Function to get team-wise data accross all categories as mentioned above\n", "def get_team_data(top,end,text):\n", " df1 = frame_for_category_team('stats',top,end,stats3,text)\n", " df2 = frame_for_category_team('keepers',top,end,keepers3,text)\n", " df3 = frame_for_category_team('keepersadv',top,end,keepersadv2,text)\n", " df4 = frame_for_category_team('shooting',top,end,shooting3,text)\n", " df5 = frame_for_category_team('passing',top,end,passing2,text)\n", " df6 = frame_for_category_team('passing_types',top,end,passing_types2,text)\n", " df7 = frame_for_category_team('gca',top,end,gca2,text)\n", " df8 = frame_for_category_team('defense',top,end,defense2,text)\n", " df9 = frame_for_category_team('possession',top,end,possession2,text)\n", " df10 = frame_for_category_team('misc',top,end,misc2,text)\n", " df = pd.concat([df1, df2, df3, df4, df5, df6, df7, df8, df9, df10], axis=1)\n", " df = df.loc[:,~df.columns.duplicated()]\n", " return df" ] }, { "cell_type": "code", "execution_count": 3, "id": "9141a9ec", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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playernationalitypositionteamagebirth_yeargamesgames_startsminutesgoals...foulsfouledoffsidespens_wonpens_concededown_goalsball_recoveriesaerials_wonaerials_lostaerials_won_pct
0Tammy Abrahameng ENGFWRoma25-040199714.011.0972.03.0...13.022.06.01.00.00.016.024.023.051.1
1Francesco Acerbiit ITADFInter34-27419888.07.0641.00.0...6.05.00.00.00.00.034.017.03.085.0
2Yacine Adlifr FRAMF,FWMilan22-10520004.01.0116.00.0...3.01.00.00.00.00.05.00.03.00.0
3Michel Aebischerch SUIFW,MFBologna25-309199712.06.0558.00.0...7.013.02.01.01.00.031.05.08.038.5
4Felix Afena-Gyangh GHAFW,MFCremonese19-29620037.02.0220.00.0...7.02.04.00.00.00.012.04.013.023.5
..................................................................
487Jeroen Zoetnl NEDGKSpezia31-30919911.01.090.00.0...0.00.00.00.00.00.01.00.00.00.0
488Nadir Zorteait ITADFAtalanta23-14519998.01.0189.00.0...4.00.00.00.00.00.013.05.01.083.3
489Szymon Żurkowskipl POLMFFiorentina25-04719972.00.032.00.0...1.00.00.00.00.00.02.01.01.050.0
490Milan Đurićba BIHFWHellas Verona32-173199010.01.0224.00.0...5.05.02.00.00.00.04.040.015.072.7
491Filip Đuričićrs SRBMF,FWSampdoria30-285199214.012.0955.02.0...16.027.00.00.00.00.052.07.09.043.8
\n", "

492 rows × 120 columns

\n", "
" ], "text/plain": [ " player nationality position team age birth_year \\\n", "0 Tammy Abraham eng ENG FW Roma 25-040 1997 \n", "1 Francesco Acerbi it ITA DF Inter 34-274 1988 \n", "2 Yacine Adli fr FRA MF,FW Milan 22-105 2000 \n", "3 Michel Aebischer ch SUI FW,MF Bologna 25-309 1997 \n", "4 Felix Afena-Gyan gh GHA FW,MF Cremonese 19-296 2003 \n", ".. ... ... ... ... ... ... \n", "487 Jeroen Zoet nl NED GK Spezia 31-309 1991 \n", "488 Nadir Zortea it ITA DF Atalanta 23-145 1999 \n", "489 Szymon Żurkowski pl POL MF Fiorentina 25-047 1997 \n", "490 Milan Đurić ba BIH FW Hellas Verona 32-173 1990 \n", "491 Filip Đuričić rs SRB MF,FW Sampdoria 30-285 1992 \n", "\n", " games games_starts minutes goals ... fouls fouled offsides \\\n", "0 14.0 11.0 972.0 3.0 ... 13.0 22.0 6.0 \n", "1 8.0 7.0 641.0 0.0 ... 6.0 5.0 0.0 \n", "2 4.0 1.0 116.0 0.0 ... 3.0 1.0 0.0 \n", "3 12.0 6.0 558.0 0.0 ... 7.0 13.0 2.0 \n", "4 7.0 2.0 220.0 0.0 ... 7.0 2.0 4.0 \n", ".. ... ... ... ... ... ... ... ... \n", "487 1.0 1.0 90.0 0.0 ... 0.0 0.0 0.0 \n", "488 8.0 1.0 189.0 0.0 ... 4.0 0.0 0.0 \n", "489 2.0 0.0 32.0 0.0 ... 1.0 0.0 0.0 \n", "490 10.0 1.0 224.0 0.0 ... 5.0 5.0 2.0 \n", "491 14.0 12.0 955.0 2.0 ... 16.0 27.0 0.0 \n", "\n", " pens_won pens_conceded own_goals ball_recoveries aerials_won \\\n", "0 1.0 0.0 0.0 16.0 24.0 \n", "1 0.0 0.0 0.0 34.0 17.0 \n", "2 0.0 0.0 0.0 5.0 0.0 \n", "3 1.0 1.0 0.0 31.0 5.0 \n", "4 0.0 0.0 0.0 12.0 4.0 \n", ".. ... ... ... ... ... \n", "487 0.0 0.0 0.0 1.0 0.0 \n", "488 0.0 0.0 0.0 13.0 5.0 \n", "489 0.0 0.0 0.0 2.0 1.0 \n", "490 0.0 0.0 0.0 4.0 40.0 \n", "491 0.0 0.0 0.0 52.0 7.0 \n", "\n", " aerials_lost aerials_won_pct \n", "0 23.0 51.1 \n", "1 3.0 85.0 \n", "2 3.0 0.0 \n", "3 8.0 38.5 \n", "4 13.0 23.5 \n", ".. ... ... \n", "487 0.0 0.0 \n", "488 1.0 83.3 \n", "489 1.0 50.0 \n", "490 15.0 72.7 \n", "491 9.0 43.8 \n", "\n", "[492 rows x 120 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_outfield = get_outfield_data('https://fbref.com/en/comps/11/','/Serie-A-Stats')\n", "\n", "df_outfield.to_csv('fbref_data/outfield_players.csv', index=False)\n", "\n", "df_outfield" ] }, { "cell_type": "code", "execution_count": 4, "id": "9a30e27c", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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playernationalitypositionteamagebirth_yeargk_gamesgk_games_startsgk_minutesgk_goals_against...gk_passes_length_avggk_goal_kicksgk_pct_goal_kicks_launchedgk_goal_kick_length_avggk_crossesgk_crosses_stoppedgk_crosses_stopped_pctgk_def_actions_outside_pen_areagk_def_actions_outside_pen_area_per90gk_avg_distance_def_actions
0Emil Auderoit ITAGKSampdoria25-297199714.014.01260.025.0...37.991.053.843.3181.09.05.012.00.8615.0
1Marco Carnesecchiit ITAGKCremonese22-13320005.05.0450.05.0...42.228.057.150.854.05.09.31.00.207.1
2Andrea Consigliit ITAGKSassuolo35-288198714.014.01260.019.0...34.7134.032.133.7189.013.06.99.00.6414.1
3Michele Di Gregorioit ITAGKMonza25-107199714.014.01260.022.0...32.379.022.828.2169.07.04.110.00.7113.8
4Bartłomiej Drągowskipl POLGKSpezia25-084199713.013.01170.024.0...34.082.067.150.6179.08.04.518.01.3815.6
5Wladimiro Falconeit ITAGKLecce27-213199514.014.01260.017.0...38.9106.070.849.8223.010.04.511.00.7911.2
6Pierluigi Golliniit ITAGKFiorentina27-23819953.03.0270.02.0...32.411.063.649.324.01.04.20.00.009.3
7Samir Handanovićsi SVNGKInter38-12019848.08.0720.013.0...26.145.04.424.079.02.02.55.00.6314.6
8Mike Maignanfr FRAGKMilan27-13119957.07.0630.08.0...33.518.038.940.465.05.07.76.00.8612.9
9Luís Maximianopt PORGKLazio23-31019991.01.05.00.0...0.00.00.00.00.00.00.00.00.0019.0
10Alex Meretit ITAGKNapoli25-234199714.014.01260.010.0...26.992.019.626.6142.06.04.210.00.7115.1
11Vanja Milinković-Savićrs SRBGKTorino25-264199714.014.01260.016.0...40.2102.095.173.0160.011.06.924.01.7117.7
12Lorenzo Montipòit ITAGKHellas Verona26-264199614.014.01260.027.0...42.2116.048.340.1177.06.03.436.02.5717.7
13Juan Mussoar ARGGKAtalanta28-18919949.09.0727.05.0...35.055.070.951.698.03.03.17.00.8716.5
14André Onanacm CMRGKInter26-22319966.06.0540.07.0...29.648.033.336.981.05.06.22.00.3314.0
15Rui Patríciopt PORGKRoma34-269198814.014.01260.013.0...30.2104.026.030.8175.06.03.48.00.5713.0
16Mattia Perinit ITAGKJuventus30-00119927.06.0588.04.0...30.341.039.035.499.02.02.09.01.3817.8
17Ivan Provedelit ITAGKLazio28-239199414.013.01253.08.0...33.194.037.236.6201.05.02.529.02.0817.6
18Ionuț Raduro ROUGKCremonese25-16719979.09.0810.019.0...37.367.050.746.3107.06.05.69.01.0014.5
19Luigi Sepeit ITAGKSalernitana31-187199114.014.01260.021.0...36.6128.048.441.7187.014.07.59.00.6413.7
20Marco Silvestriit ITAGKUdinese31-254199114.014.01260.014.0...34.4110.040.938.2194.04.02.15.00.3611.3
21Łukasz Skorupskipl POLGKBologna31-190199114.014.01260.025.0...32.1104.033.731.2203.010.04.913.00.9314.0
22Marco Sportielloit ITAGKAtalanta30-18519926.05.0533.07.0...28.655.074.551.377.06.07.811.01.8618.9
23Wojciech Szczęsnypl POLGKJuventus32-20719908.08.0672.03.0...36.536.050.043.097.02.02.16.00.8015.9
24Ciprian Tătărușanuro ROUGKMilan36-27519867.07.0630.06.0...34.433.045.541.564.01.01.67.01.0018.1
