Giuseppe Musicco
3870 lines
158 KiB
Plaintext
3870 lines
158 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "d065632b",
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"metadata": {},
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"source": [
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"Scraping from http://fbref.com\n",
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"\n",
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"Data:\n",
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"- outfield players stats\n",
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"- goalkeepers stats\n",
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"- team stats (of and against)\n",
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"\n",
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"Original code by parth1902:\n",
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"https://github.com/parth1902/Scrape-FBref-data"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "3b8d2e7f",
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"metadata": {},
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"outputs": [],
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"source": [
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"import requests\n",
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"from bs4 import BeautifulSoup\n",
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"import pandas as pd\n",
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"import numpy as np\n",
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"import re\n",
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"import sys, getopt\n",
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"import csv\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "ab920c85",
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"metadata": {},
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"outputs": [],
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"source": [
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"#standard(stats)\n",
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"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",
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"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",
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"#goalkeeping(keepers)\n",
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"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",
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"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",
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"#advance goalkeeping(keepersadv)\n",
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"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",
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"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",
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"#shooting(shooting)\n",
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"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",
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"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",
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"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",
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"#passing(passing)\n",
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"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",
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"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",
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"#passtypes(passing_types)\n",
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"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",
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"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",
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"#goal and shot creation(gca)\n",
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"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",
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"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",
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"#defensive actions(defense)\n",
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"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",
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"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",
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"#possession(possession)\n",
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"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",
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"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",
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"#playingtime(playingtime)\n",
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"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",
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"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",
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"#miscallaneous(misc)\n",
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"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",
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"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",
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"\n",
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"def get_tables(url,text):\n",
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" headers = {'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/39.0.2171.95 Safari/537.36'}\n",
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"\n",
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" res = requests.get(url, headers = headers)\n",
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" ## The next two lines get around the issue with comments breaking the parsing.\n",
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" comm = re.compile(\"<!--|-->\")\n",
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" soup = BeautifulSoup(comm.sub(\"\",res.text),'lxml')\n",
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" all_tables = soup.findAll(\"tbody\")\n",
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" \n",
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" team_table = all_tables[0]\n",
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" team_vs_table = all_tables[1]\n",
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" player_table = all_tables[2]\n",
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" if text == 'for':\n",
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" return player_table, team_table\n",
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" if text == 'vs':\n",
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" return player_table, team_vs_table\n",
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"\n",
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"def get_frame(features, player_table):\n",
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" pre_df_player = dict()\n",
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" features_wanted_player = features\n",
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" rows_player = player_table.find_all('tr')\n",
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" for row in rows_player:\n",
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" if(row.find('th',{\"scope\":\"row\"}) != None):\n",
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" \n",
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" for f in features_wanted_player:\n",
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" cell = row.find(\"td\",{\"data-stat\": f})\n",
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" if(cell == None):\n",
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" continue\n",
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" a = cell.text.strip().encode()\n",
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" text=a.decode(\"utf-8\")\n",
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" if(text == ''):\n",
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" text = '0'\n",
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" if((f!='player')&(f!='nationality')&(f!='position')&(f!='squad')&(f!='age')&(f!='birth_year')&(f!='team')):\n",
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" text = float(text.replace(',','')) \n",
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" if f in pre_df_player:\n",
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" pre_df_player[f].append(text)\n",
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" else:\n",
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" pre_df_player[f] = [text]\n",
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" df_player = pd.DataFrame.from_dict(pre_df_player)\n",
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" return df_player\n",
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"\n",
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"def get_frame_team(features, team_table):\n",
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" pre_df_squad = dict()\n",
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" #Note: features does not contain squad name, it requires special treatment\n",
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" features_wanted_squad = features\n",
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" rows_squad = team_table.find_all('tr')\n",
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" for row in rows_squad:\n",
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" if(row.find('th',{\"scope\":\"row\"}) != None):\n",
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" name = row.find('th',{\"data-stat\":\"team\"}).text.strip().encode().decode(\"utf-8\")\n",
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" if 'team' in pre_df_squad:\n",
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" pre_df_squad['team'].append(name)\n",
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" else:\n",
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" pre_df_squad['team'] = [name]\n",
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" for f in features_wanted_squad:\n",
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" cell = row.find(\"td\",{\"data-stat\": f})\n",
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" if(cell == None):\n",
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" continue\n",
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" a = cell.text.strip().encode()\n",
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" text=a.decode(\"utf-8\")\n",
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" if(text == ''):\n",
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" text = '0'\n",
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" if((f!='player')&(f!='nationality')&(f!='position')&(f!='squad')&(f!='age')&(f!='birth_year')&(f!='team')):\n",
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" text = float(text.replace(',',''))\n",
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" if f in pre_df_squad:\n",
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" pre_df_squad[f].append(text)\n",
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" else:\n",
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" pre_df_squad[f] = [text]\n",
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" df_squad = pd.DataFrame.from_dict(pre_df_squad)\n",
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" return df_squad\n",
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"\n",
