Giuseppe Musicco
3059 lines
127 KiB
Plaintext
3059 lines
127 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>35-223</td>\n",
|
||
" <td>1988</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>90.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>100.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>Michel Aebischer</td>\n",
|
||
" <td>ch SUI</td>\n",
|
||
" <td>MF</td>\n",
|
||
" <td>Bologna</td>\n",
|
||
" <td>26-258</td>\n",
|
||
" <td>1997</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>347.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>23.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>40.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>Luis Alberto</td>\n",
|
||
" <td>es ESP</td>\n",
|
||
" <td>MF</td>\n",
|
||
" <td>Lazio</td>\n",
|
||
" <td>30-358</td>\n",
|
||
" <td>1992</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>3.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>33.3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>Pontus Almqvist</td>\n",
|
||
" <td>se SWE</td>\n",
|
||
" <td>FW</td>\n",
|
||
" <td>Lecce</td>\n",
|
||
" <td>24-073</td>\n",
|
||
" <td>1999</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>347.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>15.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>Lorenzo Amatucci</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>MF</td>\n",
|
||
" <td>Fiorentina</td>\n",
|
||
" <td>19-228</td>\n",
|
||
" <td>2004</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>16.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>424</th>\n",
|
||
" <td>Joshua Zirkzee</td>\n",
|
||
" <td>nl NED</td>\n",
|
||
" <td>FW</td>\n",
|
||
" <td>Bologna</td>\n",
|
||
" <td>22-122</td>\n",
|
||
" <td>2001</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>356.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>11.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>81.8</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>425</th>\n",
|
||
" <td>Zito</td>\n",
|
||
" <td>ao ANG</td>\n",
|
||
" <td>FW</td>\n",
|
||
" <td>Cagliari</td>\n",
|
||
" <td>21-196</td>\n",
|
||
" <td>2002</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>297.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>16.7</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>426</th>\n",
|
||
" <td>Nadir Zortea</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>DF</td>\n",
|
||
" <td>Atalanta</td>\n",
|
||
" <td>24-094</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>427</th>\n",
|
||
" <td>Milan Đurić</td>\n",
|
||
" <td>ba BIH</td>\n",
|
||
" <td>FW,MF</td>\n",
|
||
" <td>Hellas Verona</td>\n",
|
||
" <td>33-122</td>\n",
|
||
" <td>1990</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>152.0</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>21.0</td>\n",
|
||
" <td>14.0</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>428</th>\n",
|
||
" <td>Mateusz Łęgowski</td>\n",
|
||
" <td>pl POL</td>\n",
|
||
" <td>MF</td>\n",
|
||
" <td>Salernitana</td>\n",
|
||
" <td>20-235</td>\n",
|
||
" <td>2003</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>161.0</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>14.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>44.4</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>429 rows × 115 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" player nationality position team age birth_year \\\n",
|
||
"0 Francesco Acerbi it ITA DF Inter 35-223 1988 \n",
|
||
"1 Michel Aebischer ch SUI MF Bologna 26-258 1997 \n",
|
||
"2 Luis Alberto es ESP MF Lazio 30-358 1992 \n",
|
||
"3 Pontus Almqvist se SWE FW Lecce 24-073 1999 \n",
|
||
"4 Lorenzo Amatucci it ITA MF Fiorentina 19-228 2004 \n",
|
||
".. ... ... ... ... ... ... \n",
|
||
"424 Joshua Zirkzee nl NED FW Bologna 22-122 2001 \n",
|
||
"425 Zito ao ANG FW Cagliari 21-196 2002 \n",
|
||
"426 Nadir Zortea it ITA DF Atalanta 24-094 1999 \n",
|
||
"427 Milan Đurić ba BIH FW,MF Hellas Verona 33-122 1990 \n",
|
||
"428 Mateusz Łęgowski pl POL MF Salernitana 20-235 2003 \n",
|
||
"\n",
|
||
" games games_starts minutes goals ... fouls fouled offsides \\\n",
|
||
"0 1.0 1.0 90.0 0.0 ... 2.0 1.0 0.0 \n",
|
||
"1 4.0 4.0 347.0 0.0 ... 7.0 5.0 0.0 \n",
|
||
"2 4.0 4.0 360.0 2.0 ... 3.0 5.0 0.0 \n",
|
||
"3 4.0 4.0 347.0 1.0 ... 3.0 8.0 1.0 \n",
|
||
"4 1.0 0.0 16.0 0.0 ... 1.0 0.0 0.0 \n",
|
||
".. ... ... ... ... ... ... ... ... \n",
|
||
"424 4.0 4.0 356.0 1.0 ... 3.0 1.0 1.0 \n",
|
||
"425 4.0 3.0 297.0 1.0 ... 3.0 8.0 5.0 \n",
|
||
"426 3.0 0.0 96.0 1.0 ... 3.0 0.0 0.0 \n",
|
||
"427 4.0 1.0 152.0 0.0 ... 7.0 1.0 2.0 \n",
|
||
"428 4.0 2.0 161.0 0.0 ... 3.0 3.0 0.0 \n",
|
||
"\n",
|
||
" pens_won pens_conceded own_goals ball_recoveries aerials_won \\\n",
|
||
"0 0.0 0.0 0.0 4.0 3.0 \n",
|
||
"1 0.0 0.0 0.0 23.0 2.0 \n",
|
||
"2 0.0 0.0 0.0 24.0 2.0 \n",
|
||
"3 1.0 0.0 0.0 15.0 0.0 \n",
|
||
"4 0.0 0.0 0.0 1.0 0.0 \n",
|
||
".. ... ... ... ... ... \n",
|
||
"424 0.0 0.0 0.0 11.0 9.0 \n",
|
||
"425 0.0 0.0 0.0 6.0 1.0 \n",
|
||
"426 0.0 0.0 0.0 4.0 0.0 \n",
|
||
"427 0.0 0.0 0.0 4.0 21.0 \n",
|
||
"428 0.0 0.0 0.0 14.0 4.0 \n",
|
||
"\n",
|
||
" aerials_lost aerials_won_pct \n",
|
||
"0 0.0 100.0 \n",
|
||
"1 3.0 40.0 \n",
|
||
"2 4.0 33.3 \n",
|
||
"3 3.0 0.0 \n",
|
||
"4 1.0 0.0 \n",
|
||
".. ... ... \n",
|
||
"424 2.0 81.8 \n",
|
||
"425 5.0 16.7 \n",
|
||
"426 1.0 0.0 \n",
|
||
"427 14.0 60.0 \n",
|
||
"428 5.0 44.4 \n",
|
||
"\n",
|
||
"[429 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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|
||
