Giuseppe Musicco
3089 lines
128 KiB
Plaintext
3089 lines
128 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",
|
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" 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>Francesco Acerbi</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>DF</td>\n",
|
||
" <td>Inter</td>\n",
|
||
" <td>35-232</td>\n",
|
||
" <td>1988</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>270.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>3.0</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>15.0</td>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>83.3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>Yacine Adli</td>\n",
|
||
" <td>fr FRA</td>\n",
|
||
" <td>MF</td>\n",
|
||
" <td>Milan</td>\n",
|
||
" <td>23-063</td>\n",
|
||
" <td>2000</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>57.0</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>5.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</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>26-267</td>\n",
|
||
" <td>1997</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>527.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>10.0</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>29.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>40.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>Jean-Daniel Akpa-Akpro</td>\n",
|
||
" <td>ci CIV</td>\n",
|
||
" <td>MF</td>\n",
|
||
" <td>Monza</td>\n",
|
||
" <td>30-354</td>\n",
|
||
" <td>1992</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>7.0</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>Luis Alberto</td>\n",
|
||
" <td>es ESP</td>\n",
|
||
" <td>MF</td>\n",
|
||
" <td>Lazio</td>\n",
|
||
" <td>31-002</td>\n",
|
||
" <td>1992</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>36.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>37.5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <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>453</th>\n",
|
||
" <td>Joshua Zirkzee</td>\n",
|
||
" <td>nl NED</td>\n",
|
||
" <td>FW</td>\n",
|
||
" <td>Bologna</td>\n",
|
||
" <td>22-131</td>\n",
|
||
" <td>2001</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>520.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>15.0</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>80.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>454</th>\n",
|
||
" <td>Zito</td>\n",
|
||
" <td>ao ANG</td>\n",
|
||
" <td>FW</td>\n",
|
||
" <td>Cagliari</td>\n",
|
||
" <td>21-205</td>\n",
|
||
" <td>2002</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>477.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>22.2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>455</th>\n",
|
||
" <td>Nadir Zortea</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>DF</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>24-103</td>\n",
|
||
" <td>1999</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>96.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>3.0</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>4.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>456</th>\n",
|
||
" <td>Milan Đurić</td>\n",
|
||
" <td>ba BIH</td>\n",
|
||
" <td>FW,MF</td>\n",
|
||
" <td>Hellas Verona</td>\n",
|
||
" <td>33-131</td>\n",
|
||
" <td>1990</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>154.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>23.0</td>\n",
|
||
" <td>15.0</td>\n",
|
||
" <td>60.5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>457</th>\n",
|
||
" <td>Mateusz Łęgowski</td>\n",
|
||
" <td>pl POL</td>\n",
|
||
" <td>MF</td>\n",
|
||
" <td>Salernitana</td>\n",
|
||
" <td>20-244</td>\n",
|
||
" <td>2003</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>167.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>16.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>44.4</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>458 rows × 115 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" player nationality position team age \\\n",
|
||
"0 Francesco Acerbi it ITA DF Inter 35-232 \n",
|
||
"1 Yacine Adli fr FRA MF Milan 23-063 \n",
|
||
"2 Michel Aebischer ch SUI MF Bologna 26-267 \n",
|
||
"3 Jean-Daniel Akpa-Akpro ci CIV MF Monza 30-354 \n",
|
||
"4 Luis Alberto es ESP MF Lazio 31-002 \n",
|
||
".. ... ... ... ... ... \n",
|
||
"453 Joshua Zirkzee nl NED FW Bologna 22-131 \n",
|
||
"454 Zito ao ANG FW Cagliari 21-205 \n",
|
||
"455 Nadir Zortea it ITA DF Atalanta 24-103 \n",
|
||
"456 Milan Đurić ba BIH FW,MF Hellas Verona 33-131 \n",
|
||
"457 Mateusz Łęgowski pl POL MF Salernitana 20-244 \n",
|
||
"\n",
|
||
" birth_year games games_starts minutes goals ... fouls fouled \\\n",
|
||
"0 1988 3.0 3.0 270.0 0.0 ... 3.0 4.0 \n",
|
||
"1 2000 1.0 1.0 57.0 0.0 ... 0.0 0.0 \n",
|
||
"2 1997 6.0 6.0 527.0 0.0 ... 10.0 6.0 \n",
|
||
"3 1992 1.0 0.0 7.0 0.0 ... 0.0 0.0 \n",
|
||
"4 1992 6.0 6.0 540.0 2.0 ... 6.0 8.0 \n",
|
||
".. ... ... ... ... ... ... ... ... \n",
|
||
"453 2001 6.0 6.0 520.0 1.0 ... 5.0 1.0 \n",
|
||
"454 2002 6.0 5.0 477.0 2.0 ... 5.0 12.0 \n",
|
||
"455 1999 3.0 0.0 96.0 1.0 ... 3.0 0.0 \n",
|
||
"456 1990 5.0 1.0 154.0 0.0 ... 7.0 1.0 \n",
|
||
"457 2003 5.0 2.0 167.0 0.0 ... 3.0 3.0 \n",
|
||
"\n",
|
||
" offsides pens_won pens_conceded own_goals ball_recoveries \\\n",
|
||
"0 0.0 0.0 0.0 0.0 15.0 \n",
|
||
"1 0.0 0.0 0.0 0.0 5.0 \n",
|
||
"2 0.0 0.0 0.0 0.0 29.0 \n",
|
||
"3 0.0 0.0 0.0 0.0 1.0 \n",
|
||
"4 0.0 0.0 0.0 0.0 36.0 \n",
|
||
".. ... ... ... ... ... \n",
|
||
"453 2.0 0.0 0.0 0.0 15.0 \n",
|
||
"454 6.0 0.0 0.0 0.0 9.0 \n",
|
||
"455 0.0 0.0 0.0 0.0 4.0 \n",
|
||
"456 2.0 0.0 0.0 0.0 4.0 \n",
|
||
"457 0.0 0.0 0.0 0.0 16.0 \n",
|
||
"\n",
|
||
" aerials_won aerials_lost aerials_won_pct \n",
|
||
"0 10.0 2.0 83.3 \n",
|
||
"1 0.0 1.0 0.0 \n",
|
||
"2 4.0 6.0 40.0 \n",
|
||
"3 0.0 0.0 0.0 \n",
|
||
"4 3.0 5.0 37.5 \n",
|
||
".. ... ... ... \n",
|
||
"453 12.0 3.0 80.0 \n",
|
||
"454 2.0 7.0 22.2 \n",
|
||
"455 0.0 1.0 0.0 \n",
|
||
"456 23.0 15.0 60.5 \n",
|
||
"457 4.0 5.0 44.4 \n",
|
||
"\n",
|
||
"[458 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": {
|
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|
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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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|