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"def get_frame_team_2(features, team_table):\n",
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" pre_df_squad = dict()\n",
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" #Note: features does not contain squad name, it requires special treatment\n",
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" features_wanted_squad = features\n",
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" rows_squad = team_table.find_all('tr')\n",
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" for row in rows_squad:\n",
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" if(row.find('th',{\"scope\":\"row\"}) != None):\n",
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" name = row.find('th',{\"data-stat\":\"squad\"}).text.strip().encode().decode(\"utf-8\")\n",
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" if 'squad' in pre_df_squad:\n",
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" pre_df_squad['squad'].append(name)\n",
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" else:\n",
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" pre_df_squad['squad'] = [name]\n",
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" for f in features_wanted_squad:\n",
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" cell = row.find(\"td\",{\"data-stat\": f})\n",
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" a = cell.text.strip().encode()\n",
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" text=a.decode(\"utf-8\")\n",
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" if(text == ''):\n",
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" text = '0'\n",
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" if((f!='player')&(f!='nationality')&(f!='position')&(f!='squad')&(f!='age')&(f!='birth_year')&(f!='team')):\n",
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" text = float(text.replace(',',''))\n",
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" print(f)\n",
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" if f in pre_df_squad:\n",
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" pre_df_squad[f].append(text)\n",
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" else:\n",
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" pre_df_squad[f] = [text]\n",
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" df_squad = pd.DataFrame.from_dict(pre_df_squad)\n",
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" return df_squad\n",
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"\n",
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"def frame_for_category(category,top,end,features):\n",
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" url = (top + category + end)\n",
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" player_table, team_table = get_tables(url,'for')\n",
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" df_player = get_frame(features, player_table)\n",
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" return df_player\n",
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"\n",
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"def frame_for_category_team(category,top,end,features,text):\n",
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" url = (top + category + end)\n",
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" player_table, team_table = get_tables(url,text)\n",
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" df_team = get_frame_team(features, team_table)\n",
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" return df_team\n",
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"\n",
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"\n",
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"\n",
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"\n",
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"#Function to get the player data for outfield player, includes all categories - standard stats, shooting\n",
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"#passing, passing types, goal and shot creation, defensive actions, possession, and miscallaneous\n",
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"def get_outfield_data(top, end):\n",
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" df1 = frame_for_category('stats',top,end,stats)\n",
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" df2 = frame_for_category('shooting',top,end,shooting2)\n",
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" df3 = frame_for_category('passing',top,end,passing2)\n",
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" df4 = frame_for_category('passing_types',top,end,passing_types2)\n",
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" df5 = frame_for_category('gca',top,end,gca2)\n",
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" df6 = frame_for_category('defense',top,end,defense2)\n",
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" df7 = frame_for_category('possession',top,end,possession2)\n",
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" df8 = frame_for_category('misc',top,end,misc2)\n",
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" df = pd.concat([df1, df2, df3, df4, df5, df6, df7, df8], axis=1)\n",
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" df = df.loc[:,~df.columns.duplicated()]\n",
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" return df\n",
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"\n",
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"\n",
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"#Function to get keeping and advance goalkeeping data\n",
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"def get_keeper_data(top,end):\n",
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" df1 = frame_for_category('keepers',top,end,keepers)\n",
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" 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": [
|
||
"<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>games</th>\n",
|
||
" <th>games_starts</th>\n",
|
||
" <th>minutes</th>\n",
|
||
" <th>goals</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>fouls</th>\n",
|
||
" <th>fouled</th>\n",
|
||
" <th>offsides</th>\n",
|
||
" <th>pens_won</th>\n",
|
||
" <th>pens_conceded</th>\n",
|
||
" <th>own_goals</th>\n",
|
||
" <th>ball_recoveries</th>\n",
|
||
" <th>aerials_won</th>\n",
|
||
" <th>aerials_lost</th>\n",
|
||
" <th>aerials_won_pct</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>James Abankwah</td>\n",
|
||
" <td>ie IRL</td>\n",
|
||
" <td>DF</td>\n",
|
||
" <td>Udinese</td>\n",
|
||
" <td>19-109</td>\n",
|
||
" <td>2004</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>Oliver Abildgaard</td>\n",
|
||
" <td>dk DEN</td>\n",
|
||
" <td>MF</td>\n",
|
||
" <td>Hellas Verona</td>\n",
|
||
" <td>26-329</td>\n",
|
||
" <td>1996</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>377.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>31.0</td>\n",
|
||
" <td>11.0</td>\n",
|
||
" <td>73.8</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>Tammy Abraham</td>\n",
|
||
" <td>eng ENG</td>\n",
|
||
" <td>FW</td>\n",
|
||
" <td>Roma</td>\n",
|
||
" <td>25-215</td>\n",
|
||
" <td>1997</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>2084.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>32.0</td>\n",
|
||
" <td>45.0</td>\n",
|
||
" <td>11.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>43.0</td>\n",
|
||
" <td>78.0</td>\n",
|
||
" <td>71.0</td>\n",
|
||
" <td>52.3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>Christian Acella</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>MF</td>\n",
|
||
" <td>Cremonese</td>\n",
|
||
" <td>20-302</td>\n",
|
||
" <td>2002</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>15.0</td>\n",
|
||
" <td>0.0</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>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>Francesco Acerbi</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>DF</td>\n",
|
||
" <td>Inter</td>\n",
|
||
" <td>35-084</td>\n",
|
||
" <td>1988</td>\n",
|
||
" <td>26.0</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>2095.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>14.0</td>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>131.0</td>\n",
|
||
" <td>71.0</td>\n",
|
||
" <td>35.0</td>\n",
|
||
" <td>67.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>576</th>\n",
|
||
" <td>Petar Zovko</td>\n",
|
||
" <td>ba BIH</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Spezia</td>\n",
|
||
" <td>21-041</td>\n",
|
||
" <td>2002</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>74.0</td>\n",
|
||
" <td>0.0</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>2.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>577</th>\n",
|
||
" <td>Szymon Żurkowski</td>\n",
|
||
" <td>pl POL</td>\n",
|
||
" <td>MF</td>\n",
|
||
" <td>Fiorentina</td>\n",
|
||
" <td>25-222</td>\n",
|
||
" <td>1997</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>32.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>50.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>578</th>\n",
|
||
" <td>Szymon Żurkowski</td>\n",
|
||
" <td>pl POL</td>\n",
|
||
" <td>MF</td>\n",
|
||
" <td>Spezia</td>\n",
|
||
" <td>25-222</td>\n",
|
||
" <td>1997</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>240.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>18.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>579</th>\n",
|
||
" <td>Milan Đurić</td>\n",
|
||
" <td>ba BIH</td>\n",
|
||
" <td>FW</td>\n",
|
||
" <td>Hellas Verona</td>\n",
|
||
" <td>32-348</td>\n",
|
||
" <td>1990</td>\n",
|
||
" <td>23.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>974.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>20.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>23.0</td>\n",
|
||
" <td>146.0</td>\n",
|
||
" <td>38.0</td>\n",
|
||
" <td>79.3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>580</th>\n",
|
||
" <td>Filip Đuričić</td>\n",
|
||
" <td>rs SRB</td>\n",
|
||
" <td>MF,FW</td>\n",
|
||
" <td>Sampdoria</td>\n",
|
||
" <td>31-095</td>\n",
|
||
" <td>1992</td>\n",
|
||
" <td>29.0</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>1911.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>31.0</td>\n",
|
||
" <td>43.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>99.0</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>35.3</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>581 rows × 115 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" player nationality position team age birth_year \\\n",
|
||
"0 James Abankwah ie IRL DF Udinese 19-109 2004 \n",
|
||
"1 Oliver Abildgaard dk DEN MF Hellas Verona 26-329 1996 \n",
|
||
"2 Tammy Abraham eng ENG FW Roma 25-215 1997 \n",
|
||
"3 Christian Acella it ITA MF Cremonese 20-302 2002 \n",
|
||
"4 Francesco Acerbi it ITA DF Inter 35-084 1988 \n",
|
||
".. ... ... ... ... ... ... \n",
|
||
"576 Petar Zovko ba BIH GK Spezia 21-041 2002 \n",
|
||
"577 Szymon Żurkowski pl POL MF Fiorentina 25-222 1997 \n",
|
||
"578 Szymon Żurkowski pl POL MF Spezia 25-222 1997 \n",
|
||
"579 Milan Đurić ba BIH FW Hellas Verona 32-348 1990 \n",
|
||
"580 Filip Đuričić rs SRB MF,FW Sampdoria 31-095 1992 \n",
|
||
"\n",
|
||
" games games_starts minutes goals ... fouls fouled offsides \\\n",
|
||
"0 1.0 0.0 5.0 0.0 ... 1.0 0.0 0.0 \n",
|
||
"1 8.0 4.0 377.0 0.0 ... 9.0 2.0 0.0 \n",
|
||
"2 33.0 24.0 2084.0 8.0 ... 32.0 45.0 11.0 \n",
|
||
"3 1.0 0.0 15.0 0.0 ... 0.0 0.0 0.0 \n",
|
||
"4 26.0 22.0 2095.0 0.0 ... 14.0 10.0 1.0 \n",
|
||
".. ... ... ... ... ... ... ... ... \n",
|
||
"576 1.0 0.0 74.0 0.0 ... 0.0 0.0 0.0 \n",
|
||
"577 2.0 0.0 32.0 0.0 ... 1.0 0.0 0.0 \n",
|
||
"578 6.0 2.0 240.0 0.0 ... 8.0 5.0 0.0 \n",
|
||
"579 23.0 9.0 974.0 1.0 ... 22.0 20.0 4.0 \n",
