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Standard Stats: Domestic Leagues

Standard Stats: Domestic Leagues Table
Playing Time Performance Expected Progression Per 90 Minutes
Season Age Squad Country Comp LgRank MP Starts Min 90s Gls Ast G+A G-PK PK PKatt CrdY CrdR xG npxG xAG npxG+xAG PrgC PrgP PrgR Gls Ast G+A G-PK G+A-PK xG xAG xG+xAG npxG npxG+xAG Matches
2002-200317Bayern Munichde GER1. Bundesliga1st1496927.7022000100.000.260.260.000.26Matches
2003-200418Bayern Munichde GER1. Bundesliga2nd26191,58417.6437400400.230.170.400.230.40Matches
2004-200519Bayern Munichde GER1. Bundesliga1st26161,65818.43811300500.160.430.600.160.60Matches
2005-200620Bayern Munichde GER1. Bundesliga1st30201,92121.3325300400.140.090.230.140.23Matches
2006-200721Bayern Munichde GER1. Bundesliga4th27262,24424.94610400600.160.240.400.160.40Matches
2007-200822Bayern Munichde GER1. Bundesliga1st30211,84920.5178100700.050.340.390.050.39Matches
2008-200923Bayern Munichde GER1. Bundesliga2nd31312,38026.45813411300.190.300.490.150.45Matches
2009-201024Bayern Munichde GER1. Bundesliga1st33332,90332.3224200600.060.060.120.060.12Matches
2010-201125Bayern Munichde GER1. Bundesliga3rd32312,72830.34610401600.130.200.330.130.33Matches
2011-201226Bayern Munichde GER1. Bundesliga2nd22181,72619.2336300200.160.160.310.160.31Matches
2012-201327Bayern Munichde GER1. Bundesliga1st28272,35226.17310700400.270.110.380.270.38Matches
2013-201428Bayern Munichde GER1. Bundesliga1st23221,82420.3448400400.200.200.390.200.39Matches
2014-201529Bayern Munichde GER1. Bundesliga1st20151,36115.1549500400.330.260.600.330.60Matches
2015-201630Manchester Utdeng ENG1. Premier League5th18131,20213.4101100300.070.000.070.070.07Matches
2016-201731Manchester Utdeng ENG1. Premier League6th00Matches
201732Chicago Fireus USA1. MLS3rd24231,98922.1325300500.140.090.230.140.23Matches
201833Chicago Fireus USA1. MLS20th31302,72330.3459401702.92.13.35.445228630.130.170.300.130.300.100.110.210.070.18Matches
201934Chicago Fireus USA1. MLS17th30302,67529.71341001001.11.12.33.550206160.030.100.130.030.130.040.080.120.040.12Matches
18 Seasons3 Clubs3 Leagues44538433,811375.7546812253138104.03.25.68.995434790.140.180.320.140.320.070.090.160.050.15
Country Comp LgRank MP Starts Min 90s Gls Ast G+A G-PK PK PKatt CrdY CrdR xG npxG xAG npxG+xAG PrgC PrgP PrgR Gls Ast G+A G-PK G+A-PK xG xAG xG+xAG npxG npxG+xAG Matches
Bayern Munich (13 Seasons)1 League34228825,222280.2455810344125600.160.210.370.160.36
Chicago Fire (3 Seasons)1 League85837,38782.1810188012204.03.25.68.995434790.100.120.220.100.220.070.090.160.050.15
Manchester Utd (2 Seasons)1 League18131,20213.4101100300.070.000.070.070.07
Bundesliga (13 Seasons)34228825,222280.2455810344125600.160.210.370.160.36
MLS (3 Seasons)85837,38782.1810188012204.03.25.68.995434790.100.120.220.100.220.070.090.160.050.15
Premier League (2 Seasons)18131,20213.4101100300.070.000.070.070.07