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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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|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>Etrit Berisha</td>\n",
|
||
" <td>al ALB</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Empoli</td>\n",
|
||
" <td>34-195</td>\n",
|
||
" <td>1989</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>180.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>27.5</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>22.2</td>\n",
|
||
" <td>27.0</td>\n",
|
||
" <td>23.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>4.3</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>1.00</td>\n",
|
||
" <td>15.7</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>22-027</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>23-082</td>\n",
|
||
" <td>2000</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>90.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>36.8</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>83.3</td>\n",
|
||
" <td>69.2</td>\n",
|
||
" <td>13.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>7.7</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>14.5</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>24-260</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>24-183</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>36-237</td>\n",
|
||
" <td>1987</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>270.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>37.1</td>\n",
|
||
" <td>34.0</td>\n",
|
||
" <td>26.5</td>\n",
|
||
" <td>28.1</td>\n",
|
||
" <td>46.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>4.3</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>1.00</td>\n",
|
||
" <td>14.5</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>29-085</td>\n",
|
||
" <td>1994</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>90.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>37.1</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>33.3</td>\n",
|
||
" <td>34.6</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>7.00</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>26-056</td>\n",
|
||
" <td>1997</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>270.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>28.7</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>40.9</td>\n",
|
||
" <td>40.3</td>\n",
|
||
" <td>45.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>4.4</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.67</td>\n",
|
||
" <td>11.7</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>28-162</td>\n",
|
||
" <td>1995</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>31.0</td>\n",
|
||
" <td>42.0</td>\n",
|
||
" <td>52.4</td>\n",
|
||
" <td>38.7</td>\n",
|
||
" <td>54.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>3.7</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.50</td>\n",
|
||
" <td>10.3</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>28-080</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>25-117</td>\n",
|
||
" <td>1998</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>39.7</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>95.5</td>\n",
|
||
" <td>62.5</td>\n",
|
||
" <td>75.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>10.7</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.50</td>\n",
|
||
" <td>9.3</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>26-183</td>\n",
|
||
" <td>1997</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>24.7</td>\n",
|
||
" <td>11.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>20.4</td>\n",
|
||
" <td>27.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>3.7</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>1.75</td>\n",
|
||
" <td>18.2</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>26-213</td>\n",
|
||
" <td>1997</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>38.1</td>\n",
|
||
" <td>36.0</td>\n",
|
||
" <td>75.0</td>\n",
|
||
" <td>61.3</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>9.1</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>1.25</td>\n",
|
||
" <td>15.8</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>27-213</td>\n",
|
||
" <td>1996</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>42.9</td>\n",
|
||
" <td>35.0</td>\n",
|
||
" <td>88.6</td>\n",
|
||
" <td>62.7</td>\n",
|
||
" <td>54.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.9</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>2.00</td>\n",
|
||
" <td>19.4</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>29-138</td>\n",
|
||
" <td>1994</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>270.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>29.3</td>\n",
|
||
" <td>18.0</td>\n",
|
||
" <td>55.6</td>\n",
|
||
" <td>46.1</td>\n",
|
||
" <td>28.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>7.1</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>2.67</td>\n",
|
||
" <td>22.0</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>38-070</td>\n",
|
||
" <td>1985</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>360.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>35.9</td>\n",
|
||
" <td>35.0</td>\n",
|
||
" <td>54.3</td>\n",
|
||
" <td>43.6</td>\n",
|
||
" <td>63.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>6.3</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.25</td>\n",
|
||
" <td>7.8</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>35-218</td>\n",
|
||
" <td>1988</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>29.3</td>\n",
