From cb3104572f9be646715aa16ac5704bb310a25751 Mon Sep 17 00:00:00 2001 From: Marc Maier Date: Mon, 4 Jan 2021 23:43:49 +0000 Subject: [PATCH] Expected points columns for future game weeks are incorrect in player_gw_next_eps_ext and players_gw_team_eps_ext (#21) Expected points columns for future game weeks are incorrect in player_gw_next_eps_ext and players_gw_team_eps_ext --- fpldata/derive.py | 7 +- prep_data.ipynb | 108 +++++++++--------- .../comp/player_gw_next_eps_ext_expected.csv | 18 +-- 3 files changed, 68 insertions(+), 65 deletions(-) diff --git a/fpldata/derive.py b/fpldata/derive.py index 00b4efe..8555edb 100644 --- a/fpldata/derive.py +++ b/fpldata/derive.py @@ -376,7 +376,8 @@ def get_team_fixture_strength(fixture_teams_stats: DF, teams: DF, ctx: Context) def get_player_team_fixture_strength(players: DF, team_fixture_strength: DF, players_history: DF, ctx: Context) -> DF: def roll_sum_back(df: DF, group_by: str, col: str, ctx: Context): return (df.groupby(group_by) - [col].apply(lambda x: x.rolling(ctx.player_fixtures_look_back, min_periods=1).sum())) + [col].apply(lambda x: x.rolling(ctx.player_fixtures_look_back, min_periods=1).sum()) + .where((df['Season'] == ctx.current_season) & (df['Game Week'] <= ctx.next_gw) | (df['Season'] != ctx.current_season))) return (players[['Name', 'Player Team Code', 'Field Position']] .reset_index() @@ -420,7 +421,9 @@ def roll_sum_back(df: DF, group_by: str, col: str, ctx: Context): df['_Rel Clean Sheet Fixture Strength Home'], df['_Rel Clean Sheet Fixture Strength Away'])}) .assign(**{'Stats Completeness Percent': lambda df: df['Fixtures Played To Fixture'] / ctx.player_fixtures_look_back * 100}) - .assign(**{'Rolling Avg Game Points': lambda df: df.groupby('Player Code')['Fixture Total Points'].apply(lambda x: x.rolling(ctx.player_fixtures_look_back, min_periods=1).mean())}) + + .assign(**{'Rolling Avg Game Points': lambda df: df.groupby('Player Code')['Fixture Total Points'].apply(lambda x: x.rolling(ctx.player_fixtures_look_back, min_periods=1).mean()) + .where((df['Season'] == ctx.current_season) & (df['Game Week'] <= ctx.next_gw) | (df['Season'] != ctx.current_season))}) .drop(columns=['Fixture Minutes Played', 'Fixture Total Points', 'Fixture Played'])) diff --git a/prep_data.ipynb b/prep_data.ipynb index 86b5ee2..83b9d61 100644 --- a/prep_data.ipynb +++ b/prep_data.ipynb @@ -13,8 +13,8 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2021-01-04T21:23:27.089199Z", - "start_time": "2021-01-04T21:23:27.075200Z" + "end_time": "2021-01-04T23:25:21.824005Z", + "start_time": "2021-01-04T23:25:21.810007Z" } }, "outputs": [], @@ -35,8 +35,8 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2021-01-04T21:23:29.211922Z", - "start_time": "2021-01-04T21:23:27.091200Z" + "end_time": "2021-01-04T23:25:23.931003Z", + "start_time": "2021-01-04T23:25:21.826010Z" } }, "outputs": [], @@ -77,8 +77,8 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2021-01-04T21:23:29.226923Z", - "start_time": "2021-01-04T21:23:29.213923Z" + "end_time": "2021-01-04T23:25:23.947004Z", + "start_time": "2021-01-04T23:25:23.933005Z" } }, "outputs": [], @@ -132,8 +132,8 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2021-01-04T21:23:29.258921Z", - "start_time": "2021-01-04T21:23:29.228924Z" + "end_time": "2021-01-04T23:25:23.979003Z", + "start_time": "2021-01-04T23:25:23.949007Z" } }, "outputs": [], @@ -160,8 +160,8 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2021-01-04T21:23:30.580282Z", - "start_time": "2021-01-04T21:23:29.260925Z" + "end_time": "2021-01-04T23:25:25.316004Z", + "start_time": "2021-01-04T23:25:23.981005Z" } }, "outputs": [], @@ -190,8 +190,8 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2021-01-04T21:23:30.884296Z", - "start_time": "2021-01-04T21:23:30.582283Z" + "end_time": "2021-01-04T23:25:25.607003Z", + "start_time": "2021-01-04T23:25:25.317005Z" } }, "outputs": [], @@ -208,8 +208,8 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2021-01-04T21:23:30.931294Z", - "start_time": "2021-01-04T21:23:30.890297Z" + "end_time": "2021-01-04T23:25:25.670004Z", + "start_time": "2021-01-04T23:25:25.613006Z" } }, "outputs": [], @@ -235,8 +235,8 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2021-01-04T21:23:31.289013Z", - "start_time": "2021-01-04T21:23:30.933297Z" + "end_time": "2021-01-04T23:25:26.034003Z", + "start_time": "2021-01-04T23:25:25.672006Z" } }, "outputs": [], @@ -253,8 +253,8 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2021-01-04T21:23:31.336015Z", - "start_time": "2021-01-04T21:23:31.291016Z" + "end_time": "2021-01-04T23:25:26.098005Z", + "start_time": "2021-01-04T23:25:26.036006Z" } }, "outputs": [], @@ -281,8 +281,8 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2021-01-04T21:23:46.047107Z", - "start_time": "2021-01-04T21:23:31.338018Z" + "end_time": "2021-01-04T23:25:40.850093Z", + "start_time": "2021-01-04T23:25:26.100006Z" } }, "outputs": [], @@ -311,8 +311,8 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2021-01-04T21:23:46.269110Z", - "start_time": "2021-01-04T21:23:46.049110Z" + "end_time": "2021-01-04T23:25:41.103093Z", + "start_time": "2021-01-04T23:25:40.852096Z" } }, "outputs": [], @@ -347,8 +347,8 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2021-01-04T21:23:46.284108Z", - "start_time": "2021-01-04T21:23:46.271110Z" + "end_time": "2021-01-04T23:25:41.118094Z", + "start_time": "2021-01-04T23:25:41.105097Z" } }, "outputs": [], @@ -368,8 +368,8 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2021-01-04T21:23:46.332108Z", - "start_time": "2021-01-04T21:23:46.286109Z" + "end_time": "2021-01-04T23:25:41.166093Z", + "start_time": "2021-01-04T23:25:41.120095Z" } }, "outputs": [], @@ -390,8 +390,8 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2021-01-04T21:23:46.348110Z", - "start_time": "2021-01-04T21:23:46.334109Z" + "end_time": "2021-01-04T23:25:41.198102Z", + "start_time": "2021-01-04T23:25:41.168095Z" } }, "outputs": [], @@ -412,8 +412,8 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2021-01-04T21:23:47.206112Z", - "start_time": "2021-01-04T21:23:46.350110Z" + "end_time": "2021-01-04T23:25:42.068094Z", + "start_time": "2021-01-04T23:25:41.200095Z" } }, "outputs": [], @@ -433,8 +433,8 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2021-01-04T21:23:47.284109Z", - "start_time": "2021-01-04T21:23:47.208112Z" + "end_time": "2021-01-04T23:25:42.177093Z", + "start_time": "2021-01-04T23:25:42.070094Z" } }, "outputs": [], @@ -457,8 +457,8 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2021-01-04T21:23:47.314107Z", - "start_time": "2021-01-04T21:23:47.285109Z" + "end_time": "2021-01-04T23:25:42.209097Z", + "start_time": "2021-01-04T23:25:42.179098Z" } }, "outputs": [], @@ -519,8 +519,8 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2021-01-04T21:23:47.565108Z", - "start_time": "2021-01-04T21:23:47.316110Z" + "end_time": "2021-01-04T23:25:42.480096Z", + "start_time": "2021-01-04T23:25:42.211095Z" } }, "outputs": [], @@ -541,8 +541,8 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2021-01-04T21:23:54.503213Z", - "start_time": "2021-01-04T21:23:47.567112Z" + "end_time": "2021-01-04T23:25:49.469097Z", + "start_time": "2021-01-04T23:25:42.482095Z" }, "scrolled": false }, @@ -564,8 +564,8 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2021-01-04T21:23:55.249214Z", - "start_time": "2021-01-04T21:23:54.505215Z" + "end_time": "2021-01-04T23:25:50.198094Z", + "start_time": "2021-01-04T23:25:49.471097Z" } }, "outputs": [], @@ -601,8 +601,8 