{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Local ScraperFC import, comment this out if you've pip installed ScraperFC. If you've cloned\n", "# ScraperFC, append the path below.\n", "import sys\n", "sys.path.append(\"../src\")\n", "\n", "import ScraperFC as sfc # LEAVE THIS!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Capology" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Changed currency to usd.\n" ] }, { "data": { "text/html": [ "
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EST. BASE SALARYBIO
PLAYERGROSS P/W\\n(USD)GROSS P/Y\\n(USD)ADJ. GROSS\\n(USD)POS.AGECOUNTRYCLUB
0Kevin De Bruyne$ 518,705$ 26,972,664$ 26,972,664F32BelgiumManchester City
1Erling Haaland$ 486,286$ 25,286,873$ 25,286,873F23NorwayManchester City
2Casemiro$ 453,867$ 23,601,081$ 23,601,081M31BrazilManchester United
3Mohamed Salah$ 453,867$ 23,601,081$ 23,601,081F31EgyptLiverpool
4Raphaël Varane$ 440,899$ 22,926,765$ 22,926,765D30FranceManchester United
...........................
605João Cancelo$ 0$ 0$ 0D29PortugalManchester City
606Kacper Kozlowski$ 0$ 0$ 0M19PolandBrighton
607Tanguy Ndombélé$ 0$ 0$ 0M26FranceTottenham
608Sergio Reguilón$ 0$ 0$ 0D27SpainTottenham
609Sandro Tonali$ 0$ 0$ 0M23ItalyNewcastle
\n", "

610 rows × 8 columns

\n", "
" ], "text/plain": [ " EST. BASE SALARY \\\n", " PLAYER GROSS P/W\\n(USD) GROSS P/Y\\n(USD) ADJ. GROSS\\n(USD) \n", "0 Kevin De Bruyne $ 518,705 $ 26,972,664 $ 26,972,664 \n", "1 Erling Haaland $ 486,286 $ 25,286,873 $ 25,286,873 \n", "2 Casemiro $ 453,867 $ 23,601,081 $ 23,601,081 \n", "3 Mohamed Salah $ 453,867 $ 23,601,081 $ 23,601,081 \n", "4 Raphaël Varane $ 440,899 $ 22,926,765 $ 22,926,765 \n", ".. ... ... ... ... \n", "605 João Cancelo $ 0 $ 0 $ 0 \n", "606 Kacper Kozlowski $ 0 $ 0 $ 0 \n", "607 Tanguy Ndombélé $ 0 $ 0 $ 0 \n", "608 Sergio Reguilón $ 0 $ 0 $ 0 \n", "609 Sandro Tonali $ 0 $ 0 $ 0 \n", "\n", " BIO \n", " POS. AGE COUNTRY CLUB \n", "0 F 32 Belgium Manchester City \n", "1 F 23 Norway Manchester City \n", "2 M 31 Brazil Manchester United \n", "3 F 31 Egypt Liverpool \n", "4 D 30 France Manchester United \n", ".. ... .. ... ... \n", "605 D 29 Portugal Manchester City \n", "606 M 19 Poland Brighton \n", "607 M 26 France Tottenham \n", "608 D 27 Spain Tottenham \n", "609 M 23 Italy Newcastle \n", "\n", "[610 rows x 8 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cap = sfc.Capology()\n", "salaries = cap.scrape_salaries(\"2023-24\", \"EPL\", \"usd\")\n", "salaries" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# ClubElo" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1815.88818359" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ce = sfc.ClubElo()\n", "ce.scrape_team_on_date('Tottenham', '2023-08-13')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# FBref" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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LinkDateStageHome TeamAway TeamHome Team IDAway Team IDHome GoalsAway GoalsHome Player StatsAway Player StatsShots
0https://fbref.com/en/matches/67ed3ba2/Brentfor...Sunday August 13, 2023Premier League (Matchweek 1)BrentfordTottenham Hotspurcd051869361ca56422Summary Unnamed: 0_level_0 Unname...Summary Unnamed: 0_level_0 Unnamed...Both Unnamed: 0_level_0 Unnamed: 1_leve...