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Shooting: Domestic Leagues

Shooting: Domestic Leagues Table
Standard Expected
Season Age Squad Country Comp LgRank 90s Gls Sh SoT SoT% Sh/90 SoT/90 G/Sh G/SoT Dist FK PK PKatt xG npxG npxG/Sh G-xG np:G-xG Matches
2002-200317Bayern Munichde GER1. Bundesliga1st7.7050.650.0000Matches
2003-200418Bayern Munichde GER1. Bundesliga2nd17.6490.510.4400Matches
2004-200519Bayern Munichde GER1. Bundesliga1st18.43110.600.2700Matches
2005-200620Bayern Munichde GER1. Bundesliga1st21.33160.750.1900Matches
2006-200721Bayern Munichde GER1. Bundesliga4th24.94180.720.2200Matches
2007-200822Bayern Munichde GER1. Bundesliga1st20.51110.540.0900Matches
2008-200923Bayern Munichde GER1. Bundesliga2nd26.45230.870.1711Matches
2009-201024Bayern Munichde GER1. Bundesliga1st32.32260.810.0800Matches
2010-201125Bayern Munichde GER1. Bundesliga3rd30.34120.400.3301Matches
2011-201226Bayern Munichde GER1. Bundesliga2nd19.2390.470.3300Matches
2012-201327Bayern Munichde GER1. Bundesliga1st26.17210.800.3300Matches
2013-201428Bayern Munichde GER1. Bundesliga1st20.34160.790.2500Matches
2014-201529Bayern Munichde GER1. Bundesliga1st15.15130.860.3800Matches
2015-201630Manchester Utdeng ENG1. Premier League5th13.4130.220.3300Matches
201732Chicago Fireus USA1. MLS3rd22.1325520.01.130.230.120.6000Matches
201833Chicago Fireus USA1. MLS20th30.3423730.40.760.230.170.5721.73012.92.10.09+1.1+1.9Matches
201934Chicago Fireus USA1. MLS17th29.7124416.70.810.130.040.2520.22001.11.10.05-0.1-0.1Matches
18 Seasons3 Clubs3 Leagues375.7547220922.20.880.560.110.2520.95134.03.20.07+1.0+1.8
Country Comp LgRank 90s Gls Sh SoT SoT% Sh/90 SoT/90 G/Sh G/SoT Dist FK PK PKatt xG npxG npxG/Sh G-xG np:G-xG Matches
Bayern Munich (13 Seasons)1 League280.2451900.680.2312
Chicago Fire (3 Seasons)1 League82.18721622.20.880.190.110.5020.95014.03.20.07+1.0+1.8
Manchester Utd (2 Seasons)1 League13.4130.220.3300
Bundesliga (13 Seasons)280.2451900.680.2312
MLS (3 Seasons)82.18721622.20.880.190.110.5020.95014.03.20.07+1.0+1.8
Premier League (2 Seasons)13.4130.220.3300

Passing: Domestic Leagues

Passing: Domestic Leagues Table
Total Short Medium Long Expected
Season Age Squad Country Comp LgRank 90s Cmp Att Cmp% TotDist PrgDist Cmp Att Cmp% Cmp Att Cmp% Cmp Att Cmp% Ast xAG xA A-xAG KP 1/3 PPA CrsPA PrgP Matches
2002-200317Bayern Munichde GER1. Bundesliga1st7.72Matches
2003-200418Bayern Munichde GER1. Bundesliga2nd17.63Matches
2004-200519Bayern Munichde GER1. Bundesliga1st18.48Matches
2005-200620Bayern Munichde GER1. Bundesliga1st21.32Matches
2006-200721Bayern Munichde GER1. Bundesliga4th24.96Matches
2007-200822Bayern Munichde GER1. Bundesliga1st20.57Matches
2008-200923Bayern Munichde GER1. Bundesliga2nd26.48Matches
2009-201024Bayern Munichde GER1. Bundesliga1st32.32Matches
2010-201125Bayern Munichde GER1. Bundesliga3rd30.36Matches
2011-201226Bayern Munichde GER1. Bundesliga2nd19.23Matches
2012-201327Bayern Munichde GER1. Bundesliga1st26.13Matches
2013-201428Bayern Munichde GER1. Bundesliga1st20.34Matches
2014-201529Bayern Munichde GER1. Bundesliga1st15.14Matches
2015-201630Manchester Utdeng ENG1. Premier League5th13.40Matches
201732Chicago Fireus USA1. MLS3rd22.12Matches
201833Chicago Fireus USA1. MLS20th30.31768208484.8340811296570676792.078086790.025638866.053.33.0+1.743204318228Matches
201934Chicago Fireus USA1. MLS17th29.71646190486.4332341306859563993.176283191.726137869.032.32.7+0.718188140206Matches
18 Seasons3 Clubs3 Leagues375.73414398885.667315260331301140692.51542169890.851776667.5685.65.6+62.461392458434
Country Comp LgRank 90s Cmp Att Cmp% TotDist PrgDist Cmp Att Cmp% Cmp Att Cmp% Cmp Att Cmp% Ast xAG xA A-xAG KP 1/3 PPA CrsPA PrgP Matches
Bayern Munich (13 Seasons)1 League280.258
Chicago Fire (3 Seasons)1 League82.13414398885.667315260331301140692.51542169890.851776667.5105.65.6+4.461392458434
Manchester Utd (2 Seasons)1 League13.40
Bundesliga (13 Seasons)280.258
MLS (3 Seasons)82.13414398885.667315260331301140692.51542169890.851776667.5105.65.6+4.461392458434
Premier League (2 Seasons)13.40