|
||
"580 29.0 24.0 1911.0 3.0 ... 31.0 43.0 0.0 \n",
|
||
"\n",
|
||
" pens_won pens_conceded own_goals ball_recoveries aerials_won \\\n",
|
||
"0 0.0 0.0 0.0 0.0 0.0 \n",
|
||
"1 0.0 0.0 0.0 24.0 31.0 \n",
|
||
"2 1.0 0.0 0.0 43.0 78.0 \n",
|
||
"3 0.0 0.0 0.0 1.0 0.0 \n",
|
||
"4 0.0 0.0 0.0 131.0 71.0 \n",
|
||
".. ... ... ... ... ... \n",
|
||
"576 0.0 0.0 0.0 2.0 0.0 \n",
|
||
"577 0.0 0.0 0.0 2.0 1.0 \n",
|
||
"578 0.0 0.0 0.0 18.0 3.0 \n",
|
||
"579 0.0 0.0 0.0 23.0 146.0 \n",
|
||
"580 0.0 0.0 0.0 99.0 12.0 \n",
|
||
"\n",
|
||
" aerials_lost aerials_won_pct \n",
|
||
"0 0.0 0.0 \n",
|
||
"1 11.0 73.8 \n",
|
||
"2 71.0 52.3 \n",
|
||
"3 0.0 0.0 \n",
|
||
"4 35.0 67.0 \n",
|
||
".. ... ... \n",
|
||
"576 0.0 0.0 \n",
|
||
"577 1.0 50.0 \n",
|
||
"578 2.0 60.0 \n",
|
||
"579 38.0 79.3 \n",
|
||
"580 22.0 35.3 \n",
|
||
"\n",
|
||
"[581 rows x 115 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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||
"<style scoped>\n",
|
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|
||
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|
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <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>26-107</td>\n",
|
||
" <td>1997</td>\n",
|
||
" <td>25.0</td>\n",
|
||
" <td>25.0</td>\n",
|
||
" <td>2250.0</td>\n",
|
||
" <td>39.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>39.1</td>\n",
|
||
" <td>200.0</td>\n",
|
||
" <td>57.0</td>\n",
|
||
" <td>44.2</td>\n",
|
||
" <td>356.0</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>6.7</td>\n",
|
||
" <td>23.0</td>\n",
|
||
" <td>0.92</td>\n",
|
||
" <td>13.9</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>Francesco Bardi</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Bologna</td>\n",
|
||
" <td>31-107</td>\n",
|
||
" <td>1992</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>35.6</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>44.4</td>\n",
|
||
" <td>33.4</td>\n",
|
||
" <td>10.0</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>Marco Carnesecchi</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Cremonese</td>\n",
|
||
" <td>22-308</td>\n",
|
||
" <td>2000</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>2160.0</td>\n",
|
||
" <td>40.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>41.4</td>\n",
|
||
" <td>179.0</td>\n",
|
||
" <td>65.9</td>\n",
|
||
" <td>52.8</td>\n",
|
||
" <td>351.0</td>\n",
|
||
" <td>28.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>1.00</td>\n",
|
||
" <td>13.9</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>Michele Cerofolini</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Fiorentina</td>\n",
|
||
" <td>24-121</td>\n",
|
||
" <td>1999</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>31.1</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>100.0</td>\n",
|
||
" <td>56.3</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>Andrea Consigli</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Sassuolo</td>\n",
|
||
" <td>36-098</td>\n",
|
||
" <td>1987</td>\n",
|
||
" <td>31.0</td>\n",
|
||
" <td>31.0</td>\n",
|
||
" <td>2790.0</td>\n",
|
||
" <td>46.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>33.8</td>\n",
|
||
" <td>265.0</td>\n",
|
||
" <td>31.3</td>\n",
|
||
" <td>32.8</td>\n",
|
||
" <td>424.0</td>\n",
|
||
" <td>26.0</td>\n",
|
||
" <td>6.1</td>\n",
|
||
" <td>26.0</td>\n",
|
||
" <td>0.84</td>\n",
|
||
" <td>13.9</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>Alessio Cragno</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Monza</td>\n",
|
||
" <td>28-311</td>\n",
|
||
" <td>1994</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>22.6</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>16.7</td>\n",
|
||
" <td>33.3</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>2.00</td>\n",
|
||
" <td>25.7</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6</th>\n",
|
||
" <td>Michele Di Gregorio</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Monza</td>\n",
|
||
" <td>25-282</td>\n",
|
||
" <td>1997</td>\n",
|
||
" <td>32.0</td>\n",
|
||
" <td>32.0</td>\n",
|
||
" <td>2880.0</td>\n",
|
||
" <td>41.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>32.6</td>\n",
|
||
" <td>209.0</td>\n",
|
||
" <td>37.3</td>\n",
|
||
" <td>34.7</td>\n",
|
||
" <td>469.0</td>\n",
|
||
" <td>13.0</td>\n",
|
||
" <td>2.8</td>\n",
|
||
" <td>27.0</td>\n",
|
||
" <td>0.84</td>\n",
|
||
" <td>13.3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>7</th>\n",
|
||
" <td>Bartłomiej Drągowski</td>\n",
|
||
" <td>pl POL</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Spezia</td>\n",
|
||
" <td>25-259</td>\n",
|
||
" <td>1997</td>\n",
|
||
" <td>30.0</td>\n",
|
||
" <td>30.0</td>\n",
|
||
" <td>2586.0</td>\n",
|
||
" <td>48.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>34.1</td>\n",
|
||
" <td>179.0</td>\n",
|
||
" <td>60.9</td>\n",
|
||
" <td>47.3</td>\n",
|
||
" <td>428.0</td>\n",
|
||
" <td>13.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>32.0</td>\n",
|
||
" <td>1.11</td>\n",
|
||
" <td>14.2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8</th>\n",
|
||
" <td>Wladimiro Falcone</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Lecce</td>\n",
|
||
" <td>28-023</td>\n",
|
||
" <td>1995</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>40.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>41.7</td>\n",
|
||
" <td>239.0</td>\n",
|
||
" <td>76.6</td>\n",
|
||
" <td>52.3</td>\n",
|
||
" <td>470.0</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>4.7</td>\n",
|
||
" <td>37.0</td>\n",
|
||
" <td>1.12</td>\n",
|
||
" <td>14.1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9</th>\n",
|
||
" <td>Pierluigi Gollini</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Fiorentina</td>\n",
|
||
" <td>28-048</td>\n",
|
||
" <td>1995</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>270.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>32.4</td>\n",
|
||
" <td>11.0</td>\n",
|
||
" <td>63.6</td>\n",
|
||
" <td>49.3</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>4.2</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>9.3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10</th>\n",
|
||
" <td>Pierluigi Gollini</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Napoli</td>\n",
|
||
" <td>28-048</td>\n",
|
||
" <td>1995</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>31.7</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>15.4</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>8.3</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>11</th>\n",
|
||
" <td>Samir Handanović</td>\n",
|
||
" <td>si SVN</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Inter</td>\n",
|
||
" <td>38-295</td>\n",
|
||
" <td>1984</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" <td>1080.0</td>\n",
|
||
" <td>16.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>24.7</td>\n",
|
||
" <td>64.0</td>\n",
|
||
" <td>7.8</td>\n",
|
||
" <td>24.4</td>\n",
|
||
" <td>121.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>1.7</td>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>0.83</td>\n",
|
||
" <td>16.2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>12</th>\n",
|
||
" <td>Mike Maignan</td>\n",
|
||
" <td>fr FRA</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Milan</td>\n",
|
||
" <td>27-306</td>\n",
|
||
" <td>1995</td>\n",
|
||
" <td>17.0</td>\n",
|
||
" <td>17.0</td>\n",
|
||
" <td>1530.0</td>\n",
|
||
" <td>17.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>30.8</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>33.3</td>\n",
|
||
" <td>35.1</td>\n",
|
||
" <td>164.0</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" <td>7.3</td>\n",
|
||
" <td>28.0</td>\n",
|
||
" <td>1.65</td>\n",
|
||
" <td>18.3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13</th>\n",
|
||
" <td>Federico Marchetti</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Spezia</td>\n",
|
||
" <td>40-087</td>\n",
|
||
" <td>1983</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>24.3</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>37.5</td>\n",
|
||
" <td>32.4</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.36</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>14</th>\n",
|
||
" <td>Luís Maximiano</td>\n",
|
||
" <td>pt POR</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Lazio</td>\n",
|
||
" <td>24-120</td>\n",
|
||
" <td>1999</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>0.0</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>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>19.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>15</th>\n",
|
||
" <td>Alex Meret</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Napoli</td>\n",
|
||
" <td>26-044</td>\n",
|
||
" <td>1997</td>\n",
|
||
" <td>32.0</td>\n",
|
||
" <td>32.0</td>\n",
|
||
" <td>2880.0</td>\n",
|
||
" <td>23.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>26.3</td>\n",
|
||
" <td>194.0</td>\n",
|
||
" <td>20.1</td>\n",
|
||
" <td>26.8</td>\n",
|
||
" <td>320.0</td>\n",
|
||
" <td>11.0</td>\n",
|
||
" <td>3.4</td>\n",
|
||
" <td>35.0</td>\n",
|
||
" <td>1.09</td>\n",
|
||
" <td>16.9</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>16</th>\n",
|
||
" <td>Vanja Milinković-Savić</td>\n",
|
||
" <td>rs SRB</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Torino</td>\n",
|
||
" <td>26-074</td>\n",
|
||
" <td>1997</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>38.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>39.6</td>\n",
|
||
" <td>251.0</td>\n",
|
||
" <td>91.2</td>\n",
|
||
" <td>69.7</td>\n",
|
||
" <td>407.0</td>\n",
|
||
" <td>27.0</td>\n",
|
||
" <td>6.6</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>2.00</td>\n",
|
||
" <td>17.2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>17</th>\n",
|
||
" <td>Lorenzo Montipò</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Hellas Verona</td>\n",
|
||
" <td>27-074</td>\n",
|
||
" <td>1996</td>\n",
|
||
" <td>32.0</td>\n",
|
||
" <td>32.0</td>\n",
|
||
" <td>2880.0</td>\n",
|
||
" <td>51.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>44.3</td>\n",
|
||
" <td>243.0</td>\n",
|
||
" <td>69.1</td>\n",
|
||
" <td>50.3</td>\n",
|
||
" <td>430.0</td>\n",
|
||
" <td>25.0</td>\n",
|
||
" <td>5.8</td>\n",
|
||
" <td>51.0</td>\n",
|
||
" <td>1.59</td>\n",
|
||
" <td>15.5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>18</th>\n",
|
||
" <td>Juan Musso</td>\n",
|
||
" <td>ar ARG</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>28-364</td>\n",
|
||
" <td>1994</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>2077.0</td>\n",
|
||
" <td>27.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>32.1</td>\n",
|
||
" <td>157.0</td>\n",
|
||
" <td>62.4</td>\n",
|
||
" <td>48.6</td>\n",
|
||
" <td>253.0</td>\n",
|
||
" <td>14.0</td>\n",
|
||
" <td>5.5</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>1.04</td>\n",
|
||
" <td>15.6</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>19</th>\n",
|
||
" <td>Guillermo Ochoa</td>\n",
|
||
" <td>mx MEX</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Salernitana</td>\n",
|
||
" <td>37-296</td>\n",
|
||
" <td>1985</td>\n",
|
||
" <td>16.0</td>\n",
|
||
" <td>16.0</td>\n",
|
||
" <td>1440.0</td>\n",
|
||
" <td>27.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>41.9</td>\n",
|
||
" <td>164.0</td>\n",
|
||
" <td>68.9</td>\n",
|
||
" <td>49.0</td>\n",
|
||
" <td>260.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>3.1</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>0.44</td>\n",
|
||
" <td>11.6</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>20</th>\n",
|
||
" <td>André Onana</td>\n",
|
||
" <td>cm CMR</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Inter</td>\n",
|
||