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" ], "text/plain": [ " Link Date \\\n", "0 https://fbref.com/en/matches/67ed3ba2/Brentfor... Sunday August 13, 2023 \n", "\n", " Stage Home Team Away Team Home Team ID \\\n", "0 Premier League (Matchweek 1) Brentford Tottenham Hotspur cd051869 \n", "\n", " Away Team ID Home Goals Away Goals \\\n", "0 361ca564 2 2 \n", "\n", " Home Player Stats \\\n", "0 Summary Unnamed: 0_level_0 Unname... \n", "\n", " Away Player Stats \\\n", "0 Summary Unnamed: 0_level_0 Unnamed... \n", "\n", " Shots \n", "0 Both Unnamed: 0_level_0 Unnamed: 1_leve... " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fb = sfc.FBref()\n", "match = fb.scrape_match('https://fbref.com/en/matches/67ed3ba2/Brentford-Tottenham-Hotspur-August-13-2023-Premier-League')\n", "match" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Unnamed: 0_level_0Unnamed: 1_level_0Unnamed: 2_level_0Unnamed: 3_level_0Unnamed: 4_level_0Unnamed: 5_level_0Performance...SCAPassesCarriesTake-Ons
Player#NationPosAgeMinGlsAstPKPKatt...SCAGCACmpAttCmp%PrgPCarriesPrgCAttSucc
0Richarlison9.0br BRAFW26-095900000...10131872.2121153
1Son Heung-min7.0kr KORLW31-036740000...20313783.8533321
2Ivan Perišić14.0hr CROLW34-192160000...20111668.8313233
3Dejan Kulusevski21.0se SWERW23-110900000...50496081.7351411
4James Maddison10.0eng ENGAM26-263900200...83587577.3768120
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5 rows × 31 columns

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" ], "text/plain": [ " Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0 Unnamed: 3_level_0 \\\n", " Player # Nation Pos \n", "0 Richarlison 9.0 br BRA FW \n", "1 Son Heung-min 7.0 kr KOR LW \n", "2 Ivan Perišić 14.0 hr CRO LW \n", "3 Dejan Kulusevski 21.0 se SWE RW \n", "4 James Maddison 10.0 eng ENG AM \n", "\n", " Unnamed: 4_level_0 Unnamed: 5_level_0 Performance ... SCA \\\n", " Age Min Gls Ast PK PKatt ... SCA GCA \n", "0 26-095 90 0 0 0 0 ... 1 0 \n", "1 31-036 74 0 0 0 0 ... 2 0 \n", "2 34-192 16 0 0 0 0 ... 2 0 \n", "3 23-110 90 0 0 0 0 ... 5 0 \n", "4 26-263 90 0 2 0 0 ... 8 3 \n", "\n", " Passes Carries Take-Ons \n", " Cmp Att Cmp% PrgP Carries PrgC Att Succ \n", "0 13 18 72.2 1 21 1 5 3 \n", "1 31 37 83.8 5 33 3 2 1 \n", "2 11 16 68.8 3 13 2 3 3 \n", "3 49 60 81.7 3 51 4 1 1 \n", "4 58 75 77.3 7 68 1 2 0 \n", "\n", "[5 rows x 31 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "match.loc[0,'Away Player Stats']['Summary'].head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Sofascore" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running\n" ] }, { "data": { "text/html": [ "
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goalsyellowCardsredCardsgroundDuelsWongroundDuelsWonPercentageaerialDuelsWonaerialDuelsWonPercentagesuccessfulDribblessuccessfulDribblesPercentagetackles...hitWoodworkoffsidesexpectedGoalserrorLeadToGoalerrorLeadToShotpassToAssistplayerteamplayer idteam id
088114655.735570.514275.0070...064.07131RodriManchester City82760617