|
||
" <td>17.0</td>\n",
|
||
" <td>11.8</td>\n",
|
||
" <td>22.1</td>\n",
|
||
" <td>34.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>5.9</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.50</td>\n",
|
||
" <td>12.2</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>30-315</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>26-031</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>29-188</td>\n",
|
||
" <td>1994</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>26.4</td>\n",
|
||
" <td>15.0</td>\n",
|
||
" <td>20.0</td>\n",
|
||
" <td>27.9</td>\n",
|
||
" <td>48.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>4.2</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>1.50</td>\n",
|
||
" <td>15.7</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>27-118</td>\n",
|
||
" <td>1996</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>37.8</td>\n",
|
||
" <td>40.0</td>\n",
|
||
" <td>65.0</td>\n",
|
||
" <td>50.0</td>\n",
|
||
" <td>62.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>6.5</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>0.75</td>\n",
|
||
" <td>12.5</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>32-203</td>\n",
|
||
" <td>1991</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>29.7</td>\n",
|
||
" <td>32.0</td>\n",
|
||
" <td>31.3</td>\n",
|
||
" <td>35.4</td>\n",
|
||
" <td>49.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>0.75</td>\n",
|
||
" <td>14.0</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>32-139</td>\n",
|
||
" <td>1991</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>32.1</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>31.8</td>\n",
|
||
" <td>34.2</td>\n",
|
||
" <td>57.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>3.5</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.50</td>\n",
|
||
" <td>11.5</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>34-278</td>\n",
|
||
" <td>1988</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>360.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>30.8</td>\n",
|
||
" <td>29.0</td>\n",
|
||
" <td>20.7</td>\n",
|
||
" <td>28.3</td>\n",
|
||
" <td>41.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>4.9</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>6.5</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>21-171</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>Wojciech Szczęsny</td>\n",
|
||
" <td>pl POL</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Juventus</td>\n",
|
||
" <td>33-156</td>\n",
|
||
" <td>1990</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>33.1</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>66.7</td>\n",
|
||
" <td>52.0</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>9.6</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>26</th>\n",
|
||
" <td>Pietro Terracciano</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Fiorentina</td>\n",
|
||
" <td>33-197</td>\n",
|
||
" <td>1990</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>33.1</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>11.1</td>\n",
|
||
" <td>25.0</td>\n",
|
||
" <td>16.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>6.3</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.50</td>\n",
|
||
" <td>13.7</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>27</th>\n",
|
||
" <td>Stefano Turati</td>\n",
|
||
" <td>it ITA</td>\n",
|
||
" <td>GK</td>\n",
|
||
" <td>Frosinone</td>\n",
|
||
" <td>22-016</td>\n",
|
||
" <td>2001</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>270.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>26.0</td>\n",
|
||
" <td>13.0</td>\n",
|
||
" <td>53.8</td>\n",
|
||
" <td>41.7</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>6.1</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>1.00</td>\n",
|
||
" <td>16.3</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>28 rows × 47 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" player nationality position team age \\\n",
|
||
"0 Etrit Berisha al ALB GK Empoli 34-195 \n",
|
||
"1 Elia Caprile it ITA GK Empoli 22-027 \n",
|
||
"2 Marco Carnesecchi it ITA GK Atalanta 23-082 \n",
|
||
"3 Michele Cerofolini it ITA GK Frosinone 24-260 \n",
|
||
"4 Oliver Christensen dk DEN GK Fiorentina 24-183 \n",
|
||
"5 Andrea Consigli it ITA GK Sassuolo 36-237 \n",
|
||
"6 Alessio Cragno it ITA GK Sassuolo 29-085 \n",
|
||
"7 Michele Di Gregorio it ITA GK Monza 26-056 \n",
|
||
"8 Wladimiro Falcone it ITA GK Lecce 28-162 \n",
|
||
"9 Mike Maignan fr FRA GK Milan 28-080 \n",
|
||
"10 Josep Martinez es ESP GK Genoa 25-117 \n",
|
||
"11 Alex Meret it ITA GK Napoli 26-183 \n",
|
||
"12 Vanja Milinković-Savić rs SRB GK Torino 26-213 \n",
|
||
"13 Lorenzo Montipò it ITA GK Hellas Verona 27-213 \n",
|
||
"14 Juan Musso ar ARG GK Atalanta 29-138 \n",
|
||
"15 Guillermo Ochoa mx MEX GK Salernitana 38-070 \n",
|
||
"16 Rui Patrício pt POR GK Roma 35-218 \n",
|
||
"17 Mattia Perin it ITA GK Juventus 30-315 \n",
|
||
"18 Samuele Perisan it ITA GK Empoli 26-031 \n",
|
||
"19 Ivan Provedel it ITA GK Lazio 29-188 \n",
|
||
"20 Boris Radunović rs SRB GK Cagliari 27-118 \n",
|
||
"21 Marco Silvestri it ITA GK Udinese 32-203 \n",
|
||
"22 Łukasz Skorupski pl POL GK Bologna 32-139 \n",
|
||
"23 Yann Sommer ch SUI GK Inter 34-278 \n",
|
||
"24 Alessandro Sorrentino it ITA GK Monza 21-171 \n",
|
||
"25 Wojciech Szczęsny pl POL GK Juventus 33-156 \n",
|
||
"26 Pietro Terracciano it ITA GK Fiorentina 33-197 \n",
|
||
"27 Stefano Turati it ITA GK Frosinone 22-016 \n",
|
||
"\n",
|
||
