Dimension Reduction
Piotr Radziszewski
Load the necessary libraries
Intro
Dataset is taken from https://www.kaggle.com/datasets/vivovinco/20222023-football-player-stats
Problem Statement:
There are 143 columns in the dataset. Storing data is expensive for a company so the aim of this project is to reduce number of columns in the database to suggest which data should be stored and which is no neccessary.
Let us have a look at the data and information what kaggle provides: - Let us have a look at the data and information what kaggle provides:
- Rk : Rank
- Player : Player’s name
- Nation : Player’s nation
- Pos : Position
- Squad : Squad’s name
- Comp : League that squat occupies
- Age : Player’s age
- Born : Year of birth
- MP : Matches played
- Starts : Matches started
- Min : Minutes played
- 90s : Minutes played divided by 90
- Goals : Goals scored or allowed
- Shots : Shots total (Does not include penalty kicks)
- SoT : Shots on target (Does not include penalty kicks)
- SoT% : Shots on target percentage (Does not include penalty kicks)
- G/Sh : Goals per shot
- G/SoT : Goals per shot on target (Does not include penalty kicks)
- ShoDist : Average distance, in yards, from goal of all shots taken (Does not include penalty kicks)
- ShoFK : Shots from free kicks
- ShoPK : Penalty kicks made
- PKatt : Penalty kicks attempted
- PasTotCmp : Passes completed
- PasTotAtt : Passes attempted
- PasTotCmp% : Pass completion percentage
- PasTotDist : Total distance, in yards, that completed passes have traveled in any direction
- PasTotPrgDist : Total distance, in yards, that completed passes have traveled towards the opponent’s goal
- PasShoCmp : Passes completed (Passes between 5 and 15 yards)
- PasShoAtt : Passes attempted (Passes between 5 and 15 yards)
- PasShoCmp% : Pass completion percentage (Passes between 5 and 15 yards)
- PasMedCmp : Passes completed (Passes between 15 and 30 yards)
- PasMedAtt : Passes attempted (Passes between 15 and 30 yards)
- PasMedCmp% : Pass completion percentage (Passes between 15 and 30 yards)
- PasLonCmp : Passes completed (Passes longer than 30 yards)
- PasLonAtt : Passes attempted (Passes longer than 30 yards)
- PasLonCmp% : Pass completion percentage (Passes longer than 30 yards)
- Assists : Assists
- PasAss : Passes that directly lead to a shot (assisted shots)
- Pas3rd : Completed passes that enter the 1/3 of the pitch closest to the goal
- PPA : Completed passes into the 18-yard box
- CrsPA : Completed crosses into the 18-yard box
- PasProg : Completed passes that move the ball towards the opponent’s goal at least 10 yards from its furthest point in the last six passes, or any completed pass into the penalty area
- PasAtt : Passes attempted
- PasLive : Live-ball passes
- PasDead : Dead-ball passes
- PasFK : Passes attempted from free kicks
- TB : Completed pass sent between back defenders into open space
- PasPress : Passes made while under pressure from opponent
- Sw : Passes that travel more than 40 yards of the width of the pitch
- PasCrs : Crosses
- CK : Corner kicks
- CkIn : Inswinging corner kicks
- CkOut : Outswinging corner kicks
- CkStr : Straight corner kicks
- PasGround : Ground passes
- PasLow : Passes that leave the ground, but stay below shoulder-level
- PasHigh : Passes that are above shoulder-level at the peak height
- PaswLeft : Passes attempted using left foot
- PaswRight : Passes attempted using right foot
- PaswHead : Passes attempted using head
- TI : Throw-Ins taken
- PaswOther : Passes attempted using body parts other than the player’s head or feet
- PasCmp : Passes completed
- PasOff : Offsides
- PasOut : Out of bounds
- PasInt : Intercepted
- PasBlocks : Blocked by the opponent who was standing it the path
- SCA : Shot-creating actions
- ScaPassLive : Completed live-ball passes that lead to a shot attempt
- ScaPassDead : Completed dead-ball passes that lead to a shot attempt
- ScaDrib : Successful dribbles that lead to a shot attempt
- ScaSh : Shots that lead to another shot attempt
- ScaFld : Fouls drawn that lead to a shot attempt
- ScaDef : Defensive actions that lead to a shot attempt
- GCA : Goal-creating actions
- GcaPassLive : Completed live-ball passes that lead to a goal
- GcaPassDead : Completed dead-ball passes that lead to a goal
- GcaDrib : Successful dribbles that lead to a goal
- GcaSh : Shots that lead to another goal-scoring shot
- GcaFld : Fouls drawn that lead to a goal
- GcaDef : Defensive actions that lead to a goal
- Tkl : Number of players tackled
- TklWon : Tackles in which the tackler’s team won possession of the ball
- TklDef3rd : Tackles in defensive 1/3
- TklMid3rd : Tackles in middle 1/3
- TklAtt3rd : Tackles in attacking 1/3
- TklDri : Number of dribblers tackled
- TklDriAtt : Number of times dribbled past plus number of tackles
- TklDri% : Percentage of dribblers tackled
- TklDriPast : Number of times dribbled past by an opposing player
- Press : Number of times applying pressure to opposing player who is receiving, carrying or releasing the ball
- PresSucc : Number of times the squad gained possession withing five seconds of applying pressure
- Press% : Percentage of time the squad gained possession withing five seconds of applying pressure
- PresDef3rd : Number of times applying pressure to opposing player who is receiving, carrying or releasing the ball, in the defensive 1/3
- PresMid3rd : Number of times applying pressure to opposing player who is receiving, carrying or releasing the ball, in the middle 1/3
- PresAtt3rd : Number of times applying pressure to opposing player who is receiving, carrying or releasing the ball, in the attacking 1/3
- Blocks : Number of times blocking the ball by standing in its path
- BlkSh : Number of times blocking a shot by standing in its path
- BlkShSv : Number of times blocking a shot that was on target, by standing in its path
- BlkPass : Number of times blocking a pass by standing in its path
- Int : Interceptions
- Tkl+Int : Number of players tackled plus number of interceptions
- Clr : Clearances
- Err : Mistakes leading to an opponent’s shot
- Touches : Number of times a player touched the ball. Note: Receiving a pass, then dribbling, then sending a pass counts as one touch
- TouDefPen : Touches in defensive penalty area
- TouDef3rd : Touches in defensive 1/3
- TouMid3rd : Touches in middle 1/3
- TouAtt3rd : Touches in attacking 1/3
- TouAttPen : Touches in attacking penalty area
- TouLive : Live-ball touches. Does not include corner kicks, free kicks, throw-ins, kick-offs, goal kicks or penalty kicks.
- DriSucc : Dribbles completed successfully
- DriAtt : Dribbles attempted
- DriSucc% : Percentage of dribbles completed successfully
- DriPast : Number of players dribbled past
- DriMegs : Number of times a player dribbled the ball through an opposing player’s legs
- Carries : Number of times the player controlled the ball with their feet
- CarTotDist : Total distance, in yards, a player moved the ball while controlling it with their feet, in any direction
- CarPrgDist : Total distance, in yards, a player moved the ball while controlling it with their feet towards the opponent’s goal
- CarProg : Carries that move the ball towards the opponent’s goal at least 5 yards, or any carry into the penalty area
- Car3rd : Carries that enter the 1/3 of the pitch closest to the goal
- CPA : Carries into the 18-yard box
- CarMis : Number of times a player failed when attempting to gain control of a ball
- CarDis : Number of times a player loses control of the ball after being tackled by an opposing player
- RecTarg : Number of times a player was the target of an attempted pass
- Rec : Number of times a player successfully received a pass
- Rec% : Percentage of time a player successfully received a pass
- RecProg : Completed passes that move the ball towards the opponent’s goal at least 10 yards from its furthest point in the last six passes, or any completed pass into the penalty area
- CrdY : Yellow cards
- CrdR : Red cards
- 2CrdY : Second yellow card
- Fls : Fouls committed
- Fld : Fouls drawn
- Off : Offsides
- Crs : Crosses
- TklW : Tackles in which the tackler’s team won possession of the ball
- PKwon : Penalty kicks won
- PKcon : Penalty kicks conceded
- OG : Own goals
- Recov : Number of loose balls recovered
- AerWon : Aerials won
- AerLost : Aerials lost
- AerWon% : Percentage of aerials won
Data analysis
football_data <- read.csv('C:/Users/1032745/OneDrive - Blue Yonder/Desktop/PRIVATE/STUDIA/UL/PROJECTS/Football_Player_Stats.csv', sep=";",header = TRUE)dim(football_data)## [1] 2383 143any(is.na(football_data))## [1] FALSEWe delete columns which are not numeric.
player <- football_data[,2]
football_data <- football_data[, -c(1:6)]Data frame have a constant value and thus have a standard deviation of zero. When calculating Pearson’s correlation, the standard deviation of each variable is used in the calculation, so a standard deviation of zero results in a division by zero error.
Removing any columns with constant values
football_data_without_constants <- football_data[, sapply(football_data, function(x) length(unique(x))) > 1]Let us perform PCA to check how many components is good to have in the analysis.
pca <- prcomp(football_data_without_constants, center=TRUE, scale=TRUE)
eigen(cor(football_data_without_constants))$values## [1] 1.737657e+01 1.210874e+01 6.914207e+00 4.943914e+00 4.507994e+00
## [6] 2.806238e+00 2.581228e+00 2.393980e+00 2.268490e+00 2.054498e+00
## [11] 2.008177e+00 1.948490e+00 1.870739e+00 1.768681e+00 1.711037e+00
## [16] 1.655485e+00 1.532993e+00 1.476331e+00 1.407864e+00 1.314691e+00
## [21] 1.252903e+00 1.169069e+00 1.153974e+00 1.128522e+00 1.091585e+00
## [26] 1.079849e+00 1.035689e+00 1.014588e+00 9.868518e-01 9.691365e-01
## [31] 9.574127e-01 9.278504e-01 9.010411e-01 8.915507e-01 8.661623e-01
## [36] 8.352339e-01 8.271966e-01 8.070098e-01 7.742771e-01 7.617052e-01
## [41] 7.399155e-01 7.017303e-01 6.788194e-01 6.518342e-01 6.422184e-01
## [46] 6.242277e-01 5.970849e-01 5.828829e-01 5.636595e-01 5.408865e-01
## [51] 5.278221e-01 5.105329e-01 5.008990e-01 4.861339e-01 4.687772e-01
## [56] 4.345443e-01 4.154733e-01 4.075097e-01 3.860668e-01 3.710092e-01
## [61] 3.496297e-01 3.417479e-01 3.284749e-01 3.133661e-01 3.039323e-01
## [66] 2.767419e-01 2.677966e-01 2.582817e-01 2.456641e-01 2.360427e-01
## [71] 2.289511e-01 1.977545e-01 1.805073e-01 1.765051e-01 1.606102e-01
## [76] 1.452447e-01 1.291712e-01 1.248494e-01 1.193991e-01 1.153388e-01
## [81] 1.075982e-01 9.214694e-02 7.770504e-02 7.290334e-02 6.236478e-02
## [86] 4.378807e-02 3.466745e-02 2.341356e-02 2.049882e-02 1.512847e-02
## [91] 1.143088e-02 9.597635e-03 5.799040e-03 5.316188e-03 2.285543e-03
## [96] 7.479800e-04 3.952572e-04 1.523643e-04 2.773372e-05 1.686368e-05
## [101] 6.862416e-06 5.736523e-06 4.771418e-06 4.341786e-06 2.853554e-06
## [106] 3.375513e-07 4.031481e-16 2.370305e-16 1.326880e-16 -1.857628e-16fviz_eig(pca, choice='eigenvalue', ncp = 100)
fviz_eig(pca, choice='eigenvalue', ncp = 80)
fviz_eig(pca, choice='eigenvalue', ncp = 50)
summary(pca)## Importance of components:
## PC1 PC2 PC3 PC4 PC5 PC6 PC7
## Standard deviation 4.169 3.4798 2.62949 2.22349 2.12320 1.67518 1.60662
## Proportion of Variance 0.158 0.1101 0.06286 0.04494 0.04098 0.02551 0.02347
## Cumulative Proportion 0.158 0.2681 0.33090 0.37585 0.41683 0.44234 0.46581
## PC8 PC9 PC10 PC11 PC12 PC13 PC14
## Standard deviation 1.54725 1.50615 1.43335 1.41710 1.39588 1.36775 1.32992
## Proportion of Variance 0.02176 0.02062 0.01868 0.01826 0.01771 0.01701 0.01608
## Cumulative Proportion 0.48757 0.50819 0.52687 0.54513 0.56284 0.57985 0.59593
## PC15 PC16 PC17 PC18 PC19 PC20 PC21
## Standard deviation 1.30807 1.28666 1.23814 1.21504 1.1865 1.14660 1.11933
## Proportion of Variance 0.01555 0.01505 0.01394 0.01342 0.0128 0.01195 0.01139
## Cumulative Proportion 0.61148 0.62653 0.64047 0.65389 0.6667 0.67864 0.69003
## PC22 PC23 PC24 PC25 PC26 PC27 PC28
## Standard deviation 1.08124 1.07423 1.06232 1.04479 1.03916 1.01769 1.00727
## Proportion of Variance 0.01063 0.01049 0.01026 0.00992 0.00982 0.00942 0.00922
## Cumulative Proportion 0.70066 0.71115 0.72141 0.73133 0.74115 0.75056 0.75979
## PC29 PC30 PC31 PC32 PC33 PC34 PC35
## Standard deviation 0.99340 0.98445 0.9785 0.96325 0.94923 0.94422 0.93068
## Proportion of Variance 0.00897 0.00881 0.0087 0.00844 0.00819 0.00811 0.00787
## Cumulative Proportion 0.76876 0.77757 0.7863 0.79471 0.80290 0.81100 0.81888
## PC36 PC37 PC38 PC39 PC40 PC41 PC42
## Standard deviation 0.91391 0.90950 0.89834 0.87993 0.87276 0.86018 0.83769
## Proportion of Variance 0.00759 0.00752 0.00734 0.00704 0.00692 0.00673 0.00638
## Cumulative Proportion 0.82647 0.83399 0.84133 0.84837 0.85529 0.86202 0.86840
## PC43 PC44 PC45 PC46 PC47 PC48 PC49
## Standard deviation 0.82390 0.80736 0.80139 0.79008 0.77271 0.7635 0.75077
## Proportion of Variance 0.00617 0.00593 0.00584 0.00567 0.00543 0.0053 0.00512
## Cumulative Proportion 0.87457 0.88049 0.88633 0.89201 0.89743 0.9027 0.90786
## PC50 PC51 PC52 PC53 PC54 PC55 PC56
## Standard deviation 0.73545 0.7265 0.71452 0.70774 0.69723 0.68467 0.65920
## Proportion of Variance 0.00492 0.0048 0.00464 0.00455 0.00442 0.00426 0.00395
## Cumulative Proportion 0.91277 0.9176 0.92221 0.92677 0.93119 0.93545 0.93940
## PC57 PC58 PC59 PC60 PC61 PC62 PC63
## Standard deviation 0.64457 0.6384 0.62134 0.60911 0.59129 0.58459 0.57313
## Proportion of Variance 0.00378 0.0037 0.00351 0.00337 0.00318 0.00311 0.00299
## Cumulative Proportion 0.94318 0.9469 0.95039 0.95376 0.95694 0.96005 0.96303
## PC64 PC65 PC66 PC67 PC68 PC69 PC70
## Standard deviation 0.55979 0.55130 0.52606 0.51749 0.50821 0.49565 0.48584
## Proportion of Variance 0.00285 0.00276 0.00252 0.00243 0.00235 0.00223 0.00215
## Cumulative Proportion 0.96588 0.96865 0.97116 0.97360 0.97595 0.97818 0.98032
## PC71 PC72 PC73 PC74 PC75 PC76 PC77
## Standard deviation 0.47849 0.4447 0.42486 0.4201 0.40076 0.38111 0.35940
## Proportion of Variance 0.00208 0.0018 0.00164 0.0016 0.00146 0.00132 0.00117
## Cumulative Proportion 0.98241 0.9842 0.98584 0.9875 0.98891 0.99023 0.99140
## PC78 PC79 PC80 PC81 PC82 PC83 PC84
## Standard deviation 0.35334 0.34554 0.33962 0.32802 0.30356 0.27876 0.27001
## Proportion of Variance 0.00113 0.00109 0.00105 0.00098 0.00084 0.00071 0.00066
## Cumulative Proportion 0.99254 0.99362 0.99467 0.99565 0.99649 0.99719 0.99786
## PC85 PC86 PC87 PC88 PC89 PC90 PC91
## Standard deviation 0.24973 0.2093 0.18619 0.15301 0.14317 0.12300 0.1069
## Proportion of Variance 0.00057 0.0004 0.00032 0.00021 0.00019 0.00014 0.0001
## Cumulative Proportion 0.99842 0.9988 0.99914 0.99935 0.99954 0.99967 0.9998
## PC92 PC93 PC94 PC95 PC96 PC97 PC98
## Standard deviation 0.09797 0.07615 0.07291 0.04781 0.02735 0.01988 0.01234
## Proportion of Variance 0.00009 0.00005 0.00005 0.00002 0.00001 0.00000 0.00000
## Cumulative Proportion 0.99987 0.99992 0.99997 0.99999 0.99999 1.00000 1.00000
## PC99 PC100 PC101 PC102 PC103 PC104
## Standard deviation 0.005266 0.004107 0.00262 0.002395 0.002184 0.002084
## Proportion of Variance 0.000000 0.000000 0.00000 0.000000 0.000000 0.000000
## Cumulative Proportion 1.000000 1.000000 1.00000 1.000000 1.000000 1.000000
## PC105 PC106 PC107 PC108 PC109
## Standard deviation 0.001689 0.000581 1.851e-15 5.289e-16 4.971e-16
## Proportion of Variance 0.000000 0.000000 0.000e+00 0.000e+00 0.000e+00
## Cumulative Proportion 1.000000 1.000000 1.000e+00 1.000e+00 1.000e+00
## PC110
## Standard deviation 3.503e-16
## Proportion of Variance 0.000e+00
## Cumulative Proportion 1.000e+00I pick to have 20 components in further analysis as it explains 67% of cumulative variance.
pca$rotation[,1:20]## PC1 PC2 PC3 PC4
## Age 0.0215705243 -0.054704862 0.0931510564 0.0009883652
## Born 0.0026794365 -0.007374877 0.0087877827 -0.0405394307
## MP 0.0242026161 -0.003313857 0.1518213931 -0.1042583007
## Starts 0.0397600772 -0.062125280 0.1634472916 -0.0754384375
## Min 0.0419146044 -0.063668363 0.1661391848 -0.0762569907
## X90s 0.0418901270 -0.063727586 0.1661182470 -0.0762550969
## Goals -0.0372173877 0.075794241 0.0511117335 -0.1175022767
## Shots -0.0566885346 0.166059677 0.0573743468 -0.1319674337
## SoT -0.0520603187 0.126788787 0.0424497014 -0.1264250791
## SoT. -0.0217818761 0.095866479 0.0556752524 -0.1501665981
## G.Sh -0.0184876103 0.045797585 0.0604945819 -0.1536795914
## G.SoT -0.0140507491 0.047169460 0.0750378684 -0.1511919086
## ShoDist 0.0404564160 0.125360249 0.0409341806 -0.0690506785
## ShoFK 0.0037685055 0.060597167 0.0618281754 0.0605970413
## ShoPK -0.0246087623 0.038885247 0.0530833710 -0.0477657020
## PKatt -0.0277892957 0.042634858 0.0596276724 -0.0560430268
## PasTotCmp 0.2291911927 0.002067782 0.0329716041 -0.0674196774
## PasTotAtt 0.2316437256 0.016401085 0.0331105375 -0.0198248117
## PasTotCmp. 0.1312466678 -0.024771091 0.0209999336 -0.1448827148
## PasTotDist 0.2229222697 -0.062727880 0.0625253990 -0.0219697563
## PasTotPrgDist 0.1579164272 -0.145324795 0.0931720761 0.0782740795
## PasShoCmp 0.1834272556 0.097261769 0.0112422318 -0.0856335452
## PasShoAtt 0.1773729102 0.116594148 0.0025737883 -0.0863034139
## PasShoCmp. 0.1091691720 -0.041164817 0.0802348067 -0.0283927892
## PasMedCmp 0.2086165741 -0.067444907 0.0064237976 -0.0686922249
## PasMedAtt 0.2125024019 -0.045506614 -0.0033771409 -0.0476953698
## PasMedCmp. 0.1161047984 -0.080106673 0.0653886184 -0.0697543048
## PasLonCmp 0.1427905999 -0.099018179 0.1286384430 0.0854114279
## PasLonAtt 0.1152347669 -0.118168850 0.1354125763 0.1731940908
## PasLonCmp. 0.0888565894 -0.016626154 0.0696639201 -0.1464964765
## Assists -0.0018819700 0.097960648 0.0748785800 -0.0244502015
## PasAss 0.0216984797 0.182790753 0.1177496786 0.0826188281
## Pas3rd 0.1589253811 0.055712002 0.0459572751 -0.0542678992
## PPA 0.0438472744 0.151406534 0.0420323406 0.0349270365
## CrsPA 0.0342101325 0.076809884 0.0114553538 0.1075079901
## PasProg 0.1408209619 0.109181542 0.0238142144 -0.0518361514
## PasAtt 0.2316437256 0.016401085 0.0331105375 -0.0198248117
## PasLive 0.2254131156 0.022864666 0.0230482103 -0.0870666699
## PasDead 0.0766332707 -0.028055414 0.0525185785 0.2808499497
## PasFK 0.1029445007 -0.081662292 0.1038563332 0.1660947479
## TB 0.0247821809 0.092537331 0.0539161325 -0.0361604160
## Sw 0.0901881522 0.014597631 0.0446826428 0.0163172718
## PasCrs 0.0447115904 0.166451062 0.0893578471 0.2617980589
## CK 0.0339922929 0.129358018 0.1443311408 0.2520819762
## CkIn 0.0257621009 0.109949716 0.1310267996 0.2076443793
## CkOut 0.0322909925 0.103442747 0.1156219159 0.2334678061
## CkStr 0.0144648889 0.033282048 0.0589548546 0.0804886003
## TI 0.0673054827 0.026867752 -0.0784809428 0.1511051282
## PasCmp 0.2291911927 0.002067782 0.0329716041 -0.0674196774
## PasOff 0.0379049406 0.039327095 -0.0159493337 0.0077297023
## PasBlocks 0.0153628240 0.121513959 -0.0448678675 0.0462198665
## SCA 0.0256734598 0.219366017 0.0856007683 0.0190060678
## ScaPassLive 0.0336308128 0.196231583 0.0680698824 -0.0236069886
## ScaPassDead 0.0445738427 0.107537989 0.1413190415 0.2293302003
## ScaDrib -0.0161093574 0.092039822 0.0361899400 -0.0369640708
## ScaSh -0.0312477916 0.068904176 0.0297865856 -0.0737119488
## ScaFld -0.0332872097 0.085801047 0.0190290959 -0.0595365847
## ScaDef 0.0214420188 0.017672327 -0.1084080052 0.0482724655
## GCA -0.0114053055 0.122097856 0.0891891072 -0.0594993605
## GcaPassLive 0.0023361709 0.112041471 0.0758648538 -0.0538242149
## GcaPassDead 0.0189629049 0.066595557 0.1029387146 0.1417405547
## GcaDrib -0.0221169224 0.045581517 0.0406369777 -0.0421542718
## GcaSh -0.0142836457 0.035669273 0.0198704456 -0.0408787980
## GcaFld -0.0239511101 0.053048097 0.0336083110 -0.0579706157
## GcaDef 0.0022855219 0.007758733 0.0059104609 -0.0305810968
## Tkl 0.0777490417 0.085478830 -0.2667744480 0.0644371289
## TklWon 0.0704774546 0.073030597 -0.2502829287 0.0656767378
## TklDef3rd 0.0725910134 0.031775981 -0.2415464864 0.0827013312
## TklMid3rd 0.0549935888 0.076849727 -0.1717977979 0.0133972505
## TklAtt3rd 0.0028648254 0.088864386 -0.0625620463 0.0115191548
## TklDri 0.0783768298 0.053282261 -0.2353832927 0.0705182646
## TklDriAtt 0.0774212189 0.081650347 -0.2131009359 0.0705135632
## TklDri. 0.0723105025 0.004595406 -0.0992560925 -0.0325492331
## TklDriPast 0.0363490929 0.070914282 -0.0783325931 0.0340741695
## BlkSh 0.0363054141 0.025677598 -0.1198257334 -0.0115315791
## BlkShSv 0.0521153616 -0.070883487 -0.0860541635 -0.0349631241
## BlkPass 0.0151456417 0.066402211 -0.0943973512 0.0047512647
## Int 0.0983633089 -0.014302963 -0.1261467694 0.0082025138
## Tkl.Int 0.1057824401 0.058285728 -0.2623059465 0.0526909955
## Clr 0.0623746961 -0.097891446 -0.1073685471 -0.0233896162
## Err 0.0221843998 -0.059985717 0.0166179990 0.0188107828
## Touches 0.2261646395 0.054406032 -0.0150574313 -0.0342575394
## TouDefPen 0.0188434003 -0.200378337 0.0671478135 0.1047252082
## TouDef3rd 0.1255940380 -0.196183118 -0.0160488801 0.0459357096
## TouMid3rd 0.1974162095 0.068693089 -0.0399242816 -0.1067373106
## TouAtt3rd 0.0119471892 0.251504571 0.0450746758 0.0246234802
## TouAttPen -0.0697678260 0.172623094 0.0386485432 -0.1113599435
## TouLive 0.2262105011 0.054231736 -0.0152728032 -0.0340250445
## DriSucc -0.0028618806 0.153483457 0.0189287567 -0.0077420597
## DriAtt -0.0273012252 0.173271078 0.0023169623 0.0124774990
## DriSucc. 0.0368177076 0.049038343 0.0274680411 -0.1129993978
## CarMis -0.0607904609 0.135924531 -0.0544870672 -0.0194709930
## CarDis -0.0420372062 0.138429832 -0.0459354030 -0.0375657086
## RecTarg 0.1971683129 0.089982098 0.0408714224 -0.1202444133
## Rec -0.0603832592 0.200463661 0.0394780216 -0.0608557917
## CrdY -0.0074072837 0.019899343 -0.0452730809 -0.0003245161
## CrdR 0.0010214990 -0.004787847 -0.0439874282 0.0087375772
## X2CrdY 0.0019781438 -0.006175053 0.0005824215 0.0102478869
## Fls -0.0046267785 0.076661497 -0.0890891395 -0.0488398885
## Fld -0.0224838956 0.105206716 -0.0254847940 -0.0366148324
## Off -0.0732249234 0.055272183 0.0137715319 -0.0526679304
## Crs 0.0447115904 0.166451062 0.0893578471 0.2617980589
## TklW 0.0704774546 0.073030597 -0.2502829287 0.0656767378
## PKwon -0.0306527466 0.045802764 0.0400309713 -0.0638746325
## PKcon 0.0147036079 -0.014549781 -0.0154912823 0.0297580736
## OG 0.0176580454 -0.017061758 -0.0061358728 -0.0130729490
## Recov 0.1197161976 0.062630731 -0.0834973940 -0.0377745639
## AerWon 0.0005843412 -0.014845391 -0.0825841022 -0.1148207974
## AerLost -0.0471660652 0.046335222 -0.0937525967 -0.0687585233
## AerWon. 