Re: Setting Up Excel File for RAPM
Posted: Mon Mar 13, 2017 3:10 am
perma, how did you get the splits for ORAPM and DRAPM? I was able to run your code with some modifications on basketballvalue's 2011 data (no playoffs), but it produced all-in RAPM, not O and D split.permaximum wrote:Well, this standardize=FALSE thing made me go back to this stuff and today I had free time to start over again. I calculated 2009 RAPM from the same source and I can confirm there hasn't been a single mistake or error in the process. But I can't confirm if there are any errors in the source data from basketballvalue.com.
Used R-Code:Code: Select all
R: 3.3.1 glmnet: 2.0.5 CV-method: 10-times repeated 10-fold cross-validation Lambda: 0.68 Logged RAPM value variance between lambdas 0.6 to 0.7 = +- 0.3
RAPM resultsCode: Select all
library(doParallel) library(glmnet) rapm <- read.table("c:/users/hidden/downloads/rapm2009.csv", sep=";", header=TRUE) x <- as.matrix(rapm[c(-1,-2)]) y <- as.matrix(rapm[c("Rtg")]) lambdas = NULL require(doParallel) registerDoParallel(7) for (i in 1:10) { fit <- cv.glmnet(x,y,alpha=0,weights=rapm$Poss,nfolds=10,parallel=TRUE,standardize=FALSE,lambda=seq(0.6, 0.7, by=0.001)) errors = data.frame(fit$lambda,fit$cvm) lambdas <- rbind(lambdas,errors) } lambdas <- aggregate(lambdas[, 2], list(lambdas$fit.lambda), mean) bestindex = which(lambdas[2]==min(lambdas[2])) bestlambda = lambdas[bestindex,1] fit <- glmnet(x,y,alpha=0,weights=rapm$Poss,standardize=FALSE,lambda=bestlambda) coef(fit)
@KwameBeanJordanCode: Select all
PLAYER ORAPM DRAPM RAPM ------------------------ ------- ------- ------- Odom, Lamar 3.88 3.11 6.99 James, LeBron 4.13 2.75 6.88 Paul, Chris 3.58 1.98 5.56 Ming, Yao 1.95 2.94 4.90 Wade, Dwayne 3.87 0.98 4.85 Hinrich, Kirk 2.17 2.51 4.68 Lewis, Rashard 2.70 1.92 4.63 Garnett, Kevin 0.88 3.64 4.52 Bonner, Matt 2.15 2.23 4.38 Allen, Ray 2.55 1.82 4.38 Kidd, Jason 2.05 2.23 4.28 Smith, J.R. 2.50 1.42 3.92 Wallace, Ben 1.44 2.37 3.81 Nash, Steve 4.36 -0.62 3.73 Nelson, Jameer 2.25 1.47 3.73 Murray, Ronald (Flip) 1.91 1.74 3.65 Bryant, Kobe 3.29 0.31 3.61 West, Delonte 1.13 2.40 3.53 Granger, Danny 3.74 -0.31 3.43 Kirilenko, Andrei 1.24 2.14 3.38 Howard, Dwight 1.61 1.64 3.25 Turkoglu, Hedo 1.03 2.20 3.23 Hill, Grant 2.29 0.86 3.14 Aldridge, LaMarcus 2.87 0.26 3.14 Parker, Tony 2.79 0.33 3.12 Millsap, Paul 1.23 1.88 3.11 Hilario, Nene 1.97 