||
" <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",
|
||
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|
||
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|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
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|
||
" <td>Etrit Berisha</td>\n",
|
||
" <td>al ALB</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Empoli</td>\n",
|
||
" <td>34-204</td>\n",
|
||
" <td>1989</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>360.0</td>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>32.1</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>58.3</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>50.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>0.75</td>\n",
|
||
" <td>12.7</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>Elia Caprile</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Empoli</td>\n",
|
||
" <td>22-036</td>\n",
|
||
" <td>2001</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>90.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>42.6</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>50.0</td>\n",
|
||
" <td>50.3</td>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>20.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>2.00</td>\n",
|
||
" <td>12.4</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>Atalanta</td>\n",
|
||
" <td>23-091</td>\n",
|
||
" <td>2000</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>38.2</td>\n",
|
||
" <td>15.0</td>\n",
|
||
" <td>80.0</td>\n",
|
||
" <td>60.7</td>\n",
|
||
" <td>30.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>11.2</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>Frosinone</td>\n",
|
||
" <td>24-269</td>\n",
|
||
" <td>1999</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>90.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>38.3</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>45.8</td>\n",
|
||
" <td>18.0</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>4</th>\n",
|
||
" <td>Oliver Christensen</td>\n",
|
||
" <td>dk DEN</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Fiorentina</td>\n",
|
||
" <td>24-192</td>\n",
|
||
" <td>1999</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>180.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>33.2</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>62.5</td>\n",
|
||
" <td>49.4</td>\n",
|
||
" <td>15.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>1.50</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>Andrea Consigli</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Sassuolo</td>\n",
|
||
" <td>36-246</td>\n",
|
||
" <td>1987</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>360.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>39.4</td>\n",
|
||
" <td>42.0</td>\n",
|
||
" <td>26.2</td>\n",
|
||
" <td>28.3</td>\n",
|
||
" <td>73.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>5.5</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>0.75</td>\n",
|
||
" <td>13.1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6</th>\n",
|
||
" <td>Alessio Cragno</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Sassuolo</td>\n",
|
||
" <td>29-094</td>\n",
|
||
" <td>1994</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>180.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>41.2</td>\n",
|
||
" <td>19.0</td>\n",
|
||
" <td>26.3</td>\n",
|
||
" <td>29.4</td>\n",
|
||
" <td>26.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>3.50</td>\n",
|
||
" <td>28.9</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>7</th>\n",
|
||
" <td>Michele Di Gregorio</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Monza</td>\n",
|
||
" <td>26-065</td>\n",
|
||
" <td>1997</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>450.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>30.4</td>\n",
|
||
" <td>34.0</td>\n",
|
||
" <td>52.9</td>\n",
|
||
" <td>47.5</td>\n",
|
||
" <td>73.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>2.7</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.40</td>\n",
|
||
" <td>10.5</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>28-171</td>\n",
|
||
" <td>1995</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>30.9</td>\n",
|
||
" <td>55.0</td>\n",
|
||
" <td>47.3</td>\n",
|
||
" <td>36.3</td>\n",
|
||
" <td>80.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>3.8</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>0.50</td>\n",
|
||
" <td>9.6</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9</th>\n",
|
||
" <td>Mike Maignan</td>\n",
|
||
" <td>fr FRA</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Milan</td>\n",
|
||
" <td>28-089</td>\n",
|
||
" <td>1995</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>360.0</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>29.2</td>\n",
|
||
" <td>23.0</td>\n",
|
||
" <td>60.9</td>\n",
|
||
" <td>47.0</td>\n",
|
||
" <td>52.0</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" <td>23.1</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>0.75</td>\n",
|
||
" <td>9.8</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10</th>\n",
|
||
" <td>Josep Martinez</td>\n",
|
||
" <td>es ESP</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Genoa</td>\n",
|
||
" <td>25-126</td>\n",
|
||
" <td>1998</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>39.1</td>\n",
|
||
" <td>37.0</td>\n",
|
||
" <td>94.6</td>\n",
|
||
" <td>62.1</td>\n",
|
||
" <td>113.0</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" <td>10.6</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.33</td>\n",
|
||
" <td>8.5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>11</th>\n",
|
||
" <td>Alex Meret</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Napoli</td>\n",
|
||
" <td>26-192</td>\n",
|
||
" <td>1997</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>24.1</td>\n",
|
||
" <td>21.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>20.5</td>\n",
|
||
" <td>53.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.9</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>1.33</td>\n",
|
||
" <td>17.2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>12</th>\n",
|
||
" <td>Vanja Milinković-Savić</td>\n",
|
||
" <td>rs SRB</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Torino</td>\n",
|
||
" <td>26-222</td>\n",
|
||