Pass Types: Domestic Leagues

Pass Types: Domestic Leagues Table
Pass Types Corner Kicks Outcomes
Season Age Squad Country Comp LgRank 90s Att Live Dead FK TB Sw Crs TI CK In Out Str Cmp Off Blocks Matches
2002-200317Bayern Munichde GER1. Bundesliga1st7.7Matches
2003-200418Bayern Munichde GER1. Bundesliga2nd17.6Matches
2004-200519Bayern Munichde GER1. Bundesliga1st18.4Matches
2005-200620Bayern Munichde GER1. Bundesliga1st21.3Matches
2006-200721Bayern Munichde GER1. Bundesliga4th24.9Matches
2007-200822Bayern Munichde GER1. Bundesliga1st20.5Matches
2008-200923Bayern Munichde GER1. Bundesliga2nd26.4Matches
2009-201024Bayern Munichde GER1. Bundesliga1st32.3Matches
2010-201125Bayern Munichde GER1. Bundesliga3rd30.3Matches
2011-201226Bayern Munichde GER1. Bundesliga2nd19.2Matches
2012-201327Bayern Munichde GER1. Bundesliga1st26.1Matches
2013-201428Bayern Munichde GER1. Bundesliga1st20.3Matches
2014-201529Bayern Munichde GER1. Bundesliga1st15.1Matches
2015-201630Manchester Utdeng ENG1. Premier League5th13.4Matches
201732Chicago Fireus USA1. MLS3rd22.136Matches
201833Chicago Fireus USA1. MLS20th30.32084190616711654931361311317681116Matches
201934Chicago Fireus USA1. MLS17th29.7190417921027823082310001646109Matches
18 Seasons3 Clubs3 Leagues375.73988369826919477975591411334142125
Country Comp LgRank 90s Att Live Dead FK TB Sw Crs TI CK In Out Str Cmp Off Blocks Matches
Bayern Munich (13 Seasons)1 League280.2
Chicago Fire (3 Seasons)1 League82.13988369826919477975591411334142125
Manchester Utd (2 Seasons)1 League13.4
Bundesliga (13 Seasons)280.2
MLS (3 Seasons)82.13988369826919477975591411334142125
Premier League (2 Seasons)13.4

Goal and Shot Creation: Domestic Leagues

Goal and Shot Creation: Domestic Leagues Table
SCA SCA Types GCA GCA Types
Season Age Squad Country Comp LgRank 90s SCA SCA90 PassLive PassDead TO Sh Fld Def GCA GCA90 PassLive PassDead TO Sh Fld Def Matches
2002-200317Bayern Munichde GER1. Bundesliga1st7.7Matches
2003-200418Bayern Munichde GER1. Bundesliga2nd17.6Matches
2004-200519Bayern Munichde GER1. Bundesliga1st18.4Matches
2005-200620Bayern Munichde GER1. Bundesliga1st21.3Matches
2006-200721Bayern Munichde GER1. Bundesliga4th24.9Matches
2007-200822Bayern Munichde GER1. Bundesliga1st20.5Matches
2008-200923Bayern Munichde GER1. Bundesliga2nd26.4Matches
2009-201024Bayern Munichde GER1. Bundesliga1st32.3Matches
2010-201125Bayern Munichde GER1. Bundesliga3rd30.3Matches
2011-201226Bayern Munichde GER1. Bundesliga2nd19.2Matches
2012-201327Bayern Munichde GER1. Bundesliga1st26.1Matches
2013-201428Bayern Munichde GER1. Bundesliga1st20.3Matches
2014-201529Bayern Munichde GER1. Bundesliga1st15.1Matches
2015-201630Manchester Utdeng ENG1. Premier League5th13.4Matches
201732Chicago Fireus USA1. MLS3rd22.1Matches
201833Chicago Fireus USA1. MLS20th30.3852.816854071100.33901000Matches
201934Chicago Fireus USA1. MLS17th29.7511.72460230060.20500100Matches
18 Seasons3 Clubs3 Leagues375.71362.2711456371160.271401100
Country Comp LgRank 90s SCA SCA90 PassLive PassDead TO Sh Fld Def GCA GCA90 PassLive PassDead TO Sh Fld Def Matches
Bayern Munich (13 Seasons)1 League280.2
Chicago Fire (3 Seasons)1 League82.11362.2711456371160.271401100
Manchester Utd (2 Seasons)1 League13.4
Bundesliga (13 Seasons)280.2
MLS (3 Seasons)82.11362.2711456371160.271401100
Premier League (2 Seasons)13.4