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2021-01-04T21:23:56.308785Z", - "start_time": "2021-01-04T21:23:55.253220Z" + "end_time": "2021-01-04T23:25:51.240094Z", + "start_time": "2021-01-04T23:25:50.201099Z" } }, "outputs": [], @@ -622,8 +622,8 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2021-01-04T21:24:07.379839Z", - "start_time": "2021-01-04T21:23:56.310787Z" + "end_time": "2021-01-04T23:26:02.248409Z", + "start_time": "2021-01-04T23:25:51.242095Z" } }, "outputs": [], @@ -648,8 +648,8 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2021-01-04T21:24:41.407769Z", - "start_time": "2021-01-04T21:24:07.381843Z" + "end_time": "2021-01-04T23:26:36.129974Z", + "start_time": "2021-01-04T23:26:02.250412Z" } }, "outputs": [], @@ -669,8 +669,8 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2021-01-04T21:24:41.581771Z", - "start_time": "2021-01-04T21:24:41.409774Z" + "end_time": "2021-01-04T23:26:36.304972Z", + "start_time": "2021-01-04T23:26:36.132978Z" } }, "outputs": [], @@ -690,8 +690,8 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2021-01-04T21:24:44.576796Z", - "start_time": "2021-01-04T21:24:41.583772Z" + "end_time": "2021-01-04T23:26:39.364972Z", + "start_time": "2021-01-04T23:26:36.306974Z" } }, "outputs": [], @@ -706,8 +706,8 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2021-01-04T21:24:44.592797Z", - "start_time": "2021-01-04T21:24:44.578797Z" + "end_time": "2021-01-04T23:26:39.379973Z", + "start_time": "2021-01-04T23:26:39.366975Z" } }, "outputs": [], @@ -732,8 +732,8 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2021-01-04T21:25:01.497776Z", - "start_time": "2021-01-04T21:24:44.594801Z" + "end_time": "2021-01-04T23:26:56.711211Z", + "start_time": "2021-01-04T23:26:39.381974Z" } }, "outputs": [], diff --git a/tests/comp/player_gw_next_eps_ext_expected.csv b/tests/comp/player_gw_next_eps_ext_expected.csv index a0a4889..ab280c6 100644 --- a/tests/comp/player_gw_next_eps_ext_expected.csv +++ b/tests/comp/player_gw_next_eps_ext_expected.csv @@ -1,11 +1,11 @@ Player Code,Season,Game Week,Chance Avail,Fixtures Ago,Is Home?,Fixture Short Name,Fixture Short Name FDR,Team FDR,Started,Kick Off Time,Expected Goals For,Expected Goals Against,Opp Team Code,Opp Team FDR,_Avg Team Goals Scored Home,_Opp Avg Team Goals Scored Home,_Avg Team Goals Scored Away,_Opp Avg Team Goals Scored Away,_Avg Team Goals Scored,_Opp Avg Team Goals Scored,_Avg Team Goals Conceded Home,_Opp Avg Team Goals Conceded Home,_Avg Team Goals Conceded Away,_Opp Avg Team Goals Conceded Away,_Avg Team Goals Conceded,_Opp Avg Team Goals Conceded,_Avg Team Clean Sheets Home,_Opp Avg Team Clean Sheets Home,_Avg Team Clean Sheets Away,_Opp Avg Team Clean Sheets Away,_Avg Team Clean Sheets,_Opp Avg Team Clean Sheets,Team Fixture Count Home,Opp Team Fixture Count Home,Team Fixture Count Away,Opp Team Fixture Count Away,Team Fixture Count,Opp Team Fixture Count,Team Stats Quality,Opp Team Stats Quality,_Avg Opp Avg Team Goals Scored Home To Fixture,_Rel Opp Avg Team Goals Scored Home To Fixture,_Avg Opp Avg Team Goals Scored Away To Fixture,_Rel Opp Avg Team Goals Scored Away To Fixture,_Avg Opp Avg Team Goals Scored To Fixture,_Rel Opp Avg Team Goals Scored To Fixture,_Avg Opp Avg Team Goals Conceded Home To Fixture,_Rel Opp Avg Team Goals Conceded Home To Fixture,_Avg Opp Avg Team Goals Conceded Away To Fixture,_Rel Opp Avg Team Goals Conceded Away To Fixture,_Avg Opp Avg Team Goals Conceded To Fixture,_Rel Opp Avg Team Goals Conceded To Fixture,_Avg Opp Avg Team Clean Sheets Home To Fixture,_Rel Opp Avg Team Clean Sheets Home To Fixture,_Avg Opp Avg Team Clean Sheets Away To Fixture,_Rel Opp Avg Team Clean Sheets Away To Fixture,_Avg Opp Avg Team Clean Sheets To Fixture,_Rel Opp Avg Team Clean Sheets To Fixture,_Rel Att Fixture Strength Home,_Rel Att Fixture Strength Away,_Rel Def Fixture Strength Home,_Rel Def Fixture Strength Away,_Rel Clean Sheet Fixture Strength Home,_Rel Clean Sheet Fixture Strength Away,Rel Att Fixture Strength,Rel Def Fixture Strength,Opp Team Short Name,Total Points To Fixture,Fixtures Played To Fixture,_Minutes >60 Played To Fixture,_Minutes <60 Played To Fixture,_Minutes Played To Fixture,_Goals Scored To Fixture,_Assists To Fixture,_Own Goals To Fixture,_Penalties Missed To Fixture,_Yellow Cards To Fixture,_Red Cards To Fixture,_Bonus Points To Fixture,_Saves Multiples To Fixture,_Goals Conceded Multiples To Fixture,_Clean Sheets To Fixture,_Penalties Saved To Fixture,_Rel Att Strength,_Rel Def Strength,_Rel Clean Sheet Strength,Stats Completeness Percent,Rolling Avg Game Points,Expected Points,Expected Points Simple,Rel Strength,Fixture Count,Name,Current Cost,Current Cost x10,Field Position,Minutes Percent,Minutes Played,Percent Selected,News And Date,News,News Date,Player Team ID,Player Team Code,First Name,Last Name,Long Name,Name and Short Team,Chance Avail This GW,Chance Avail Next GW,Team ID,Team Short Name,Team Name,Team Strength,Team Last Updated,Corners & Ind. Free Kicks Order,Direct Free Kicks Order,Penalties Order,Form,Profile Picture,ICT Index,ICT Index Rank,Influence,Influence Rank,Creativity,Creativity Rank,Threat,Threat Rank,Field Position Code,Player ID,Player Last Updated,Long Name and Team,Expected Point With Chance Avail,Expected Points GW 4,Expected Points GW 5,Expected Points GW 6,Expected Points GW 7,Expected Points GW 8,Expected Points GW 9,Expected Points GW 10,Expected Points GW 11,Expected Points GW 12,Expected Points GW 13,Expected Points GW 14,Expected Points GW 15,Expected Points GW 16,Expected Points GW 17,Expected Points GW 18,Expected Points GW 19,Expected Points GW 20,Expected Points GW 21,Expected Points GW 22,Expected Points GW 23,Expected Points GW 24,Expected Points GW 25,Expected Points GW 26,Expected Points GW 27,Expected Points GW 28,Expected Points GW 29,Expected Points GW 30,Expected Points GW 31,Expected Points GW 32,Expected Points GW 33,Expected Points GW 34,Expected Points GW 35,Expected Points GW 36,Expected Points GW 37,Expected Points GW 38,Expected Points Next GW,Fixtures Next GW,Expected Points Next 2 GWs,Fixtures Next 2 GWs,Expected Points Next 3 GWs,Fixtures Next 3 GWs,Expected Points Next 4 GWs,Fixtures Next 4 GWs,Expected Points Next 5 GWs,Fixtures Next 5 GWs,Expected Points Next 6 GWs,Fixtures Next 6 GWs,Expected Points Next 7 GWs,Fixtures Next 7 GWs,Expected Points Next 8 GWs,Fixtures Next 8 GWs,Expected Points Next 9 GWs,Expected Points Next 10 GWs,Expected Points Next 11 GWs,Expected Points Next 12 GWs,Expected Points Next 13 GWs,Expected Points Next 14 GWs,Expected Points Next 15 GWs,Expected Points Next 16 GWs,Expected Points Next 17 GWs,Expected Points Next 18 GWs,Expected Points Next 19 GWs,Expected Points Next 20 GWs,Expected Points Next 21 GWs,Expected Points Next 22 GWs,Expected Points Next 23 GWs,Expected Points Next 24 GWs,Expected Points Next 25 GWs,Expected Points Next 26 GWs,Expected Points Next 27 GWs,Expected Points Next 28 GWs,Expected Points Next 29 GWs,Expected Points Next 30 GWs,Expected Points Next 31 GWs,Expected Points Next 32 GWs,Expected Points Next 33 GWs,Expected Points Next 34 GWs 20467,2020-21,4,100.0,35.0,True,SOU-WBA,SOU-WBA (2),2.0,False,2020-10-04 