25Pietro Terraccianoit ITAGKFiorentina32-248199011.011.0990.016.0...34.269.031.935.6104.05.04.825.02.2719.3
26Guglielmo Vicarioit ITAGKEmpoli26-035199614.014.01260.019.0...34.476.046.142.4285.020.07.08.00.5711.1
27Jeroen Zoetnl NEDGKSpezia31-30919911.01.090.01.0...35.62.050.034.58.00.00.01.01.0013.5
\n", "

28 rows × 47 columns

\n", "
" ], "text/plain": [ " player nationality position team age \\\n", "0 Emil Audero it ITA GK Sampdoria 25-297 \n", "1 Marco Carnesecchi it ITA GK Cremonese 22-133 \n", "2 Andrea Consigli it ITA GK Sassuolo 35-288 \n", "3 Michele Di Gregorio it ITA GK Monza 25-107 \n", "4 Bartłomiej Drągowski pl POL GK Spezia 25-084 \n", "5 Wladimiro Falcone it ITA GK Lecce 27-213 \n", "6 Pierluigi Gollini it ITA GK Fiorentina 27-238 \n", "7 Samir Handanović si SVN GK Inter 38-120 \n", "8 Mike Maignan fr FRA GK Milan 27-131 \n", "9 Luís Maximiano pt POR GK Lazio 23-310 \n", "10 Alex Meret it ITA GK Napoli 25-234 \n", "11 Vanja Milinković-Savić rs SRB GK Torino 25-264 \n", "12 Lorenzo Montipò it ITA GK Hellas Verona 26-264 \n", "13 Juan Musso ar ARG GK Atalanta 28-189 \n", "14 André Onana cm CMR GK Inter 26-223 \n", "15 Rui Patrício pt POR GK Roma 34-269 \n", "16 Mattia Perin it ITA GK Juventus 30-001 \n", "17 Ivan Provedel it ITA GK Lazio 28-239 \n", "18 Ionuț Radu ro ROU GK Cremonese 25-167 \n", "19 Luigi Sepe it ITA GK Salernitana 31-187 \n", "20 Marco Silvestri it ITA GK Udinese 31-254 \n", "21 Łukasz Skorupski pl POL GK Bologna 31-190 \n", "22 Marco Sportiello it ITA GK Atalanta 30-185 \n", "23 Wojciech Szczęsny pl POL GK Juventus 32-207 \n", "24 Ciprian Tătărușanu ro ROU GK Milan 36-275 \n", "25 Pietro Terracciano it ITA GK Fiorentina 32-248 \n", "26 Guglielmo Vicario it ITA GK Empoli 26-035 \n", "27 Jeroen Zoet nl NED GK Spezia 31-309 \n", "\n", " birth_year gk_games gk_games_starts gk_minutes gk_goals_against ... \\\n", "0 1997 14.0 14.0 1260.0 25.0 ... \n", "1 2000 5.0 5.0 450.0 5.0 ... \n", "2 1987 14.0 14.0 1260.0 19.0 ... \n", "3 1997 14.0 14.0 1260.0 22.0 ... \n", "4 1997 13.0 13.0 1170.0 24.0 ... \n", "5 1995 14.0 14.0 1260.0 17.0 ... \n", "6 1995 3.0 3.0 270.0 2.0 ... \n", "7 1984 8.0 8.0 720.0 13.0 ... \n", "8 1995 7.0 7.0 630.0 8.0 ... \n", "9 1999 1.0 1.0 5.0 0.0 ... \n", "10 1997 14.0 14.0 1260.0 10.0 ... \n", "11 1997 14.0 14.0 1260.0 16.0 ... \n", "12 1996 14.0 14.0 1260.0 27.0 ... \n", "13 1994 9.0 9.0 727.0 5.0 ... \n", "14 1996 6.0 6.0 540.0 7.0 ... \n", "15 1988 14.0 14.0 1260.0 13.0 ... \n", "16 1992 7.0 6.0 588.0 4.0 ... \n", "17 1994 14.0 13.0 1253.0 8.0 ... \n", "18 1997 9.0 9.0 810.0 19.0 ... \n", "19 1991 14.0 14.0 1260.0 21.0 ... \n", "20 1991 14.0 14.0 1260.0 14.0 ... \n", "21 1991 14.0 14.0 1260.0 25.0 ... \n", "22 1992 6.0 5.0 533.0 7.0 ... \n", "23 1990 8.0 8.0 672.0 3.0 ... \n", "24 1986 7.0 7.0 630.0 6.0 ... \n", "25 1990 11.0 11.0 990.0 16.0 ... \n", "26 1996 14.0 14.0 1260.0 19.0 ... \n", "27 1991 1.0 1.0 90.0 1.0 ... \n", "\n", " gk_passes_length_avg gk_goal_kicks gk_pct_goal_kicks_launched \\\n", "0 37.9 91.0 53.8 \n", "1 42.2 28.0 57.1 \n", "2 34.7 134.0 32.1 \n", "3 32.3 79.0 22.8 \n", "4 34.0 82.0 67.1 \n", "5 38.9 106.0 70.8 \n", "6 32.4 11.0 63.6 \n", "7 26.1 45.0 4.4 \n", "8 33.5 18.0 38.9 \n", "9 0.0 0.0 0.0 \n", "10 26.9 92.0 19.6 \n", "11 40.2 102.0 95.1 \n", "12 42.2 116.0 48.3 \n", "13 35.0 55.0 70.9 \n", "14 29.6 48.0 33.3 \n", "15 30.2 104.0 26.0 \n", "16 30.3 41.0 39.0 \n", "17 33.1 94.0 37.2 \n", "18 37.3 67.0 50.7 \n", "19 36.6 128.0 48.4 \n", "20 34.4 110.0 40.9 \n", "21 32.1 104.0 33.7 \n", "22 28.6 55.0 74.5 \n", "23 36.5 36.0 50.0 \n", "24 34.4 33.0 45.5 \n", "25 34.2 69.0 31.9 \n", "26 34.4 76.0 46.1 \n", "27 35.6 2.0 50.0 \n", "\n", " gk_goal_kick_length_avg gk_crosses gk_crosses_stopped \\\n", "0 43.3 181.0 9.0 \n", "1 50.8 54.0 5.0 \n", "2 33.7 189.0 13.0 \n", "3 28.2 169.0 7.0 \n", "4 50.6 179.0 8.0 \n", "5 49.8 223.0 10.0 \n", "6 49.3 24.0 1.0 \n", "7 24.0 79.0 2.0 \n", "8 40.4 65.0 5.0 \n", "9 0.0 0.0 0.0 \n", "10 26.6 142.0 6.0 \n", "11 73.0 160.0 11.0 \n", "12 40.1 177.0 6.0 \n", "13 51.6 98.0 3.0 \n", "14 36.9 81.0 5.0 \n", "15 30.8 175.0 6.0 \n", "16 35.4 99.0 2.0 \n", "17 36.6 201.0 5.0 \n", "18 46.3 107.0 6.0 \n", "19 41.7 187.0 14.0 \n", "20 38.2 194.0 4.0 \n", "21 31.2 203.0 10.0 \n", "22 51.3 77.0 6.0 \n", "23 43.0 97.0 2.0 \n", "24 41.5 64.0 1.0 \n", "25 35.6 104.0 5.0 \n", "26 42.4 285.0 20.0 \n", "27 34.5 8.0 0.0 \n", "\n", " gk_crosses_stopped_pct gk_def_actions_outside_pen_area \\\n", "0 5.0 12.0 \n", "1 9.3 1.0 \n", "2 6.9 9.0 \n", "3 4.1 10.0 \n", "4 4.5 18.0 \n", "5 4.5 11.0 \n", "6 4.2 0.0 \n", "7 2.5 5.0 \n", "8 7.7 6.0 \n", "9 0.0 0.0 \n", "10 4.2 10.0 \n", "11 6.9 24.0 \n", "12 3.4 36.0 \n", "13 3.1 7.0 \n", "14 6.2 2.0 \n", "15 3.4 8.0 \n", "16 2.0 9.0 \n", "17 2.5 29.0 \n", "18 5.6 9.0 \n", "19 7.5 9.0 \n", "20 2.1 5.0 \n", "21 4.9 13.0 \n", "22 7.8 11.0 \n", "23 2.1 6.0 \n", "24 1.6 7.0 \n", "25 4.8 25.0 \n", "26 7.0 8.0 \n", "27 0.0 1.0 \n", "\n", " gk_def_actions_outside_pen_area_per90 gk_avg_distance_def_actions \n", "0 0.86 15.0 \n", "1 0.20 7.1 \n", "2 0.64 14.1 \n", "3 0.71 13.8 \n", "4 1.38 15.6 \n", "5 0.79 11.2 \n", "6 0.00 9.3 \n", "7 0.63 14.6 \n", "8 0.86 12.9 \n", "9 0.00 19.0 \n", "10 0.71 15.1 \n", "11 1.71 17.7 \n", "12 2.57 17.7 \n", "13 0.87 16.5 \n", "14 0.33 14.0 \n", "15 0.57 13.0 \n", "16 1.38 17.8 \n", "17 2.08 17.6 \n", "18 1.00 14.5 \n", "19 0.64 13.7 \n", "20 0.36 11.3 \n", "21 0.93 14.0 \n", "22 1.86 18.9 \n", "23 0.80 15.9 \n", "24 1.00 18.1 \n", "25 2.27 19.3 \n", "26 0.57 11.1 \n", "27 1.00 13.5 \n", "\n", "[28 rows x 47 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_keeper = get_keeper_data('https://fbref.com/en/comps/11/','/Serie-A-Stats')\n", "\n", "df_keeper.to_csv('fbref_data/keepers_players.csv', index=False)\n", "\n", "df_keeper" ] }, { "cell_type": "code", "execution_count": 5, "id": "b9924851", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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teamplayers_usedpossessiongamesgames_startsminutesgoalsassistspens_madepens_att...foulsfouledoffsidespens_wonpens_concededown_goalsball_recoveriesaerials_wonaerials_lostaerials_won_pct
0Atalanta23.046.414.0154.01260.019.014.04.05.0...179.0142.023.03.00.00.0793.0211.0181.053.8
1Bologna23.051.114.0154.01260.017.012.03.03.0...168.0175.027.03.03.02.0734.0123.0165.042.7
2Cremonese27.043.214.0154.01260.011.05.01.03.0...195.0136.034.03.03.00.0757.0184.0242.043.2
3Empoli25.046.014.0154.01260.010.05.00.00.0...158.0167.020.00.03.00.0649.0135.0163.045.3
4Fiorentina25.058.714.0154.01260.017.015.01.03.0...187.0180.018.02.01.00.0740.0224.0193.053.7
5Hellas Verona29.043.914.0154.01260.010.07.00.00.0...211.0128.034.00.01.01.0828.0229.0240.048.8
6Inter23.054.614.0154.01260.031.022.02.02.0...166.0169.025.01.01.01.0673.0172.0126.057.7
7Juventus26.050.514.0154.01260.021.017.01.02.0...171.0153.019.02.02.00.0692.0166.0184.047.4
8Lazio21.050.014.0154.01260.025.020.01.02.0...132.0189.017.01.01.00.0677.0126.0151.045.5
9Lecce24.040.714.0154.01260.012.08.01.02.0...196.0178.024.02.03.01.0702.0188.0216.046.5
10Milan27.053.914.0154.01260.026.021.02.02.0...168.0156.018.01.02.00.0759.0205.0168.055.0
11Monza29.055.514.0154.01260.013.08.01.01.0...183.0196.025.01.00.01.0647.0160.0141.053.2
12Napoli24.059.814.0154.01260.034.028.03.03.0...123.0182.023.03.02.00.0740.0181.0142.056.0
13Roma23.050.814.0154.01260.017.011.02.03.0...167.0184.026.02.00.00.0723.0159.0142.052.8
14Salernitana24.047.114.0154.01260.018.012.01.01.0...163.0134.031.00.04.00.0728.0175.0169.050.9