10003100.004100.0000.001...00NaN220Arijanet MurićBurnley8889716
24203736.27654.551032.2614...012.41000Kevin De BruyneManchester City7099617
3192013852.27626.094750.5431...1510.34010Phil FodenManchester City85976517
4109011542.912143.751947.5068...31310.01022Bruno FernandesManchester United28820535
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5 rows × 54 columns

\n", "
" ], "text/plain": [ " goals yellowCards redCards groundDuelsWon groundDuelsWonPercentage \\\n", "0 8 8 1 146 55.73 \n", "1 0 0 0 3 100.00 \n", "2 4 2 0 37 36.27 \n", "3 19 2 0 138 52.27 \n", "4 10 9 0 115 42.91 \n", "\n", " aerialDuelsWon aerialDuelsWonPercentage successfulDribbles \\\n", "0 55 70.51 42 \n", "1 4 100.00 0 \n", "2 6 54.55 10 \n", "3 6 26.09 47 \n", "4 21 43.75 19 \n", "\n", " successfulDribblesPercentage tackles ... hitWoodwork offsides \\\n", "0 75.00 70 ... 0 6 \n", "1 0.00 1 ... 0 0 \n", "2 32.26 14 ... 0 1 \n", "3 50.54 31 ... 1 5 \n", "4 47.50 68 ... 3 13 \n", "\n", " expectedGoals errorLeadToGoal errorLeadToShot passToAssist \\\n", "0 4.07 1 3 1 \n", "1 NaN 2 2 0 \n", "2 2.41 0 0 0 \n", "3 10.34 0 1 0 \n", "4 10.01 0 2 2 \n", "\n", " player team player id team id \n", "0 Rodri Manchester City 827606 17 \n", "1 Arijanet Murić Burnley 888971 6 \n", "2 Kevin De Bruyne Manchester City 70996 17 \n", "3 Phil Foden Manchester City 859765 17 \n", "4 Bruno Fernandes Manchester United 288205 35 \n", "\n", "[5 rows x 54 columns]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ss = sfc.Sofascore()\n", "player_data = ss.scrape_player_league_stats(\"23/24\", \"EPL\")\n", "player_data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Transfermarkt" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "23/24 EPL player links: 100%|██████████| 20/20 [00:58<00:00, 2.93s/it]\n", "23/24 EPL players: 100%|██████████| 1637/1637 [33:39<00:00, 1.23s/it]\n" ] }, { "data": { "text/html": [ "
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NameIDValueValue last updatedDOBAgeHeight (m)NationalityCitizenshipPositionOther positionsTeamLast clubSinceJoinedContract expirationMarket value historyTransfer history
0Kyle Walker95424€13.00mMay 27, 2024May 28, 1990341.78England[]Right-BackNoneMan CityNoneNoneJul 14, 2017Jun 30, 2026NoneEmpty DataFrame\n", "Columns: [Season, Date, Left, ...
1Myles Lewis-Skelly890721€5.00mOct 1, 2024Sep 26, 2006181.78England[England, Barbados]Defensive Midfield0\n", "0 Central Midfield\n", "1 ...Arsenal U21NoneNoneJul 1, 2023-NoneEmpty DataFrame\n", "Columns: [Season, Date, Left, ...
2Casemiro16306€15.00mOct 1, 2024Feb 23, 1992321.85Brazil[]Defensive MidfieldNoneMan UtdNoneNoneAug 22, 2022Jun 30, 2026NoneEmpty DataFrame\n", "Columns: [Season, Date, Left, ...
3Tom Hill655990€300kMar 14, 2024Oct 13, 200222NoneWales[]Central MidfieldNoneLiverpool U21NoneNoneJul 1, 2021-NoneEmpty DataFrame\n", "Columns: [Season, Date, Left, ...
4James Wright712181€200kOct 14, 2024Dec 2, 2004191.88England[]GoalkeeperNoneReal UniónNoneNoneAug 16, 2024Jun 30, 2025NoneEmpty DataFrame\n", "Columns: [Season, Date, Left, ...