0.0472664975 -0.098076089 0.0321235865 -0.0600975538
## PC5 PC6 PC7 PC8
## Age -0.0561685933 0.0374132827 -0.021636662 0.0768107306
## Born -0.0089866553 -0.0083946072 0.082082069 0.0890378940
## MP -0.3429278243 -0.1242494102 -0.002653621 0.0179021685
## Starts -0.3382434409 -0.1011574548 0.007998897 0.0161064756
## Min -0.3424470629 -0.0993299813 0.010569027 0.0157982114
## X90s -0.3424739574 -0.0993843889 0.010569314 0.0158290091
## Goals -0.0910588415 0.2702854626 -0.182066400 -0.0459335317
## Shots 0.0166469754 0.1866074242 -0.037119443 -0.0504284777
## SoT -0.0380149027 0.2299814326 -0.141530854 -0.0982794650
## SoT. -0.1309737517 0.0845005102 -0.170664840 -0.0463615374
## G.Sh -0.1362148486 0.1634541284 -0.225692886 -0.0368601518
## G.SoT -0.1605048554 0.1131570079 -0.211416545 -0.0130154631
## ShoDist -0.1612389353 -0.1136997558 -0.048675192 0.0304976316
## ShoFK -0.0087387399 -0.0047776256 -0.112929398 0.1025240103
## ShoPK -0.0293098265 0.1547764556 -0.106305862 0.1090202987
## PKatt -0.0314832642 0.1505522720 -0.106471770 0.1037436821
## PasTotCmp 0.0797796374 -0.0080804212 -0.013365913 -0.0130916109
## PasTotAtt 0.0709583186 0.0250972642 -0.016114168 0.0161873147
## PasTotCmp. -0.0063475266 -0.1039809019 0.006955762 -0.1331795555
## PasTotDist 0.0577365127 0.0544513416 0.008990708 -0.0364180994
## PasTotPrgDist 0.0172863513 0.1106845091 0.082277090 -0.0228019952
## PasShoCmp 0.0923662017 -0.1071177366 -0.020544293 0.0007095306
## PasShoAtt 0.0906812224 -0.0992113170 -0.030564468 0.0236092349
## PasShoCmp. -0.0533907618 -0.0689888370 0.045968891 -0.1379713630
## PasMedCmp 0.0531423038 0.0423589626 -0.026251281 0.0187079118
## PasMedAtt 0.0480214868 0.0492381750 -0.037035016 0.0407100368
## PasMedCmp. -0.0706032267 -0.0225656420 0.085867058 -0.0824900030
## PasLonCmp 0.0137055392 0.1301153690 0.061651277 -0.1093144281
## PasLonAtt -0.0057295097 0.1524715202 0.062546504 -0.0682654306
## PasLonCmp. -0.0815827245 -0.0372543913 0.045095521 -0.1106243858
## Assists -0.0077691395 0.0606222683 0.244797163 0.1838548704
## PasAss -0.0069725307 0.0050419627 0.067405857 0.0074611983
## Pas3rd 0.0444677545 -0.0719953959 -0.033549583 -0.0277092797
## PPA -0.0032597096 -0.0911440572 0.076233554 0.1828559334
## CrsPA -0.0268317382 -0.0868149138 0.032283798 0.1450871581
## PasProg 0.0067388475 -0.0764835000 0.041355555 0.0667056950
## PasAtt 0.0709583186 0.0250972642 -0.016114168 0.0161873147
## PasLive 0.0878672948 -0.0002118003 -0.030114921 0.0071768125
## PasDead -0.0591283327 0.1043429671 0.048813053 0.0385538353
## PasFK -0.0353007622 0.1317112808 -0.010057906 -0.0818668313
## TB -0.0242030911 -0.0216039829 0.048173292 0.0504270546
## Sw 0.0131339415 0.0595010171 -0.022727038 -0.0871299608
## PasCrs -0.0279844981 -0.0235585941 -0.095579695 0.0337749471
## CK -0.0444190484 0.0187911878 -0.158053994 -0.0008229499
## CkIn -0.0529074114 0.0210721408 -0.141103235 0.0441197165
## CkOut -0.0360294012 0.0240134302 -0.141606271 -0.0420453562
## CkStr -0.0565167699 0.0036384668 -0.066049091 0.0336504824
## TI -0.0438583239 0.0139725022 0.035471746 0.1409916381
## PasCmp 0.0797796374 -0.0080804212 -0.013365913 -0.0130916109
## PasOff 0.0331324241 0.0844300408 0.061964872 0.0323096726
## PasBlocks -0.0020312789 -0.0018068756 0.011766360 0.0651563359
## SCA -0.0137626315 0.0634769261 0.160267064 0.0102166231
## ScaPassLive 0.0002238596 -0.0199792259 0.141185320 0.0060947398
## ScaPassDead -0.0213591677 0.0501780981 -0.105508212 -0.0286387511
## ScaDrib 0.0054672253 0.0026532619 0.176764164 -0.0862050773
## ScaSh 0.0144800000 0.2000326944 0.149301767 0.0828799272
## ScaFld -0.0099842273 0.0045199695 0.064278976 0.0067161553
## ScaDef -0.0703829700 0.1215086123 0.064534705 0.0547013818
## GCA -0.0264767340 0.1635061065 0.333904444 0.2164873128
## GcaPassLive -0.0280049636 0.0463997968 0.260884031 0.1829074465
## GcaPassDead -0.0555857914 0.0467957027 -0.062533383 0.0776192258
## GcaDrib -0.0223552837 0.0496990618 0.054321498 -0.0080160190
## GcaSh 0.0227420602 0.1689221208 0.234798516 0.1074935943
## GcaFld -0.0441134515 0.0769519063 0.083734944 0.0983768843
## GcaDef -0.0476249107 0.0449138973 0.032520479 0.0419818958
## Tkl -0.1658298535 0.0548031113 0.048256917 -0.0762044681
## TklWon -0.1729729995 0.0824045308 0.044252713 -0.1187692228
## TklDef3rd -0.1382151068 0.0937595187 0.047429645 0.0052343192
## TklMid3rd -0.1201758158 -0.0087957471 0.061048134 -0.0908009088
## TklAtt3rd -0.0414831940 -0.0071874020 -0.058510795 -0.1173530798
## TklDri -0.1630750041 0.0466588197 0.062501377 -0.0359621961
## TklDriAtt -0.1144046329 -0.0660245674 0.025360463 -0.0328513762
## TklDri. -0.2106714173 -0.0203733076 0.010087784 0.0267005680
## TklDriPast -0.0013373547 -0.1567869647 -0.029044981 -0.0124965154
## BlkSh 0.0046595499 -0.1646732124 -0.143197565 0.3314378104
## BlkShSv -0.0256996051 0.0046386966 -0.107012054 0.2284344822
## BlkPass 0.0187109909 -0.1932003814 -0.110681084 0.2661591912
## Int -0.0736124962 0.1110850224 -0.006035953 0.0881103929
## Tkl.Int -0.1608751473 0.0942034390 0.033829341 -0.0164044427
## Clr -0.0126318464 0.0856271424 -0.112379048 0.1909148883
## Err -0.0081847898 0.0295991480 0.017177277 -0.0203419853
## Touches 0.0666078163 0.0443125787 -0.035829406 0.0196380621
## TouDefPen -0.0065235349 0.1611797921 0.123999969 -0.0804999029
## TouDef3rd -0.0021555894 0.1405172401 0.033087765 0.0336045286
## TouMid3rd 0.0494113547 -0.0380709152 -0.074161414 0.0146252526
## TouAtt3rd 0.0615202385 -0.0377261226 -0.005896801 -0.0286485369
## TouAttPen 0.0316976582 0.1363832080 -0.021692018 -0.0522342598
## TouLive 0.0667052482 0.0437299690 -0.035415067 0.0192498466
## DriSucc 0.0291977173 -0.0695289129 0.123357617 -0.2163641807
## DriAtt 0.0460483919 -0.0934090976 0.088087573 -0.1761113500
## DriSucc. -0.1125340927 -0.1159602158 0.009868554 -0.0754368788
## CarMis 0.0408062254 0.0086659946 -0.042817121 -0.1239196591
## CarDis 0.0307961216 0.0603277652 0.061488131 -0.1183523815
## RecTarg 0.1168303313 0.0046997859 -0.026322464 -0.0342566748
## Rec 0.0595550292 0.0448655089 0.009562734 -0.0227441447
## CrdY 0.0648481760 0.0853036069 -0.073956879 -0.0841640379
## CrdR 0.0100325938 0.1648696265 -0.040633376 -0.0717561979
## X2CrdY 0.0289823827 0.0779992581 -0.043597126 -0.0489706598
## Fls 0.0870584965 0.0793672716 -0.115668550 -0.0930659946
## Fld 0.0061932940 -0.0809291814 0.007534172 -0.0560254766
## Off 0.0257106463 0.0256130923 -0.081362572 -0.0451687098
## Crs -0.0279844981 -0.0235585941 -0.095579695 0.0337749471
## TklW -0.1729729995 0.0824045308 0.044252713 -0.1187692228
## PKwon -0.0396039496 0.0895200423 0.070091377 0.0962279639
## PKcon -0.0001185264 0.0152941622 0.006085013 0.0374923820
## OG -0.0243261802 0.0182528464 -0.025659066 0.0286314190
## Recov -0.0223584994 -0.0225330177 -0.026192131 -0.0001654641
## AerWon 0.0241953755 0.2201022143 -0.102184340 0.1907130369
## AerLost 0.0537097607 0.0864917463 -0.148214376 0.1970928678
## AerWon. -0.1078869464 0.0899616135 0.043365267 0.0664938556
## PC9 PC10 PC11 PC12
## Age -0.0376023148 0.050662787 0.031970159 -0.033758584
## Born -0.0541441552 0.086523609 -0.133330176 0.013809675
## MP -0.0220239656 0.135980246 -0.047082668 0.031525405
## Starts -0.0234087532 0.139419165 -0.063295957 0.041372232
## Min -0.0204487117 0.144060803 -0.067082823 0.036081452
## X90s -0.0205520987 0.143938606 -0.067024580 0.036038721
## Goals 0.1247202251 -0.122567372 -0.025381274 -0.042932661
## Shots -0.0765969713 0.067346575 -0.118020701 0.059862957
## SoT 0.0561405915 -0.065627997 -0.179910021 -0.001251497
## SoT. 0.0972918382 -0.114137730 -0.090372075 0.055103139
## G.Sh 0.1747169164 -0.199945309 -0.076987395 0.061978611
## G.SoT 0.1336358003 -0.148569075 -0.053498175 0.070505121
## ShoDist -0.1017064343 0.104721415 0.087431143 0.112039035
## ShoFK -0.1317443496 -0.049461717 -0.040826839 -0.027048969
## ShoPK -0.0494524949 0.188754898 0.299566562 -0.310195062
## PKatt -0.0450591362 0.185636825 0.296261985 -0.306820207
## PasTotCmp 0.0470408522 -0.011891347 0.026093315 0.007595602
## PasTotAtt 0.0661610162 0.039396719 0.007476616 0.010142315
## PasTotCmp. -0.0038176982 -0.149145558 -0.040523040 -0.124271360
## PasTotDist -0.0212940537 -0.009929551 -0.006722282 -0.016185305
## PasTotPrgDist -0.0132583568 0.014856889 -0.095276875 -0.091892055
## PasShoCmp 0.1267292404 -0.015248851 0.052471863 0.008035173
## PasShoAtt 0.1248195243 0.006645725 0.050600125 0.016269495
## PasShoCmp. 0.0761050748 -0.091825289 -0.087396634 -0.199685534
## PasMedCmp 0.0140932696 0.003537148 0.017405266 0.030008056
## PasMedAtt 0.0275619318 0.042095617 0.022436437 0.046238141
## PasMedCmp. 0.0128591463 -0.119452452 -0.089166056 -0.152143026
## PasLonCmp -0.1462385220 -0.017333747 -0.063396050 -0.074960226
## PasLonAtt -0.0805075198 0.014110474 -0.104520847 -0.102673527
## PasLonCmp. -0.1123116233 -0.081939911 0.029226616 -0.066382749
## Assists 0.0411557631 -0.218217759 -0.018368787 0.049644863
## PasAss -0.0349340684 -0.071575537 -0.043936810 -0.011949291
## Pas3rd -0.1070950074 -0.029900816 0.130041568 0.056090963
## PPA 0.1090329253 -0.033036717 -0.180382994 -0.109274645
## CrsPA 0.2254801816 0.054865493 -0.146380867 -0.087440425
## PasProg -0.0850968856 -0.034284087 0.023247894 0.047008384
## PasAtt 0.0661610162 0.039396719 0.007476616 0.010142315
## PasLive 0.0134325597 -0.002206548 0.023228436 0.019586125
## PasDead 0.2340185318 0.169584539 -0.069119013 -0.046931094
## PasFK -0.1277553917 -0.046184177 -0.024417965 -0.053035635
## TB -0.0485199489 -0.120407598 0.002049879 -0.057066706
## Sw -0.1884525942 0.030241772 0.040571831 0.063858662
## PasCrs 0.0762659392 0.055811921 -0.028163855 -0.012856858
## CK -0.1145217146 -0.102889806 0.100245237 0.057126228
## CkIn -0.1181854817 -0.088036976 0.070016837 0.055924892
## CkOut -0.0888200089 -0.087036756 0.116597414 0.052832506
## CkStr -0.0643266426 -0.052539601 0.001094271 0.073548683
## TI 0.3496746523 0.247229633 -0.031301597 0.038844032
## PasCmp 0.0470408522 -0.011891347 0.026093315 0.007595602
## PasOff 0.0548070396 0.148747024 0.033138281 0.082308531
## PasBlocks 0.1403184234 0.116132550 -0.037760405 0.058929425
## SCA -0.0684567468 0.020377474 -0.048073474 -0.005461940
## ScaPassLive -0.0014445999 -0.064497860 -0.089288464 -0.054965969
## ScaPassDead -0.1256105398 -0.025570874 0.039830367 0.056216928
## ScaDrib -0.0647688099 0.126600480 -0.105095674 -0.035773682
## ScaSh -0.1405866832 0.114441635 0.049093892 0.186350341
## ScaFld -0.0415269876 0.043664253 0.063080432 -0.169616132
## ScaDef 0.0863386506 0.133804378 0.040386284 0.051031926
## GCA -0.0693815997 -0.150056770 0.064048544 0.126228101
## GcaPassLive 0.0497021565 -0.248826526 -0.018375094 0.047227749
## GcaPassDead -0.0782528946 -0.081468248 0.064381238 0.071485646
## GcaDrib 0.0008143196 0.004278565 0.009886222 -0.095297338
## GcaSh -0.1545253668 0.068965661 0.044501135 0.252276436
## GcaFld 0.0143549392 -0.071112002 0.215978175 -0.327526274
## GcaDef -0.0056790521 -0.039588435 0.072760404 -0.049186589
## Tkl -0.0165471304 -0.089948985 -0.002449564 -0.047946596
## TklWon -0.0084517446 -0.073234185 0.029424213 -0.024011134
## TklDef3rd 0.0176960424 -0.039026487 -0.045961867 -0.055731327
## TklMid3rd -0.0764573849 -0.073791440 0.006481328 -0.005819356
## TklAtt3rd 0.0484812111 -0.094093856 0.091043532 -0.031246467
## TklDri 0.0084370241 -0.023444106 0.018288162 -0.024815668
## TklDriAtt -0.1021315804 -0.032553573 0.037902173 -0.052836102
## TklDri. 0.0712830477 -0.002156015 0.058395367 0.028846954
## TklDriPast -0.1719267387 -0.025858745 0.040105742 -0.056589567
## BlkSh -0.2156846565 -0.070272169 -0.250822906 -0.154596187
## BlkShSv -0.1584547340 -0.041575746 -0.083573989 -0.016860056
## BlkPass -0.1680922551 -0.060010195 -0.247503338 -0.170483030
## Int 0.0030976842 0.102096838 0.069032144 0.099753135
## Tkl.Int -0.0110449359 -0.020223623 0.030378930 0.010172377
## Clr -0.0943018467 -0.014295266 -0.092383140 -0.001822057
## Err -0.0080907938 -0.016408305 -0.021945096 -0.055711333
## Touches 0.0162032440 0.056420895 -0.040589023 -0.015598174
## TouDefPen -0.0276508241 -0.024119491 -0.189096740 -0.184625799
## TouDef3rd -0.0286492802 0.002232289 -0.134497460 -0.087899645
## TouMid3rd -0.0346224697 0.034341203 0.133401786 0.111888642
## TouAtt3rd 0.1063193735 0.063992879 -0.091401193 -0.071562371
## TouAttPen 0.0458750876 0.016991015 -0.130235755 -0.062893914
## TouLive 0.0163666870 0.055705284 -0.041696737 -0.014416570
## DriSucc -0.1084059931 0.197123404 -0.068493511 -0.085390962
## DriAtt -0.0772046800 0.140521805 -0.110620285 -0.112190675
## DriSucc. -0.1116726765 0.153487360 0.043576880 0.019220206
## CarMis -0.0381985989 0.111105939 -0.061905419 -0.075090735
## CarDis -0.0722356053 0.105374907 -0.086859380 0.026376884
## RecTarg 0.0184586462 0.030439168 0.009582552 0.011866519
## Rec 0.0559728881 0.063185792 -0.134031040 -0.075394041
## CrdY -0.0886292250 0.106212097 -0.128892176 0.043460302
## CrdR -0.1065361046 -0.001731338 -0.166702079 -0.010024273
## X2CrdY -0.0607146545 0.025028248 -0.096801706 0.035511258
## Fls -0.1738953817 0.103915503 -0.128413032 0.019347280
## Fld -0.0613835476 0.067093688 0.069171101 -0.084173977
## Off 0.0740761649 0.052275693 0.060692527 -0.061577578
## Crs 0.0762659392 0.055811921 -0.028163855 -0.012856858
## TklW -0.0084517446 -0.073234185 0.029424213 -0.024011134
## PKwon 0.0205489982 -0.046447213 0.206829934 -0.335695428
## PKcon 0.0284467345 0.036906271 -0.045793574 -0.014723397
## OG 0.0480205374 -0.006631128 -0.022329649 0.022235671
## Recov -0.0681538748 -0.002202437 0.038190285 0.052748246
## AerWon -0.0999933834 0.199064878 -0.009223785 0.024674089
## AerLost -0.0568433177 0.086677761 -0.120305780 -0.070695853
## AerWon. -0.0457771033 0.120703886 -0.059487342 -0.028077988
## PC13 PC14 PC15 PC16
## Age 0.1065298492 -0.080380066 0.120204920 -5.002413e-02
## Born -0.0980354205 -0.057480641 0.299232840 -3.897848e-01
## MP 0.0805508390 0.068385708 0.015728517 8.421584e-02
## Starts 0.0849322360 0.052991203 0.007702051 8.390585e-02
## Min 0.0830468242 0.050982354 0.004934074 9.002866e-02
## X90s 0.0830198797 0.051046118 0.004763136 9.007369e-02
## Goals -0.1204717095 -0.169137179 0.012696935 -6.578967e-02
## Shots -0.0509625883 -0.040130141 0.024379904 1.222527e-01
## SoT -0.0511708085 -0.017966249 0.067078251 5.365588e-02
## SoT. -0.1154831518 -0.005498227 0.056735108 -5.819305e-02
## G.Sh -0.1891578695 -0.080121861 0.026933100 -1.362802e-01
## G.SoT -0.1508160586 -0.054755138 0.026176831 -1.097207e-01
## ShoDist -0.0289728176 0.031447671 0.056789469 -1.046550e-02
## ShoFK 0.0046969453 -0.058293238 0.186693752 8.882599e-02
## ShoPK 0.1859866964 -0.224943564 -0.057320719 -1.231436e-01
## PKatt 0.1901638766 -0.229472100 -0.053710868 -1.201068e-01
## PasTotCmp 0.0011521700 0.011534580 -0.005533013 2.260170e-02
## PasTotAtt 0.0038433760 0.008224895 0.017675503 2.752095e-02
## PasTotCmp. -0.0186747734 0.073240889 -0.186123996 -3.269299e-02
## PasTotDist -0.0070579103 -0.013678983 0.019929928 1.874184e-02
## PasTotPrgDist 0.0003132332 -0.056748876 0.047338354 5.232593e-02
## PasShoCmp 0.0119182337 0.020487127 -0.032741294 4.267752e-02
## PasShoAtt 0.0231721907 0.021946870 -0.018042539 4.272917e-02
## PasShoCmp. -0.0504969718 0.022909813 -0.187039669 4.863185e-04
## PasMedCmp -0.0097084803 0.040491171 -0.016400498 8.406830e-03
## PasMedAtt -0.0075478344 0.048552457 -0.022120065 4.328346e-03
## PasMedCmp. -0.0350361946 -0.015446690 -0.053518506 -8.008998e-05
## PasLonCmp -0.0140580751 -0.103419925 0.098327621 5.139775e-04
## PasLonAtt -0.0243911007 -0.098822043 0.089406689 2.735223e-02
## PasLonCmp. -0.0001790321 -0.028222471 0.020038723 -7.258137e-02
## Assists 0.2068506136 0.124806351 -0.138326931 -1.707381e-01
## PasAss 0.1436479235 -0.021680789 -0.042788210 -1.365055e-01
## Pas3rd 0.0586521807 -0.032194957 0.111230124 3.644026e-02
## PPA 0.0906547945 -0.131739843 0.099410901 5.351570e-02
## CrsPA 0.0049962509 -0.048788680 0.046108433 1.155762e-02
## PasProg 0.0632815078 -0.089321944 0.116430223 1.037838e-02
## PasAtt 0.0038433760 0.008224895 0.017675503 2.752095e-02
## PasLive 0.0150438735 -0.001788350 0.016080906 2.284109e-02
## PasDead -0.0485292082 0.048717544 0.001143459 2.006989e-02
## PasFK -0.0030492760 0.024800265 0.009621070 -6.622887e-02
## TB 0.1005982822 -0.060380528 0.226827256 4.533936e-02
## Sw -0.0335548974 -0.062043579 0.071161430 -8.209483e-02
## PasCrs -0.0655420215 0.021352282 -0.023933829 -1.417818e-02
## CK -0.0112437021 0.063979081 -0.082330007 5.650061e-02
## CkIn -0.0428661113 0.037332222 0.016629943 -1.783500e-02
## CkOut 0.0243607013 0.079445837 -0.173558030 1.214037e-01
## CkStr 0.0184019409 0.027462640 0.009534185 5.462391e-03
## TI -0.0812455886 0.084292090 -0.002197526 -2.767026e-02
## PasCmp 0.0011521700 0.011534580 -0.005533013 2.260170e-02
## PasOff 0.0149349496 -0.037154531 0.086571725 5.513090e-02
## PasBlocks -0.0276647881 0.014665827 0.184117674 -1.411935e-02
## SCA -0.0025198225 -0.063560451 -0.044926492 -6.517055e-02
## ScaPassLive 0.1565640235 -0.079287734 -0.015211684 -1.170437e-01
## ScaPassDead -0.0371984136 0.028599370 -0.072997065 -9.586897e-02
## ScaDrib -0.1812646206 -0.082085039 -0.170900037 -4.279685e-02
## ScaSh -0.1910067453 -0.107187112 0.017841749 2.651040e-01
## ScaFld -0.1860661992 0.142296858 0.086010973 7.374263e-02
## ScaDef -0.0591230431 0.042210306 -0.003473732 -9.618321e-02
## GCA -0.0552181321 0.074971363 -0.081711839 3.259354e-02
## GcaPassLive 0.1897982245 0.107782947 -0.131054833 -1.805801e-01
## GcaPassDead -0.0214790572 0.068011563 -0.081540964 -6.769372e-02
## GcaDrib -0.0879878601 0.071577567 -0.102899961 -5.028478e-02
## GcaSh -0.2131101941 -0.127978284 0.004478465 2.497326e-01
## GcaFld -0.1892072811 0.312289504 0.156499951 8.843532e-02
## GcaDef -0.0965840431 0.152914498 0.084189241 6.937031e-02
## Tkl 0.0788634418 -0.069818144 0.004264539 7.262450e-02
## TklWon 0.0800183041 -0.016674320 -0.016208940 1.022601e-01
## TklDef3rd -0.0009392833 -0.035778073 0.021972965 -6.192715e-02
## TklMid3rd 0.1156499580 -0.098311784 0.059909385 4.343581e-02
## TklAtt3rd 0.0663907408 0.023521910 -0.159264035 3.395263e-01
## TklDri 0.0119149116 -0.026544766 0.075505382 -4.335207e-02
## TklDriAtt -0.0507737637 -0.057542401 0.127550587 -8.277442e-02
## TklDri. -0.0221735440 0.084374727 -0.042095639 -4.470702e-02
## TklDriPast -0.0940943159 -0.062245043 0.119404077 -8.376792e-02
## BlkSh -0.1249106861 -0.043917623 -0.067765435 9.795217e-02
## BlkShSv -0.0990052476 0.063827236 -0.240515463 -5.799848e-02
## BlkPass -0.0936566186 -0.083869479 0.045691399 1.434406e-01
## Int -0.1471547840 0.026243206 -0.092410719 -1.600846e-01
## Tkl.Int -0.0097618881 -0.040565100 -0.040915177 -2.042348e-02
## Clr -0.0387773498 0.090582118 -0.194254151 -4.961189e-02
## Err -0.0087234642 -0.038968965 -0.004886565 -1.304557e-02
## Touches -0.0134145371 0.023220759 -0.027551820 3.336449e-02
## TouDefPen 0.0201864611 -0.050607303 -0.003155933 8.156312e-02
## TouDef3rd -0.0492985317 0.014562472 -0.075938855 1.806887e-02
## TouMid3rd 0.0051798722 0.033477078 0.055156615 -3.487166e-02
## TouAtt3rd 0.0211061749 -0.018795326 -0.035757872 7.903636e-02
## TouAttPen 0.1038082802 -0.009479458 -0.031041186 1.077410e-01
## TouLive -0.0141160999 0.024069883 -0.027332572 3.381268e-02
## DriSucc -0.2024204992 -0.040755256 -0.177449798 -1.467727e-01
## DriAtt -0.1762372617 0.012558796 -0.121940959 -1.219731e-01
## DriSucc. -0.0957410562 0.003734603 -0.149240710 -1.348852e-01
## CarMis 0.0195478506 0.120225123 -0.117819683 5.323924e-02
## CarDis 0.1088757972 0.030356031 0.014835054 2.652504e-02
## RecTarg 0.0304169117 0.015111534 0.029008331 4.289655e-02
## Rec 0.1043599893 -0.041632063 0.052235088 9.314786e-02
## CrdY 0.1480726836 0.337048487 0.050944588 -7.527920e-02
## CrdR 0.1381197416 0.222301223 0.149599010 -2.136978e-02
## X2CrdY 0.1106436312 0.289132851 0.171085861 -9.024921e-02
## Fls 0.1543506117 0.245859679 0.051695805 -4.251103e-02
## Fld -0.0764125167 0.115884710 0.116025401 -6.533901e-02
## Off 0.0857633496 -0.007476573 -0.152663815 1.031368e-01
## Crs -0.0655420215 0.021352282 -0.023933829 -1.417818e-02
## TklW 0.0800183041 -0.016674320 -0.016208940 1.022601e-01
## PKwon -0.1909077718 0.303198058 0.143563128 9.548918e-02
## PKcon -0.0577728345 0.062177863 -0.012673167 -5.834970e-02
## OG -0.0335655263 -0.017899704 -0.010112270 -5.446885e-02
## Recov -0.0741825002 -0.012742130 -0.025907948 -1.120573e-01
## AerWon 0.1458968360 0.041882745 -0.145908224 -3.628701e-02
## AerLost 0.1037103669 -0.008065905 -0.085592949 4.076847e-02
## AerWon. 0.0670419819 0.019770719 -0.097509875 1.303786e-02
## PC17 PC18 PC19 PC20
## Age 0.0734299895 -2.262998e-02 0.055351952 -0.0185185730
## Born 0.0651328578 -1.465951e-01 -0.042460311 0.1591391568
## MP 0.0092013852 6.547573e-02 -0.027158798 0.0254251336
## Starts -0.0139695606 8.484736e-02 -0.009660512 0.0264229724
## Min -0.0067707969 8.156761e-02 -0.013461070 0.0317559357
## X90s -0.0069082962 8.142904e-02 -0.013430034 0.0316418383
## Goals -0.0960520512 8.132814e-02 0.019186069 0.0029049384
## Shots 0.0844471606 -1.152601e-01 0.093979432 0.0640312514
## SoT 0.0580316737 -7.248515e-02 0.117183212 0.1385455520
## SoT. -0.0006780776 -2.464951e-02 0.047071190 0.0464952333
## G.Sh -0.1008525862 1.343174e-01 -0.106186120 -0.0877444933
## G.SoT -0.0787624021 1.356541e-01 -0.120442152 -0.1079866681
## ShoDist -0.0193734808 -1.637455e-01 0.085363915 -0.0003853833
## ShoFK 0.0885488995 -7.140766e-02 0.289665761 0.0799069078
## ShoPK -0.2229811350 -4.594265e-02 0.106576871 0.0212100659
## PKatt -0.2176569208 -4.541997e-02 0.107657887 0.0177461076
## PasTotCmp -0.0234698882 -2.049875e-02 -0.007296250 0.0205381330
## PasTotAtt -0.0037882871 6.824402e-04 -0.006049199 0.0337849718
## PasTotCmp. -0.0522329270 -8.604099e-02 0.126939865 0.0294846501
## PasTotDist -0.0089954381 5.633884e-03 -0.041424362 -0.0212546298
## PasTotPrgDist 0.0085091354 8.265510e-02 -0.009484403 -0.0048942783
## PasShoCmp -0.0551527293 -9.109279e-03 0.043541412 0.0641425405
## PasShoAtt -0.0388166788 -1.155611e-02 0.045405026 0.0683408380
## PasShoCmp. -0.0359875847 1.122822e-03 0.118537991 0.1321743431
## PasMedCmp 0.0042321071 -7.176277e-02 -0.017939492 0.0198236953
## PasMedAtt 0.0132081247 -5.919317e-02 -0.035179926 0.0166086583
## PasMedCmp. -0.0057126742 -1.368462e-01 0.133211414 0.0595850340
## PasLonCmp 0.0006084658 1.100268e-01 -0.097351149 -0.1267248629
## PasLonAtt -0.0033743393 1.020965e-01 -0.065216197 -0.0445581335
## PasLonCmp. 