15Sampdoria24.050.814.0154.01260.06.06.00.00.0...199.0217.023.00.03.02.0708.0217.0215.050.2
16Sassuolo26.048.114.0154.01260.015.012.01.02.0...133.0167.013.02.02.00.0608.0130.0146.047.1
17Spezia24.046.914.0154.01260.010.06.01.01.0...190.0127.032.01.01.00.0748.0179.0212.045.8
18Torino23.051.314.0154.01260.015.010.01.01.0...209.0137.033.01.02.00.0735.0215.0228.048.5
19Udinese22.050.614.0154.01260.021.019.00.00.0...166.0166.028.00.02.00.0735.0187.0142.056.8
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20 rows × 157 columns

\n", "
" ], "text/plain": [ " team players_used possession games games_starts minutes \\\n", "0 Atalanta 23.0 46.4 14.0 154.0 1260.0 \n", "1 Bologna 23.0 51.1 14.0 154.0 1260.0 \n", "2 Cremonese 27.0 43.2 14.0 154.0 1260.0 \n", "3 Empoli 25.0 46.0 14.0 154.0 1260.0 \n", "4 Fiorentina 25.0 58.7 14.0 154.0 1260.0 \n", "5 Hellas Verona 29.0 43.9 14.0 154.0 1260.0 \n", "6 Inter 23.0 54.6 14.0 154.0 1260.0 \n", "7 Juventus 26.0 50.5 14.0 154.0 1260.0 \n", "8 Lazio 21.0 50.0 14.0 154.0 1260.0 \n", "9 Lecce 24.0 40.7 14.0 154.0 1260.0 \n", "10 Milan 27.0 53.9 14.0 154.0 1260.0 \n", "11 Monza 29.0 55.5 14.0 154.0 1260.0 \n", "12 Napoli 24.0 59.8 14.0 154.0 1260.0 \n", "13 Roma 23.0 50.8 14.0 154.0 1260.0 \n", "14 Salernitana 24.0 47.1 14.0 154.0 1260.0 \n", "15 Sampdoria 24.0 50.8 14.0 154.0 1260.0 \n", "16 Sassuolo 26.0 48.1 14.0 154.0 1260.0 \n", "17 Spezia 24.0 46.9 14.0 154.0 1260.0 \n", "18 Torino 23.0 51.3 14.0 154.0 1260.0 \n", "19 Udinese 22.0 50.6 14.0 154.0 1260.0 \n", "\n", " goals assists pens_made pens_att ... fouls fouled offsides \\\n", "0 19.0 14.0 4.0 5.0 ... 179.0 142.0 23.0 \n", "1 17.0 12.0 3.0 3.0 ... 168.0 175.0 27.0 \n", "2 11.0 5.0 1.0 3.0 ... 195.0 136.0 34.0 \n", "3 10.0 5.0 0.0 0.0 ... 158.0 167.0 20.0 \n", "4 17.0 15.0 1.0 3.0 ... 187.0 180.0 18.0 \n", "5 10.0 7.0 0.0 0.0 ... 211.0 128.0 34.0 \n", "6 31.0 22.0 2.0 2.0 ... 166.0 169.0 25.0 \n", "7 21.0 17.0 1.0 2.0 ... 171.0 153.0 19.0 \n", "8 25.0 20.0 1.0 2.0 ... 132.0 189.0 17.0 \n", "9 12.0 8.0 1.0 2.0 ... 196.0 178.0 24.0 \n", "10 26.0 21.0 2.0 2.0 ... 168.0 156.0 18.0 \n", "11 13.0 8.0 1.0 1.0 ... 183.0 196.0 25.0 \n", "12 34.0 28.0 3.0 3.0 ... 123.0 182.0 23.0 \n", "13 17.0 11.0 2.0 3.0 ... 167.0 184.0 26.0 \n", "14 18.0 12.0 1.0 1.0 ... 163.0 134.0 31.0 \n", "15 6.0 6.0 0.0 0.0 ... 199.0 217.0 23.0 \n", "16 15.0 12.0 1.0 2.0 ... 133.0 167.0 13.0 \n", "17 10.0 6.0 1.0 1.0 ... 190.0 127.0 32.0 \n", "18 15.0 10.0 1.0 1.0 ... 209.0 137.0 33.0 \n", "19 21.0 19.0 0.0 0.0 ... 166.0 166.0 28.0 \n", "\n", " pens_won pens_conceded own_goals ball_recoveries aerials_won \\\n", "0 3.0 0.0 0.0 793.0 211.0 \n", "1 3.0 3.0 2.0 734.0 123.0 \n", "2 3.0 3.0 0.0 757.0 184.0 \n", "3 0.0 3.0 0.0 649.0 135.0 \n", "4 2.0 1.0 0.0 740.0 224.0 \n", "5 0.0 1.0 1.0 828.0 229.0 \n", "6 1.0 1.0 1.0 673.0 172.0 \n", "7 2.0 2.0 0.0 692.0 166.0 \n", "8 1.0 1.0 0.0 677.0 126.0 \n", "9 2.0 3.0 1.0 702.0 188.0 \n", "10 1.0 2.0 0.0 759.0 205.0 \n", "11 1.0 0.0 1.0 647.0 160.0 \n", "12 3.0 2.0 0.0 740.0 181.0 \n", "13 2.0 0.0 0.0 723.0 159.0 \n", "14 0.0 4.0 0.0 728.0 175.0 \n", "15 0.0 3.0 2.0 708.0 217.0 \n", "16 2.0 2.0 0.0 608.0 130.0 \n", "17 1.0 1.0 0.0 748.0 179.0 \n", "18 1.0 2.0 0.0 735.0 215.0 \n", "19 0.0 2.0 0.0 735.0 187.0 \n", "\n", " aerials_lost aerials_won_pct \n", "0 181.0 53.8 \n", "1 165.0 42.7 \n", "2 242.0 43.2 \n", "3 163.0 45.3 \n", "4 193.0 53.7 \n", "5 240.0 48.8 \n", "6 126.0 57.7 \n", "7 184.0 47.4 \n", "8 151.0 45.5 \n", "9 216.0 46.5 \n", "10 168.0 55.0 \n", "11 141.0 53.2 \n", "12 142.0 56.0 \n", "13 142.0 52.8 \n", "14 169.0 50.9 \n", "15 215.0 50.2 \n", "16 146.0 47.1 \n", "17 212.0 45.8 \n", "18 228.0 48.5 \n", "19 142.0 56.8 \n", "\n", "[20 rows x 157 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_team = get_team_data('https://fbref.com/en/comps/11/','/Serie-A-Stats', 'for')\n", "\n", "df_team.to_csv('fbref_data/teams.csv', index=False)\n", "\n", "df_team" ] }, { "cell_type": "code", "execution_count": 6, "id": "5868ec4a", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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teamplayers_usedpossessiongamesgames_startsminutesgoalsassistspens_madepens_att...foulsfouledoffsidespens_wonpens_concededown_goalsball_recoveriesaerials_wonaerials_lostaerials_won_pct
0vs Atalanta23.053.614.0154.01260.012.09.00.00.0...150.0168.019.00.05.01.0834.0181.0211.046.2
1vs Bologna23.048.914.0154.01260.023.013.03.03.0...182.0158.024.02.03.00.0731.0165.0123.057.3
2vs Cremonese27.056.814.0154.01260.024.016.03.03.0...145.0188.019.02.03.00.0744.0242.0184.056.8
3vs Empoli25.054.014.0154.01260.019.014.01.03.0...176.0151.028.02.00.00.0723.0163.0135.054.7
4vs Fiorentina25.041.314.0154.01260.018.013.01.01.0...186.0176.035.01.03.00.0694.0193.0224.046.3
5vs Hellas Verona29.056.114.0154.01260.026.025.00.01.0...130.0205.018.01.00.01.0758.0240.0229.051.2
6vs Inter23.045.414.0154.01260.019.018.01.01.0...182.0154.014.01.02.00.0596.0126.0172.042.3
7vs Juventus26.049.514.0154.01260.07.05.01.02.0...161.0156.021.00.02.00.0674.0184.0166.052.6
8vs Lazio21.050.014.0154.01260.08.07.01.01.0...197.0124.035.01.02.01.0746.0151.0126.054.5
9vs Lecce24.059.314.0154.01260.016.010.03.03.0...184.0184.027.03.02.00.0703.0216.0188.053.5
10vs Milan27.046.114.0154.01260.014.011.01.02.0...164.0161.015.02.02.01.0690.0168.0205.045.0
11vs Monza29.044.514.0154.01260.021.017.00.00.0...207.0178.024.00.01.00.0692.0141.0160.046.8
12vs Napoli24.040.214.0154.01260.010.06.01.02.0...195.0116.018.01.03.00.0687.0142.0181.044.0
13vs Roma23.049.214.0154.01260.013.09.00.00.0...198.0157.07.00.03.00.0709.0142.0159.047.2
14vs Salernitana24.052.914.0154.01260.021.013.02.04.0...150.0157.034.04.01.01.0750.0169.0175.049.1
15vs Sampdoria24.049.214.0154.01260.023.018.02.03.0...220.0192.042.01.00.00.0742.0215.0217.049.8
16vs Sassuolo26.051.914.0154.01260.019.015.02.02.0...177.0120.047.02.02.00.0710.0146.0130.052.9
17vs Spezia24.053.114.0154.01260.025.020.00.01.0...136.0177.032.01.01.02.0776.0212.0179.054.2
18vs Torino23.048.714.0154.01260.016.011.02.02.0...148.0199.017.02.01.00.0710.0228.0215.051.5
19vs Udinese22.049.414.0154.01260.014.08.02.02.0...176.0162.017.02.00.01.0707.0142.0187.043.2
\n", "

20 rows × 157 columns

\n", "
" ], "text/plain": [ " team players_used possession games games_starts minutes \\\n", "0 vs Atalanta 23.0 53.6 14.0 154.0 1260.0 \n", "1 vs Bologna 23.0 48.9 14.0 154.0 1260.0 \n", "2 vs Cremonese 27.0 56.8 14.0 154.0 1260.0 \n", "3 vs Empoli 25.0 54.0 14.0 154.0 1260.0 \n", "4 vs Fiorentina 25.0 41.3 14.0 154.0 1260.0 \n", "5 vs Hellas Verona 29.0 56.1 14.0 154.0 1260.0 \n", "6 vs Inter 23.0 45.4 14.0 154.0 1260.0 \n", "7 vs Juventus 26.0 49.5 14.0 154.0 1260.0 \n", "8 vs Lazio 21.0 50.0 14.0 154.0 1260.0 \n", "9 vs Lecce 24.0 59.3 14.0 154.0 1260.0 \n", "10 vs Milan 27.0 46.1 14.0 154.0 1260.0 \n", "11 vs Monza 29.0 44.5 14.0 154.0 1260.0 \n", "12 vs Napoli 24.0 40.2 14.0 154.0 1260.0 \n", "13 vs Roma 23.0 49.2 14.0 154.0 1260.0 \n", "14 vs Salernitana 24.0 52.9 14.0 154.0 1260.0 \n", "15 vs Sampdoria 24.0 49.2 14.0 154.0 1260.0 \n", "16 vs Sassuolo 26.0 51.9 14.0 154.0 1260.0 \n", "17 vs Spezia 24.0 53.1 14.0 154.0 1260.0 \n", "18 vs Torino 23.0 48.7 14.0 154.0 1260.0 \n", "19 vs Udinese 22.0 49.4 14.0 154.0 1260.0 \n", "\n", " goals assists pens_made pens_att ... fouls fouled offsides \\\n", "0 12.0 9.0 0.0 0.0 ... 150.0 168.0 19.0 \n", "1 23.0 13.0 3.0 3.0 ... 182.0 158.0 24.0 \n", "2 24.0 16.0 3.0 3.0 ... 145.0 188.0 19.0 \n", "3 19.0 14.0 1.0 3.0 ... 