" birth_year gk_games gk_games_starts gk_minutes gk_goals_against ... \\\n",
|
||
"0 1989 2.0 2.0 180.0 9.0 ... \n",
|
||
"1 2001 1.0 1.0 90.0 1.0 ... \n",
|
||
"2 2000 1.0 1.0 90.0 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 3.0 3.0 270.0 5.0 ... \n",
|
||
"6 1994 1.0 1.0 90.0 4.0 ... \n",
|
||
"7 1997 3.0 3.0 270.0 5.0 ... \n",
|
||
"8 1995 4.0 4.0 360.0 4.0 ... \n",
|
||
"9 1995 4.0 4.0 360.0 7.0 ... \n",
|
||
"10 1998 4.0 4.0 360.0 7.0 ... \n",
|
||
"11 1997 4.0 4.0 360.0 5.0 ... \n",
|
||
"12 1997 4.0 4.0 360.0 4.0 ... \n",
|
||
"13 1996 4.0 4.0 360.0 4.0 ... \n",
|
||
"14 1994 3.0 3.0 270.0 2.0 ... \n",
|
||
"15 1985 4.0 4.0 360.0 8.0 ... \n",
|
||
"16 1988 4.0 4.0 360.0 6.0 ... \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 4.0 4.0 360.0 7.0 ... \n",
|
||
"20 1996 4.0 4.0 360.0 4.0 ... \n",
|
||
"21 1991 4.0 4.0 360.0 4.0 ... \n",
|
||
"22 1991 4.0 4.0 360.0 4.0 ... \n",
|
||
"23 1988 4.0 4.0 360.0 1.0 ... \n",
|
||
"24 2002 1.0 1.0 90.0 1.0 ... \n",
|
||
"25 1990 2.0 2.0 180.0 1.0 ... \n",
|
||
"26 1990 2.0 2.0 180.0 3.0 ... \n",
|
||
"27 2001 3.0 3.0 270.0 5.0 ... \n",
|
||
"\n",
|
||
" gk_passes_length_avg gk_goal_kicks gk_pct_goal_kicks_launched \\\n",
|
||
"0 27.5 9.0 22.2 \n",
|
||
"1 42.6 4.0 50.0 \n",
|
||
"2 36.8 6.0 83.3 \n",
|
||
"3 38.3 5.0 60.0 \n",
|
||
"4 33.2 8.0 62.5 \n",
|
||
"5 37.1 34.0 26.5 \n",
|
||
"6 37.1 9.0 33.3 \n",
|
||
"7 28.7 22.0 40.9 \n",
|
||
"8 31.0 42.0 52.4 \n",
|
||
"9 29.2 23.0 60.9 \n",
|
||
"10 39.7 22.0 95.5 \n",
|
||
"11 24.7 11.0 0.0 \n",
|
||
"12 38.1 36.0 75.0 \n",
|
||
"13 42.9 35.0 88.6 \n",
|
||
"14 29.3 18.0 55.6 \n",
|
||
"15 35.9 35.0 54.3 \n",
|
||
"16 29.3 17.0 11.8 \n",
|
||
"17 29.1 11.0 9.1 \n",
|
||
"18 26.3 12.0 16.7 \n",
|
||
"19 26.4 15.0 20.0 \n",
|
||
"20 37.8 40.0 65.0 \n",
|
||
"21 29.7 32.0 31.3 \n",
|
||
"22 32.1 22.0 31.8 \n",
|
||
"23 30.8 29.0 20.7 \n",
|
||
"24 21.0 2.0 0.0 \n",
|
||
"25 33.1 6.0 66.7 \n",
|
||
"26 33.1 9.0 11.1 \n",
|
||
"27 26.0 13.0 53.8 \n",
|
||
"\n",
|
||
" gk_goal_kick_length_avg gk_crosses gk_crosses_stopped \\\n",
|
||
"0 27.0 23.0 1.0 \n",
|
||
"1 50.3 10.0 2.0 \n",
|
||
"2 69.2 13.0 1.0 \n",
|
||
"3 45.8 18.0 0.0 \n",
|
||
"4 49.4 15.0 0.0 \n",
|
||
"5 28.1 46.0 2.0 \n",
|
||
"6 34.6 9.0 0.0 \n",
|
||
"7 40.3 45.0 2.0 \n",
|
||
"8 38.7 54.0 2.0 \n",
|
||
"9 47.0 52.0 12.0 \n",
|
||
"10 62.5 75.0 8.0 \n",
|
||
"11 20.4 27.0 1.0 \n",
|
||
"12 61.3 33.0 3.0 \n",
|
||
"13 62.7 54.0 1.0 \n",
|
||
"14 46.1 28.0 2.0 \n",
|
||
"15 43.6 63.0 4.0 \n",
|
||
"16 22.1 34.0 2.0 \n",
|
||
"17 18.9 26.0 2.0 \n",
|
||
"18 29.6 18.0 0.0 \n",
|
||
"19 27.9 48.0 2.0 \n",
|
||
"20 50.0 62.0 4.0 \n",
|
||
"21 35.4 49.0 0.0 \n",
|
||
"22 34.2 57.0 2.0 \n",
|
||
"23 28.3 41.0 2.0 \n",
|
||
"24 23.0 8.0 1.0 \n",
|
||
"25 52.0 33.0 1.0 \n",
|
||
"26 25.0 16.0 1.0 \n",
|
||
"27 41.7 33.0 2.0 \n",
|
||
"\n",
|
||
" gk_crosses_stopped_pct gk_def_actions_outside_pen_area \\\n",
|
||
"0 4.3 2.0 \n",
|
||
"1 20.0 2.0 \n",
|
||
"2 7.7 0.0 \n",
|
||
"3 0.0 0.0 \n",
|
||
"4 0.0 3.0 \n",
|
||
"5 4.3 3.0 \n",
|
||
"6 0.0 7.0 \n",
|
||
"7 4.4 2.0 \n",
|
||
"8 3.7 2.0 \n",
|
||
"9 23.1 3.0 \n",
|
||
"10 10.7 2.0 \n",
|
||
"11 3.7 7.0 \n",
|
||
"12 9.1 5.0 \n",
|
||
"13 1.9 8.0 \n",
|
||
"14 7.1 8.0 \n",
|
||
"15 6.3 1.0 \n",
|
||
"16 5.9 2.0 \n",
|
||
"17 7.7 2.0 \n",
|
||
"18 0.0 1.0 \n",
|
||
"19 4.2 6.0 \n",
|
||
"20 6.5 3.0 \n",
|
||
"21 0.0 3.0 \n",
|
||
"22 3.5 2.0 \n",
|
||
"23 4.9 0.0 \n",
|
||
"24 12.5 0.0 \n",
|
||
"25 3.0 0.0 \n",
|
||
"26 6.3 1.0 \n",
|
||
"27 6.1 3.0 \n",
|
||
"\n",
|
||
" gk_def_actions_outside_pen_area_per90 gk_avg_distance_def_actions \n",
|
||
"0 1.00 15.7 \n",
|
||
"1 2.00 12.4 \n",
|
||
"2 0.00 14.5 \n",
|
||
"3 0.00 0.0 \n",
|
||
"4 1.50 22.0 \n",
|
||
"5 1.00 14.5 \n",
|
||
"6 7.00 28.9 \n",
|
||
"7 0.67 11.7 \n",
|
||
"8 0.50 10.3 \n",
|
||
"9 0.75 9.8 \n",
|
||
"10 0.50 9.3 \n",
|
||
"11 1.75 18.2 \n",
|
||
"12 1.25 15.8 \n",
|
||
"13 2.00 19.4 \n",
|
||
"14 2.67 22.0 \n",
|
||
"15 0.25 7.8 \n",
|
||
"16 0.50 12.2 \n",
|
||
"17 1.00 15.0 \n",
|
||
"18 1.00 21.0 \n",
|
||
"19 1.50 15.7 \n",
|
||
"20 0.75 12.5 \n",
|
||
"21 0.75 14.0 \n",
|
||
"22 0.50 11.5 \n",
|
||
"23 0.00 6.5 \n",
|
||
"24 0.00 9.0 \n",
|
||
"25 0.00 9.6 \n",
|
||
"26 0.50 13.7 \n",
|
||
"27 1.00 16.3 \n",
|
||
"\n",
|
||
"[28 rows x 47 columns]"
|
||
]
|
||
},
|
||
"execution_count": 4,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df_keeper = get_keeper_data('https://fbref.com/en/comps/11/','/Serie-A-Stats')\n",
|
||
"\n",
|
||
"df_keeper.to_csv('fbref_data/keepers_players.csv', index=False)\n",
|
||
"\n",
|
||
"df_keeper"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 5,
|
||
"id": "b9924851",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<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>23.0</td>\n",
|
||
" <td>49.5</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>360.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>48.0</td>\n",
|
||
" <td>34.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>232.0</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>65.0</td>\n",
|
||
" <td>48.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>Bologna</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>56.5</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>360.0</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>42.0</td>\n",
|
||
" <td>41.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>205.0</td>\n",
|
||
" <td>46.0</td>\n",
|
||
" <td>34.0</td>\n",
|
||
" <td>57.5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>Cagliari</td>\n",
|
||
" <td>21.0</td>\n",
|
||