\n", "
" ], "text/plain": [ " Name ID Value Value last updated DOB Age \\\n", "0 Kyle Walker 95424 €13.00m May 27, 2024 May 28, 1990 34 \n", "1 Myles Lewis-Skelly 890721 €5.00m Oct 1, 2024 Sep 26, 2006 18 \n", "2 Casemiro 16306 €15.00m Oct 1, 2024 Feb 23, 1992 32 \n", "3 Tom Hill 655990 €300k Mar 14, 2024 Oct 13, 2002 22 \n", "4 James Wright 712181 €200k Oct 14, 2024 Dec 2, 2004 19 \n", "\n", " Height (m) Nationality Citizenship Position \\\n", "0 1.78 England [] Right-Back \n", "1 1.78 England [England, Barbados] Defensive Midfield \n", "2 1.85 Brazil [] Defensive Midfield \n", "3 None Wales [] Central Midfield \n", "4 1.88 England [] Goalkeeper \n", "\n", " Other positions Team Last club \\\n", "0 None Man City None \n", "1 0\n", "0 Central Midfield\n", "1 ... Arsenal U21 None \n", "2 None Man Utd None \n", "3 None Liverpool U21 None \n", "4 None Real Unión None \n", "\n", " Since Joined Contract expiration Market value history \\\n", "0 None Jul 14, 2017 Jun 30, 2026 None \n", "1 None Jul 1, 2023 - None \n", "2 None Aug 22, 2022 Jun 30, 2026 None \n", "3 None Jul 1, 2021 - None \n", "4 None Aug 16, 2024 Jun 30, 2025 None \n", "\n", " Transfer history \n", "0 Empty DataFrame\n", "Columns: [Season, Date, Left, ... \n", "1 Empty DataFrame\n", "Columns: [Season, Date, Left, ... \n", "2 Empty DataFrame\n", "Columns: [Season, Date, Left, ... \n", "3 Empty DataFrame\n", "Columns: [Season, Date, Left, ... \n", "4 Empty DataFrame\n", "Columns: [Season, Date, Left, ... " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tm = sfc.Transfermarkt()\n", "players = tm.scrape_players(\"23/24\", \"EPL\")\n", "players.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Understat" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2023/2024 EPL teams: 100%|██████████| 20/20 [00:27<00:00, 1.38s/it]\n" ] }, { "data": { "text/plain": [ "{'https://understat.com/team/Aston_Villa/2023': {'matches': [{'id': '22281',\n", " 'isResult': True,\n", " 'side': 'a',\n", " 'h': {'id': '86', 'title': 'Newcastle United', 'short_title': 'NEW'},\n", " 'a': {'id': '71', 'title': 'Aston Villa', 'short_title': 'AVL'},\n", " 'goals': {'h': '5', 'a': '1'},\n", " 'xG': {'h': '4.32208', 'a': '1.486'},\n", " 'datetime': '2023-08-12 16:30:00',\n", " 'forecast': {'w': 0.8386467007200593,\n", " 'd': 0.08697963270652609,\n", " 'l': 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'xGBuildup': '2.7746793553233147'},\n", " {'id': '11713',\n", " 'player_name': 'Amari'i Bell',\n", " 'games': '21',\n", " 'time': '1724',\n", " 'goals': '0',\n", " 'xG': '0.4993779337964952',\n", " 'assists': '0',\n", " 'xA': '0.3448488349094987',\n", " 'shots': '2',\n", " 'key_passes': '8',\n", " 'yellow_cards': '0',\n", " 'red_cards': '0',\n", " 'position': 'D',\n", " 'team_title': 'Luton',\n", " 'npg': '0',\n", " 'npxG': '0.4993779337964952',\n", " 'xGChain': '5.261379264295101',\n", " 'xGBuildup': '4.456334888935089'},\n", " {'id': '11716',\n", " 'player_name': 'Pelly Ruddock Mpanzu',\n", " 'games': '27',\n", " 'time': '1068',\n", " 'goals': '0',\n", " 'xG': '1.2606520606204867',\n", " 'assists': '0',\n", " 'xA': '0.5314477952197194',\n", " 'shots': '11',\n", " 'key_passes': '6',\n", " 'yellow_cards': '1',\n", " 'red_cards': '0',\n", " 'position': 'M S',\n", " 'team_title': 'Luton',\n", " 'npg': '0',\n", " 'npxG': '1.2606520606204867',\n", " 'xGChain': '2.659800674766302',\n", " 'xGBuildup': '1.222071398049593'},\n", " {'id': '11724',\n", " 