176.0 151.0 28.0 \n", "4 18.0 13.0 1.0 1.0 ... 186.0 176.0 35.0 \n", "5 26.0 25.0 0.0 1.0 ... 130.0 205.0 18.0 \n", "6 19.0 18.0 1.0 1.0 ... 182.0 154.0 14.0 \n", "7 7.0 5.0 1.0 2.0 ... 161.0 156.0 21.0 \n", "8 8.0 7.0 1.0 1.0 ... 197.0 124.0 35.0 \n", "9 16.0 10.0 3.0 3.0 ... 184.0 184.0 27.0 \n", "10 14.0 11.0 1.0 2.0 ... 164.0 161.0 15.0 \n", "11 21.0 17.0 0.0 0.0 ... 207.0 178.0 24.0 \n", "12 10.0 6.0 1.0 2.0 ... 195.0 116.0 18.0 \n", "13 13.0 9.0 0.0 0.0 ... 198.0 157.0 7.0 \n", "14 21.0 13.0 2.0 4.0 ... 150.0 157.0 34.0 \n", "15 23.0 18.0 2.0 3.0 ... 220.0 192.0 42.0 \n", "16 19.0 15.0 2.0 2.0 ... 177.0 120.0 47.0 \n", "17 25.0 20.0 0.0 1.0 ... 136.0 177.0 32.0 \n", "18 16.0 11.0 2.0 2.0 ... 148.0 199.0 17.0 \n", "19 14.0 8.0 2.0 2.0 ... 176.0 162.0 17.0 \n", "\n", " pens_won pens_conceded own_goals ball_recoveries aerials_won \\\n", "0 0.0 5.0 1.0 834.0 181.0 \n", "1 2.0 3.0 0.0 731.0 165.0 \n", "2 2.0 3.0 0.0 744.0 242.0 \n", "3 2.0 0.0 0.0 723.0 163.0 \n", "4 1.0 3.0 0.0 694.0 193.0 \n", "5 1.0 0.0 1.0 758.0 240.0 \n", "6 1.0 2.0 0.0 596.0 126.0 \n", "7 0.0 2.0 0.0 674.0 184.0 \n", "8 1.0 2.0 1.0 746.0 151.0 \n", "9 3.0 2.0 0.0 703.0 216.0 \n", "10 2.0 2.0 1.0 690.0 168.0 \n", "11 0.0 1.0 0.0 692.0 141.0 \n", "12 1.0 3.0 0.0 687.0 142.0 \n", "13 0.0 3.0 0.0 709.0 142.0 \n", "14 4.0 1.0 1.0 750.0 169.0 \n", "15 1.0 0.0 0.0 742.0 215.0 \n", "16 2.0 2.0 0.0 710.0 146.0 \n", "17 1.0 1.0 2.0 776.0 212.0 \n", "18 2.0 1.0 0.0 710.0 228.0 \n", "19 2.0 0.0 1.0 707.0 142.0 \n", "\n", " aerials_lost aerials_won_pct \n", "0 211.0 46.2 \n", "1 123.0 57.3 \n", "2 184.0 56.8 \n", "3 135.0 54.7 \n", "4 224.0 46.3 \n", "5 229.0 51.2 \n", "6 172.0 42.3 \n", "7 166.0 52.6 \n", "8 126.0 54.5 \n", "9 188.0 53.5 \n", "10 205.0 45.0 \n", "11 160.0 46.8 \n", "12 181.0 44.0 \n", "13 159.0 47.2 \n", "14 175.0 49.1 \n", "15 217.0 49.8 \n", "16 130.0 52.9 \n", "17 179.0 54.2 \n", "18 215.0 51.5 \n", "19 187.0 43.2 \n", "\n", "[20 rows x 157 columns]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_vsteam = get_team_data('https://fbref.com/en/comps/11/','/Serie-A-Stats', 'vs')\n", "\n", "df_vsteam.to_csv('fbref_data/teams_vs.csv', index=False)\n", "\n", "df_vsteam" ] }, { "cell_type": "code", "execution_count": 7, "id": "11e51337", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Outfield player columns\n", "['player' 'nationality' 'position' 'team' 'age' 'birth_year' 'games'\n", " 'games_starts' 'minutes' 'goals' 'assists' 'pens_made' 'pens_att'\n", " 'cards_yellow' 'cards_red' 'goals_per90' 'assists_per90'\n", " 'goals_assists_per90' 'goals_pens_per90' 'goals_assists_pens_per90' 'xg'\n", " 'npxg' 'xg_per90' 'npxg_per90' 'minutes_90s' 'shots_on_target'\n", " 'shots_free_kicks' 'shots_on_target_pct' 'shots_on_target_per90'\n", " 'goals_per_shot' 'goals_per_shot_on_target' 'npxg_per_shot' 'xg_net'\n", " 'npxg_net' 'passes_completed' 'passes' 'passes_pct'\n", " 'passes_total_distance' 'passes_progressive_distance'\n", " 'passes_completed_short' 'passes_short' 'passes_pct_short'\n", " 'passes_completed_medium' 'passes_medium' 'passes_pct_medium'\n", " 'passes_completed_long' 'passes_long' 'passes_pct_long' 'assisted_shots'\n", " 'passes_into_final_third' 'passes_into_penalty_area'\n", " 'crosses_into_penalty_area' 'progressive_passes' 'passes_live'\n", " 'passes_dead' 'passes_free_kicks' 'through_balls' 'passes_switches'\n", " 'crosses' 'corner_kicks' 'corner_kicks_in' 'corner_kicks_out'\n", " 'corner_kicks_straight' 'throw_ins' 'passes_offsides' 'passes_blocked'\n", " 'sca' 'sca_per90' 'sca_passes_live' 'sca_passes_dead' 'sca_dribbles'\n", " 'sca_shots' 'sca_fouled' 'gca' 'gca_per90' 'gca_passes_live'\n", " 'gca_passes_dead' 'gca_dribbles' 'gca_shots' 'gca_fouled' 'gca_defense'\n", " 'tackles' 'tackles_won' 'tackles_def_3rd' 'tackles_mid_3rd'\n", " 'tackles_att_3rd' 'dribble_tackles' 'dribbles_vs' 'dribble_tackles_pct'\n", " 'dribbled_past' 'blocks' 'blocked_shots' 'blocked_passes' 'interceptions'\n", " 'clearances' 'errors' 'touches' 'touches_def_pen_area' 'touches_def_3rd'\n", " 'touches_mid_3rd' 'touches_att_3rd' 'touches_att_pen_area'\n", " 'touches_live_ball' 'dribbles_completed' 'dribbles'\n", " 'dribbles_completed_pct' 'passes_received' 'miscontrols' 'dispossessed'\n", " 'cards_yellow_red' 'fouls' 'fouled' 'offsides' 'pens_won' 'pens_conceded'\n", " 'own_goals' 'ball_recoveries' 'aerials_won' 'aerials_lost'\n", " 'aerials_won_pct']\n", "Keeper player columns\n", "['player' 'nationality' 'position' 'team' 'age' 'birth_year' 'gk_games'\n", " 'gk_games_starts' 'gk_minutes' 'gk_goals_against'\n", " 'gk_goals_against_per90' 'gk_shots_on_target_against' 'gk_saves'\n", " 'gk_save_pct' 'gk_wins' 'gk_ties' 'gk_losses' 'gk_clean_sheets'\n", " 'gk_clean_sheets_pct' 'gk_pens_att' 'gk_pens_allowed' 'gk_pens_saved'\n", " 'gk_pens_missed' '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' 'gk_psxg_net_per90'\n", " 'gk_passes_completed_launched' 'gk_passes_launched'\n", " 'gk_passes_pct_launched' 'gk_passes' 'gk_passes_throws'\n", " 'gk_pct_passes_launched' 'gk_passes_length_avg' 'gk_goal_kicks'\n", " 'gk_pct_goal_kicks_launched' 'gk_goal_kick_length_avg' 'gk_crosses'\n", " 'gk_crosses_stopped' 'gk_crosses_stopped_pct'\n", " 'gk_def_actions_outside_pen_area' 'gk_def_actions_outside_pen_area_per90'\n", " 'gk_avg_distance_def_actions']\n", "Team columns\n", "['team' 'players_used' 'possession' 'games' 'games_starts' 'minutes'\n", " 'goals' 'assists' 'pens_made' 'pens_att' 'cards_yellow' 'cards_red'\n", " 'goals_per90' 'assists_per90' 'goals_assists_per90' 'goals_pens_per90'\n", " 'goals_assists_pens_per90' 'xg' 'npxg' 'xg_per90' 'npxg_per90' 'gk_games'\n", " 'gk_games_starts' 'gk_minutes' 'gk_goals_against'\n", " 'gk_goals_against_per90' 'gk_shots_on_target_against' 'gk_saves'\n", " 'gk_save_pct' 'gk_wins' 'gk_ties' 'gk_losses' 'gk_clean_sheets'\n", " 'gk_clean_sheets_pct' 'gk_pens_att' 'gk_pens_allowed' 'gk_pens_saved'\n", " 'gk_pens_missed' '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' 'gk_psxg_net_per90'\n", " 'gk_passes_completed_launched' 'gk_passes_launched'\n", " 'gk_passes_pct_launched' 'gk_passes' 'gk_passes_throws'\n", " 'gk_pct_passes_launched' 'gk_passes_length_avg' 'gk_goal_kicks'\n", " 'gk_pct_goal_kicks_launched' 'gk_goal_kick_length_avg' 'gk_crosses'\n", " 'gk_crosses_stopped' 'gk_crosses_stopped_pct'\n", " 'gk_def_actions_outside_pen_area' 'gk_def_actions_outside_pen_area_per90'\n", " 'gk_avg_distance_def_actions' 'shots_on_target' 'shots_free_kicks'\n", " 'shots_on_target_pct' 'shots_on_target_per90' 'goals_per_shot'\n", " 'goals_per_shot_on_target' 'npxg_per_shot' 'xg_net' 'npxg_net'\n", " 'passes_completed' 'passes' 'passes_pct' 'passes_total_distance'\n", " 'passes_progressive_distance' 'passes_completed_short' 'passes_short'\n", " 'passes_pct_short' 'passes_completed_medium' 'passes_medium'\n", " 'passes_pct_medium' 'passes_completed_long' 'passes_long'\n", " 'passes_pct_long' 'assisted_shots' 'passes_into_final_third'\n", " 'passes_into_penalty_area' 'crosses_into_penalty_area'\n", " 'progressive_passes' 'passes_live' 'passes_dead' 'passes_free_kicks'\n", " 'through_balls' 'passes_switches' 'crosses' 'corner_kicks'\n", " 'corner_kicks_in' 'corner_kicks_out' 'corner_kicks_straight' 'throw_ins'\n", " 'passes_offsides' 'passes_blocked' 'sca' 'sca_per90' 'sca_passes_live'\n", " 'sca_passes_dead' 'sca_dribbles' 'sca_shots' 'sca_fouled' 'gca'\n", " 'gca_per90' 'gca_passes_live' 'gca_passes_dead' 'gca_dribbles'\n", " 'gca_shots' 