" <td>37.8</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>360.0</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>46.0</td>\n",
|
||
" <td>35.0</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>241.0</td>\n",
|
||
" <td>51.0</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>45.9</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>Empoli</td>\n",
|
||
" <td>27.0</td>\n",
|
||
" <td>47.8</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>360.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>43.0</td>\n",
|
||
" <td>59.0</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>176.0</td>\n",
|
||
" <td>39.0</td>\n",
|
||
" <td>54.0</td>\n",
|
||
" <td>41.9</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>Fiorentina</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>61.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>360.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>49.0</td>\n",
|
||
" <td>52.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>196.0</td>\n",
|
||
" <td>53.0</td>\n",
|
||
" <td>56.0</td>\n",
|
||
" <td>48.6</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>Frosinone</td>\n",
|
||
" <td>23.0</td>\n",
|
||
" <td>48.3</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>360.0</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>43.0</td>\n",
|
||
" <td>49.0</td>\n",
|
||
" <td>11.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>202.0</td>\n",
|
||
" <td>52.0</td>\n",
|
||
" <td>53.0</td>\n",
|
||
" <td>49.5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6</th>\n",
|
||
" <td>Genoa</td>\n",
|
||
" <td>19.0</td>\n",
|
||
" <td>33.3</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>360.0</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>51.0</td>\n",
|
||
" <td>35.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>177.0</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>46.0</td>\n",
|
||
" <td>56.6</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>7</th>\n",
|
||
" <td>Hellas Verona</td>\n",
|
||
" <td>21.0</td>\n",
|
||
" <td>43.5</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>360.0</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>66.0</td>\n",
|
||
" <td>46.0</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>207.0</td>\n",
|
||
" <td>82.0</td>\n",
|
||
" <td>71.0</td>\n",
|
||
" <td>53.6</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8</th>\n",
|
||
" <td>Inter</td>\n",
|
||
" <td>19.0</td>\n",
|
||
" <td>48.8</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>360.0</td>\n",
|
||
" <td>13.0</td>\n",
|
||
" <td>11.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>47.0</td>\n",
|
||
" <td>45.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>187.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>30.0</td>\n",
|
||
" <td>59.5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9</th>\n",
|
||
" <td>Juventus</td>\n",
|
||
" <td>21.0</td>\n",
|
||
" <td>48.8</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>360.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>51.0</td>\n",
|
||
" <td>48.0</td>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>181.0</td>\n",
|
||
" <td>38.0</td>\n",
|
||
" <td>26.0</td>\n",
|
||
" <td>59.4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10</th>\n",
|
||
" <td>Lazio</td>\n",
|
||
" <td>20.0</td>\n",
|
||
" <td>56.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>360.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>47.0</td>\n",
|
||
" <td>46.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>188.0</td>\n",
|
||
" <td>30.0</td>\n",
|
||
" <td>51.0</td>\n",
|
||
" <td>37.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>11</th>\n",
|
||
" <td>Lecce</td>\n",
|
||
" <td>19.0</td>\n",
|
||
" <td>43.5</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>360.0</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>55.0</td>\n",
|
||
" <td>62.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>191.0</td>\n",
|
||
" <td>54.0</td>\n",
|
||
" <td>43.0</td>\n",
|
||
" <td>55.7</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>12</th>\n",
|
||
" <td>Milan</td>\n",
|
||
" <td>19.0</td>\n",
|
||
" <td>55.3</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>360.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>45.0</td>\n",
|
||
" <td>53.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>169.0</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>42.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13</th>\n",
|
||
" <td>Monza</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>56.8</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>360.0</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>53.0</td>\n",
|
||
" <td>35.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>175.0</td>\n",
|
||
" <td>37.0</td>\n",
|
||
" <td>45.0</td>\n",
|
||
" <td>45.1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>14</th>\n",
|
||
" <td>Napoli</td>\n",
|
||
" <td>19.0</td>\n",
|
||
" <td>61.8</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>360.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>42.0</td>\n",
|
||
" <td>39.0</td>\n",
|
||
" <td>14.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>208.0</td>\n",
|
||
" <td>47.0</td>\n",
|
||
" <td>35.0</td>\n",
|
||
" <td>57.3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>15</th>\n",
|
||
" <td>Roma</td>\n",
|
||
" <td>23.0</td>\n",
|
||
" <td>57.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>360.0</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>53.0</td>\n",
|
||
" <td>45.0</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>196.0</td>\n",
