# Local ScraperFC import, comment this out if you've pip installed ScraperFC. If you've cloned
# ScraperFC, append the path below.
import sys
sys.path.append("../src")

import ScraperFC as sfc  # LEAVE THIS!

Capology

cap = sfc.Capology()
salaries = cap.scrape_salaries("2023-24", "EPL", "usd")
salaries

Changed currency to usd.

		EST. BASE SALARY			BIO
	PLAYER	GROSS P/W\n(USD)	GROSS P/Y\n(USD)	ADJ. GROSS\n(USD)	POS.	AGE	COUNTRY	CLUB
0	Kevin De Bruyne	$ 518,705	$ 26,972,664	$ 26,972,664	F	32	Belgium	Manchester City
1	Erling Haaland	$ 486,286	$ 25,286,873	$ 25,286,873	F	23	Norway	Manchester City
2	Casemiro	$ 453,867	$ 23,601,081	$ 23,601,081	M	31	Brazil	Manchester United
3	Mohamed Salah	$ 453,867	$ 23,601,081	$ 23,601,081	F	31	Egypt	Liverpool
4	Raphaël Varane	$ 440,899	$ 22,926,765	$ 22,926,765	D	30	France	Manchester United
...	...	...	...	...	...	...	...	...
605	João Cancelo	$ 0	$ 0	$ 0	D	29	Portugal	Manchester City
606	Kacper Kozlowski	$ 0	$ 0	$ 0	M	19	Poland	Brighton
607	Tanguy Ndombélé	$ 0	$ 0	$ 0	M	26	France	Tottenham
608	Sergio Reguilón	$ 0	$ 0	$ 0	D	27	Spain	Tottenham
609	Sandro Tonali	$ 0	$ 0	$ 0	M	23	Italy	Newcastle

610 rows × 8 columns

ClubElo

ce = sfc.ClubElo()
ce.scrape_team_on_date('Tottenham', '2023-08-13')

1815.88818359

FBref

fb = sfc.FBref()
match = fb.scrape_match('https://fbref.com/en/matches/67ed3ba2/Brentford-Tottenham-Hotspur-August-13-2023-Premier-League')
match

	Link	Date	Stage	Home Team	Away Team	Home Team ID	Away Team ID	Home Goals	Away Goals	Home Player Stats	Away Player Stats	Shots
0	https://fbref.com/en/matches/67ed3ba2/Brentfor...	Sunday August 13, 2023	Premier League (Matchweek 1)	Brentford	Tottenham Hotspur	cd051869	361ca564	2	2	Summary Unnamed: 0_level_0 Unname...	Summary Unnamed: 0_level_0 Unnamed...	Both Unnamed: 0_level_0 Unnamed: 1_leve...

match.loc[0,'Away Player Stats']['Summary'].head()

	Unnamed: 0_level_0	Unnamed: 1_level_0	Unnamed: 2_level_0	Unnamed: 3_level_0	Unnamed: 4_level_0	Unnamed: 5_level_0	Performance				...	SCA		Passes				Carries		Take-Ons
	Player	#	Nation	Pos	Age	Min	Gls	Ast	PK	PKatt	...	SCA	GCA	Cmp	Att	Cmp%	PrgP	Carries	PrgC	Att	Succ
0	Richarlison	9.0	br BRA	FW	26-095	90	0	0	0	0	...	1	0	13	18	72.2	1	21	1	5	3
1	Son Heung-min	7.0	kr KOR	LW	31-036	74	0	0	0	0	...	2	0	31	37	83.8	5	33	3	2	1
2	Ivan Perišić	14.0	hr CRO	LW	34-192	16	0	0	0	0	...	2	0	11	16	68.8	3	13	2	3	3
3	Dejan Kulusevski	21.0	se SWE	RW	23-110	90	0	0	0	0	...	5	0	49	60	81.7	3	51	4	1	1
4	James Maddison	10.0	eng ENG	AM	26-263	90	0	2	0	0	...	8	3	58	75	77.3	7	68	1	2	0