'gca_fouled' 'gca_defense' 'tackles' 'tackles_won'\n", " 'tackles_def_3rd' 'tackles_mid_3rd' 'tackles_att_3rd' 'dribble_tackles'\n", " 'dribbles_vs' 'dribble_tackles_pct' 'dribbled_past' 'blocks'\n", " 'blocked_shots' 'blocked_passes' 'interceptions' 'clearances' 'errors'\n", " 'touches' 'touches_def_pen_area' 'touches_def_3rd' 'touches_mid_3rd'\n", " 'touches_att_3rd' 'touches_att_pen_area' 'touches_live_ball'\n", " 'dribbles_completed' 'dribbles' 'dribbles_completed_pct'\n", " 'passes_received' 'miscontrols' 'dispossessed' 'cards_yellow_red' 'fouls'\n", " 'fouled' 'offsides' 'pens_won' 'pens_conceded' 'own_goals'\n", " 'ball_recoveries' 'aerials_won' 'aerials_lost' 'aerials_won_pct']\n", "Vs Team columns\n", "['team' 'players_used' 'possession' 'games' 'games_starts' 'minutes'\n", " 'goals' 'assists' 'pens_made' 'pens_att' 'cards_yellow' 'cards_red'\n", " 'goals_per90' 'assists_per90' 'goals_assists_per90' 'goals_pens_per90'\n", " 'goals_assists_pens_per90' 'xg' 'npxg' 'xg_per90' 'npxg_per90' 'gk_games'\n", " 'gk_games_starts' 'gk_minutes' 'gk_goals_against'\n", " 'gk_goals_against_per90' 'gk_shots_on_target_against' 'gk_saves'\n", " 'gk_save_pct' 'gk_wins' 'gk_ties' 'gk_losses' 'gk_clean_sheets'\n", " 'gk_clean_sheets_pct' 'gk_pens_att' 'gk_pens_allowed' 'gk_pens_saved'\n", " 'gk_pens_missed' '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' 'gk_psxg_net_per90'\n", " 'gk_passes_completed_launched' 'gk_passes_launched'\n", " 'gk_passes_pct_launched' 'gk_passes' 'gk_passes_throws'\n", " 'gk_pct_passes_launched' 'gk_passes_length_avg' 'gk_goal_kicks'\n", " 'gk_pct_goal_kicks_launched' 'gk_goal_kick_length_avg' 'gk_crosses'\n", " 'gk_crosses_stopped' 'gk_crosses_stopped_pct'\n", " 'gk_def_actions_outside_pen_area' 'gk_def_actions_outside_pen_area_per90'\n", " 'gk_avg_distance_def_actions' 'shots_on_target' 'shots_free_kicks'\n", " 'shots_on_target_pct' 'shots_on_target_per90' 'goals_per_shot'\n", " 'goals_per_shot_on_target' 'npxg_per_shot' 'xg_net' 'npxg_net'\n", " 'passes_completed' 'passes' 'passes_pct' 'passes_total_distance'\n", " 'passes_progressive_distance' 'passes_completed_short' 'passes_short'\n", " 'passes_pct_short' 'passes_completed_medium' 'passes_medium'\n", " 'passes_pct_medium' 'passes_completed_long' 'passes_long'\n", " 'passes_pct_long' 'assisted_shots' 'passes_into_final_third'\n", " 'passes_into_penalty_area' 'crosses_into_penalty_area'\n", " 'progressive_passes' 'passes_live' 'passes_dead' 'passes_free_kicks'\n", " 'through_balls' 'passes_switches' 'crosses' 'corner_kicks'\n", " 'corner_kicks_in' 'corner_kicks_out' 'corner_kicks_straight' 'throw_ins'\n", " 'passes_offsides' 'passes_blocked' 'sca' 'sca_per90' 'sca_passes_live'\n", " 'sca_passes_dead' 'sca_dribbles' 'sca_shots' 'sca_fouled' 'gca'\n", " 'gca_per90' 'gca_passes_live' 'gca_passes_dead' 'gca_dribbles'\n", " 'gca_shots' 'gca_fouled' 'gca_defense' 'tackles' 'tackles_won'\n", " 'tackles_def_3rd' 'tackles_mid_3rd' 'tackles_att_3rd' 'dribble_tackles'\n", " 'dribbles_vs' 'dribble_tackles_pct' 'dribbled_past' 'blocks'\n", " 'blocked_shots' 'blocked_passes' 'interceptions' 'clearances' 'errors'\n", " 'touches' 'touches_def_pen_area' 'touches_def_3rd' 'touches_mid_3rd'\n", " 'touches_att_3rd' 'touches_att_pen_area' 'touches_live_ball'\n", " 'dribbles_completed' 'dribbles' 'dribbles_completed_pct'\n", " 'passes_received' 'miscontrols' 'dispossessed' 'cards_yellow_red' 'fouls'\n", " 'fouled' 'offsides' 'pens_won' 'pens_conceded' 'own_goals'\n", " 'ball_recoveries' 'aerials_won' 'aerials_lost' 'aerials_won_pct']\n" ] } ], "source": [ "print('Outfield player columns')\n", "print(df_outfield.columns.values)\n", "\n", "print('Keeper player columns')\n", "print(df_keeper.columns.values)\n", "\n", "print('Team columns')\n", "print(df_team.columns.values)\n", "\n", "print('Vs Team columns')\n", "print(df_team.columns.values)" ] }, { "cell_type": "markdown", "id": "e4f13ae2", "metadata": {}, "source": [ "Scrape data for past seasons. \n", "\n", "Do not repeat if data is already present." ] }, { "cell_type": "code", "execution_count": 8, "id": "2e1370cd", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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playernationalitypositionteamagebirth_yeargamesgames_startsminutesgoals...foulsfouledoffsidespens_wonpens_concededown_goalsball_recoveriesaerials_wonaerials_lostaerials_won_pct
0Tammy Abrahameng ENGFWRoma23199737.036.03084.017.0...38.049.017.01.01.00.068.078.080.049.4
1Francesco Acerbiit ITADFLazio33198830.029.02536.04.0...18.016.04.01.00.00.0162.069.043.061.6
2Michel Aebischerch SUIMFBologna24199712.04.0443.00.0...13.04.00.00.00.00.027.05.04.055.6
3Felix Afena-Gyangh GHAFW,MFRoma18200317.06.0668.02.0...15.024.04.00.00.00.031.011.015.042.3
4Kevin Agudeloco COLMF,FWSpezia22199823.012.01237.03.0...36.024.00.00.00.00.067.015.014.051.7
..................................................................
627David Zimacz CZEDFTorino20200020.013.01314.00.0...16.05.01.00.01.00.057.045.040.052.9
628Jeroen Zoetnl NEDGKSpezia3019917.07.0630.00.0...1.03.00.00.01.00.05.02.01.066.7
629Nadir Zorteait ITADF,MFSalernitana22199929.013.01410.01.0...14.06.00.00.00.00.072.08.017.032.0
630Petar Zovkoba BIHGKSpezia1920021.00.029.00.0...0.01.00.00.00.00.00.00.00.00.0
631Szymon Żurkowskipl POLMFEmpoli23199735.029.02307.06.0...41.067.00.00.01.00.0162.024.032.042.9
\n", "

632 rows × 120 columns

\n", "
" ], "text/plain": [ " player nationality position team age birth_year games \\\n", "0 Tammy Abraham eng ENG FW Roma 23 1997 37.0 \n", "1 Francesco Acerbi it ITA DF Lazio 33 1988 30.0 \n", "2 Michel Aebischer ch SUI MF Bologna 24 1997 12.0 \n", "3 Felix Afena-Gyan gh GHA FW,MF Roma 18 2003 17.0 \n", "4 Kevin Agudelo co COL MF,FW Spezia 22 1998 23.0 \n", ".. ... ... ... ... .. ... ... \n", "627 David Zima cz CZE DF Torino 20 2000 20.0 \n", "628 Jeroen Zoet nl NED GK Spezia 30 1991 7.0 \n", "629 Nadir Zortea it ITA DF,MF Salernitana 22 1999 29.0 \n", "630 Petar Zovko ba BIH GK Spezia 19 2002 1.0 \n", "631 Szymon Żurkowski pl POL MF Empoli 23 1997 35.0 \n", "\n", " games_starts minutes goals ... fouls fouled offsides pens_won \\\n", "0 36.0 3084.0 17.0 ... 38.0 49.0 17.0 1.0 \n", "1 29.0 2536.0 4.0 ... 18.0 16.0 4.0 1.0 \n", "2 4.0 443.0 0.0 ... 13.0 4.0 0.0 0.0 \n", "3 6.0 668.0 2.0 ... 15.0 24.0 4.0 0.0 \n", "4 12.0 1237.0 3.0 ... 36.0 24.0 0.0 0.0 \n", ".. ... ... ... ... ... ... ... ... \n", "627 13.0 1314.0 0.0 ... 16.0 5.0 1.0 0.0 \n", "628 7.0 630.0 0.0 ... 1.0 3.0 0.0 0.0 \n", "629 13.0 1410.0 1.0 ... 14.0 6.0 0.0 0.0 \n", "630 0.0 29.0 0.0 ... 0.0 1.0 0.0 0.0 \n", "631 29.0 2307.0 6.0 ... 41.0 67.0 0.0 0.0 \n", "\n", " pens_conceded own_goals ball_recoveries aerials_won aerials_lost \\\n", "0 1.0 0.0 68.0 78.0 80.0 \n", "1 0.0 0.0 162.0 69.0 43.0 \n", "2 0.0 0.0 27.0 5.0 4.0 \n", "3 0.0 0.0 31.0 11.0 15.0 \n", "4 0.0 0.0 67.0 15.0 14.0 \n", ".. ... ... ... ... ... \n", "627 1.0 0.0 57.0 45.0 40.0 \n", "628 1.0 0.0 5.0 2.0 1.0 \n", "629 0.0 0.0 72.0 8.0 17.0 \n", "630 0.0 0.0 0.0 0.0 0.0 \n", "631 1.0 0.0 162.0 24.0 32.0 \n", "\n", " aerials_won_pct \n", "0 49.4 \n", "1 61.6 \n", "2 55.6 \n", "3 42.3 \n", "4 51.7 \n", ".. ... \n", "627 52.9 \n", "628 66.7 \n", "629 32.0 \n", "630 0.0 \n", "631 42.9 \n", "\n", "[632 rows x 120 columns]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_outfield = get_outfield_data('https://fbref.com/en/comps/11/2021-2022/','/2021-2022-Serie-A-Stats')\n", "\n", "df_outfield.to_csv('fbref_data/season2122/outfield_players.csv', index=False)\n", "\n", "df_outfield" ] }, { "cell_type": "code", "execution_count": 9, "id": "36441b0e", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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playernationalitypositionteamagebirth_yeargk_gamesgk_games_startsgk_minutesgk_goals_against...gk_passes_length_avggk_goal_kicksgk_pct_goal_kicks_launchedgk_goal_kick_length_avggk_crossesgk_crosses_stoppedgk_crosses_stopped_pctgk_def_actions_outside_pen_areagk_def_actions_outside_pen_area_per90gk_avg_distance_def_actions