|
||
" <td>76.0</td>\n",
|
||
" <td>54.0</td>\n",
|
||
" <td>58.5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>16</th>\n",
|
||
" <td>Salernitana</td>\n",
|
||
" <td>21.0</td>\n",
|
||
" <td>51.5</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>360.0</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>48.0</td>\n",
|
||
" <td>62.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>183.0</td>\n",
|
||
" <td>54.0</td>\n",
|
||
" <td>86.0</td>\n",
|
||
" <td>38.6</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>17</th>\n",
|
||
" <td>Sassuolo</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>43.5</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>360.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>36.0</td>\n",
|
||
" <td>41.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>171.0</td>\n",
|
||
" <td>37.0</td>\n",
|
||
" <td>50.0</td>\n",
|
||
" <td>42.5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>18</th>\n",
|
||
" <td>Torino</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>51.3</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>360.0</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>53.0</td>\n",
|
||
" <td>43.0</td>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>193.0</td>\n",
|
||
" <td>59.0</td>\n",
|
||
" <td>63.0</td>\n",
|
||
" <td>48.4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>19</th>\n",
|
||
" <td>Udinese</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>48.5</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>360.0</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>56.0</td>\n",
|
||
" <td>42.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>203.0</td>\n",
|
||
" <td>64.0</td>\n",
|
||
" <td>52.0</td>\n",
|
||
" <td>55.2</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 Atalanta 23.0 49.5 4.0 44.0 360.0 \n",
|
||
"1 Bologna 22.0 56.5 4.0 44.0 360.0 \n",
|
||
"2 Cagliari 21.0 37.8 4.0 44.0 360.0 \n",
|
||
"3 Empoli 27.0 47.8 4.0 44.0 360.0 \n",
|
||
"4 Fiorentina 22.0 61.0 4.0 44.0 360.0 \n",
|
||
"5 Frosinone 23.0 48.3 4.0 44.0 360.0 \n",
|
||
"6 Genoa 19.0 33.3 4.0 44.0 360.0 \n",
|
||
"7 Hellas Verona 21.0 43.5 4.0 44.0 360.0 \n",
|
||
"8 Inter 19.0 48.8 4.0 44.0 360.0 \n",
|
||
"9 Juventus 21.0 48.8 4.0 44.0 360.0 \n",
|
||
"10 Lazio 20.0 56.0 4.0 44.0 360.0 \n",
|
||
"11 Lecce 19.0 43.5 4.0 44.0 360.0 \n",
|
||
"12 Milan 19.0 55.3 4.0 44.0 360.0 \n",
|
||
"13 Monza 22.0 56.8 4.0 44.0 360.0 \n",
|
||
"14 Napoli 19.0 61.8 4.0 44.0 360.0 \n",
|
||
"15 Roma 23.0 57.0 4.0 44.0 360.0 \n",
|
||
"16 Salernitana 21.0 51.5 4.0 44.0 360.0 \n",
|
||
"17 Sassuolo 24.0 43.5 4.0 44.0 360.0 \n",
|
||
"18 Torino 22.0 51.3 4.0 44.0 360.0 \n",
|
||
"19 Udinese 22.0 48.5 4.0 44.0 360.0 \n",
|
||
"\n",
|
||
" goals assists pens_made pens_att ... fouls fouled offsides \\\n",
|
||
"0 8.0 8.0 0.0 0.0 ... 48.0 34.0 9.0 \n",
|
||
"1 3.0 2.0 0.0 1.0 ... 42.0 41.0 4.0 \n",
|
||
"2 1.0 1.0 0.0 0.0 ... 46.0 35.0 7.0 \n",
|
||
"3 0.0 0.0 0.0 0.0 ... 43.0 59.0 7.0 \n",
|
||
"4 9.0 7.0 0.0 0.0 ... 49.0 52.0 4.0 \n",
|
||
"5 7.0 4.0 2.0 2.0 ... 43.0 49.0 11.0 \n",
|
||
"6 4.0 3.0 0.0 0.0 ... 51.0 35.0 5.0 \n",
|
||
"7 4.0 2.0 0.0 0.0 ... 66.0 46.0 12.0 \n",
|
||
"8 13.0 11.0 2.0 2.0 ... 47.0 45.0 5.0 \n",
|
||
"9 9.0 7.0 1.0 2.0 ... 51.0 48.0 10.0 \n",
|
||
"10 4.0 4.0 0.0 0.0 ... 47.0 46.0 4.0 \n",
|
||
"11 7.0 5.0 2.0 2.0 ... 55.0 62.0 3.0 \n",
|
||
"12 9.0 6.0 3.0 3.0 ... 45.0 53.0 6.0 \n",
|
||
"13 3.0 3.0 0.0 0.0 ... 53.0 35.0 5.0 \n",
|
||
"14 8.0 5.0 1.0 2.0 ... 42.0 39.0 14.0 \n",
|
||
"15 10.0 8.0 1.0 1.0 ... 53.0 45.0 7.0 \n",
|
||
"16 3.0 3.0 0.0 0.0 ... 48.0 62.0 5.0 \n",
|
||
"17 5.0 4.0 1.0 1.0 ... 36.0 41.0 3.0 \n",
|
||
"18 5.0 3.0 0.0 0.0 ... 53.0 43.0 10.0 \n",
|
||
"19 1.0 1.0 0.0 0.0 ... 56.0 42.0 5.0 \n",
|
||
"\n",
|
||
" pens_won pens_conceded own_goals ball_recoveries aerials_won \\\n",
|
||
"0 0.0 0.0 0.0 232.0 60.0 \n",
|
||
"1 0.0 0.0 0.0 205.0 46.0 \n",
|
||
"2 0.0 1.0 0.0 241.0 51.0 \n",
|
||
"3 0.0 2.0 1.0 176.0 39.0 \n",
|
||
"4 0.0 1.0 0.0 196.0 53.0 \n",
|
||
"5 2.0 0.0 0.0 202.0 52.0 \n",
|
||
"6 0.0 0.0 0.0 177.0 60.0 \n",
|
||
"7 0.0 1.0 0.0 207.0 82.0 \n",
|
||
"8 2.0 0.0 0.0 187.0 44.0 \n",
|
||
"9 1.0 0.0 0.0 181.0 38.0 \n",
|
||
"10 0.0 0.0 0.0 188.0 30.0 \n",
|
||
"11 1.0 0.0 0.0 191.0 54.0 \n",
|
||
"12 2.0 1.0 0.0 169.0 33.0 \n",
|
||
"13 0.0 1.0 0.0 175.0 37.0 \n",
|
||
"14 1.0 1.0 0.0 208.0 47.0 \n",
|
||
"15 0.0 1.0 0.0 196.0 76.0 \n",
|
||
"16 0.0 1.0 0.0 183.0 54.0 \n",
|
||
"17 1.0 3.0 0.0 171.0 37.0 \n",
|
||
"18 0.0 2.0 0.0 193.0 59.0 \n",
|
||
"19 0.0 1.0 0.0 203.0 64.0 \n",
|
||
"\n",
|
||
" aerials_lost aerials_won_pct \n",
|
||
"0 65.0 48.0 \n",
|
||
"1 34.0 57.5 \n",
|
||
"2 60.0 45.9 \n",
|
||
"3 54.0 41.9 \n",
|
||
"4 56.0 48.6 \n",
|
||
"5 53.0 49.5 \n",
|
||
"6 46.0 56.6 \n",
|
||
"7 71.0 53.6 \n",
|
||
"8 30.0 59.5 \n",
|
||
"9 26.0 59.4 \n",
|
||
"10 51.0 37.0 \n",
|
||
"11 43.0 55.7 \n",
|
||
"12 42.0 44.0 \n",
|
||
"13 45.0 45.1 \n",
|
||
"14 35.0 57.3 \n",
|
||
"15 54.0 58.5 \n",
|
||
"16 86.0 38.6 \n",
|
||
"17 50.0 42.5 \n",
|
||
"18 63.0 48.4 \n",
|
||
"19 52.0 55.2 \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>23.0</td>\n",
|
||
" <td>50.5</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>360.0</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>36.0</td>\n",
|
||
" <td>47.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>212.0</td>\n",
|
||