0.0230305697 -1.226362e-02 -0.014947416 -0.1620090087
## Assists -0.0575885529 1.361398e-01 0.022273396 0.0985419005
## PasAss 0.1732928491 -1.289734e-02 -0.109315990 -0.1003710853
## Pas3rd 0.0467751722 6.956530e-02 0.054767884 -0.0813059672
## PPA -0.1162507221 -1.967175e-03 -0.143209719 -0.2094653617
## CrsPA -0.2365931675 -8.787999e-02 -0.257713342 -0.1940528621
## PasProg -0.0142668138 2.561629e-02 -0.039923082 -0.1964672717
## PasAtt -0.0037882871 6.824402e-04 -0.006049199 0.0337849718
## PasLive -0.0015527011 -1.915152e-02 -0.038024965 0.0202899130
## PasDead -0.0278647893 5.915568e-02 0.112043727 0.0874273759
## PasFK -0.0122171317 2.194935e-02 0.022784240 -0.0131128703
## TB 0.1328533555 1.326379e-02 0.216624472 0.0283190815
## Sw 0.0255231560 4.293363e-02 -0.197026906 -0.1894763523
## PasCrs -0.0619642482 -8.741233e-02 -0.123357780 0.0096222026
## CK 0.0418330944 -3.624117e-02 0.065079336 0.0403835711
## CkIn 0.0408754652 -8.041091e-02 0.085014896 0.1267802572
## CkOut 0.0235591428 1.412224e-02 0.020699916 -0.0608165158
## CkStr 0.0208952705 4.933402e-02 -0.008940703 0.0223655947
## TI -0.0530117834 1.853973e-02 0.079168939 0.0595194090
## PasCmp -0.0234698882 -2.049875e-02 -0.007296250 0.0205381330
## PasOff 0.1554644511 2.273283e-01 0.202791612 -0.1974882710
## PasBlocks 0.0442857589 -1.807376e-02 0.166115725 0.0905046896
## SCA 0.1479306358 -7.383533e-02 0.038715086 -0.1104315164
## ScaPassLive 0.1599661479 -7.220442e-02 0.015903405 -0.0944451508
## ScaPassDead 0.0816443843 -2.302363e-02 -0.101713364 -0.0101258372
## ScaDrib -0.0010889185 -1.491413e-01 0.158447866 -0.1899459500
## ScaSh -0.1544552299 -9.518351e-02 -0.019130490 0.0846358280
## ScaFld 0.0788647611 2.480459e-03 -0.095334218 0.1158014282
## ScaDef 0.2020488392 2.050600e-01 0.271111126 -0.2475645520
## GCA -0.1996956902 7.464043e-02 0.004805954 0.0692557309
## GcaPassLive -0.0722664577 1.564401e-01 0.028744152 0.0890219543
## GcaPassDead -0.0221943321 -1.311016e-02 0.027321335 0.1456055291
## GcaDrib -0.1040723906 -3.331964e-02 0.175356548 -0.0986007251
## GcaSh -0.2535901308 -3.888558e-02 -0.034307755 0.0465337776
## GcaFld 0.1015900610 -1.889623e-02 -0.120217832 -0.0497354633
## GcaDef 0.0887596028 3.729125e-02 -0.070930139 -0.2141016403
## Tkl 0.0106945105 -5.965386e-02 -0.052112936 0.0005005508
## TklWon -0.0240340314 -2.728220e-02 -0.009225112 -0.0155574350
## TklDef3rd -0.0009839593 1.273311e-03 -0.022360512 0.0629414132
## TklMid3rd 0.0546250404 -1.678398e-01 -0.099915959 -0.0155084433
## TklAtt3rd -0.0674155015 1.109018e-01 0.060228629 -0.1224958096
## TklDri -0.0179233399 -1.024000e-01 0.009556009 0.0720277588
## TklDriAtt -0.1039165317 1.633934e-01 -0.014466400 0.1815850399
## TklDri. -0.0035425233 -2.756742e-01 -0.042763559 -0.0133680221
## TklDriPast -0.1456279025 3.736371e-01 -0.033561925 0.2093054712
## BlkSh -0.0421800097 3.061643e-02 0.112442444 -0.0771660112
## BlkShSv 0.0712518773 -8.146747e-02 0.051554909 -0.0498702965
## BlkPass -0.0857352730 7.757222e-02 0.103742495 -0.0636528041
## Int 0.1045730847 1.852022e-01 0.146769517 -0.1377465981
## Tkl.Int 0.0574965410 4.197278e-02 0.029925192 -0.0642869036
## Clr 0.0931386562 -1.014395e-01 -0.072847484 0.0458140972
## Err -0.0386424738 -8.962406e-05 0.012341976 0.0814079527
## Touches 0.0168134436 4.218463e-02 0.002082937 0.0548391511
## TouDefPen 0.0144783108 6.360478e-02 0.033522621 0.0886018858
## TouDef3rd 0.0238106861 -1.122264e-02 -0.004274906 0.0859868921
## TouMid3rd 0.0058001597 4.625708e-02 -0.002843573 -0.0262711056
## TouAtt3rd -0.0050240223 2.926987e-02 0.009383915 0.0300726786
## TouAttPen 0.1709652515 -1.078628e-02 0.033217765 0.0432837465
## TouLive 0.0176338739 4.234406e-02 0.001670057 0.0547439625
## DriSucc -0.0455705619 2.331467e-03 -0.024095088 -0.0567251160
## DriAtt -0.0445804311 1.195844e-01 -0.022589711 0.0553754223
## DriSucc. -0.0521365884 -1.011078e-01 -0.015929948 -0.0655789120
## CarMis 0.0120177794 2.920171e-01 0.007553723 0.0419808071
## CarDis 0.0053523146 2.203254e-03 -0.199710003 0.1073269383
## RecTarg 0.0069495632 1.080764e-02 -0.047286196 0.0489233834
## Rec 0.1384741051 -5.374435e-02 -0.024996338 0.0822369686
## CrdY -0.2066516511 -3.111370e-02 0.091838855 -0.0938422900
## CrdR -0.2187674110 -1.071401e-01 0.052162080 -0.0291682707
## X2CrdY -0.3066104360 -9.012274e-02 0.156553262 -0.2005347341
## Fls -0.1319486888 9.406376e-02 -0.011091140 -0.0320526524
## Fld 0.0590701207 1.038716e-01 -0.043700034 0.2346757189
## Off -0.0323517989 5.794494e-02 -0.043919355 -0.0350952883
## Crs -0.0619642482 -8.741233e-02 -0.123357780 0.0096222026
## TklW -0.0240340314 -2.728220e-02 -0.009225112 -0.0155574350
## PKwon 0.0951052316 -3.200685e-02 -0.114588460 -0.0788061753
## PKcon 0.0443360142 -1.297273e-01 0.043491276 -0.0629498750
## OG -0.0100136572 -2.800281e-02 -0.001375838 0.0035087561
## Recov 0.0046430607 2.437605e-02 -0.023930568 0.0619810114
## AerWon 0.1880771588 1.836272e-02 -0.221831376 0.0878908738
## AerLost 0.0719961695 9.270800e-02 -0.179084508 -0.0166433748
## AerWon. 0.1170257041 -2.086100e-02 -0.086636709 0.0952114781var <- get_pca_var(pca)
fviz_contrib(pca, "var", axes = 1, select.var = 1:20)
Now as we know how many components we would like to achieve lets perform MDS and Rotated PCA on our data set:
football_data_n <- data.Normalization(football_data_without_constants, type="n1",normalization="column")
football_data_n.pca4<-principal(football_data_n, nfactors=20, rotate="varimax")## Warning in cor.smooth(r): Matrix was not positive definite, smoothing was done## Warning in principal(football_data_n, nfactors = 20, rotate = "varimax"): The
## matrix is not positive semi-definite, scores found from Structure loadingsfootball_data_n.pca4## Principal Components Analysis
## Call: principal(r = football_data_n, nfactors = 20, rotate = "varimax")
## Standardized loadings (pattern matrix) based upon correlation matrix
## RC1 RC3 RC4 RC10 RC2 RC5 RC6 RC15 RC7 RC17 RC8
## Age 0.04 -0.13 0.05 0.17 0.01 0.22 -0.03 -0.18 -0.02 -0.02 -0.01
## Born 0.00 -0.01 -0.09 0.01 0.06 0.02 0.05 0.05 0.02 0.03 0.01
## MP 0.02 -0.02 0.07 -0.03 0.04 0.92 0.12 0.02 0.04 0.03 -0.01
## Starts 0.04 -0.06 0.04 0.13 -0.08 0.94 0.08 -0.03 0.01 0.01 -0.02
## Min 0.05 -0.06 0.04 0.14 -0.07 0.95 0.08 -0.03 0.01 0.01 -0.03
## X90s 0.05 -0.06 0.04 0.14 -0.07 0.95 0.08 -0.03 0.01 0.01 -0.03
## Goals -0.09 0.01 0.04 0.02 0.21 -0.05 0.75 0.02 0.03 -0.02 -0.05
## Shots -0.07 -0.07 0.10 -0.22 0.65 -0.03 0.27 0.19 0.00 -0.12 0.02
## SoT -0.10 0.00 0.06 -0.08 0.59 -0.03 0.53 0.05 -0.01 -0.16 0.01
## SoT. 0.00 0.01 0.07 -0.21 0.26 0.16 0.62 0.05 0.03 -0.08 0.02
## G.Sh -0.02 -0.04 0.00 -0.06 0.00 0.08 0.89 -0.01 0.04 0.07 -0.04
## G.SoT -0.01 -0.05 0.03 -0.11 -0.01 0.19 0.78 0.00 0.03 0.09 -0.03
## ShoDist 0.20 0.15 0.25 -0.42 0.13 0.38 0.05 0.16 -0.03 -0.03 0.07
## ShoFK 0.01 -0.05 0.32 -0.02 0.28 0.03 -0.02 -0.16 -0.07 -0.15 0.33
## ShoPK -0.05 -0.04 0.04 -0.02 0.05 0.02 0.06 0.04 0.02 0.02 -0.02
## PKatt -0.05 -0.06 0.03 -0.03 0.07 0.03 0.07 0.04 0.02 0.02 -0.03
## PasTotCmp 0.97 0.06 0.02 0.15 -0.07 0.03 -0.02 -0.02 0.01 0.02 -0.01
## PasTotAtt 0.96 0.09 0.10 0.18 -0.03 0.03 -0.03 -0.04 -0.01 0.08 -0.01
## PasTotCmp. 0.57 0.05 -0.16 0.11 -0.09 0.13 0.07 0.23 0.11 -0.21 0.11
## PasTotDist 0.87 0.02 0.03 0.40 -0.16 0.08 -0.04 -0.05 -0.05 0.01 -0.04
## PasTotPrgDist 0.49 -0.07 -0.01 0.73 -0.20 0.13 -0.12 -0.13 -0.06 0.03 -0.04
## PasShoCmp 0.87 0.07 0.05 -0.17 0.09 -0.03 0.00 0.06 0.09 0.09 0.04
## PasShoAtt 0.85 0.09 0.07 -0.22 0.14 -0.03 0.00 0.06 0.09 0.10 0.05
## PasShoCmp. 0.39 0.00 -0.03 0.36 -0.05 0.20 0.05 0.23 0.10 -0.12 0.04
## PasMedCmp 0.84 0.07 -0.07 0.23 -0.20 0.06 -0.03 -0.09 -0.05 -0.07 -0.01
## PasMedAtt 0.85 0.10 -0.01 0.19 -0.18 0.06 -0.04 -0.08 -0.06 -0.03 -0.01
## PasMedCmp. 0.40 0.05 -0.14 0.38 -0.07 0.23 0.03 0.10 0.06 -0.15 0.08
## PasLonCmp 0.44 -0.08 0.14 0.70 -0.14 0.11 -0.05 -0.03 -0.10 0.07 -0.09
## PasLonAtt 0.27 -0.09 0.21 0.80 -0.14 0.10 -0.09 -0.08 -0.11 0.11 -0.08
## PasLonCmp. 0.36 0.02 -0.11 0.11 -0.04 0.27 0.11 0.15 0.05 -0.07 -0.02
## Assists 0.02 -0.04 0.13 -0.07 0.13 0.01 0.01 0.00 0.84 0.05 -0.04
## PasAss 0.10 0.01 0.49 -0.11 0.42 -0.01 -0.01 0.18 0.33 0.25 -0.09
## Pas3rd 0.70 0.04 0.15 -0.06 0.04 0.08 -0.07 -0.06 -0.01 -0.04 0.03
## PPA 0.19 0.07 0.14 -0.10 0.30 0.02 0.03 0.04 0.22 0.67 0.24
## CrsPA 0.09 0.09 0.12 -0.04 -0.01 0.01 0.03 0.06 0.05 0.75 0.07
## PasProg 0.60 0.14 0.13 -0.13 0.12 0.08 -0.03 0.02 0.12 0.24 0.13
## PasAtt 0.96 0.09 0.10 0.18 -0.03 0.03 -0.03 -0.04 -0.01 0.08 -0.01
## PasLive 0.98 0.07 0.02 0.09 -0.01 0.01 -0.01 -0.03 0.00 0.03 0.02
## PasDead 0.11 0.08 0.35 0.44 -0.10 0.07 -0.12 -0.03 -0.05 0.22 -0.13
## PasFK 0.24 0.00 0.34 0.58 -0.20 0.08 -0.05 -0.03 -0.04 -0.08 -0.07
## TB 0.14 0.04 0.11 -0.07 0.39 0.07 0.00 -0.15 0.17 -0.06 0.16
## Sw 0.33 0.04 0.19 0.13 -0.07 0.02 0.02 0.09 -0.12 0.09 -0.11
## PasCrs 0.12 0.09 0.75 -0.06 0.15 -0.06 0.01 0.16 -0.03 0.41 -0.02
## CK 0.07 -0.01 0.91 -0.01 0.10 0.00 -0.01 0.02 0.03 -0.02 0.03
## CkIn 0.05 -0.01 0.79 -0.02 0.11 0.02 0.03 -0.03 0.02 -0.06 0.07
## CkOut 0.06 0.01 0.78 0.01 0.03 0.00 -0.04 0.04 0.01 0.01 -0.03
## CkStr 0.01 0.00 0.33 0.01 0.01 0.10 0.04 -0.07 0.05 0.00 0.03
## TI 0.18 0.22 0.09 -0.03 -0.12 0.01 -0.07 0.01 -0.03 0.30 -0.07
## PasCmp 0.97 0.06 0.02 0.15 -0.07 0.03 -0.02 -0.02 0.01 0.02 -0.01
## PasOff 0.16 0.01 -0.02 0.00 0.15 -0.02 -0.05 -0.02 0.00 0.02 -0.02
## PasBlocks 0.09 0.16 0.13 -0.24 0.29 -0.06 0.01 -0.01 0.00 0.11 0.03
## SCA 0.14 0.10 0.38 -0.15 0.53 -0.02 0.01 0.38 0.29 0.16 -0.01
## ScaPassLive 0.19 0.10 0.23 -0.18 0.55 -0.01 -0.01 0.24 0.37 0.21 0.00
## ScaPassDead 0.10 -0.03 0.80 0.08 0.07 -0.03 0.01 0.13 0.01 0.09 -0.09
## ScaDrib -0.04 -0.02 0.00 -0.04 0.22 -0.02 -0.01 0.61 0.04 0.04 0.06
## ScaSh -0.04 -0.03 0.01 -0.07 0.18 -0.01 0.05 0.09 0.01 -0.04 -0.01
## ScaFld -0.06 -0.01 0.02 -0.12 0.22 0.01 0.02 0.16 -0.01 -0.03 0.01
## ScaDef -0.01 0.25 -0.03 -0.01 -0.04 -0.02 0.01 0.08 0.04 -0.07 0.00
## GCA 0.01 -0.03 0.13 -0.07 0.10 0.02 0.07 0.11 0.72 0.04 -0.01
## GcaPassLive 0.05 -0.01 0.10 -0.10 0.14 0.04 0.07 0.02 0.88 0.06 -0.03
## GcaPassDead 0.02 -0.02 0.57 0.01 -0.03 0.05 0.05 0.00 0.18 -0.07 0.01
## GcaDrib -0.06 -0.06 0.01 -0.03 0.03 0.01 0.11 0.28 0.14 -0.05 0.06
## GcaSh -0.02 -0.02 -0.02 0.01 0.00 -0.03 -0.01 0.09 0.10 0.02 0.00
## GcaFld -0.04 -0.01 0.02 -0.04 0.06 0.00 0.04 0.00 0.09 0.00 -0.01
## GcaDef 0.00 0.02 -0.01 -0.02 -0.05 0.06 0.06 -0.03 0.00 0.05 0.00
## Tkl 0.13 0.93 0.00 -0.04 0.08 -0.06 -0.02 -0.01 -0.01 0.07 0.06
## TklWon 0.11 0.89 0.01 -0.02 0.04 -0.02 0.00 0.00 -0.01 0.01 -0.01
## TklDef3rd 0.10 0.78 -0.03 0.09 -0.06 -0.09 0.02 -0.01 0.02 0.04 0.08
## TklMid3rd 0.12 0.67 0.00 -0.11 0.16 0.01 -0.08 0.00 -0.03 0.06 0.00
## TklAtt3rd 0.03 0.24 0.08 -0.15 0.13 -0.02 0.04 0.01 -0.02 0.02 0.04
## TklDri 0.14 0.82 0.00 -0.03 -0.03 -0.02 -0.03 0.00 -0.02 0.02 0.02
## TklDriAtt 0.18 0.70 0.06 -0.07 -0.08 -0.05 -0.03 0.04 0.01 0.01 0.16
## TklDri. 0.19 0.48 -0.01 -0.15 -0.17 0.26 0.06 0.04 -0.02 0.00 -0.03
## TklDriPast 0.13 0.20 0.10 -0.07 -0.09 -0.05 -0.01 0.06 0.03 0.00 0.22
## BlkSh 0.10 0.14 -0.01 -0.07 -0.07 -0.04 -0.04 0.04 -0.03 0.09 0.90
## BlkShSv 0.14 0.10 -0.03 0.04 -0.31 0.01 0.00 0.05 0.02 -0.20 0.44
## BlkPass 0.04 0.11 0.01 -0.10 0.08 -0.05 -0.05 0.02 -0.04 0.20 0.82
## Int 0.29 0.32 -0.01 0.03 -0.30 0.00 0.10 0.11 0.01 -0.14 0.06
## Tkl.Int 0.24 0.86 0.00 -0.02 -0.08 -0.04 0.03 0.05 0.00 -0.02 0.08
## Clr 0.17 0.16 -0.08 0.14 -0.29 -0.02 0.00 -0.09 -0.03 -0.17 0.26
## Err 0.04 -0.01 -0.04 0.23 -0.09 0.03 -0.01 -0.03 -0.02 -0.05 -0.01
## Touches 0.94 0.19 0.10 0.14 0.06 -0.01 -0.01 0.05 0.00 0.04 0.08
## TouDefPen -0.11 -0.12 -0.16 0.86 -0.13 0.08 -0.13 -0.12 -0.06 -0.10 -0.03
## TouDef3rd 0.33 0.06 -0.16 0.68 -0.34 0.07 -0.09 -0.13 -0.09 -0.14 0.07
## TouMid3rd 0.88 0.19 0.06 -0.20 -0.05 0.02 0.02 -0.02 -0.02 -0.03 0.01
## TouAtt3rd 0.18 0.03 0.32 -0.30 0.59 -0.12 0.07 0.28 0.13 0.30 0.05
## TouAttPen -0.13 -0.05 0.04 -0.21 0.73 -0.07 0.20 0.12 0.13 -0.01 -0.02
## TouLive 0.94 0.19 0.10 0.14 0.06 -0.01 -0.01 0.05 0.00 0.04 0.08
## DriSucc 0.04 0.04 0.13 -0.12 0.24 -0.07 -0.02 0.78 -0.02 0.09 -0.07
## DriAtt -0.04 0.03 0.15 -0.16 0.30 -0.12 0.00 0.65 0.05 0.10 0.01
## DriSucc. 0.17 0.06 0.01 -0.22 -0.07 0.31 0.05 0.45 -0.04 -0.05 -0.01
## CarMis -0.16 0.04 0.05 -0.20 0.32 -0.10 0.04 0.27 0.04 -0.02 0.01
## CarDis -0.09 0.16 0.03 -0.20 0.44 -0.07 -0.03 0.17 0.05 0.11 -0.17
## RecTarg 0.94 0.02 0.04 -0.03 0.20 -0.02 0.03 0.05 0.03 0.05 -0.03
## Rec -0.09 -0.04 0.10 -0.27 0.76 -0.10 0.07 0.13 0.09 0.16 0.00
## CrdY 0.00 -0.01 0.00 -0.07 0.02 -0.06 -0.05 0.06 0.00 -0.03 -0.03
## CrdR -0.03 0.12 -0.02 0.13 0.07 -0.04 0.03 -0.08 0.00 -0.02 0.01
## X2CrdY 0.01 -0.04 0.00 0.00 -0.09 -0.01 0.01 -0.01 0.02 0.06 0.01
## Fls 0.06 0.08 -0.01 -0.16 0.19 -0.12 -0.01 0.08 -0.02 -0.04 0.04
## Fld -0.01 0.06 0.07 -0.25 0.21 -0.02 -0.03 0.13 0.00 -0.10 -0.03
## Off -0.19 -0.12 -0.03 -0.19 0.17 -0.04 0.09 0.07 0.00 0.04 -0.09
## Crs 0.12 0.09 0.75 -0.06 0.15 -0.06 0.01 0.16 -0.03 0.41 -0.02
## TklW 0.11 0.89 0.01 -0.02 0.04 -0.02 0.00 0.00 -0.01 0.01 -0.01
## PKwon -0.07 -0.04 0.00 -0.03 0.06 0.00 0.05 0.01 0.05 0.01 -0.01
## PKcon 0.03 0.03 0.02 0.03 -0.05 -0.03 -0.03 0.07 -0.04 0.02 0.04
## OG 0.06 0.03 -0.02 0.02 -0.07 0.02 0.10 -0.01 0.00 0.01 0.01
## Recov 0.47 0.32 0.08 -0.11 -0.06 -0.02 0.06 0.13 0.02 -0.06 0.07
## AerWon 0.05 0.05 -0.14 -0.06 0.10 0.00 0.00 -0.13 0.00 -0.11 -0.01
## AerLost -0.13 0.02 -0.10 -0.16 0.19 -0.13 0.07 -0.09 -0.01 0.12 0.25
## AerWon. 0.11 0.01 -0.13 0.28 -0.07 0.35 -0.06 -0.05 0.01 -0.11 -0.04
## RC13 RC19 RC12 RC11 RC9 RC18 RC14 RC16 RC20 h2 u2
## Age -0.04 -0.02 -0.02 0.19 -0.09 -0.09 -0.04 0.18 0.09 0.226 0.774
## Born -0.01 0.00 0.00 0.00 0.01 0.05 0.03 0.76 -0.02 0.607 0.393
## MP -0.02 -0.03 0.06 0.01 -0.02 0.02 -0.05 -0.01 -0.02 0.884 0.116
## Starts -0.01 -0.03 0.00 0.00 -0.01 -0.01 -0.04 0.00 0.00 0.927 0.073
## Min -0.01 -0.02 0.00 0.00 0.00 -0.02 -0.05 0.00 -0.01 0.954 0.046
## X90s -0.01 -0.02 0.00 0.00 0.00 -0.02 -0.05 0.00 -0.01 0.954 0.046
## Goals 0.09 0.01 0.03 0.23 0.00 0.02 -0.02 -0.06 0.02 0.694 0.306
## Shots 0.32 0.07 0.06 0.04 -0.03 -0.04 0.11 -0.02 0.01 0.747 0.253
## SoT 0.11 0.01 0.04 0.01 0.09 -0.04 0.14 -0.02 -0.06 0.719 0.281
## SoT. 0.00 -0.06 0.06 -0.02 0.02 -0.03 0.03 0.04 -0.06 0.544 0.456
## G.Sh -0.02 0.01 0.04 -0.02 -0.07 0.02 -0.02 -0.01 0.00 0.816 0.184
## G.SoT -0.02 0.03 0.06 -0.01 -0.10 0.03 -0.03 -0.02 0.01 0.693 0.307
## ShoDist 0.13 -0.12 0.05 0.10 -0.05 -0.03 0.03 0.12 0.00 0.561 0.439
## ShoFK 0.05 -0.21 0.00 0.11 0.01 -0.02 0.03 0.12 0.07 0.422 0.578
## ShoPK 0.02 0.08 0.04 0.94 0.00 0.03 0.00 -0.03 -0.01 0.916 0.084
## PKatt 0.02 0.07 0.04 0.94 -0.01 0.03 0.00 -0.03 -0.01 0.916 0.084
## PasTotCmp -0.02 -0.02 -0.03 -0.02 0.01 -0.05 -0.01 0.00 -0.01 0.983 0.017
## PasTotAtt 0.00 0.01 -0.03 -0.01 0.08 -0.03 -0.01 0.03 0.06 0.988 0.012
## PasTotCmp. -0.22 -0.15 -0.01 -0.04 -0.05 -0.12 0.01 -0.12 -0.24 0.676 0.324
## PasTotDist 0.00 0.00 -0.03 -0.03 -0.09 -0.07 0.00 0.05 0.01 0.974 0.026
## PasTotPrgDist -0.01 -0.02 -0.05 -0.04 -0.01 -0.08 -0.03 0.06 0.08 0.894 0.106
## PasShoCmp -0.05 -0.12 -0.02 0.00 0.12 0.05 -0.05 -0.09 -0.04 0.869 0.131
## PasShoAtt -0.04 -0.09 -0.01 0.02 0.14 0.06 -0.04 -0.07 -0.01 0.875 0.125
## PasShoCmp. -0.23 -0.18 0.00 -0.02 0.15 -0.05 -0.11 -0.13 -0.21 0.587 0.413
## PasMedCmp 0.00 0.09 -0.03 -0.04 0.00 -0.15 0.02 0.07 -0.01 0.870 0.130
## PasMedAtt 0.01 0.13 -0.03 -0.03 0.04 -0.14 0.02 0.07 0.03 0.869 0.131
## PasMedCmp. -0.12 -0.21 0.02 -0.02 0.00 -0.22 -0.07 0.05 -0.19 0.581 0.419
## PasLonCmp 0.04 -0.05 -0.02 -0.01 -0.29 0.02 0.02 0.08 0.09 0.867 0.133
## PasLonAtt 0.03 -0.05 -0.04 -0.01 -0.09 -0.01 -0.01 0.09 0.09 0.876 0.124
## PasLonCmp. -0.08 -0.12 0.09 0.04 -0.37 -0.06 -0.02 0.04 -0.04 0.448 0.552
## Assists 0.01 0.03 0.02 0.01 0.02 0.03 0.02 0.01 0.00 0.746 0.254
## PasAss -0.13 0.02 0.03 0.00 -0.21 -0.01 -0.07 0.05 0.06 0.722 0.278
## Pas3rd 0.00 -0.15 0.00 0.04 -0.26 0.10 -0.01 -0.01 0.13 0.657 0.343
## PPA 0.01 -0.11 0.03 0.04 -0.04 0.01 -0.04 0.00 0.02 0.740 0.260
## CrsPA -0.01 -0.04 0.03 0.00 0.17 -0.07 0.01 0.01 -0.08 0.655 0.345
## PasProg 0.07 -0.11 0.00 0.03 -0.29 0.05 -0.01 0.05 0.13 0.661 0.339
## PasAtt 0.00 0.01 -0.03 -0.01 0.08 -0.03 -0.01 0.03 0.06 0.988 0.012
## PasLive 0.00 0.03 -0.02 -0.01 -0.04 -0.02 0.00 0.03 -0.01 0.975 0.025
## PasDead -0.05 -0.07 -0.04 -0.01 0.55 -0.07 -0.01 0.02 0.25 0.817 0.183
## PasFK -0.06 -0.04 -0.03 0.02 -0.09 -0.06 0.10 0.08 0.03 0.605 0.395
## TB -0.02 -0.29 0.10 0.08 -0.11 0.04 -0.04 0.10 0.11 0.410 0.590
## Sw 0.08 0.08 0.01 -0.02 -0.40 0.08 0.05 0.11 0.10 0.417 0.583
## PasCrs -0.02 -0.05 0.03 0.01 0.22 0.04 -0.01 0.00 -0.03 0.866 0.134
## CK 0.00 -0.11 0.02 0.03 0.00 0.00 -0.01 -0.14 -0.01 0.870 0.130
## CkIn 0.03 -0.12 0.02 0.05 0.04 0.01 -0.01 0.06 -0.04 0.674 0.326
## CkOut -0.02 -0.04 0.01 0.01 -0.04 -0.03 0.00 -0.32 0.03 0.734 0.266
## CkStr 0.01 0.00 -0.03 -0.04 -0.04 0.05 0.01 0.00 0.02 0.134 0.866
## TI -0.02 0.03 -0.02 -0.03 0.67 -0.06 -0.02 0.07 0.30 0.755 0.245
## PasCmp -0.02 -0.02 -0.03 -0.02 0.01 -0.05 -0.01 0.00 -0.01 0.983 0.017
## PasOff 0.07 -0.03 -0.01 0.01 0.02 0.04 -0.01 -0.06 0.57 0.394 0.606
## PasBlocks 0.05 -0.14 0.01 -0.01 0.32 0.06 0.04 0.16 0.22 0.413 0.587
## SCA 0.13 -0.05 0.09 0.04 -0.14 -0.06 -0.07 0.08 0.17 0.819 0.181
## ScaPassLive -0.10 -0.08 0.01 0.05 -0.18 -0.06 -0.08 0.08 0.07 0.743 0.257
## ScaPassDead -0.03 0.05 0.00 -0.01 -0.10 0.03 -0.01 0.04 0.02 0.713 0.287
## ScaDrib 0.18 -0.12 0.00 0.01 -0.04 -0.18 -0.03 0.01 0.11 0.531 0.469
## ScaSh 0.80 0.05 0.07 0.05 0.00 -0.01 -0.01 -0.02 0.00 0.704 0.296
## ScaFld 0.10 0.02 0.47 -0.01 0.06 0.18 -0.06 0.05 -0.09 0.374 0.626
## ScaDef -0.07 0.04 0.05 -0.01 0.12 -0.08 0.01 0.01 0.69 0.582 0.418
## GCA 0.57 -0.04 0.20 0.02 -0.01 0.03 0.00 -0.01 0.02 0.934 0.066
## GcaPassLive 0.02 -0.02 0.03 0.01 0.00 0.05 0.00 0.01 0.00 0.836 0.164
## GcaPassDead 0.05 0.01 0.00 0.04 0.07 0.02 -0.01 0.04 -0.05 0.381 0.619
## GcaDrib 0.04 -0.11 0.13 0.14 0.06 -0.10 0.10 -0.07 0.05 0.209 0.791
## GcaSh 0.88 -0.02 -0.01 -0.02 -0.03 0.02 -0.02 -0.02 0.02 0.797 0.203
## GcaFld 0.00 -0.02 0.87 0.08 0.02 0.01 -0.01 -0.01 -0.03 0.783 0.217
## GcaDef 0.02 0.01 0.37 -0.09 -0.13 -0.07 0.03 -0.05 0.15 0.208 0.792
## Tkl -0.02 0.03 -0.01 -0.03 -0.02 0.02 0.00 -0.11 0.02 0.918 0.082
## TklWon 0.01 0.00 0.00 -0.02 0.01 0.02 0.07 -0.19 0.06 0.845 0.155
## TklDef3rd -0.04 0.10 -0.01 -0.02 0.13 0.05 0.02 0.08 0.09 0.687 0.313
## TklMid3rd 0.00 -0.02 -0.03 -0.02 -0.18 -0.04 -0.02 0.02 -0.09 0.560 0.440
## TklAtt3rd 0.03 -0.10 0.05 0.00 -0.01 0.04 0.00 -0.62 0.03 0.509 0.491
## TklDri -0.01 -0.02 0.01 0.00 0.11 0.01 0.03 0.11 0.04 0.728 0.272
## TklDriAtt -0.01 -0.08 -0.01 0.01 0.05 0.44 0.00 0.12 0.03 0.783 0.217
## TklDri. -0.03 0.03 0.10 -0.01 0.09 -0.29 -0.01 0.10 -0.10 0.523 0.477
## TklDriPast -0.01 -0.09 -0.02 0.02 -0.04 0.70 -0.03 0.06 0.00 0.639 0.361
## BlkSh -0.02 0.15 0.00 -0.04 -0.01 0.04 0.00 0.00 -0.01 0.898 0.102
## BlkShSv -0.04 0.36 -0.02 -0.04 -0.02 -0.24 -0.01 0.05 0.00 0.553 0.447
## BlkPass 0.00 -0.01 0.00 -0.03 0.00 0.17 0.01 -0.02 -0.02 0.785 0.215
## Int 0.00 0.19 -0.01 -0.01 0.08 -0.02 -0.03 0.08 0.51 0.631 0.369
## Tkl.Int -0.01 0.11 -0.02 -0.03 0.03 0.01 -0.01 -0.04 0.26 0.894 0.106
## Clr -0.05 0.48 -0.02 -0.07 0.05 -0.23 0.02 0.09 -0.06 0.570 0.430
## Err -0.01 -0.02 -0.04 0.04 0.04 0.00 -0.02 0.04 -0.07 0.082 0.918
## Touches 0.00 0.11 -0.02 -0.02 0.09 0.04 0.03 -0.01 0.09 0.984 0.016
## TouDefPen -0.04 0.00 -0.05 -0.05 0.06 -0.10 0.00 0.01 -0.05 0.882 0.118
## TouDef3rd -0.03 0.20 -0.06 -0.09 0.11 -0.19 0.00 0.09 -0.02 0.893 0.107
## TouMid3rd 0.02 0.03 0.00 0.02 -0.10 0.10 0.04 0.04 0.13 0.910 0.090
## TouAtt3rd 0.01 -0.08 0.04 0.04 0.17 0.18 0.00 -0.17 0.02 0.886 0.114
## TouAttPen 0.03 0.12 0.08 0.05 0.01 0.00 0.04 -0.16 0.02 0.719 0.281
## TouLive 0.00 0.11 -0.02 -0.03 0.09 0.04 0.03 -0.01 0.09 0.984 0.016
## DriSucc 0.06 -0.04 0.02 0.01 -0.04 0.21 0.00 0.02 0.01 0.764 0.236
## DriAtt -0.01 -0.04 0.05 -0.05 0.06 0.37 0.02 -0.01 -0.01 0.746 0.254
## DriSucc. 0.02 0.03 -0.01 0.09 -0.12 -0.01 -0.01 0.08 -0.06 0.422 0.578
## CarMis -0.07 0.16 0.06 -0.03 0.08 0.40 0.15 -0.30 0.12 0.590 0.410
## CarDis 0.13 0.19 0.00 -0.04 -0.06 0.23 0.15 -0.03 -0.11 0.490 0.510
## RecTarg 0.03 0.03 0.02 0.00 -0.04 0.08 0.03 -0.02 -0.01 0.939 0.061
## Rec 0.03 0.05 0.07 0.05 0.05 0.08 0.00 -0.05 -0.03 0.751 0.249
## CrdY -0.05 0.08 -0.02 -0.03 0.05 0.01 0.69 -0.03 0.03 0.515 0.485
## CrdR 0.05 0.02 0.00 0.00 -0.01 -0.05 0.62 0.05 -0.09 0.447 0.553
## X2CrdY 0.00 -0.15 0.02 0.03 -0.01 -0.10 0.70 0.05 0.04 0.541 0.459
## Fls -0.03 0.22 -0.03 -0.02 -0.08 0.24 0.60 -0.07 0.03 0.570 0.430
## Fld -0.04 -0.01 0.23 0.00 0.08 0.40 0.01 0.12 -0.06 0.382 0.618
## Off -0.03 0.12 0.02 0.16 0.03 0.04 -0.01 -0.32 -0.04 0.287 0.713
## Crs -0.02 -0.05 0.03 0.01 0.22 0.04 -0.01 0.00 -0.03 0.866 0.134
## TklW 0.01 0.00 0.00 -0.02 0.01 0.02 0.07 -0.19 0.06 0.845 0.155
## PKwon 0.01 0.00 0.86 0.11 0.02 -0.02 0.00 -0.02 -0.02 0.771 0.229
## PKcon -0.04 0.03 0.05 -0.04 0.08 -0.19 0.05 0.11 0.04 0.080 0.920
## OG -0.02 0.03 -0.04 0.00 0.05 -0.07 -0.02 0.07 0.00 0.034 0.966
## Recov 0.01 0.07 -0.03 -0.02 -0.03 0.12 -0.03 0.11 0.04 0.415 0.585
## AerWon 0.07 0.76 0.01 0.15 -0.03 -0.04 0.05 0.06 0.08 0.689 0.311
## AerLost -0.02 0.53 0.01 0.09 -0.02 0.08 0.06 -0.08 0.03 0.496 0.504
## AerWon. 0.01 0.31 0.00 0.03 0.02 -0.14 -0.07 0.08 -0.02 0.384 0.616
## com
## Age 7.5
## Born 1.1
## MP 1.1
## Starts 1.1
## Min 1.1
## X90s 1.1
## Goals 1.5
## Shots 2.8
## SoT 2.6
## SoT. 2.0
## G.Sh 1.1
## G.SoT 1.3
## ShoDist 5.3
## ShoFK 5.7
## ShoPK 1.1
## PKatt 1.1
## PasTotCmp 1.1
## PasTotAtt 1.2
## PasTotCmp. 4.0
## PasTotDist 1.6
## PasTotPrgDist 2.3
## PasShoCmp 1.3
## PasShoAtt 1.4
## PasShoCmp. 6.7
## PasMedCmp 1.5
## PasMedAtt 1.4
## PasMedCmp. 5.9
## PasLonCmp 2.6
## PasLonAtt 1.8
## PasLonCmp. 4.7
## Assists 1.1
## PasAss 4.8
## Pas3rd 1.7
## PPA 2.5
## CrsPA 1.3
## PasProg 3.0
## PasAtt 1.2
## PasLive 1.0
## PasDead 4.4
## PasFK 2.8
## TB 5.1
## Sw 4.4
## PasCrs 2.1
## CK 1.1
## CkIn 1.2
## CkOut 1.4
## CkStr 1.6
## TI 2.6
## PasCmp 1.1
## PasOff 1.4
## PasBlocks 6.8
## SCA 5.2
## ScaPassLive 4.6
## ScaPassDead 1.2
## ScaDrib 1.9
## ScaSh 1.2
## ScaFld 2.6
## ScaDef 1.5
## GCA 2.4
## GcaPassLive 1.2
## GcaPassDead 1.4
## GcaDrib 5.5
## GcaSh 1.1
## GcaFld 1.1
## GcaDef 2.2
## Tkl 1.1
## TklWon 1.2
## TklDef3rd 1.3
## TklMid3rd 1.5
## TklAtt3rd 1.7
## TklDri 1.2
## TklDriAtt 2.2
## TklDri. 3.9
## TklDriPast 1.7
## BlkSh 1.2
## BlkShSv 4.5
## BlkPass 1.3
## Int 4.2
## Tkl.Int 1.5
## Clr 4.7
## Err 2.3
## Touches 1.3
## TouDefPen 1.4
## TouDef3rd 3.2
## TouMid3rd 1.3
## TouAtt3rd 4.9
## TouAttPen 1.8
## TouLive 1.3
## DriSucc 1.6
## DriAtt 2.6
## DriSucc. 3.4
## CarMis 6.5
## CarDis 5.1
## RecTarg 1.1
## Rec 1.7
## CrdY 1.1
## CrdR 1.4
## X2CrdY 1.2
## Fls 2.4
## Fld 4.3
## Off 5.4
## Crs 2.1
## TklW 1.2
## PKwon 1.1
## PKcon 4.3
## OG 6.8
## Recov 2.8
## AerWon 1.4
## AerLost 2.9
## AerWon. 4.7
##
## RC1 RC3 RC4 RC10 RC2 RC5 RC6 RC15 RC7 RC17 RC8
## SS loadings 15.33 6.58 5.83 5.64 5.35 4.54 3.02 2.80 2.68 2.38 2.34
## Proportion Var 0.14 0.06 0.05 0.05 0.05 0.04 0.03 0.03 0.02 0.02 0.02
## Cumulative Var 0.14 0.20 0.25 0.30 0.35 0.39 0.42 0.45 0.47 0.49 0.51
## Proportion Explained 0.21 0.09 0.08 0.08 0.07 0.06 0.04 0.04 0.04 0.03 0.03
## Cumulative Proportion 0.21 0.29 0.37 0.45 0.52 0.58 0.62 0.66 0.69 0.73 0.76
## RC13 RC19 RC12 RC11 RC9 RC18 RC14 RC16 RC20
## SS loadings 2.19 2.16 2.10 2.08 2.04 2.03 1.92 1.83 1.82
## Proportion Var 0.02 0.02 0.02 0.02 0.02 0.02 0.02 0.02 0.02
## Cumulative Var 0.53 0.55 0.57 0.59 0.61 0.63 0.65 0.66 0.68
## Proportion Explained 0.03 0.03 0.03 0.03 0.03 0.03 0.03 0.02 0.02
## Cumulative Proportion 0.79 0.81 0.84 0.87 0.90 0.93 0.95 0.98 1.00
##
## Mean item complexity = 2.5
## Test of the hypothesis that 20 components are sufficient.
##
## The root mean square of the residuals (RMSR) is 0.03
## with the empirical chi square 22544.63 with prob < 0
##
## Fit based upon off diagonal values = 0.98summary(football_data_n.pca4)##
## Factor analysis with Call: principal(r = football_data_n, nfactors = 20, rotate = "varimax")
##
## Test of the hypothesis that 20 factors are sufficient.
## The degrees of freedom for the model is 3985 and the objective function was 191.79
## The number of observations was 2383 with Chi Square = 447102 with prob < 0
##
## The root mean square of the residuals (RMSA) is 0.03print(loadings(football_data_n.pca4), digits=3, cutoff=0.4, sort=TRUE)##