5 rows × 31 columns

Sofascore

ss = sfc.Sofascore()
player_data = ss.scrape_player_league_stats("23/24", "EPL")
player_data.head()

Running

	goals	yellowCards	redCards	groundDuelsWon	groundDuelsWonPercentage	aerialDuelsWon	aerialDuelsWonPercentage	successfulDribbles	successfulDribblesPercentage	tackles	...	hitWoodwork	offsides	expectedGoals	errorLeadToGoal	errorLeadToShot	passToAssist	player	team	player id	team id
0	8	8	1	146	55.73	55	70.51	42	75.00	70	...	0	6	4.07	1	3	1	Rodri	Manchester City	827606	17
1	0	0	0	3	100.00	4	100.00	0	0.00	1	...	0	0	NaN	2	2	0	Arijanet Murić	Burnley	888971	6
2	4	2	0	37	36.27	6	54.55	10	32.26	14	...	0	1	2.41	0	0	0	Kevin De Bruyne	Manchester City	70996	17
3	19	2	0	138	52.27	6	26.09	47	50.54	31	...	1	5	10.34	0	1	0	Phil Foden	Manchester City	859765	17
4	10	9	0	115	42.91	21	43.75	19	47.50	68	...	3	13	10.01	0	2	2	Bruno Fernandes	Manchester United	288205	35

5 rows × 54 columns

Transfermarkt

tm = sfc.Transfermarkt()
players = tm.scrape_players("23/24", "EPL")
players.head()

23/24 EPL player links: 100%|██████████| 20/20 [00:58<00:00,  2.93s/it]
23/24 EPL players: 100%|██████████| 1637/1637 [33:39<00:00,  1.23s/it]

	Name	ID	Value	Value last updated	DOB	Age	Height (m)	Nationality	Citizenship	Position	Other positions	Team	Last club	Since	Joined	Contract expiration	Market value history	Transfer history
0	Kyle Walker	95424	€13.00m	May 27, 2024	May 28, 1990	34	1.78	England	[]	Right-Back	None	Man City	None	None	Jul 14, 2017	Jun 30, 2026	None	Empty DataFrame Columns: [Season, Date, Left, ...
1	Myles Lewis-Skelly	890721	€5.00m	Oct 1, 2024	Sep 26, 2006	18	1.78	England	[England, Barbados]	Defensive Midfield	0 0 Central Midfield 1 ...	Arsenal U21	None	None	Jul 1, 2023	-	None	Empty DataFrame Columns: [Season, Date, Left, ...
2	Casemiro	16306	€15.00m	Oct 1, 2024	Feb 23, 1992	32	1.85	Brazil	[]	Defensive Midfield	None	Man Utd	None	None	Aug 22, 2022	Jun 30, 2026	None	Empty DataFrame Columns: [Season, Date, Left, ...
3	Tom Hill	655990	€300k	Mar 14, 2024	Oct 13, 2002	22	None	Wales	[]	Central Midfield	None	Liverpool U21	None	None	Jul 1, 2021	-	None	Empty DataFrame Columns: [Season, Date, Left, ...
4	James Wright	712181	€200k	Oct 14, 2024	Dec 2, 2004	19	1.88	England	[]	Goalkeeper	None	Real Unión	None	None	Aug 16, 2024	Jun 30, 2025	None	Empty DataFrame Columns: [Season, Date, Left, ...