" <td>65.0</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>52.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>vs Bologna</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>43.5</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>360.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>50.0</td>\n",
|
||
" <td>40.0</td>\n",
|
||
" <td>12.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>207.0</td>\n",
|
||
" <td>34.0</td>\n",
|
||
" <td>46.0</td>\n",
|
||
" <td>42.5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>vs Cagliari</td>\n",
|
||
" <td>21.0</td>\n",
|
||
" <td>62.3</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>360.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>38.0</td>\n",
|
||
" <td>41.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>220.0</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>51.0</td>\n",
|
||
" <td>54.1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>vs Empoli</td>\n",
|
||
" <td>27.0</td>\n",
|
||
" <td>52.3</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>360.0</td>\n",
|
||
" <td>11.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>42.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>203.0</td>\n",
|
||
" <td>54.0</td>\n",
|
||
" <td>39.0</td>\n",
|
||
" <td>58.1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>vs Fiorentina</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>39.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>360.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>56.0</td>\n",
|
||
" <td>43.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>202.0</td>\n",
|
||
" <td>56.0</td>\n",
|
||
" <td>53.0</td>\n",
|
||
" <td>51.4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>vs Frosinone</td>\n",
|
||
" <td>23.0</td>\n",
|
||
" <td>51.8</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>360.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>50.0</td>\n",
|
||
" <td>39.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>212.0</td>\n",
|
||
" <td>53.0</td>\n",
|
||
" <td>52.0</td>\n",
|
||
" <td>50.5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6</th>\n",
|
||
" <td>vs Genoa</td>\n",
|
||
" <td>19.0</td>\n",
|
||
" <td>66.8</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>360.0</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>43.0</td>\n",
|
||
" <td>43.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>200.0</td>\n",
|
||
" <td>46.0</td>\n",
|
||
" <td>60.0</td>\n",
|
||
" <td>43.4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>7</th>\n",
|
||
" <td>vs Hellas Verona</td>\n",
|
||
" <td>21.0</td>\n",
|
||
" <td>56.5</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>360.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>47.0</td>\n",
|
||
" <td>63.0</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>190.0</td>\n",
|
||
" <td>71.0</td>\n",
|
||
" <td>82.0</td>\n",
|
||
" <td>46.4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8</th>\n",
|
||
" <td>vs Inter</td>\n",
|
||
" <td>19.0</td>\n",
|
||
" <td>51.3</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>360.0</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>47.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>163.0</td>\n",
|
||
" <td>30.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>40.5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9</th>\n",
|
||
" <td>vs Juventus</td>\n",
|
||
" <td>21.0</td>\n",
|
||
" <td>51.3</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>360.0</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>52.0</td>\n",
|
||
" <td>49.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>173.0</td>\n",
|
||
" <td>26.0</td>\n",
|
||
" <td>38.0</td>\n",
|
||
" <td>40.6</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10</th>\n",
|
||
" <td>vs Lazio</td>\n",
|
||
" <td>20.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>360.0</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>49.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>196.0</td>\n",
|
||
" <td>51.0</td>\n",
|
||
" <td>30.0</td>\n",
|
||
" <td>63.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>11</th>\n",
|
||
" <td>vs Lecce</td>\n",
|
||
" <td>19.0</td>\n",
|
||
" <td>56.5</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>360.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>64.0</td>\n",
|
||
" <td>53.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>203.0</td>\n",
|
||
" <td>43.0</td>\n",
|
||
" <td>54.0</td>\n",
|
||
" <td>44.3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>12</th>\n",
|
||
" <td>vs Milan</td>\n",
|
||
" <td>19.0</td>\n",
|
||
" <td>44.8</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>360.0</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>56.0</td>\n",
|
||
" <td>43.0</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>176.0</td>\n",
|
||
" <td>42.0</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>56.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13</th>\n",
|
||
" <td>vs Monza</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>43.3</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>360.0</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>37.0</td>\n",
|
||
" <td>52.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>187.0</td>\n",
|
||
" <td>45.0</td>\n",
|
||
" <td>37.0</td>\n",
|
||
" <td>54.9</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>14</th>\n",
|
||
" <td>vs Napoli</td>\n",
|
||
" <td>19.0</td>\n",
|
||
" <td>38.3</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>360.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>47.0</td>\n",
|
||
" <td>39.0</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>173.0</td>\n",
|
||
" <td>35.0</td>\n",
|
||
" <td>47.0</td>\n",
|