'player_name': 'James Shea',\n", " 'games': '1',\n", " 'time': '10',\n", " 'goals': '0',\n", " 'xG': '0',\n", " 'assists': '0',\n", " 'xA': '0',\n", " 'shots': '0',\n", " 'key_passes': '0',\n", " 'yellow_cards': '0',\n", " 'red_cards': '0',\n", " 'position': 'S',\n", " 'team_title': 'Luton',\n", " 'npg': '0',\n", " 'npxG': '0',\n", " 'xGChain': '0',\n", " 'xGBuildup': '0'},\n", " {'id': '11980',\n", " 'player_name': 'Joseph Johnson',\n", " 'games': '2',\n", " 'time': '75',\n", " 'goals': '0',\n", " 'xG': '0',\n", " 'assists': '0',\n", " 'xA': '0',\n", " 'shots': '0',\n", " 'key_passes': '0',\n", " 'yellow_cards': '1',\n", " 'red_cards': '0',\n", " 'position': 'S',\n", " 'team_title': 'Luton',\n", " 'npg': '0',\n", " 'npxG': '0',\n", " 'xGChain': '0.035104941576719284',\n", " 'xGBuildup': '0.035104941576719284'},\n", " {'id': '12188',\n", " 'player_name': 'Zack Nelson',\n", " 'games': '2',\n", " 'time': '2',\n", " 'goals': '0',\n", " 'xG': '0',\n", " 'assists': '0',\n", " 'xA': '0',\n", " 'shots': '0',\n", " 'key_passes': '0',\n", " 'yellow_cards': '0',\n", " 'red_cards': '0',\n", " 'position': 'S',\n", " 'team_title': 'Luton',\n", " 'npg': '0',\n", " 'npxG': '0',\n", " 'xGChain': '0.06752422451972961',\n", " 'xGBuildup': '0.06752422451972961'},\n", " {'id': '12509',\n", " 'player_name': 'Daiki Hashioka',\n", " 'games': '10',\n", " 'time': '583',\n", " 'goals': '0',\n", " 'xG': '0.10021312907338142',\n", " 'assists': '0',\n", " 'xA': '0.5188488382846117',\n", " 'shots': '2',\n", " 'key_passes': '3',\n", " 'yellow_cards': '0',\n", " 'red_cards': '0',\n", " 'position': 'D S',\n", " 'team_title': 'Luton',\n", " 'npg': '0',\n", " 'npxG': '0.10021312907338142',\n", " 'xGChain': '2.0648620426654816',\n", " 'xGBuildup': '1.5119032934308052'},\n", " {'id': '12549',\n", " 'player_name': 'Fred Onyedinma',\n", " 'games': '8',\n", " 'time': '419',\n", " 'goals': '0',\n", " 'xG': '0.18410924077033997',\n", " 'assists': '0',\n", " 'xA': '0.13074029795825481',\n", " 'shots': '5',\n", " 'key_passes': '2',\n", " 'yellow_cards': '1',\n", " 'red_cards': '0',\n", " 'position': 'D S',\n", " 'team_title': 'Luton',\n", " 'npg': '0',\n", " 'npxG': '0.18410924077033997',\n", " 'xGChain': '0.5668405517935753',\n", " 'xGBuildup': '0.25199100375175476'}]}}" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "us = sfc.Understat()\n", "team_data = us.scrape_all_teams_data(\"2023/2024\", \"EPL\", as_df=False)\n", "team_data" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'Normal': {'stat': 'Normal',\n", " 'shots': 391,\n", " 'goals': 51,\n", " 'xG': 51.32165337726474,\n", " 'against': {'shots': 267, 'goals': 28, 'xG': 37.94766077073291}},\n", " 'Standard': {'stat': 'Standard',\n", " 'shots': 123,\n", " 'goals': 12,\n", " 'xG': 11.204763188026845,\n", " 'against': {'shots': 159, 'goals': 22, 'xG': 23.495088269934058}},\n", " 'Slow': {'stat': 'Slow',\n", " 'shots': 46,\n", " 'goals': 7,\n", " 'xG': 10.067714096046984,\n", " 'against': {'shots': 26, 'goals': 2, 'xG': 3.5871880832128227}},\n", " 'Fast': {'stat': 'Fast',\n", " 'shots': 27,\n", " 'goals': 4,\n", " 'xG': 6.163365156855434,\n", " 'against': {'shots': 38, 'goals': 9, 'xG': 7.1668951427564025}}}" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "team_data[\"https://understat.com/team/Tottenham/2023\"][\"team_data\"][\"attackSpeed\"]" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.12.0" } }, "nbformat": 4, "nbformat_minor": 4 }