0Emil Auderoit ITAGKSampdoria24199729.029.02560.048.0...36.3212.067.947.6418.022.05.325.00.8813.5
1Nicola Bagnoliniit ITAGKBologna1720041.00.03.00.0...61.01.0100.060.03.00.00.00.00.000.0
2Francesco Bardiit ITAGKBologna2919922.02.0177.02.0...33.013.038.532.124.02.08.30.00.005.5
3Vid Belecsi SVNGKSalernitana31199023.021.01938.049.0...39.5182.073.149.9329.012.03.614.00.6512.7
4Alessandro Berardiit ITAGKHellas Verona3019911.01.090.03.0...39.77.0100.058.712.00.00.00.00.000.0
5Etrit Berishaal ALBGKTorino32198910.010.0900.08.0...39.478.087.258.6148.07.04.710.01.0014.6
6Andrea Consigliit ITAGKSassuolo34198737.037.03322.063.0...30.9246.031.728.8491.021.04.330.00.8113.4
7Alessio Cragnoit ITAGKCagliari27199435.035.03150.063.0...39.4316.073.448.2484.022.04.533.00.9415.0
8Bartłomiej Drągowskipl POLGKFiorentina2319977.07.0556.08.0...30.839.043.640.261.02.03.320.03.2422.3
9Wladimiro Falconeit ITAGKSampdoria26199510.09.0855.014.0...33.274.070.345.0164.07.04.32.00.2110.2
10Vincenzo Fiorilloit ITAGKSalernitana3119901.01.090.05.0...36.412.083.350.816.00.00.00.00.004.0
11Luca Gemelloit ITAGKTorino2120001.01.090.00.0...47.83.0100.056.310.00.00.01.01.0021.0
12Samir Handanovićsi SVNGKInter37198437.037.03330.030.0...28.1142.020.426.5393.015.03.810.00.2711.2
13Luca Lezzeriniit ITAGKVenezia2619956.06.0495.09.0...30.344.034.131.0100.02.02.03.00.5513.8
14Niki Mäenpääfi FINGKVenezia36198517.016.01485.027.0...36.0143.039.235.4275.06.02.210.00.6110.8
15Mike Maignanfr FRAGKMilan26199532.032.02880.021.0...33.0149.038.936.5347.025.07.245.01.4116.8
16Davide Marfellait ITAGKNapoli2119991.00.011.00.0...15.00.00.00.01.00.00.00.00.000.0
17Alex Meretit ITAGKNapoli2419977.07.0619.06.0...25.136.025.026.589.03.03.45.00.7314.6
18Vanja Milinković-Savićrs SRBGKTorino24199727.027.02430.033.0...44.4169.091.166.3290.018.06.222.00.8114.3
19Lorenzo Montipòit ITAGKHellas Verona25199634.034.03060.050.0...42.3231.068.446.5495.021.04.223.00.6813.1
20Juan Mussoar ARGGKAtalanta27199433.033.02932.042.0...31.3208.069.249.7308.028.09.139.01.2016.5
21David Ospinaco COLGKNapoli32198831.031.02790.025.0...28.6135.014.122.5353.018.05.131.01.0017.0
22Daniele Padelliit ITAGKUdinese3519853.03.0270.08.0...29.622.050.040.956.01.01.82.00.6713.2
23Ivor Pandurhr CROGKHellas Verona2120003.03.0270.06.0...33.115.053.337.122.01.04.51.00.3311.3
24Rui Patríciopt PORGKRoma33198838.038.03420.043.0...34.2222.032.031.5393.012.03.126.00.6814.3
25Gianluca Pegoloit ITAGKSassuolo4019811.01.090.03.0...26.78.012.519.88.01.012.50.00.006.0
26Mattia Perinit ITAGKJuventus2819925.05.0405.07.0...29.626.023.129.277.01.01.34.00.8912.6
27Carlo Pinsoglioit ITAGKJuventus3119901.00.045.01.0...29.61.00.037.012.00.00.00.00.000.0
28Ivan Provedelit ITAGKSpezia27199431.031.02761.052.0...40.1229.069.451.7476.028.05.925.00.8111.8
29Ionuț Raduro ROUGKInter2419971.01.090.02.0...33.34.025.029.84.00.00.01.01.0016.0
30Boris Radunovićrs SRBGKCagliari2519963.03.0270.05.0...41.528.082.151.142.01.02.41.00.3313.8
31Nicola Ravagliait ITAGKSampdoria3219881.00.05.01.0...57.02.0100.065.51.00.00.00.00.000.0
32Pepe Reinaes ESPGKLazio38198215.015.01350.029.0...29.899.029.330.1186.010.05.410.00.6713.7
33Sergio Romeroar ARGGKVenezia34198716.016.01440.033.0...34.6142.045.838.8265.014.05.311.00.6911.8
34Francesco Rossiit ITAGKAtalanta3019911.00.037.01.0...37.84.025.039.33.00.00.00.00.0018.0
35Giacomo Satalinoit ITAGKSassuolo2219991.00.08.00.0...0.01.00.022.01.00.00.00.00.000.0
36Adrian Šemperhr CROGKGenoa2319981.01.090.01.0...38.57.085.752.014.02.014.30.00.0011.2
37Luigi Sepeit ITAGKSalernitana30199116.016.01392.024.0...40.8130.063.846.4235.010.04.313.00.8416.0
38Marco Silvestriit ITAGKUdinese30199135.035.03150.050.0...36.7252.046.838.4462.016.03.510.00.2911.0
39Salvatore Siriguit ITAGKGenoa34198737.037.03330.059.0...36.6263.068.845.9476.014.02.920.00.5412.9
40Łukasz Skorupskipl POLGKBologna30199136.036.03240.053.0...34.0294.028.926.6498.027.05.414.00.3911.3
41Marco Sportielloit ITAGKAtalanta2919925.05.0450.05.0...26.028.064.347.045.01.02.24.00.8013.9
42Thomas Strakoshaal ALBGKLazio26199523.023.02070.029.0...28.5119.020.223.6283.011.03.916.00.7014.5
43Wojciech Szczęsnypl POLGKJuventus31199033.033.02970.029.0...30.8172.029.731.5481.024.05.025.00.7613.5
44Ciprian Tătărușanuro ROUGKMilan3519866.06.0540.010.0...33.336.036.135.082.06.07.33.00.5012.5
45Pietro Terraccianoit ITAGKFiorentina31199032.031.02862.043.0...32.2170.035.333.7291.022.07.651.01.6016.7
46Guglielmo Vicarioit ITAGKEmpoli24199638.038.03420.070.0...29.5257.041.637.5602.035.05.838.01.0013.9
47Jeroen Zoetnl NEDGKSpezia3019917.07.0630.019.0...30.754.037.037.495.02.02.16.00.8616.4
48Petar Zovkoba BIHGKSpezia1920021.00.029.00.0...35.92.050.035.04.00.00.02.06.2128.5
\n", "

49 rows × 47 columns

\n", "
" ], "text/plain": [ " player nationality position team age birth_year \\\n", "0 Emil Audero it ITA GK Sampdoria 24 1997 \n", "1 Nicola Bagnolini it ITA GK Bologna 17 2004 \n", "2 Francesco Bardi it ITA GK Bologna 29 1992 \n", "3 Vid Belec si SVN GK Salernitana 31 1990 \n", "4 Alessandro Berardi it ITA GK Hellas Verona 30 1991 \n", "5 Etrit Berisha al ALB GK Torino 32 1989 \n", "6 Andrea Consigli it ITA GK Sassuolo 34 1987 \n", "7 Alessio Cragno it ITA GK Cagliari 27 1994 \n", "8 Bartłomiej Drągowski pl POL GK Fiorentina 23 1997 \n", "9 Wladimiro Falcone it ITA GK Sampdoria 26 1995 \n", "10 Vincenzo Fiorillo it ITA GK Salernitana 31 1990 \n", "11 Luca Gemello it ITA GK Torino 21 2000 \n", "12 Samir Handanović si SVN GK Inter 37 1984 \n", "13 Luca Lezzerini it ITA GK Venezia 26 1995 \n", "14 Niki Mäenpää fi FIN GK Venezia 36 1985 \n", "15 Mike Maignan fr FRA GK Milan 26 1995 \n", "16 Davide Marfella it ITA GK Napoli 21 1999 \n", "17 Alex Meret it ITA GK Napoli 24 1997 \n", "18 Vanja Milinković-Savić rs SRB GK Torino 24 1997 \n", "19 Lorenzo Montipò it ITA GK Hellas Verona 25 1996 \n", "20 Juan Musso ar ARG GK Atalanta 27 1994 \n", "21 David Ospina co COL GK Napoli 32 1988 \n", "22 Daniele Padelli it ITA GK Udinese 35 1985 \n", "23 Ivor Pandur hr CRO GK Hellas Verona 21 2000 \n", "24 Rui Patrício pt POR GK Roma 33 1988 \n", "25 Gianluca Pegolo it ITA GK Sassuolo 40 1981 \n", "26 Mattia Perin it ITA GK Juventus 28 1992 \n", "27 Carlo Pinsoglio it ITA GK Juventus 31 1990 \n", "28 Ivan Provedel it ITA GK Spezia 27 1994 \n", "29 Ionuț Radu ro ROU GK Inter 24 1997 \n", "30 Boris Radunović rs SRB GK Cagliari 25 1996 \n", "31 Nicola Ravaglia it ITA GK Sampdoria 32 1988 \n", "32 Pepe Reina es ESP GK Lazio 38 1982 \n", "33 Sergio Romero ar ARG GK Venezia 34 1987 \n", "34 Francesco Rossi it ITA GK Atalanta 30 1991 \n", "35 Giacomo Satalino it ITA GK Sassuolo 22 1999 \n", "36 Adrian Šemper hr CRO GK Genoa 23 1998 \n", "37 Luigi Sepe it ITA GK Salernitana 30 1991 \n", "38 Marco Silvestri it ITA GK Udinese 30 1991 \n", "39 Salvatore Sirigu it ITA GK Genoa 34 1987 \n", "40 Łukasz Skorupski pl POL GK Bologna 30 1991 \n", "41 Marco Sportiello it ITA GK Atalanta 29 1992 \n", "42 Thomas