1.11 3.08 Roy, Brandon 3.06 -0.03 3.03 Anthony, Carmelo 2.87 0.11 2.98 Iguodala, Andre 1.38 1.57 2.96 Artest, Ron 0.56 2.39 2.95 Jaric, Marko 0.01 2.92 2.94 Wallace, Rasheed 1.74 1.17 2.91 Blake, Steve 2.68 0.15 2.84 Smith, Josh 1.76 1.08 2.84 Rondo, Rajon 1.83 0.99 2.82 Noah, Joakim 1.74 1.03 2.77 Young, Thaddeus 0.55 2.04 2.59 Foster, Jeff 0.53 2.03 2.57 Howard, Josh 1.64 0.92 2.56 Moon, Jamario 0.86 1.69 2.55 Stojakovic, Peja 2.98 -0.44 2.53 Gasol, Pau 2.68 -0.16 2.52 Przybilla, Joel -0.82 3.33 2.51 Bogut, Andrew -1.05 3.55 2.50 Powe, Leon 0.83 1.63 2.46 Udoka, Ime 0.19 2.27 2.46 Johnson, Amir -0.17 2.62 2.45 Bosh, Chris 2.59 -0.21 2.39 Nocioni, Andres 3.14 -0.77 2.37 Ilgauskas, Zydrunas 1.04 1.26 2.30 Pierce, Paul 1.09 1.17 2.27 Redd, Michael 3.24 -1.01 2.23 Johnson, Joe 2.35 -0.13 2.22 Fernandez, Rudy 1.27 0.82 2.09 Thomas, Tim 0.14 1.90 2.04 Wallace, Gerald 0.05 1.99 2.04 Telfair, Sebastian 2.42 -0.37 2.04 Fisher, Derek 1.56 0.48 2.03 Battier, Shane 0.57 1.44 2.01 Haddadi, Hamed 0.52 1.47 1.99 Harrington, Al 1.38 0.58 1.96 Parker, Anthony 0.66 1.29 1.95 Batum, Nicolas 2.19 -0.24 1.95 Wafer, Von 1.78 0.13 1.91 Chandler, Tyson 1.13 0.72 1.85 Martin, Kenyon 0.05 1.80 1.85 Hayes, Jarvis -0.12 1.98 1.85 Varejao, Anderson 1.03 0.80 1.83 Jefferson, Al 1.22 0.58 1.79 West, David 1.56 0.20 1.76 Nowitzki, Dirk 2.04 -0.33 1.71 Gallinari, Danilo 1.22 0.45 1.67 Cardinal, Brian 1.59 0.08 1.67 Williams, Mo 1.23 0.41 1.64 Marshall, Donyell 1.76 -0.15 1.61 Turiaf, Ronny 2.31 -0.72 1.59 Okur, Mehmet 1.98 -0.41 1.57 Mason, Desmond 0.09 1.47 1.56 Gordon, Ben 2.02 -0.49 1.53 Oden, Greg 2.16 -0.65 1.51 Mason, Roger 1.09 0.40 1.49 Weaver, Kyle 0.67 0.80 1.47 Hollins, Ryan 0.12 1.36 1.47 Camby, Marcus -1.45 2.89 1.44 Simmons, Bobby 1.53 -0.10 1.42 Magloire, Jamaal 0.86 0.55 1.42 Robinson, Nate 1.60 -0.19 1.41 Collins, Mardy 0.18 1.21 1.40 Billups, Chauncey 3.11 -1.73 1.38 Duncan, Tim 0.69 0.61 1.30 Thomas, Kurt -0.39 1.68 1.28 Douglas-Roberts, Chris 0.62 0.61 1.23 Bynum, Will 1.27 -0.04 1.23 Martin, Cartier 1.01 0.21 1.22 Sessions, Ramon 1.41 -0.19 1.22 Pachulia, Zaza -0.37 1.52 1.16 Williams, Deron 2.59 -1.44 1.14 Brown, Kwame -0.15 1.28 1.13 Lee, Courtney 0.87 0.18 1.05 Scalabrine, Brian 0.30 0.76 1.05 Bynum, Andrew -0.21 1.20 0.98 Scola, Luis 0.27 0.70 0.98 Randolph, Zach 0.56 0.40 0.96 Bass, Brandon 1.62 -0.67 0.95 House, Eddie 1.10 -0.18 0.92 Okafor, Emeka -0.13 1.02 