Understat

us = sfc.Understat()
team_data = us.scrape_all_teams_data("2023/2024", "EPL", as_df=False)
team_data

2023/2024 EPL teams: 100%|██████████| 20/20 [00:27<00:00,  1.38s/it]

{'https://understat.com/team/Aston_Villa/2023': {'matches': [{'id': '22281',
    'isResult': True,
    'side': 'a',
    'h': {'id': '86', 'title': 'Newcastle United', 'short_title': 'NEW'},
    'a': {'id': '71', 'title': 'Aston Villa', 'short_title': 'AVL'},
    'goals': {'h': '5', 'a': '1'},
    'xG': {'h': '4.32208', 'a': '1.486'},
    'datetime': '2023-08-12 16:30:00',
    'forecast': {'w': 0.8386467007200593,
     'd': 0.08697963270652609,
     'l': 0.07432630806204402},
    'result': 'l'},
   {'id': '22292',
    'isResult': True,
    'side': 'h',
    'h': {'id': '71', 'title': 'Aston Villa', 'short_title': 'AVL'},
    'a': {'id': '72', 'title': 'Everton', 'short_title': 'EVE'},
    'goals': {'h': '4', 'a': '0'},
    'xG': {'h': '3.24336', 'a': '0.721465'},
    'datetime': '2023-08-20 13:00:00',
    'forecast': {'w': 0.852945084257316,
     'd': 0.09717111784027617,
     'l': 0.04988207331769941},
    'result': 'w'},
   {'id': '22302',
    'isResult': True,
    'side': 'a',
    'h': {'id': '92', 'title': 'Burnley', 'short_title': 'BUR'},
    'a': {'id': '71', 'title': 'Aston Villa', 'short_title': 'AVL'},
    'goals': {'h': '1', 'a': '3'},
    'xG': {'h': '0.630605', 'a': '2.83691'},
    'datetime': '2023-08-27 13:00:00',
    'forecast': {'w': 0.05653634810223593,
     'd': 0.11751677705377768,
     'l': 0.8259465377397385},
    'result': 'w'},
   {'id': '21933',
    'isResult': True,
    'side': 'a',
    'h': {'id': '87', 'title': 'Liverpool', 'short_title': 'LIV'},
    'a': {'id': '71', 'title': 'Aston Villa', 'short_title': 'AVL'},
    'goals': {'h': '3', 'a': '0'},
    'xG': {'h': '2.73138', 'a': '0.615503'},
    'datetime': '2023-09-03 13:00:00',
    'forecast': {'w': 0.816192259562657,
     'd': 0.1243960156310287,
     'l': 0.059411514296529834},
    'result': 'l'},
   {'id': '21938',
    'isResult': True,
    'side': 'h',
    'h': {'id': '71', 'title': 'Aston Villa', 'short_title': 'AVL'},
    'a': {'id': '78', 'title': 'Crystal Palace', 'short_title': 'CRY'},
    'goals': {'h': '3', 'a': '1'},
    'xG': {'h': '2.31518', 'a': '1.11696'},
    'datetime': '2023-09-16 14:00:00',
    'forecast': {'w': 0.6415846608278876,
     'd': 0.18823120872596646,
     'l': 0.17018410450412594},
    'result': 'w'},
   {'id': '21947',
    'isResult': True,
    'side': 'a',
    'h': {'id': '80', 'title': 'Chelsea', 'short_title': 'CHE'},
    'a': {'id': '71', 'title': 'Aston Villa', 'short_title': 'AVL'},
    'goals': {'h': '0', 'a': '1'},
    'xG': {'h': '1.19716', 'a': '1.13479'},
    'datetime': '2023-09-24 13:00:00',
    'forecast': {'w': 0.3747119324800734,
     'd': 0.28120179514019206,
     'l': 0.3440862723742605},
    'result': 'w'},
   {'id': '21955',
    'isResult': True,
    'side': 'h',
    'h': {'id': '71', 'title': 'Aston Villa', 'short_title': 'AVL'},
    'a': {'id': '220', 'title': 'Brighton', 'short_title': 'BRI'},
    'goals': {'h': '6', 'a': '1'},
    'xG': {'h': '1.90746', 'a': '1.72819'},
    'datetime': '2023-09-30 11:30:00',
    'forecast': {'w': 0.42742568495552874,
     'd': 0.21733688896248785,
     'l': 0.3552374234516109},
    'result': 'w'},
   {'id': '21974',
    'isResult': True,
    'side': 'a',
    'h': {'id': '229',
     'title': 'Wolverhampton Wanderers',
     'short_title': 'WOL'},
    'a': {'id': '71', 'title': 'Aston Villa', 'short_title': 'AVL'},