" <td>1997</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>35.6</td>\n",
|
||
" <td>50.0</td>\n",
|
||
" <td>80.0</td>\n",
|
||
" <td>62.9</td>\n",
|
||
" <td>47.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>8.5</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>1.50</td>\n",
|
||
" <td>17.5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13</th>\n",
|
||
" <td>Lorenzo Montipò</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Hellas Verona</td>\n",
|
||
" <td>27-222</td>\n",
|
||
" <td>1996</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>45.2</td>\n",
|
||
" <td>50.0</td>\n",
|
||
" <td>84.0</td>\n",
|
||
" <td>61.5</td>\n",
|
||
" <td>72.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.4</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" <td>2.00</td>\n",
|
||
" <td>20.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>14</th>\n",
|
||
" <td>Juan Musso</td>\n",
|
||
" <td>ar ARG</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>29-147</td>\n",
|
||
" <td>1994</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>360.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>29.0</td>\n",
|
||
" <td>28.0</td>\n",
|
||
" <td>64.3</td>\n",
|
||
" <td>48.9</td>\n",
|
||
" <td>43.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>9.3</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" <td>3.00</td>\n",
|
||
" <td>19.9</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>15</th>\n",
|
||
" <td>Guillermo Ochoa</td>\n",
|
||
" <td>mx MEX</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Salernitana</td>\n",
|
||
" <td>38-079</td>\n",
|
||
" <td>1985</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>35.6</td>\n",
|
||
" <td>47.0</td>\n",
|
||
" <td>46.8</td>\n",
|
||
" <td>39.9</td>\n",
|
||
" <td>88.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>4.5</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>0.50</td>\n",
|
||
" <td>13.5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>16</th>\n",
|
||
" <td>Rui Patrício</td>\n",
|
||
" <td>pt POR</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Roma</td>\n",
|
||
" <td>35-227</td>\n",
|
||
" <td>1988</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>11.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>27.5</td>\n",
|
||
" <td>31.0</td>\n",
|
||
" <td>19.4</td>\n",
|
||
" <td>24.2</td>\n",
|
||
" <td>62.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>3.2</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>0.50</td>\n",
|
||
" <td>13.7</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>17</th>\n",
|
||
" <td>Mattia Perin</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Juventus</td>\n",
|
||
" <td>30-324</td>\n",
|
||
" <td>1992</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>180.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>29.1</td>\n",
|
||
" <td>11.0</td>\n",
|
||
" <td>9.1</td>\n",
|
||
" <td>18.9</td>\n",
|
||
" <td>26.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>7.7</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>1.00</td>\n",
|
||
" <td>15.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>18</th>\n",
|
||
" <td>Samuele Perisan</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Empoli</td>\n",
|
||
" <td>26-040</td>\n",
|
||
" <td>1997</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>90.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>26.3</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" <td>16.7</td>\n",
|
||
" <td>29.6</td>\n",
|
||
" <td>18.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.00</td>\n",
|
||
" <td>21.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>19</th>\n",
|
||
" <td>Ivan Provedel</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Lazio</td>\n",
|
||
" <td>29-197</td>\n",
|
||
" <td>1994</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>28.8</td>\n",
|
||
" <td>29.0</td>\n",
|
||
" <td>27.6</td>\n",
|
||
" <td>32.3</td>\n",
|
||
" <td>63.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>4.8</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>1.17</td>\n",
|
||
" <td>16.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>20</th>\n",
|
||
" <td>Boris Radunović</td>\n",
|
||
" <td>rs SRB</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Cagliari</td>\n",
|
||
" <td>27-127</td>\n",
|
||
" <td>1996</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>38.5</td>\n",
|
||
" <td>57.0</td>\n",
|
||
" <td>54.4</td>\n",
|
||
" <td>45.1</td>\n",
|
||
" <td>87.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>5.7</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>0.67</td>\n",
|
||
" <td>11.9</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>21</th>\n",
|
||
" <td>Marco Silvestri</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Udinese</td>\n",
|
||
" <td>32-212</td>\n",
|
||
" <td>1991</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>30.2</td>\n",
|
||
" <td>45.0</td>\n",
|
||
" <td>26.7</td>\n",
|
||
" <td>32.8</td>\n",
|
||
" <td>69.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.4</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>0.50</td>\n",
|
||
" <td>13.6</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>22</th>\n",
|
||
" <td>Łukasz Skorupski</td>\n",
|
||
" <td>pl POL</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Bologna</td>\n",
|
||
" <td>32-148</td>\n",
|
||
" <td>1991</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>31.1</td>\n",
|
||
" <td>34.0</td>\n",
|
||
" <td>29.4</td>\n",
|
||
" <td>33.6</td>\n",
|
||
" <td>89.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>3.4</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.33</td>\n",
|
||
" <td>10.3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>23</th>\n",
|
||
" <td>Yann Sommer</td>\n",
|
||
" <td>ch SUI</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Inter</td>\n",
|
||
" <td>34-287</td>\n",
|
||
" <td>1988</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>29.7</td>\n",
|
||
" <td>39.0</td>\n",
|
||
" <td>20.5</td>\n",
|
||
" <td>27.3</td>\n",
|
||
" <td>59.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>8.5</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.33</td>\n",
|
||
" <td>9.6</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>24</th>\n",
|
||
" <td>Alessandro Sorrentino</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Monza</td>\n",