Strakosha al ALB GK Lazio 26 1995 \n", "43 Wojciech Szczęsny pl POL GK Juventus 31 1990 \n", "44 Ciprian Tătărușanu ro ROU GK Milan 35 1986 \n", "45 Pietro Terracciano it ITA GK Fiorentina 31 1990 \n", "46 Guglielmo Vicario it ITA GK Empoli 24 1996 \n", "47 Jeroen Zoet nl NED GK Spezia 30 1991 \n", "48 Petar Zovko ba BIH GK Spezia 19 2002 \n", "\n", " gk_games gk_games_starts gk_minutes gk_goals_against ... \\\n", "0 29.0 29.0 2560.0 48.0 ... \n", "1 1.0 0.0 3.0 0.0 ... \n", "2 2.0 2.0 177.0 2.0 ... \n", "3 23.0 21.0 1938.0 49.0 ... \n", "4 1.0 1.0 90.0 3.0 ... \n", "5 10.0 10.0 900.0 8.0 ... \n", "6 37.0 37.0 3322.0 63.0 ... \n", "7 35.0 35.0 3150.0 63.0 ... \n", "8 7.0 7.0 556.0 8.0 ... \n", "9 10.0 9.0 855.0 14.0 ... \n", "10 1.0 1.0 90.0 5.0 ... \n", "11 1.0 1.0 90.0 0.0 ... \n", "12 37.0 37.0 3330.0 30.0 ... \n", "13 6.0 6.0 495.0 9.0 ... \n", "14 17.0 16.0 1485.0 27.0 ... \n", "15 32.0 32.0 2880.0 21.0 ... \n", "16 1.0 0.0 11.0 0.0 ... \n", "17 7.0 7.0 619.0 6.0 ... \n", "18 27.0 27.0 2430.0 33.0 ... \n", "19 34.0 34.0 3060.0 50.0 ... \n", "20 33.0 33.0 2932.0 42.0 ... \n", "21 31.0 31.0 2790.0 25.0 ... \n", "22 3.0 3.0 270.0 8.0 ... \n", "23 3.0 3.0 270.0 6.0 ... \n", "24 38.0 38.0 3420.0 43.0 ... \n", "25 1.0 1.0 90.0 3.0 ... \n", "26 5.0 5.0 405.0 7.0 ... \n", "27 1.0 0.0 45.0 1.0 ... \n", "28 31.0 31.0 2761.0 52.0 ... \n", "29 1.0 1.0 90.0 2.0 ... \n", "30 3.0 3.0 270.0 5.0 ... \n", "31 1.0 0.0 5.0 1.0 ... \n", "32 15.0 15.0 1350.0 29.0 ... \n", "33 16.0 16.0 1440.0 33.0 ... \n", "34 1.0 0.0 37.0 1.0 ... \n", "35 1.0 0.0 8.0 0.0 ... \n", "36 1.0 1.0 90.0 1.0 ... \n", "37 16.0 16.0 1392.0 24.0 ... \n", "38 35.0 35.0 3150.0 50.0 ... \n", "39 37.0 37.0 3330.0 59.0 ... \n", "40 36.0 36.0 3240.0 53.0 ... \n", "41 5.0 5.0 450.0 5.0 ... \n", "42 23.0 23.0 2070.0 29.0 ... \n", "43 33.0 33.0 2970.0 29.0 ... \n", "44 6.0 6.0 540.0 10.0 ... \n", "45 32.0 31.0 2862.0 43.0 ... \n", "46 38.0 38.0 3420.0 70.0 ... \n", "47 7.0 7.0 630.0 19.0 ... \n", "48 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": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_keeper = get_keeper_data('https://fbref.com/en/comps/11/2021-2022/','/2021-2022-Serie-A-Stats')\n", "\n", "df_keeper.to_csv('fbref_data/season2122/keepers_players.csv', index=False)\n", "\n", "df_keeper" ] }, { "cell_type": "code", "execution_count": 10, "id": "9172edae", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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teamplayers_usedpossessiongamesgames_startsminutesgoalsassistspens_madepens_att...foulsfouledoffsidespens_wonpens_concededown_goalsball_recoveriesaerials_wonaerials_lostaerials_won_pct
0Atalanta32.055.038.0418.03420.062.048.05.06.0...513.0454.068.03.06.03.02292.0685.0518.056.9
1Bologna36.050.638.0418.03420.043.034.04.05.0...443.0497.056.03.09.02.01972.0492.0520.048.6
2Cagliari33.044.538.0418.03420.034.026.03.04.0...549.0490.070.03.010.01.01995.0696.0742.048.4
3Empoli28.047.438.0418.03420.047.027.07.07.0...506.0463.083.06.010.06.01998.0427.0549.043.8
4Fiorentina28.057.738.0418.03420.059.033.09.012.0...464.0565.057.08.05.02.01885.0469.0456.050.7
5Genoa40.043.938.0418.03420.026.019.06.07.0...566.0499.072.04.05.02.02228.0635.0743.046.1
6Hellas Verona31.050.638.0418.03420.063.044.07.08.0...560.0429.097.06.04.02.02413.0689.0733.048.5
7Inter27.056.538.0418.03420.083.057.07.011.0...466.0412.057.07.04.01.02004.0549.0476.053.6
8Juventus32.051.538.0418.03420.056.037.05.06.0...508.0503.074.05.07.01.02008.0550.0440.055.6
9Lazio27.055.438.0418.03420.074.048.07.09.0...441.0450.044.06.06.01.01941.0411.0427.049.0
10Milan28.054.038.0418.03420.066.039.05.08.0...465.0513.080.05.05.02.02167.0521.0517.050.2
11Napoli27.058.338.0418.03420.074.046.010.014.0...460.0482.067.09.01.01.01981.0393.0403.049.4
12Roma29.051.438.0418.03420.058.031.07.09.0...500.0474.060.05.06.02.01980.0524.0441.054.3
13Salernitana42.041.238.0418.03420.032.019.04.05.0...494.0522.041.04.08.02.01849.0657.0506.056.5
14Sampdoria34.046.138.0418.03420.042.029.02.04.0...495.0513.082.03.04.02.02044.0609.0506.054.6
15Sassuolo29.054.938.0418.03420.060.039.07.07.0...461.0479.043.06.09.01.01926.0343.0404.045.9
16Spezia30.042.738.0418.03420.038.025.03.05.0...508.0439.077.04.013.03.01994.0530.0589.047.4
17Torino31.053.338.0418.03420.043.027.06.06.0...636.0460.084.04.011.00.02113.0781.0891.046.7
18Udinese29.042.738.0418.03420.058.036.03.04.0...564.0461.078.04.07.01.02027.0453.0534.045.9
19Venezia39.042.338.0418.03420.034.023.03.05.0...522.0457.061.05.012.02.01942.0564.0583.049.2
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20 rows × 157 columns

\n", "
" ], "text/plain": [ " team players_used possession games games_starts minutes \\\n", "0 Atalanta 32.0 55.0 38.0 418.0 3420.0 \n", "1 Bologna 36.0 50.6 38.0 418.0 3420.0 \n", "2 Cagliari 33.0 44.5 38.0 418.0 3420.0 \n", "3 Empoli 28.0 47.4 38.0 418.0 3420.0 \n", "4 Fiorentina 28.0 57.7 38.0 418.0 3420.0 \n", "5 Genoa 40.0 43.9 38.0 418.0 3420.0 \n", "6 Hellas Verona 31.0 50.6 38.0 418.0 3420.0 \n", "7 Inter 27.0 56.5 38.0 418.0 3420.0 \n", "8 Juventus 32.0 51.5 38.0 418.0 3420.0 \n", "9 Lazio 27.0 55.4 38.0 418.0 3420.0 \n", "10 Milan 28.0 54.0 38.0 418.0 3420.0 \n", "11 Napoli 27.0 58.3 38.0 418.0 3420.0 \n", "12 Roma 29.0 51.4 38.0 418.0 3420.0 \n", "13 Salernitana 42.0 41.2 38.0 418.0 3420.0 \n", "14 Sampdoria 34.0 46.1 38.0 418.0 3420.0 \n", "15 Sassuolo 29.0 54.9 38.0 418.0 3420.0 \n", "16 Spezia 30.0 42.7 38.0 418.0 3420.0 \n", "17 Torino 31.0 53.3 38.0 418.0 3420.0 \n", "18 Udinese 29.0 42.7 38.0 418.0 3420.0 \n", "19 Venezia 39.0 42.3 38.0 418.0 3420.0 \n", "\n", " goals assists pens_made pens_att ... fouls fouled offsides \\\n", "0 62.0 48.0 5.0 6.0 ... 513.0 454.0 68.0 \n", "1 43.0 34.0 4.0 5.0 ... 443.0 497.0 56.0 \n", "2 34.0 26.0 3.0 4.0 ... 549.0 490.0 70.0 \n", "3 47.0 27.0 7.0 7.0 ... 506.0 463.0 83.0 \n", "4 59.0 33.0 9.0 12.0 ... 464.0 565.0 57.0 \n", "5 26.0 19.0 6.0 7.0 ... 566.0 499.0 72.0 \n", "6 63.0 44.0 7.0 8.0 ... 560.0 429.0 97.0 \n", "7 83.0 57.0 7.0 11.0 ... 466.0 412.0 57.0 \n", "8 56.0 37.0 5.0 6.0 ... 508.0 503.0 74.0 \n", "9 74.0 48.0 7.0 9.0 ... 441.0 450.0 44.0 \n", "10 66.0 39.0 5.0 8.0 ... 465.0 513.0 80.0 \n", "11 74.0 46.0 10.0 14.0 ... 460.0 482.0 67.0 \n", "12 58.0 31.0 7.0 9.0 ... 500.0 474.0 60.0 \n", "13 32.0 19.0 4.0 5.0 ... 494.0 522.0 41.0 \n", "14 42.0 29.0 2.0 4.0 ... 495.0 513.0 82.0 \n", "15 60.0 39.0 7.0 7.0 ... 461.0 479.0 43.0 \n", "16 38.0 25.0 3.0 5.0 ... 508.0 439.0 77.0 \n", "17 43.0 27.0 6.0 6.0 ... 636.0 460.0 84.0 \n", "18 58.0 36.0 3.0 4.0 ... 564.0 461.0 78.0 \n", "19 34.0 23.0 3.0 5.0 ... 522.0 457.0 61.0 \n", "\n", " pens_won pens_conceded own_goals ball_recoveries aerials_won \\\n", "0 3.0 6.0 3.0 2292.0 685.0 \n", "1 3.0 9.0 2.0 1972.0 492.0 \n", "2 3.0 10.0 1.0 1995.0 696.0 \n", "3 6.0 10.0 6.0 1998.0 427.0 \n", "4 8.0 5.0 2.0 1885.0 469.0 \n", "5 4.0 5.0 2.0 2228.0 635.0 \n", "6 6.0 4.0 2.0 2413.0 689.0 \n", "7 7.0 4.0 1.0 2004.0 549.0 \n", "8 5.0 7.0 1.0 2008.0 550.0 \n", "9 6.0 6.0 1.0 1941.0 411.0 \n", "10 5.0 5.0 2.0 2167.0 521.0 \n", "11 9.0 1.0 1.0 1981.0 393.0 \n", "12 5.0 6.0 2.0 1980.0 524.0 \n", "13 4.0 8.0 2.0 1849.0 657.0 \n", "14 3.0 4.0 2.0 2044.0 609.0 \n", "15 6.0 9.0 1.0 1926.0 343.0 \n", "16 4.0 13.0 3.0 1994.0 530.0 \n", "17 4.0 11.0 0.0 2113.0 781.0 \n", "18 4.0 7.0 1.0 2027.0 453.0 \n", "19 5.0 12.0 2.0 1942.0 564.0 \n", "\n", " aerials_lost aerials_won_pct \n", "0 518.0 56.9 \n", "1 520.0 48.6 \n", "2 742.0 48.4 \n", "3 549.0 43.8 \n", "4 456.0 50.7 \n", "5 743.0 46.1 \n", "6 733.0 48.5 \n", "7 476.0 53.6 \n", "8 440.0 55.6 \n", "9 427.0 49.0 \n", "10 517.0 50.2 \n", "11 403.0 49.4 \n", "12 441.0 54.3 \n", "13 506.0 56.5 \n", "14 506.0 54.6 \n", "15 404.0 45.9 \n", "16 589.0 47.4 \n", "17 891.0 46.7 \n", "18 534.0 45.9 \n", "19 583.0 49.2 \n", "\n", "[20 rows x 157 columns]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_team = get_team_data('https://fbref.com/en/comps/11/2021-2022/','/2021-2022-Serie-A-Stats', 'for')\n", "\n", "df_team.to_csv('fbref_data/season2122/teams.csv', index=False)\n", "\n", "df_team" ] }, { "cell_type": "code", "execution_count": 11, "id": "fa6258db", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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teamplayers_usedpossessiongamesgames_startsminutesgoalsassistspens_madepens_att...foulsfouledoffsidespens_wonpens_concededown_goalsball_recoveriesaerials_wonaerials_lostaerials_won_pct