0.90 Foye, Randy 2.39 -1.50 0.89 Hamilton, Richard 0.02 0.86 0.88 Gibson, Daniel 0.58 0.29 0.88 Anderson, Ryan 0.07 0.80 0.86 Walton, Luke -0.27 1.10 0.83 Mbah a Moute, Luc -1.00 1.81 0.81 Young, Nick -0.43 1.22 0.79 Songaila, Darius -0.34 1.13 0.78 Miller, Brad 1.25 -0.47 0.77 Terry, Jason 1.21 -0.43 0.77 Westbrook, Russell 0.02 0.75 0.77 Blount, Mark 0.39 0.36 0.75 Thompson, Jason 0.29 0.46 0.75 Jack, Jarrett 1.03 -0.29 0.74 Blatche, Andray -0.56 1.29 0.74 O'Neal, Shaquille 2.50 -1.80 0.70 Acker, Alex 0.36 0.32 0.68 Jones, James 0.49 0.17 0.66 Harpring, Matt -0.53 1.16 0.64 Amundson, Louis 0.17 0.46 0.63 Mensah-Bonsu, Pops -0.34 0.96 0.63 Deng, Luol -0.79 1.41 0.61 Brewer, Corey -0.38 0.99 0.61 Afflalo, Arron 0.69 -0.08 0.60 Diaw, Boris 0.22 0.37 0.59 Ajinca, Alexis -0.22 0.78 0.56 Battie, Tony -0.67 1.20 0.53 Williams, Shawne -0.61 1.12 0.52 Voskuhl, Jake 0.33 0.15 0.48 Hunter, Othello -0.09 0.57 0.48 Miller, Andre 0.72 -0.25 0.47 Ariza, Trevor -0.02 0.48 0.46 Ross, Quinton -1.36 1.80 0.44 Carter, Vince 2.43 -2.00 0.44 Harris, Devin 1.54 -1.11 0.43 Daniels, Marquis -0.69 1.11 0.42 Nichols, Demetris 0.03 0.39 0.42 Dalembert, Samuel -0.44 0.85 0.41 Murphy, Troy 2.19 -1.78 0.40 Knight, Brevin -2.64 3.03 0.39 Arenas, Gilbert 0.36 0.03 0.39 Jackson, Bobby 0.70 -0.31 0.39 Fesenko, Kyrylo 0.50 -0.12 0.38 Crawford, Joe -0.08 0.44 0.35 Allen, Tony -1.81 2.16 0.35 Allen, Malik -0.39 0.73 0.34 Hill, George -0.38 0.72 0.34 Tucker, Alando 0.60 -0.26 0.34 Stoudemire, Amare -0.95 1.28 0.34 Singleton, James -0.70 1.03 0.33 Morris, Randolph 0.37 -0.04 0.33 Williams, Shelden -0.29 0.60 0.32 Horford, Al 0.00 0.32 0.32 Wright, Antoine 1.89 -1.58 0.30 Jones, Dwayne 0.04 0.26 0.30 Posey, James 0.03 0.27 0.30 Dudley, Jared 0.83 -0.54 0.29 Gardner, Thomas -0.94 1.22 0.28 Buckner, Greg -0.18 0.45 0.27 Jackson, Stephen 1.41 -1.15 0.26 Humphries, Kris 0.44 -0.18 0.26 Bell, Raja 0.09 0.15 0.24 Jones, Damon 0.63 -0.40 0.23 Felton, Raymond -0.52 0.75 0.23 Farmer, Desmon 0.40 -0.18 0.22 Richardson, Quentin 0.36 -0.15 0.21 Brown, Devin -1.28 1.49 0.21 Chalmers, Mario 0.01 0.19 0.20 Rose, Malik -0.40 0.60 0.20 Hill, Steven 0.03 0.16 0.19 Milicic, Darko -0.80 1.00 0.19 Madsen, Mark -0.43 0.62 0.18 Wright, Julian -1.04 1.22 0.18 Morrow, Anthony 1.92 -1.75 0.18 Barnes, Matt 1.72 -1.54 0.18 Ahearn, Blake -0.18 0.36 0.18 Samb, Cheikh -0.40 0.56 0.17 Sene, Mouhamed 0.08 0.08 0.16 