|
||
" <td>21-180</td>\n",
|
||
" <td>2002</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>90.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>21.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>23.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>12.5</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>25</th>\n",
|
||
" <td>Marco Sportiello</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Milan</td>\n",
|
||
" <td>31-143</td>\n",
|
||
" <td>1992</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>180.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>28.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>28.5</td>\n",
|
||
" <td>28.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>7.1</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>1.00</td>\n",
|
||
" <td>13.2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>26</th>\n",
|
||
" <td>Wojciech Szczęsny</td>\n",
|
||
" <td>pl POL</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Juventus</td>\n",
|
||
" <td>33-165</td>\n",
|
||
" <td>1990</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>360.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>33.2</td>\n",
|
||
" <td>16.0</td>\n",
|
||
" <td>50.0</td>\n",
|
||
" <td>45.8</td>\n",
|
||
" <td>59.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.7</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.25</td>\n",
|
||
" <td>8.5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>27</th>\n",
|
||
" <td>Pietro Terracciano</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Fiorentina</td>\n",
|
||
" <td>33-206</td>\n",
|
||
" <td>1990</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>360.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>34.7</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>45.5</td>\n",
|
||
" <td>38.3</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>6.8</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.25</td>\n",
|
||
" <td>10.2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>28</th>\n",
|
||
" <td>Stefano Turati</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Frosinone</td>\n",
|
||
" <td>22-025</td>\n",
|
||
" <td>2001</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>450.0</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>26.9</td>\n",
|
||
" <td>16.0</td>\n",
|
||
" <td>56.3</td>\n",
|
||
" <td>43.5</td>\n",
|
||
" <td>67.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>0.60</td>\n",
|
||
" <td>13.4</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>29 rows × 47 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" player nationality position team age \\\n",
|
||
"0 Etrit Berisha al ALB GK Empoli 34-204 \n",
|
||
"1 Elia Caprile it ITA GK Empoli 22-036 \n",
|
||
"2 Marco Carnesecchi it ITA GK Atalanta 23-091 \n",
|
||
"3 Michele Cerofolini it ITA GK Frosinone 24-269 \n",
|
||
"4 Oliver Christensen dk DEN GK Fiorentina 24-192 \n",
|
||
"5 Andrea Consigli it ITA GK Sassuolo 36-246 \n",
|
||
"6 Alessio Cragno it ITA GK Sassuolo 29-094 \n",
|
||
"7 Michele Di Gregorio it ITA GK Monza 26-065 \n",
|
||
"8 Wladimiro Falcone it ITA GK Lecce 28-171 \n",
|
||
"9 Mike Maignan fr FRA GK Milan 28-089 \n",
|
||
"10 Josep Martinez es ESP GK Genoa 25-126 \n",
|
||
"11 Alex Meret it ITA GK Napoli 26-192 \n",
|
||
"12 Vanja Milinković-Savić rs SRB GK Torino 26-222 \n",
|
||
"13 Lorenzo Montipò it ITA GK Hellas Verona 27-222 \n",
|
||
"14 Juan Musso ar ARG GK Atalanta 29-147 \n",
|
||
"15 Guillermo Ochoa mx MEX GK Salernitana 38-079 \n",
|
||
"16 Rui Patrício pt POR GK Roma 35-227 \n",
|
||
"17 Mattia Perin it ITA GK Juventus 30-324 \n",
|
||
"18 Samuele Perisan it ITA GK Empoli 26-040 \n",
|
||
"19 Ivan Provedel it ITA GK Lazio 29-197 \n",
|
||
"20 Boris Radunović rs SRB GK Cagliari 27-127 \n",
|
||
"21 Marco Silvestri it ITA GK Udinese 32-212 \n",
|
||
"22 Łukasz Skorupski pl POL GK Bologna 32-148 \n",
|
||
"23 Yann Sommer ch SUI GK Inter 34-287 \n",
|
||
"24 Alessandro Sorrentino it ITA GK Monza 21-180 \n",
|
||
"25 Marco Sportiello it ITA GK Milan 31-143 \n",
|
||
"26 Wojciech Szczęsny pl POL GK Juventus 33-165 \n",
|
||
"27 Pietro Terracciano it ITA GK Fiorentina 33-206 \n",
|
||
"28 Stefano Turati it ITA GK Frosinone 22-025 \n",
|
||
"\n",
|
||
" birth_year gk_games gk_games_starts gk_minutes gk_goals_against ... \\\n",
|
||
"0 1989 4.0 4.0 360.0 10.0 ... \n",
|
||
"1 2001 1.0 1.0 90.0 1.0 ... \n",
|
||
"2 2000 2.0 2.0 180.0 3.0 ... \n",
|
||
"3 1999 1.0 1.0 90.0 1.0 ... \n",
|
||
"4 1999 2.0 2.0 180.0 6.0 ... \n",
|
||
"5 1987 4.0 4.0 360.0 6.0 ... \n",
|
||
"6 1994 2.0 2.0 180.0 6.0 ... \n",
|
||
"7 1997 5.0 5.0 450.0 6.0 ... \n",
|
||
"8 1995 6.0 6.0 540.0 5.0 ... \n",
|
||
"9 1995 4.0 4.0 360.0 7.0 ... \n",
|
||
"10 1998 6.0 6.0 540.0 9.0 ... \n",
|
||
"11 1997 6.0 6.0 540.0 6.0 ... \n",
|
||
"12 1997 6.0 6.0 540.0 7.0 ... \n",
|
||
"13 1996 6.0 6.0 540.0 6.0 ... \n",
|
||
"14 1994 4.0 4.0 360.0 2.0 ... \n",
|
||
"15 1985 6.0 6.0 540.0 10.0 ... \n",
|
||
"16 1988 6.0 6.0 540.0 11.0 ... \n",
|
||
"17 1992 2.0 2.0 180.0 1.0 ... \n",
|
||
"18 1997 1.0 1.0 90.0 2.0 ... \n",
|
||
"19 1994 6.0 6.0 540.0 8.0 ... \n",
|
||
"20 1996 6.0 6.0 540.0 9.0 ... \n",
|
||
"21 1991 6.0 6.0 540.0 10.0 ... \n",
|
||
"22 1991 6.0 6.0 540.0 4.0 ... \n",
|
||
"23 1988 6.0 6.0 540.0 3.0 ... \n",
|
||
"24 2002 1.0 1.0 90.0 1.0 ... \n",
|
||
"25 1992 2.0 2.0 180.0 1.0 ... \n",
|
||
"26 1990 4.0 4.0 360.0 5.0 ... \n",
|
||
"27 1990 4.0 4.0 360.0 4.0 ... \n",
|
||
"28 2001 5.0 5.0 450.0 7.0 ... \n",
|
||
"\n",
|
||
" gk_passes_length_avg gk_goal_kicks gk_pct_goal_kicks_launched \\\n",
|
||
"0 32.1 24.0 58.3 \n",
|
||
"1 42.6 4.0 50.0 \n",
|
||
"2 38.2 15.0 80.0 \n",
|
||
"3 38.3 5.0 60.0 \n",
|
||
"4 33.2 8.0 62.5 \n",
|
||
"5 39.4 42.0 26.2 \n",
|
||
"6 41.2 19.0 26.3 \n",
|
||
"7 30.4 34.0 52.9 \n",
|
||
"8 30.9 55.0 47.3 \n",
|
||
"9 29.2 23.0 60.9 \n",
|
||
"10 39.1 37.0 94.6 \n",
|
||
"11 24.1 21.0 0.0 \n",
|
||
"12 35.6 50.0 80.0 \n",
|
||
"13 45.2 50.0 84.0 \n",
|
||
"14 29.0 28.0 64.3 \n",
|
||
"15 35.6 47.0 46.8 \n",
|
||
"16 27.5 31.0 19.4 \n",
|
||
"17 29.1 11.0 9.1 \n",
|
||
"18 26.3 12.0 16.7 \n",
|
||
"19 28.8 29.0 27.6 \n",
|
||
"20 38.5 57.0 54.4 \n",
|
||
"21 30.2 45.0 26.7 \n",
|
||
"22 31.1 34.0 29.4 \n",
|
||
"23 29.7 39.0 20.5 \n",
|
||
"24 21.0 2.0 0.0 \n",
|
||
"25 28.0 2.0 0.0 \n",
|
||
"26 33.2 16.0 50.0 \n",