" <td>27-033</td>\n",
|
||
" <td>1996</td>\n",
|
||
" <td>21.0</td>\n",
|
||
" <td>21.0</td>\n",
|
||
" <td>1890.0</td>\n",
|
||
" <td>19.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>29.9</td>\n",
|
||
" <td>132.0</td>\n",
|
||
" <td>32.6</td>\n",
|
||
" <td>35.9</td>\n",
|
||
" <td>240.0</td>\n",
|
||
" <td>14.0</td>\n",
|
||
" <td>5.8</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>0.43</td>\n",
|
||
" <td>12.5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>21</th>\n",
|
||
" <td>Rui Patrício</td>\n",
|
||
" <td>pt POR</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Roma</td>\n",
|
||
" <td>35-079</td>\n",
|
||
" <td>1988</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>31.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>33.5</td>\n",
|
||
" <td>230.0</td>\n",
|
||
" <td>37.0</td>\n",
|
||
" <td>35.1</td>\n",
|
||
" <td>387.0</td>\n",
|
||
" <td>15.0</td>\n",
|
||
" <td>3.9</td>\n",
|
||
" <td>25.0</td>\n",
|
||
" <td>0.76</td>\n",
|
||
" <td>13.9</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>22</th>\n",
|
||
" <td>Gianluca Pegolo</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Sassuolo</td>\n",
|
||
" <td>42-041</td>\n",
|
||
" <td>1981</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>180.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>29.7</td>\n",
|
||
" <td>16.0</td>\n",
|
||
" <td>31.3</td>\n",
|
||
" <td>28.3</td>\n",
|
||
" <td>28.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>7.1</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>23</th>\n",
|
||
" <td>Simone Perilli</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Hellas Verona</td>\n",
|
||
" <td>28-118</td>\n",
|
||
" <td>1995</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>57.3</td>\n",
|
||
" <td>13.0</td>\n",
|
||
" <td>100.0</td>\n",
|
||
" <td>69.8</td>\n",
|
||
" <td>19.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>5.3</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.00</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>24</th>\n",
|
||
" <td>Mattia Perin</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Juventus</td>\n",
|
||
" <td>30-176</td>\n",
|
||
" <td>1992</td>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>858.0</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>31.1</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>41.7</td>\n",
|
||
" <td>36.5</td>\n",
|
||
" <td>148.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>2.7</td>\n",
|
||
" <td>11.0</td>\n",
|
||
" <td>1.15</td>\n",
|
||
" <td>15.7</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>25</th>\n",
|
||
" <td>Samuele Perisan</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Empoli</td>\n",
|
||
" <td>25-257</td>\n",
|
||
" <td>1997</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>630.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>32.7</td>\n",
|
||
" <td>75.0</td>\n",
|
||
" <td>34.7</td>\n",
|
||
" <td>34.3</td>\n",
|
||
" <td>134.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>3.7</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>0.57</td>\n",
|
||
" <td>11.6</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>26</th>\n",
|
||
" <td>Ivan Provedel</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Lazio</td>\n",
|
||
" <td>29-049</td>\n",
|
||
" <td>1994</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>32.0</td>\n",
|
||
" <td>2963.0</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>33.1</td>\n",
|
||
" <td>167.0</td>\n",
|
||
" <td>36.5</td>\n",
|
||
" <td>34.9</td>\n",
|
||
" <td>433.0</td>\n",
|
||
" <td>18.0</td>\n",
|
||
" <td>4.2</td>\n",
|
||
" <td>46.0</td>\n",
|
||
" <td>1.40</td>\n",
|
||
" <td>16.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>27</th>\n",
|
||
" <td>Ionuț Radu</td>\n",
|
||
" <td>ro ROU</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Cremonese</td>\n",
|
||
" <td>25-342</td>\n",
|
||
" <td>1997</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>810.0</td>\n",
|
||
" <td>19.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>37.3</td>\n",
|
||
" <td>67.0</td>\n",
|
||
" <td>50.7</td>\n",
|
||
" <td>46.3</td>\n",
|
||
" <td>107.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>5.6</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>1.00</td>\n",
|
||
" <td>14.5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>28</th>\n",
|
||
" <td>Nicola Ravaglia</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Sampdoria</td>\n",
|
||
" <td>34-144</td>\n",
|
||
" <td>1988</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>15.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>37.6</td>\n",
|
||
" <td>74.0</td>\n",
|
||
" <td>51.4</td>\n",
|
||
" <td>37.7</td>\n",
|
||
" <td>112.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>5.4</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.17</td>\n",
|
||
" <td>11.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>29</th>\n",
|
||
" <td>Luigi Sepe</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Salernitana</td>\n",
|
||
" <td>31-362</td>\n",
|
||
" <td>1991</td>\n",
|
||
" <td>17.0</td>\n",
|
||
" <td>17.0</td>\n",
|
||
" <td>1530.0</td>\n",
|
||
" <td>27.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>35.9</td>\n",
|
||
" <td>154.0</td>\n",
|
||
" <td>48.7</td>\n",
|
||
" <td>41.1</td>\n",
|
||
" <td>222.0</td>\n",
|
||
" <td>16.0</td>\n",
|
||
" <td>7.2</td>\n",
|
||
" <td>13.0</td>\n",
|
||
" <td>0.76</td>\n",
|
||
" <td>14.2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>30</th>\n",
|
||
" <td>Marco Silvestri</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Udinese</td>\n",
|
||
" <td>32-064</td>\n",
|
||
" <td>1991</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>41.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>32.7</td>\n",
|
||
" <td>256.0</td>\n",
|
||
" <td>36.7</td>\n",
|
||
" <td>35.2</td>\n",
|
||
" <td>470.0</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" <td>2.6</td>\n",
|
||
" <td>19.0</td>\n",
|
||
" <td>0.58</td>\n",
|
||
" <td>12.3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>31</th>\n",
|
||
" <td>Salvatore Sirigu</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Fiorentina</td>\n",
|
||
" <td>36-113</td>\n",
|
||
" <td>1987</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>37.7</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>50.0</td>\n",
|
||
" <td>41.8</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>2.00</td>\n",
|
||
" <td>26.3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>32</th>\n",
|
||
" <td>Łukasz Skorupski</td>\n",
|
||
" <td>pl POL</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Bologna</td>\n",
|
||
" <td>32-000</td>\n",
|
||
" <td>1991</td>\n",
|
||
" <td>32.0</td>\n",
|
||
" <td>32.0</td>\n",
|
||
" <td>2880.0</td>\n",
|
||
" <td>43.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>32.5</td>\n",
|
||
" <td>235.0</td>\n",
|
||
" <td>37.0</td>\n",
|
||
" <td>34.7</td>\n",
|
||
" <td>422.0</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>5.7</td>\n",
|
||
" <td>23.0</td>\n",
|
||
" <td>0.72</td>\n",
|
||
" <td>13.2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>33</th>\n",
|
||
" <td>Marco Sportiello</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>30-360</td>\n",
|
||
" <td>1992</td>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>893.0</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>29.7</td>\n",
|
||
" <td>87.0</td>\n",
|
||
" <td>73.6</td>\n",
|
||
" <td>52.4</td>\n",
|
||
" <td>142.0</td>\n",
|
||
" <td>14.0</td>\n",
|
||
" <td>9.9</td>\n",
|
||
" <td>15.0</td>\n",
|
||
" <td>1.51</td>\n",
|
||
" <td>16.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>34</th>\n",
|
||
" <td>Wojciech Szczęsny</td>\n",
|
||
" <td>pl POL</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Juventus</td>\n",
|
||
" <td>33-017</td>\n",
|
||
" <td>1990</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>2112.0</td>\n",
|
||
" <td>21.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>34.0</td>\n",
|
||
" <td>129.0</td>\n",
|
||
" <td>48.1</td>\n",
|
||
" <td>40.6</td>\n",
|
||
" <td>338.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>2.7</td>\n",
|
||
" <td>19.0</td>\n",
|
||
" <td>0.81</td>\n",
|
||
" <td>15.2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>35</th>\n",
|
||
" <td>Ciprian Tătărușanu</td>\n",
|
||
" <td>ro ROU</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Milan</td>\n",
|
||
" <td>37-085</td>\n",
|
||
" <td>1986</td>\n",
|
||
" <td>16.0</td>\n",
|
||
" <td>16.0</td>\n",
|
||
" <td>1440.0</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>32.9</td>\n",
|
||
" <td>83.0</td>\n",
|
||
" <td>51.8</td>\n",
|
||
" <td>41.8</td>\n",
|
||
" <td>195.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>4.6</td>\n",
|
||
" <td>13.0</td>\n",
|
||
" <td>0.81</td>\n",
|
||
" <td>14.4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>36</th>\n",
|
||
" <td>Pietro Terracciano</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Fiorentina</td>\n",
|
||
" <td>33-058</td>\n",
|
||
" <td>1990</td>\n",
|
||
" <td>28.0</td>\n",
|
||
" <td>28.0</td>\n",
|
||
" <td>2520.0</td>\n",
|
||
" <td>37.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>33.5</td>\n",
|
||
" <td>186.0</td>\n",
|
||
" <td>45.2</td>\n",
|
||
" <td>40.2</td>\n",
|
||
" <td>268.0</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" <td>4.5</td>\n",
|
||
" <td>52.0</td>\n",
|
||
" <td>1.86</td>\n",
|
||
" <td>18.5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>37</th>\n",
|
||
" <td>Martin Turk</td>\n",
|
||
" <td>si SVN</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Sampdoria</td>\n",
|
||
" <td>19-257</td>\n",
|
||
" <td>2003</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>180.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>37.3</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>90.9</td>\n",
|
||
" <td>57.1</td>\n",
|
||
" <td>37.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>11.5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>38</th>\n",
|
||
" <td>Guglielmo Vicario</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Empoli</td>\n",
|
||
" <td>26-210</td>\n",
|
||
" <td>1996</td>\n",
|
||
" <td>26.0</td>\n",
|
||
" <td>26.0</td>\n",
|
||
" <td>2340.0</td>\n",
|
||
" <td>34.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>33.8</td>\n",
|
||
" <td>147.0</td>\n",
|
||
" <td>50.3</td>\n",
|
||
" <td>43.0</td>\n",
|
||
" <td>521.0</td>\n",
|
||
" <td>28.0</td>\n",
|
||
" <td>5.4</td>\n",
|
||
" <td>16.0</td>\n",
|
||
" <td>0.62</td>\n",
|
||
" <td>10.7</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>39</th>\n",
|
||
" <td>Jeroen Zoet</td>\n",
|
||
" <td>nl NED</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Spezia</td>\n",
|
||
" <td>32-119</td>\n",
|
||
" <td>1991</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>244.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>37.1</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" <td>66.7</td>\n",
|
||
" <td>46.3</td>\n",
|
||
" <td>40.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>2.20</td>\n",
|
||
" <td>17.2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>40</th>\n",
|
||
" <td>Petar Zovko</td>\n",
|
||
" <td>ba BIH</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Spezia</td>\n",
|
||
" <td>21-041</td>\n",
|
||
" <td>2002</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>74.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>35.1</td>\n",
|
||
" <td>13.0</td>\n",
|
||
" <td>76.9</td>\n",
|
||
" <td>51.1</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>4.2</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>2.47</td>\n",
|
||
" <td>17.0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>41 rows × 47 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" player nationality position team age \\\n",
|
||