    'goals': {'h': '1', 'a': '1'},
    'xG': {'h': '1.76232', 'a': '1.81618'},
    'datetime': '2023-10-08 13:00:00',
    'forecast': {'w': 0.379065840718558,
     'd': 0.22000004822440636,
     'l': 0.40093410925153794},
    'result': 'd'},
   {'id': '21976',
    'isResult': True,
    'side': 'h',
    'h': {'id': '71', 'title': 'Aston Villa', 'short_title': 'AVL'},
    'a': {'id': '81', 'title': 'West Ham', 'short_title': 'WHU'},
    'goals': {'h': '4', 'a': '1'},
    'xG': {'h': '2.34143', 'a': '0.659622'},
    'datetime': '2023-10-22 15:30:00',
    'forecast': {'w': 0.7509713246845321,
     'd': 0.16181927551568748,
     'l': 0.08720936981909111},
    'result': 'w'},
   {'id': '21987',
    'isResult': True,
    'side': 'h',
    'h': {'id': '71', 'title': 'Aston Villa', 'short_title': 'AVL'},
    'a': {'id': '256', 'title': 'Luton', 'short_title': 'LUT'},
    'goals': {'h': '3', 'a': '1'},
    'xG': {'h': '3.07654', 'a': '0.453117'},
    'datetime': '2023-10-29 14:00:00',
    'forecast': {'w': 0.8828194097645494,
     'd': 0.0868324804923813,
     'l': 0.030347198386968737},
    'result': 'w'},
   {'id': '22002',
    'isResult': True,
    'side': 'a',
    'h': {'id': '249', 'title': 'Nottingham Forest', 'short_title': 'NOT'},
    'a': {'id': '71', 'title': 'Aston Villa', 'short_title': 'AVL'},
    'goals': {'h': '2', 'a': '0'},
    'xG': {'h': '0.592447', 'a': '1.33116'},
    'datetime': '2023-11-05 14:00:00',
    'forecast': {'w': 0.16567001895110461,
     'd': 0.2860884658175547,
     'l': 0.5482415152152578},
    'result': 'l'},
   {'id': '22007',
    'isResult': True,
    'side': 'h',
    'h': {'id': '71', 'title': 'Aston Villa', 'short_title': 'AVL'},
    'a': {'id': '228', 'title': 'Fulham', 'short_title': 'FLH'},
    'goals': {'h': '3', 'a': '1'},
    'xG': {'h': '2.86039', 'a': '0.648745'},
    'datetime': '2023-11-12 14:00:00',
    'forecast': {'w': 0.8251750810453318,
     'd': 0.11718452658914125,
     'l': 0.05764001910200305},
    'result': 'w'},
   {'id': '22024',
    'isResult': True,
    'side': 'a',
    'h': {'id': '82', 'title': 'Tottenham', 'short_title': 'TOT'},
    'a': {'id': '71', 'title': 'Aston Villa', 'short_title': 'AVL'},
    'goals': {'h': '1', 'a': '2'},
    'xG': {'h': '2.22542', 'a': '2.39755'},
    'datetime': '2023-11-26 14:00:00',
    'forecast': {'w': 0.3735629360331832,
     'd': 0.19086161422409528,
     'l': 0.4355753935629443},
    'result': 'w'},
   {'id': '22025',
    'isResult': True,
    'side': 'a',
    'h': {'id': '73', 'title': 'Bournemouth', 'short_title': 'BOU'},
    'a': {'id': '71', 'title': 'Aston Villa', 'short_title': 'AVL'},
    'goals': {'h': '2', 'a': '2'},
    'xG': {'h': '2.54937', 'a': '0.89511'},
    'datetime': '2023-12-03 14:00:00',
    'forecast': {'w': 0.7313744114671017,
     'd': 0.1585072359908638,
     'l': 0.11011826396599722},
    'result': 'd'},
   {'id': '22035',
    'isResult': True,
    'side': 'h',
    'h': {'id': '71', 'title': 'Aston Villa', 'short_title': 'AVL'},
    'a': {'id': '88', 'title': 'Manchester City', 'short_title': 'MCI'},
    'goals': {'h': '1', 'a': '0'},
    'xG': {'h': '2.1922', 'a': '1.00198'},
    'datetime': '2023-12-06 20:15:00',
    'forecast': {'w': 0.6442505037011623,
     'd': 0.19439452439835844,
     'l': 0.1613549590763431},
    'result': 'w'},
   {'id': '22045',
    'isResult': True,
    'side': 'h',
    'h': {'id': '71', 'title': 'Aston Villa', 'short_title': 'AVL'},
    'a': {'id': '83', 'title': 'Arsenal', 'short_title': 'ARS'},