|
||
"27 34.7 22.0 45.5 \n",
|
||
"28 26.9 16.0 56.3 \n",
|
||
"\n",
|
||
" gk_goal_kick_length_avg gk_crosses gk_crosses_stopped \\\n",
|
||
"0 44.0 50.0 2.0 \n",
|
||
"1 50.3 10.0 2.0 \n",
|
||
"2 60.7 30.0 3.0 \n",
|
||
"3 45.8 18.0 0.0 \n",
|
||
"4 49.4 15.0 0.0 \n",
|
||
"5 28.3 73.0 4.0 \n",
|
||
"6 29.4 26.0 0.0 \n",
|
||
"7 47.5 73.0 2.0 \n",
|
||
"8 36.3 80.0 3.0 \n",
|
||
"9 47.0 52.0 12.0 \n",
|
||
"10 62.1 113.0 12.0 \n",
|
||
"11 20.5 53.0 1.0 \n",
|
||
"12 62.9 47.0 4.0 \n",
|
||
"13 61.5 72.0 1.0 \n",
|
||
"14 48.9 43.0 4.0 \n",
|
||
"15 39.9 88.0 4.0 \n",
|
||
"16 24.2 62.0 2.0 \n",
|
||
"17 18.9 26.0 2.0 \n",
|
||
"18 29.6 18.0 0.0 \n",
|
||
"19 32.3 63.0 3.0 \n",
|
||
"20 45.1 87.0 5.0 \n",
|
||
"21 32.8 69.0 1.0 \n",
|
||
"22 33.6 89.0 3.0 \n",
|
||
"23 27.3 59.0 5.0 \n",
|
||
"24 23.0 8.0 1.0 \n",
|
||
"25 28.5 28.0 2.0 \n",
|
||
"26 45.8 59.0 1.0 \n",
|
||
"27 38.3 44.0 3.0 \n",
|
||
"28 43.5 67.0 2.0 \n",
|
||
"\n",
|
||
" gk_crosses_stopped_pct gk_def_actions_outside_pen_area \\\n",
|
||
"0 4.0 3.0 \n",
|
||
"1 20.0 2.0 \n",
|
||
"2 10.0 0.0 \n",
|
||
"3 0.0 0.0 \n",
|
||
"4 0.0 3.0 \n",
|
||
"5 5.5 3.0 \n",
|
||
"6 0.0 7.0 \n",
|
||
"7 2.7 2.0 \n",
|
||
"8 3.8 3.0 \n",
|
||
"9 23.1 3.0 \n",
|
||
"10 10.6 2.0 \n",
|
||
"11 1.9 8.0 \n",
|
||
"12 8.5 9.0 \n",
|
||
"13 1.4 12.0 \n",
|
||
"14 9.3 12.0 \n",
|
||
"15 4.5 3.0 \n",
|
||
"16 3.2 3.0 \n",
|
||
"17 7.7 2.0 \n",
|
||
"18 0.0 1.0 \n",
|
||
"19 4.8 7.0 \n",
|
||
"20 5.7 4.0 \n",
|
||
"21 1.4 3.0 \n",
|
||
"22 3.4 2.0 \n",
|
||
"23 8.5 2.0 \n",
|
||
"24 12.5 0.0 \n",
|
||
"25 7.1 2.0 \n",
|
||
"26 1.7 1.0 \n",
|
||
"27 6.8 1.0 \n",
|
||
"28 3.0 3.0 \n",
|
||
"\n",
|
||
" gk_def_actions_outside_pen_area_per90 gk_avg_distance_def_actions \n",
|
||
"0 0.75 12.7 \n",
|
||
"1 2.00 12.4 \n",
|
||
"2 0.00 11.2 \n",
|
||
"3 0.00 0.0 \n",
|
||
"4 1.50 22.0 \n",
|
||
"5 0.75 13.1 \n",
|
||
"6 3.50 28.9 \n",
|
||
"7 0.40 10.5 \n",
|
||
"8 0.50 9.6 \n",
|
||
"9 0.75 9.8 \n",
|
||
"10 0.33 8.5 \n",
|
||
"11 1.33 17.2 \n",
|
||
"12 1.50 17.5 \n",
|
||
"13 2.00 20.0 \n",
|
||
"14 3.00 19.9 \n",
|
||
"15 0.50 13.5 \n",
|
||
"16 0.50 13.7 \n",
|
||
"17 1.00 15.0 \n",
|
||
"18 1.00 21.0 \n",
|
||
"19 1.17 16.0 \n",
|
||
"20 0.67 11.9 \n",
|
||
"21 0.50 13.6 \n",
|
||
"22 0.33 10.3 \n",
|
||
"23 0.33 9.6 \n",
|
||
"24 0.00 9.0 \n",
|
||
"25 1.00 13.2 \n",
|
||
"26 0.25 8.5 \n",
|
||
"27 0.25 10.2 \n",
|
||
"28 0.60 13.4 \n",
|
||
"\n",
|
||
"[29 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>24.0</td>\n",
|
||
" <td>50.5</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>11.0</td>\n",
|
||
" <td>11.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>79.0</td>\n",
|
||
" <td>55.0</td>\n",
|
||
" <td>17.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>362.0</td>\n",
|
||
" <td>109.0</td>\n",
|
||
" <td>97.0</td>\n",
|
||
" <td>52.9</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>Bologna</td>\n",
|
||
" <td>23.0</td>\n",
|
||
" <td>54.7</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>73.0</td>\n",
|
||
" <td>61.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>288.0</td>\n",
|
||
" <td>73.0</td>\n",
|
||
" <td>47.0</td>\n",
|
||
" <td>60.8</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>Cagliari</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>38.2</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>70.0</td>\n",
|
||
" <td>47.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>349.0</td>\n",
|
||
" <td>71.0</td>\n",
|
||
" <td>92.0</td>\n",
|
||
" <td>43.6</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>Empoli</td>\n",
|
||
" <td>28.0</td>\n",
|
||
" <td>45.3</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>76.0</td>\n",
|
||
" <td>83.0</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>281.0</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>82.0</td>\n",
|
||
" <td>42.3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>Fiorentina</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>57.2</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>71.0</td>\n",
|
||
" <td>70.0</td>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>315.0</td>\n",
|
||
" <td>75.0</td>\n",
|
||
" <td>96.0</td>\n",
|
||
" <td>43.9</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>Frosinone</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>49.2</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>61.0</td>\n",
|
||
" <td>69.0</td>\n",
|
||
" <td>16.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>294.0</td>\n",
|
||
" <td>80.0</td>\n",
|
||
" <td>79.0</td>\n",
|
||
" <td>50.3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6</th>\n",
|
||
" <td>Genoa</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>34.3</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>68.0</td>\n",
|
||
" <td>57.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>265.0</td>\n",
|
||
" <td>83.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>55.7</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>7</th>\n",
|
||
" <td>Hellas Verona</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>45.2</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>87.0</td>\n",
|
||
" <td>78.0</td>\n",
|
||
" <td>14.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>339.0</td>\n",
|
||
" <td>117.0</td>\n",
|
||
" <td>116.0</td>\n",
|
||
" <td>50.2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8</th>\n",
|
||
" <td>Inter</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>53.2</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>15.0</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>68.0</td>\n",
|
||
" <td>67.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>278.0</td>\n",
|
||
" <td>77.0</td>\n",
|
||
" <td>46.0</td>\n",
|
||
" <td>62.6</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9</th>\n",
|
||
" <td>Juventus</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>50.3</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>11.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>73.0</td>\n",
|
||
" <td>75.0</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>280.0</td>\n",
|
||
" <td>67.0</td>\n",
|
||
" <td>41.0</td>\n",
|
||
" <td>62.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10</th>\n",
|
||
" <td>Lazio</td>\n",
|
||
" <td>20.0</td>\n",
|
||
" <td>54.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>72.0</td>\n",