11:00:00.000000,1.3416666666666666,1.3000000000000005,35.0,3.0,1.3333333333333333,1.5706371191135735,1.5454545454545454,1.0526315789473684,1.45,1.3192520775623269,1.6666666666666667,1.7285318559556786,1.1818181818181819,1.7590027700831024,1.4,1.7437673130193905,0.2222222222222222,0.1412742382271468,0.36363636363636365,0.19944598337950137,0.3,0.16966759002770082,9.0,2.0,11.0,1.0,20.0,3.0,1.0,0.15,1.4921717171717173,1.0525846998967254,1.1160774410774408,0.9431528137789229,1.3000000000000005,1.0148092904325587,1.1930134680134683,1.4488787447084919,1.5042087542087543,1.1693874039500423,1.3416666666666666,1.2997023451076204,0.302777777777778,0.46659381432819097,0.2775252525252525,0.7186588664083944,0.29166666666666663,0.5817174515235457,1.1693874039500423,1.4488787447084919,1.060273569023569,0.9500423102274954,1.3914807800224467,2.143191721132899,1.2997023451076204,0.985406824146982,WBA,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.1693874039500423,1.060273569023569,1.3914807800224467,0.0,0.0,0.0,0.0,,1.0,Walcott,5.8,58.0,MID,0.0,0,1.0,,,2020-10-17 16:00:16.939415,16,20,Theo,Walcott,Theo Walcott,Walcott (SOU),100.0,100.0,16,SOU,Southampton,3,2020-07-23 00:00:00.000000,,,,4.2,20467.jpg,48.7,83,165.8,137,115.2,120,211.0,51,3,148,2020-07-23 00:00:00.000000,Theo Walcott (Southampton),0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,SOU-WBA (2),0.0,"SOU-WBA (2), CHE-SOU (4)",0.0,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3)",0.0,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3)",0.0,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2)",0.0,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2), WOL-SOU (3)",0.0,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2), WOL-SOU (3), SOU-MUN (4)",0.0,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2), WOL-SOU (3), SOU-MUN (4), BHA-SOU (2)",0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 -58376,2020-21,4,100.0,35.0,True,SOU-WBA,SOU-WBA (2),2.0,False,2020-10-04 11:00:00.000000,1.3416666666666666,1.3000000000000005,35.0,3.0,1.3333333333333333,1.5706371191135735,1.5454545454545454,1.0526315789473684,1.45,1.3192520775623269,1.6666666666666667,1.7285318559556786,1.1818181818181819,1.7590027700831024,1.4,1.7437673130193905,0.2222222222222222,0.1412742382271468,0.36363636363636365,0.19944598337950137,0.3,0.16966759002770082,9.0,2.0,11.0,1.0,20.0,3.0,1.0,0.15,1.4921717171717173,1.0525846998967254,1.1160774410774408,0.9431528137789229,1.3000000000000005,1.0148092904325587,1.1930134680134683,1.4488787447084919,1.5042087542087543,1.1693874039500423,1.3416666666666666,1.2997023451076204,0.302777777777778,0.46659381432819097,0.2775252525252525,0.7186588664083944,0.29166666666666663,0.5817174515235457,1.1693874039500423,1.4488787447084919,1.060273569023569,0.9500423102274954,1.3914807800224467,2.143191721132899,1.2997023451076204,0.985406824146982,WBA,32.0,10.0,10.0,0.0,900.0,0.0,0.0,0.0,0.0,0.0,0.0,3.0,5.0,4.0,2.0,0.0,1.1693874039500423,1.060273569023569,1.3914807800224467,83.33333333333334,3.2,3.520298438934802,3.4545454545454546,1.0190337586390217,1.0,McCarthy,4.6,46.0,GK,100.0,180,22.3,,,,16,20,Alex,McCarthy,Alex McCarthy,McCarthy (SOU),100.0,100.0,16,SOU,Southampton,3,2020-07-23 00:00:00.000000,,,,3.8,58376.jpg,34.7,147,345.8,19,0.0,538,0.0,516,1,363,2020-07-23 00:00:00.000000,Alex McCarthy (Southampton),3.520298438934802,3.520298438934802,3.1658490429885675,3.458837891586429,4.053613699320071,2.475401466629537,2.5621927959185573,2.3354765404301006,3.431600457483421,1.333333333333333,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.520298438934802,SOU-WBA (2),6.68614748192337,"SOU-WBA (2), CHE-SOU (4)",10.1449853735098,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3)",14.19859907282987,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3)",16.674000539459406,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2)",19.236193335377962,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2), WOL-SOU (3)",21.571669875808062,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2), WOL-SOU (3), SOU-MUN (4)",25.003270333291482,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2), WOL-SOU (3), SOU-MUN (4), BHA-SOU (2)",26.336603666624814,27.336603666624814,27.336603666624814,27.336603666624814,27.336603666624814,27.336603666624814,27.336603666624814,27.336603666624818,27.336603666624818,27.336603666624818,27.336603666624818,27.336603666624818,27.336603666624818,27.336603666624818,27.336603666624818,27.336603666624818,27.336603666624818,27.336603666624818,27.336603666624818,27.336603666624818,27.336603666624818,27.336603666624818,27.336603666624818,27.336603666624818,27.336603666624818,27.336603666624818 -84939,2020-21,4,50.0,35.0,True,SOU-WBA,SOU-WBA (2),2.0,False,2020-10-04 11:00:00.000000,1.3416666666666666,1.3000000000000005,35.0,3.0,1.3333333333333333,1.5706371191135735,1.5454545454545454,1.0526315789473684,1.45,1.3192520775623269,1.6666666666666667,1.7285318559556786,1.1818181818181819,1.7590027700831024,1.4,1.7437673130193905,0.2222222222222222,0.1412742382271468,0.36363636363636365,0.19944598337950137,0.3,0.16966759002770082,9.0,2.0,11.0,1.0,20.0,3.0,1.0,0.15,1.4921717171717173,1.0525846998967254,1.1160774410774408,0.9431528137789229,1.3000000000000005,1.0148092904325587,1.1930134680134683,1.4488787447084919,1.5042087542087543,1.1693874039500423,1.3416666666666666,1.2997023451076204,0.302777777777778,0.46659381432819097,0.2775252525252525,0.7186588664083944,0.29166666666666663,0.5817174515235457,1.1693874039500423,1.4488787447084919,1.060273569023569,0.9500423102274954,1.3914807800224467,2.143191721132899,1.2997023451076204,0.985406824146982,WBA,60.0,10.0,10.0,0.0,900.0,8.0,0.0,0.0,1.0,0.0,0.0,10.0,0.0,4.0,2.0,0.0,1.1693874039500423,1.060273569023569,1.3914807800224467,83.33333333333334,6.0,7.055100795822877,6.454545454545454,1.0930437852683332,1.0,Ings,8.4,84.0,FWD,100.0,180,7.7,Hamstring injury - 50% chance of playing (19 Dec 2020),Hamstring injury - 50% chance of playing,2020-12-19 17:30:21.090587,16,20,Danny,Ings,Danny Ings,Ings (SOU),100.0,50.0,16,SOU,Southampton,3,2020-07-23 00:00:00.000000,,,1.0,2.5,84939.jpg,83.1,28,328.6,23,122.2,110,381.0,22,4,366,2020-07-23 00:00:00.000000,Danny Ings (Southampton),3.5275503979114387,3.5275503979114387,2.4560552568155303,3.170742056771347,3.332729712876569,3.044915760343035,2.2270320824031415,2.195735188741479,4.780050830949047,3.5994736115803243,2.753497496379451,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.5275503979114387,SOU-WBA (2),5.9836056547269685,"SOU-WBA (2), CHE-SOU (4)",9.154347711498316,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3)",12.487077424374885,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3)",15.53199318471792,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2)",17.75902526712106,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2), WOL-SOU (3)",19.95476045586254,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2), WOL-SOU (3), SOU-MUN (4)",24.734811286811585,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2), WOL-SOU (3), SOU-MUN (4), BHA-SOU (2)",28.33428489839191,31.087782394771363,31.087782394771363,31.087782394771363,31.087782394771363,31.087782394771363,31.087782394771363,31.08778239477136,31.08778239477136,31.08778239477136,31.08778239477136,31.08778239477136,31.08778239477136,31.08778239477136,31.08778239477136,31.08778239477136,31.08778239477136,31.08778239477136,31.08778239477136,31.08778239477136,31.08778239477136,31.08778239477136,31.08778239477136,31.08778239477136,31.08778239477136,31.08778239477136 -85971,2020-21,4,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,0.0,0.0,,,1.5154040404040403,0.6598900183302784,1.1218855218855217,0.9723889555822329,1.3166666666666662,0.7974683544303801,1.1831649831649826,1.1269208878770636,1.5287037037037037,1.0109575463906173,1.3499999999999994,1.0740740740740744,0.2863636363636363,1.5520282186948855,0.2787037037037036,0.9785563273935369,0.28333333333333327,1.235294117647059,,,,,,,,,,27.0,3.0,2.0,1.0,225.0,4.0,0.0,0.0,0.0,0.0,0.0,2.0,0.0,1.0,0.0,0.0,,,,25.0,,0.0,0.0,,0.0,Son,9.7,97.0,MID,100.0,180,62.1,,,2020-09-27 