    'goals': {'h': '1', 'a': '0'},
    'xG': {'h': '0.628499', 'a': '1.71667'},
    'datetime': '2023-12-09 17:30:00',
    'forecast': {'w': 0.13187159197281567,
     'd': 0.23069304344542627,
     'l': 0.6374353640721997},
    'result': 'w'},
   {'id': '22057',
    'isResult': True,
    'side': 'a',
    'h': {'id': '244', 'title': 'Brentford', 'short_title': 'BRE'},
    'a': {'id': '71', 'title': 'Aston Villa', 'short_title': 'AVL'},
    'goals': {'h': '1', 'a': '2'},
    'xG': {'h': '0.796812', 'a': '1.4664'},
    'datetime': '2023-12-17 14:00:00',
    'forecast': {'w': 0.20385441806490004,
     'd': 0.26601694622425376,
     'l': 0.5301286356503095},
    'result': 'w'},
   {'id': '22065',
    'isResult': True,
    'side': 'h',
    'h': {'id': '71', 'title': 'Aston Villa', 'short_title': 'AVL'},
    'a': {'id': '238', 'title': 'Sheffield United', 'short_title': 'SHE'},
    'goals': {'h': '1', 'a': '1'},
    'xG': {'h': '1.21861', 'a': '0.646159'},
    'datetime': '2023-12-22 20:00:00',
    'forecast': {'w': 0.5001340083889705,
     'd': 0.3031511284500325,
     'l': 0.1967148631562487},
    'result': 'd'},
   {'id': '22082',
    'isResult': True,
    'side': 'a',
    'h': {'id': '89', 'title': 'Manchester United', 'short_title': 'MUN'},
    'a': {'id': '71', 'title': 'Aston Villa', 'short_title': 'AVL'},
    'goals': {'h': '3', 'a': '2'},
    'xG': {'h': '1.20104', 'a': '1.83637'},
    'datetime': '2023-12-26 20:00:00',
    'forecast': {'w': 0.24894894436000325,
     'd': 0.22850674096205933,
     'l': 0.5225443134211845},
    'result': 'l'},
   {'id': '22085',
    'isResult': True,
    'side': 'h',
    'h': {'id': '71', 'title': 'Aston Villa', 'short_title': 'AVL'},
    'a': {'id': '92', 'title': 'Burnley', 'short_title': 'BUR'},
    'goals': {'h': '3', 'a': '2'},
    'xG': {'h': '2.92587', 'a': '1.11923'},
    'datetime': '2023-12-30 15:00:00',
    'forecast': {'w': 0.7418129183929129,
     'd': 0.14285628815955156,
     'l': 0.11533030012371656},
    'result': 'w'},
   {'id': '22098',
    'isResult': True,
    'side': 'a',
    'h': {'id': '72', 'title': 'Everton', 'short_title': 'EVE'},
    'a': {'id': '71', 'title': 'Aston Villa', 'short_title': 'AVL'},
    'goals': {'h': '0', 'a': '0'},
    'xG': {'h': '1.03664', 'a': '1.3435'},
    'datetime': '2024-01-14 14:00:00',
    'forecast': {'w': 0.2886816249234827,
     'd': 0.2738741321075082,
     'l': 0.4374442429502531},
    'result': 'd'},
   {'id': '22105',
    'isResult': True,
    'side': 'h',
    'h': {'id': '71', 'title': 'Aston Villa', 'short_title': 'AVL'},
    'a': {'id': '86', 'title': 'Newcastle United', 'short_title': 'NEW'},
    'goals': {'h': '1', 'a': '3'},
    'xG': {'h': '1.44485', 'a': '3.3224'},
    'datetime': '2024-01-30 20:15:00',
    'forecast': {'w': 0.13007849957436907,
     'd': 0.1340100467254124,
     'l': 0.7359091531899286},
    'result': 'l'},
   {'id': '22124',
    'isResult': True,
    'side': 'a',
    'h': {'id': '238', 'title': 'Sheffield United', 'short_title': 'SHE'},
    'a': {'id': '71', 'title': 'Aston Villa', 'short_title': 'AVL'},
    'goals': {'h': '0', 'a': '5'},
    'xG': {'h': '1.52784', 'a': '2.99015'},
    'datetime': '2024-02-03 17:30:00',
    'forecast': {'w': 0.17116480948778312,
     'd': 0.15655547780022502,
     'l': 0.6722790686451162},
    'result': 'w'},
   {'id': '22125',
    'isResult': True,
    'side': 'h',
    'h': {'id': '71', 'title': 'Aston Villa', 'short_title': 'AVL'},
    'a': {'id': '89', 'title': 'Manchester United', 'short_title': 'MUN'},