|
||
" <td>64.0</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>284.0</td>\n",
|
||
" <td>53.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>44.5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>11</th>\n",
|
||
" <td>Lecce</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>46.7</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>82.0</td>\n",
|
||
" <td>86.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>286.0</td>\n",
|
||
" <td>73.0</td>\n",
|
||
" <td>67.0</td>\n",
|
||
" <td>52.1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>12</th>\n",
|
||
" <td>Milan</td>\n",
|
||
" <td>23.0</td>\n",
|
||
" <td>56.8</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>13.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>63.0</td>\n",
|
||
" <td>77.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>287.0</td>\n",
|
||
" <td>61.0</td>\n",
|
||
" <td>65.0</td>\n",
|
||
" <td>48.4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13</th>\n",
|
||
" <td>Monza</td>\n",
|
||
" <td>23.0</td>\n",
|
||
" <td>54.2</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>69.0</td>\n",
|
||
" <td>61.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>257.0</td>\n",
|
||
" <td>56.0</td>\n",
|
||
" <td>74.0</td>\n",
|
||
" <td>43.1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>14</th>\n",
|
||
" <td>Napoli</td>\n",
|
||
" <td>20.0</td>\n",
|
||
" <td>60.7</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>65.0</td>\n",
|
||
" <td>64.0</td>\n",
|
||
" <td>16.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>301.0</td>\n",
|
||
" <td>56.0</td>\n",
|
||
" <td>52.0</td>\n",
|
||
" <td>51.9</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>15</th>\n",
|
||
" <td>Roma</td>\n",
|
||
" <td>23.0</td>\n",
|
||
" <td>59.7</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>70.0</td>\n",
|
||
" <td>57.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>286.0</td>\n",
|
||
" <td>104.0</td>\n",
|
||
" <td>83.0</td>\n",
|
||
" <td>55.6</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>16</th>\n",
|
||
" <td>Salernitana</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>52.3</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>73.0</td>\n",
|
||
" <td>90.0</td>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>298.0</td>\n",
|
||
" <td>82.0</td>\n",
|
||
" <td>120.0</td>\n",
|
||
" <td>40.6</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>17</th>\n",
|
||
" <td>Sassuolo</td>\n",
|
||
" <td>25.0</td>\n",
|
||
" <td>42.3</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>57.0</td>\n",
|
||
" <td>58.0</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>265.0</td>\n",
|
||
" <td>55.0</td>\n",
|
||
" <td>85.0</td>\n",
|
||
" <td>39.3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>18</th>\n",
|
||
" <td>Torino</td>\n",
|
||
" <td>23.0</td>\n",
|
||
" <td>49.2</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>71.0</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>11.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>301.0</td>\n",
|
||
" <td>82.0</td>\n",
|
||
" <td>93.0</td>\n",
|
||
" <td>46.9</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>19</th>\n",
|
||
" <td>Udinese</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>46.2</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>79.0</td>\n",
|
||
" <td>63.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>309.0</td>\n",
|
||
" <td>101.0</td>\n",
|
||
" <td>68.0</td>\n",
|
||
" <td>59.8</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 24.0 50.5 6.0 66.0 540.0 \n",
|
||
"1 Bologna 23.0 54.7 6.0 66.0 540.0 \n",
|
||
"2 Cagliari 22.0 38.2 6.0 66.0 540.0 \n",
|
||
"3 Empoli 28.0 45.3 6.0 66.0 540.0 \n",
|
||
"4 Fiorentina 24.0 57.2 6.0 66.0 540.0 \n",
|
||
"5 Frosinone 24.0 49.2 6.0 66.0 540.0 \n",
|
||
"6 Genoa 22.0 34.3 6.0 66.0 540.0 \n",
|
||
"7 Hellas Verona 22.0 45.2 6.0 66.0 540.0 \n",
|
||
"8 Inter 22.0 53.2 6.0 66.0 540.0 \n",
|
||
"9 Juventus 22.0 50.3 6.0 66.0 540.0 \n",
|
||
"10 Lazio 20.0 54.0 6.0 66.0 540.0 \n",
|
||
"11 Lecce 22.0 46.7 6.0 66.0 540.0 \n",
|
||
"12 Milan 23.0 56.8 6.0 66.0 540.0 \n",
|
||
"13 Monza 23.0 54.2 6.0 66.0 540.0 \n",
|
||
"14 Napoli 20.0 60.7 6.0 66.0 540.0 \n",
|
||
"15 Roma 23.0 59.7 6.0 66.0 540.0 \n",
|
||
"16 Salernitana 22.0 52.3 6.0 66.0 540.0 \n",
|
||
"17 Sassuolo 25.0 42.3 6.0 66.0 540.0 \n",
|
||
"18 Torino 23.0 49.2 6.0 66.0 540.0 \n",
|
||
"19 Udinese 24.0 46.2 6.0 66.0 540.0 \n",
|
||
"\n",
|
||
" goals assists pens_made pens_att ... fouls fouled offsides \\\n",
|
||
"0 11.0 11.0 0.0 0.0 ... 79.0 55.0 17.0 \n",
|
||
"1 3.0 2.0 0.0 1.0 ... 73.0 61.0 8.0 \n",
|
||
"2 2.0 2.0 0.0 0.0 ... 70.0 47.0 8.0 \n",
|
||
"3 1.0 1.0 0.0 0.0 ... 76.0 83.0 12.0 \n",
|
||
"4 12.0 9.0 0.0 0.0 ... 71.0 70.0 10.0 \n",
|
||
"5 9.0 5.0 2.0 2.0 ... 61.0 69.0 16.0 \n",
|
||
"6 8.0 7.0 0.0 0.0 ... 68.0 57.0 5.0 \n",
|
||
"7 4.0 2.0 0.0 0.0 ... 87.0 78.0 14.0 \n",
|
||
"8 15.0 12.0 2.0 2.0 ... 68.0 67.0 9.0 \n",
|
||
"9 11.0 9.0 1.0 2.0 ... 73.0 75.0 12.0 \n",
|
||
"10 7.0 6.0 1.0 1.0 ... 72.0 64.0 7.0 \n",
|
||
"11 8.0 6.0 2.0 2.0 ... 82.0 86.0 5.0 \n",
|
||
"12 13.0 8.0 3.0 3.0 ... 63.0 77.0 8.0 \n",
|
||
"13 4.0 3.0 0.0 0.0 ... 69.0 61.0 9.0 \n",
|
||
"14 12.0 7.0 2.0 4.0 ... 65.0 64.0 16.0 \n",
|
||
"15 12.0 9.0 1.0 1.0 ... 70.0 57.0 9.0 \n",
|
||
"16 4.0 3.0 0.0 0.0 ... 73.0 90.0 10.0 \n",
|
||
"17 10.0 7.0 1.0 1.0 ... 57.0 58.0 7.0 \n",
|
||
"18 6.0 4.0 0.0 0.0 ... 71.0 60.0 11.0 \n",
|
||
"19 2.0 2.0 0.0 0.0 ... 79.0 63.0 6.0 \n",
|
||
"\n",
|
||
" pens_won pens_conceded own_goals ball_recoveries aerials_won \\\n",
|
||
"0 0.0 0.0 0.0 362.0 109.0 \n",
|
||
"1 0.0 1.0 0.0 288.0 73.0 \n",
|
||
"2 0.0 1.0 0.0 349.0 71.0 \n",
|
||
"3 0.0 2.0 1.0 281.0 60.0 \n",
|
||
"4 0.0 1.0 0.0 315.0 75.0 \n",
|
||
"5 2.0 0.0 0.0 294.0 80.0 \n",
|
||
"6 0.0 0.0 0.0 265.0 83.0 \n",
|
||
"7 0.0 1.0 0.0 339.0 117.0 \n",
|
||
"8 2.0 0.0 0.0 278.0 77.0 \n",
|
||
"9 1.0 0.0 1.0 280.0 67.0 \n",
|
||
"10 1.0 0.0 0.0 284.0 53.0 \n",
|
||
"11 1.0 0.0 0.0 286.0 73.0 \n",
|
||
"12 2.0 1.0 0.0 287.0 61.0 \n",
|
||
"13 0.0 2.0 0.0 257.0 56.0 \n",
|
||
"14 2.0 1.0 0.0 301.0 56.0 \n",
|
||
"15 0.0 1.0 0.0 286.0 104.0 \n",
|
||
"16 0.0 1.0 0.0 298.0 82.0 \n",
|
||
"17 1.0 3.0 1.0 265.0 55.0 \n",
|
||
"18 0.0 2.0 0.0 301.0 82.0 \n",
|
||
"19 0.0 2.0 0.0 309.0 101.0 \n",