Defensive Actions: Domestic Leagues

Defensive Actions: Domestic Leagues Table
Tackles Challenges Blocks
Season Age Squad Country Comp LgRank 90s Tkl TklW Def 3rd Mid 3rd Att 3rd Tkl Att Tkl% Lost Blocks Sh Pass Int Tkl+Int Clr Err Matches
2002-200317Bayern Munichde GER1. Bundesliga1st7.7Matches
2003-200418Bayern Munichde GER1. Bundesliga2nd17.6Matches
2004-200519Bayern Munichde GER1. Bundesliga1st18.4Matches
2005-200620Bayern Munichde GER1. Bundesliga1st21.3Matches
2006-200721Bayern Munichde GER1. Bundesliga4th24.9Matches
2007-200822Bayern Munichde GER1. Bundesliga1st20.5Matches
2008-200923Bayern Munichde GER1. Bundesliga2nd26.4Matches
2009-201024Bayern Munichde GER1. Bundesliga1st32.3Matches
2010-201125Bayern Munichde GER1. Bundesliga3rd30.3Matches
2011-201226Bayern Munichde GER1. Bundesliga2nd19.2Matches
2012-201327Bayern Munichde GER1. Bundesliga1st26.1Matches
2013-201428Bayern Munichde GER1. Bundesliga1st20.3Matches
2014-201529Bayern Munichde GER1. Bundesliga1st15.1Matches
2015-201630Manchester Utdeng ENG1. Premier League5th13.4Matches
201732Chicago Fireus USA1. MLS3rd22.12835Matches
201833Chicago Fireus USA1. MLS20th30.3704735269256041.7352311122999663Matches
201934Chicago Fireus USA1. MLS17th29.7493533151254456.8193717204291832Matches
18 Seasons3 Clubs3 Leagues375.71191106841105010448.1546028321061901495
Country Comp LgRank 90s Tkl TklW Def 3rd Mid 3rd Att 3rd Tkl Att Tkl% Lost Blocks Sh Pass Int Tkl+Int Clr Err Matches
Bayern Munich (13 Seasons)1 League280.20
Chicago Fire (3 Seasons)1 League82.11191106841105010448.1546028321061901495
Manchester Utd (2 Seasons)1 League13.40
Bundesliga (13 Seasons)280.20
MLS (3 Seasons)82.11191106841105010448.1546028321061901495
Premier League (2 Seasons)13.40