"0 Emil Audero it ITA GK Sampdoria 26-107 \n",
|
||
"1 Francesco Bardi it ITA GK Bologna 31-107 \n",
|
||
"2 Marco Carnesecchi it ITA GK Cremonese 22-308 \n",
|
||
"3 Michele Cerofolini it ITA GK Fiorentina 24-121 \n",
|
||
"4 Andrea Consigli it ITA GK Sassuolo 36-098 \n",
|
||
"5 Alessio Cragno it ITA GK Monza 28-311 \n",
|
||
"6 Michele Di Gregorio it ITA GK Monza 25-282 \n",
|
||
"7 Bartłomiej Drągowski pl POL GK Spezia 25-259 \n",
|
||
"8 Wladimiro Falcone it ITA GK Lecce 28-023 \n",
|
||
"9 Pierluigi Gollini it ITA GK Fiorentina 28-048 \n",
|
||
"10 Pierluigi Gollini it ITA GK Napoli 28-048 \n",
|
||
"11 Samir Handanović si SVN GK Inter 38-295 \n",
|
||
"12 Mike Maignan fr FRA GK Milan 27-306 \n",
|
||
"13 Federico Marchetti it ITA GK Spezia 40-087 \n",
|
||
"14 Luís Maximiano pt POR GK Lazio 24-120 \n",
|
||
"15 Alex Meret it ITA GK Napoli 26-044 \n",
|
||
"16 Vanja Milinković-Savić rs SRB GK Torino 26-074 \n",
|
||
"17 Lorenzo Montipò it ITA GK Hellas Verona 27-074 \n",
|
||
"18 Juan Musso ar ARG GK Atalanta 28-364 \n",
|
||
"19 Guillermo Ochoa mx MEX GK Salernitana 37-296 \n",
|
||
"20 André Onana cm CMR GK Inter 27-033 \n",
|
||
"21 Rui Patrício pt POR GK Roma 35-079 \n",
|
||
"22 Gianluca Pegolo it ITA GK Sassuolo 42-041 \n",
|
||
"23 Simone Perilli it ITA GK Hellas Verona 28-118 \n",
|
||
"24 Mattia Perin it ITA GK Juventus 30-176 \n",
|
||
"25 Samuele Perisan it ITA GK Empoli 25-257 \n",
|
||
"26 Ivan Provedel it ITA GK Lazio 29-049 \n",
|
||
"27 Ionuț Radu ro ROU GK Cremonese 25-342 \n",
|
||
"28 Nicola Ravaglia it ITA GK Sampdoria 34-144 \n",
|
||
"29 Luigi Sepe it ITA GK Salernitana 31-362 \n",
|
||
"30 Marco Silvestri it ITA GK Udinese 32-064 \n",
|
||
"31 Salvatore Sirigu it ITA GK Fiorentina 36-113 \n",
|
||
"32 Łukasz Skorupski pl POL GK Bologna 32-000 \n",
|
||
"33 Marco Sportiello it ITA GK Atalanta 30-360 \n",
|
||
"34 Wojciech Szczęsny pl POL GK Juventus 33-017 \n",
|
||
"35 Ciprian Tătărușanu ro ROU GK Milan 37-085 \n",
|
||
"36 Pietro Terracciano it ITA GK Fiorentina 33-058 \n",
|
||
"37 Martin Turk si SVN GK Sampdoria 19-257 \n",
|
||
"38 Guglielmo Vicario it ITA GK Empoli 26-210 \n",
|
||
"39 Jeroen Zoet nl NED GK Spezia 32-119 \n",
|
||
"40 Petar Zovko ba BIH GK Spezia 21-041 \n",
|
||
"\n",
|
||
" birth_year gk_games gk_games_starts gk_minutes gk_goals_against ... \\\n",
|
||
"0 1997 25.0 25.0 2250.0 39.0 ... \n",
|
||
"1 1992 1.0 1.0 90.0 0.0 ... \n",
|
||
"2 2000 24.0 24.0 2160.0 40.0 ... \n",
|
||
"3 1999 1.0 1.0 90.0 0.0 ... \n",
|
||
"4 1987 31.0 31.0 2790.0 46.0 ... \n",
|
||
"5 1994 1.0 1.0 90.0 3.0 ... \n",
|
||
"6 1997 32.0 32.0 2880.0 41.0 ... \n",
|
||
"7 1997 30.0 30.0 2586.0 48.0 ... \n",
|
||
"8 1995 33.0 33.0 2970.0 40.0 ... \n",
|
||
"9 1995 3.0 3.0 270.0 2.0 ... \n",
|
||
"10 1995 1.0 1.0 90.0 0.0 ... \n",
|
||
"11 1984 12.0 12.0 1080.0 16.0 ... \n",
|
||
"12 1995 17.0 17.0 1530.0 17.0 ... \n",
|
||
"13 1983 1.0 0.0 66.0 2.0 ... \n",
|
||
"14 1999 1.0 1.0 5.0 0.0 ... \n",
|
||
"15 1997 32.0 32.0 2880.0 23.0 ... \n",
|
||
"16 1997 33.0 33.0 2970.0 38.0 ... \n",
|
||
"17 1996 32.0 32.0 2880.0 51.0 ... \n",
|
||
"18 1994 24.0 24.0 2077.0 27.0 ... \n",
|
||
"19 1985 16.0 16.0 1440.0 27.0 ... \n",
|
||
"20 1996 21.0 21.0 1890.0 19.0 ... \n",
|
||
"21 1988 33.0 33.0 2970.0 31.0 ... \n",
|
||
"22 1981 2.0 2.0 180.0 3.0 ... \n",
|
||
"23 1995 1.0 1.0 90.0 0.0 ... \n",
|
||
"24 1992 10.0 9.0 858.0 7.0 ... \n",
|
||
"25 1997 7.0 7.0 630.0 9.0 ... \n",
|
||
"26 1994 33.0 32.0 2963.0 24.0 ... \n",
|
||
"27 1997 9.0 9.0 810.0 19.0 ... \n",
|
||
"28 1988 6.0 6.0 540.0 15.0 ... \n",
|
||
"29 1991 17.0 17.0 1530.0 27.0 ... \n",
|
||
"30 1991 33.0 33.0 2970.0 41.0 ... \n",
|
||
"31 1987 1.0 1.0 90.0 0.0 ... \n",
|
||
"32 1991 32.0 32.0 2880.0 43.0 ... \n",
|
||
"33 1992 10.0 9.0 893.0 12.0 ... \n",
|
||
"34 1990 24.0 24.0 2112.0 21.0 ... \n",
|
||
"35 1986 16.0 16.0 1440.0 22.0 ... \n",
|
||
"36 1990 28.0 28.0 2520.0 37.0 ... \n",
|
||
"37 2003 2.0 2.0 180.0 5.0 ... \n",
|
||
"38 1996 26.0 26.0 2340.0 34.0 ... \n",
|
||
"39 1991 4.0 3.0 244.0 2.0 ... \n",
|
||
"40 2002 1.0 0.0 74.0 2.0 ... \n",
|
||
"\n",
|
||
" gk_passes_length_avg gk_goal_kicks gk_pct_goal_kicks_launched \\\n",
|
||
"0 39.1 200.0 57.0 \n",
|
||
"1 35.6 9.0 44.4 \n",
|
||
"2 41.4 179.0 65.9 \n",
|
||
"3 31.1 3.0 100.0 \n",
|
||
"4 33.8 265.0 31.3 \n",
|
||
"5 22.6 6.0 16.7 \n",
|
||
"6 32.6 209.0 37.3 \n",
|
||
"7 34.1 179.0 60.9 \n",
|
||
"8 41.7 239.0 76.6 \n",
|
||
"9 32.4 11.0 63.6 \n",
|
||
"10 31.7 5.0 0.0 \n",
|
||
"11 24.7 64.0 7.8 \n",
|
||
"12 30.8 60.0 33.3 \n",
|
||
"13 24.3 8.0 37.5 \n",
|
||
"14 0.0 0.0 0.0 \n",
|
||
"15 26.3 194.0 20.1 \n",
|
||
"16 39.6 251.0 91.2 \n",
|
||
"17 44.3 243.0 69.1 \n",
|
||
"18 32.1 157.0 62.4 \n",
|
||
"19 41.9 164.0 68.9 \n",
|
||
"20 29.9 132.0 32.6 \n",
|
||
"21 33.5 230.0 37.0 \n",
|
||
"22 29.7 16.0 31.3 \n",
|
||
"23 57.3 13.0 100.0 \n",
|
||
"24 31.1 60.0 41.7 \n",
|
||
"25 32.7 75.0 34.7 \n",
|
||
"26 33.1 167.0 36.5 \n",
|
||
"27 37.3 67.0 50.7 \n",
|
||
"28 37.6 74.0 51.4 \n",
|
||
"29 35.9 154.0 48.7 \n",
|
||
"30 32.7 256.0 36.7 \n",
|
||
"31 37.7 8.0 50.0 \n",
|
||
"32 32.5 235.0 37.0 \n",
|
||
"33 29.7 87.0 73.6 \n",
|
||
"34 34.0 129.0 48.1 \n",
|
||
"35 32.9 83.0 51.8 \n",
|
||
"36 33.5 186.0 45.2 \n",
|
||
"37 37.3 22.0 90.9 \n",
|
||
"38 33.8 147.0 50.3 \n",
|
||
"39 37.1 12.0 66.7 \n",
|
||
"40 35.1 13.0 76.9 \n",
|
||
"\n",
|
||
" gk_goal_kick_length_avg gk_crosses gk_crosses_stopped \\\n",
|
||
"0 44.2 356.0 24.0 \n",
|
||
"1 33.4 10.0 0.0 \n",
|
||
"2 52.8 351.0 28.0 \n",
|
||
"3 56.3 2.0 0.0 \n",
|
||
"4 32.8 424.0 26.0 \n",
|
||
"5 33.3 7.0 0.0 \n",
|
||
"6 34.7 469.0 13.0 \n",
|
||
"7 47.3 428.0 13.0 \n",
|
||
"8 52.3 470.0 22.0 \n",
|
||
"9 49.3 24.0 1.0 \n",
|
||
"10 15.4 12.0 1.0 \n",
|
||
"11 24.4 121.0 2.0 \n",
|
||
"12 35.1 164.0 12.0 \n",
|
||
"13 32.4 8.0 0.0 \n",
|
||
"14 0.0 0.0 0.0 \n",
|
||
"15 26.8 320.0 11.0 \n",
|
||
"16 69.7 407.0 27.0 \n",
|
||
"17 50.3 430.0 25.0 \n",
|
||
"18 48.6 253.0 14.0 \n",
|
||
"19 49.0 260.0 8.0 \n",
|
||
"20 35.9 240.0 14.0 \n",
|
||
"21 35.1 387.0 15.0 \n",
|
||
"22 28.3 28.0 2.0 \n",
|
||
"23 69.8 19.0 1.0 \n",
|
||
"24 36.5 148.0 4.0 \n",
|
||
"25 34.3 134.0 5.0 \n",
|
||
"26 34.9 433.0 18.0 \n",
|
||
"27 46.3 107.0 6.0 \n",
|
||
"28 37.7 112.0 6.0 \n",
|
||
"29 41.1 222.0 16.0 \n",
|
||
"30 35.2 470.0 12.0 \n",
|
||
"31 41.8 12.0 0.0 \n",
|
||
"32 34.7 422.0 24.0 \n",
|
||
"33 52.4 142.0 14.0 \n",
|
||
"34 40.6 338.0 9.0 \n",
|
||
"35 41.8 195.0 9.0 \n",
|
||
"36 40.2 268.0 12.0 \n",
|
||
"37 57.1 37.0 0.0 \n",
|
||
"38 43.0 521.0 28.0 \n",
|
||
"39 46.3 40.0 2.0 \n",
|
||
"40 51.1 24.0 1.0 \n",
|
||
"\n",
|
||
" gk_crosses_stopped_pct gk_def_actions_outside_pen_area \\\n",
|
||
"0 6.7 23.0 \n",
|
||
"1 0.0 0.0 \n",
|
||
"2 8.0 24.0 \n",
|
||
"3 0.0 0.0 \n",
|
||
"4 6.1 26.0 \n",
|
||
"5 0.0 2.0 \n",
|
||
"6 2.8 27.0 \n",
|
||
"7 3.0 32.0 \n",
|
||
"8 4.7 37.0 \n",
|
||
"9 4.2 0.0 \n",
|
||
"10 8.3 0.0 \n",
|
||
"11 1.7 10.0 \n",
|
||
"12 7.3 28.0 \n",
|
||
"13 0.0 1.0 \n",
|
||
"14 0.0 0.0 \n",
|
||
"15 3.4 35.0 \n",
|
||
"16 6.6 66.0 \n",
|
||
"17 5.8 51.0 \n",
|
||
"18 5.5 24.0 \n",
|
||
"19 3.1 7.0 \n",
|
||
"20 5.8 9.0 \n",
|
||
"21 3.9 25.0 \n",
|
||
"22 7.1 0.0 \n",
|
||
"23 5.3 1.0 \n",
|
||
"24 2.7 11.0 \n",
|
||
"25 3.7 4.0 \n",
|
||
"26 4.2 46.0 \n",
|
||
"27 5.6 9.0 \n",
|
||
"28 5.4 1.0 \n",
|
||
"29 7.2 13.0 \n",
|
||
"30 2.6 19.0 \n",
|
||
"31 0.0 2.0 \n",
|
||
"32 5.7 23.0 \n",
|
||
"33 9.9 15.0 \n",
|
||
"34 2.7 19.0 \n",
|
||
"35 4.6 13.0 \n",
|
||
"36 4.5 52.0 \n",
|
||
"37 0.0 0.0 \n",
|
||
"38 5.4 16.0 \n",
|
||
"39 5.0 6.0 \n",
|
||
"40 4.2 2.0 \n",
|
||
"\n",
|
||
" gk_def_actions_outside_pen_area_per90 gk_avg_distance_def_actions \n",
|
||
"0 0.92 13.9 \n",
|
||
"1 0.00 0.0 \n",
|
||
"2 1.00 13.9 \n",
|
||
"3 0.00 5.0 \n",
|
||
"4 0.84 13.9 \n",
|
||
"5 2.00 25.7 \n",
|
||
"6 0.84 13.3 \n",
|
||
"7 1.11 14.2 \n",
|
||
"8 1.12 14.1 \n",
|
||
"9 0.00 9.3 \n",
|
||
"10 0.00 2.0 \n",
|
||
"11 0.83 16.2 \n",
|
||
"12 1.65 18.3 \n",
|
||
"13 1.36 22.0 \n",
|
||
"14 0.00 19.0 \n",
|
||
"15 1.09 16.9 \n",
|
||
"16 2.00 17.2 \n",
|
||
"17 1.59 15.5 \n",
|
||
"18 1.04 15.6 \n",
|
||
"19 0.44 11.6 \n",
|
||
"20 0.43 12.5 \n",
|
||
"21 0.76 13.9 \n",
|
||
"22 0.00 9.0 \n",
|
||
"23 1.00 12.0 \n",
|
||
"24 1.15 15.7 \n",
|
||
"25 0.57 11.6 \n",
|
||
"26 1.40 16.0 \n",
|
||
"27 1.00 14.5 \n",
|
||
"28 0.17 11.0 \n",
|
||
"29 0.76 14.2 \n",
|
||
"30 0.58 12.3 \n",
|
||
"31 2.00 26.3 \n",
|
||
"32 0.72 13.2 \n",
|
||
"33 1.51 16.0 \n",
|
||
"34 0.81 15.2 \n",
|
||
"35 0.81 14.4 \n",
|
||
"36 1.86 18.5 \n",
|
||
"37 0.00 11.5 \n",
|
||
"38 0.62 10.7 \n",
|
||
"39 2.20 17.2 \n",
|
||
"40 2.47 17.0 \n",
|
||
"\n",
|
||
"[41 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": [
|
||
"<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>team</th>\n",
|
||
" <th>players_used</th>\n",
|
||
" <th>possession</th>\n",
|
||
" <th>games</th>\n",
|
||
" <th>games_starts</th>\n",
|
||
" <th>minutes</th>\n",
|
||
" <th>goals</th>\n",
|
||
" <th>assists</th>\n",
|
||
" <th>pens_made</th>\n",
|
||
" <th>pens_att</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>fouls</th>\n",
|
||
" <th>fouled</th>\n",
|
||
" <th>offsides</th>\n",
|
||
" <th>pens_won</th>\n",
|
||
" <th>pens_conceded</th>\n",
|
||
" <th>own_goals</th>\n",
|
||
" <th>ball_recoveries</th>\n",
|
||
" <th>aerials_won</th>\n",
|
||
" <th>aerials_lost</th>\n",
|
||
" <th>aerials_won_pct</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>25.0</td>\n",
|
||
" <td>49.8</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>363.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>55.0</td>\n",
|
||
" <td>35.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>399.0</td>\n",
|
||
" <td>335.0</td>\n",
|
||
" <td>49.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>1968.0</td>\n",
|
||
" <td>508.0</td>\n",
|
||
" <td>418.0</td>\n",
|
||
" <td>54.9</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>Bologna</td>\n",
|
||
" <td>27.0</td>\n",
|
||
" <td>54.0</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>363.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>41.0</td>\n",
|
||
" <td>32.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>412.0</td>\n",
|
||
" <td>378.0</td>\n",
|
||
" <td>69.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>1836.0</td>\n",
|
||
" <td>325.0</td>\n",
|
||
" <td>397.0</td>\n",
|
||
" <td>45.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>Cremonese</td>\n",
|
||
" <td>32.0</td>\n",
|
||
" <td>43.0</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>363.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>29.0</td>\n",
|
||
" <td>14.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>415.0</td>\n",
|
||
" <td>349.0</td>\n",
|
||
" <td>64.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1817.0</td>\n",
|
||
" <td>500.0</td>\n",
|
||
" <td>660.0</td>\n",
|
||
" <td>43.1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>Empoli</td>\n",
|
||
" <td>31.0</td>\n",
|
||
" <td>46.7</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>363.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>28.0</td>\n",
|
||
" <td>15.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>379.0</td>\n",
|
||
" <td>390.0</td>\n",
|
||
" <td>43.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1557.0</td>\n",
|
||
" <td>343.0</td>\n",
|
||
" <td>424.0</td>\n",
|
||
" <td>44.7</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>Fiorentina</td>\n",
|
||
" <td>30.0</td>\n",
|
||
" <td>56.8</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>363.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>43.0</td>\n",
|
||
" <td>32.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>421.0</td>\n",
|
||
" <td>461.0</td>\n",
|
||
" <td>45.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>1798.0</td>\n",