|
||
"\n",
|
||
" aerials_lost aerials_won_pct \n",
|
||
"0 97.0 52.9 \n",
|
||
"1 47.0 60.8 \n",
|
||
"2 92.0 43.6 \n",
|
||
"3 82.0 42.3 \n",
|
||
"4 96.0 43.9 \n",
|
||
"5 79.0 50.3 \n",
|
||
"6 66.0 55.7 \n",
|
||
"7 116.0 50.2 \n",
|
||
"8 46.0 62.6 \n",
|
||
"9 41.0 62.0 \n",
|
||
"10 66.0 44.5 \n",
|
||
"11 67.0 52.1 \n",
|
||
"12 65.0 48.4 \n",
|
||
"13 74.0 43.1 \n",
|
||
"14 52.0 51.9 \n",
|
||
"15 83.0 55.6 \n",
|
||
"16 120.0 40.6 \n",
|
||
"17 85.0 39.3 \n",
|
||
"18 93.0 46.9 \n",
|
||
"19 68.0 59.8 \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>24.0</td>\n",
|
||
" <td>49.5</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>57.0</td>\n",
|
||
" <td>74.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>347.0</td>\n",
|
||
" <td>97.0</td>\n",
|
||
" <td>109.0</td>\n",
|
||
" <td>47.1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>vs Bologna</td>\n",
|
||
" <td>23.0</td>\n",
|
||
" <td>45.3</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>71.0</td>\n",
|
||
" <td>70.0</td>\n",
|
||
" <td>16.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>292.0</td>\n",
|
||
" <td>47.0</td>\n",
|
||
" <td>73.0</td>\n",
|
||
" <td>39.2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>vs Cagliari</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>61.8</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>50.0</td>\n",
|
||
" <td>65.0</td>\n",
|
||
" <td>11.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>332.0</td>\n",
|
||
" <td>92.0</td>\n",
|
||
" <td>71.0</td>\n",
|
||
" <td>56.4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>vs Empoli</td>\n",
|
||
" <td>28.0</td>\n",
|
||
" <td>54.7</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>84.0</td>\n",
|
||
" <td>74.0</td>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>313.0</td>\n",
|
||
" <td>82.0</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>57.7</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>vs Fiorentina</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>42.8</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>75.0</td>\n",
|
||
" <td>63.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>311.0</td>\n",
|
||
" <td>96.0</td>\n",
|
||
" <td>75.0</td>\n",
|
||
" <td>56.1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>vs Frosinone</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>50.8</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>73.0</td>\n",
|
||
" <td>54.0</td>\n",
|
||
" <td>15.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>325.0</td>\n",
|
||
" <td>79.0</td>\n",
|
||
" <td>80.0</td>\n",
|
||
" <td>49.7</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6</th>\n",
|
||
" <td>vs Genoa</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>65.7</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>67.0</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>295.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>83.0</td>\n",
|
||
" <td>44.3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>7</th>\n",
|
||
" <td>vs Hellas Verona</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>54.8</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>84.0</td>\n",
|
||
" <td>84.0</td>\n",
|
||
" <td>11.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>326.0</td>\n",
|
||
" <td>116.0</td>\n",
|
||
" <td>117.0</td>\n",
|
||
" <td>49.8</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8</th>\n",
|
||
" <td>vs Inter</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>46.8</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>70.0</td>\n",
|
||
" <td>64.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>248.0</td>\n",
|
||
" <td>46.0</td>\n",
|
||
" <td>77.0</td>\n",
|
||
" <td>37.4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9</th>\n",
|
||
" <td>vs Juventus</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>49.7</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>80.0</td>\n",
|
||
" <td>71.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>267.0</td>\n",
|
||
" <td>41.0</td>\n",
|
||
" <td>67.0</td>\n",
|
||
" <td>38.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10</th>\n",
|
||
" <td>vs Lazio</td>\n",
|
||
" <td>20.0</td>\n",
|
||
" <td>46.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>69.0</td>\n",
|
||
" <td>67.0</td>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>282.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>53.0</td>\n",
|
||
" <td>55.5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>11</th>\n",
|
||
" <td>vs Lecce</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>53.3</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>88.0</td>\n",
|
||
" <td>78.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>295.0</td>\n",
|
||
" <td>67.0</td>\n",
|
||
" <td>73.0</td>\n",
|
||
" <td>47.9</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>12</th>\n",
|
||
" <td>vs Milan</td>\n",
|
||
" <td>23.0</td>\n",
|
||
" <td>43.2</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>80.0</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>281.0</td>\n",
|
||
" <td>65.0</td>\n",
|
||
" <td>61.0</td>\n",
|
||
" <td>51.6</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13</th>\n",
|
||
" <td>vs Monza</td>\n",
|
||
" <td>23.0</td>\n",
|
||
" <td>45.8</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>65.0</td>\n",
|
||
" <td>68.0</td>\n",
|
||
" <td>11.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>281.0</td>\n",
|
||
" <td>74.0</td>\n",
|
||
" <td>56.0</td>\n",
|
||
" <td>56.9</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>14</th>\n",
|
||
" <td>vs Napoli</td>\n",
|
||
" <td>20.0</td>\n",
|
||
" <td>39.3</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>73.0</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>254.0</td>\n",
|
||
" <td>52.0</td>\n",
|
||
" <td>56.0</td>\n",
|
||
" <td>48.1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>15</th>\n",
|
||
" <td>vs Roma</td>\n",
|
||
" <td>23.0</td>\n",
|
||
" <td>40.3</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>11.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>58.0</td>\n",
|
||
" <td>67.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>267.0</td>\n",
|
||
" <td>83.0</td>\n",
|
||
" <td>104.0</td>\n",
|
||
" <td>44.4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>16</th>\n",
|
||