16:00:17.251688,17,6,Heung-Min,Son,Heung-Min Son,Son (TOT),100.0,100.0,17,TOT,Spurs,4,2020-07-23 00:00:00.000000,1.0,6.0,2.0,7.0,85971.jpg,126.1,7,527.4,3,330.1,13,401.0,18,3,390,2020-07-23 00:00:00.000000,Heung-Min Son (Spurs),0.0,0.0,17.776925691275647,7.254286043033023,6.696729289479001,11.13887285810916,6.496784359460963,6.398455737754449,8.09385581522999,8.594937312491714,8.161441652396132,13.7623897336275,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,,17.776925691275647,"MUN-TOT (4), TOT-WHU (3)",25.03121173430867,"MUN-TOT (4), TOT-WHU (3), BUR-TOT (2)",31.727941023787672,"MUN-TOT (4), TOT-WHU (3), BUR-TOT (2), TOT-BHA (2)",42.86681388189683,"MUN-TOT (4), TOT-WHU (3), BUR-TOT (2), TOT-BHA (2), WBA-TOT (2)",49.36359824135779,"MUN-TOT (4), TOT-WHU (3), BUR-TOT (2), TOT-BHA (2), WBA-TOT (2), TOT-MCI (4)",55.76205397911224,"MUN-TOT (4), TOT-WHU (3), BUR-TOT (2), TOT-BHA (2), WBA-TOT (2), TOT-MCI (4), CHE-TOT (4)",63.85590979434223,"MUN-TOT (4), TOT-WHU (3), BUR-TOT (2), TOT-BHA (2), WBA-TOT (2), TOT-MCI (4), CHE-TOT (4), TOT-ARS (3)",72.45084710683395,80.61228875923008,94.37467849285758,94.37467849285758,94.37467849285758,94.37467849285758,94.37467849285758,94.37467849285758,94.37467849285758,94.37467849285758,94.37467849285758,94.37467849285758,94.37467849285758,94.37467849285758,94.37467849285758,94.37467849285758,94.37467849285758,94.37467849285758,94.37467849285758,94.37467849285758,94.37467849285758,94.37467849285758,94.37467849285758,94.37467849285758,94.37467849285758,94.37467849285758 -93100,2020-21,4,100.0,35.0,True,SOU-WBA,SOU-WBA (2),2.0,False,2020-10-04 11:00:00.000000,1.3416666666666666,1.3000000000000005,35.0,3.0,1.3333333333333333,1.5706371191135735,1.5454545454545454,1.0526315789473684,1.45,1.3192520775623269,1.6666666666666667,1.7285318559556786,1.1818181818181819,1.7590027700831024,1.4,1.7437673130193905,0.2222222222222222,0.1412742382271468,0.36363636363636365,0.19944598337950137,0.3,0.16966759002770082,9.0,2.0,11.0,1.0,20.0,3.0,1.0,0.15,1.4921717171717173,1.0525846998967254,1.1160774410774408,0.9431528137789229,1.3000000000000005,1.0148092904325587,1.1930134680134683,1.4488787447084919,1.5042087542087543,1.1693874039500423,1.3416666666666666,1.2997023451076204,0.302777777777778,0.46659381432819097,0.2775252525252525,0.7186588664083944,0.29166666666666663,0.5817174515235457,1.1693874039500423,1.4488787447084919,1.060273569023569,0.9500423102274954,1.3914807800224467,2.143191721132899,1.2997023451076204,0.985406824146982,WBA,13.0,6.0,4.0,2.0,406.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,1.0,0.0,1.1693874039500423,1.060273569023569,1.3914807800224467,50.0,1.3,2.2068490460157126,2.1666666666666665,1.0185457135457137,1.0,Vestergaard,4.5,45.0,DEF,25.0,45,16.3,,,,16,20,Jannik,Vestergaard,Jannik Vestergaard,Vestergaard (SOU),100.0,100.0,16,SOU,Southampton,3,2020-07-23 00:00:00.000000,,,,3.8,93100.jpg,56.1,59,366.2,13,45.3,233,149.0,85,2,369,2020-07-23 00:00:00.000000,Jannik Vestergaard (Southampton),2.2068490460157126,2.2068490460157126,2.054874202490473,2.5129541024277864,3.0536136993200707,2.5819525666016885,2.5932891938778364,2.1693456755376257,3.575467276644561,1.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.2068490460157126,SOU-WBA (2),4.261723248506186,"SOU-WBA (2), CHE-SOU (4)",6.774677350933972,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3)",9.828291050254043,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3)",12.41024361685573,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2)",15.003532810733567,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2), WOL-SOU (3)",17.172878486271195,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2), WOL-SOU (3), SOU-MUN (4)",20.748345762915754,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2), WOL-SOU (3), SOU-MUN (4), BHA-SOU (2)",22.248345762915754,22.248345762915754,22.248345762915754,22.248345762915754,22.248345762915754,22.248345762915754,22.248345762915754,22.248345762915754,22.248345762915754,22.248345762915754,22.248345762915754,22.248345762915754,22.248345762915754,22.248345762915754,22.248345762915754,22.248345762915754,22.248345762915754,22.248345762915754,22.248345762915754,22.248345762915754,22.248345762915754,22.248345762915754,22.248345762915754,22.248345762915754,22.248345762915754,22.248345762915754 -101178,2020-21,4,100.0,35.0,True,SOU-WBA,SOU-WBA (2),2.0,False,2020-10-04 11:00:00.000000,1.3416666666666666,1.3000000000000005,35.0,3.0,1.3333333333333333,1.5706371191135735,1.5454545454545454,1.0526315789473684,1.45,1.3192520775623269,1.6666666666666667,1.7285318559556786,1.1818181818181819,1.7590027700831024,1.4,1.7437673130193905,0.2222222222222222,0.1412742382271468,0.36363636363636365,0.19944598337950137,0.3,0.16966759002770082,9.0,2.0,11.0,1.0,20.0,3.0,1.0,0.15,1.4921717171717173,1.0525846998967254,1.1160774410774408,0.9431528137789229,1.3000000000000005,1.0148092904325587,1.1930134680134683,1.4488787447084919,1.5042087542087543,1.1693874039500423,1.3416666666666666,1.2997023451076204,0.302777777777778,0.46659381432819097,0.2775252525252525,0.7186588664083944,0.29166666666666663,0.5817174515235457,1.1693874039500423,1.4488787447084919,1.060273569023569,0.9500423102274954,1.3914807800224467,2.143191721132899,1.2997023451076204,0.985406824146982,WBA,25.0,10.0,10.0,0.0,900.0,1.0,0.0,0.0,1.0,2.0,0.0,2.0,0.0,4.0,2.0,0.0,1.1693874039500423,1.060273569023569,1.3914807800224467,83.33333333333334,2.5,2.638887066074629,2.5454545454545454,1.0367056331007471,1.0,Ward-Prowse,6.1,61.0,MID,100.0,180,18.0,,,2020-11-10 18:00:23.245513,16,20,James,Ward-Prowse,James Ward-Prowse,Ward-Prowse (SOU),100.0,100.0,16,SOU,Southampton,3,2020-07-23 00:00:00.000000,1.0,1.0,2.0,4.0,101178.jpg,88.8,22,374.2,11,405.6,5,109.0,133,3,370,2020-07-23 00:00:00.000000,James Ward-Prowse (Southampton),2.638887066074629,2.638887066074629,2.296479528501995,2.5708441434154308,1.8884034248300177,1.5831360809430983,1.8488815323129728,1.9338691351075252,2.1704001143708553,2.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.638887066074629,SOU-WBA (2),4.9353665945766245,"SOU-WBA (2), CHE-SOU (4)",7.506210737992055,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3)",9.394614162822073,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3)",10.977750243765172,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2)",12.826631776078145,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2), WOL-SOU (3)",14.76050091118567,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2), WOL-SOU (3), SOU-MUN (4)",16.930901025556523,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2), WOL-SOU (3), SOU-MUN (4), BHA-SOU (2)",18.930901025556523,20.930901025556523,20.930901025556523,20.930901025556523,20.930901025556523,20.930901025556523,20.930901025556523,20.930901025556523,20.930901025556523,20.930901025556523,20.930901025556523,20.930901025556523,20.930901025556523,20.930901025556523,20.930901025556523,20.930901025556523,20.930901025556523,20.930901025556523,20.930901025556523,20.930901025556523,20.930901025556523,20.930901025556523,20.930901025556523,20.930901025556523,20.930901025556523,20.930901025556523 -114283,2020-21,4,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,0.0,0.0,,,1.6618686868686867,0.8500926658251048,1.1551346801346802,0.9568262271944524,1.408333333333333,0.8993755019751187,1.0132154882154882,1.7059864126238649,1.5181818181818192,1.1239570720055725,1.2583333333333335,1.3648621379171173,0.3731481481481482,0.3786009361918574,0.26691919191919183,0.7472148478550857,0.32083333333333325,0.5288340468395871,,,,,,,,,,2.0,0.0,0.0,0.0,90.