    'goals': {'h': '1', 'a': '2'},
    'xG': {'h': '2.64675', 'a': '2.44591'},
    'datetime': '2024-02-11 16:30:00',
    'forecast': {'w': 0.44400335733512003,
     'd': 0.18111071888142047,
     'l': 0.37488572940557874},
    'result': 'l'},
   {'id': '22138',
    'isResult': True,
    'side': 'a',
    'h': {'id': '228', 'title': 'Fulham', 'short_title': 'FLH'},
    'a': {'id': '71', 'title': 'Aston Villa', 'short_title': 'AVL'},
    'goals': {'h': '1', 'a': '2'},
    'xG': {'h': '1.41796', 'a': '1.57297'},
    'datetime': '2024-02-17 15:00:00',
    'forecast': {'w': 0.34458209307760884,
     'd': 0.2426298252379775,
     'l': 0.41278808148918483},
    'result': 'w'},
   {'id': '22147',
    'isResult': True,
    'side': 'h',
    'h': {'id': '71', 'title': 'Aston Villa', 'short_title': 'AVL'},
    'a': {'id': '249', 'title': 'Nottingham Forest', 'short_title': 'NOT'},
    'goals': {'h': '4', 'a': '2'},
    'xG': {'h': '3.48861', 'a': '2.25569'},
    'datetime': '2024-02-24 15:00:00',
    'forecast': {'w': 0.6178951459706488,
     'd': 0.15102531553981452,
     'l': 0.2310754163821773},
    'result': 'w'},
   {'id': '22159',
    'isResult': True,
    'side': 'a',
    'h': {'id': '256', 'title': 'Luton', 'short_title': 'LUT'},
    'a': {'id': '71', 'title': 'Aston Villa', 'short_title': 'AVL'},
    'goals': {'h': '2', 'a': '3'},
    'xG': {'h': '2.43312', 'a': '2.08586'},
    'datetime': '2024-03-02 17:30:00',
    'forecast': {'w': 0.46730886272720695,
     'd': 0.19149191241230548,
     'l': 0.341199169155195},
    'result': 'w'},
   {'id': '22167',
    'isResult': True,
    'side': 'h',
    'h': {'id': '71', 'title': 'Aston Villa', 'short_title': 'AVL'},
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   {'id': '21978',
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    'h': {'id': '80', 'title': 'Chelsea', 'short_title': 'CHE'},
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   {'id': '21989',
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    'h': {'id': '80', 'title': 'Chelsea', 'short_title': 'CHE'},
    'a': {'id': '244', 'title': 'Brentford', 'short_title': 'BRE'},
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   {'id': '22004',
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    'h': {'id': '82', 'title': 'Tottenham', 'short_title': 'TOT'},
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   {'id': '22009',
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    'h': {'id': '80', 'title': 'Chelsea', 'short_title': 'CHE'},
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   {'id': '22021',
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   {'id': '22029',
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   {'id': '22044',
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   {'id': '22048',
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   {'id': '22059',
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   {'id': '22073',
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     'title': 'Wolverhampton Wanderers',
     'short_title': 'WOL'},
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   {'id': '22080',
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   {'id': '22089',
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   {'id': '22097',
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    'h': {'id': '80', 'title': 'Chelsea', 'short_title': 'CHE'},
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   {'id': '22113',