0vs Atalanta32.044.938.0418.03420.045.029.05.06.0...491.0488.069.04.06.03.02240.0518.0685.043.1
1vs Bologna36.049.338.0418.03420.053.032.08.09.0...527.0416.088.08.05.01.02032.0520.0492.051.4
2vs Cagliari33.055.638.0418.03420.067.041.07.010.0...526.0524.076.06.04.00.02112.0742.0696.051.6
3vs Empoli28.052.938.0418.03420.064.044.05.010.0...488.0482.066.07.07.03.02051.0549.0427.056.3
4vs Fiorentina28.041.838.0418.03420.049.033.03.05.0...585.0441.0119.04.012.00.01825.0456.0469.049.3
5vs Genoa40.056.138.0418.03420.058.035.04.05.0...523.0530.059.04.07.01.02257.0743.0635.053.9
6vs Hellas Verona31.049.438.0418.03420.057.038.03.04.0...463.0534.032.03.08.02.02206.0733.0689.051.5
7vs Inter27.043.438.0418.03420.031.019.04.04.0...440.0441.034.03.011.01.01767.0476.0549.046.4
8vs Juventus32.048.338.0418.03420.036.021.04.07.0...525.0471.035.05.06.01.01894.0440.0550.044.4
9vs Lazio27.044.438.0418.03420.057.040.05.06.0...474.0418.073.06.09.03.01956.0427.0411.051.0
10vs Milan28.045.838.0418.03420.029.019.04.05.0...533.0440.063.03.08.03.02106.0517.0521.049.8
11vs Napoli27.041.538.0418.03420.030.019.01.01.0...517.0415.060.00.014.00.01963.0403.0393.050.6
12vs Roma29.048.638.0418.03420.041.023.05.06.0...497.0477.081.05.09.01.01970.0441.0524.045.7
13vs Salernitana42.059.038.0418.03420.076.058.06.08.0...546.0463.063.06.05.01.02043.0506.0657.043.5
14vs Sampdoria34.054.138.0418.03420.061.041.03.04.0...538.0471.064.01.04.04.02174.0506.0609.045.4
15vs Sassuolo29.044.838.0418.03420.065.048.08.09.0...519.0434.0142.06.07.04.02041.0404.0343.054.1
16vs Spezia30.057.338.0418.03420.068.044.010.013.0...474.0477.062.08.05.03.02064.0589.0530.052.6
17vs Torino31.046.438.0418.03420.041.025.09.011.0...485.0611.060.010.06.03.01989.0891.0781.053.3
18vs Udinese29.057.738.0418.03420.057.039.05.07.0...494.0537.057.06.04.03.02010.0534.0453.054.1
19vs Venezia39.057.938.0418.03420.067.039.011.012.0...476.0492.048.05.05.00.02059.0583.0564.050.8
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20 rows × 157 columns

\n", "
" ], "text/plain": [ " team players_used possession games games_starts minutes \\\n", "0 vs Atalanta 32.0 44.9 38.0 418.0 3420.0 \n", "1 vs Bologna 36.0 49.3 38.0 418.0 3420.0 \n", "2 vs Cagliari 33.0 55.6 38.0 418.0 3420.0 \n", "3 vs Empoli 28.0 52.9 38.0 418.0 3420.0 \n", "4 vs Fiorentina 28.0 41.8 38.0 418.0 3420.0 \n", "5 vs Genoa 40.0 56.1 38.0 418.0 3420.0 \n", "6 vs Hellas Verona 31.0 49.4 38.0 418.0 3420.0 \n", "7 vs Inter 27.0 43.4 38.0 418.0 3420.0 \n", "8 vs Juventus 32.0 48.3 38.0 418.0 3420.0 \n", "9 vs Lazio 27.0 44.4 38.0 418.0 3420.0 \n", "10 vs Milan 28.0 45.8 38.0 418.0 3420.0 \n", "11 vs Napoli 27.0 41.5 38.0 418.0 3420.0 \n", "12 vs Roma 29.0 48.6 38.0 418.0 3420.0 \n", "13 vs Salernitana 42.0 59.0 38.0 418.0 3420.0 \n", "14 vs Sampdoria 34.0 54.1 38.0 418.0 3420.0 \n", "15 vs Sassuolo 29.0 44.8 38.0 418.0 3420.0 \n", "16 vs Spezia 30.0 57.3 38.0 418.0 3420.0 \n", "17 vs Torino 31.0 46.4 38.0 418.0 3420.0 \n", "18 vs Udinese 29.0 57.7 38.0 418.0 3420.0 \n", "19 vs Venezia 39.0 57.9 38.0 418.0 3420.0 \n", "\n", " goals assists pens_made pens_att ... fouls fouled offsides \\\n", "0 45.0 29.0 5.0 6.0 ... 491.0 488.0 69.0 \n", "1 53.0 32.0 8.0 9.0 ... 527.0 416.0 88.0 \n", "2 67.0 41.0 7.0 10.0 ... 526.0 524.0 76.0 \n", "3 64.0 44.0 5.0 10.0 ... 488.0 482.0 66.0 \n", "4 49.0 33.0 3.0 5.0 ... 585.0 441.0 119.0 \n", "5 58.0 35.0 4.0 5.0 ... 523.0 530.0 59.0 \n", "6 57.0 38.0 3.0 4.0 ... 463.0 534.0 32.0 \n", "7 31.0 19.0 4.0 4.0 ... 440.0 441.0 34.0 \n", "8 36.0 21.0 4.0 7.0 ... 525.0 471.0 35.0 \n", "9 57.0 40.0 5.0 6.0 ... 474.0 418.0 73.0 \n", "10 29.0 19.0 4.0 5.0 ... 533.0 440.0 63.0 \n", "11 30.0 19.0 1.0 1.0 ... 517.0 415.0 60.0 \n", "12 41.0 23.0 5.0 6.0 ... 497.0 477.0 81.0 \n", "13 76.0 58.0 6.0 8.0 ... 546.0 463.0 63.0 \n", "14 61.0 41.0 3.0 4.0 ... 538.0 471.0 64.0 \n", "15 65.0 48.0 8.0 9.0 ... 519.0 434.0 142.0 \n", "16 68.0 44.0 10.0 13.0 ... 474.0 477.0 62.0 \n", "17 41.0 25.0 9.0 11.0 ... 485.0 611.0 60.0 \n", "18 57.0 39.0 5.0 7.0 ... 494.0 537.0 57.0 \n", "19 67.0 39.0 11.0 12.0 ... 476.0 492.0 48.0 \n", "\n", " pens_won pens_conceded own_goals ball_recoveries aerials_won \\\n", "0 4.0 6.0 3.0 2240.0 518.0 \n", "1 8.0 5.0 1.0 2032.0 520.0 \n", "2 6.0 4.0 0.0 2112.0 742.0 \n", "3 7.0 7.0 3.0 2051.0 549.0 \n", "4 4.0 12.0 0.0 1825.0 456.0 \n", "5 4.0 7.0 1.0 2257.0 743.0 \n", "6 3.0 8.0 2.0 2206.0 733.0 \n", "7 3.0 11.0 1.0 1767.0 476.0 \n", "8 5.0 6.0 1.0 1894.0 440.0 \n", "9 6.0 9.0 3.0 1956.0 427.0 \n", "10 3.0 8.0 3.0 2106.0 517.0 \n", "11 0.0 14.0 0.0 1963.0 403.0 \n", "12 5.0 9.0 1.0 1970.0 441.0 \n", "13 6.0 5.0 1.0 2043.0 506.0 \n", "14 1.0 4.0 4.0 2174.0 506.0 \n", "15 6.0 7.0 4.0 2041.0 404.0 \n", "16 8.0 5.0 3.0 2064.0 589.0 \n", "17 10.0 6.0 3.0 1989.0 891.0 \n", "18 6.0 4.0 3.0 2010.0 534.0 \n", "19 5.0 5.0 0.0 2059.0 583.0 \n", "\n", " aerials_lost aerials_won_pct \n", "0 685.0 43.1 \n", "1 492.0 51.4 \n", "2 696.0 51.6 \n", "3 427.0 56.3 \n", "4 469.0 49.3 \n", "5 635.0 53.9 \n", "6 689.0 51.5 \n", "7 549.0 46.4 \n", "8 550.0 44.4 \n", "9 411.0 51.0 \n", "10 521.0 49.8 \n", "11 393.0 50.6 \n", "12 524.0 45.7 \n", "13 657.0 43.5 \n", "14 609.0 45.4 \n", "15 343.0 54.1 \n", "16 530.0 52.6 \n", "17 781.0 53.3 \n", "18 453.0 54.1 \n", "19 564.0 50.8 \n", "\n", "[20 rows x 157 columns]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_vsteam = get_team_data('https://fbref.com/en/comps/11/2021-2022/','/2021-2022-Serie-A-Stats', 'vs')\n", "\n", "df_vsteam.to_csv('fbref_data/season2122/teams_vs.csv', index=False)\n", "\n", "df_vsteam" ] }, { "cell_type": "code", "execution_count": 5, "id": "22ad9be5", "metadata": {}, "outputs": [], "source": [ "df_outfield = get_outfield_data('https://fbref.com/en/comps/11/2020-2021/','/2020-2021-Serie-A-Stats')\n", "df_outfield.to_csv('fbref_data/season2021/outfield_players.csv', index=False)\n", "\n", "df_keeper = get_keeper_data('https://fbref.com/en/comps/11/2020-2021/','/2020-2021-Serie-A-Stats')\n", "df_keeper.to_csv('fbref_data/season2021/keepers_players.csv', index=False)\n", "\n", "df_team = get_team_data('https://fbref.com/en/comps/11/2020-2021/','/2020-2021-Serie-A-Stats', 'for')\n", "df_team.to_csv('fbref_data/season2021/teams.csv', index=False)\n", "\n", "df_vsteam = get_team_data('https://fbref.com/en/comps/11/2020-2021/','/2020-2021-Serie-A-Stats', 'vs')\n", "df_vsteam.to_csv('fbref_data/season2021/teams_vs.csv', index=False)\n" ] }, { "cell_type": "code", "execution_count": null, "id": "125223ae", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 5 }