Possession: Domestic Leagues

Possession: Domestic Leagues Table
Touches Take-Ons Carries Receiving
Season Age Squad Country Comp LgRank 90s Touches Def Pen Def 3rd Mid 3rd Att 3rd Att Pen Live Att Succ Succ% Tkld Tkld% Carries TotDist PrgDist PrgC 1/3 CPA Mis Dis Rec PrgR Matches
2002-200317Bayern Munichde GER1. Bundesliga1st7.7Matches
2003-200418Bayern Munichde GER1. Bundesliga2nd17.6Matches
2004-200519Bayern Munichde GER1. Bundesliga1st18.4Matches
2005-200620Bayern Munichde GER1. Bundesliga1st21.3Matches
2006-200721Bayern Munichde GER1. Bundesliga4th24.9Matches
2007-200822Bayern Munichde GER1. Bundesliga1st20.5Matches
2008-200923Bayern Munichde GER1. Bundesliga2nd26.4Matches
2009-201024Bayern Munichde GER1. Bundesliga1st32.3Matches
2010-201125Bayern Munichde GER1. Bundesliga3rd30.3Matches
2011-201226Bayern Munichde GER1. Bundesliga2nd19.2Matches
2012-201327Bayern Munichde GER1. Bundesliga1st26.1Matches
2013-201428Bayern Munichde GER1. Bundesliga1st20.3Matches
2014-201529Bayern Munichde GER1. Bundesliga1st15.1Matches
2015-201630Manchester Utdeng ENG1. Premier League5th13.4Matches
201732Chicago Fireus USA1. MLS3rd22.1Matches
201833Chicago Fireus USA1. MLS20th30.323411607331298337282340513466.71733.3135772883842453742635168063Matches
201934Chicago Fireus USA1. MLS17th29.721822088761108224222182171482.4317.6124172804493504231612143316Matches
18 Seasons3 Clubs3 Leagues375.7452336816092406561504522684870.62029.42598145688335957974247311379
Country Comp LgRank 90s Touches Def Pen Def 3rd Mid 3rd Att 3rd Att Pen Live Att Succ Succ% Tkld Tkld% Carries TotDist PrgDist PrgC 1/3 CPA Mis Dis Rec PrgR Matches
Bayern Munich (13 Seasons)1 League280.2
Chicago Fire (3 Seasons)1 League82.1452336816092406561504522684870.62029.42598145688335957974247311379
Manchester Utd (2 Seasons)1 League13.4
Bundesliga (13 Seasons)280.2
MLS (3 Seasons)82.1452336816092406561504522684870.62029.42598145688335957974247311379
Premier League (2 Seasons)13.4

Playing Time: Domestic Leagues

Playing Time: Domestic Leagues Table
Playing Time Starts Subs Team Success Team Success (xG)
Season Age Squad Country Comp LgRank MP Min Mn/MP Min% 90s Starts Mn/Start Compl Subs Mn/Sub unSub PPM onG onGA +/- +/-90 On-Off onxG onxGA xG+/- xG+/-90 On-Off Matches
2002-200317Bayern Munichde GER1. Bundesliga1st146924922.67.7915Matches
2003-200418Bayern Munichde GER1. Bundesliga2nd261,5846151.817.61967Matches
2004-200519Bayern Munichde GER1. Bundesliga1st261,6586454.218.416410Matches
2005-200620Bayern Munichde GER1. Bundesliga1st301,9216462.821.320810Matches
2006-200721Bayern Munichde GER1. Bundesliga4th272,2448373.324.926151Matches
2007-200822Bayern Munichde GER1. Bundesliga1st301,8496260.420.521119Matches
2008-200923Bayern Munichde GER1. Bundesliga2nd312,3807777.826.431130Matches
2009-201024Bayern Munichde GER1. Bundesliga1st332,9038894.932.333280Matches
2010-201125Bayern Munichde GER1. Bundesliga3rd322,7288589.230.331251Matches
2011-201226Bayern Munichde GER1. Bundesliga2nd221,7267856.419.218164Matches
2012-201327Bayern Munichde GER1. Bundesliga1st282,3528476.926.127201Matches
2013-201428Bayern Munichde GER1. Bundesliga1st231,8247959.620.322141Matches
2014-201529Bayern Munichde GER1. Bundesliga1st201,3616844.515.11511512.153513+22+1.45-0.66Matches
2015-201630Manchester Utdeng ENG1. Premier League5th181,2026735.113.4138502.001610+6+0.45+0.12Matches
2016-201731Manchester Utdeng ENG1. Premier League6th00004Matches
201732Chicago Fireus USA1. MLS3rd241,9898365.022.12317101.604129+12+0.54+0.37Matches
201833Chicago Fireus USA1. MLS20th312,7238889.030.330892614501.034552-7-0.23+1.3735.453.9-18.5-0.61+0.72Matches
201934Chicago Fireus USA1. MLS17th302,6758987.429.7308929001.405036+14+0.47+1.8756.540.8+15.7+0.53+1.10Matches
18 Seasons3 Clubs3 Leagues44533,8117660.6375.738489252614551.56187140+47+0.43-0.1791.994.7-2.8-0.05+0.88
Country Comp LgRank MP Min Mn/MP Min% 90s Starts Mn/Start Compl Subs Mn/Sub unSub PPM onG onGA +/- +/-90 On-Off onxG onxGA xG+/- xG+/-90 On-Off Matches
Bayern Munich (13 Seasons)1 League34225,2227463.4280.22881725412.153513+22+1.45-0.66
Chicago Fire (3 Seasons)1 League857,3878780.582.183897224501.32136117+19+0.23+0.7391.994.7-2.8-0.05+0.88
Manchester Utd (2 Seasons)1 League181,2026717.613.4138542.001610+6+0.45+0.12
Bundesliga (13 Seasons)34225,2227463.4280.22881725412.153513+22+1.45-0.66
MLS (3 Seasons)857,3878780.582.183897224501.32136117+19+0.23+0.7391.994.7-2.8-0.05+0.88
Premier League (2 Seasons)181,2026717.613.4138542.001610+6+0.45+0.12