## Loadings:
## RC1 RC3 RC4 RC10 RC2 RC5 RC6 RC15 RC7
## PasTotCmp 0.972
## PasTotAtt 0.955
## PasTotCmp. 0.566
## PasTotDist 0.869 0.403
## PasShoCmp 0.870
## PasShoAtt 0.853
## PasMedCmp 0.843
## PasMedAtt 0.855
## Pas3rd 0.702
## PasProg 0.604
## PasAtt 0.955
## PasLive 0.977
## PasCmp 0.972
## Touches 0.935
## TouMid3rd 0.885
## TouLive 0.935
## RecTarg 0.935
## Tkl 0.931
## TklWon 0.887
## TklDef3rd 0.776
## TklMid3rd 0.672
## TklDri 0.824
## TklDriAtt 0.698
## Tkl.Int 0.858
## TklW 0.887
## PasCrs 0.752
## CK 0.905
## CkIn 0.789
## CkOut 0.785
## ScaPassDead 0.801
## GcaPassDead 0.568
## Crs 0.752
## PasTotPrgDist 0.492 0.730
## PasLonCmp 0.438 0.700
## PasLonAtt 0.802
## PasFK 0.576
## TouDefPen 0.859
## TouDef3rd 0.681
## Shots 0.653
## SoT 0.587 0.529
## SCA 0.526
## ScaPassLive 0.548
## TouAtt3rd 0.591
## TouAttPen 0.727
## Rec 0.756
## MP 0.922
## Starts 0.941
## Min 0.953
## X90s 0.953
## Goals 0.753
## SoT. 0.616
## G.Sh 0.887
## G.SoT 0.782
## ScaDrib 0.613
## DriSucc 0.778
## DriAtt 0.654
## Assists 0.835
## GCA 0.717
## GcaPassLive 0.882
## PPA
## CrsPA
## BlkSh
## BlkPass
## ScaSh
## GcaSh
## AerWon
## AerLost
## GcaFld
## PKwon
## ShoPK
## PKatt
## PasDead 0.442
## TI
## TklDriPast
## CrdY
## CrdR
## X2CrdY
## Fls
## Born
## TklAtt3rd
## PasOff
## ScaDef
## Int
## Age
## ShoDist -0.419
## ShoFK
## PasShoCmp.
## PasMedCmp. 0.401
## PasLonCmp.
## PasAss 0.491 0.421
## TB
## Sw
## CkStr
## PasBlocks
## ScaFld
## GcaDrib
## GcaDef
## TklDri. 0.483
## BlkShSv
## Clr
## Err
## DriSucc. 0.446
## CarMis
## CarDis 0.441
## Fld
## Off
## PKcon
## OG
## Recov 0.474
## AerWon.
## RC17 RC8 RC13 RC19 RC12 RC11 RC9 RC18 RC14
## PasTotCmp
## PasTotAtt
## PasTotCmp.
## PasTotDist
## PasShoCmp
## PasShoAtt
## PasMedCmp
## PasMedAtt
## Pas3rd
## PasProg
## PasAtt
## PasLive
## PasCmp
## Touches
## TouMid3rd
## TouLive
## RecTarg
## Tkl
## TklWon
## TklDef3rd
## TklMid3rd
## TklDri
## TklDriAtt 0.445
## Tkl.Int
## TklW
## PasCrs 0.411
## CK
## CkIn
## CkOut
## ScaPassDead
## GcaPassDead
## Crs 0.411
## PasTotPrgDist
## PasLonCmp
## PasLonAtt
## PasFK
## TouDefPen
## TouDef3rd
## Shots
## SoT
## SCA
## ScaPassLive
## TouAtt3rd
## TouAttPen
## Rec
## MP
## Starts
## Min
## X90s
## Goals
## SoT.
## G.Sh
## G.SoT
## ScaDrib
## DriSucc
## DriAtt
## Assists
## GCA 0.567
## GcaPassLive
## PPA 0.670
## CrsPA 0.752
## BlkSh 0.905
## BlkPass 0.823
## ScaSh 0.799
## GcaSh 0.879
## AerWon 0.762
## AerLost 0.527
## GcaFld 0.870
## PKwon 0.861
## ShoPK 0.943
## PKatt 0.940
## PasDead 0.551
## TI 0.668
## TklDriPast 0.698
## CrdY 0.695
## CrdR 0.619
## X2CrdY 0.699
## Fls 0.596
## Born
## TklAtt3rd
## PasOff
## ScaDef
## Int
## Age
## ShoDist
## ShoFK
## PasShoCmp.
## PasMedCmp.
## PasLonCmp.
## PasAss
## TB
## Sw
## CkStr
## PasBlocks
## ScaFld 0.471
## GcaDrib
## GcaDef
## TklDri.
## BlkShSv 0.437
## Clr 0.477
## Err
## DriSucc.
## CarMis
## CarDis
## Fld
## Off
## PKcon
## OG
## Recov
## AerWon.
## RC16 RC20
## PasTotCmp
## PasTotAtt
## PasTotCmp.
## PasTotDist
## PasShoCmp
## PasShoAtt
## PasMedCmp
## PasMedAtt
## Pas3rd
## PasProg
## PasAtt
## PasLive
## PasCmp
## Touches
## TouMid3rd
## TouLive
## RecTarg
## Tkl
## TklWon
## TklDef3rd
## TklMid3rd
## TklDri
## TklDriAtt
## Tkl.Int
## TklW
## PasCrs
## CK
## CkIn
## CkOut
## ScaPassDead
## GcaPassDead
## Crs
## PasTotPrgDist
## PasLonCmp
## PasLonAtt
## PasFK
## TouDefPen
## TouDef3rd
## Shots
## SoT
## SCA
## ScaPassLive
## TouAtt3rd
## TouAttPen
## Rec
## MP
## Starts
## Min
## X90s
## Goals
## SoT.
## G.Sh
## G.SoT
## ScaDrib
## DriSucc
## DriAtt
## Assists
## GCA
## GcaPassLive
## PPA
## CrsPA
## BlkSh
## BlkPass
## ScaSh
## GcaSh
## AerWon
## AerLost
## GcaFld
## PKwon
## ShoPK
## PKatt
## PasDead
## TI
## TklDriPast
## CrdY
## CrdR
## X2CrdY
## Fls
## Born 0.764
## TklAtt3rd -0.621
## PasOff 0.574
## ScaDef 0.686
## Int 0.510
## Age
## ShoDist
## ShoFK
## PasShoCmp.
## PasMedCmp.
## PasLonCmp.
## PasAss
## TB
## Sw
## CkStr
## PasBlocks
## ScaFld
## GcaDrib
## GcaDef
## TklDri.
## BlkShSv
## Clr
## Err
## DriSucc.
## CarMis
## CarDis
## Fld
## Off
## PKcon
## OG
## Recov
## AerWon.
##
## RC1 RC3 RC4 RC10 RC2 RC5 RC6 RC15 RC7 RC17
## SS loadings 15.332 6.582 5.825 5.641 5.351 4.541 3.019 2.795 2.682 2.376
## Proportion Var 0.139 0.060 0.053 0.051 0.049 0.041 0.027 0.025 0.024 0.022
## Cumulative Var 0.139 0.199 0.252 0.303 0.352 0.393 0.421 0.446 0.471 0.492
## RC8 RC13 RC19 RC12 RC11 RC9 RC18 RC14 RC16 RC20
## SS loadings 2.335 2.191 2.162 2.103 2.077 2.041 2.033 1.919 1.830 1.817
## Proportion Var 0.021 0.020 0.020 0.019 0.019 0.019 0.018 0.017 0.017 0.017
## Cumulative Var 0.513 0.533 0.553 0.572 0.591 0.610 0.628 0.645 0.662 0.679MDS
dist.football_data_n<-dist(t(football_data_n))