|
||
" <td>539.0</td>\n",
|
||
" <td>458.0</td>\n",
|
||
" <td>54.1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>Hellas Verona</td>\n",
|
||
" <td>36.0</td>\n",
|
||
" <td>41.7</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>363.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>25.0</td>\n",
|
||
" <td>19.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>476.0</td>\n",
|
||
" <td>337.0</td>\n",
|
||
" <td>65.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>1954.0</td>\n",
|
||
" <td>666.0</td>\n",
|
||
" <td>650.0</td>\n",
|
||
" <td>50.6</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6</th>\n",
|
||
" <td>Inter</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>56.9</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>363.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>58.0</td>\n",
|
||
" <td>41.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>390.0</td>\n",
|
||
" <td>360.0</td>\n",
|
||
" <td>61.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>1723.0</td>\n",
|
||
" <td>465.0</td>\n",
|
||
" <td>369.0</td>\n",
|
||
" <td>55.8</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>7</th>\n",
|
||
" <td>Juventus</td>\n",
|
||
" <td>29.0</td>\n",
|
||
" <td>48.7</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>363.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>50.0</td>\n",
|
||
" <td>37.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>383.0</td>\n",
|
||
" <td>354.0</td>\n",
|
||
" <td>57.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1685.0</td>\n",
|
||
" <td>425.0</td>\n",
|
||
" <td>408.0</td>\n",
|
||
" <td>51.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8</th>\n",
|
||
" <td>Lazio</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>51.3</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>363.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>51.0</td>\n",
|
||
" <td>32.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>347.0</td>\n",
|
||
" <td>421.0</td>\n",
|
||
" <td>46.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1734.0</td>\n",
|
||
" <td>334.0</td>\n",
|
||
" <td>333.0</td>\n",
|
||
" <td>50.1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9</th>\n",
|
||
" <td>Lecce</td>\n",
|
||
" <td>29.0</td>\n",
|
||
" <td>41.7</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>363.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>26.0</td>\n",
|
||
" <td>17.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>483.0</td>\n",
|
||
" <td>383.0</td>\n",
|
||
" <td>63.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>1843.0</td>\n",
|
||
" <td>499.0</td>\n",
|
||
" <td>624.0</td>\n",
|
||
" <td>44.4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10</th>\n",
|
||
" <td>Milan</td>\n",
|
||
" <td>29.0</td>\n",
|
||
" <td>54.8</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>363.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>50.0</td>\n",
|
||
" <td>40.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>404.0</td>\n",
|
||
" <td>378.0</td>\n",
|
||
" <td>52.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1800.0</td>\n",
|
||
" <td>508.0</td>\n",
|
||
" <td>419.0</td>\n",
|
||
" <td>54.8</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>11</th>\n",
|
||
" <td>Monza</td>\n",
|
||
" <td>31.0</td>\n",
|
||
" <td>55.0</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>363.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>39.0</td>\n",
|
||
" <td>26.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>433.0</td>\n",
|
||
" <td>433.0</td>\n",
|
||
" <td>59.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1612.0</td>\n",
|
||
" <td>388.0</td>\n",
|
||
" <td>378.0</td>\n",
|
||
" <td>50.7</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>12</th>\n",
|
||
" <td>Napoli</td>\n",
|
||
" <td>26.0</td>\n",
|
||
" <td>62.2</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>363.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>67.0</td>\n",
|
||
" <td>52.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>337.0</td>\n",
|
||
" <td>406.0</td>\n",
|
||
" <td>55.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1760.0</td>\n",
|
||
" <td>425.0</td>\n",
|
||
" <td>353.0</td>\n",
|
||
" <td>54.6</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13</th>\n",
|
||
" <td>Roma</td>\n",
|
||
" <td>27.0</td>\n",
|
||
" <td>48.6</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>363.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>45.0</td>\n",
|
||
" <td>31.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>392.0</td>\n",
|
||
" <td>439.0</td>\n",
|
||
" <td>53.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1749.0</td>\n",
|
||
" <td>467.0</td>\n",
|
||
" <td>371.0</td>\n",
|
||
" <td>55.7</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>14</th>\n",
|
||
" <td>Salernitana</td>\n",
|
||
" <td>28.0</td>\n",
|
||
" <td>44.2</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>363.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>39.0</td>\n",
|
||
" <td>28.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>408.0</td>\n",
|
||
" <td>369.0</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1706.0</td>\n",
|
||
" <td>462.0</td>\n",
|
||
" <td>495.0</td>\n",
|
||
" <td>48.3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>15</th>\n",
|
||
" <td>Sampdoria</td>\n",
|
||
" <td>37.0</td>\n",
|
||
" <td>46.8</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>363.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>20.0</td>\n",
|
||
" <td>16.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>448.0</td>\n",
|
||
" <td>458.0</td>\n",
|
||
" <td>48.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>1671.0</td>\n",
|
||
" <td>554.0</td>\n",
|
||
" <td>569.0</td>\n",
|
||
" <td>49.3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>16</th>\n",
|
||
" <td>Sassuolo</td>\n",
|
||
" <td>29.0</td>\n",
|
||
" <td>49.2</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>363.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>39.0</td>\n",
|
||
" <td>25.0</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>361.0</td>\n",
|
||
" <td>377.0</td>\n",
|
||
" <td>31.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1547.0</td>\n",
|
||
" <td>339.0</td>\n",
|
||
" <td>398.0</td>\n",
|
||
" <td>46.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>17</th>\n",
|
||
" <td>Spezia</td>\n",
|
||
" <td>34.0</td>\n",
|
||
" <td>46.9</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>363.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>26.0</td>\n",
|
||
" <td>17.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>451.0</td>\n",
|
||
" <td>321.0</td>\n",
|
||
" <td>46.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>1803.0</td>\n",
|
||
" <td>448.0</td>\n",
|
||
" <td>498.0</td>\n",
|
||
" <td>47.4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>18</th>\n",
|
||
" <td>Torino</td>\n",
|
||
" <td>28.0</td>\n",
|
||
" <td>53.4</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>363.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>35.0</td>\n",
|
||
" <td>28.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>445.0</td>\n",
|
||
" <td>339.0</td>\n",
|
||
" <td>73.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1757.0</td>\n",
|
||
" <td>508.0</td>\n",
|
||
" <td>548.0</td>\n",
|
||
" <td>48.1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>19</th>\n",
|
||
" <td>Udinese</td>\n",
|
||
" <td>27.0</td>\n",
|
||
" <td>48.1</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>363.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>42.0</td>\n",
|
||
" <td>37.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>402.0</td>\n",
|
||
" <td>422.0</td>\n",
|
||
" <td>47.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>1680.0</td>\n",
|
||
" <td>421.0</td>\n",
|
||
" <td>354.0</td>\n",
|
||
" <td>54.3</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>20 rows × 152 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" team players_used possession games games_starts minutes \\\n",
|
||
"0 Atalanta 25.0 49.8 33.0 363.0 2970.0 \n",
|
||
"1 Bologna 27.0 54.0 33.0 363.0 2970.0 \n",
|
||
"2 Cremonese 32.0 43.0 33.0 363.0 2970.0 \n",
|
||
"3 Empoli 31.0 46.7 33.0 363.0 2970.0 \n",
|
||
"4 Fiorentina 30.0 56.8 33.0 363.0 2970.0 \n",
|
||
"5 Hellas Verona 36.0 41.7 33.0 363.0 2970.0 \n",
|
||
"6 Inter 24.0 56.9 33.0 363.0 2970.0 \n",
|
||
"7 Juventus 29.0 48.7 33.0 363.0 2970.0 \n",
|
||
"8 Lazio 22.0 51.3 33.0 363.0 2970.0 \n",
|
||
"9 Lecce 29.0 41.7 33.0 363.0 2970.0 \n",
|
||
"10 Milan 29.0 54.8 33.0 363.0 2970.0 \n",
|
||
"11 Monza 31.0 55.0 33.0 363.0 2970.0 \n",
|
||
"12 Napoli 26.0 62.2 33.0 363.0 2970.0 \n",
|
||
"13 Roma 27.0 48.6 33.0 363.0 2970.0 \n",
|
||
"14 Salernitana 28.0 44.2 33.0 363.0 2970.0 \n",
|
||
"15 Sampdoria 37.0 46.8 33.0 363.0 2970.0 \n",
|
||
"16 Sassuolo 29.0 49.2 33.0 363.0 2970.0 \n",
|
||
"17 Spezia 34.0 46.9 33.0 363.0 2970.0 \n",
|
||
"18 Torino 28.0 53.4 33.0 363.0 2970.0 \n",
|
||
"19 Udinese 27.0 48.1 33.0 363.0 2970.0 \n",
|
||
"\n",
|
||
" goals assists pens_made pens_att ... fouls fouled offsides \\\n",
|
||
"0 55.0 35.0 6.0 8.0 ... 399.0 335.0 49.0 \n",
|
||
"1 41.0 32.0 6.0 6.0 ... 412.0 378.0 69.0 \n",
|
||
"2 29.0 14.0 4.0 6.0 ... 415.0 349.0 64.0 \n",
|
||
"3 28.0 15.0 1.0 1.0 ... 379.0 390.0 43.0 \n",
|
||
"4 43.0 32.0 4.0 6.0 ... 421.0 461.0 45.0 \n",
|
||
"5 25.0 19.0 1.0 1.0 ... 476.0 337.0 65.0 \n",
|
||
"6 58.0 41.0 4.0 5.0 ... 390.0 360.0 61.0 \n",
|
||
"7 50.0 37.0 3.0 6.0 ... 383.0 354.0 57.0 \n",
|
||
"8 51.0 32.0 5.0 7.0 ... 347.0 421.0 46.0 \n",
|
||
"9 26.0 17.0 3.0 4.0 ... 483.0 383.0 63.0 \n",
|
||
"10 50.0 40.0 3.0 3.0 ... 404.0 378.0 52.0 \n",
|
||
"11 39.0 26.0 5.0 5.0 ... 433.0 433.0 59.0 \n",
|
||
"12 67.0 52.0 6.0 7.0 ... 337.0 406.0 55.0 \n",
|
||
"13 45.0 31.0 6.0 9.0 ... 392.0 439.0 53.0 \n",
|
||
"14 39.0 28.0 2.0 2.0 ... 408.0 369.0 60.0 \n",
|
||
"15 20.0 16.0 1.0 2.0 ... 448.0 458.0 48.0 \n",
|
||
"16 39.0 25.0 7.0 8.0 ... 361.0 377.0 31.0 \n",
|
||
"17 26.0 17.0 4.0 4.0 ... 451.0 321.0 46.0 \n",
|
||
"18 35.0 28.0 2.0 2.0 ... 445.0 339.0 73.0 \n",
|
||
"19 42.0 37.0 1.0 2.0 ... 402.0 422.0 47.0 \n",
|
||
"\n",
|
||
" pens_won pens_conceded own_goals ball_recoveries aerials_won \\\n",
|
||
"0 6.0 3.0 2.0 1968.0 508.0 \n",
|
||
"1 5.0 9.0 3.0 1836.0 325.0 \n",
|
||
"2 4.0 5.0 1.0 1817.0 500.0 \n",
|
||
"3 1.0 6.0 1.0 1557.0 343.0 \n",
|
||
"4 3.0 5.0 2.0 1798.0 539.0 \n",
|
||
"5 1.0 1.0 2.0 1954.0 666.0 \n",
|
||
"6 4.0 3.0 2.0 1723.0 465.0 \n",
|
||
"7 6.0 4.0 0.0 1685.0 425.0 \n",
|
||
"8 5.0 1.0 0.0 1734.0 334.0 \n",
|
||
"9 3.0 5.0 3.0 1843.0 499.0 \n",
|
||
"10 1.0 5.0 1.0 1800.0 508.0 \n",
|
||
"11 5.0 1.0 1.0 1612.0 388.0 \n",
|
||
"12 5.0 2.0 0.0 1760.0 425.0 \n",
|
||
"13 5.0 3.0 1.0 1749.0 467.0 \n",
|
||
"14 1.0 10.0 0.0 1706.0 462.0 \n",
|
||
"15 1.0 8.0 2.0 1671.0 554.0 \n",
|
||
"16 6.0 4.0 0.0 1547.0 339.0 \n",
|
||
"17 2.0 6.0 2.0 1803.0 448.0 \n",
|
||
"18 2.0 6.0 0.0 1757.0 508.0 \n",
|
||
"19 1.0 6.0 2.0 1680.0 421.0 \n",
|
||
"\n",
|
||
" aerials_lost aerials_won_pct \n",
|
||
"0 418.0 54.9 \n",
|
||
"1 397.0 45.0 \n",
|
||
"2 660.0 43.1 \n",
|
||
"3 424.0 44.7 \n",
|
||
"4 458.0 54.1 \n",
|
||
"5 650.0 50.6 \n",
|
||
"6 369.0 55.8 \n",
|
||
"7 408.0 51.0 \n",
|
||
"8 333.0 50.1 \n",
|
||
"9 624.0 44.4 \n",
|
||
"10 419.0 54.8 \n",
|
||
"11 378.0 50.7 \n",
|
||
"12 353.0 54.6 \n",
|
||
"13 371.0 55.7 \n",
|
||
"14 495.0 48.3 \n",
|
||
"15 569.0 49.3 \n",
|
||
"16 398.0 46.0 \n",
|
||
"17 498.0 47.4 \n",
|
||
"18 548.0 48.1 \n",
|
||
"19 354.0 54.3 \n",
|
||
"\n",
|
||
"[20 rows x 152 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": [
|
||
"<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>team</th>\n",
|
||
" <th>players_used</th>\n",
|
||
" <th>possession</th>\n",
|
||
" <th>games</th>\n",
|
||