Miscellaneous Stats: Domestic Leagues

Miscellaneous Stats: Domestic Leagues Table
Performance Aerial Duels
Season Age Squad Country Comp LgRank 90s CrdY CrdR 2CrdY Fls Fld Off Crs Int TklW PKwon PKcon OG Recov Won Lost Won% Matches
2002-200317Bayern Munichde GER1. Bundesliga1st7.710Matches
2003-200418Bayern Munichde GER1. Bundesliga2nd17.640Matches
2004-200519Bayern Munichde GER1. Bundesliga1st18.450Matches
2005-200620Bayern Munichde GER1. Bundesliga1st21.340Matches
2006-200721Bayern Munichde GER1. Bundesliga4th24.96041Matches
2007-200822Bayern Munichde GER1. Bundesliga1st20.57042Matches
2008-200923Bayern Munichde GER1. Bundesliga2nd26.43051Matches
2009-201024Bayern Munichde GER1. Bundesliga1st32.36060Matches
2010-201125Bayern Munichde GER1. Bundesliga3rd30.36063Matches
2011-201226Bayern Munichde GER1. Bundesliga2nd19.22033Matches
2012-201327Bayern Munichde GER1. Bundesliga1st26.14051Matches
2013-201428Bayern Munichde GER1. Bundesliga1st20.34023Matches
2014-201529Bayern Munichde GER1. Bundesliga1st15.14031Matches
2015-201630Manchester Utdeng ENG1. Premier League5th13.43019Matches
201732Chicago Fireus USA1. MLS3rd22.150025431363528000Matches
201833Chicago Fireus USA1. MLS20th30.370029510312947010205403553.3Matches
201934Chicago Fireus USA1. MLS17th29.710003131084235010239303050.0Matches
18 Seasons3 Clubs3 Leagues375.78100499125175106110020444706551.9
Country Comp LgRank 90s CrdY CrdR 2CrdY Fls Fld Off Crs Int TklW PKwon PKcon OG Recov Won Lost Won% Matches
Bayern Munich (13 Seasons)1 League280.2560395
Chicago Fire (3 Seasons)1 League82.1220085125175106110020444706551.9
Manchester Utd (2 Seasons)1 League13.43019
Bundesliga (13 Seasons)280.2560395
MLS (3 Seasons)82.1220085125175106110020444706551.9
Premier League (2 Seasons)13.43019

Player Club Summary

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About FBref.com

FBref.com launched (June 13, 2018) with domestic league coverage for England, France, Germany, Italy, Spain, and United States. Since then we have been steadily expanding our coverage to include domestic leagues from over 40 countries as well as domestic cup, super cup and youth leagues from top European countries. We have also added coverage for major international cups such as the UEFA Champions League and Copa Libertadores.

FBref is the most complete sources for women's football data on the internet. This includes the entire history of the FIFA Women's World Cup as well as recent domestic league seasons from nine countries, including advanced stats like xG for most of those nine.

In collaboration with Opta, we are including advanced analytical data such as xG, xA, progressive passing, duels and more for over twenty competitions. For more information on the expected goals model and which competitions have advanced data, see our xG explainer.

Note that player records are likely not complete for their careers. Players may come from or move to leagues we don't currently cover. This issue will go down over time, as we add new leagues and seasons. We will never in the future have less data than we do today.

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