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,,,,0.0,,0.0,0.0,,0.0,Grealish,7.8,78.0,MID,100.0,180,43.3,,,,2,7,Jack,Grealish,Jack Grealish,Grealish (AVL),100.0,100.0,2,AVL,Aston Villa,3,2020-07-23 00:00:00.000000,3.0,4.0,2.0,3.2,114283.jpg,145.9,2,383.8,10,458.2,3,619.0,4,3,37,2020-07-23 00:00:00.000000,Jack Grealish (Aston Villa),0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,,0.0,LEI-AVL (4),0.0,"LEI-AVL (4), AVL-LEE (2), AVL-LIV (4)",0.0,"LEI-AVL (4), AVL-LEE (2), AVL-LIV (4), AVL-SOU (3)",0.0,"LEI-AVL (4), AVL-LEE (2), AVL-LIV (4), AVL-SOU (3), ARS-AVL (3)",0.0,"LEI-AVL (4), AVL-LEE (2), AVL-LIV (4), AVL-SOU (3), ARS-AVL (3), AVL-BHA (2)",0.0,"LEI-AVL (4), AVL-LEE (2), AVL-LIV (4), AVL-SOU (3), ARS-AVL (3), AVL-BHA (2), WHU-AVL (3)",0.0,"LEI-AVL (4), AVL-LEE (2), AVL-LIV (4), AVL-SOU (3), ARS-AVL (3), AVL-BHA (2), WHU-AVL (3)",0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 -118748,2020-21,4,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,0.0,0.0,,,1.5264955650689724,1.5285555927756038,1.2868777805758413,0.918360857306396,1.4006117266851332,1.2137553667520957,1.2007983808537828,0.7402482407220417,1.6039825773897796,0.793479487039335,1.4023314866112653,0.7844079737938072,0.3416279601182646,0.9757202929699904,0.23722287510376147,1.532889117364035,0.2889312096029547,1.2113610034754125,,,,,,,,,,2.0,0.0,0.0,0.0,90.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,,,,0.0,,0.0,0.0,,0.0,Salah,12.5,125.0,MID,100.0,180,39.7,,,2020-11-13 15:30:16.171973,11,14,Mohamed,Salah,Mohamed Salah,Salah (LIV),100.0,100.0,11,LIV,Liverpool,5,2020-07-23 00:00:00.000000,,2.0,2.0,8.5,118748.jpg,167.4,1,598.0,1,356.0,12,720.0,2,3,254,2020-07-23 00:00:00.000000,Mohamed Salah (Liverpool),0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,,0.0,EVE-LIV (3),0.0,"EVE-LIV (3), LIV-SHU (2), AVL-LIV (3)",0.0,"EVE-LIV (3), LIV-SHU (2), AVL-LIV (3), LIV-WHU (3)",0.0,"EVE-LIV (3), LIV-SHU (2), AVL-LIV (3), LIV-WHU (3), MCI-LIV (5)",0.0,"EVE-LIV (3), LIV-SHU (2), AVL-LIV (3), LIV-WHU (3), MCI-LIV (5), LIV-LEI (4)",0.0,"EVE-LIV (3), LIV-SHU (2), AVL-LIV (3), LIV-WHU (3), MCI-LIV (5), LIV-LEI (4), BHA-LIV (2)",0.0,"EVE-LIV (3), LIV-SHU (2), AVL-LIV (3), LIV-WHU (3), MCI-LIV (5), LIV-LEI (4), BHA-LIV (2), LIV-WOL (3)",0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 -165153,2020-21,4,100.0,35.0,True,CHE-CRY,CHE-CRY (3),3.0,False,2020-10-03 11:30:00.000000,1.3953139427516152,1.3474376731301934,31.0,4.0,1.9,0.7272727272727273,2.0,1.0,1.95,0.85,0.8,1.1818181818181819,2.3,1.8888888888888888,1.55,1.5,0.5,0.2727272727272727,0.0,0.2222222222222222,0.25,0.25,10.0,11.0,10.0,9.0,20.0,20.0,1.0,1.0,1.624068244774616,0.44780921590746103,1.0664230019493182,0.937714207375588,1.3474376731301934,0.630826951739734,1.2948018970872155,0.9127405392877461,1.5086206012106285,1.2520635654670929,1.3953139427516152,1.075026883944082,0.32313648954923185,0.8440002337950787,0.25365753565199545,0.8760718330367255,0.2891389658356418,0.8646361422697695,1.2520635654670929,0.9127405392877461,1.0664230019493182,2.233093836565097,1.1414589104339796,1.1848337950138503,1.075026883944082,1.5852207919178745,CRY,2.0,0.0,0.0,0.0,90.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,0.0,0.0,1.2520635654670929,1.0664230019493182,1.1414589104339796,0.0,,0.0,0.0,,1.0,Werner,9.3,93.0,FWD,100.0,180,17.5,,,2020-09-15 00:00:14.393762,5,8,Timo,Werner,Timo Werner,Werner (CHE),100.0,100.0,5,CHE,Chelsea,4,2020-07-23 00:00:00.000000,,,1.0,2.7,165153.jpg,101.2,13,266.8,51,196.5,53,548.0,8,4,117,2020-07-23 00:00:00.000000,Timo Werner (Chelsea),0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,CHE-CRY (3),0.0,"CHE-CRY (3), CHE-SOU (3)",0.0,"CHE-CRY (3), CHE-SOU (3), MUN-CHE (4)",0.0,"CHE-CRY (3), CHE-SOU (3), MUN-CHE (4), BUR-CHE (2)",0.0,"CHE-CRY (3), CHE-SOU (3), MUN-CHE (4), BUR-CHE (2), CHE-SHU (2)",0.0,"CHE-CRY (3), CHE-SOU (3), MUN-CHE (4), BUR-CHE (2), CHE-SHU (2), NEW-CHE (3)",0.0,"CHE-CRY (3), CHE-SOU (3), MUN-CHE (4), BUR-CHE (2), CHE-SHU (2), NEW-CHE (3), CHE-TOT (4)",0.0,"CHE-CRY (3), CHE-SOU (3), MUN-CHE (4), BUR-CHE (2), CHE-SHU (2), NEW-CHE (3), CHE-TOT (4), CHE-LEE (2)",0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 -200439,2020-21,4,100.0,35.0,True,SOU-WBA,SOU-WBA (2),2.0,False,2020-10-04 11:00:00.000000,1.3416666666666666,1.3000000000000005,35.0,3.0,1.3333333333333333,1.5706371191135735,1.5454545454545454,1.0526315789473684,1.45,1.3192520775623269,1.6666666666666667,1.7285318559556786,1.1818181818181819,1.7590027700831024,1.4,1.7437673130193905,0.2222222222222222,0.1412742382271468,0.36363636363636365,0.19944598337950137,0.3,0.16966759002770082,9.0,2.0,11.0,1.0,20.0,3.0,1.0,0.15,1.4921717171717173,1.0525846998967254,1.1160774410774408,0.9431528137789229,1.3000000000000005,1.0148092904325587,1.1930134680134683,1.4488787447084919,1.5042087542087543,1.1693874039500423,1.3416666666666666,1.2997023451076204,0.302777777777778,0.46659381432819097,0.2775252525252525,0.7186588664083944,0.29166666666666663,0.5817174515235457,1.1693874039500423,1.4488787447084919,1.060273569023569,0.9500423102274954,1.3914807800224467,2.143191721132899,1.2997023451076204,0.985406824146982,WBA,41.0,9.0,6.0,3.0,532.0,4.0,1.0,0.0,0.0,1.0,0.0,8.0,0.0,3.0,1.0,0.0,1.1693874039500423,1.060273569023569,1.3914807800224467,75.0,4.1,4.52183606750508,4.2,1.076627635120257,1.0,Adams,6.0,60.0,FWD,90.55555555555556,163,7.6,,,,16,20,Che,Adams,Che Adams,Adams (SOU),100.0,100.0,16,SOU,Southampton,3,2020-07-23 00:00:00.000000,,,,4.3,200439.jpg,92.8,19,281.6,41,246.1,30,399.0,19,4,377,2020-07-23 00:00:00.000000,Che Adams (Southampton),4.52183606750508,4.52183606750508,3.837850686076047,4.494422859082641,5.318639617168758,3.9734871889144636,3.6057718322171035,3.594882226489774,8.23257624642357,5.465964815440433,1.5,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,4.52183606750508,SOU-WBA (2),8.359686753581126,"SOU-WBA (2), CHE-SOU (4)",12.854109612663766,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3)",18.172749229832526,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3)",22.14623641874699,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2)",25.752008250964096,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2), WOL-SOU (3)",29.34689047745387,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2), WOL-SOU (3), SOU-MUN (4)",37.57946672387744,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2), WOL-SOU (3), SOU-MUN (4), BHA-SOU (2)",43.045431539317875,44.545431539317875,44.545431539317875,44.545431539317875,44.545431539317875,44.545431539317875,44.545431539317875,44.545431539317875,44.545431539317875,44.545431539317875,44.545431539317875,44.545431539317875,44.545431539317875,44.545431539317875,44.545431539317875,44.545431539317875,44.545431539317875,44.545431539317875,44.545431539317875,44.545431539317875,44.545431539317875,44.545431539317875,44.545431539317875,44.545431539317875,44.545431539317875,44.545431539317875 \ No newline at end of file +58376,2020-21,4,100.0,35.0,True,SOU-WBA,SOU-WBA (2),2.0,False,2020-10-04 