dist.football_data_n## Age Born MP Starts Min X90s
## Born 65.6808556
## MP 62.3529351 67.6422334
## Starts 61.9451697 68.1855872 27.0433140
## Min 61.6389600 68.1314632 24.1229467 7.4251434
## X90s 61.6361941 68.1366022 24.1302111 7.4291545 0.2903988
## Goals 69.6109051 68.6101728 66.5060773 68.1954409 68.2512193 68.2588601
## Shots 71.4169244 67.9222208 67.5319043 72.5893753 72.5102032 72.5156075
## SoT 71.1542128 68.2587409 67.2159422 70.7086348 70.6774644 70.6824182
## SoT. 70.1165127 67.9580224 60.4070242 64.4036396 64.2967943 64.2915195
## G.Sh 68.9306092 68.4943726 62.8305153 64.1273953 64.1942500 64.1988607
## G.SoT 67.7750337 68.4989788 58.8533865 60.6643370 60.6978043 60.7019748
## ShoDist 68.6329461 67.4110145 54.1590484 60.7003817 60.4074350 60.4049709
## ShoFK 67.9533155 68.9229544 68.1328898 68.5134984 68.5866436 68.5874414
## ShoPK 66.2674724 69.0730833 67.3941701 67.9173014 68.0090973 68.0104036
## PKatt 65.2992083 69.1174699 66.9771617 67.6725151 67.7513444 67.7505519
## PasTotCmp 66.4963343 69.0153813 67.5020341 65.2814132 65.0320526 65.0356182
## PasTotAtt 66.1859454 68.8263553 67.4812895 65.6398688 65.3205577 65.3266033
## PasTotCmp. 67.8519032 70.1926393 64.9148885 63.4581553 63.3528766 63.3435134
## PasTotDist 64.3672610 68.6560282 66.8020306 62.5074252 62.1150307 62.1172986
## PasTotPrgDist 61.2923220 68.6358490 66.4122404 59.8032898 59.1748486 59.1770199
## PasShoCmp 69.5747920 70.1254080 68.1477917 69.2939904 69.2369482 69.2412996
## PasShoAtt 69.9946200 69.7750280 68.1680308 70.0629495 69.9988458 70.0050753
## PasShoCmp. 65.5889089 70.2792800 61.7061131 60.6058160 60.1281834 60.1177595
## PasMedCmp 65.9866196 68.2890511 67.8687311 63.7694337 63.4711817 63.4723839
## PasMedAtt 66.1237137 68.5939001 67.8947367 64.4204392 64.1098942 64.1117259
## PasMedCmp. 64.6236824 66.3486552 61.4592076 59.2583007 58.8008881 58.8046436
## PasLonCmp 61.9796529 68.4005594 66.0579479 61.0590485 60.6255385 60.6280794
## PasLonAtt 61.6338499 68.3462339 66.4392408 61.0293487 60.4909332 60.4944090
## PasLonCmp. 64.9336270 67.0761498 58.4027160 60.0321477 59.6519392 59.6474591
## Assists 70.2745793 68.5367083 67.0403287 68.8083814 68.8926198 68.8928016
## PasAss 69.1880221 68.1850681 66.1409734 69.6679217 69.7098301 69.7189778
## Pas3rd 66.9510139 70.1978690 66.1760000 66.0595517 65.9653916 65.9703807
## PPA 70.2427114 68.1750031 66.6088078 69.6901875 69.6703306 69.6751337
## CrsPA 70.4529974 68.4773247 67.6832692 69.0266750 68.9531022 68.9563019
## PasProg 67.5538957 67.8475177 65.1886908 66.7589120 66.7148852 66.7188060
## PasAtt 66.1859454 68.8263553 67.4812895 65.6398688 65.3205577 65.3266033
## PasLive 67.0081529 68.6969754 67.6480152 66.3774589 66.1388583 66.1443610
## PasDead 65.1210462 69.5484472 67.8284652 64.9490391 64.5472884 64.5501410
## PasFK 62.6759353 68.6121491 66.8825838 62.3200127 62.0177514 62.0152581
## TB 67.3244027 68.7464422 65.7815572 67.7663415 67.7967400 67.8048284
## Sw 66.5812769 68.6480547 67.8273411 66.9490007 67.0268585 67.0256760
## PasCrs 70.0463174 70.4725431 67.9985901 70.6733740 70.6395425 70.6436550
## CK 68.5252051 73.3701137 66.3289280 68.0017345 68.0388766 68.0367129
## CkIn 68.2685188 68.7423853 66.0150578 67.5373009 67.5853999 67.5832319
## CkOut 69.2012451 77.6422599 67.2146824 68.0304873 68.0926629 68.0917189
## CkStr 67.7635746 69.0195087 65.8867097 65.7013779 65.7840988 65.7858586
## TI 69.8335439 68.4214001 70.1242258 69.5396322 69.4164000 69.4210747
## PasCmp 66.4963343 69.0153813 67.5020341 65.2814132 65.0320526 65.0356182
## PasOff 66.8722211 68.7893954 70.1656726 70.5202868 70.4602100 70.4651352
## PasBlocks 72.2840720 67.8299850 70.3005241 72.8448469 72.8658828 72.8771124
## SCA 70.6702460 67.7714082 66.6477047 70.8830855 70.8971471 70.9033773
## ScaPassLive 70.5329653 67.8132228 66.5290571 70.5401583 70.5463089 70.5529316
## ScaPassDead 67.4465147 68.7939186 67.1782420 67.9274584 67.9608931 67.9668408
## ScaDrib 71.7627285 68.5030328 68.5617525 70.3329036 70.3085176 70.3031088
## ScaSh 70.0726683 68.6210691 69.0761741 70.6198962 70.5932242 70.5929835
## ScaFld 70.1139014 68.5157866 67.4661038 70.7079386 70.6443776 70.6501366
## ScaDef 69.4859397 68.7422547 70.4638400 70.3176268 70.4455723 70.4458414
## GCA 70.3051431 68.3991108 66.2535649 68.7670003 68.8333792 68.8327030
## GcaPassLive 70.0357966 68.4052347 65.5361451 68.1237221 68.2143292 68.2140401
## GcaPassDead 67.7355128 68.9129505 66.0624654 66.4458806 66.4819719 66.4870165
## GcaDrib 69.6925471 68.7895926 67.4847944 68.6443285 68.7387203 68.7436652
## GcaSh 69.9398319 68.8580925 70.2970282 70.4296871 70.4560755 70.4542343
## GcaFld 69.6185624 68.7433610 66.4931437 69.1005323 68.8982427 68.8940224
## GcaDef 69.3209108 68.8434723 66.4192573 67.3059495 67.3498763 67.3481992
## Tkl 73.7400451 70.8018579 71.2948030 72.6740161 72.6977273 72.6991182
## TklWon 73.6636818 72.7158175 70.3545906 71.6466170 71.6608917 71.6601014
## TklDef3rd 72.2505685 67.9837201 72.3611292 71.9350373 71.9940768 71.9930786
## TklMid3rd 72.0620099 68.0407828 69.2569400 70.8758712 70.8989669 70.9003298
## TklAtt3rd 72.8906270 79.5418528 68.8004444 71.9491423 71.8494354 71.8545526
## TklDri 71.6108050 67.9824298 70.6389029 71.5157063 71.4390777 71.4406245
## TklDriAtt 71.8708570 67.7021194 70.5062197 72.4363380 72.4524523 72.4532663
## TklDri. 68.4070215 67.6098497 60.3170282 62.1803918 61.6128703 61.6073826
## TklDriPast 70.7042658 68.0781887 69.5970537 71.7286019 71.8393630 71.8389587
## BlkSh 70.8513803 67.9373784 70.8085929 71.4649963 71.5673231 71.5645983
## BlkShSv 66.6132236 68.6402651 69.7848976 67.7959771 67.7932204 67.7935915
## BlkPass 72.3162941 67.9631615 70.7055379 72.4495670 72.5680205 72.5647216
## Int 70.5460491 68.0334186 69.3464692 68.3801601 68.3708311 68.3738045
## Tkl.Int 73.3198862 69.9234653 70.9087200 71.5198469 71.5356758 71.5381036
## Clr 67.5802445 69.6157365 71.6730528 68.5176358 68.3846899 68.3814368
## Err 67.7512639 68.8322071 68.9389866 66.8524930 66.7414257 66.7338363
## Touches 68.2353634 69.0635528 68.6542288 67.9198567 67.6186094 67.6253677
## TouDefPen 62.4551725 69.1946519 68.8129069 62.4940803 61.9203902 61.9189056
## TouDef3rd 64.2611329 68.4790834 69.5890698 62.4992294 61.9711815 61.9699464
## TouMid3rd 68.8466201 68.0101223 67.4445618 68.2094451 68.2202026 68.2259162
## TouAtt3rd 73.4171973 70.9585074 69.6764137 75.2935773 75.2966537 75.3029807
## TouAttPen 72.3169937 69.9743073 68.6804468 73.4989594 73.4450943 73.4503189
## TouLive 68.2479584 69.0632747 68.6612661 67.9251704 67.6237128 67.6304738
## DriSucc 74.5893886 67.8946446 69.7778202 72.6761479 72.7573138 72.7597441
## DriAtt 76.0528727 67.6337919 70.8879690 74.4482087 74.5202271 74.5256155
## DriSucc. 68.5889269 67.8493863 58.9863751 60.9390145 60.7224462 60.7220609
## CarMis 74.7859959 72.7403092 71.5029062 75.3135225 75.4110816 75.4149168
## CarDis 74.4627555 67.8678191 71.1232354 74.2228307 74.3948482 74.4016096
## RecTarg 68.7081923 68.2988128 67.9205556 68.5406955 68.4001574 68.4081310
## Rec 73.1453478 67.7881343 69.7795412 74.8917919 74.9692934 74.9767646
## CrdY 70.6430278 68.4865962 72.5367871 72.8318783 72.9762332 72.9741628
## CrdR 69.1900233 68.9379937 71.2275893 70.6071979 71.0002348 70.9988455
## X2CrdY 68.9553226 68.9671716 70.1642132 69.5971545 69.7968746 69.7976558
## Fls 72.4046563 67.8673009 73.6085171 75.6522989 75.9154004 75.9161726
## Fld 72.3622295 67.8126607 69.0316988 72.0517257 72.2293822 72.2419029
## Off 70.0798780 78.3010599 69.4121795 72.2406933 72.2342674 72.2325874
## Crs 70.0463174 70.4725431 67.9985901 70.6733740 70.6395425 70.6436550
## TklW 73.6636818 72.7158175 70.3545906 71.6466170 71.6608917 71.6601014
## PKwon 69.7716736 68.7534030 66.7949850 68.5911240 68.6018726 68.5991510
## PKcon 68.9143100 68.8272649 69.9780326 69.7973041 69.7408062 69.7415269
## OG 68.4231466 68.9511537 68.4914459 67.5759380 67.4636740 67.4624112
## Recov 71.6469444 67.9420664 68.6176211 69.7778707 69.7238924 69.7297196
## AerWon 68.0687081 68.2729569 70.6896772 71.7622659 71.5947324 71.5949936
## AerLost 71.5877198 69.4475369 72.2783345 75.1828925 75.0904276 75.0839028
## AerWon. 63.4551057 67.7861305 60.2512550 58.2235290 57.7217986 57.7242750
## Goals Shots SoT SoT. G.Sh G.SoT
## Born
## MP
## Starts
## Min
## X90s
## Goals
## Shots 52.9381047
## SoT 45.2965583 37.8453851
## SoT. 56.0456522 56.7199936 43.4374279
## G.Sh 43.9529938 62.7215910 57.0324740 47.6010089
## G.SoT 49.9903751 62.1172250 60.6277674 54.4570713 27.9511377
## ShoDist 66.9336104 55.6462218 62.9864398 58.0912318 67.0020981 64.5364145
## ShoFK 67.7050967 60.8496838 64.6446269 67.0488668 68.8746289 67.9835813
## ShoPK 59.5091340 65.0324591 66.1638739 67.0087364 67.0823752 66.7274965
## PKatt 59.4719828 64.3920430 65.5075808 66.5454176 66.4733340 66.0498995
## PasTotCmp 72.8759756 74.7455935 74.3609566 71.1120884 70.4556391 70.1594291
## PasTotAtt 72.7549524 74.4683817 74.1402910 71.2644336 70.8655448 70.5308656
## PasTotCmp. 71.3540617 72.5036875 71.6687804 68.1543867 68.0878069 67.9322577
## PasTotDist 74.1056283 77.7502014 76.6642715 73.5895732 71.5790553 71.3155425
## PasTotPrgDist 75.6789975 81.2196435 79.3312172 77.0103241 73.3315350 73.4424140
## PasShoCmp 70.5085505 69.1328307 70.1040796 67.4216115 68.9128663 68.6260816
## PasShoAtt 69.9681240 67.7651249 68.9248195 66.5105351 68.6651677 68.3322116
## PasShoCmp. 70.0864506 74.1185946 72.6536495 69.4125834 68.4663617 68.5463096
## PasMedCmp 74.6880898 77.2822251 76.2928102 72.7826889 71.2092223 70.8160302
## PasMedAtt 74.5101092 76.6289969 76.2285788 72.5799345 71.2219079 70.7414165
## PasMedCmp. 71.9280225 75.3020223 72.8497886 69.2870534 69.0055755 68.8309543
## PasLonCmp 71.9670219 77.6577175 75.9714473 75.1142502 71.9626612 72.0134871
## PasLonAtt 72.5739848 78.9538434 76.6682698 76.3877374 73.0195276 73.1711246
## PasLonCmp. 68.3047050 70.0605937 69.3459299 65.2966895 66.3023193 65.3447045
## Assists 66.2047154 63.0472710 64.9746185 65.9330029 67.6027201 67.5403173
## PasAss 65.7638885 58.7729083 62.2033900 63.0095527 67.1456030 66.3574152
## Pas3rd 72.1301762 70.2803597 71.3599668 68.5866279 70.2304222 69.0557777
## PPA 66.7274933 62.9305306 65.1387232 64.9957060 67.5381970 66.9950889
## CrsPA 69.4222094 69.2661828 69.6233084 68.6749983 69.1258496 68.8591678
## PasProg 69.8315118 67.0478059 70.3004115 66.7619238 68.3304508 67.5563064
## PasAtt 72.7549524 74.4683817 74.1402910 71.2644336 70.8655448 70.5308656
## PasLive 72.1285256 73.0344929 73.1754672 70.0431705 69.9197610 69.5343060
## PasDead 72.5446875 76.7732276 74.3664163 74.5677362 73.3041114 73.4540451
## PasFK 70.7350973 77.5067778 75.3848702 74.5906514 71.9382647 72.0299232
## TB 66.1769443 63.6109565 63.4206316 64.4016895 67.0550495 66.4051148
## Sw 70.6400013 67.8343887 71.3024934 69.6034346 69.0327600 68.5975917
## PasCrs 67.0903249 63.4597117 65.0837894 66.0113064 69.1152823 68.6483950
## CK 67.6639910 63.7068082 65.5142108 66.1334533 68.6943376 67.6605223
## CkIn 67.3012692 63.5915607 65.1451254 65.3357754 67.9993177 67.0478312
## CkOut 68.5498402 66.4397092 67.4467849 67.7016394 69.3288594 68.4913702
## CkStr 68.5122627 67.9152983 68.4989254 67.9380653 67.8247544 66.4439240
## TI 72.1801252 74.3402747 72.6628485 71.3474051 71.5554806 71.7792273
## PasCmp 72.8759756 74.7455935 74.3609566 71.1120884 70.4556391 70.1594291
## PasOff 69.7005084 65.9725208 69.7020210 69.7357605 70.0273236 69.6764888
## PasBlocks 67.5874236 63.4328545 63.3801254 64.6996818 68.6497314 68.4484270
## SCA 63.6264583 49.6929786 58.1067017 61.9165201 66.4857972 65.5883685
## ScaPassLive 65.5405746 54.5859664 59.6103132 62.0336331 66.6932526 65.9234181
## ScaPassDead 66.5166911 65.9237589 67.0931926 67.6777654 68.6844403 67.9125838
## ScaDrib 66.7822484 57.0761435 64.0922352 66.0800295 68.3521307 68.0447397
## ScaSh 62.9520019 51.5347840 61.3439472 65.9694563 67.6271304 67.3759637
## ScaFld 65.5416228 60.4941746 63.0489723 65.8603749 66.3206471 66.2703813
## ScaDef 69.7254606 69.9395149 70.0595718 69.7136522 69.5170128 69.5397887
## GCA 63.5028474 58.0398567 62.7024143 63.7496865 65.1982793 65.2569759
## GcaPassLive 64.5613901 62.8741296 63.9318413 64.3472411 65.4186040 65.5998388
## GcaPassDead 66.9520732 66.6734681 67.2971299 66.6665930 67.7020478 67.2046147
## GcaDrib 65.1880347 64.4320230 63.7897366 63.7988510 66.4274676 66.0860923
## GcaSh 67.5402164 61.3224135 67.2062081 68.6967813 68.5870601 68.8484007
## GcaFld 65.3441283 64.6365748 65.2234628 64.8865590 66.2994542 66.0014302
## GcaDef 67.7414938 68.0170418 68.1906098 67.4165398 67.6362441 66.8776971
## Tkl 69.1696007 70.5793246 68.6055331 68.7428965 70.3773293 70.7056506
## TklWon 68.2037011 70.4059961 68.7568944 69.1167809 69.9409260 70.3174807
## TklDef3rd 69.0643185 73.3527942 70.3853337 70.8652664 71.1033062 71.8422691
## TklMid3rd 71.0374102 68.7655973 68.4420798 67.5795372 69.8284290 69.5970768
## TklAtt3rd 65.2301521 64.2719395 65.0898005 66.1536049 67.2820746 67.1372107
## TklDri 71.0880413 71.7182064 70.4390661 69.6487635 70.6235711 70.7355655
## TklDriAtt 71.7512795 71.3784840 70.8555982 68.7878109 71.1977348 71.0440049
## TklDri. 69.8864911 72.8644437 72.0300431 66.7718596 66.4146151 65.7318922
## TklDriPast 71.0936600 69.7825658 70.3746451 67.9403725 70.7174928 70.3468945
## BlkSh 71.8419484 70.9600608 71.7879146 70.1144762 70.7189662 70.3868225
## BlkShSv 72.3951906 74.9165356 74.2557111 71.8013791 70.0935630 69.9042672
## BlkPass 70.5522470 68.1175535 69.4832162 68.8324207 70.4388913 70.1524025
## Int 68.6605754 73.3285437 72.8665147 70.5266963 69.6692231 70.1686681
## Tkl.Int 68.9608693 72.2383098 70.5516813 69.5166304 70.3493631 70.8316732
## Clr 73.6080199 76.7854092 73.2289582 72.1639346 70.7177528 70.7063372
## Err 70.8888079 73.2792693 72.3077124 70.6150356 69.9877962 70.3120586
## Touches 71.4544029 70.8176899 71.2188336 70.0008825 70.4771402 70.1422047
## TouDefPen 73.7649490 80.0123601 76.2049851 78.1168671 73.9247870 74.5902069
## TouDef3rd 76.4431864 83.0432646 79.6340064 77.8077126 73.8260942 74.2706450
## TouMid3rd 70.5715440 70.2520936 71.2128720 67.9017968 68.8586759 68.1066111
## TouAtt3rd 61.8443120 49.1561641 55.0523460 60.4505732 65.9510366 65.6962317
## TouAttPen 56.0281518 41.1060752 45.9164440 57.2703075 62.4629299 62.7105003
## TouLive 71.4863796 70.8339658 71.2311617 70.0100281 70.4861561 70.1528655
## DriSucc 66.9196269 58.0277058 63.3920956 65.0323919 68.4634867 68.3576366
## DriAtt 66.3872036 57.5866484 61.4994434 64.3435865 67.9360330 67.9754234
## DriSucc. 68.0475358 66.0311642 67.4064327 64.2626931 66.2604119 65.1263102
## CarMis 65.0739831 57.0641766 58.9212368 64.6239440 67.2827735 67.2426453
## CarDis 65.6233872 55.6873931 61.9662102 65.5193458 67.0709881 67.1409153
## RecTarg 69.7252198 65.5539282 67.7149373 66.7155357 68.2526961 67.6908027
## Rec 60.9212444 46.4992469 51.0997134 59.3478377 64.7367837 64.8087429
## CrdY 70.3481992 66.4312909 66.7239371 69.2784721 70.3995281 70.4559376
## CrdR 69.4967957 66.6466617 62.9412527 68.3233277 69.4762393 69.6737653
## X2CrdY 68.9905693 69.6658994 69.3927856 69.2165651 68.4244227 68.7933742
## Fls 67.9499771 59.4683992 62.4569107 67.6921215 69.1414338 69.6044150
## Fld 67.4759476 63.0953426 64.6101970 65.4952337 68.1605564 67.3052729
## Off 63.8630385 60.5957613 62.2944601 64.8273129 65.6900273 66.1115636
## Crs 67.0903249 63.4597117 65.0837894 66.0113064 69.1152823 68.6483950
## TklW 68.2037011 70.4059961 68.7568944 69.1167809 69.9409260 70.3174807
## PKwon 64.9647111 63.7449673 64.3805950 65.0260040 66.2627502 66.1804126
## PKcon 70.2367977 70.5718554 70.9554582 70.7676054 69.5311557 69.4035833
## OG 68.4924732 70.5675014 69.1179835 67.2244850 67.5938042 68.5652337
## Recov 67.1673580 68.5005626 70.3393453 68.4277743 69.0086912 69.1461480
## AerWon 67.6819814 65.5608406 67.8820154 68.9930101 68.0017564 67.6220534
## AerLost 65.9972735 61.4487491 62.9643546 66.7469900 67.8326385 67.7028549
## AerWon. 71.3789436 73.9080288 73.3684807 70.6272342 68.9609539 68.3973905
## ShoDist ShoFK ShoPK PKatt PasTotCmp PasTotAtt
## Born
## MP
## Starts
## Min
## X90s
## Goals
## Shots
## SoT
## SoT.
## G.Sh
## G.SoT
## ShoDist
## ShoFK 62.5818229
## ShoPK 65.8156572 66.7084479
## PKatt 65.3614389 66.7406641 19.8688270
## PasTotCmp 64.7682025 69.1404754 71.7364032 71.9661100
## PasTotAtt 64.1160151 68.1662536 71.3041870 71.6257883 11.3373234
## PasTotCmp. 65.0727872 70.9122597 71.6530879 71.5895621 44.6508108 50.2217952
## PasTotDist 68.4871205 69.3854019 72.1288184 72.5323717 17.4588789 19.8890306
## PasTotPrgDist 75.6042032 70.0219085 72.1981812 72.7878904 43.4173232 42.2843785
## PasShoCmp 60.2752488 68.3254112 70.4026597 70.3349843 27.6541009 29.5717547
## PasShoAtt 59.1077810 67.4106858 69.7795598 69.7286783 30.6007901 30.5870173
## PasShoCmp. 66.4901196 70.2524857 71.0209379 71.0028006 52.0088356 53.4271556
## PasMedCmp 68.3968402 70.2469984 72.2422818 72.7527024 22.6200305 25.6048202
## PasMedAtt 66.9437358 69.9665967 71.9200124 72.4572641 22.9396254 23.2421965
## PasMedCmp. 67.8838060 71.1836044 71.4126947 71.5284393 50.7738751 52.6387893
## PasLonCmp 72.3762643 68.0721302 71.0712171 71.3557070 46.7495088 46.3828971
## PasLonAtt 74.1985449 67.7409656 70.9798361 71.3830760 54.1242098 50.9705345
## PasLonCmp. 62.6173141 69.9200288 69.0948088 68.4173990 54.9120332 57.8049625
## Assists 65.8129853 67.1614165 67.3091357 67.1590171 68.6517918 68.2456868
## PasAss 59.8589461 63.5731196 66.7367111 66.1330624 66.4548240 64.8591337
## Pas3rd 59.5066425 64.7800192 69.1994447 69.4260299 41.0593627 41.2605731
## PPA 61.4464518 64.7178853 67.4752390 67.2993491 63.2172882 61.7411655
## CrsPA 64.4552417 68.3450115 69.1489067 69.1129765 64.9548345 63.8039595
## PasProg 56.9522857 66.5892373 69.1638565 69.4152638 46.5034376 45.6189998
## PasAtt 64.1160151 68.1662536 71.3041870 71.6257883 11.3373234 0.0000000
## PasLive 63.2802919 68.4349916 71.0874787 71.3433047 11.0322054 11.0456695
## PasDead 71.3433222 67.6910964 70.5268510 70.8903175 61.4651651 56.7890391
## PasFK 71.0562696 67.3280805 70.0649526 70.5385154 55.5564648 54.5541691
## TB 62.8181124 59.1698894 67.2349872 67.0928865 65.6812511 64.9981303
## Sw 64.1952303 67.8402122 69.4793235 69.4235433 56.3115063 56.1515229
## PasCrs 59.2002955 61.6925795 67.4615031 67.6654057 64.9528241 61.2122465
## CK 60.8053918 58.5432748 66.7309586 66.8235468 66.2146168 63.8671476
## CkIn 60.5541929 56.7931386 66.5697210 66.6461530 67.2225213 65.1055503
## CkOut 63.3047168 62.8536286 67.3975497 67.4113877 66.4180540 64.4338568
## CkStr 65.8378171 66.3768625 69.0972412 69.1736178 67.9781879 67.3814905
## TI 66.8423800 70.1889787 71.0746339 71.4182947 61.8306197 57.7933503
## PasCmp 64.7682025 69.1404754 71.7364032 71.9661100 0.0000000 11.3373234
## PasOff 67.3275675 68.8468119 68.8097498 68.7983637 64.1621081 62.3358046
## PasBlocks 62.6583645 63.1588011 68.6965914 68.9464828 68.2285029 64.9316189
## SCA 55.9345353 63.4289312 65.4489136 64.8626345 65.6919539 64.1447185
## ScaPassLive 57.7342867 64.2510325 66.1084592 65.4965797 64.0148625 63.0492014
## ScaPassDead 62.9422737 63.1338954 67.7730633 67.7183818 64.4711229 62.3211378
## ScaDrib 63.6669115 67.9594020 68.1521512 68.2028991 70.6619704 70.6725694
## ScaSh 64.2024833 68.2732908 65.6442634 65.2842561 72.2328391 71.9027467
## ScaFld 63.9825559 67.6633794 67.2413033 66.9692941 72.8958623 72.6555833
## ScaDef 68.6750984 69.3401992 69.5384443 69.5174672 68.4750743 67.3779836
## GCA 62.8567089 66.9684211 66.2847211 66.0683997 69.8138339 69.4708906
## GcaPassLive 64.3478778 67.6358668 67.3970633 67.1610281 68.1781180 67.9011083
## GcaPassDead 63.8535804 64.2652248 67.0593134 67.1506060 67.5463205 66.3732345
## GcaDrib 67.1872126 68.0198042 65.6299627 65.6441021 71.3691749 71.4051822
## GcaSh 66.7128925 68.8377645 68.6093698 68.4184034 70.3486916 70.3285995
## GcaFld 66.5132751 67.5560142 64.8787679 65.2297225 71.5584043 71.5164545
## GcaDef 67.3344321 69.2825834 69.5181446 69.4969761 68.8593110 68.9536478
## Tkl 64.0449920 70.1360107 71.1814856 71.5981666 62.6576327 61.5801206
## TklWon 64.4978239 70.0657182 71.0505608 71.4789302 63.4018356 62.5062312
## TklDef3rd 68.1500306 70.4928267 71.5514971 71.9187180 63.0598470 62.1760539
## TklMid3rd 62.8267906 69.3449426 70.2581420 70.6300760 64.3248862 63.7848173
## TklAtt3rd 64.8909814 68.9335016 68.4220203 68.3348905 69.3770544 68.7133254
## TklDri 64.2430257 70.1932946 70.9837025 71.2586385 62.3833128 61.0377196
## TklDriAtt 62.5779885 68.4384206 70.9090607 71.1020486 62.0543606 61.0233907
## TklDri. 60.0439330 70.0477829 70.4401778 70.3989885 61.3445480 61.3656699
## TklDriPast 64.1851100 66.7483879 69.8528579 69.8564240 65.4018847 65.2654969
## BlkSh 66.7016297 64.3091270 70.6702600 70.9284629 65.8222074 65.6509664
## BlkShSv 70.1567609 70.7486835 70.7446207 70.9808215 63.0220493 63.8323886
## BlkPass 65.7068140 62.5368126 70.0438154 70.2226711 68.3621563 67.7797680
## Int 66.2059135 70.4757881 70.6114729 71.2308332 57.5666183 56.3714112
## Tkl.Int 63.8602576 70.5518592 71.4073585 72.0118286 58.6388671 57.2002976
## Clr 73.2101836 71.7588618 71.6918780 72.0255538 61.9063809 62.2271375
## Err 70.8852157 69.5980663 69.0498048 69.4952212 66.3889567 66.5267568
## Touches 62.5234342 67.5987152 71.0298722 71.3657260 17.9803787 13.3214058
## TouDefPen 83.0322347 71.7892388 71.6613904 72.0550377 67.9882488 67.5078166
## TouDef3rd 78.7416580 72.3786628 73.4907253 74.1716981 50.7848192 50.4253563
## TouMid3rd 57.4505926 68.2423978 70.1941222 70.4961295 28.0580630 28.5957666
## TouAtt3rd 57.6852384 62.8607507 65.5704441 64.9233811 65.8547436 63.6798306
## TouAttPen 65.3723077 66.1253445 64.2444784 63.0923439 76.2031318 75.5694318
## TouLive 62.5396909 67.6077079 71.1463694 71.4907794 17.9698868 13.3148639
## DriSucc 62.2773896 67.6462682 67.0357681 66.9787386 69.2479349 68.6494357
## DriAtt 63.1603647 67.8428859 67.7435389 67.8718267 72.7899410 72.0534938
## DriSucc. 58.1735108 68.8523580 66.9560170 66.5569005 64.0827311 64.5404326
## CarMis 66.4788850 69.1767376 66.9051073 66.3773458 76.9198348 76.5036823
## CarDis 64.8692995 68.2686215 67.4740634 67.2924291 74.1580406 73.4123126
## RecTarg 60.8877980 67.4316139 69.5146521 69.4201239 22.1229348 23.0770802
## Rec 63.2063254 62.4739041 64.4128828 63.5612415 75.2338053 73.8550283
## CrdY 68.9234128 69.6130505 69.5274112 69.6696805 69.8842304 69.7286003
## CrdR 70.1347093 69.1752475 69.2417782 69.3076029 69.3064214 69.1047943
## X2CrdY 69.7717917 68.9379266 69.0691369 69.1264635 68.7179229 68.3245826
## Fls 66.1129384 66.9157281 68.1730505 68.4126931 69.4892653 69.3873233
## Fld 62.6179519 68.3165162 67.6971996 67.1726339 71.9597929 71.7570866
## Off 68.7462697 68.9442622 64.0267013 63.5928960 76.9967332 77.1520349
## Crs 59.2002955 61.6925795 67.4615031 67.6654057 64.9528241 61.2122465
## TklW 64.4978239 70.0657182 71.0505608 71.4789302 63.4018356 62.5062312
## PKwon 67.2745734 67.9950323 64.1551843 63.9656283 72.2269730 72.3096460
## PKcon 67.9608387 69.7494694 69.9715555 70.1208571 67.6837531 67.3606233
## OG 69.2686919 69.4923202 69.3782454 69.5201953 66.8412904 66.8987382
## Recov 59.1124192 68.8335645 70.2084881 70.9713623 52.2268624 50.7981313
## AerWon 70.6156365 71.6101599 63.7380100 64.4467817 69.2488916 67.9671018
## AerLost 69.5185176 67.8998364 65.3929368 65.3038509 74.9758994 74.5571748
## AerWon. 69.5539773 71.9940502 69.0117192 69.4696270 63.9952535 63.4691756
## PasTotCmp. PasTotDist PasTotPrgDist PasShoCmp PasShoAtt
## Born
## MP
## Starts
## Min
## X90s
## Goals
## Shots
## SoT
## SoT.
## G.Sh
## G.SoT
## ShoDist
## ShoFK
## ShoPK
## PKatt
## PasTotCmp
## PasTotAtt
## PasTotCmp.
## PasTotDist 47.2239543
## PasTotPrgDist 57.5434953 31.1905499
## PasShoCmp 49.0227459 42.2876216 59.9654470
## PasShoAtt 51.8788667 44.9478002 62.1658302 8.7966591
## PasShoCmp. 41.1848978 51.7897996 52.9168152 53.7646522 57.0640718
## PasMedCmp 47.5303132 19.3764936 40.2276507 46.4323506 48.3161673
## PasMedAtt 50.1212480 21.4442131 41.7608946 45.4242121 46.7478228
## PasMedCmp. 43.1797188 47.8002124 50.6125301 60.4603733 61.6898366
## PasLonCmp 59.1839116 33.9374729 30.4793701 62.3991966 64.3104291
## PasLonAtt 66.0171365 42.3542674 29.3515142 67.3232977 68.9207057
## PasLonCmp. 51.0931552 53.3514986 60.2423959 60.2280367 61.0223421
## Assists 69.0327205 70.8141197 72.5928566 65.3283410 64.7856564
## PasAss 69.9035718 69.7677232 74.1688005 60.3388448 58.8718395
## Pas3rd 56.2559663 44.0752389 55.7992117 43.4833643 43.6706301
## PPA 67.9189965 67.0139687 70.7282931 57.3573280 56.2302067
## CrsPA 68.9717532 66.7790141 69.0660867 62.7222441 62.7599643
## PasProg 58.7924034 50.5675118 60.2756679 46.8646920 45.7114904
## PasAtt 50.2217952 19.8890306 42.2843785 29.5717547 30.5870173
## PasLive 48.4080361 21.8582116 46.4257396 28.6164795 29.7083893
## PasDead 70.6133755 58.6810874 50.4196336 64.5786570 64.6453886
## PasFK 63.1025124 48.9151348 45.6762435 65.5910006 66.8649548
## TB 68.5482556 67.6887763 70.3465779 62.8515388 61.8965147
## Sw 64.0912139 53.3362356 59.6547250 60.9890837 61.7518078
## PasCrs 73.0768230 67.4526090 71.2425561 60.6259646 59.5030001
## CK 70.9402939 67.1728305 69.5109460 63.7578104 63.1195711
## CkIn 71.1748316 67.8054237 69.6241102 65.6281208 64.9654956
## CkOut 70.7377226 66.8733535 68.4908610 64.7289673 64.2739022
## CkStr 69.5011429 67.7722790 68.2333547 67.9284500 67.8468884
## TI 70.3602094 64.1893429 63.6737140 59.7727692 58.7878738
## PasCmp 44.6508108 17.4588789 43.4173232 27.6541009 30.6007901
## PasOff 69.9151157 65.4034451 66.3152481 63.4913339 63.1147435
## PasBlocks 74.6245976 71.6559249 74.6490812 63.9366677 61.8967986
## SCA 68.8705010 70.0027380 75.4936394 58.6644006 56.9728117
## ScaPassLive 66.6216077 68.8217879 74.7315584 56.6669664 55.1014553
## ScaPassDead 70.2103942 64.7146072 66.6514794 63.5450869 63.1416094
## ScaDrib 69.5605734 72.1981393 73.7037978 67.1031822 66.8608550
## ScaSh 72.6286743 73.0428145 73.8119454 70.6148140 69.9148573
## ScaFld 70.8180309 74.6095775 76.1585540 69.3778360 68.4875035
## ScaDef 69.7507221 68.6855914 69.0699171 69.3515790 68.9769594
## GCA 71.3497502 71.8122443 73.9516250 66.0787028 65.3628538
## GcaPassLive 68.2651331 70.7910688 73.2214778 64.1182068 63.4235777
## GcaPassDead 70.1813486 67.6630805 68.4496774 66.9354163 66.6575524
## GcaDrib 69.7423691 72.2081147 72.5910343 69.5448482 69.2672105
## GcaSh 72.8486811 70.3109861 70.7570518 69.7331085 69.5568422
## GcaFld 70.3299123 72.5478983 73.0183557 69.4511933 69.0437422
## GcaDef 69.0895767 68.7493447 69.0956673 69.1798288 69.2040802
## Tkl 65.6109931 65.6279190 70.8555723 61.0200682 60.0963108
## TklWon 66.1548422 65.7176320 70.7420556 62.8040153 62.2697022
## TklDef3rd 65.6648236 64.4196893 67.7124967 63.9983244 63.8295685
## TklMid3rd 66.5185664 66.7226601 71.1878351 62.7116441 61.7485009
## TklAtt3rd 69.5269278 72.0286302 74.5772106 64.5572118 63.5687688
## TklDri 66.6698383 64.5275768 68.0678935 61.6481938 60.9989607
## TklDriAtt 66.2036981 65.0811858 69.9138417 59.5421134 58.8399956
## TklDri. 62.1838311 62.7850495 66.9323170 62.2538689 62.2139571
## TklDriPast 67.1656635 67.7376499 71.4606100 62.3860215 62.0326943
## BlkSh 66.1605375 67.7244493 70.2824791 64.2903344 63.5415924
## BlkShSv 62.9792389 62.1953824 63.6988543 67.1959139 67.5989059
## BlkPass 68.7613227 70.8619708 73.0251242 64.5080826 63.4216068
## Int 63.0063621 57.6240460 61.9949247 61.8220352 61.7226680
## Tkl.Int 63.4906192 61.0861231 67.2427033 59.3711525 58.5994964
## Clr 62.9404128 59.9033932 61.1126436 67.8722295 68.3532271
## Err 66.7202362 64.3605283 61.4825123 69.4388445 69.9848221
## Touches 50.3808366 26.8528206 47.6692361 29.2507434 29.3496148
## TouDefPen 67.9376565 58.7680433 39.0612165 77.5674306 79.2862008
## TouDef3rd 58.3346490 41.2133381 30.0225357 66.1339069 68.0460745
## TouMid3rd 52.3251287 37.3048977 58.8148366 32.0209205 31.5569819
## TouAtt3rd 70.1764910 73.1339634 80.5655163 53.3637894 50.8178906
## TouAttPen 73.5938572 79.7985727 82.4427472 69.1987878 67.4386652
## TouLive 50.3741122 26.8377349 47.6547060 29.2567191 29.3610801
## DriSucc 69.2075119 72.1880641 76.4787746 63.8713401 62.8910244
## DriAtt 70.1253238 76.0370487 79.2985785 65.8194659 64.5906747
## DriSucc. 