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    'h': {'id': '80', 'title': 'Chelsea', 'short_title': 'CHE'},
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    'a': {'id': '92', 'title': 'Burnley', 'short_title': 'BUR'},
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   {'id': '12187',
    'player_name': 'Jordan Clark',
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    'time': '1326',
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   {'id': '1771',
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   {'id': '7277',
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    'player_name': 'Marvelous Nakamba',
    'games': '13',
    'time': '1140',
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    'xG': '0.1364169279113412',
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    'xA': '0.3258170820772648',
    'shots': '5',
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    'team_title': 'Luton',
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    'xGChain': '3.025253765285015',
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   {'id': '9619',
    'player_name': 'Issa Kabore',
    'games': '24',
    'time': '1748',
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    'xG': '0.3038460947573185',
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    'xA': '3.148332368582487',
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   {'id': '11712',
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    'games': '38',
    'time': '3410',
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    'xA': '0.0386374369263649',
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   {'id': '11713',
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    'xG': '0.4993779337964952',
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    'xA': '0.3448488349094987',
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   {'id': '11716',
    'player_name': 'Pelly Ruddock Mpanzu',
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   {'id': '11724',
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   {'id': '11980',
    'player_name': 'Joseph Johnson',
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    'time': '75',
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   {'id': '12188',
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    'time': '2',
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   {'id': '12509',
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    'xA': '0.5188488382846117',
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   {'id': '12549',
    'player_name': 'Fred Onyedinma',
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    'time': '419',
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    'xA': '0.13074029795825481',
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team_data["https://understat.com/team/Tottenham/2023"]["team_data"]["attackSpeed"]

{'Normal': {'stat': 'Normal',
  'shots': 391,
  'goals': 51,
  'xG': 51.32165337726474,
  'against': {'shots': 267, 'goals': 28, 'xG': 37.94766077073291}},
 'Standard': {'stat': 'Standard',
  'shots': 123,
  'goals': 12,
  'xG': 11.204763188026845,
  'against': {'shots': 159, 'goals': 22, 'xG': 23.495088269934058}},
 'Slow': {'stat': 'Slow',
  'shots': 46,
  'goals': 7,
  'xG': 10.067714096046984,
  'against': {'shots': 26, 'goals': 2, 'xG': 3.5871880832128227}},
 'Fast': {'stat': 'Fast',
  'shots': 27,
  'goals': 4,
  'xG': 6.163365156855434,
  'against': {'shots': 38, 'goals': 9, 'xG': 7.1668951427564025}}}