" <th>games_starts</th>\n",
|
||
" <th>minutes</th>\n",
|
||
" <th>goals</th>\n",
|
||
" <th>assists</th>\n",
|
||
" <th>pens_made</th>\n",
|
||
" <th>pens_att</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>fouls</th>\n",
|
||
" <th>fouled</th>\n",
|
||
" <th>offsides</th>\n",
|
||
" <th>pens_won</th>\n",
|
||
" <th>pens_conceded</th>\n",
|
||
" <th>own_goals</th>\n",
|
||
" <th>ball_recoveries</th>\n",
|
||
" <th>aerials_won</th>\n",
|
||
" <th>aerials_lost</th>\n",
|
||
" <th>aerials_won_pct</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>vs Atalanta</td>\n",
|
||
" <td>25.0</td>\n",
|
||
" <td>50.2</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>363.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>37.0</td>\n",
|
||
" <td>28.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>354.0</td>\n",
|
||
" <td>372.0</td>\n",
|
||
" <td>42.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1976.0</td>\n",
|
||
" <td>418.0</td>\n",
|
||
" <td>508.0</td>\n",
|
||
" <td>45.1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>vs Bologna</td>\n",
|
||
" <td>27.0</td>\n",
|
||
" <td>46.0</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>363.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>40.0</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>400.0</td>\n",
|
||
" <td>388.0</td>\n",
|
||
" <td>54.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1775.0</td>\n",
|
||
" <td>397.0</td>\n",
|
||
" <td>325.0</td>\n",
|
||
" <td>55.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>vs Cremonese</td>\n",
|
||
" <td>32.0</td>\n",
|
||
" <td>57.0</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>363.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>58.0</td>\n",
|
||
" <td>39.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>373.0</td>\n",
|
||
" <td>393.0</td>\n",
|
||
" <td>57.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1867.0</td>\n",
|
||
" <td>660.0</td>\n",
|
||
" <td>500.0</td>\n",
|
||
" <td>56.9</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>vs Empoli</td>\n",
|
||
" <td>31.0</td>\n",
|
||
" <td>53.3</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>363.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>42.0</td>\n",
|
||
" <td>28.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>412.0</td>\n",
|
||
" <td>365.0</td>\n",
|
||
" <td>67.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1693.0</td>\n",
|
||
" <td>424.0</td>\n",
|
||
" <td>343.0</td>\n",
|
||
" <td>55.3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>vs Fiorentina</td>\n",
|
||
" <td>30.0</td>\n",
|
||
" <td>43.2</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>363.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>37.0</td>\n",
|
||
" <td>26.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>487.0</td>\n",
|
||
" <td>400.0</td>\n",
|
||
" <td>80.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>1708.0</td>\n",
|
||
" <td>458.0</td>\n",
|
||
" <td>539.0</td>\n",
|
||
" <td>45.9</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>vs Hellas Verona</td>\n",
|
||
" <td>36.0</td>\n",
|
||
" <td>58.3</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>363.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>49.0</td>\n",
|
||
" <td>43.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>358.0</td>\n",
|
||
" <td>455.0</td>\n",
|
||
" <td>35.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>1833.0</td>\n",
|
||
" <td>650.0</td>\n",
|
||
" <td>666.0</td>\n",
|
||
" <td>49.4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6</th>\n",
|
||
" <td>vs Inter</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>43.1</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>363.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>28.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>386.0</td>\n",
|
||
" <td>359.0</td>\n",
|
||
" <td>31.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>1532.0</td>\n",
|
||
" <td>369.0</td>\n",
|
||
" <td>465.0</td>\n",
|
||
" <td>44.2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>7</th>\n",
|
||
" <td>vs Juventus</td>\n",
|
||
" <td>29.0</td>\n",
|
||
" <td>51.3</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>363.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>28.0</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>370.0</td>\n",
|
||
" <td>345.0</td>\n",
|
||
" <td>47.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1662.0</td>\n",
|
||
" <td>408.0</td>\n",
|
||
" <td>425.0</td>\n",
|
||
" <td>49.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8</th>\n",
|
||
" <td>vs Lazio</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>48.7</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>363.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>16.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>447.0</td>\n",
|
||
" <td>330.0</td>\n",
|
||
" <td>58.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1788.0</td>\n",
|
||
" <td>333.0</td>\n",
|
||
" <td>334.0</td>\n",
|
||
" <td>49.9</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9</th>\n",
|
||
" <td>vs Lecce</td>\n",
|
||
" <td>29.0</td>\n",
|
||
" <td>58.3</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>363.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>37.0</td>\n",
|
||
" <td>25.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>401.0</td>\n",
|
||
" <td>455.0</td>\n",
|
||
" <td>61.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>1782.0</td>\n",
|
||
" <td>624.0</td>\n",
|
||
" <td>499.0</td>\n",
|
||
" <td>55.6</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10</th>\n",
|
||
" <td>vs Milan</td>\n",
|
||
" <td>29.0</td>\n",
|
||
" <td>45.2</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>363.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>38.0</td>\n",
|
||
" <td>30.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>399.0</td>\n",
|
||
" <td>387.0</td>\n",
|
||
" <td>35.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>1732.0</td>\n",
|
||
" <td>419.0</td>\n",
|
||
" <td>508.0</td>\n",
|
||
" <td>45.2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>11</th>\n",
|
||
" <td>vs Monza</td>\n",
|
||
" <td>31.0</td>\n",
|
||
" <td>45.0</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>363.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>43.0</td>\n",
|
||
" <td>27.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>462.0</td>\n",
|
||
" <td>414.0</td>\n",
|
||
" <td>50.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>1719.0</td>\n",
|
||
" <td>378.0</td>\n",
|
||
" <td>388.0</td>\n",
|
||
" <td>49.3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>12</th>\n",
|
||
" <td>vs Napoli</td>\n",
|
||
" <td>26.0</td>\n",
|
||
" <td>37.8</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>363.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>23.0</td>\n",
|
||
" <td>15.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>431.0</td>\n",
|
||
" <td>313.0</td>\n",
|
||
" <td>41.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>1651.0</td>\n",
|
||
" <td>353.0</td>\n",
|
||
" <td>425.0</td>\n",
|
||
" <td>45.4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13</th>\n",
|
||
" <td>vs Roma</td>\n",
|
||
" <td>27.0</td>\n",
|
||
" <td>51.4</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>363.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>30.0</td>\n",
|
||
" <td>20.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>466.0</td>\n",
|
||
" <td>366.0</td>\n",
|
||
" <td>21.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1741.0</td>\n",
|
||
" <td>371.0</td>\n",
|
||
" <td>467.0</td>\n",
|
||
" <td>44.3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>14</th>\n",
|
||
" <td>vs Salernitana</td>\n",
|
||
" <td>28.0</td>\n",
|
||
" <td>55.8</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>363.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>54.0</td>\n",
|
||
" <td>35.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>403.0</td>\n",
|
||
" <td>384.0</td>\n",
|
||
" <td>65.0</td>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>1817.0</td>\n",
|
||
" <td>495.0</td>\n",
|
||
" <td>462.0</td>\n",
|
||
" <td>51.7</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>15</th>\n",
|
||
" <td>vs Sampdoria</td>\n",
|
||
" <td>37.0</td>\n",
|
||
" <td>53.2</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>363.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>57.0</td>\n",
|
||
" <td>43.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>475.0</td>\n",
|
||
" <td>427.0</td>\n",
|
||
" <td>81.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1802.0</td>\n",
|
||
" <td>569.0</td>\n",
|
||
" <td>554.0</td>\n",
|
||
" <td>50.7</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>16</th>\n",
|
||
" <td>vs Sassuolo</td>\n",
|
||
" <td>29.0</td>\n",
|
||
" <td>50.8</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>363.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>49.0</td>\n",
|
||
" <td>37.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>407.0</td>\n",
|
||
" <td>332.0</td>\n",
|
||
" <td>100.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1710.0</td>\n",
|
||
" <td>398.0</td>\n",
|
||
" <td>339.0</td>\n",
|
||
" <td>54.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>17</th>\n",
|
||
" <td>vs Spezia</td>\n",
|
||
" <td>34.0</td>\n",
|
||
" <td>53.1</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>363.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>52.0</td>\n",
|
||
" <td>36.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>345.0</td>\n",
|
||
" <td>414.0</td>\n",
|
||
" <td>70.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>1820.0</td>\n",
|
||
" <td>498.0</td>\n",
|
||
" <td>448.0</td>\n",
|
||
" <td>52.6</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>18</th>\n",
|
||
" <td>vs Torino</td>\n",
|
||
" <td>28.0</td>\n",
|
||
" <td>46.6</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>363.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>38.0</td>\n",
|
||
" <td>25.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>364.0</td>\n",
|
||
" <td>427.0</td>\n",
|
||
" <td>35.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1709.0</td>\n",
|
||
" <td>548.0</td>\n",
|
||
" <td>508.0</td>\n",
|
||
" <td>51.9</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>19</th>\n",
|
||
" <td>vs Udinese</td>\n",
|
||
" <td>27.0</td>\n",
|
||
" <td>51.9</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>363.0</td>\n",
|
||
" <td>2970.0</td>\n",
|
||
" <td>39.0</td>\n",
|
||
" <td>27.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>446.0</td>\n",
|
||
" <td>384.0</td>\n",
|
||
" <td>56.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1683.0</td>\n",
|
||
" <td>354.0</td>\n",
|
||
" <td>421.0</td>\n",
|
||
" <td>45.7</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>20 rows × 152 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" team players_used possession games games_starts minutes \\\n",
|
||
"0 vs Atalanta 25.0 50.2 33.0 363.0 2970.0 \n",
|
||
"1 vs Bologna 27.0 46.0 33.0 363.0 2970.0 \n",
|
||
"2 vs Cremonese 32.0 57.0 33.0 363.0 2970.0 \n",
|
||
"3 vs Empoli 31.0 53.3 33.0 363.0 2970.0 \n",
|
||
"4 vs Fiorentina 30.0 43.2 33.0 363.0 2970.0 \n",
|
||
"5 vs Hellas Verona 36.0 58.3 33.0 363.0 2970.0 \n",
|
||
"6 vs Inter 24.0 43.1 33.0 363.0 2970.0 \n",
|
||
"7 vs Juventus 29.0 51.3 33.0 363.0 2970.0 \n",
|
||
"8 vs Lazio 22.0 48.7 33.0 363.0 2970.0 \n",
|
||
"9 vs Lecce 29.0 58.3 33.0 363.0 2970.0 \n",
|
||
"10 vs Milan 29.0 45.2 33.0 363.0 2970.0 \n",
|
||
"11 vs Monza 31.0 45.0 33.0 363.0 2970.0 \n",
|
||
"12 vs Napoli 26.0 37.8 33.0 363.0 2970.0 \n",
|
||
"13 vs Roma 27.0 51.4 33.0 363.0 2970.0 \n",
|
||
"14 vs Salernitana 28.0 55.8 33.0 363.0 2970.0 \n",
|
||
"15 vs Sampdoria 37.0 53.2 33.0 363.0 2970.0 \n",
|
||