||
" <td>42.7</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>15</th>\n",
|
||
" <td>vs Roma</td>\n",
|
||
" <td>23.0</td>\n",
|
||
" <td>43.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>360.0</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>46.0</td>\n",
|
||
" <td>51.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>159.0</td>\n",
|
||
" <td>54.0</td>\n",
|
||
" <td>76.0</td>\n",
|
||
" <td>41.5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>16</th>\n",
|
||
" <td>vs Salernitana</td>\n",
|
||
" <td>21.0</td>\n",
|
||
" <td>48.5</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>360.0</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>64.0</td>\n",
|
||
" <td>46.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>203.0</td>\n",
|
||
" <td>86.0</td>\n",
|
||
" <td>54.0</td>\n",
|
||
" <td>61.4</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>17</th>\n",
|
||
" <td>vs Sassuolo</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>56.5</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>360.0</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>45.0</td>\n",
|
||
" <td>34.0</td>\n",
|
||
" <td>15.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>207.0</td>\n",
|
||
" <td>50.0</td>\n",
|
||
" <td>37.0</td>\n",
|
||
" <td>57.5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>18</th>\n",
|
||
" <td>vs Torino</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>48.8</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>360.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>48.0</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>207.0</td>\n",
|
||
" <td>63.0</td>\n",
|
||
" <td>59.0</td>\n",
|
||
" <td>51.6</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>19</th>\n",
|
||
" <td>vs Udinese</td>\n",
|
||
" <td>22.0</td>\n",
|
||
" <td>51.5</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>360.0</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>43.0</td>\n",
|
||
" <td>51.0</td>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>188.0</td>\n",
|
||
" <td>52.0</td>\n",
|
||
" <td>64.0</td>\n",
|
||
" <td>44.8</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 vs Atalanta 23.0 50.5 4.0 44.0 360.0 \n",
|
||
"1 vs Bologna 22.0 43.5 4.0 44.0 360.0 \n",
|
||
"2 vs Cagliari 21.0 62.3 4.0 44.0 360.0 \n",
|
||
"3 vs Empoli 27.0 52.3 4.0 44.0 360.0 \n",
|
||
"4 vs Fiorentina 22.0 39.0 4.0 44.0 360.0 \n",
|
||
"5 vs Frosinone 23.0 51.8 4.0 44.0 360.0 \n",
|
||
"6 vs Genoa 19.0 66.8 4.0 44.0 360.0 \n",
|
||
"7 vs Hellas Verona 21.0 56.5 4.0 44.0 360.0 \n",
|
||
"8 vs Inter 19.0 51.3 4.0 44.0 360.0 \n",
|
||
"9 vs Juventus 21.0 51.3 4.0 44.0 360.0 \n",
|
||
"10 vs Lazio 20.0 44.0 4.0 44.0 360.0 \n",
|
||
"11 vs Lecce 19.0 56.5 4.0 44.0 360.0 \n",
|
||
"12 vs Milan 19.0 44.8 4.0 44.0 360.0 \n",
|
||
"13 vs Monza 22.0 43.3 4.0 44.0 360.0 \n",
|
||
"14 vs Napoli 19.0 38.3 4.0 44.0 360.0 \n",
|
||
"15 vs Roma 23.0 43.0 4.0 44.0 360.0 \n",
|
||
"16 vs Salernitana 21.0 48.5 4.0 44.0 360.0 \n",
|
||
"17 vs Sassuolo 24.0 56.5 4.0 44.0 360.0 \n",
|
||
"18 vs Torino 22.0 48.8 4.0 44.0 360.0 \n",
|
||
"19 vs Udinese 22.0 51.5 4.0 44.0 360.0 \n",
|
||
"\n",
|
||
" goals assists pens_made pens_att ... fouls fouled offsides \\\n",
|
||
"0 5.0 4.0 0.0 0.0 ... 36.0 47.0 2.0 \n",
|
||
"1 4.0 4.0 0.0 0.0 ... 50.0 40.0 12.0 \n",
|
||
"2 4.0 3.0 0.0 1.0 ... 38.0 41.0 5.0 \n",
|
||
"3 11.0 8.0 1.0 2.0 ... 60.0 42.0 8.0 \n",
|
||
"4 9.0 8.0 1.0 1.0 ... 56.0 43.0 5.0 \n",
|
||
"5 6.0 5.0 0.0 0.0 ... 50.0 39.0 6.0 \n",
|
||
"6 7.0 6.0 0.0 0.0 ... 43.0 43.0 9.0 \n",
|
||
"7 4.0 2.0 1.0 1.0 ... 47.0 63.0 7.0 \n",
|
||
"8 1.0 1.0 0.0 0.0 ... 47.0 44.0 5.0 \n",
|
||
"9 2.0 2.0 0.0 0.0 ... 52.0 49.0 5.0 \n",
|
||
"10 7.0 5.0 0.0 0.0 ... 49.0 44.0 7.0 \n",
|
||
"11 4.0 4.0 0.0 0.0 ... 64.0 53.0 5.0 \n",
|
||
"12 7.0 6.0 1.0 1.0 ... 56.0 43.0 7.0 \n",
|
||
"13 6.0 5.0 1.0 1.0 ... 37.0 52.0 6.0 \n",
|
||
"14 5.0 4.0 1.0 1.0 ... 47.0 39.0 7.0 \n",
|
||
"15 6.0 4.0 1.0 1.0 ... 46.0 51.0 4.0 \n",
|
||
"16 8.0 5.0 1.0 1.0 ... 64.0 46.0 4.0 \n",
|
||
"17 9.0 6.0 2.0 3.0 ... 45.0 34.0 15.0 \n",
|
||
"18 4.0 2.0 2.0 2.0 ... 44.0 48.0 7.0 \n",
|
||
"19 4.0 3.0 1.0 1.0 ... 43.0 51.0 10.0 \n",
|
||
"\n",
|
||
" pens_won pens_conceded own_goals ball_recoveries aerials_won \\\n",
|
||
"0 0.0 0.0 0.0 212.0 65.0 \n",
|
||
"1 0.0 1.0 0.0 207.0 34.0 \n",
|
||
"2 0.0 0.0 0.0 220.0 60.0 \n",
|
||
"3 1.0 0.0 0.0 203.0 54.0 \n",
|
||
"4 1.0 0.0 0.0 202.0 56.0 \n",
|
||
"5 0.0 2.0 0.0 212.0 53.0 \n",
|
||
"6 0.0 0.0 0.0 200.0 46.0 \n",
|
||
"7 1.0 0.0 0.0 190.0 71.0 \n",
|
||
"8 0.0 2.0 0.0 163.0 30.0 \n",
|
||
"9 0.0 2.0 0.0 173.0 26.0 \n",
|
||
"10 0.0 0.0 0.0 196.0 51.0 \n",
|
||
"11 0.0 2.0 0.0 203.0 43.0 \n",
|
||
"12 1.0 3.0 0.0 176.0 42.0 \n",
|
||
"13 1.0 0.0 0.0 187.0 45.0 \n",
|
||
"14 1.0 2.0 0.0 173.0 35.0 \n",
|
||
"15 1.0 1.0 1.0 159.0 54.0 \n",
|
||
"16 0.0 0.0 0.0 203.0 86.0 \n",
|
||
"17 2.0 1.0 0.0 207.0 50.0 \n",
|
||
"18 1.0 0.0 0.0 207.0 63.0 \n",
|
||
"19 0.0 0.0 0.0 188.0 52.0 \n",
|
||
"\n",
|
||
" aerials_lost aerials_won_pct \n",
|
||
"0 60.0 52.0 \n",
|
||
"1 46.0 42.5 \n",
|
||
"2 51.0 54.1 \n",
|
||
"3 39.0 58.1 \n",
|
||
"4 53.0 51.4 \n",
|
||
"5 52.0 50.5 \n",
|
||
"6 60.0 43.4 \n",
|
||
"7 82.0 46.4 \n",
|
||
"8 44.0 40.5 \n",
|
||
"9 38.0 40.6 \n",
|
||
"10 30.0 63.0 \n",
|
||
"11 54.0 44.3 \n",
|
||
"12 33.0 56.0 \n",
|
||
"13 37.0 54.9 \n",
|
||
"14 47.0 42.7 \n",
|
||
"15 76.0 41.5 \n",
|
||
"16 54.0 61.4 \n",
|
||
"17 37.0 57.5 \n",
|
||
"18 59.0 51.6 \n",
|
||
"19 64.0 44.8 \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
|
||
}
|