63.4956133 65.9091812 71.0567435 63.4105938 63.0107820
## CarMis 72.6938563 79.6729140 81.1994074 70.5304078 69.4577696
## CarDis 73.6247841 77.0996136 79.9534169 69.2016663 67.9572566
## RecTarg 50.6500870 33.1095661 55.0584181 27.1756011 27.6282861
## Rec 74.7272374 79.6180622 83.0216309 66.7007197 64.1280023
## CrdY 68.1017920 70.3075379 71.8761777 69.5922985 69.1477621
## CrdR 69.3688407 68.3389765 67.6173961 70.4260515 70.3668760
## X2CrdY 69.3793158 68.4048281 69.2369424 69.9952969 69.3530439
## Fls 68.2822813 71.4934262 74.6846046 66.6822987 66.1304250
## Fld 71.0800263 74.7442585 78.0054026 66.9109300 65.9342708
## Off 72.4313697 78.4106296 78.7277602 73.0211446 72.2851605
## Crs 73.0768230 67.4526090 71.2425561 60.6259646 59.5030001
## TklW 66.1548422 65.7176320 70.7420556 62.8040153 62.2697022
## PKwon 70.5166606 72.9187699 73.2579424 70.4943712 70.1906682
## PKcon 68.2551892 67.1877013 65.7269629 69.0951072 69.2665299
## OG 67.4785559 66.6185904 66.4987508 67.9822566 68.1485896
## Recov 59.3223989 55.6917736 64.1331983 53.2526600 52.3652604
## AerWon 72.4621719 69.1834303 70.4658379 71.3008628 69.7739988
## AerLost 74.0139090 76.3172998 77.3302549 72.9126063 71.5953236
## AerWon. 65.0235187 60.5359739 56.6806094 69.7466253 69.8308344
## PasShoCmp. PasMedCmp PasMedAtt PasMedCmp. PasLonCmp PasLonAtt
## Born
## MP
## Starts
## Min
## X90s
## Goals
## Shots
## SoT
## SoT.
## G.Sh
## G.SoT
## ShoDist
## ShoFK
## ShoPK
## PKatt
## PasTotCmp
## PasTotAtt
## PasTotCmp.
## PasTotDist
## PasTotPrgDist
## PasShoCmp
## PasShoAtt
## PasShoCmp.
## PasMedCmp 56.4711441
## PasMedAtt 57.1666196 9.0891074
## PasMedCmp. 49.6159054 47.3886509 51.0032165
## PasLonCmp 56.1788170 47.9168122 49.2534155 54.7570914
## PasLonAtt 56.4747140 53.4400004 54.3877425 55.3423648 23.0884966
## PasLonCmp. 57.7730575 57.1827787 58.3757977 55.2956112 52.4350866 62.8158698
## Assists 68.9585778 71.3342187 70.8421433 69.6582348 72.0635012 72.4200865
## PasAss 69.0463379 73.2155595 71.5074772 72.3820622 68.6156621 70.3940886
## Pas3rd 61.5446760 48.8686120 47.9965179 61.4056560 53.5209833 60.0073442
## PPA 68.0218105 68.9687381 67.6289230 68.5990527 69.6686428 70.1804969
## CrsPA 66.7909076 67.7515435 66.5750229 69.4192303 68.3765202 67.4796851
## PasProg 65.5740350 52.5990064 50.8932528 62.6314412 59.8516558 64.9951442
## PasAtt 53.4271556 25.6048202 23.2421965 52.6387893 46.3828971 50.9705345
## PasLive 54.5153577 25.1796146 23.8967128 53.1020062 48.8021250 55.2910619
## PasDead 61.7714199 62.7050993 60.8179028 63.8847684 56.5839298 48.1417833
## PasFK 58.6685581 54.6826268 55.4906376 56.4228059 43.8550286 41.8441480
## TB 68.9041081 68.9419289 68.6641877 68.6010789 68.6088946 69.6074230
## Sw 65.2534930 59.0463490 58.4770202 66.2148044 51.7297374 56.7857628
## PasCrs 67.6878079 70.1650000 67.2222572 73.2990506 67.2874131 64.7646252
## CK 67.7189467 70.0668443 68.5615893 70.5395161 65.5870920 63.4326512
## CkIn 68.1655245 69.9337431 68.7957073 70.0818656 66.3380907 64.1708281
## CkOut 68.0542684 69.5599021 68.0960475 71.0448888 65.1156092 63.3864149
## CkStr 68.5875374 68.8862429 68.5573260 69.2615446 66.7402063 66.4122915
## TI 67.6918964 63.5663629 60.4669089 70.3911097 69.6989337 65.9290138
## PasCmp 52.0088356 22.6200305 22.9396254 50.7738751 46.7495088 54.1242098
## PasOff 69.0179128 66.3854637 65.2136116 69.4418336 66.9626197 67.8816035
## PasBlocks 72.0788598 70.8713244 69.0376457 72.6034312 74.5901561 74.6307086
## SCA 69.4480688 72.2489726 70.5551871 71.4709267 71.1716576 72.9715693
## ScaPassLive 67.7559318 70.6419580 69.3913438 69.7376983 71.5976958 73.5033623
## ScaPassDead 67.4600551 69.1885525 67.4657730 71.2647377 60.9021540 60.8192891
## ScaDrib 69.3206314 73.0379292 72.6939742 70.6271185 71.7540997 72.5592147
## ScaSh 74.5258728 72.6938242 72.3206490 71.9408596 72.3356644 72.9892484
## ScaFld 70.7381069 74.3202584 73.8832861 70.8443702 74.7143812 75.1146436
## ScaDef 70.2156433 67.3461525 66.3540813 70.0570838 70.1752028 70.5080567
## GCA 71.0011139 72.8332728 72.2893947 71.7855924 71.5883079 72.7653033
## GcaPassLive 68.4019492 71.4736009 70.8839434 69.8079079 72.3177948 73.2647851
## GcaPassDead 68.4212384 69.1366561 68.3818478 69.8985286 66.7499074 65.5903949
## GcaDrib 69.8162998 72.0430530 72.0532882 69.1559948 71.9703630 71.8360792
## GcaSh 72.5663061 71.0195152 70.9538213 72.1670713 68.4906095 69.5893233
## GcaFld 70.0709282 72.4973257 72.3465472 70.4025205 72.3323719 72.5619612
## GcaDef 69.0922762 68.5904270 68.6537094 68.6405939 68.8468158 69.1713060
## Tkl 68.4728236 63.9809595 62.5013495 67.9838896 71.3575019 72.3762751
## TklWon 69.0650166 64.1260468 62.6204976 67.6943681 70.5803199 71.8297679
## TklDef3rd 68.3371905 62.5570210 61.3656726 66.9245690 69.1201014 69.5578658
## TklMid3rd 68.9050784 65.6943418 64.9190602 68.5229427 70.8619282 72.1009010
## TklAtt3rd 68.8766989 72.4041404 71.4534489 71.2124574 73.8111657 74.1149165
## TklDri 68.0378268 63.3082788 61.7048614 67.6776181 69.9124718 70.5984929
## TklDriAtt 67.5226504 64.7559998 63.2599219 68.9562694 69.9097305 71.3400561
## TklDri. 63.6311435 60.8891580 60.1114666 63.2864631 68.7609908 70.1814730
## TklDriPast 67.7322969 68.5132755 67.9070831 70.3823377 69.4490518 70.9793309
## BlkSh 69.4757737 66.3974107 65.8099963 68.3898911 71.6944002 72.3603873
## BlkShSv 65.5537166 59.5277012 59.8198362 65.2901473 66.8013228 67.7869143
## BlkPass 71.2599527 70.5903973 69.8205444 70.1611153 73.1837074 73.4732491
## Int 65.6487957 56.0682070 54.7212628 64.6877128 63.1311689 64.5195524
## Tkl.Int 66.9615196 59.0429522 57.2099506 66.1500022 68.1436357 69.5589488
## Clr 66.4958072 56.7174668 56.6366073 65.3898500 65.0060041 65.4496032
## Err 65.3674949 65.1225245 65.6752223 64.1895117 63.6171509 62.9710140
## Touches 54.7694810 30.2694437 27.2842938 55.6300068 50.5895770 55.4478046
## TouDefPen 58.6535981 63.0817780 65.3768215 56.5279102 47.7164350 39.5900398
## TouDef3rd 55.2324114 42.0692537 44.0533074 51.8675063 44.5620964 41.2185801
## TouMid3rd 61.3503869 37.6160199 35.6023315 60.0060240 57.2588208 64.5494290
## TouAtt3rd 69.6377186 74.8926439 72.5766976 75.3927917 77.0273764 77.8933991
## TouAttPen 74.2319593 79.4573680 78.6265083 76.6851763 79.7039493 80.6318663
## TouLive 54.7644991 30.2538801 27.2706560 55.6225724 50.5825953 55.4399812
## DriSucc 69.3249575 73.6328097 72.5286104 72.1986679 72.1110913 73.9343139
## DriAtt 70.4831149 77.1968083 75.9894222 75.7308147 75.4927942 76.7323321
## DriSucc. 65.9052845 65.1295618 64.8799269 64.7503004 69.4900787 71.6818172
## CarMis 73.5127616 79.5106406 78.5851282 79.0344077 78.9847918 79.4905982
## CarDis 74.9440104 76.7257474 75.4697439 76.1281850 77.0214467 78.2577223
## RecTarg 57.6249885 35.3398436 34.0715969 57.8325638 54.8766397 62.0149940
## Rec 74.9817162 79.7906790 78.5990043 76.6912905 80.0749713 80.5181205
## CrdY 71.1699426 69.4984443 69.1295907 71.3221975 70.6506465 71.0676578
## CrdR 71.6548104 68.8440152 69.1029393 70.2103823 66.8202305 67.3155664
## X2CrdY 71.1861054 67.5999756 67.8082945 68.1694512 68.5227786 68.4599085
## Fls 72.0277714 71.0055486 69.8565064 76.2300570 73.1569204 75.2006562
## Fld 71.6705904 74.6440123 74.0661179 73.7691267 75.3407660 76.5119575
## Off 72.2349314 77.8336796 77.5613149 76.1047260 76.8310621 77.1802239
## Crs 67.6878079 70.1650000 67.2222572 73.2990506 67.2874131 64.7646252
## TklW 69.0650166 64.1260468 62.6204976 67.6943681 70.5803199 71.8297679
## PKwon 70.1813907 72.7192767 72.7077759 70.3277375 72.3484733 72.5286503
## PKcon 67.5084729 66.8363700 66.7063755 67.4173377 67.6160590 67.0150344
## OG 67.8183310 66.0440169 66.1451210 67.2383946 67.8825518 67.9366940
## Recov 62.8728032 55.2613210 53.4633741 64.1628828 64.3388867 66.7693380
## AerWon 74.0931127 66.1598905 64.8473534 71.8467817 71.7043613 72.3029134
## AerLost 76.1266898 74.0710663 73.6120151 76.0503279 76.8281876 77.0900064
## AerWon. 62.2833365 60.8669255 60.9815338 59.2084230 60.3365122 59.5906898
## PasLonCmp. Assists PasAss Pas3rd PPA CrsPA
## Born
## MP
## Starts
## Min
## X90s
## Goals
## Shots
## SoT
## SoT.
## G.Sh
## G.SoT
## ShoDist
## ShoFK
## ShoPK
## PKatt
## PasTotCmp
## PasTotAtt
## PasTotCmp.
## PasTotDist
## PasTotPrgDist
## PasShoCmp
## PasShoAtt
## PasShoCmp.
## PasMedCmp
## PasMedAtt
## PasMedCmp.
## PasLonCmp
## PasLonAtt
## PasLonCmp.
## Assists 68.8711488
## PasAss 67.0299666 53.9863649
## Pas3rd 56.8618119 68.5325103 62.1252361
## PPA 68.1388996 60.3308825 51.9340609 63.5709912
## CrsPA 69.2275489 65.1533443 61.9377281 68.6261560 42.6145708
## PasProg 59.5333982 64.6537575 58.3149145 41.0181919 48.0269380 64.3714077
## PasAtt 57.8049625 68.2456868 64.8591337 41.2605731 61.7411655 63.8039595
## PasLive 56.0896947 68.0789328 65.2932547 40.1122466 62.0326005 65.2030641
## PasDead 72.5806425 69.7125391 66.7034897 67.1475245 66.8025340 61.9492190
## PasFK 64.1465367 70.3093190 66.9930990 61.3218840 72.4915358 70.3457866
## TB 65.7880265 63.2778354 60.2517013 58.7549404 60.0888341 68.1832031
## Sw 60.6474592 69.5907742 63.8216769 57.8163564 67.9157900 68.4901393
## PasCrs 73.1457094 64.1275258 49.0582570 64.1675566 52.8205609 50.0929703
## CK 70.7568180 64.0858117 51.2743721 62.3855936 60.3594821 64.4297741
## CkIn 70.6724839 64.4810448 56.3286919 64.6412783 61.1549199 65.4839788
## CkOut 70.7420335 65.4931886 52.6062547 61.2777592 63.4006687 65.2163542
## CkStr 69.0198242 66.9157966 65.0108813 67.0992484 65.8297537 67.2327419
## TI 73.5862514 69.2749473 68.4919410 66.9247554 64.2010619 58.9701234
## PasCmp 54.9120332 68.6517918 66.4548240 41.0593627 63.2172882 64.9548345
## PasOff 68.6714018 67.3750908 65.1947182 64.6899992 63.9318650 68.7021248
## PasBlocks 72.0267226 64.9093535 62.5316705 65.8209208 61.2221113 63.7224149
## SCA 67.4303564 57.0668456 36.9806238 61.2058133 51.9924355 62.6208141
## ScaPassLive 66.4990370 56.0479664 38.7901484 59.5587563 50.4988822 62.6848625
## ScaPassDead 68.7617071 65.5016567 43.3119527 62.2473633 63.4418560 65.1221101
## ScaDrib 68.6449784 66.6279398 64.6345596 70.3934221 64.1763687 67.2896847
## ScaSh 70.6504998 66.4846891 67.1872260 70.6604587 67.4232972 69.2476666
## ScaFld 68.7675695 66.7071310 64.8222314 70.5448755 65.5169912 67.6643442
## ScaDef 69.4031432 68.7817197 69.3400791 69.1483758 68.9196314 67.7169318
## GCA 67.8889371 44.3541677 57.8985620 67.2038360 59.4963771 66.4414629
## GcaPassLive 66.9464995 34.2733483 55.3539412 66.3228415 58.6529891 65.5799502
## GcaPassDead 69.3705375 62.4717928 61.1098961 67.1899031 64.1119722 66.1582429
## GcaDrib 69.2615476 65.4618701 66.4977812 69.7844337 66.8030273 68.8403818
## GcaSh 69.7328982 67.6844909 69.0679343 69.0905911 67.2629485 69.3013737
## GcaFld 68.1632762 65.6624467 65.5296302 69.7117040 66.9445676 68.8640932
## GcaDef 67.2808777 68.2880186 68.5428732 68.6463660 68.3589609 68.9733837
## Tkl 68.6504050 69.7361391 66.7359938 64.5058892 63.1555767 64.3314118
## TklWon 68.3886244 69.3369607 68.2181738 64.3563359 66.2186689 65.9412703
## TklDef3rd 69.5291209 70.3486472 70.0212158 67.2761812 66.0552145 64.0910843
## TklMid3rd 67.4742164 69.1138943 64.8754096 64.1991384 63.6511064 67.1198591
## TklAtt3rd 69.4458188 68.2279710 66.1051018 66.1380997 65.3153446 67.4388945
## TklDri 68.1805866 70.4803925 68.7821717 64.0664600 66.4802287 65.5266635
## TklDriAtt 67.9373712 69.9865786 66.7983547 61.8340572 63.7661639 65.2949328
## TklDri. 61.9906647 69.8313475 70.5161605 64.6417259 68.5505245 65.9551168
## TklDriPast 68.2297625 68.9388994 65.7290076 63.2304553 63.5241806 66.9988154
## BlkSh 69.4649955 70.4606193 70.4101399 66.0959826 62.2105172 66.5903197
## BlkShSv 66.7021285 71.6093694 74.3146360 66.9407539 73.7170906 71.3399560
## BlkPass 70.6965601 69.3409833 67.7949407 66.7240167 58.1509822 64.9123464
## Int 64.8821338 71.0240567 72.0279080 62.7683010 70.3914252 68.3627281
## Tkl.Int 66.7843204 70.5074700 68.7560968 62.5645938 65.2978548 65.1527972
## Clr 67.6696507 73.4273484 76.1968696 67.1130723 74.5189819 71.8749955
## Err 67.1384970 70.8713606 72.5917942 68.7131409 71.3024155 69.8530300
## Touches 58.8630860 67.8009990 63.6368239 41.5756586 60.5391703 63.9809691
## TouDefPen 68.5602830 74.2572948 79.0696265 74.5520544 77.7318473 74.0208205
## TouDef3rd 64.3517274 75.4672994 80.6450174 66.0871686 77.4086152 72.1908466
## TouMid3rd 56.5453850 67.8834294 64.3458175 37.0006629 63.4241418 66.9032179
## TouAtt3rd 71.7262409 59.4055882 45.5645943 63.2360617 46.7952238 57.6951689
## TouAttPen 71.4854253 61.3205048 53.3653182 71.6793820 60.6047193 69.4336439
## TouLive 58.8681514 67.8084455 63.6490027 41.5815723 60.5481986 63.9813988
## DriSucc 67.9778468 65.4555064 56.7714030 66.1748859 62.6300340 66.3325052
## DriAtt 70.8407058 64.2958116 55.6810009 68.5594280 60.7601748 66.0000104
## DriSucc. 62.0981205 67.9842372 66.2644421 62.5450170 67.3671643 68.5845886
## CarMis 73.3107836 66.1126280 62.8106974 71.1595661 65.4247421 68.8346641
## CarDis 72.0083826 63.9538053 59.0075376 71.5404044 62.6486590 67.8237981
## RecTarg 56.9856983 65.4236582 60.3551357 41.2026843 58.6945283 64.5271420
## Rec 72.5393920 61.1214231 51.1100876 70.2166113 55.1257354 65.0422559
## CrdY 71.0757031 69.1316458 70.3910400 70.3641627 69.9614659 68.7445543
## CrdR 69.4642898 69.6139494 70.3079658 70.1113928 70.1782611 69.7199127
## X2CrdY 68.7610232 69.2183478 69.5078222 69.6183170 69.6246501 69.3882159
## Fls 71.0995274 67.6442602 66.2592432 66.2940340 68.2287644 69.3843933
## Fld 69.3566661 67.0606503 64.4160832 66.5664305 65.9715138 68.0633798
## Off 71.5368755 67.6562450 66.4957644 74.7758678 68.1232316 68.7561970
## Crs 73.1457094 64.1275258 49.0582570 64.1675566 52.8205609 50.0929703
## TklW 68.3886244 69.3369607 68.2181738 64.3563359 66.2186689 65.9412703
## PKwon 68.3582742 66.0577812 66.5026551 70.9491590 67.3513403 68.5980160
## PKcon 69.3440096 70.2278423 69.1584954 69.2840724 69.0290109 68.5704365
## OG 68.0777696 69.9417985 70.0305088 68.5537776 68.8842748 68.0085498
## Recov 63.7548728 67.9207241 65.6644406 56.0751562 64.7912884 67.5213539
## AerWon 70.2783714 69.5113594 71.8210284 70.6443858 72.1297806 73.2671345
## AerLost 72.9338556 67.5949768 69.6820237 73.8364087 65.1824329 66.0498502
## AerWon. 63.2601389 71.5228991 73.9740187 67.6839239 72.6927809 72.3388393
## PasProg PasAtt PasLive PasDead PasFK TB
## Born
## MP
## Starts
## Min
## X90s
## Goals
## Shots
## SoT
## SoT.
## G.Sh
## G.SoT
## ShoDist
## ShoFK
## ShoPK
## PKatt
## PasTotCmp
## PasTotAtt
## PasTotCmp.
## PasTotDist
## PasTotPrgDist
## PasShoCmp
## PasShoAtt
## PasShoCmp.
## PasMedCmp
## PasMedAtt
## PasMedCmp.
## PasLonCmp
## PasLonAtt
## PasLonCmp.
## Assists
## PasAss
## Pas3rd
## PPA
## CrsPA
## PasProg
## PasAtt 45.6189998
## PasLive 44.5172105 11.0456695
## PasDead 68.1980586 56.7890391 65.3564141
## PasFK 65.9844944 54.5541691 58.3545956 50.2324858
## TB 59.8844908 64.9981303 64.3807264 70.6868996 70.0397879
## Sw 59.7855848 56.1515229 55.7533183 67.7651785 59.6668583 67.9391912
## PasCrs 61.3664233 61.2122465 64.2167676 54.2026157 63.9440848 64.4948650
## CK 61.1222207 63.8671476 66.1556707 58.0048022 60.1103518 63.0046383
## CkIn 63.1442263 65.1055503 66.8957178 60.4468187 61.9355345 62.2805843
## CkOut 62.2538587 64.4338568 66.5335918 58.9116318 60.5235088 66.1582530
## CkStr 66.3420937 67.3814905 68.1292666 65.4883341 64.8904883 65.8019995
## TI 65.2696076 57.7933503 64.2622259 33.6393501 69.4332802 70.9290068
## PasCmp 46.5034376 11.3373234 11.0322054 61.4651651 55.5564648 65.6812511
## PasOff 62.6540619 62.3358046 63.8364139 65.4653236 68.6297296 67.7452096
## PasBlocks 63.9390512 64.9316189 65.7833343 64.9502100 74.3375338 62.4172716
## SCA 54.0588643 64.1447185 64.2125947 68.1200148 71.0000843 57.8934359
## ScaPassLive 52.6788480 63.0492014 62.3694254 70.4993078 72.6506590 56.1752175
## ScaPassDead 62.0235863 62.3211378 64.6296374 57.7122296 56.4590093 66.6870765
## ScaDrib 64.5880662 70.6725694 70.3325990 71.0533458 73.1527250 67.0986101
## ScaSh 68.2006252 71.9027467 71.3423541 72.3694301 72.7450594 67.6134587
## ScaFld 68.2976752 72.6555833 72.0734562 72.5116060 73.5479445 66.6327388
## ScaDef 69.6341305 67.3779836 68.9076238 63.0820788 69.0213280 68.7751666
## GCA 62.4659525 69.4708906 69.0596010 71.0420314 72.2773794 61.9384853
## GcaPassLive 62.3059337 67.9011083 67.4506378 70.6267810 71.8814333 61.0278992
## GcaPassDead 65.2310400 66.3732345 67.7248223 62.5644746 64.1117911 67.4549377
## GcaDrib 68.7971402 71.4051822 71.2283138 70.3035246 70.9706633 66.8955798
## GcaSh 66.9386785 70.3285995 70.0169173 70.9652252 71.0156527 68.1981237
## GcaFld 68.6159165 71.5164545 71.1718392 71.0929664 71.9985280 65.6244697
## GcaDef 67.8544289 68.9536478 68.6941776 70.0659924 69.1895631 67.5989500
## Tkl 59.5109650 61.5801206 61.8334227 66.5935535 69.2236046 67.2614029
## TklWon 62.4251795 62.5062312 63.0532804 65.6871704 68.3851758 67.2748591
## TklDef3rd 63.5396914 62.1760539 63.1309043 63.8515907 66.5341444 69.4743634
## TklMid3rd 59.9831454 63.7848173 63.2120954 70.1480682 70.0773294 66.1087777
## TklAtt3rd 65.5952243 68.7133254 68.4861335 70.0288897 73.5332970 67.0653424
## TklDri 62.6484456 61.0377196 62.1226408 63.2679979 69.1918541 66.6303389
## TklDriAtt 59.6893929 61.0233907 61.3166332 66.4277837 70.0227489 66.4228310
## TklDri. 64.3655295 61.3656699 61.5109101 66.7269593 68.2977723 68.5995890
## TklDriPast 61.5031306 65.2654969 64.5644229 71.0529431 70.4254602 67.5548664
## BlkSh 63.0994486 65.6509664 64.7012246 71.9505777 70.8352490 67.4687491
## BlkShSv 68.6492600 63.8323886 63.2434827 70.1336509 64.7064050 71.9550203
## BlkPass 62.3214098 67.7797680 67.0027606 71.8484670 73.1845143 65.6079308
## Int 63.2072888 56.3714112 57.3279614 63.4151001 64.5193394 70.9598073
## Tkl.Int 58.9027995 57.2002976 57.8555840 64.5057201 67.0808085 68.6277065
## Clr 69.7544224 62.2271375 61.8670414 68.7122132 65.2828277 73.1204216
## Err 70.1842273 66.5267568 66.9828526 66.4518957 64.8452616 70.0243164
## Touches 44.7346979 13.3214058 15.6296628 59.2485092 57.4414191 64.2856555
## TouDefPen 78.7833825 67.5078166 70.1942169 55.7789200 52.4669762 73.8749352
## TouDef3rd 70.6396188 50.4253563 52.7530489 56.6099621 50.5268996 74.6048566
## TouMid3rd 42.5041540 28.5957666 25.8884124 67.5853222 62.7921890 63.6152409
## TouAtt3rd 56.6130527 63.6798306 63.9440836 67.3635217 75.8707511 59.6106466
## TouAttPen 68.1839472 75.5694318 74.3118021 76.4358187 79.2367278 62.3073064
## TouLive 44.7398485 13.3148639 15.6290492 59.2422847 57.4366325 64.2941220
## DriSucc 63.4220215 68.6494357 68.0807515 71.4496257 72.7846848 65.5313903
## DriAtt 64.3956215 72.0534938 71.6337039 71.6923012 75.3568023 64.9262960
## DriSucc. 62.9716354 64.5404326 63.2699699 72.7941033 69.5838232 66.9273018
## CarMis 70.3790967 76.5036823 75.9970786 73.2866628 77.3195641 66.3950143
## CarDis 67.2268276 73.4123126 72.4360234 74.5739731 76.2118199 66.8691989
## RecTarg 43.9346095 23.0770802 18.5490755 68.4492264 63.4758792 62.3648009
## Rec 65.7588209 73.8550283 72.8921419 74.6139480 79.4818558 59.7448521
## CrdY 70.5227617 69.7286003 69.6918043 69.2754644 67.5883140 69.6716596
## CrdR 69.8722252 69.1047943 68.8999172 69.8846427 68.2205011 69.2099364
## X2CrdY 67.9461776 68.3245826 68.4894003 68.1193291 63.6814762 69.1642379
## Fls 66.1682666 69.3873233 68.2769922 73.9820630 73.6071564 69.9803208
## Fld 67.0282917 71.7570866 70.9693752 72.9971449 73.1566226 61.4222780
## Off 73.2425752 77.1520349 76.6348190 73.2102241 76.0987386 68.2801515
## Crs 61.3664233 61.2122465 64.2167676 54.2026157 63.9440848 64.4948650
## TklW 62.4251795 62.5062312 63.0532804 65.6871704 68.3851758 67.2748591
## PKwon 69.8776420 72.3096460 71.9315568 71.4372673 71.9696475 66.3233848
## PKcon 68.6253898 67.3606233 68.0403938 65.6937918 67.8397718 69.9612003
## OG 67.6932868 66.8987382 66.9569864 68.2427782 67.0076392 69.8411746
## Recov 53.5498161 50.7981313 49.6856407 68.9346513 66.0068858 66.6911867
## AerWon 69.9714197 67.9671018 66.8399794 73.3888321 72.1936209 71.6032373
## AerLost 70.6135098 74.5571748 73.4718414 75.0883587 76.5242078 70.0802205
## AerWon. 68.4276964 63.4691756 64.1053637 65.0080569 62.5577426 71.0590975
## Sw PasCrs CK CkIn CkOut CkStr
## Born
## MP
## Starts
## Min
## X90s
## Goals
## Shots
## SoT
## SoT.
## G.Sh
## G.SoT
## ShoDist
## ShoFK
## ShoPK
## PKatt
## PasTotCmp
## PasTotAtt
## PasTotCmp.
## PasTotDist
## PasTotPrgDist
## PasShoCmp
## PasShoAtt
## PasShoCmp.
## PasMedCmp
## PasMedAtt
## PasMedCmp.
## PasLonCmp
## PasLonAtt
## PasLonCmp.
## Assists
## PasAss
## Pas3rd
## PPA
## CrsPA
## PasProg
## PasAtt
## PasLive
## PasDead
## PasFK
## TB
## Sw
## PasCrs 63.7553549
## CK 64.9352986 39.5150770
## CkIn 64.2127656 44.7770284 28.7355418
## CkOut 66.7686558 44.6707839 28.0930942 50.0908212
## CkStr 67.4645876 62.2479954 58.8702676 60.5913973 61.7378336
## TI 70.0305932 57.1998967 68.4253866 68.9146729 67.7924242 68.7245704
## PasCmp 56.3115063 64.9528241 66.2146168 67.2225213 66.4180540 67.9781879
## PasOff 67.9701629 67.8319110 67.0867158 67.7322032 67.5375997 68.4090362
## PasBlocks 68.4347729 57.3114118 64.1546324 63.7937135 66.7823626 68.3243263
## SCA 65.0729852 50.6781023 53.6534455 57.0351741 56.5291366 64.9887696
## ScaPassLive 66.0926071 55.0195559 59.1671588 61.1590064 61.4446829 66.6302814
## ScaPassDead 60.8340427 43.1680050 39.1251369 48.1375871 41.6533398 60.9499051
## ScaDrib 69.0599547 65.6438428 66.5012109 66.4217981 67.5300546 68.7205947
## ScaSh 68.9982462 68.5209845 68.2689886 68.0615010 68.7788670 68.7909672
## ScaFld 70.9551461 66.1768300 67.2318778 67.3187593 68.2313134 68.4212421
## ScaDef 69.2234170 68.7841050 69.4600408 69.3773533 69.5639571 68.9517928
## GCA 68.5467521 64.0370214 63.1567283 63.1867678 64.9476547 66.9867228
## GcaPassLive 69.5839092 64.1971731 64.5300776 64.7679838 66.0440173 66.7023941
## GcaPassDead 67.0763720 56.3548016 50.2467285 48.1627154 56.1310695 64.6103709
## GcaDrib 70.2150855 67.5096834 67.0725629 68.2466674 66.4777641 69.1489939
## GcaSh 67.4915232 69.6032851 69.0962488 69.0437569 69.1395253 69.0926146
## GcaFld 70.4355450 67.5696057 67.5335831 67.1251980 68.4292799 69.4216055
## GcaDef 68.0932848 69.1055331 69.1613884 69.1606212 69.1703890 68.8108404
## Tkl 67.0948494 64.4319314 68.0332217 68.9844082 67.3317847 68.7543043
## TklWon 66.8923902 64.6769604 67.8863500 69.1039860 66.6555808 68.8668105
## TklDef3rd 67.6573723 66.6173648 70.1077058 70.2278135 69.6617947 69.1461714
## TklMid3rd 66.6259486 65.9248679 68.3384646 68.0482340 68.8805460 68.6722592
## TklAtt3rd 69.9368784 64.0561067 63.7827830 67.8104471 60.9472439 68.4128948
## TklDri 65.8095713 65.3664556 69.4538988 69.2152190 69.0978446 68.9542471
## TklDriAtt 65.6277545 63.0054979 67.0779715 67.0926134 67.6945298 68.2090169
## TklDri. 66.4295824 67.7782958 70.4072015 69.4661709 70.1636915 68.9814393
## TklDriPast 67.2072371 63.5951195 65.3923114 65.6946729 66.8089657 67.8039045
## BlkSh 68.9963308 68.1348520 69.6875234 69.1257615 70.2645980 68.8573837
## BlkShSv 67.9055542 73.6821515 72.8816124 72.4056981 71.7011021 69.8264925
## BlkPass 69.5617836 65.4137580 67.7305222 67.3257173 69.0607303 68.4089376
## Int 63.1912471 69.3512830 70.4602563 69.8648221 70.0506838 69.2445078
## Tkl.Int 64.8061475 65.7159267 68.9575285 69.3888469 68.2341387 68.9223531
## Clr 66.9051231 74.5997926 74.4852742 73.8337032 73.0965019 70.2456029
## Err 68.1999699 71.2814251 70.6065811 70.7237180 70.0868938 69.4565607
## Touches 56.3101275 60.4014543 63.6152250 65.0688082 64.2054772 67.5098341
## TouDefPen 70.4069902 77.9514461 74.9356751 74.0861181 73.4878145 70.5017646
## TouDef3rd 64.0829659 77.1120416 75.7216742 74.8326133 73.9320318 70.6434151
## TouMid3rd 56.1712782 64.8778992 65.6519307 66.5592781 65.8909357 67.9108089
## TouAtt3rd 68.3226360 43.7357491 53.1730958 56.4220879 56.9478943 65.6022225
## TouAttPen 71.8454764 63.6854406 64.7432107 66.3304144 65.1185509 68.6861697
## TouLive 56.3119051 60.4088936 63.6250725 65.0787100 64.2125019 67.5101177
## DriSucc 65.6335806 57.1410550 63.6210549 64.9317740 64.3490745 68.7675814
## DriAtt 68.2723611 56.4695312 62.4165667 63.9244179 63.7150795 68.6416816
## DriSucc. 66.2571140 67.5801602 68.2769204 68.2405224 68.5315699 68.5829086
## CarMis 71.2591912 64.3727968 65.0614842 67.2534961 64.5258328 68.6742929
## CarDis 69.6184983 63.6538630 66.6330039 66.5003469 68.1756535 68.8713964
## RecTarg 56.4244768 61.4980357 64.0576729 65.2464801 65.1351255 67.8462561
## Rec 71.7382551 57.9650173 62.4392620 62.4925895 65.1525189 68.1640465
## CrdY 68.8120561 68.5906898 69.1084867 69.1993637 69.1605368 69.2123128
## CrdR 69.2992756 70.1231146 69.5767253 69.4345023 69.4198555 69.1100338
## X2CrdY 68.9800939 69.3350613 69.0521579 68.9747296 68.9960985 68.7828826
## Fls 65.8601210 68.3076023 69.3919324 70.1200957 68.3446794 69.4976842
## Fld 70.0719874 64.8122845 66.1171161 66.2135655 67.7660299 68.2589193
## Off 71.1623000 68.7462558 69.5117746 69.1301227 69.7720732 69.1250969
## Crs 63.7553549 0.0000000 39.5150770 44.7770284 44.6707839 62.2479954
## TklW 66.8923902 64.6769604 67.8863500 69.1039860 66.6555808 68.8668105
## PKwon 70.3275275 67.7961157 68.1514512 67.7587369 68.9525875 69.5718294
## PKcon 69.8307618 69.2292896 69.3920329 69.9972431 68.7702286 69.3619752
## OG 69.4827189 69.9883427 70.0710562 69.7186892 69.8858849 69.1638791
## Recov 61.4216205 63.9947332 67.2045654 66.9342634 68.0986086 67.8938221
## AerWon 68.7220069 75.0951966 74.8445796 73.9222307 73.6104842 70.2988782
## AerLost 72.4908720 71.0851073 72.2219401 71.5369645 72.0545887 69.7303208
## AerWon. 67.7198086 75.0875028 74.3171699 73.0975374 73.3237207 69.6924232
## TI PasCmp PasOff PasBlocks SCA
## Born
## MP
## Starts
## Min
## X90s
## Goals
## Shots
## SoT
## SoT.
## G.Sh
## G.SoT
## ShoDist
## ShoFK
## ShoPK
## PKatt
## PasTotCmp
## PasTotAtt
## PasTotCmp.
## PasTotDist
## PasTotPrgDist
## PasShoCmp
## PasShoAtt
## PasShoCmp.
## PasMedCmp
## PasMedAtt
## PasMedCmp.
## PasLonCmp
## PasLonAtt
## PasLonCmp.
## Assists
## PasAss
## Pas3rd
## PPA
## CrsPA
## PasProg
## PasAtt
## PasLive
## PasDead
## PasFK
## TB
## Sw
## PasCrs
## CK
## CkIn
## CkOut
## CkStr
## TI
## PasCmp 61.8306197
## PasOff 64.7735785 64.1621081
## PasBlocks 59.2168009 68.2285029 65.1550475
## SCA 67.1696560 65.6919539 64.5715820 58.7169921
## ScaPassLive 68.1016549 64.0148625 67.1250097 59.8440913 22.7181260
## ScaPassDead 66.1642693 64.4711229 67.5483362 65.5511965 50.2598218
## ScaDrib 69.7957338 70.6619704 67.2593958 66.4631944 50.7777418
## ScaSh 71.0916845 72.2328391 66.6543510 66.4794712 56.6331640
## ScaFld 70.6193638 72.8958623 68.1285669 66.3923142 57.6075630
## ScaDef 60.6961884 68.4750743 58.1304984 62.7262395 63.9605182
## GCA 70.0140767 69.8138339 67.2902500 64.9379677 52.1744968
## GcaPassLive 69.1863332 68.1781180 68.9566984 65.0224426 54.3217478
## GcaPassDead 67.4153036 67.5463205 68.5404801 66.7170242 61.0269933
## GcaDrib 69.9936230 71.3691749 69.4082990 67.9483740 65.1241431
## GcaSh 70.2320020 70.3486916 66.1690386 67.8994094 63.0027893
## GcaFld 70.0723982 71.5584043 69.1566206 67.7825860 64.0208687
## GcaDef 69.7056348 68.8593110 69.3249796 68.9805405 67.9369407
## Tkl 60.8377899 62.6576327 66.9788930 62.2301134 63.6817396
## TklWon 60.5848308 63.4018356 66.1125061 62.9464369 65.7388861
## TklDef3rd 58.8301003 63.0598470 66.8748452 64.7334714 68.2625077
## TklMid3rd 66.6606728 64.3248862 68.3998834 63.7411191 62.6609603
## TklAtt3rd 67.9871591 69.3770544 67.8977549 65.0662984 63.5481176
## TklDri 57.2469548 62.3833128 65.6416002 62.7526654 66.1367556
## TklDriAtt 60.7319359 62.0543606 66.0611886 62.0510439 64.3255183
## TklDri. 