"16 vs Sassuolo 29.0 50.8 33.0 363.0 2970.0 \n",
|
||
"17 vs Spezia 34.0 53.1 33.0 363.0 2970.0 \n",
|
||
"18 vs Torino 28.0 46.6 33.0 363.0 2970.0 \n",
|
||
"19 vs Udinese 27.0 51.9 33.0 363.0 2970.0 \n",
|
||
"\n",
|
||
" goals assists pens_made pens_att ... fouls fouled offsides \\\n",
|
||
"0 37.0 28.0 3.0 3.0 ... 354.0 372.0 42.0 \n",
|
||
"1 40.0 24.0 7.0 9.0 ... 400.0 388.0 54.0 \n",
|
||
"2 58.0 39.0 5.0 5.0 ... 373.0 393.0 57.0 \n",
|
||
"3 42.0 28.0 4.0 6.0 ... 412.0 365.0 67.0 \n",
|
||
"4 37.0 26.0 5.0 5.0 ... 487.0 400.0 80.0 \n",
|
||
"5 49.0 43.0 0.0 1.0 ... 358.0 455.0 35.0 \n",
|
||
"6 33.0 28.0 3.0 3.0 ... 386.0 359.0 31.0 \n",
|
||
"7 28.0 22.0 3.0 4.0 ... 370.0 345.0 47.0 \n",
|
||
"8 24.0 16.0 1.0 1.0 ... 447.0 330.0 58.0 \n",
|
||
"9 37.0 25.0 5.0 5.0 ... 401.0 455.0 61.0 \n",
|
||
"10 38.0 30.0 4.0 5.0 ... 399.0 387.0 35.0 \n",
|
||
"11 43.0 27.0 1.0 1.0 ... 462.0 414.0 50.0 \n",
|
||
"12 23.0 15.0 1.0 2.0 ... 431.0 313.0 41.0 \n",
|
||
"13 30.0 20.0 2.0 3.0 ... 466.0 366.0 21.0 \n",
|
||
"14 54.0 35.0 6.0 10.0 ... 403.0 384.0 65.0 \n",
|
||
"15 57.0 43.0 6.0 9.0 ... 475.0 427.0 81.0 \n",
|
||
"16 49.0 37.0 4.0 4.0 ... 407.0 332.0 100.0 \n",
|
||
"17 52.0 36.0 4.0 6.0 ... 345.0 414.0 70.0 \n",
|
||
"18 38.0 25.0 5.0 6.0 ... 364.0 427.0 35.0 \n",
|
||
"19 39.0 27.0 5.0 6.0 ... 446.0 384.0 56.0 \n",
|
||
"\n",
|
||
" pens_won pens_conceded own_goals ball_recoveries aerials_won \\\n",
|
||
"0 1.0 8.0 1.0 1976.0 418.0 \n",
|
||
"1 6.0 6.0 1.0 1775.0 397.0 \n",
|
||
"2 4.0 6.0 0.0 1867.0 660.0 \n",
|
||
"3 4.0 1.0 1.0 1693.0 424.0 \n",
|
||
"4 3.0 6.0 2.0 1708.0 458.0 \n",
|
||
"5 1.0 1.0 2.0 1833.0 650.0 \n",
|
||
"6 3.0 5.0 2.0 1532.0 369.0 \n",
|
||
"7 1.0 6.0 0.0 1662.0 408.0 \n",
|
||
"8 1.0 7.0 1.0 1788.0 333.0 \n",
|
||
"9 4.0 4.0 2.0 1782.0 624.0 \n",
|
||
"10 5.0 3.0 3.0 1732.0 419.0 \n",
|
||
"11 1.0 5.0 2.0 1719.0 378.0 \n",
|
||
"12 1.0 6.0 2.0 1651.0 353.0 \n",
|
||
"13 2.0 9.0 0.0 1741.0 371.0 \n",
|
||
"14 10.0 2.0 2.0 1817.0 495.0 \n",
|
||
"15 6.0 2.0 0.0 1802.0 569.0 \n",
|
||
"16 2.0 8.0 1.0 1710.0 398.0 \n",
|
||
"17 4.0 4.0 2.0 1820.0 498.0 \n",
|
||
"18 4.0 2.0 0.0 1709.0 548.0 \n",
|
||
"19 4.0 2.0 1.0 1683.0 354.0 \n",
|
||
"\n",
|
||
" aerials_lost aerials_won_pct \n",
|
||
"0 508.0 45.1 \n",
|
||
"1 325.0 55.0 \n",
|
||
"2 500.0 56.9 \n",
|
||
"3 343.0 55.3 \n",
|
||
"4 539.0 45.9 \n",
|
||
"5 666.0 49.4 \n",
|
||
"6 465.0 44.2 \n",
|
||
"7 425.0 49.0 \n",
|
||
"8 334.0 49.9 \n",
|
||
"9 499.0 55.6 \n",
|
||
"10 508.0 45.2 \n",
|
||
"11 388.0 49.3 \n",
|
||
"12 425.0 45.4 \n",
|
||
"13 467.0 44.3 \n",
|
||
"14 462.0 51.7 \n",
|
||
"15 554.0 50.7 \n",
|
||
"16 339.0 54.0 \n",
|
||
"17 448.0 52.6 \n",
|
||
"18 508.0 51.9 \n",
|
||
"19 421.0 45.7 \n",
|
||
"\n",
|
||
"[20 rows x 152 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_shots'\n",
|
||
" 'sca_fouled' 'gca' 'gca_per90' 'gca_passes_live' 'gca_passes_dead'\n",
|
||
" 'gca_shots' 'gca_fouled' 'gca_defense' 'tackles' 'tackles_won'\n",
|
||
" 'tackles_def_3rd' 'tackles_mid_3rd' 'tackles_att_3rd' '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' 'carries'\n",
|
||
" 'progressive_carries' 'carries_into_final_third'\n",
|
||
" 'carries_into_penalty_area' 'passes_received' 'miscontrols'\n",
|
||
" 'dispossessed' 'cards_yellow_red' 'fouls' 'fouled' 'offsides' 'pens_won'\n",
|
||
" 'pens_conceded' 'own_goals' 'ball_recoveries' 'aerials_won'\n",
|
||
" 'aerials_lost' '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_shots' 'sca_fouled' 'gca' 'gca_per90'\n",
|
||
" 'gca_passes_live' 'gca_passes_dead' 'gca_shots' 'gca_fouled'\n",
|
||
" 'gca_defense' 'tackles' 'tackles_won' 'tackles_def_3rd' 'tackles_mid_3rd'\n",
|
||
" 'tackles_att_3rd' 'blocks' 'blocked_shots' 'blocked_passes'\n",
|
||
" 'interceptions' 'clearances' 'errors' 'touches' 'touches_def_pen_area'\n",
|
||
" 'touches_def_3rd' 'touches_mid_3rd' 'touches_att_3rd'\n",
|
||
" 'touches_att_pen_area' 'touches_live_ball' 'carries'\n",
|
||
" 'progressive_carries' 'carries_into_final_third'\n",
|
||
" 'carries_into_penalty_area' 'passes_received' 'miscontrols'\n",
|
||
" 'dispossessed' 'cards_yellow_red' 'fouls' 'fouled' 'offsides' 'pens_won'\n",
|
||
" 'pens_conceded' 'own_goals' 'ball_recoveries' 'aerials_won'\n",
|
||
" '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_shots' 'sca_fouled' 'gca' 'gca_per90'\n",
|
||
" 'gca_passes_live' 'gca_passes_dead' 'gca_shots' 'gca_fouled'\n",
|
||
" 'gca_defense' 'tackles' 'tackles_won' 'tackles_def_3rd' 'tackles_mid_3rd'\n",
|
||
" 'tackles_att_3rd' 'blocks' 'blocked_shots' 'blocked_passes'\n",
|
||
" 'interceptions' 'clearances' 'errors' 'touches' 'touches_def_pen_area'\n",
|
||
" 'touches_def_3rd' 'touches_mid_3rd' 'touches_att_3rd'\n",
|
||
" 'touches_att_pen_area' 'touches_live_ball' 'carries'\n",
|
||
" 'progressive_carries' 'carries_into_final_third'\n",
|
||
" 'carries_into_penalty_area' 'passes_received' 'miscontrols'\n",
|
||
" 'dispossessed' 'cards_yellow_red' 'fouls' 'fouled' 'offsides' 'pens_won'\n",
|
||
" 'pens_conceded' 'own_goals' 'ball_recoveries' 'aerials_won'\n",
|
||
" '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": [
|
||
"<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>games</th>\n",
|
||
" <th>games_starts</th>\n",
|
||
" <th>minutes</th>\n",
|
||
" <th>goals</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>fouls</th>\n",
|
||
" <th>fouled</th>\n",
|
||
" <th>offsides</th>\n",
|
||
" <th>pens_won</th>\n",
|
||
" <th>pens_conceded</th>\n",
|
||
" <th>own_goals</th>\n",
|
||
" <th>ball_recoveries</th>\n",
|
||
" <th>aerials_won</th>\n",
|
||
" <th>aerials_lost</th>\n",
|
||
" <th>aerials_won_pct</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>Tammy Abraham</td>\n",
|
||
" <td>eng ENG</td>\n",
|
||
" <td>FW</td>\n",
|
||
" <td>Roma</td>\n",
|
||
" <td>23</td>\n",
|
||
" <td>1997</td>\n",
|
||
" <td>37.0</td>\n",
|
||
" <td>36.0</td>\n",
|
||
" <td>3084.0</td>\n",
|
||
" <td>17.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>38.0</td>\n",
|
||
" <td>49.0</td>\n",
|
||
" <td>17.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>68.0</td>\n",
|
||
" <td>78.0</td>\n",
|
||
" <td>80.0</td>\n",
|
||
" <td>49.4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>Francesco Acerbi</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>DF</td>\n",
|
||
" <td>Lazio</td>\n",
|
||
" <td>33</td>\n",
|
||
" <td>1988</td>\n",
|
||
" <td>30.0</td>\n",
|
||
" <td>29.0</td>\n",
|
||
" <td>2536.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>18.0</td>\n",
|
||
" <td>16.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>162.0</td>\n",
|
||
" <td>69.0</td>\n",
|
||
" <td>43.0</td>\n",
|
||
" <td>61.6</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>Michel Aebischer</td>\n",
|
||
" <td>ch SUI</td>\n",
|
||
" <td>MF</td>\n",
|
||
" <td>Bologna</td>\n",
|
||
" <td>24</td>\n",
|
||
" <td>1997</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>443.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>13.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>27.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>55.6</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>Felix Afena-Gyan</td>\n",
|
||
" <td>gh GHA</td>\n",
|
||
" <td>FW,MF</td>\n",
|
||
" <td>Roma</td>\n",
|
||
" <td>18</td>\n",
|
||
" <td>2003</td>\n",
|
||
" <td>17.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>668.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>15.0</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>31.0</td>\n",
|
||
" <td>11.0</td>\n",
|
||
" <td>15.0</td>\n",
|
||
" <td>42.3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>Kevin Agudelo</td>\n",
|
||
" <td>co COL</td>\n",
|
||
" <td>MF,FW</td>\n",
|
||
" <td>Spezia</td>\n",
|
||
" <td>22</td>\n",
|
||
" <td>1998</td>\n",
|
||
" <td>23.0</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" <td>1237.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>36.0</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>67.0</td>\n",
|
||
" <td>15.0</td>\n",
|
||
" <td>14.0</td>\n",
|
||
" <td>51.7</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>627</th>\n",
|
||
" <td>Nadir Zortea</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>DF,MF</td>\n",
|
||
" <td>Salernitana</td>\n",
|
||
" <td>22</td>\n",
|
||
" <td>1999</td>\n",
|
||
" <td>29.0</td>\n",
|
||
" <td>13.0</td>\n",
|
||
" <td>1410.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>14.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>72.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>17.0</td>\n",
|
||
" <td>32.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>628</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>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>629</th>\n",
|
||
" <td>Szymon Żurkowski</td>\n",
|
||
" <td>pl POL</td>\n",
|
||
" <td>MF</td>\n",
|
||
" <td>Empoli</td>\n",
|
||
" <td>23</td>\n",
|
||
" <td>1997</td>\n",
|
||
" <td>35.0</td>\n",
|
||
" <td>29.0</td>\n",
|
||
" <td>2307.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>41.0</td>\n",
|
||
" <td>67.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>162.0</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>32.0</td>\n",
|
||
" <td>42.9</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>630</th>\n",
|
||
" <td>Milan Đurić</td>\n",
|
||
" <td>ba BIH</td>\n",
|
||
" <td>FW</td>\n",
|
||
" <td>Salernitana</td>\n",
|
||
" <td>31</td>\n",
|
||
" <td>1990</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>23.0</td>\n",
|
||
" <td>2165.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>45.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>40.0</td>\n",
|
||
" <td>242.0</td>\n",
|
||
" <td>83.0</td>\n",
|
||
" <td>74.5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>631</th>\n",
|
||
" <td>Filip Đuričić</td>\n",
|
||
" <td>rs SRB</td>\n",
|
||
" <td>MF,FW</td>\n",
|
||
" <td>Sassuolo</td>\n",
|
||
" <td>29</td>\n",
|
||
" <td>1992</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>671.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>14.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>34.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>37.5</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>632 rows × 115 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"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 Nadir Zortea it ITA DF,MF Salernitana 22 1999 29.0 \n",
|
||
"628 Petar Zovko ba BIH GK Spezia 19 2002 1.0 \n",
|
||
"629 Szymon Żurkowski pl POL MF Empoli 23 1997 35.0 \n",
|
||
"630 Milan Đurić ba BIH FW Salernitana 31 1990 33.0 \n",
|
||
"631 Filip Đuričić rs SRB MF,FW Sassuolo 29 1992 12.0 \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 1410.0 1.0 ... 14.0 6.0 0.0 0.0 \n",
|
||
"628 0.0 29.0 0.0 ... 0.0 1.0 0.0 0.0 \n",
|
||
"629 29.0 2307.0 6.0 ... 41.0 67.0 0.0 0.0 \n",
|
||
"630 23.0 2165.0 5.0 ... 24.0 45.0 6.0 1.0 \n",
|
||
"631 9.0 671.0 2.0 ... 10.0 14.0 2.0 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 0.0 0.0 72.0 8.0 17.0 \n",
|
||
"628 0.0 0.0 0.0 0.0 0.0 \n",
|
||
"629 1.0 0.0 162.0 24.0 32.0 \n",
|
||
"630 0.0 0.0 40.0 242.0 83.0 \n",
|
||
"631 0.0 0.0 34.0 3.0 5.0 \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 32.0 \n",
|
||
"628 0.0 \n",
|
||
"629 42.9 \n",
|
||
"630 74.5 \n",
|
||
"631 37.5 \n",
|
||
"\n",
|
||
"[632 rows x 115 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": null,
|
||
"id": "36441b0e",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"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": null,
|
||
"id": "9172edae",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"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": null,
|
||
"id": "fa6258db",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"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": null,
|
||
"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
|
||
}
|