11:00:00.000000,1.3416666666666666,1.3000000000000005,35.0,3.0,1.3333333333333333,1.5706371191135735,1.5454545454545454,1.0526315789473684,1.45,1.3192520775623269,1.6666666666666667,1.7285318559556786,1.1818181818181819,1.7590027700831024,1.4,1.7437673130193905,0.2222222222222222,0.1412742382271468,0.36363636363636365,0.19944598337950137,0.3,0.16966759002770082,9.0,2.0,11.0,1.0,20.0,3.0,1.0,0.15,1.4921717171717173,1.0525846998967254,1.1160774410774408,0.9431528137789229,1.3000000000000005,1.0148092904325587,1.1930134680134683,1.4488787447084919,1.5042087542087543,1.1693874039500423,1.3416666666666666,1.2997023451076204,0.302777777777778,0.46659381432819097,0.2775252525252525,0.7186588664083944,0.29166666666666663,0.5817174515235457,1.1693874039500423,1.4488787447084919,1.060273569023569,0.9500423102274954,1.3914807800224467,2.143191721132899,1.2997023451076204,0.985406824146982,WBA,32.0,10.0,10.0,0.0,900.0,0.0,0.0,0.0,0.0,0.0,0.0,3.0,5.0,4.0,2.0,0.0,1.1693874039500423,1.060273569023569,1.3914807800224467,83.33333333333334,3.2,3.520298438934802,3.4545454545454546,1.0190337586390217,1.0,McCarthy,4.6,46.0,GK,100.0,180,22.3,,,,16,20,Alex,McCarthy,Alex McCarthy,McCarthy (SOU),100.0,100.0,16,SOU,Southampton,3,2020-07-23 00:00:00.000000,,,,3.8,58376.jpg,34.7,147,345.8,19,0.0,538,0.0,516,1,363,2020-07-23 00:00:00.000000,Alex McCarthy (Southampton),3.520298438934802,3.520298438934802,3.065849042988568,3.3129541024277867,3.6428909594560563,3.2655620532813514,3.2746313551022697,2.9354765404301006,3.7452803659867366,4.583197767145134,2.8469532683383094,2.867824443263039,3.296359675183204,3.3197009972129585,3.1806376859008436,3.4135988455988455,3.07647751755785,3.2231520546756003,3.378876670677224,3.111989170160915,3.8951772573379224,3.1985588417259705,2.904320490220767,3.2746437817971144,3.6713198933005025,3.1937209895196963,3.292905894121268,3.2941602713952243,3.1503871163130426,3.382431330852383,2.725903424830017,3.202802655434234,2.794296986485352,3.3327336860670194,3.5779641424864352,3.1190165738642195,3.520298438934802,SOU-WBA (2),6.58614748192337,"SOU-WBA (2), CHE-SOU (4)",9.899101584351158,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3)",13.541992543807215,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3)",16.807554597088565,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2)",20.082185952190834,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2), WOL-SOU (3)",23.017662492620936,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2), WOL-SOU (3), SOU-MUN (4)",26.762942858607673,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2), WOL-SOU (3), SOU-MUN (4), BHA-SOU (2)",31.346140625752806,34.19309389409111,37.06091833735415,40.35727801253736,43.67697900975031,46.85761669565115,50.27121554125,53.347693058807856,56.57084511348346,59.94972178416068,63.0617109543216,66.95688821165952,70.15544705338549,73.05976754360626,76.33441132540337,80.00573121870387,83.19945220822356,86.49235810234482,89.78651837374005,92.93690549005309,96.31933682090548,99.0452402457355,102.24804290116974,105.04233988765509,108.3750735737221,111.95303771620854 +84939,2020-21,4,50.0,35.0,True,SOU-WBA,SOU-WBA (2),2.0,False,2020-10-04 11:00:00.000000,1.3416666666666666,1.3000000000000005,35.0,3.0,1.3333333333333333,1.5706371191135735,1.5454545454545454,1.0526315789473684,1.45,1.3192520775623269,1.6666666666666667,1.7285318559556786,1.1818181818181819,1.7590027700831024,1.4,1.7437673130193905,0.2222222222222222,0.1412742382271468,0.36363636363636365,0.19944598337950137,0.3,0.16966759002770082,9.0,2.0,11.0,1.0,20.0,3.0,1.0,0.15,1.4921717171717173,1.0525846998967254,1.1160774410774408,0.9431528137789229,1.3000000000000005,1.0148092904325587,1.1930134680134683,1.4488787447084919,1.5042087542087543,1.1693874039500423,1.3416666666666666,1.2997023451076204,0.302777777777778,0.46659381432819097,0.2775252525252525,0.7186588664083944,0.29166666666666663,0.5817174515235457,1.1693874039500423,1.4488787447084919,1.060273569023569,0.9500423102274954,1.3914807800224467,2.143191721132899,1.2997023451076204,0.985406824146982,WBA,60.0,10.0,10.0,0.0,900.0,8.0,0.0,0.0,1.0,0.0,0.0,10.0,0.0,4.0,2.0,0.0,1.1693874039500423,1.060273569023569,1.3914807800224467,83.33333333333334,6.0,7.055100795822877,6.454545454545454,1.0930437852683332,1.0,Ings,8.4,84.0,FWD,100.0,180,7.7,Hamstring injury - 50% chance of playing (19 Dec 2020),Hamstring injury - 50% chance of playing,2020-12-19 17:30:21.090587,16,20,Danny,Ings,Danny Ings,Ings (SOU),100.0,50.0,16,SOU,Southampton,3,2020-07-23 00:00:00.000000,,,1.0,2.5,84939.jpg,83.1,28,328.6,23,122.2,110,381.0,22,4,366,2020-07-23 00:00:00.000000,Danny Ings (Southampton),3.5275503979114387,3.5275503979114387,2.4560552568155303,2.953667851094212,3.5549116937350065,2.9752547096534996,2.417950799107016,2.196588150993183,4.324040664759237,3.07957888926426,2.6027979971035613,2.406636725806738,3.774284446314531,3.4282747920720014,2.7489375616372826,2.706424155626439,2.7165503362323364,2.9348675602312495,3.240478857750817,2.7389940677028455,3.1853254236037944,2.7969091878848413,4.136398476998939,3.099579515216463,2.4077468129183957,2.4900136944934976,2.5589118563695985,2.9860474154490744,3.9203999323416325,3.5126943628042655,2.617832972067356,3.1878931252635057,2.965704208129506,3.257613796401166,2.8188178892600306,3.2679798817686403,3.5275503979114387,SOU-WBA (2),5.9836056547269685,"SOU-WBA (2), CHE-SOU (4)",8.93727350582118,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3)",12.492185199556186,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3)",15.467439909209686,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2)",17.885390708316702,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2), WOL-SOU (3)",20.081978859309885,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2), WOL-SOU (3), SOU-MUN (4)",24.406019524069123,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2), WOL-SOU (3), SOU-MUN (4), BHA-SOU (2)",27.485598413333385,30.088396410436946,32.495033136243684,36.269317582558216,39.69759237463022,42.4465299362675,45.15295409189394,47.86950442812627,50.804371988357516,54.04485084610833,56.78384491381118,59.96917033741497,62.766079525299816,66.90247800229875,70.00205751751521,72.40980433043362,74.89981802492711,77.45872988129672,80.4447772967458,84.36517722908744,87.8778715918917,90.49570456395907,93.68359768922257,96.64930189735206,99.90691569375322,102.72573358301325 +85971,2020-21,4,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,0.0,0.0,,,1.5154040404040403,0.6598900183302784,1.1218855218855217,0.9723889555822329,1.3166666666666662,0.7974683544303801,1.1831649831649826,1.1269208878770636,1.5287037037037037,1.0109575463906173,1.3499999999999994,1.0740740740740744,0.2863636363636363,1.5520282186948855,0.2787037037037036,0.9785563273935369,0.28333333333333327,1.235294117647059,,,,,,,,,,27.0,3.0,2.0,1.0,225.0,4.0,0.0,0.0,0.0,0.0,0.0,2.0,0.0,1.0,0.0,0.0,,,,25.0,,0.0,0.0,,0.0,Son,9.7,97.0,MID,100.0,180,62.1,,,2020-09-27 16:00:17.251688,17,6,Heung-Min,Son,Heung-Min Son,Son (TOT),100.0,100.0,17,TOT,Spurs,4,2020-07-23 00:00:00.000000,1.0,6.0,2.0,7.0,85971.jpg,126.1,7,527.4,3,330.1,13,401.0,18,3,390,2020-07-23 00:00:00.000000,Heung-Min Son (Spurs),0.0,0.0,17.776925691275647,7.254286043033023,6.696729289479001,11.13887285810916,6.496784359460963,6.398455737754449,8.09385581522999,8.594937312491714,8.161441652396132,9.841593155751667,6.79868671436122,10.306742229089288,8.632603900518784,11.389951450877538,6.2557090175316885,7.601324292078811,15.425549789030367,12.69120737822707,10.254867740785487,7.17474522553643,10.009889004724721,8.60375077183762,10.88922212908537,7.020424136865177,7.61022177196961,9.447679897203377,5.928142767080312,8.733658074434015,11.491579596479106,9.226134522593847,7.8224479335121195,8.016653122111153,9.3135124747935,8.034566554634194,0.0,,17.776925691275647,"MUN-TOT (4), TOT-WHU (3)",25.03121173430867,"MUN-TOT (4), TOT-WHU (3), BUR-TOT (2)",31.727941023787672,"MUN-TOT (4), TOT-WHU (3), BUR-TOT (2), TOT-BHA (2)",42.86681388189683,"MUN-TOT (4), TOT-WHU (3), BUR-TOT (2), TOT-BHA (2), WBA-TOT (2)",49.36359824135779,"MUN-TOT (4), TOT-WHU (3), BUR-TOT (2), TOT-BHA (2), WBA-TOT (2), TOT-MCI (4)",55.76205397911224,"MUN-TOT (4), TOT-WHU (3), BUR-TOT (2), TOT-BHA (2), WBA-TOT (2), TOT-MCI (4), CHE-TOT (4)",63.85590979434223,"MUN-TOT (4), TOT-WHU (3), BUR-TOT (2), TOT-BHA (2), WBA-TOT (2), TOT-MCI (4), CHE-TOT (4), TOT-ARS (3)",72.45084710683395,80.61228875923008,90.45388191498175,97.25256862934297,107.55931085843227,116.19191475895106,127.58186620982859,133.83757522736028,141.43889951943908,156.86444930846943,169.5556566866965,179.810524427482,186.98526965301843,196.99515865774316,205.59890942958077,216.4881315586661,223.5085556955313,231.1187774675009,240.5664573647043,246.4946001317846,255.2282582062186,266.7198378026977,275.94597232529156,283.7684202588037,291.78507338091487,301.0985858557084 +93100,2020-21,4,100.0,35.0,True,SOU-WBA,SOU-WBA (2),2.0,False,2020-10-04 11:00:00.000000,1.3416666666666666,1.3000000000000005,35.0,3.0,1.3333333333333333,1.5706371191135735,1.5454545454545454,1.0526315789473684,1.45,1.3192520775623269,1.6666666666666667,1.7285318559556786,1.1818181818181819,1.7590027700831024,1.4,1.7437673130193905,0.2222222222222222,0.1412742382271468,0.36363636363636365,0.19944598337950137,0.3,0.16966759002770082,9.0,2.0,11.0,1.0,20.0,3.0,1.0,0.15,1.4921717171717173,1.0525846998967254,1.1160774410774408,0.9431528137789229,1.3000000000000005,1.0148092904325587,1.1930134680134683,1.4488787447084919,1.5042087542087543,1.1693874039500423,1.3416666666666666,1.2997023451076204,0.302777777777778,0.46659381432819097,0.2775252525252525,0.7186588664083944,0.29166666666666663,0.5817174515235457,1.1693874039500423,1.4488787447084919,1.060273569023569,0.9500423102274954,1.3914807800224467,2.143191721132899,1.2997023451076204,0.985406824146982,WBA,13.0,6.0,4.0,2.0,406.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,1.0,0.0,1.1693874039500423,1.060273569023569,1.3914807800224467,50.0,1.3,2.2068490460157126,2.1666666666666665,1.0185457135457137,1.0,Vestergaard,4.5,45.0,DEF,25.0,45,16.3,,,,16,20,Jannik,Vestergaard,Jannik Vestergaard,Vestergaard (SOU),100.0,100.0,16,SOU,Southampton,3,2020-07-23 00:00:00.000000,,,,3.8,93100.jpg,56.1,59,366.2,13,45.3,233,149.0,85,2,369,2020-07-23 00:00:00.000000,Jannik Vestergaard (Southampton),2.2068490460157126,2.2068490460157126,2.054874202490473,2.2607950853564884,2.5357424662133803,2.2213017110677926,2.2288594625852243,1.946230450358417,2.621066971655614,3.319331472620945,1.8724610569485918,1.8898537027191995,2.2469663959860036,2.2664174976774656,2.1505314049173694,2.3446657046657045,2.0637312646315418,2.185960045563,2.315730558897687,2.0933243084674293,2.745981047781602,2.165465701438308,1.9202670751839725,2.2288698181642617,2.5594332444170855,2.1614341579330802,2.244088245101057,2.2451335594960202,2.125322596927535,2.318692775710319,1.7715861873583478,2.169002212861862,1.8285808220711266,2.2772780717225163,2.4816367854053625,2.0991804782201826,2.2068490460157126,SOU-WBA (2),4.261723248506186,"SOU-WBA (2), CHE-SOU (4)",6.522518333862674,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3)",9.058260800076054,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3)",11.279562511143848,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2)",13.508421973729071,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2), WOL-SOU (3)",15.454652424087488,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2), WOL-SOU (3), SOU-MUN (4)",18.075719395743103,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2), WOL-SOU (3), SOU-MUN (4), BHA-SOU (2)",21.39505086836405,23.26751192531264,25.15736562803184,27.404332024017844,29.67074952169531,31.82128092661268,34.16594663127839,36.229677895909916,38.415637941472916,40.7313685003706,42.82469280883803,45.570673856619635,47.73613955805794,49.656406633241915,51.88527645140618,54.44470969582326,56.60614385375634,58.8502320988574,61.095365658353415,63.22068825528095,65.53938103099127,67.31096721834962,69.47996943121147,71.30855025328262,73.58582832500514,76.0674651104105 +101178,2020-21,4,100.0,35.0,True,SOU-WBA,SOU-WBA (2),2.0,False,2020-10-04 11:00:00.000000,1.3416666666666666,1.3000000000000005,35.0,3.0,1.3333333333333333,1.5706371191135735,1.5454545454545454,1.0526315789473684,1.45,1.3192520775623269,1.6666666666666667,1.7285318559556786,1.1818181818181819,1.7590027700831024,1.4,1.7437673130193905,0.2222222222222222,0.1412742382271468,0.36363636363636365,0.19944598337950137,0.3,0.16966759002770082,9.0,2.0,11.0,1.0,20.0,3.0,1.0,0.15,1.4921717171717173,1.0525846998967254,1.1160774410774408,0.9431528137789229,1.3000000000000005,1.0148092904325587,1.1930134680134683,1.4488787447084919,1.5042087542087543,1.1693874039500423,1.3416666666666666,1.2997023451076204,0.302777777777778,0.46659381432819097,0.2775252525252525,0.7186588664083944,0.29166666666666663,0.5817174515235457,1.1693874039500423,1.4488787447084919,1.060273569023569,0.9500423102274954,1.3914807800224467,2.143191721132899,1.2997023451076204,0.985406824146982,WBA,25.0,10.0,10.0,0.0,900.0,1.0,0.0,0.0,1.0,2.0,0.0,2.0,0.0,4.0,2.0,0.0,1.1693874039500423,1.060273569023569,1.3914807800224467,83.33333333333334,2.5,2.638887066074629,2.5454545454545454,1.0367056331007471,1.0,Ward-Prowse,6.1,61.0,MID,100.0,180,18.0,,,2020-11-10 18:00:23.245513,16,20,James,Ward-Prowse,James Ward-Prowse,Ward-Prowse (SOU),100.0,100.0,16,SOU,Southampton,3,2020-07-23 00:00:00.000000,1.0,1.0,2.0,4.0,101178.jpg,88.8,22,374.2,11,405.6,5,109.0,133,3,370,2020-07-23 00:00:00.000000,James Ward-Prowse (Southampton),2.638887066074629,2.638887066074629,2.296479528501995,2.513759729073888,2.784132644156204,2.5086576100870563,2.3367674634965097,2.182802932292895,3.050082799233946,2.8706678446813654,2.2876126911794405,2.2315300876303654,2.766053808269092,2.6637611218257407,2.4167024094868617,2.461657260032974,2.3805413594620672,2.4854341262411657,2.619868810716436,2.396432938697368,2.7317085092106663,2.4361738316455055,2.78120464661736,2.549779543954423,2.432750852362124,2.339059526909142,2.3853864286458166,2.5191798851766416,2.7752217579350207,2.7058248210894282,2.2620486599785528,2.559417265503404,2.3878568116618086,2.6136877328921195,2.537871626015369,2.5634978565187545,2.638887066074629,SOU-WBA (2),4.9353665945766245,"SOU-WBA (2), CHE-SOU (4)",7.449126323650512,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3)",10.233258967806716,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3)",12.741916577893772,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2)",15.078684041390282,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2), WOL-SOU (3)",17.261486973683176,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2), WOL-SOU (3), SOU-MUN (4)",20.311569772917125,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2), WOL-SOU (3), SOU-MUN (4), BHA-SOU (2)",23.18223761759849,25.46985030877793,27.701380396408293,30.467434204677385,33.131195326503125,35.547897735989984,38.009554996022956,40.39009635548503,42.875530481726194,45.49539929244263,47.89183223113999,50.62354074035066,53.05971457199617,55.84091921861353,58.39069876256795,60.823449614930084,63.16250914183922,65.54789557048504,68.06707545566168,70.8422972135967,73.54812203468612,75.81017069466466,78.36958796016806,80.7574447718299,83.37113250472201,85.90900413073739 +114283,2020-21,4,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,0.0,0.0,,,1.6618686868686867,0.8500926658251048,1.1551346801346802,0.9568262271944524,1.408333333333333,0.8993755019751187,1.0132154882154882,1.7059864126238649,1.5181818181818192,1.1239570720055725,1.2583333333333335,1.3648621379171173,0.3731481481481482,0.3786009361918574,0.26691919191919183,0.7472148478550857,0.32083333333333325,0.5288340468395871,,,,,,,,,,25.0,0.0,0.0,0.0,900.0,1.0,0.0,0.0,1.0,2.0,0.0,2.0,0.0,4.0,2.0,0.0,,,,0.0,,0.0,0.0,,0.0,Grealish,7.8,78.0,MID,100.0,180,43.3,,,,2,7,Jack,Grealish,Jack Grealish,Grealish (AVL),100.0,100.0,2,AVL,Aston Villa,3,2020-07-23 00:00:00.000000,3.0,4.0,2.0,3.2,114283.jpg,145.9,2,383.8,10,458.2,3,619.0,4,3,37,2020-07-23 00:00:00.000000,Jack Grealish (Aston Villa),0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,,0.0,LEI-AVL (4),0.0,"LEI-AVL (4), AVL-LEE (2), AVL-LIV (4)",0.0,"LEI-AVL (4), AVL-LEE (2), AVL-LIV (4), AVL-SOU (3)",0.0,"LEI-AVL (4), AVL-LEE (2), AVL-LIV (4), AVL-SOU (3), ARS-AVL (3)",0.0,"LEI-AVL (4), AVL-LEE (2), AVL-LIV (4), AVL-SOU (3), ARS-AVL (3), AVL-BHA (2)",0.0,"LEI-AVL (4), AVL-LEE (2), AVL-LIV (4), AVL-SOU (3), ARS-AVL (3), AVL-BHA (2), WHU-AVL (3)",0.0,"LEI-AVL (4), AVL-LEE (2), AVL-LIV (4), AVL-SOU (3), ARS-AVL (3), AVL-BHA (2), WHU-AVL (3)",0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +118748,2020-21,4,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,0.0,0.0,,,1.5264955650689724,1.5285555927756038,1.2868777805758413,0.918360857306396,1.4006117266851332,1.2137553667520957,1.2007983808537828,0.7402482407220417,1.6039825773897796,0.793479487039335,1.4023314866112653,0.7844079737938072,0.3416279601182646,0.9757202929699904,0.23722287510376147,1.532889117364035,0.2889312096029547,1.2113610034754125,,,,,,,,,,25.0,0.0,0.0,0.0,900.0,1.0,0.0,0.0,1.0,2.0,0.0,2.0,0.0,4.0,2.0,0.0,,,,0.0,,0.0,0.0,,0.0,Salah,12.5,125.0,MID,100.0,180,39.7,,,2020-11-13 15:30:16.171973,11,14,Mohamed,Salah,Mohamed Salah,Salah (LIV),100.0,100.0,11,LIV,Liverpool,5,2020-07-23 00:00:00.000000,,2.0,2.0,8.5,118748.jpg,167.4,1,598.0,1,356.0,12,720.0,2,3,254,2020-07-23 00:00:00.000000,Mohamed Salah (Liverpool),0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,,0.0,EVE-LIV (3),0.0,"EVE-LIV (3), LIV-SHU (2), AVL-LIV (3)",0.0,"EVE-LIV (3), LIV-SHU (2), AVL-LIV (3), LIV-WHU (3)",0.0,"EVE-LIV (3), LIV-SHU (2), AVL-LIV (3), LIV-WHU (3), MCI-LIV (5)",0.0,"EVE-LIV (3), LIV-SHU (2), AVL-LIV (3), LIV-WHU (3), MCI-LIV (5), LIV-LEI (4)",0.0,"EVE-LIV (3), LIV-SHU (2), AVL-LIV (3), LIV-WHU (3), MCI-LIV (5), LIV-LEI (4), BHA-LIV (2)",0.0,"EVE-LIV (3), LIV-SHU (2), AVL-LIV (3), LIV-WHU (3), MCI-LIV (5), LIV-LEI (4), BHA-LIV (2), LIV-WOL (3)",0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +165153,2020-21,4,100.0,35.0,True,CHE-CRY,CHE-CRY (3),3.0,False,2020-10-03 11:30:00.000000,1.3953139427516152,1.3474376731301934,31.0,4.0,1.9,0.7272727272727273,2.0,1.0,1.95,0.85,0.8,1.1818181818181819,2.3,1.8888888888888888,1.55,1.5,0.5,0.2727272727272727,0.0,0.2222222222222222,0.25,0.25,10.0,11.0,10.0,9.0,20.0,20.0,1.0,1.0,1.624068244774616,0.44780921590746103,1.0664230019493182,0.937714207375588,1.3474376731301934,0.630826951739734,1.2948018970872155,0.9127405392877461,1.5086206012106285,1.2520635654670929,1.3953139427516152,1.075026883944082,0.32313648954923185,0.8440002337950787,0.25365753565199545,0.8760718330367255,0.2891389658356418,0.8646361422697695,1.2520635654670929,0.9127405392877461,1.0664230019493182,2.233093836565097,1.1414589104339796,1.1848337950138503,1.075026883944082,1.5852207919178745,CRY,25.0,0.0,0.0,0.0,900.0,1.0,0.0,0.0,1.0,2.0,0.0,2.0,0.0,4.0,2.0,0.0,1.2520635654670929,1.0664230019493182,1.1414589104339796,0.0,,0.0,0.0,,1.0,Werner,9.3,93.0,FWD,100.0,180,17.5,,,2020-09-15 00:00:14.393762,5,8,Timo,Werner,Timo Werner,Werner (CHE),100.0,100.0,5,CHE,Chelsea,4,2020-07-23 00:00:00.000000,,,1.0,2.7,165153.jpg,101.2,13,266.8,51,196.5,53,548.0,8,4,117,2020-07-23 00:00:00.000000,Timo Werner (Chelsea),0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,CHE-CRY (3),0.0,"CHE-CRY (3), CHE-SOU (3)",0.0,"CHE-CRY (3), CHE-SOU (3), MUN-CHE (4)",0.0,"CHE-CRY (3), CHE-SOU (3), MUN-CHE (4), BUR-CHE (2)",0.0,"CHE-CRY (3), CHE-SOU (3), MUN-CHE (4), BUR-CHE (2), CHE-SHU (2)",0.0,"CHE-CRY (3), CHE-SOU (3), MUN-CHE (4), BUR-CHE (2), CHE-SHU (2), NEW-CHE (3)",0.0,"CHE-CRY (3), CHE-SOU (3), MUN-CHE (4), BUR-CHE (2), CHE-SHU (2), NEW-CHE (3), CHE-TOT (4)",0.0,"CHE-CRY (3), CHE-SOU (3), MUN-CHE (4), BUR-CHE (2), CHE-SHU (2), NEW-CHE (3), CHE-TOT (4), CHE-LEE (2)",0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +200439,2020-21,4,100.0,35.0,True,SOU-WBA,SOU-WBA (2),2.0,False,2020-10-04 11:00:00.000000,1.3416666666666666,1.3000000000000005,35.0,3.0,1.3333333333333333,1.5706371191135735,1.5454545454545454,1.0526315789473684,1.45,1.3192520775623269,1.6666666666666667,1.7285318559556786,1.1818181818181819,1.7590027700831024,1.4,1.7437673130193905,0.2222222222222222,0.1412742382271468,0.36363636363636365,0.19944598337950137,0.3,0.16966759002770082,9.0,2.0,11.0,1.0,20.0,3.0,1.0,0.15,1.4921717171717173,1.0525846998967254,1.1160774410774408,0.9431528137789229,1.3000000000000005,1.0148092904325587,1.1930134680134683,1.4488787447084919,1.5042087542087543,1.1693874039500423,1.3416666666666666,1.2997023451076204,0.302777777777778,0.46659381432819097,0.2775252525252525,0.7186588664083944,0.29166666666666663,0.5817174515235457,1.1693874039500423,1.4488787447084919,1.060273569023569,0.9500423102274954,1.3914807800224467,2.143191721132899,1.2997023451076204,0.985406824146982,WBA,41.0,9.0,6.0,3.0,532.0,4.0,1.0,0.0,0.0,1.0,0.0,8.0,0.0,3.0,1.0,0.0,1.1693874039500423,1.060273569023569,1.3914807800224467,75.0,4.1,4.52183606750508,4.2,1.076627635120257,1.0,Adams,6.0,60.0,FWD,90.55555555555556,163,7.6,,,,16,20,Che,Adams,Che Adams,Adams (SOU),100.0,100.0,16,SOU,Southampton,3,2020-07-23 00:00:00.000000,,,,4.3,200439.jpg,92.8,19,281.6,41,246.1,30,399.0,19,4,377,2020-07-23 00:00:00.000000,Che Adams (Southampton),4.52183606750508,4.52183606750508,3.837850686076047,4.494422859082641,5.287730707011467,4.5229055196817,3.7875739710439804,3.4954982547826723,6.302553654890661,4.660555478890343,4.0314695795116435,3.772645679883891,5.577180866665007,5.120640350650557,4.224292616049192,4.168198538673774,4.181559471417667,4.469616919749566,4.872854048421216,4.211172728219032,4.800082156143896,4.287588511792499,6.054970212706931,4.686945193688388,3.7741103781562164,3.8826569580122543,3.973564254932109,4.537145895384196,5.769972132950766,5.232027284255627,4.051307393699983,4.8034700958337915,4.51030416350421,4.895462648029317,4.316495826106985,4.909140121778066,4.52183606750508,SOU-WBA (2),8.359686753581126,"SOU-WBA (2), CHE-SOU (4)",12.854109612663766,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3)",18.141840319675232,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3)",22.664745839356932,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2)",26.452319810400912,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2), WOL-SOU (3)",29.947818065183583,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2), WOL-SOU (3), SOU-MUN (4)",36.25037172007424,"SOU-WBA (2), CHE-SOU (4), SOU-EVE (3), AVL-SOU (3), SOU-NEW (2), WOL-SOU (3), SOU-MUN (4), BHA-SOU (2)",40.910927198964586,44.94239677847623,48.715042458360124,54.292223325025134,59.412863675675695,63.637156291724885,67.80535483039866,71.98691430181633,76.4565312215659,81.32938526998711,85.54055799820614,90.34064015435004,94.62822866614253,100.68319887884947,105.37014407253785,109.14425445069406,113.02691140870631,117.00047566363843,121.53762155902263,127.3075936919734,132.53962097622903,136.590928369929,141.3943984657628,145.904702629267,150.80016527729632,155.1166611034033