61.1951803 61.3445480 69.1368426 67.1434011 69.9566317
## TklDriPast 68.5550686 65.4018847 68.0610798 64.9972373 64.8068646
## BlkSh 67.5092107 65.8222074 69.5771685 67.3164653 69.4537039
## BlkShSv 68.2789807 63.0220493 69.1694935 73.1730127 74.8826965
## BlkPass 67.6542452 68.3621563 69.5889848 64.7259587 66.3120127
## Int 58.3739803 57.5666183 62.7249319 66.8728697 69.3421347
## Tkl.Int 57.5664378 58.6388671 64.4989383 62.8264217 65.1528849
## Clr 65.0983975 61.9063809 70.5349791 72.7836355 77.1645035
## Err 69.4739670 66.3889567 69.6225829 71.2423714 73.2488221
## Touches 57.8932597 17.9803787 61.7159586 63.1834846 61.4377547
## TouDefPen 72.1148637 67.9882488 70.8280496 78.5722978 81.0710612
## TouDef3rd 64.9631043 50.7848192 70.0153959 75.5912712 81.7578158
## TouMid3rd 62.0034962 28.0580630 62.1230591 64.2130726 62.6269489
## TouAtt3rd 62.9865531 65.8547436 63.3661044 54.6996819 40.5099309
## TouAttPen 73.1703223 76.2031318 65.4276556 61.6730520 51.2819071
## TouLive 57.8852783 17.9698868 61.7185021 63.1848327 61.4563881
## DriSucc 69.5103765 69.2479349 67.5774130 62.8190646 51.2461450
## DriAtt 68.5782848 72.7899410 67.8156540 61.1379244 51.9528244
## DriSucc. 69.8989408 64.0827311 70.0119733 68.0353009 64.1114380
## CarMis 69.6508622 76.9198348 67.5610141 63.9961998 60.8643824
## CarDis 71.7286054 74.1580406 66.1045500 63.3188717 58.4363211
## RecTarg 66.0002305 22.1229348 61.3792961 63.3753666 58.6193241
## Rec 71.2555938 75.2338053 66.4129086 56.2505324 48.7050604
## CrdY 68.6202595 69.8842304 69.6576451 68.0068534 68.9115443
## CrdR 69.7501591 69.3064214 69.2112612 68.9776908 70.3007334
## X2CrdY 69.4240915 68.7179229 69.3487790 66.0223054 69.6430481
## Fls 70.0442146 69.4892653 65.9861021 67.7294212 65.3460765
## Fld 69.7221559 71.9597929 69.3822255 62.0896714 61.1440432
## Off 70.7088174 76.9967332 70.4279059 68.6478467 66.7796775
## Crs 57.1998967 64.9528241 67.8319110 57.3114118 50.6781023
## TklW 60.5848308 63.4018356 66.1125061 62.9464369 65.7388861
## PKwon 70.5478264 72.2269730 69.1253315 68.2844299 64.8911753
## PKcon 65.0659037 67.6837531 69.1870837 67.1519575 68.7245934
## OG 67.9696486 66.8412904 69.4314637 68.8453350 70.3444056
## Recov 63.7699543 52.2268624 67.4749300 62.8782205 62.7157147
## AerWon 69.2553502 69.2488916 68.4530761 70.1648316 70.2482481
## AerLost 70.7902153 74.9758994 68.7922327 67.8742776 68.4470135
## AerWon. 67.9113253 63.9952535 70.2960403 73.4474683 74.4875340
## ScaPassLive ScaPassDead ScaDrib ScaSh ScaFld
## Born
## MP
## Starts
## Min
## X90s
## Goals
## Shots
## SoT
## SoT.
## G.Sh
## G.SoT
## ShoDist
## ShoFK
## ShoPK
## PKatt
## PasTotCmp
## PasTotAtt
## PasTotCmp.
## PasTotDist
## PasTotPrgDist
## PasShoCmp
## PasShoAtt
## PasShoCmp.
## PasMedCmp
## PasMedAtt
## PasMedCmp.
## PasLonCmp
## PasLonAtt
## PasLonCmp.
## Assists
## PasAss
## Pas3rd
## PPA
## CrsPA
## PasProg
## PasAtt
## PasLive
## PasDead
## PasFK
## TB
## Sw
## PasCrs
## CK
## CkIn
## CkOut
## CkStr
## TI
## PasCmp
## PasOff
## PasBlocks
## SCA
## ScaPassLive
## ScaPassDead 59.5074497
## ScaDrib 57.1561187 68.1019096
## ScaSh 67.1340747 67.0173376 64.1394740
## ScaFld 63.8242744 67.8544863 66.5980150 62.1213197
## ScaDef 69.6471700 69.7550516 67.8921398 69.3447377 69.6053584
## GCA 56.5385992 64.8958836 61.2977306 52.3217938 63.0871737
## GcaPassLive 51.9774936 65.9123468 65.8081684 67.5001429 65.9918673
## GcaPassDead 64.4310637 53.2903868 66.6147285 68.5692212 68.1742803
## GcaDrib 66.7836846 68.5340659 60.0039875 67.6662583 66.9762364
## GcaSh 69.2702158 69.1807126 63.4210635 42.9716813 66.3580504
## GcaFld 65.7617351 68.5063096 66.9692114 66.5979842 57.6317581
## GcaDef 68.9249029 69.1515302 69.2794957 66.9532222 68.3950677
## Tkl 63.2342897 68.9760423 69.2593185 70.2222736 69.0090064
## TklWon 65.5363151 70.0405975 69.0455405 70.4247644 69.2313847
## TklDef3rd 68.2487263 69.7902669 71.1619494 71.5871293 70.0378389
## TklMid3rd 61.5645980 68.9044191 67.4480812 69.2699251 68.8504122
## TklAtt3rd 64.0567497 67.1566172 67.6731934 66.5903847 66.7471396
## TklDri 66.5642291 68.5249575 68.8173372 70.4344095 70.6596770
## TklDriAtt 64.4480008 66.8310940 69.0871544 70.0975628 69.2360224
## TklDri. 69.6695673 69.7573278 69.9997082 71.0826428 69.9005441
## TklDriPast 64.5151649 66.0749590 69.3527364 69.1679530 67.5102462
## BlkSh 68.9722155 70.3396035 69.3024181 70.3667612 68.4376710
## BlkShSv 74.6531427 71.4765045 71.8149893 71.3915570 72.2526823
## BlkPass 65.8630518 69.2693665 67.8640900 69.3485442 66.5966307
## Int 70.6890835 69.8893236 70.5419682 70.5003954 71.7845141
## Tkl.Int 65.5051190 69.3947008 69.9204863 70.6267765 70.3280965
## Clr 75.9880961 72.6936982 73.5192305 72.9907290 74.2943402
## Err 73.0089872 69.4338700 70.9362924 70.8553917 71.5380443
## Touches 60.9030777 62.3200462 69.0174697 70.7383546 71.1037131
## TouDefPen 80.4306936 73.0583514 73.5206926 73.5809056 75.1618994
## TouDef3rd 80.5679105 73.0953109 75.6125473 74.7604843 77.1969870
## TouMid3rd 62.2039140 64.2133360 70.2303342 69.8759915 70.0537125
## TouAtt3rd 42.8926817 56.4769743 57.9627348 63.6663741 60.4878581
## TouAttPen 51.9718032 66.4254576 61.9295234 60.7721507 61.0060288
## TouLive 60.9198472 62.3259574 69.0205131 70.7510258 71.1106909
## DriSucc 56.0005561 61.3139624 50.1742873 64.5079326 61.6521876
## DriAtt 55.7541631 60.7620849 55.2995372 65.5643618 59.7064482
## DriSucc. 64.6918535 68.2754156 63.4048607 67.8802878 66.6748950
## CarMis 62.4744489 67.4077716 64.4388564 66.2115337 62.8481024
## CarDis 60.1070392 66.3036195 64.4009444 62.4959231 64.3336986
## RecTarg 57.5050028 63.2628080 67.5433350 68.8406339 68.6335310
## Rec 49.7732831 64.3610656 60.7279453 61.8158386 59.7273828
## CrdY 69.0570726 69.2114182 69.4316699 68.5884160 69.7075677
## CrdR 70.3396781 69.4154214 69.4760749 69.3605059 69.2643359
## X2CrdY 69.6635330 69.0676168 69.1211051 69.3149194 69.1679498
## Fls 65.3061298 68.1104860 68.8098901 67.5141636 67.2142118
## Fld 62.5195187 67.3550620 66.5851734 67.4107160 56.0701769
## Off 67.0747912 70.1435174 66.8389786 66.9407408 66.1168482
## Crs 55.0195559 43.1680050 65.6438428 68.5209845 66.1768300
## TklW 65.5363151 70.0405975 69.0455405 70.4247644 69.2313847
## PKwon 66.6632249 69.1549746 66.8254197 65.9694971 59.0317311
## PKcon 68.8448575 67.6412935 69.3789857 69.6107178 70.1596668
## OG 70.2442987 69.6086804 69.9200811 69.9045383 70.1933840
## Recov 62.1124920 65.9316738 69.8651341 68.9426871 68.0496315
## AerWon 70.5783811 73.1804523 70.5586351 65.0372390 68.6674118
## AerLost 68.6362440 71.7138010 69.8244284 66.8551571 66.9227031
## AerWon. 73.6833619 72.6151477 70.6326896 70.8222205 71.4525041
## ScaDef GCA GcaPassLive GcaPassDead GcaDrib
## Born
## MP
## Starts
## Min
## X90s
## Goals
## Shots
## SoT
## SoT.
## G.Sh
## G.SoT
## ShoDist
## ShoFK
## ShoPK
## PKatt
## PasTotCmp
## PasTotAtt
## PasTotCmp.
## PasTotDist
## PasTotPrgDist
## PasShoCmp
## PasShoAtt
## PasShoCmp.
## PasMedCmp
## PasMedAtt
## PasMedCmp.
## PasLonCmp
## PasLonAtt
## PasLonCmp.
## Assists
## PasAss
## Pas3rd
## PPA
## CrsPA
## PasProg
## PasAtt
## PasLive
## PasDead
## PasFK
## TB
## Sw
## PasCrs
## CK
## CkIn
## CkOut
## CkStr
## TI
## PasCmp
## PasOff
## PasBlocks
## SCA
## ScaPassLive
## ScaPassDead
## ScaDrib
## ScaSh
## ScaFld
## ScaDef
## GCA 68.9738033
## GcaPassLive 69.1122361 35.2623211
## GcaPassDead 69.1672807 60.3656961 64.4142326
## GcaDrib 69.0753586 60.0874546 65.8792929 68.3166204
## GcaSh 69.2562480 41.9510912 68.0434798 68.8782691 68.6275020
## GcaFld 68.8664700 59.2283471 65.2077737 67.7878584 64.4332346
## GcaDef 65.5239850 65.3019182 68.7971589 69.0757535 69.0754605
## Tkl 60.1505435 69.9070544 69.1340607 69.4203724 70.4558408
## TklWon 60.2763412 69.6847095 69.1471970 69.5660598 70.0922615
## TklDef3rd 58.9340593 70.9451636 70.1487668 69.8054499 71.1193447
## TklMid3rd 65.3495854 69.1934074 68.9500596 68.9527073 69.8208965
## TklAtt3rd 68.0212932 67.1911089 66.7390328 68.7278400 67.5822741
## TklDri 59.4819849 70.3040151 69.1430575 69.6431773 70.7972914
## TklDriAtt 62.5700823 69.6262980 68.7810032 68.3795098 70.7485766
## TklDri. 65.8638305 69.4064221 68.2479877 69.8888186 70.4287362
## TklDriPast 69.0759888 68.5547368 68.5048627 67.2953179 69.8089357
## BlkSh 68.0648776 70.5769545 70.0791850 69.5505861 69.8901150
## BlkShSv 66.6522266 72.2766610 71.7956672 70.6445483 70.8414869
## BlkPass 69.1224016 69.1198954 68.7913601 68.7845911 69.0816372
## Int 53.9076821 70.1360298 70.3141524 69.2940900 70.7574837
## Tkl.Int 54.9062008 70.2139754 69.7142164 69.4503179 70.9258699
## Clr 67.4437564 74.2474130 73.7477488 71.5367630 71.8688990
## Err 69.6893580 71.3313933 71.1711288 69.4800020 70.2049225
## Touches 65.7172404 68.4396982 67.0483020 66.3302066 70.9570166
## TouDefPen 69.8391661 75.6100710 75.4586188 71.4432304 71.9249263
## TouDef3rd 67.9575536 77.0734035 76.5186860 71.7599024 73.6347286
## TouMid3rd 64.9599456 68.0955601 66.9908417 67.3807184 70.2243578
## TouAtt3rd 69.3907132 57.8383149 57.4726698 62.4730548 65.1984662
## TouAttPen 70.3308338 59.7750265 60.1654932 68.1185528 63.4672283
## TouLive 65.7160397 68.4505125 67.0555657 66.3378797 70.9691801
## DriSucc 68.4213931 62.6710310 64.9250788 67.1548126 63.6483099
## DriAtt 69.2477352 61.8259892 62.7863279 66.1692819 63.9562221
## DriSucc. 69.4540971 66.9190846 67.1106099 68.6739230 66.6274800
## CarMis 66.1219197 64.8004621 64.5099136 68.2114373 66.1243171
## CarDis 68.2897049 61.9316705 64.3955584 67.4970571 67.3707292
## RecTarg 68.9845036 65.3964390 64.4669480 66.7505503 69.6554532
## Rec 70.1715258 59.3881641 60.2695286 66.6440526 65.7239651
## CrdY 67.4157043 69.8357877 69.8906099 69.6665531 66.6817492
## CrdR 69.1070112 69.3257540 69.4489000 69.3226245 69.2904929
## X2CrdY 69.2222395 69.2800636 69.3239702 68.9261668 68.9713351
## Fls 68.7194558 69.0927407 68.4978473 70.1089471 68.3857400
## Fld 68.7528889 65.4903171 65.8615887 67.8504339 67.0102732
## Off 69.9021724 67.3675503 67.7218374 68.1781657 66.9489587
## Crs 68.7841050 64.0370214 64.1971731 56.3548016 67.5096834
## TklW 60.2763412 69.6847095 69.1471970 69.5660598 70.0922615
## PKwon 68.8870573 61.0423259 65.9016692 68.3215785 64.6396398
## PKcon 68.0114270 70.4939120 70.6306382 68.9569333 69.7813872
## OG 67.4478899 69.8442025 69.5177648 69.4016944 69.6771784
## Recov 66.7023440 68.3044819 66.4590792 67.9162328 70.7871588
## AerWon 66.4481088 69.5773775 70.0905464 71.4397138 69.7410589
## AerLost 66.5478722 69.1133759 68.4793444 71.1625950 69.5221044
## AerWon. 69.7944519 70.8516742 71.1861295 69.7606666 68.7135019
## GcaSh GcaFld GcaDef Tkl TklWon TklDef3rd
## Born
## MP
## Starts
## Min
## X90s
## Goals
## Shots
## SoT
## SoT.
## G.Sh
## G.SoT
## ShoDist
## ShoFK
## ShoPK
## PKatt
## PasTotCmp
## PasTotAtt
## PasTotCmp.
## PasTotDist
## PasTotPrgDist
## PasShoCmp
## PasShoAtt
## PasShoCmp.
## PasMedCmp
## PasMedAtt
## PasMedCmp.
## PasLonCmp
## PasLonAtt
## PasLonCmp.
## Assists
## PasAss
## Pas3rd
## PPA
## CrsPA
## PasProg
## PasAtt
## PasLive
## PasDead
## PasFK
## TB
## Sw
## PasCrs
## CK
## CkIn
## CkOut
## CkStr
## TI
## PasCmp
## PasOff
## PasBlocks
## SCA
## ScaPassLive
## ScaPassDead
## ScaDrib
## ScaSh
## ScaFld
## ScaDef
## GCA
## GcaPassLive
## GcaPassDead
## GcaDrib
## GcaSh
## GcaFld 69.0399091
## GcaDef 68.9905898 63.3414363
## Tkl 69.8158322 69.5778043 68.5801298
## TklWon 69.5159050 69.5308322 68.4899686 28.8652926
## TklDef3rd 69.9162926 70.2187710 69.2605113 31.6479468 39.0815996
## TklMid3rd 69.1520181 69.4493816 68.5072590 34.6670285 46.0653331 58.9527248
## TklAtt3rd 69.5478697 67.2586262 67.7928291 57.2885039 57.1597498 70.3289394
## TklDri 70.3390353 69.5891007 68.4486840 36.5492364 40.2666962 40.6642695
## TklDriAtt 69.9892233 69.1278864 68.7606111 41.7324007 45.9406464 45.8565174
## TklDri. 70.5473907 67.8647446 66.4466756 54.9757471 55.5665841 56.4279866
## TklDriPast 69.0981742 68.5586324 69.2410789 61.2608520 63.4305962 63.0537377
## BlkSh 69.8396317 69.8971982 69.1560286 61.3954044 63.8481114 62.1023665
## BlkShSv 70.0110856 71.2304194 68.4962945 65.4499823 66.6407918 64.2861026
## BlkPass 69.4585771 68.8819334 69.4439460 62.1249474 64.2994880 63.5499274
## Int 68.5957002 70.9793355 67.5491581 58.7175096 58.1662890 55.1609617
## Tkl.Int 69.4264859 70.3680952 67.9890789 22.7906448 33.5322837 33.0108609
## Clr 70.5856014 71.4304988 68.9445423 64.3350937 65.1852305 61.7606679
## Err 69.6971538 70.5226872 68.8074730 70.3318397 70.3655599 68.6819135
## Touches 69.8175145 71.0664838 68.8810560 56.8357968 58.6865606 58.4448208
## TouDefPen 70.6058184 72.4326400 69.7781900 75.0798113 74.2195851 71.0310382
## TouDef3rd 71.1217691 73.8789103 69.1793304 67.6075344 67.9901747 62.1239521
## TouMid3rd 69.5076078 70.3879299 68.4594550 57.7200943 58.8250972 61.4449121
## TouAtt3rd 67.1539040 64.8758265 69.3050022 63.3178268 64.5847068 68.0977525
## TouAttPen 66.9326172 63.7846074 68.0262519 68.8790079 69.2283978 72.4221518
## TouLive 69.8191075 71.0801970 68.8796641 56.8274820 58.6785657 58.4348729
## DriSucc 65.5014917 67.1521737 69.5516805 66.4001276 65.9888191 69.3175893
## DriAtt 66.7907021 66.3696755 69.8108592 66.4189657 66.6142425 68.7390449
## DriSucc. 68.5697035 68.6074120 68.3687924 67.3282850 66.5289518 69.6106655
## CarMis 68.7971045 66.2962243 68.2296629 64.9979435 65.2354520 67.0396270
## CarDis 64.0027713 66.7110393 69.5623306 62.5911814 63.1816244 67.1905963
## RecTarg 68.4010815 69.3433469 68.7477800 62.9707950 63.9261247 65.3043113
## Rec 65.9363837 63.9400439 68.6171231 67.4773939 69.7772169 72.0264920
## CrdY 69.5610601 69.9640601 69.2459236 67.7423414 67.6369688 68.6668723
## CrdR 68.8253855 69.3098762 69.1353140 66.8988714 64.5846604 64.9101737
## X2CrdY 69.1486350 69.0452674 68.9568426 69.8264532 69.6724159 69.6322819
## Fls 69.5886766 69.2456018 68.8493948 64.6163186 63.5170363 67.0075601
## Fld 68.7102516 64.4466047 68.6960416 66.7584380 66.5829685 68.4677571
## Off 68.9077573 67.1972405 69.1335562 72.0901864 72.1888419 73.0825349
## Crs 69.6032851 67.5696057 69.1055331 64.4319314 64.6769604 66.6173648
## TklW 69.5159050 69.5308322 68.4899686 28.8652926 0.0000000 39.0815996
## PKwon 68.6349233 34.7377452 62.2966544 70.7500618 70.5186093 70.9193975
## PKcon 69.4410237 69.2986660 68.8027589 68.0102660 68.6134538 67.4726503
## OG 69.3385133 69.7533003 69.4278283 68.3554564 68.9664918 67.6535692
## Recov 70.1014704 70.3554693 68.8358988 55.8281552 57.8241562 58.2188909
## AerWon 68.0153325 68.9875940 68.9787758 67.4241389 67.2427121 66.2910335
## AerLost 69.3917267 68.0563505 69.0883829 66.1259797 67.6233874 65.5089265
## AerWon. 69.2854272 70.1533001 68.7866768 70.0220375 69.9288917 69.0926822
## TklMid3rd TklAtt3rd TklDri TklDriAtt TklDri. TklDriPast
## Born
## MP
## Starts
## Min
## X90s
## Goals
## Shots
## SoT
## SoT.
## G.Sh
## G.SoT
## ShoDist
## ShoFK
## ShoPK
## PKatt
## PasTotCmp
## PasTotAtt
## PasTotCmp.
## PasTotDist
## PasTotPrgDist
## PasShoCmp
## PasShoAtt
## PasShoCmp.
## PasMedCmp
## PasMedAtt
## PasMedCmp.
## PasLonCmp
## PasLonAtt
## PasLonCmp.
## Assists
## PasAss
## Pas3rd
## PPA
## CrsPA
## PasProg
## PasAtt
## PasLive
## PasDead
## PasFK
## TB
## Sw
## PasCrs
## CK
## CkIn
## CkOut
## CkStr
## TI
## PasCmp
## PasOff
## PasBlocks
## SCA
## ScaPassLive
## ScaPassDead
## ScaDrib
## ScaSh
## ScaFld
## ScaDef
## GCA
## GcaPassLive
## GcaPassDead
## GcaDrib
## GcaSh
## GcaFld
## GcaDef
## Tkl
## TklWon
## TklDef3rd
## TklMid3rd
## TklAtt3rd 64.2598172
## TklDri 50.0690055 63.8397702
## TklDriAtt 52.4936232 63.1966820 32.1568163
## TklDri. 60.2494467 66.2362093 45.7794744 57.8705212
## TklDriPast 63.7867319 65.5838239 64.0874712 36.2554037 73.9547603
## BlkSh 64.1587591 67.5517738 62.7065905 60.4719583 66.0041583 62.6407160
## BlkShSv 67.1508936 70.9073455 64.5420478 65.8207543 62.9090789 68.8517542
## BlkPass 64.3826047 66.2959774 64.1027782 60.8600561 68.6210798 61.6633204
## Int 66.0121341 69.8104595 58.8356905 58.9840124 61.4277433 64.5162215
## Tkl.Int 43.1657763 60.7328855 39.2644787 43.1057361 54.4956622 60.9112696
## Clr 67.1320078 72.6149233 63.2583605 65.5744577 61.9794717 69.7882449
## Err 70.7699534 71.2378865 68.8736647 69.4631457 68.0007311 69.8802219
## Touches 60.9692234 66.5091158 58.2230737 57.3025106 60.7358873 62.6956597
## TouDefPen 74.7630529 75.4759922 72.2224795 75.4230750 72.8119373 75.7313929
## TouDef3rd 70.8993326 75.7718914 65.5361253 69.1281837 63.8677745 72.8536734
## TouMid3rd 58.7043108 66.8132637 58.4011445 56.2896706 60.1377073 61.0259201
## TouAtt3rd 64.9095376 57.7933327 67.2733586 63.7811889 71.2612973 62.6141067
## TouAttPen 67.7398659 62.0738436 71.6321085 71.8663768 73.2388465 70.6747747
## TouLive 60.9645910 66.5124537 58.2158474 57.2963628 60.7315738 62.6941643
## DriSucc 65.5115872 65.3935992 66.9298397 64.4596133 70.0934329 64.1082819
## DriAtt 67.0421904 63.8226111 67.5687515 62.7653163 71.0199452 60.5914015
## DriSucc. 65.2642113 68.6278588 67.3640940 66.3107422 62.8533493 66.5646177
## CarMis 67.8367040 61.0077953 69.7188607 66.0260687 72.6874572 63.3453274
## CarDis 60.7463495 65.9920720 65.7566460 65.6418449 71.3033627 67.2865643
## RecTarg 63.4495934 66.8931715 63.7009340 61.8155399 63.8088287 63.6093710
## Rec 64.8645241 63.5911040 70.5037731 70.0821247 73.7195329 69.0628020
## CrdY 67.5365768 68.0746640 68.8602787 69.0159656 70.1010113 69.1896959
## CrdR 69.6746682 69.6688305 63.7841422 66.1760605 68.5386834 70.1612436
## X2CrdY 69.5849647 69.4189353 69.6977807 69.8508914 69.8989867 69.5941339
## Fls 65.1759753 65.2869213 65.7396779 63.6364808 70.1959320 64.1617762
## Fld 66.7033413 66.5435073 66.2962413 63.4709087 69.0375949 63.2659407
## Off 70.6421725 67.1926510 72.6146814 72.0717155 72.4842467 69.8915800
## Crs 65.9248679 64.0561067 65.3664556 63.0054979 67.7782958 63.5951195
## TklW 46.0653331 57.1597498 40.2666962 45.9406464 55.5665841 63.4305962
## PKwon 70.4301427 67.9961155 70.6619275 70.5503802 68.8270782 69.6415737
## PKcon 68.3759139 70.3105112 67.9016106 69.0338012 66.6961016 70.2616346
## OG 69.1089344 69.6787982 67.4548416 68.3139633 66.9032097 69.6161409
## Recov 59.8711566 65.7946650 58.4842711 56.9653427 61.5714066 61.9314949
## AerWon 68.6138889 70.4804905 67.4096739 69.1200662 67.4221149 70.9182756
## AerLost 68.8657021 67.0707547 69.6338054 68.5364240 71.2689235 67.5542198
## AerWon. 69.2358517 72.1423249 69.4735004 71.2911355 64.7170011 72.1217988
## BlkSh BlkShSv BlkPass Int Tkl.Int Clr
## Born
## MP
## Starts
## Min
## X90s
## Goals
## Shots
## SoT
## SoT.
## G.Sh
## G.SoT
## ShoDist
## ShoFK
## ShoPK
## PKatt
## PasTotCmp
## PasTotAtt
## PasTotCmp.
## PasTotDist
## PasTotPrgDist
## PasShoCmp
## PasShoAtt
## PasShoCmp.
## PasMedCmp
## PasMedAtt
## PasMedCmp.
## PasLonCmp
## PasLonAtt
## PasLonCmp.
## Assists
## PasAss
## Pas3rd
## PPA
## CrsPA
## PasProg
## PasAtt
## PasLive
## PasDead
## PasFK
## TB
## Sw
## PasCrs
## CK
## CkIn
## CkOut
## CkStr
## TI
## PasCmp
## PasOff
## PasBlocks
## SCA
## ScaPassLive
## ScaPassDead
## ScaDrib
## ScaSh
## ScaFld
## ScaDef
## GCA
## GcaPassLive
## GcaPassDead
## GcaDrib
## GcaSh
## GcaFld
## GcaDef
## Tkl
## TklWon
## TklDef3rd
## TklMid3rd
## TklAtt3rd
## TklDri
## TklDriAtt
## TklDri.
## TklDriPast
## BlkSh
## BlkShSv 48.3410292
## BlkPass 22.2846924 66.4238426
## Int 64.6013698 59.6867713 68.5585419
## Tkl.Int 61.0538446 61.8888545 63.6030163 38.9037084
## Clr 59.4137550 49.0364541 67.4735598 59.8212616 61.0506002
## Err 70.1101705 66.8725347 71.3427227 68.0530973 69.5692274 66.7235184
## Touches 61.7618236 62.2771414 64.1956743 54.1106673 52.2125154 59.6001086
## TouDefPen 73.1569344 65.6687126 75.3575276 70.9365450 74.5201592 61.2986124
## TouDef3rd 66.4301985 54.9360783 72.5204144 58.6230364 63.1483873 46.7289443
## TouMid3rd 63.2180244 64.4081851 64.7514476 54.1763357 52.9915096 64.3449550
## TouAtt3rd 66.5261858 77.7296277 60.9218770 72.9962538 66.7459192 80.3519341
## TouAttPen 70.5649771 75.4128603 67.3548363 75.1189141 71.8559069 77.1868391
## TouLive 61.7557986 62.2708331 64.1921372 54.1049110 52.2028332 59.5897202
## DriSucc 69.5425729 73.7650296 67.0638553 70.0453642 67.5317510 76.6761161
## DriAtt 67.3073207 75.2590878 63.4662521 71.7784626 68.3988720 77.6268799
## DriSucc. 68.0082744 67.3235966 68.7250273 66.3846350 66.4659911 69.0565531
## CarMis 67.9670995 75.0442536 64.4061326 70.5956716 66.7594885 75.5725011
## CarDis 70.4922381 74.5658083 67.7515276 74.4980068 67.0158045 75.6467402
## RecTarg 66.2040292 67.1633737 66.7322967 61.8601770 60.9136300 66.9985061
## Rec 69.4295861 77.1901270 64.9029353 77.2241772 71.8987084 79.4793579
## CrdY 68.8361919 68.4466676 69.1016978 68.5245576 67.8121488 69.0247411
## CrdR 69.3803193 68.8794887 69.5101622 69.4369633 67.6144765 64.3874613
## X2CrdY 69.5745544 69.1331776 69.6042580 69.3082221 69.7678541 69.2477065
## Fls 65.3516418 69.5473521 64.4596025 68.5876293 65.4887475 69.5392429
## Fld 68.2092666 72.3882160 66.2491908 71.0931861 68.3199295 73.8465661
## Off 71.7119271 72.6252089 70.2776878 74.2247086 73.7889544 73.7441499
## Crs 68.1348520 73.6821515 65.4137580 69.3512830 65.7159267 74.5997926
## TklW 63.8481114 66.6407918 64.2994880 58.1662890 33.5322837 65.1852305
## PKwon 70.1288937 71.0900015 69.2303739 70.9884160 71.2555056 71.3814178
## PKcon 67.6701621 66.1489286 68.9197464 67.7135247 67.6306940 67.1232972
## OG 68.8624631 67.6089989 69.5578949 67.3373000 67.7151243 66.8254316
## Recov 62.9125506 65.1935339 63.9959439 55.8860378 52.2866236 63.7854678
## AerWon 66.7965857 62.7133082 69.5946074 62.5399079 64.7615629 58.2686249
## AerLost 61.4909519 66.5452578 61.6299503 69.7221416 67.1668981 63.8690714
## AerWon. 69.4979573 64.2888775 71.8819786 64.2258311 67.5655438 61.4252480
## Err Touches TouDefPen TouDef3rd TouMid3rd TouAtt3rd
## Born
## MP
## Starts
## Min
## X90s
## Goals
## Shots
## SoT
## SoT.
## G.Sh
## G.SoT
## ShoDist
## ShoFK
## ShoPK
## PKatt
## PasTotCmp
## PasTotAtt
## PasTotCmp.
## PasTotDist
## PasTotPrgDist
## PasShoCmp
## PasShoAtt
## PasShoCmp.
## PasMedCmp
## PasMedAtt
## PasMedCmp.
## PasLonCmp
## PasLonAtt
## PasLonCmp.
## Assists
## PasAss
## Pas3rd
## PPA
## CrsPA
## PasProg
## PasAtt
## PasLive
## PasDead
## PasFK
## TB
## Sw
## PasCrs
## CK
## CkIn
## CkOut
## CkStr
## TI
## PasCmp
## PasOff
## PasBlocks
## SCA
## ScaPassLive
## ScaPassDead
## ScaDrib
## ScaSh
## ScaFld
## ScaDef
## GCA
## GcaPassLive
## GcaPassDead
## GcaDrib
## GcaSh
## GcaFld
## GcaDef
## Tkl
## TklWon
## TklDef3rd
## TklMid3rd
## TklAtt3rd
## TklDri
## TklDriAtt
## TklDri.
## TklDriPast
## BlkSh
## BlkShSv
## BlkPass
## Int
## Tkl.Int
## Clr
## Err
## Touches 67.6660776
## TouDefPen 61.6207957 70.4262880
## TouDef3rd 61.2634648 52.9316958 36.1259013
## TouMid3rd 69.6863876 26.7316878 79.6995697 65.1897688
## TouAtt3rd 74.3634750 59.5330052 85.0468700 86.7875793 63.8644442
## TouAttPen 73.5905437 72.2502130 80.2332712 84.2835058 73.4831004 44.1255190
## TouLive 67.6646748 0.1880226 70.4144809 52.9106528 26.7372285 59.5530518
## DriSucc 72.0125889 65.5508449 77.8754094 79.3620793 66.3365603 48.8752328
## DriAtt 72.6611220 67.4524975 79.6027441 81.8403759 68.8552366 44.2911314
## DriSucc. 70.2301164 64.0343467 76.0661054 72.0080160 61.0835704 65.8391626
## CarMis 72.7661984 70.8448707 78.9665840 81.7932387 71.0137641 50.3179979
## CarDis 72.2825561 70.2385843 77.9234250 81.1152042 69.1977175 53.0957710
## RecTarg 68.9632876 21.6732667 75.3952151 62.4137428 27.7981286 55.0420937
## Rec 73.9465951 70.8283105 81.7152039 86.2046339 71.8152942 38.3293464
## CrdY 69.4777935 68.2906239 71.0389312 70.4980575 67.4653060 67.8113250
## CrdR 69.2459385 68.3747106 64.4140002 66.2014035 69.9605328 69.9232156
## X2CrdY 69.1737816 68.7134204 68.6859398 67.9511922 68.7604073 70.0861025
## Fls 71.0897466 65.7264725 75.7663847 74.4858758 64.0776857 61.9311209
## Fld 72.2404510 69.1356797 78.1275855 79.1298045 66.3257115 58.6940415
## Off 71.5863263 76.2449348 74.9516642 78.9502887 74.6005221 62.4059721
## Crs 71.2814251 60.4014543 77.9514461 77.1120416 64.8778992 43.7357491
## TklW 70.3655599 58.6865606 74.2195851 67.9901747 58.8250972 64.5847068
## PKwon 70.3703190 71.8890783 72.1592442 73.7382393 71.2442181 65.5428434
## PKcon 69.0316497 67.4537706 67.8964005 65.4898618 68.6774170 70.6141567
## OG 68.2650031 67.1160087 68.2180499 65.7906854 67.5123259 71.2255617
## Recov 69.4339115 48.0278717 76.2153031 64.0101837 47.9982693 64.3635190
## AerWon 69.3988631 65.8883517 70.6794554 65.2572494 65.3774558 72.4773948
## AerLost 70.6401257 71.0444053 74.7725919 73.8081804 70.2538441 65.3026940
## AerWon. 65.8150403 64.7021045 57.9323392 55.2295474 67.1783529 78.1264429
## TouAttPen TouLive DriSucc DriAtt DriSucc. CarMis
## Born
## MP
## Starts
## Min
## X90s
## Goals
## Shots
## SoT
## SoT.
## G.Sh
## G.SoT
## ShoDist
## ShoFK
## ShoPK
## PKatt
## PasTotCmp
## PasTotAtt
## PasTotCmp.
## PasTotDist
## PasTotPrgDist
## PasShoCmp
## PasShoAtt
## PasShoCmp.
## PasMedCmp
## PasMedAtt
## PasMedCmp.
## PasLonCmp
## PasLonAtt
## PasLonCmp.
## Assists
## PasAss
## Pas3rd
## PPA
## CrsPA
## PasProg
## PasAtt
## PasLive
## PasDead
## PasFK
## TB
## Sw
## PasCrs
## CK
## CkIn
## CkOut
## CkStr
## TI
## PasCmp
## PasOff
## PasBlocks
## SCA
## ScaPassLive
## ScaPassDead
## ScaDrib
## ScaSh
## ScaFld
## ScaDef
## GCA
## GcaPassLive
## GcaPassDead
## GcaDrib
## GcaSh
## GcaFld
## GcaDef
## Tkl
## TklWon
## TklDef3rd
## TklMid3rd
## TklAtt3rd
## TklDri
## TklDriAtt
## TklDri.
## TklDriPast
## BlkSh
## BlkShSv
## BlkPass
## Int
## Tkl.Int
## Clr
## Err
## Touches
## TouDefPen
## TouDef3rd
## TouMid3rd
## TouAtt3rd
## TouAttPen
## TouLive 72.2700813
## DriSucc 59.9459429 65.5604141
## DriAtt 54.7473638 67.4578994 32.1877384
## DriSucc. 68.4207989 64.0458956 52.9006334 63.6001322
## CarMis 53.6084026 70.8540097 55.5480663 51.1243411 67.5668585
## CarDis 54.9328479 70.2446816 56.1249624 55.3527018 66.7149617 55.4872160
## RecTarg 66.8226665 21.6952155 62.7864148 64.6768701 62.8445734 69.3539139
## Rec 35.2600940 70.8478032 55.5883242 52.2924816 67.9365968 52.4166597
## CrdY 66.1144353 68.2883697 68.6885960 67.6740790 69.8858467 62.8544008
## CrdR 68.3234534 68.3739099 69.5921069 69.6193061 70.5216775 70.0024264
## X2CrdY 69.7310381 68.7131848 69.5047013 69.5955304 69.8183137 69.6334137
## Fls 61.8834749 65.7301628 64.6690425 62.0849947 68.5767821 55.6054063
## Fld 61.9093448 69.1426538 61.2625085 54.9437530 67.1157113 59.9228113
## Off 59.4264437 76.2606822 65.0361903 64.2726266 68.8849089 62.9084882
## Crs 63.6854406 60.4088936 57.1410550 56.4695312 67.5801602 64.3727968
## TklW 69.2283978 58.6785657 65.9888191 66.6142425 66.5289518 65.2354520
## PKwon 62.9460331 71.9066475 67.2045937 67.1052485 68.2108681 65.8054869
## PKcon 71.0686232 67.4499279 70.6258812 69.3399965 69.4216635 71.1203996
## OG 70.7841996 67.1147511 70.3567934 70.7613542 68.2705062 71.0306627
## Recov 71.4851832 48.0239959 64.3329467 65.3721515 63.1429177 69.4950989
## AerWon 65.2562954 65.9069140 72.7381218 73.5924609 68.6729600 67.5253780
## AerLost 61.9991789 71.0568768 68.7336428 66.9503106 69.8431800 60.6009052
## AerWon. 74.5916771 64.7015112 74.9394120 76.9315707 67.6507505 75.9843505
## CarDis RecTarg Rec CrdY CrdR X2CrdY
## Born
## MP
## Starts
## Min
## X90s
## Goals
## Shots
## SoT
## SoT.
## G.Sh
## G.SoT
## ShoDist
## ShoFK
## ShoPK
## PKatt
## PasTotCmp
## PasTotAtt
## PasTotCmp.
## PasTotDist
## PasTotPrgDist
## PasShoCmp
## PasShoAtt
## PasShoCmp.
## PasMedCmp
## PasMedAtt
## PasMedCmp.
## PasLonCmp
## PasLonAtt
## PasLonCmp.
## Assists
## PasAss
## Pas3rd
## PPA
## CrsPA
## PasProg
## PasAtt
## PasLive
## PasDead
## PasFK
## TB
## Sw
## PasCrs
## CK
## CkIn
## CkOut
## CkStr
## TI
## PasCmp
## PasOff
## PasBlocks
## SCA
## ScaPassLive
## ScaPassDead
## ScaDrib
## ScaSh
## ScaFld
## ScaDef
## GCA
## GcaPassLive
## GcaPassDead
## GcaDrib
## GcaSh
## GcaFld
## GcaDef
## Tkl
## TklWon
## TklDef3rd
## TklMid3rd
## TklAtt3rd
## TklDri
## TklDriAtt
## TklDri.
## TklDriPast
## BlkSh
## BlkShSv
## BlkPass
## Int
## Tkl.Int
## Clr
## Err
## Touches
## TouDefPen
## TouDef3rd
## TouMid3rd
## TouAtt3rd
## TouAttPen
## TouLive
## DriSucc
## DriAtt
## DriSucc.
## CarMis
## CarDis
## RecTarg 65.3536618
## Rec 47.6687534 64.4009216
## CrdY 63.0736008 68.9731092 65.8675249
## CrdR 66.6239806 68.5508931 70.2693407 64.9506356
## X2CrdY 69.5740112 68.9608190 69.7515007 55.9332467 56.3506077
## Fls 58.6535181 64.4123369 63.6405579 53.0768570 57.6350826 64.8840113
## Fld 60.2933921 66.1082518 59.5586807 66.8548244 69.9206256 69.6841402
## Off 63.0274241 73.1473259 59.5313217 68.3527466 69.6142417 69.3281883
## Crs 63.6538630 61.4980357 57.9650173 68.5906898 70.1231146 69.3350613
## TklW 63.1816244 63.9261247 69.7772169 67.6369688 64.5846604 69.6724159
## PKwon 67.3018948 70.0618981 63.7936131 69.7831465 69.2652089 68.9691222
## PKcon 70.5786443 69.0341508 71.4489416 67.9888608 69.1912754 69.0314080
## OG 70.7423039 68.1204549 71.3650689 69.3043957 69.2855494 69.1920889
## Recov 67.4104182 54.8620088 71.4938429 67.9672692 70.6910417 70.0146430
## AerWon 65.8253092 67.6738055 67.8784576 65.9035270 66.3963826 69.5011756
## AerLost 63.1345236 71.2916832 60.7220265 66.8336389 67.1366614 69.7858072
## AerWon. 74.4695809 68.0211418 76.6166214 69.9583447 69.5464776 69.9309044
## Fls Fld Off Crs TklW PKwon
## Born
## MP
## Starts
## Min
## X90s
## Goals
## Shots
## SoT
## SoT.
## G.Sh
## G.SoT
## ShoDist
## ShoFK
## ShoPK
## PKatt
## PasTotCmp
## PasTotAtt
## PasTotCmp.
## PasTotDist
## PasTotPrgDist
## PasShoCmp
## PasShoAtt
## PasShoCmp.
## PasMedCmp
## PasMedAtt
## PasMedCmp.
## PasLonCmp
## PasLonAtt
## PasLonCmp.
## Assists
## PasAss
## Pas3rd
## PPA
## CrsPA
## PasProg
## PasAtt
## PasLive
## PasDead
## PasFK
## TB
## Sw
## PasCrs
## CK
## CkIn
## CkOut
## CkStr
## TI
## PasCmp
## PasOff
## PasBlocks
## SCA
## ScaPassLive
## ScaPassDead
## ScaDrib
## ScaSh
## ScaFld
## ScaDef
## GCA
## GcaPassLive
## GcaPassDead
## GcaDrib
## GcaSh
## GcaFld
## GcaDef
## Tkl
## TklWon
## TklDef3rd
## TklMid3rd
## TklAtt3rd
## TklDri
## TklDriAtt
## TklDri.
## TklDriPast
## BlkSh
## BlkShSv
## BlkPass
## Int
## Tkl.Int
## Clr
## Err
## Touches
## TouDefPen
## TouDef3rd
## TouMid3rd
## TouAtt3rd
## TouAttPen
## TouLive
## DriSucc
## DriAtt
## DriSucc.
## CarMis
## CarDis
## RecTarg
## Rec
## CrdY
## CrdR
## X2CrdY
## Fls
## Fld 64.9110385
## Off 66.4397712 65.6560708
## Crs 68.3076023 64.8122845 68.7462558
## TklW 63.5170363 66.5829685 72.1888419 64.6769604
## PKwon 69.2442447 65.4432484 66.2361008 67.7961157 70.5186093
## PKcon 67.3743650 68.7315876 70.8355485 69.2292896 68.6134538 68.6939230
## OG 70.2159235 69.5658987 70.2915758 69.9883427 68.9664918 69.7887411
## Recov 64.8154415 65.6316671 73.4693521 63.9947332 57.8241562 71.3083303
## AerWon 62.9824742 68.0958856 66.8622106 75.0951966 67.2427121 69.1365853
## AerLost 62.7617581 66.9576547 63.5575281 71.0851073 67.6233874 67.7401051
## AerWon. 71.9012920 73.8054903 72.2806421 75.0875028 69.9288917 70.0990769
## PKcon OG Recov AerWon AerLost
## Born
## MP
## Starts
## Min
## X90s
## Goals
## Shots
## SoT
## SoT.
## G.Sh
## G.SoT
## ShoDist
## ShoFK
## ShoPK
## PKatt
## PasTotCmp
## PasTotAtt
## PasTotCmp.
## PasTotDist
## PasTotPrgDist
## PasShoCmp
## PasShoAtt
## PasShoCmp.
## PasMedCmp
## PasMedAtt
## PasMedCmp.
## PasLonCmp
## PasLonAtt
## PasLonCmp.
## Assists
## PasAss
## Pas3rd
## PPA
## CrsPA
## PasProg
## PasAtt
## PasLive
## PasDead
## PasFK
## TB
## Sw
## PasCrs
## CK
## CkIn
## CkOut
## CkStr
## TI
## PasCmp
## PasOff
## PasBlocks
## SCA
## ScaPassLive
## ScaPassDead
## ScaDrib
## ScaSh
## ScaFld
## ScaDef
## GCA
## GcaPassLive
## GcaPassDead
## GcaDrib
## GcaSh
## GcaFld
## GcaDef
## Tkl
## TklWon
## TklDef3rd
## TklMid3rd
## TklAtt3rd
## TklDri
## TklDriAtt
## TklDri.
## TklDriPast
## BlkSh
## BlkShSv
## BlkPass
## Int
## Tkl.Int
## Clr
## Err
## Touches
## TouDefPen
## TouDef3rd
## TouMid3rd
## TouAtt3rd
## TouAttPen
## TouLive
## DriSucc
## DriAtt
## DriSucc.
## CarMis
## CarDis
## RecTarg
## Rec
## CrdY
## CrdR
## X2CrdY
## Fls
## Fld
## Off
## Crs
## TklW
## PKwon
## PKcon
## OG 68.7014101
## Recov 67.9227224 67.7818811
## AerWon 69.0814102 68.1048384 67.3189643
## AerLost 69.7862787 68.9046417 70.4356853 51.1547129
## AerWon. 67.9172295 68.1212469 68.4974673 53.3539385 75.0311853fit.data<-mds(dist.football_data_n, ndim=20, type="ratio")
fit.data ##