" <td>vs Salernitana</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>47.7</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>94.0</td>\n",
|
||
" <td>70.0</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>311.0</td>\n",
|
||
" <td>120.0</td>\n",
|
||
" <td>82.0</td>\n",
|
||
" <td>59.4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>17</th>\n",
|
||
" <td>vs Sassuolo</td>\n",
|
||
" <td>25.0</td>\n",
|
||
" <td>57.7</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>11.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>63.0</td>\n",
|
||
" <td>55.0</td>\n",
|
||
" <td>20.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>299.0</td>\n",
|
||
" <td>85.0</td>\n",
|
||
" <td>55.0</td>\n",
|
||
" <td>60.7</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>18</th>\n",
|
||
" <td>vs Torino</td>\n",
|
||
" <td>23.0</td>\n",
|
||
" <td>50.8</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>61.0</td>\n",
|
||
" <td>64.0</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>302.0</td>\n",
|
||
" <td>93.0</td>\n",
|
||
" <td>82.0</td>\n",
|
||
" <td>53.1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>19</th>\n",
|
||
" <td>vs Udinese</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>53.8</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.0</td>\n",
|
||
" <td>540.0</td>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>65.0</td>\n",
|
||
" <td>74.0</td>\n",
|
||
" <td>11.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>297.0</td>\n",
|
||
" <td>68.0</td>\n",
|
||
" <td>101.0</td>\n",
|
||
" <td>40.2</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>20 rows × 152 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" team players_used possession games games_starts minutes \\\n",
|
||
"0 vs Atalanta 24.0 49.5 6.0 66.0 540.0 \n",
|
||
"1 vs Bologna 23.0 45.3 6.0 66.0 540.0 \n",
|
||
"2 vs Cagliari 22.0 61.8 6.0 66.0 540.0 \n",
|
||
"3 vs Empoli 28.0 54.7 6.0 66.0 540.0 \n",
|
||
"4 vs Fiorentina 24.0 42.8 6.0 66.0 540.0 \n",
|
||
"5 vs Frosinone 24.0 50.8 6.0 66.0 540.0 \n",
|
||
"6 vs Genoa 22.0 65.7 6.0 66.0 540.0 \n",
|
||
"7 vs Hellas Verona 22.0 54.8 6.0 66.0 540.0 \n",
|
||
"8 vs Inter 22.0 46.8 6.0 66.0 540.0 \n",
|
||
"9 vs Juventus 22.0 49.7 6.0 66.0 540.0 \n",
|
||
"10 vs Lazio 20.0 46.0 6.0 66.0 540.0 \n",
|
||
"11 vs Lecce 22.0 53.3 6.0 66.0 540.0 \n",
|
||
"12 vs Milan 23.0 43.2 6.0 66.0 540.0 \n",
|
||
"13 vs Monza 23.0 45.8 6.0 66.0 540.0 \n",
|
||
"14 vs Napoli 20.0 39.3 6.0 66.0 540.0 \n",
|
||
"15 vs Roma 23.0 40.3 6.0 66.0 540.0 \n",
|
||
"16 vs Salernitana 22.0 47.7 6.0 66.0 540.0 \n",
|
||
"17 vs Sassuolo 25.0 57.7 6.0 66.0 540.0 \n",
|
||
"18 vs Torino 23.0 50.8 6.0 66.0 540.0 \n",
|
||
"19 vs Udinese 24.0 53.8 6.0 66.0 540.0 \n",
|
||
"\n",
|
||
" goals assists pens_made pens_att ... fouls fouled offsides \\\n",
|
||
"0 5.0 4.0 0.0 0.0 ... 57.0 74.0 4.0 \n",
|
||
"1 4.0 4.0 0.0 1.0 ... 71.0 70.0 16.0 \n",
|
||
"2 9.0 6.0 0.0 1.0 ... 50.0 65.0 11.0 \n",
|
||
"3 12.0 8.0 1.0 2.0 ... 84.0 74.0 10.0 \n",
|
||
"4 10.0 8.0 1.0 1.0 ... 75.0 63.0 8.0 \n",
|
||
"5 8.0 6.0 0.0 0.0 ... 73.0 54.0 15.0 \n",
|
||
"6 9.0 8.0 0.0 0.0 ... 67.0 60.0 12.0 \n",
|
||
"7 6.0 4.0 1.0 1.0 ... 84.0 84.0 11.0 \n",
|
||
"8 3.0 3.0 0.0 0.0 ... 70.0 64.0 9.0 \n",
|
||
"9 5.0 3.0 0.0 0.0 ... 80.0 71.0 6.0 \n",
|
||
"10 8.0 5.0 0.0 0.0 ... 69.0 67.0 10.0 \n",
|
||
"11 5.0 5.0 0.0 0.0 ... 88.0 78.0 5.0 \n",
|
||
"12 8.0 7.0 1.0 1.0 ... 80.0 60.0 8.0 \n",
|
||
"13 7.0 5.0 2.0 2.0 ... 65.0 68.0 11.0 \n",
|
||
"14 6.0 5.0 1.0 1.0 ... 73.0 60.0 9.0 \n",
|
||
"15 11.0 9.0 1.0 1.0 ... 58.0 67.0 4.0 \n",
|
||
"16 10.0 7.0 1.0 1.0 ... 94.0 70.0 12.0 \n",
|
||
"17 11.0 8.0 2.0 3.0 ... 63.0 55.0 20.0 \n",
|
||
"18 7.0 4.0 2.0 2.0 ... 61.0 64.0 7.0 \n",
|
||
"19 10.0 6.0 2.0 2.0 ... 65.0 74.0 11.0 \n",
|
||
"\n",
|
||
" pens_won pens_conceded own_goals ball_recoveries aerials_won \\\n",
|
||
"0 0.0 0.0 0.0 347.0 97.0 \n",
|
||
"1 0.0 1.0 0.0 292.0 47.0 \n",
|
||
"2 0.0 0.0 0.0 332.0 92.0 \n",
|
||
"3 1.0 0.0 0.0 313.0 82.0 \n",
|
||
"4 1.0 0.0 0.0 311.0 96.0 \n",
|
||
"5 0.0 2.0 0.0 325.0 79.0 \n",
|
||
"6 0.0 0.0 0.0 295.0 66.0 \n",
|
||
"7 1.0 0.0 0.0 326.0 116.0 \n",
|
||
"8 0.0 2.0 0.0 248.0 46.0 \n",
|
||
"9 0.0 2.0 1.0 267.0 41.0 \n",
|
||
"10 0.0 1.0 0.0 282.0 66.0 \n",
|
||
"11 0.0 2.0 0.0 295.0 67.0 \n",
|
||
"12 1.0 3.0 0.0 281.0 65.0 \n",
|
||
"13 2.0 0.0 0.0 281.0 74.0 \n",
|
||
"14 1.0 4.0 0.0 254.0 52.0 \n",
|
||
"15 1.0 1.0 1.0 267.0 83.0 \n",
|
||
"16 0.0 0.0 0.0 311.0 120.0 \n",
|
||
"17 2.0 1.0 1.0 299.0 85.0 \n",
|
||
"18 1.0 0.0 0.0 302.0 93.0 \n",
|
||
"19 1.0 0.0 0.0 297.0 68.0 \n",
|
||
"\n",
|
||
" aerials_lost aerials_won_pct \n",
|
||
"0 109.0 47.1 \n",
|
||
"1 73.0 39.2 \n",
|
||
"2 71.0 56.4 \n",
|
||
"3 60.0 57.7 \n",
|
||
"4 75.0 56.1 \n",
|
||
"5 80.0 49.7 \n",
|
||
"6 83.0 44.3 \n",
|
||
"7 117.0 49.8 \n",
|
||
"8 77.0 37.4 \n",
|
||
"9 67.0 38.0 \n",
|
||
"10 53.0 55.5 \n",
|
||
"11 73.0 47.9 \n",
|
||
"12 61.0 51.6 \n",
|
||
"13 56.0 56.9 \n",
|
||
"14 56.0 48.1 \n",
|
||
"15 104.0 44.4 \n",
|
||
"16 82.0 59.4 \n",
|
||
"17 55.0 60.7 \n",
|
||
"18 82.0 53.1 \n",
|
||
"19 101.0 40.2 \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": 16,
|
||
"id": "22ad9be5",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"old_season = ['2020-2021', '2021-2022', '2022-2023']\n",
|
||
"#old_season = ['2022-2023']\n",
|
||
"\n",
|
||
"for s in old_season:\n",
|
||
" comp = 'https://fbref.com/en/comps/11/' + s + '/'\n",
|
||
" statstr = '/' + s + '-Serie-A-Stats'\n",
|
||
" \n",
|
||
" season_short = s[2:4] + s[7:9]\n",
|
||
" \n",
|
||
" df_outfield = get_outfield_data(comp, statstr)\n",
|
||
" df_outfield.to_csv('fbref_data/season' + season_short + '/outfield_players.csv', index=False)\n",
|
||
"\n",
|
||
" df_keeper = get_keeper_data(comp, statstr)\n",
|
||
" df_keeper.to_csv('fbref_data/season' + season_short + '/keepers_players.csv', index=False)\n",
|
||
"\n",
|
||
" df_team = get_team_data(comp, statstr, 'for')\n",
|
||
" df_team.to_csv('fbref_data/season' + season_short + '/teams.csv', index=False)\n",
|
||
"\n",
|
||
" df_vsteam = get_team_data(comp, statstr, 'vs')\n",
|
||
" df_vsteam.to_csv('fbref_data/season' + season_short + '/teams_vs.csv', index=False)\n",
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "d37abd7f",
|
||
"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
|
||
}
|