## Call:
## mds(delta = dist.football_data_n, ndim = 20, type = "ratio")
##
## Model: Symmetric SMACOF
## Number of objects: 110
## Stress-1 value: 0.052
## Number of iterations: 120summary(fit.data)##
## Configurations:
## D1 D2 D3 D4 D5 D6 D7 D8
## Age 0.0716 -0.3783 0.1330 0.0301 -0.0083 0.0892 -0.0748 0.1495
## Born -0.0483 -0.1919 -0.0307 -0.0869 -0.0828 -0.1336 -0.1808 0.0319
## MP -0.0531 -0.3201 0.1703 -0.1356 0.5324 0.0124 -0.1081 -0.0170
## Starts 0.0916 -0.4443 0.1672 -0.0574 0.4501 0.0041 -0.0850 -0.0285
## Min 0.0976 -0.4454 0.1739 -0.0591 0.4591 -0.0009 -0.0732 -0.0248
## X90s 0.0976 -0.4459 0.1738 -0.0589 0.4592 -0.0010 -0.0741 -0.0248
## Goals -0.2899 -0.1487 0.0222 -0.1583 -0.0343 0.1776 0.4547 0.1132
## Shots -0.4775 0.0460 0.1154 -0.2567 -0.1455 0.0662 0.1751 -0.0767
## SoT -0.3966 -0.0554 0.0293 -0.1977 -0.0880 0.1817 0.3687 -0.0611
## SoT. -0.2913 -0.0743 0.0461 -0.2828 0.2563 0.2806 0.1880 0.0179
## G.Sh -0.1933 -0.2022 0.0356 -0.2293 0.1057 0.2428 0.2972 0.1164
## G.SoT -0.1968 -0.2098 0.0819 -0.2456 0.2185 0.2917 0.1841 0.1505
## ShoDist -0.1749 0.1208 0.0826 -0.1219 0.3788 0.1014 -0.1330 -0.0216
## ShoFK -0.1511 -0.0789 0.1040 0.1298 -0.1023 0.2670 -0.1921 -0.0108
## ShoPK -0.1984 -0.1669 0.0227 -0.0445 -0.1130 0.1171 0.0249 0.1081
## PKatt -0.2186 -0.1712 0.0558 -0.0964 -0.0624 0.1218 0.0580 0.0892
## PasTotCmp 0.5247 0.2213 0.1399 -0.1242 -0.0515 0.0117 0.0392 0.0203
## PasTotAtt 0.5046 0.2454 0.1424 -0.0347 -0.0493 0.0182 0.0497 0.0654
## PasTotCmp. 0.3186 -0.0003 0.0301 -0.2837 0.0512 0.0230 -0.0622 -0.2327
## PasTotDist 0.5989 0.0406 0.1499 -0.0462 -0.0872 -0.0106 0.0564 -0.0349
## PasTotPrgDist 0.5522 -0.2674 0.1284 0.1280 -0.1562 -0.1318 -0.0038 0.0006
## PasShoCmp 0.2746 0.4142 0.1461 -0.1694 0.0131 0.0276 -0.0359 0.0770
## PasShoAtt 0.2285 0.4468 0.1283 -0.1751 0.0162 0.0502 -0.0466 0.1160
## PasShoCmp. 0.2746 -0.1262 0.1457 -0.0073 0.1368 -0.0314 -0.0134 -0.1942
## PasMedCmp 0.5923 0.0204 0.0213 -0.1493 -0.0958 0.0389 0.0610 0.0716
## PasMedAtt 0.5704 0.0744 0.0140 -0.0945 -0.0783 0.0561 0.0614 0.1114
## PasMedCmp. 0.3580 -0.2240 0.0803 -0.1359 0.1236 -0.1894 0.0126 -0.1006
## PasLonCmp 0.4383 -0.2117 0.2284 0.1317 -0.1357 -0.0955 0.0856 -0.2036
## PasLonAtt 0.3824 -0.3019 0.2096 0.3173 -0.1432 -0.0793 0.0700 -0.1016
## PasLonCmp. 0.1863 -0.1545 0.0976 -0.3366 0.1594 -0.0988 0.0248 -0.2779
## Assists -0.2131 -0.0119 0.1312 -0.0148 -0.0838 -0.3217 -0.0502 0.2589
## PasAss -0.2760 0.2056 0.3010 0.1554 0.0513 -0.0661 0.0196 -0.0005
## Pas3rd 0.2827 0.2403 0.1914 -0.1128 0.0419 0.0685 -0.0883 -0.1384
## PPA -0.1718 0.2140 0.1462 0.0510 0.0542 -0.1094 -0.2125 0.2368
## CrsPA -0.0823 0.0481 0.0229 0.1952 0.0550 -0.0427 -0.1391 0.2138
## PasProg 0.1584 0.3255 0.1312 -0.1055 0.1147 -0.0897 -0.1685 0.0918
## PasAtt 0.5046 0.2454 0.1424 -0.0347 -0.0493 0.0182 0.0497 0.0654
## PasLive 0.4840 0.2637 0.1296 -0.1645 -0.0650 0.0437 0.0203 0.0445
## PasDead 0.1657 -0.1484 0.0644 0.5212 -0.0198 -0.0841 0.1180 0.1484
## PasFK 0.3289 -0.2635 0.1459 0.3613 -0.0684 0.0187 0.1751 -0.2239
## TB -0.1433 0.0441 0.1134 -0.0838 0.0661 -0.1225 -0.0718 0.0235
## Sw 0.1530 0.0023 0.0791 0.0291 -0.1025 0.0863 0.0872 -0.2638
## PasCrs -0.1940 0.2371 0.2252 0.4498 0.0708 0.1403 -0.0001 0.0605
## CK -0.1734 0.1006 0.3196 0.4370 0.0613 0.1933 0.0400 -0.0326
## CkIn -0.1704 0.0380 0.2832 0.3852 0.0672 0.2092 -0.0021 0.0262
## CkOut -0.1316 0.0643 0.2534 0.4137 0.0348 0.1655 0.0734 -0.0653
## CkStr -0.0823 -0.1337 0.0773 0.2216 0.0798 0.1523 -0.0915 0.0221
## TI 0.0786 0.0448 -0.1679 0.2876 0.0325 -0.0533 0.0105 0.3286
## PasCmp 0.5247 0.2213 0.1399 -0.1242 -0.0515 0.0117 0.0392 0.0203
## PasOff -0.0225 0.0194 -0.0107 -0.0065 -0.1777 -0.1474 0.0936 0.0678
## PasBlocks -0.2215 0.1996 -0.0825 0.0807 -0.0002 -0.0181 0.0044 0.2072
## SCA -0.3235 0.2944 0.2314 0.0398 0.0397 -0.2589 0.0478 0.0271
## ScaPassLive -0.2600 0.3118 0.2010 -0.0552 0.0904 -0.2066 -0.0176 0.0173
## ScaPassDead -0.1102 0.0590 0.3177 0.4082 -0.0320 0.1297 0.0795 -0.1002
## ScaDrib -0.2440 -0.0194 0.0522 -0.0546 -0.0656 -0.3006 -0.0611 -0.1570
## ScaSh -0.2588 -0.1046 0.0098 -0.1273 -0.1658 -0.1745 0.1159 0.0937
## ScaFld -0.2877 -0.0496 0.0143 -0.1161 -0.0463 -0.1258 -0.1420 -0.0840
## ScaDef -0.0581 -0.0867 -0.2967 0.1226 0.0048 -0.1160 0.1253 0.1040
## GCA -0.2878 -0.0130 0.1530 -0.0981 -0.0506 -0.4220 0.0137 0.2371
## GcaPassLive -0.2301 0.0327 0.1362 -0.1293 0.0745 -0.3509 -0.0197 0.2478
## GcaPassDead -0.1263 -0.0841 0.2051 0.2718 0.0147 0.0547 0.0000 0.1753
## GcaDrib -0.2063 -0.1540 0.0420 -0.1000 -0.0981 -0.0945 -0.0118 0.0047
## GcaSh -0.1526 -0.1298 -0.0191 -0.0453 -0.1654 -0.3514 -0.0089 0.0845
## GcaFld -0.2169 -0.1254 0.0030 -0.0697 -0.0263 -0.1292 -0.0260 0.1387
## GcaDef -0.0801 -0.1761 -0.0744 -0.0329 -0.0096 -0.0889 -0.0173 0.0582
## Tkl 0.0126 0.2343 -0.5161 0.1361 0.1719 -0.0457 0.0997 -0.0233
## TklWon 0.0101 0.1742 -0.4940 0.1392 0.1942 -0.0683 0.2368 -0.1099
## TklDef3rd 0.0788 0.0973 -0.5367 0.2001 0.0515 -0.0794 0.1345 0.1117
## TklMid3rd -0.0303 0.1623 -0.3502 0.0378 0.1855 -0.0873 -0.0102 -0.2126
## TklAtt3rd -0.1899 0.0920 -0.1346 0.0110 0.0929 0.0814 0.1174 -0.0805
## TklDri 0.0661 0.1361 -0.4995 0.1635 0.1902 -0.1200 0.0681 -0.0103
## TklDriAtt 0.0274 0.2178 -0.4195 0.1652 0.1728 -0.0345 -0.1187 -0.1097
## TklDri. 0.1125 -0.0723 -0.2850 -0.0312 0.3895 -0.0145 0.0730 0.1572
## TklDriPast -0.0626 0.1265 -0.1420 0.0863 0.0308 0.0570 -0.2849 -0.1612
## BlkSh -0.0048 0.0238 -0.2620 -0.0157 -0.0573 0.1900 -0.5443 0.0855
## BlkShSv 0.1768 -0.2251 -0.2455 -0.0458 -0.0990 0.1478 -0.3447 0.1156
## BlkPass -0.1223 0.0835 -0.1947 0.0022 -0.0461 0.1652 -0.5290 0.0328
## Int 0.2281 -0.0038 -0.3018 0.0241 0.0297 0.0074 0.1021 0.1533
## Tkl.Int 0.1305 0.2092 -0.5159 0.1096 0.1574 -0.0358 0.1271 0.0428
## Clr 0.2431 -0.2495 -0.3310 -0.0117 -0.1842 0.2355 -0.1170 0.1541
## Err 0.0718 -0.3089 -0.0773 0.0673 -0.2343 -0.0861 -0.0451 -0.1738
## Touches 0.4369 0.3249 0.0471 -0.0554 -0.0720 0.0478 0.0275 0.0225
## TouDefPen 0.2382 -0.6003 -0.0362 0.1881 -0.2439 -0.1622 0.0374 -0.1278
## TouDef3rd 0.5405 -0.3817 -0.1621 0.0792 -0.1992 -0.0268 -0.0070 0.0018
## TouMid3rd 0.3556 0.3541 -0.0014 -0.2034 0.0260 0.1139 0.0261 0.0345
## TouAtt3rd -0.3992 0.4286 0.1971 0.0228 -0.0241 0.0227 0.0092 0.0145
## TouAttPen -0.5159 0.0617 0.0852 -0.2212 -0.1285 0.0101 0.1824 0.0152
## TouLive 0.4373 0.3249 0.0468 -0.0551 -0.0717 0.0470 0.0271 0.0221
## DriSucc -0.2906 0.1833 0.0701 -0.0107 -0.0328 -0.1584 -0.0454 -0.3924
## DriAtt -0.3956 0.2014 0.0492 0.0399 -0.0770 -0.1217 -0.1500 -0.3287
## DriSucc. -0.0438 -0.0482 0.0105 -0.2319 0.2482 0.0469 -0.1968 -0.2590
## CarMis -0.4403 0.0793 -0.1252 -0.0218 -0.1253 0.0872 -0.0208 -0.2234
## CarDis -0.3886 0.1071 -0.0926 -0.0538 -0.0863 -0.1990 0.0995 -0.2359
## RecTarg 0.3142 0.3497 0.1959 -0.2347 -0.1102 0.0248 0.0684 -0.0205
## Rec -0.5321 0.1650 0.1245 -0.1124 -0.1206 -0.0190 -0.0189 0.0045
## CrdY -0.1155 -0.0955 -0.1240 0.0169 -0.2504 0.0659 -0.0176 -0.2118
## CrdR -0.0674 -0.1786 -0.1670 0.0273 -0.2214 0.0441 0.1355 -0.1409
## X2CrdY -0.0559 -0.1756 -0.0284 0.0344 -0.1559 0.0421 -0.0072 -0.0647
## Fls -0.1929 0.0984 -0.2110 -0.1259 -0.3120 0.2432 -0.0536 -0.3116
## Fld -0.2883 0.0586 -0.0515 -0.0849 -0.0025 0.0098 -0.1527 -0.1975
## Off -0.3725 -0.1832 -0.0062 -0.1235 -0.1290 0.1685 0.0544 -0.0230
## Crs -0.1940 0.2371 0.2252 0.4498 0.0708 0.1403 -0.0001 0.0605
## TklW 0.0101 0.1742 -0.4940 0.1392 0.1942 -0.0683 0.2368 -0.1099
## PKwon -0.2288 -0.1744 0.0233 -0.1078 -0.1056 -0.0396 0.0048 0.1272
## PKcon -0.0114 -0.1476 -0.0990 0.1264 -0.2136 -0.0315 -0.1540 -0.0160
## OG 0.0040 -0.1932 -0.0987 -0.0496 -0.0741 0.1145 0.0290 0.1936
## Recov 0.1700 0.2686 -0.1496 -0.1020 0.0875 0.0624 -0.0264 -0.0603
## AerWon -0.0550 -0.1776 -0.2503 -0.2221 -0.2520 0.1099 0.0412 0.2122
## AerLost -0.2830 -0.0813 -0.2661 -0.1260 -0.2939 0.2805 -0.1938 0.2412
## AerWon. 0.1866 -0.3998 -0.0623 -0.1246 0.0277 -0.1926 -0.0131 0.0352
## D9 D10 D11 D12 D13 D14 D15 D16
## Age 0.0692 0.1624 0.0843 0.3115 -0.1409 0.2394 0.1191 -0.0991
## Born -0.0416 0.0219 -0.1763 -0.0884 -0.1310 0.3566 0.4714 -0.1416
## MP -0.0654 0.1152 -0.0693 0.0916 0.0641 0.0351 -0.1081 -0.0552
## Starts -0.0395 0.1035 -0.1384 0.0849 0.0451 0.0192 -0.0690 0.0622
## Min -0.0630 0.1059 -0.1267 0.0660 0.0167 0.0140 -0.1010 0.0151
## X90s -0.0621 0.1053 -0.1261 0.0660 0.0171 0.0126 -0.1019 0.0161
## Goals 0.0329 -0.1084 0.0921 -0.0984 -0.3168 -0.0029 0.0739 0.1034
## Shots 0.1385 0.0693 -0.2187 -0.0874 -0.0941 -0.0014 -0.1359 -0.1049
## SoT -0.0497 -0.1808 -0.1673 -0.0597 -0.0732 0.0719 -0.0714 -0.1091
## SoT. -0.0932 -0.2262 -0.1417 -0.1741 0.0720 0.0949 0.0793 -0.0603
## G.Sh -0.0833 -0.2773 -0.0397 -0.2260 -0.0664 0.0351 0.1618 0.1290
## G.SoT -0.0222 -0.1210 -0.0514 -0.1565 -0.0325 0.0348 0.1180 0.1089
## ShoDist 0.1649 0.2697 -0.0736 -0.0725 0.0763 0.0661 -0.0271 0.0372
## ShoFK 0.1576 -0.0166 -0.0465 0.0076 -0.1880 0.2248 -0.1649 -0.1029
## ShoPK 0.0947 0.2872 0.3818 0.2354 -0.2437 -0.0664 0.1400 0.1816
## PKatt 0.0661 0.2678 0.3783 0.2706 -0.2672 -0.0470 0.1467 0.1833
## PasTotCmp -0.0440 -0.0150 0.0258 -0.0033 0.0317 -0.0073 -0.0243 0.0403
## PasTotAtt -0.0634 0.0422 -0.0144 0.0105 -0.0005 0.0230 -0.0278 -0.0048
## PasTotCmp. -0.0770 -0.2812 0.1029 0.0247 0.1302 -0.2376 0.0314 0.0320
## PasTotDist 0.0074 -0.0128 -0.0005 -0.0089 -0.0159 0.0246 -0.0282 0.0095
## PasTotPrgDist -0.0865 -0.0318 -0.0206 0.0345 -0.0846 0.0537 -0.0835 -0.0003
## PasShoCmp -0.1463 -0.0213 0.0930 0.0060 0.0727 -0.0661 -0.0402 0.1194
## PasShoAtt -0.1337 0.0162 0.0700 0.0346 0.0652 -0.0508 -0.0395 0.0779
## PasShoCmp. -0.3176 -0.2190 0.1550 -0.0211 -0.0187 -0.2749 -0.0030 -0.0354
## PasMedCmp 0.0367 0.0244 -0.0248 -0.0355 0.0844 0.0181 -0.0447 -0.0124
## PasMedAtt 0.0246 0.0949 -0.0503 -0.0253 0.0954 0.0028 -0.0403 -0.0390
## PasMedCmp. -0.0921 -0.2931 0.0626 -0.0317 -0.1075 -0.0077 -0.0477 -0.0537
## PasLonCmp 0.0731 -0.0532 -0.0061 -0.0010 -0.1793 0.1014 -0.0136 0.0066
## PasLonAtt -0.0251 -0.0268 -0.0274 -0.0194 -0.2063 0.1004 -0.0563 -0.0179
## PasLonCmp. 0.1237 -0.1159 0.1620 0.0293 -0.0523 0.0423 0.1293 -0.0152
## Assists 0.0926 -0.1912 -0.0367 0.2710 0.2622 -0.1736 0.1824 0.0598
## PasAss 0.0428 -0.1123 -0.0015 0.2177 0.0230 -0.0620 0.2162 -0.2357
## Pas3rd 0.2395 0.0972 0.1399 0.0848 0.0538 0.1405 -0.0604 0.0169
## PPA -0.1520 -0.1894 -0.0624 0.1591 -0.2090 0.1052 -0.0648 0.1369
## CrsPA -0.3269 -0.0539 -0.0157 0.0369 -0.0733 0.0348 -0.0124 0.2392
## PasProg 0.2060 -0.0046 -0.0781 0.0938 -0.1016 0.1316 -0.0020 0.0993
## PasAtt -0.0634 0.0422 -0.0144 0.0105 -0.0005 0.0230 -0.0278 -0.0048
## PasLive 0.0001 0.0020 -0.0070 0.0209 -0.0151 0.0267 -0.0273 -0.0050
## PasDead -0.3039 0.1459 -0.0175 -0.0213 0.0296 -0.0064 -0.0352 0.0098
## PasFK 0.1360 -0.0692 0.0719 0.0418 0.0824 -0.0069 0.1989 -0.0223
## TB 0.1134 -0.2369 0.1376 0.1996 -0.0535 0.3457 -0.0388 -0.1020
## Sw 0.2571 0.1737 -0.0554 -0.1142 -0.1195 0.1364 0.1188 -0.0277
## PasCrs -0.1288 0.0463 -0.0098 -0.0718 -0.0236 0.0054 -0.0032 0.0278
## CK 0.1944 -0.0523 0.0815 -0.0373 0.0753 -0.0817 -0.1149 -0.0297
## CkIn 0.2425 -0.0655 0.0550 -0.1214 0.0049 0.1045 0.0174 -0.0503
## CkOut 0.1660 0.0056 0.0910 0.0383 0.1358 -0.2674 -0.1976 -0.0134
## CkStr 0.2248 -0.1795 -0.3006 0.0276 0.1905 0.0592 -0.0989 0.0299
## TI -0.4025 0.2678 -0.0525 -0.0834 0.1067 -0.0463 -0.0075 0.0571
## PasCmp -0.0440 -0.0150 0.0258 -0.0033 0.0317 -0.0073 -0.0243 0.0403
## PasOff -0.0692 0.2866 -0.1313 0.0275 -0.0755 0.1257 -0.1392 -0.0157
## PasBlocks -0.2286 0.1784 -0.1801 -0.0790 0.0561 0.3421 0.0287 -0.0041
## SCA 0.1086 0.0100 -0.0440 -0.0248 -0.1134 -0.0714 0.0803 -0.1972
## ScaPassLive 0.0086 -0.1247 -0.0375 0.2056 -0.1186 -0.0637 0.1884 -0.1975
## ScaPassDead 0.1443 0.0420 -0.0238 -0.0597 0.0153 -0.1181 0.1784 -0.1984
## ScaDrib -0.0902 0.0592 -0.1687 -0.1839 -0.2339 -0.2182 -0.0112 -0.0434
## ScaSh 0.2520 0.2448 -0.1099 -0.2462 -0.1235 0.0268 -0.3150 0.1183
## ScaFld -0.0589 0.0420 0.2283 -0.3619 0.0125 0.1103 -0.2185 -0.2172
## ScaDef -0.0915 0.1379 0.0239 -0.0432 0.0720 -0.0020 0.1809 -0.2065
## GCA 0.2594 -0.0728 -0.0261 -0.1079 0.1129 -0.0670 -0.0400 0.1781
## GcaPassLive 0.1191 -0.2669 -0.0238 0.1251 0.1486 -0.1248 0.1798 0.1355
## GcaPassDead 0.2844 -0.0083 0.0177 -0.0799 0.1642 -0.2228 0.1555 0.1021
## GcaDrib -0.0900 -0.0471 0.1895 -0.1298 0.1012 -0.1938 0.0920 0.1463
## GcaSh 0.2734 0.1240 -0.2148 -0.2562 -0.0706 -0.0108 -0.2133 0.3214
## GcaFld 0.0590 -0.1011 0.4841 -0.1253 0.2291 0.1899 -0.0635 -0.1637
## GcaDef 0.0472 -0.0973 0.0914 -0.2375 0.2984 0.2012 -0.1921 -0.1648
## Tkl 0.0439 -0.1236 0.0307 0.1086 -0.1339 -0.0282 -0.0819 -0.0678
## TklWon 0.0543 -0.0377 0.0363 0.1024 0.0355 -0.0396 -0.1524 0.0481
## TklDef3rd -0.0560 -0.1768 0.0049 0.0279 -0.1253 0.0180 0.1408 -0.0729
## TklMid3rd 0.1676 -0.0667 -0.0160 0.2528 -0.1714 0.0696 -0.1032 -0.1333
## TklAtt3rd -0.0010 -0.1006 0.1639 0.0234 0.0747 -0.1989 -0.5089 0.2142
## TklDri -0.0018 0.0418 0.0947 0.0065 -0.0091 0.1799 0.0942 0.0657
## TklDriAtt 0.0602 -0.0075 0.1252 -0.0361 -0.0713 0.1717 0.0924 0.2040
## TklDri. -0.0339 0.0485 0.0892 -0.0389 0.1820 -0.0320 0.0384 -0.0463
## TklDriPast 0.1042 -0.0271 0.1307 -0.0943 -0.1172 0.1232 0.1021 0.3103
## BlkSh 0.0384 -0.1929 -0.0632 -0.0771 -0.1377 -0.0722 -0.1112 -0.0143
## BlkShSv 0.2342 -0.0971 -0.0105 -0.0990 0.0161 -0.3433 0.0397 -0.1107
## BlkPass -0.0532 -0.2030 -0.0659 -0.0535 -0.1896 0.0597 -0.1738 0.0543
## Int 0.1207 0.2071 -0.0316 -0.2672 0.0049 -0.1538 0.1953 -0.0684
## Tkl.Int 0.0901 0.0109 -0.0078 -0.0186 -0.0963 -0.0837 0.0168 -0.0893
## Clr 0.0955 -0.1343 -0.0870 -0.0325 0.1207 -0.2055 0.0085 -0.2023
## Err -0.0315 -0.0727 0.1640 0.0198 -0.1461 -0.0068 -0.0214 0.3146
## Touches -0.0544 0.0235 -0.0533 0.0007 -0.0148 -0.0293 -0.0507 -0.0586
## TouDefPen -0.1358 -0.1591 -0.0201 0.0714 -0.1096 0.0047 -0.1106 -0.0524
## TouDef3rd -0.0605 -0.0806 -0.0502 -0.0554 -0.0374 -0.0566 -0.0553 -0.0521
## TouMid3rd 0.1017 0.1489 0.0308 -0.0105 0.1132 0.0745 0.0343 0.0301
## TouAtt3rd -0.1882 -0.0161 -0.0192 0.0245 -0.0439 -0.0545 -0.0841 0.0380
## TouAttPen -0.1092 -0.0953 -0.0536 0.1864 -0.0262 -0.0947 -0.1370 -0.2620
## TouLive -0.0545 0.0224 -0.0547 -0.0004 -0.0134 -0.0287 -0.0511 -0.0589
## DriSucc -0.1576 0.1751 0.0032 -0.1880 -0.1378 -0.1605 0.1450 0.0279
## DriAtt -0.2163 -0.0376 -0.0268 -0.2027 -0.0537 -0.0974 0.1458 0.0261
## DriSucc. -0.0161 0.3144 0.0011 -0.0973 -0.0088 -0.2469 0.1979 0.0640
## CarMis -0.1506 0.0522 -0.0240 0.0259 0.1472 -0.1595 -0.0717 -0.0334
## CarDis -0.0276 0.1245 -0.1985 0.2001 0.0512 0.0422 -0.0379 0.0333
## RecTarg -0.0447 0.0291 -0.0270 0.0324 0.0255 0.0484 -0.0623 -0.0153
## Rec -0.2136 -0.0097 -0.0584 0.2062 -0.1075 0.1091 -0.1204 -0.1459
## CrdY -0.1164 0.1219 -0.1833 0.1779 0.5050 -0.0193 0.1039 0.1373
## CrdR 0.0531 -0.1737 -0.1770 0.2193 0.1727 0.2559 -0.0452 0.1498
## X2CrdY -0.0324 -0.0279 -0.0661 0.0792 0.3125 0.2711 0.1434 0.3733
## Fls 0.0911 0.0412 -0.1683 0.1978 0.2520 0.0859 0.0617 0.0773
## Fld -0.0829 0.1328 0.2359 -0.0804 0.2410 0.2096 0.1443 -0.1200
## Off -0.1921 0.1219 0.2145 0.1564 0.0410 -0.3161 -0.1368 0.1670
## Crs -0.1288 0.0463 -0.0098 -0.0718 -0.0236 0.0054 -0.0032 0.0278
## TklW 0.0543 -0.0377 0.0363 0.1024 0.0355 -0.0396 -0.1524 0.0481
## PKwon -0.0723 0.0224 0.4982 -0.1304 0.1371 0.1545 -0.1121 -0.1807
## PKcon -0.2022 0.0087 -0.0131 -0.1551 0.1324 -0.0111 0.0757 -0.2605
## OG -0.1718 -0.0740 -0.1728 -0.1711 -0.0718 -0.0588 0.2526 0.2509
## Recov 0.2295 0.0037 -0.0857 -0.2573 -0.0506 -0.1229 0.2918 -0.0581
## AerWon 0.1650 0.3150 -0.0774 0.2008 0.0312 -0.1284 0.0274 -0.2391
## AerLost -0.0125 0.0115 -0.0657 0.1858 -0.1260 -0.0619 -0.0536 -0.0951
## AerWon. 0.0094 0.2251 -0.0866 0.1926 -0.0351 -0.2066 -0.0676 -0.3150
## D17 D18 D19 D20
## Age -0.0328 0.1559 0.0541 -0.3139
## Born 0.1316 -0.0692 -0.1307 0.0278
## MP -0.0510 -0.0773 -0.0299 0.0071
## Starts -0.0720 -0.0350 -0.0149 0.1514
## Min -0.0577 -0.0456 -0.0324 0.1151
## X90s -0.0564 -0.0454 -0.0316 0.1140
## Goals -0.0478 -0.0132 -0.0219 0.0848
## Shots 0.1143 0.1253 -0.0240 -0.0485
## SoT 0.0981 0.1233 -0.1677 0.0686
## SoT. 0.0729 0.1364 -0.0963 -0.0053
## G.Sh -0.1061 -0.1674 0.0969 0.0559
## G.SoT -0.1641 -0.2432 0.1775 0.0778
## ShoDist 0.1768 0.1671 0.0009 -0.1792
## ShoFK 0.0347 0.4131 -0.0899 0.1508
## ShoPK 0.1093 0.0270 -0.0286 0.1547
## PKatt 0.0939 0.0714 -0.0001 0.0361
## PasTotCmp 0.0192 -0.0058 -0.0207 -0.0237
## PasTotAtt -0.0011 -0.0113 -0.0412 0.0233
## PasTotCmp. 0.0602 0.1291 -0.0218 -0.1755
## PasTotDist 0.0083 -0.0484 0.0145 0.0075
## PasTotPrgDist -0.1020 -0.0245 0.0070 0.0729
## PasShoCmp -0.0124 0.0637 -0.0729 -0.0666
## PasShoAtt -0.0040 0.0688 -0.0825 -0.0335
## PasShoCmp. -0.1045 0.0725 -0.1583 -0.1461
## PasMedCmp 0.1252 0.0138 -0.0148 0.0105
## PasMedAtt 0.1210 -0.0238 -0.0019 0.0195
## PasMedCmp. 0.2217 0.2303 -0.0794 -0.0740
## PasLonCmp -0.0948 -0.1412 0.1278 0.0210
## PasLonAtt -0.0672 -0.1238 0.0424 0.0915
## PasLonCmp. -0.0397 -0.0330 0.2283 -0.2407
## Assists -0.0862 -0.0175 -0.0966 0.0181
## PasAss -0.0475 -0.1372 0.1202 -0.0870
## Pas3rd -0.1771 0.1399 0.0923 0.0902
## PPA 0.0437 -0.1356 0.1950 -0.0988
## CrsPA 0.2163 -0.3101 0.1909 -0.1761
## PasProg -0.0086 -0.0422 0.2699 0.0280
## PasAtt -0.0011 -0.0113 -0.0412 0.0233
## PasLive 0.0294 -0.0453 -0.0427 0.0181
## PasDead -0.0598 0.0643 -0.0764 0.0751
## PasFK 0.0186 0.0686 0.0216 0.0748
## TB -0.1982 0.3266 -0.0632 0.1208
## Sw 0.0166 -0.3328 0.2800 -0.0555
## PasCrs 0.1465 -0.1378 0.0059 0.0101
## CK 0.0229 0.1132 -0.0128 -0.0075
## CkIn 0.1363 0.1426 -0.1957 -0.0027
## CkOut -0.0257 0.0155 0.1502 0.0374
## CkStr -0.2855 -0.0370 -0.0669 -0.3186
## TI -0.0254 0.0116 -0.0627 0.0728
## PasCmp 0.0192 -0.0058 -0.0207 -0.0237
## PasOff -0.4268 0.2262 0.2090 -0.1646
## PasBlocks -0.0331 0.2609 -0.1344 0.1466
## SCA 0.0441 0.0754 0.1001 -0.0638
## ScaPassLive 0.0618 0.1057 0.1036 -0.0114
## ScaPassDead -0.0026 -0.1537 0.0479 -0.1009
## ScaDrib 0.1821 0.2280 0.2449 0.1500
## ScaSh 0.1485 -0.0008 -0.0936 -0.1490
## ScaFld 0.0182 -0.1766 -0.2276 -0.1620
## ScaDef -0.3183 0.3042 0.2704 -0.0427
## GCA -0.0063 -0.0487 -0.0431 0.0568
## GcaPassLive -0.1392 -0.0381 -0.0660 0.0965
## GcaPassDead 0.0707 0.0169 -0.3593 0.0184
## GcaDrib 0.0662 0.2637 0.1467 0.4724
## GcaSh 0.0435 -0.0418 -0.0163 -0.0266
## GcaFld 0.0340 -0.1804 -0.0308 0.1631
## GcaDef -0.1177 -0.1428 0.4090 -0.1675
## Tkl 0.0313 -0.0350 0.0199 -0.0822
## TklWon 0.0109 -0.0016 0.0227 0.1166
## TklDef3rd -0.0416 -0.1125 -0.0701 0.0607
## TklMid3rd 0.2339 -0.0374 0.0367 -0.1649
## TklAtt3rd -0.1199 0.1048 0.1374 -0.0168
## TklDri 0.1667 0.1004 -0.1188 -0.0384
## TklDriAtt -0.1303 -0.0344 -0.1486 -0.0433
## TklDri. 0.3788 -0.0043 0.0183 -0.1077
## TklDriPast -0.3708 -0.1269 -0.1578 -0.0337
## BlkSh 0.0166 0.0421 0.0722 0.1364
## BlkShSv 0.0456 0.1431 0.1254 -0.0127
## BlkPass -0.0099 0.0028 0.0560 0.1777
## Int -0.2712 0.0991 0.1351 0.0719
## Tkl.Int -0.0875 0.0286 0.0972 -0.0297
## Clr 0.1615 -0.1352 -0.0992 0.1198
## Err -0.0277 0.0914 -0.3227 -0.3212
## Touches -0.0353 -0.0222 -0.0539 0.0627
## TouDefPen -0.0692 -0.0087 -0.0490 0.1083
## TouDef3rd 0.0015 -0.0257 -0.0699 0.1008
## TouMid3rd -0.0568 0.0012 0.0200 -0.0344
## TouAtt3rd -0.0257 -0.0028 -0.0279 0.0143
## TouAttPen -0.0548 0.0534 -0.0031 0.0358
## TouLive -0.0356 -0.0224 -0.0537 0.0620
## DriSucc 0.0515 -0.0778 0.0596 0.1426
## DriAtt -0.0992 -0.0760 -0.0634 0.1212
## DriSucc. 0.1837 -0.0381 0.0830 0.1343
## CarMis -0.4005 -0.0696 -0.0321 0.1562
## CarDis 0.0626 -0.3201 -0.1831 -0.1041
## RecTarg 0.0108 -0.0698 -0.0603 0.0005
## Rec 0.0530 -0.0277 -0.1211 -0.0364
## CrdY 0.0980 0.1119 0.0750 -0.0905
## CrdR 0.3013 -0.0816 -0.0369 0.2763
## X2CrdY 0.1798 0.1451 0.2979 0.1266
## Fls -0.0566 -0.0788 0.0573 0.0325
## Fld -0.1737 0.0063 -0.3468 -0.0829
## Off -0.0606 -0.0207 0.0705 -0.3152
## Crs 0.1465 -0.1378 0.0059 0.0101
## TklW 0.0109 -0.0016 0.0227 0.1166
## PKwon 0.1480 -0.1417 0.1373 0.1191
## PKcon 0.2968 0.2271 0.1818 -0.3400
## OG -0.0335 0.1284 -0.0260 -0.4532
## Recov -0.0270 -0.0679 -0.2112 0.0122
## AerWon -0.0380 -0.1896 -0.1088 0.0133
## AerLost -0.0948 -0.2645 0.0541 -0.0482
## AerWon. -0.0028 -0.1106 -0.2166 0.0298
##
##
## Stress per point (in %):
## Age Born MP Starts Min
## 1.60 1.11 0.52 0.43 0.38
## X90s Goals Shots SoT SoT.
## 0.38 0.87 0.67 0.81 1.17
## G.Sh G.SoT ShoDist ShoFK ShoPK
## 0.98 1.14 1.00 1.54 1.01
## PKatt PasTotCmp PasTotAtt PasTotCmp. PasTotDist
## 1.00 0.08 0.06 0.84 0.08
## PasTotPrgDist PasShoCmp PasShoAtt PasShoCmp. PasMedCmp
## 0.34 0.37 0.35 1.02 0.31
## PasMedAtt PasMedCmp. PasLonCmp PasLonAtt PasLonCmp.
## 0.34 1.05 0.50 0.46 1.20
## Assists PasAss Pas3rd PPA CrsPA
## 1.04 0.72 0.87 0.86 1.17
## PasProg PasAtt PasLive PasDead PasFK
## 0.89 0.06 0.11 0.60 0.90
## TB Sw PasCrs CK CkIn
## 1.49 1.53 0.45 0.54 1.00
## CkOut CkStr TI PasCmp PasOff
## 0.80 1.76 0.91 0.08 1.64
## PasBlocks SCA ScaPassLive ScaPassDead ScaDrib
## 1.40 0.52 0.77 0.83 1.30
## ScaSh ScaFld ScaDef GCA GcaPassLive
## 1.05 1.40 1.34 0.47 0.93
## GcaPassDead GcaDrib GcaSh GcaFld GcaDef
## 1.52 1.78 1.01 1.10 1.69
## Tkl TklWon TklDef3rd TklMid3rd TklAtt3rd
## 0.34 0.49 0.79 1.17 1.35
## TklDri TklDriAtt TklDri. TklDriPast BlkSh
## 0.76 0.73 1.18 1.34 0.76
## BlkShSv BlkPass Int Tkl.Int Clr
## 1.20 0.99 1.06 0.36 1.15
## Err Touches TouDefPen TouDef3rd TouMid3rd
## 1.97 0.10 0.44 0.31 0.31
## TouAtt3rd TouAttPen TouLive DriSucc DriAtt
## 0.32 0.80 0.10 0.85 0.79
## DriSucc. CarMis CarDis RecTarg Rec
## 1.42 1.09 1.16 0.19 0.69
## CrdY CrdR X2CrdY Fls Fld
## 1.42 1.44 1.46 1.19 1.41
## Off Crs TklW PKwon PKcon
## 1.63 0.45 0.49 1.11 1.95
## OG Recov AerWon AerLost AerWon.
## 2.07 1.44 0.99 1.24 1.34fit.data$stress## [1] 0.05161338stress.vec<-randomstress(n=66, ndim=20, nrep = 100)
upper<-mean(stress.vec) - 2 * sd(stress.vec)
fit.data$stress<upper## [1] TRUETRUE - stress is significant
CONCLUSIONS
In this project, two techniques for dimensionality reduction, Multi-Dimensional Scaling (MDS) and Rotated Principal Component Analysis (PCA), were introduced to gain a better understanding of the data. The results of the analysis showed that it is possible to obtain approximately the same results with a reduced amount of data. By reducing the dimensions from 143 to 50, the analysis became more manageable and allowed for further insights into the relationships and patterns within the data.
The next step in the analysis with these results would be to perform clustering on the PCA or MDS results. Clustering is a machine learning technique that groups similar data points together into clusters, based on their similarities and relationships. In this case, clustering can be applied to the reduced data obtained from PCA or MDS to identify patterns and relationships within the data.
Clustering can be useful for several purposes, such as identifying segments of the data with similar characteristics, detecting outliers, and identifying trends and patterns. In addition, clustering can help to reduce the complexity of the data and make it easier to interpret and visualize.
After performing clustering, the results can be used for various purposes, such as making informed decisions about resource allocation, targeted marketing, and customer segmentation. For example, if the data represents customer purchases, clustering can help to identify groups of customers with similar buying behaviors, which can be useful for targeted marketing campaigns.
In conclusion, the application of MDS and Rotated PCA in this project provided valuable insights into the data and showed that it is possible to obtain approximately the same results with a reduced amount of data. The next step in the analysis with these results would be to perform clustering to identify patterns and relationships within the data and make informed decisions.