Wright, Brandan 0.23 -0.08 0.15 Graham, Stephen -0.82 0.95 0.13 Korver, Kyle -0.01 0.13 0.12 White, D.J. 0.42 -0.30 0.12 Williams, Jawad -0.08 0.19 0.11 Udrih, Beno 0.30 -0.19 0.11 Villanueva, Charlie 1.33 -1.23 0.10 Haywood, Brendan -0.13 0.22 0.09 Herrmann, Walter 0.15 -0.08 0.07 Andersen, Chris 0.17 -0.11 0.07 Lopez, Brook 0.13 -0.06 0.06 Williams, Marcus -0.12 0.18 0.06 Marion, Shawn -0.44 0.50 0.06 James, Jerome 0.00 0.04 0.04 Bogans, Keith 0.42 -0.40 0.02 Giddens, J.R. -0.15 0.16 0.01 Ginobili, Manu 0.91 -0.90 0.01 Sims, Courtney -0.12 0.12 0.00 Hibbert, Roy -0.92 0.91 -0.01 Augustin, D.J. 0.43 -0.45 -0.01 Belinelli, Marco -0.55 0.53 -0.02 Redick, J.J. 0.26 -0.30 -0.04 Thomas, Kenny -0.13 0.09 -0.04 Peterson, Morris -0.14 0.08 -0.05 Gadzuric, Dan 0.80 -0.86 -0.06 Williams, MarcusE 0.14 -0.20 -0.06 Brown, Dee -0.09 0.03 -0.06 Collison, Nick -0.84 0.78 -0.06 Duhon, Chris 0.33 -0.40 -0.07 Ruffin, Michael 0.03 -0.11 -0.08 Brooks, Aaron 1.17 -1.25 -0.08 Miles, C.J. 0.83 -0.92 -0.09 Stuckey, Rodney -0.12 0.02 -0.10 Swift, Stromile -0.78 0.68 -0.10 Diener, Travis 0.80 -0.92 -0.12 Boone, Josh 0.55 -0.67 -0.12 Pietrus, Mickael -0.16 0.04 -0.13 Balkman, Renaldo -0.60 0.47 -0.13 Conley, Mike -0.88 0.75 -0.13 Azubuike, Kelenna -0.38 0.24 -0.14 O'Bryant, Patrick -1.61 1.47 -0.14 Davidson, Jermareo -1.00 0.86 -0.15 Dorsey, Joey -0.09 -0.06 -0.15 McRoberts, Josh -0.12 -0.03 -0.15 Wright, Lorenzen -0.61 0.46 -0.15 Mutombo, Dikembe 0.11 -0.26 -0.15 Krstic, Nenad -0.98 0.82 -0.16 Hairston, Malik -0.82 0.66 -0.16 Warrick, Hakim -0.51 0.31 -0.20 Perkins, Kendrick 0.00 -0.20 -0.20 Jefferson, Dontell -0.54 0.34 -0.20 Foyle, Adonal -0.44 0.24 -0.20 Smith, Joe -0.81 0.59 -0.21 Szczerbiak, Wally -0.08 -0.16 -0.23 Claxton, Speedy -0.12 -0.12 -0.24 McGrady, Tracy -0.33 0.08 -0.25 McDyess, Antonio 1.22 -1.47 -0.25 Tolliver, Anthony -0.43 0.17 -0.26 Webster, Martell -0.03 -0.23 -0.26 Sharpe, Walter -0.24 -0.02 -0.26 Jawai, Nathan -0.27 0.00 -0.28 Brewer, Ronnie 0.30 -0.58 -0.28 Radmanovic, Vladimir 0.26 -0.55 -0.29 White, James -0.27 -0.03 -0.29 Pruitt, Gabe -1.57 1.25 -0.33 Brown, Shannon -0.25 -0.08 -0.33 Jeffries, Jared -0.80 0.46 -0.33 Curry, Eddy -0.26 -0.09 -0.35 Outlaw, Travis 0.40 -0.75 -0.35 Baston, Maceo -0.84 0.48 -0.35 Ford, T.J. -0.07 -0.29 -0.36 Ager, Maurice -0.75 0.39 -0.36 Williams, Sean 0.12 -0.49 -0.38 Barea, Jose -0.09 -0.29 -0.38 Rush, Kareem 0.05 -0.44 -0.39 Cook, Daequan 0.68 -1.07 -0.39 Johnson, Trey -0.25 -0.14 -0.40 Lee, David 1.38 -1.79 -0.41 Prince, Tayshaun 0.78 -1.19 -0.41 Pavlovic, Sasha 0.00 -0.43 -0.43 Brown, Andre -0.34 -0.09 -0.44 Ratliff, Theo 0.72 -1.17 -0.44 Gray, Aaron -1.07 0.63 -0.45 Quinn, Chris 0.36 -0.81 -0.45 Davis, Paul -0.84 0.39 -0.46 Barbosa, Leandro 0.64 -1.10 -0.46 Watson, C.J. 0.79 -1.25 -0.46 Wright, Dorell -0.92 0.46 -0.46 Law, Acie -1.45 0.99 -0.47 Green, Willie -0.04 -0.44 -0.48 Graham, Joey -0.97 0.49 -0.48 Davis, Glen 0.56 -1.05 -0.49 Dragic, Goran 0.31 -0.81 -0.49 Finley, Michael 1.25 -1.75 -0.50 Johnson, Anthony -0.86 0.36 -0.50 Mbenga, DJ -0.96 0.46 -0.50 Ellis, Monta 0.16 -0.67 -0.51 Haslem, Udonis -0.77 0.24 -0.52 Mobley, Cuttino -0.35 -0.17 -0.52 Adams, Hassan -0.27 -0.27 -0.54 Evans, Reggie 0.11 -0.65 -0.54 Douby, Quincy -0.25 -0.30 -0.54 Elson, Francisco 0.07 -0.63 -0.56 Simmons, Cedric -0.32 -0.24 -0.56 Lue, Tyronn -1.60 1.04 -0.56 Jones, Fred 0.93 -1.49 -0.57 Bibby, Mike 0.80 -1.37 -0.57 Rose, Derrick 1.09 -1.66 -0.57 Randolph, Anthony 0.12 -0.71 -0.59 Vujacic, Sasha -1.03 0.44 -0.59 Barry, Brent -0.36 -0.24 -0.60 Carter, Anthony -0.87 0.26 -0.61 Iverson, Allen -1.96 1.33 -0.63 Swift, Robert -0.05 -0.58 -0.63 Sefolosha, Thabo -1.86 1.21 -0.65 Johnson, Linton -0.56 -0.11 -0.67 Gasol, Marc 0.46 -1.14 -0.68 Butler, Caron 2.07 -2.75 -0.68 Gill, Eddie -0.32 -0.37 -0.69 Bowen, Ryan -0.29 -0.39 -0.69 Moore, Mikki -0.57 -0.13 -0.70 Jefferson, Richard -0.43 -0.26 -0.70 Alexander, Joe -0.02 -0.69 -0.70 Ely, Melvin -1.02 0.31 -0.71 Calderon, Jose 0.52 -1.26 -0.74 Booth, Calvin -0.25 -0.51 -0.76 West, Mario -0.76 0.00 -0.76 Beasley, Michael -0.36 -0.42 -0.78 Carney, Rodney -1.23 0.44 -0.78 Landry, Carl 0.01 -0.81 -0.79 Jamison, Antawn 0.64 -1.44 -0.80 Ollie, Kevin -0.16 -0.65 -0.81 Ridnour, Luke -1.10 0.29 -0.81 Brand, Elton -2.50 1.69 -0.81 Koufos, Kosta -1.19 0.37 -0.82 Mohammed, Nazr -0.13 -0.70 -0.83 Dunleavy, Mike -0.35 -0.55 -0.90 Kaman, Chris -0.97 0.06 -0.91 Taylor, Mike -0.65 -0.27 -0.92 Crawford, Jamal 1.90 -2.84 -0.94 Arthur, Darrell -1.23 0.27 -0.96 Alston, Rafer -0.88 -0.08 -0.96 Atkins, Chucky -1.08 0.12 -0.96 Ukic, Roko -2.02 1.05 -0.96 Collins, Jarron -0.95 -0.02 -0.97 Biedrins, Andris -1.04 0.07 -0.97 Bell, Charlie -0.92 -0.12 -1.04 Green, Jeff -0.07 -0.97 -1.05 Martin, Kevin 2.17 -3.23 -1.06 Jianlian, Yi -0.78 -0.34 -1.12 Dampier, Erick -0.85 -0.29 -1.14 Yue, Sun -0.41 -0.74 -1.14 Croshere, Austin -1.13 -0.03 -1.16 Marbury, Stephon -1.06 -0.13 -1.19 Hunter, Lindsey -1.10 -0.10 -1.20 Stevenson, DeShawn -0.47 -0.74 -1.21 Williams, Marvin -0.40 -0.83 -1.23 Mihm, Chris -0.77 -0.46 -1.23 Weems, Sonny -1.08 -0.15 -1.24 Randolph, Shavlik -0.55 -0.70 -1.25 Nelson, Demarcus -1.51 0.26 -1.25 Diawara, Yakhouba -1.58 0.32 -1.26 Livingston, Shaun -0.44 -0.82 -1.26 O'Neal, Jermaine -0.60 -0.69 -1.29 Maggette, Corey 0.16 -1.47 -1.30 Miller, Mike -0.10 -1.24 -1.34 Davis, Baron -0.91 -0.44 -1.35 Marks, Sean -1.45 0.08 -1.37 Almond, Morris -2.08 0.70 -1.38 Armstrong, Hilton -1.76 0.37 -1.39 Singletary, Sean -1.75 0.36 -1.39 Novak, Steve -0.17 -1.23 -1.40 Rodriguez, Sergio -1.06 -0.35 -1.42 Mayo, O.J. 0.55 -1.98 -1.43 Richardson, Jeremy -0.99 -0.48 -1.47 Bowen, Bruce -3.12 1.64 -1.47 Lowry, Kyle -1.91 0.43 -1.49 McGuire, Dominic 0.22 -1.71 -1.49 Dixon, Juan -0.96 -0.53 -1.49 Evans, Maurice -0.25 -1.26 -1.52 Boozer, Carlos -0.30 -1.26 -1.56 Speights, Marreese 0.41 -2.03 -1.62 Oberto, Fabricio -1.44 -0.19 -1.62 Richardson, Jason 0.82 -2.45 -1.63 Price, Ronnie -0.55 -1.09 -1.64 Vaughn, Jacque -2.00 0.33 -1.67 Williams, Louis 0.18 -1.88 -1.70 Hayes, Chuck -2.33 0.61 -1.72 Farmar, Jordan -1.40 -0.33 -1.73 Pecherov, Oleksiy 0.15 -1.92 -1.77 Watson, Earl -0.50 -1.28 -1.78 Gay, Rudy -0.13 -1.65 -1.78 Kapono, Jason -0.49 -1.31 -1.81 Gordon, Eric -0.68 -1.15 -1.83 McCants, Rashad -2.19 0.34 -1.86 Solomon, Willie -1.54 -0.36 -1.90 Nesterovic, Rasho -1.58 -0.33 -1.91 Chandler, Wilson -0.51 -1.40 -1.91 Anthony, Joel -1.98 0.05 -1.93 Cook, Brian -1.56 -0.38 -1.94 Lopez, Robin -1.14 -0.82 -1.96 Gooden, Drew -2.06 0.08 -1.98 Stackhouse, Jerry -1.89 -0.09 -1.99 Thomas, Etan -1.12 -0.88 -2.00 Roberson, Anthony -1.51 -0.50 -2.00 Miles, Darius -1.84 -0.19 -2.03 Smith, Craig -1.58 -0.46 -2.04 Bayless, Jerryd -0.66 -1.39 -2.05 Kinsey, Tarence -1.12 -0.95 -2.07 Maxiell, Jason -0.38 -1.70 -2.08 Walker, Bill -1.03 -1.14 -2.17 May, Sean -2.07 -0.10 -2.17 Crittenton, Javaris -0.09 -2.08 -2.18 Jones, Solomon -1.60 -0.59 -2.19 Morrison, Adam -1.09 -1.12 -2.20 Wilcox, Chris -1.12 -1.11 -2.23 Howard, Juwan -0.98 -1.27 -2.25 Wilkins, Damien -2.14 -0.12 -2.26 Greene, Donte -1.83 -0.43 -2.26 Love, Kevin -1.07 -1.27 -2.34 Gortat, Marcin -2.59 0.24 -2.35 Diogu, Ike -0.91 -1.45 -2.36 Hassell, Trenton -1.76 -0.73 -2.49 Green, Gerald -2.12 -0.37 -2.49 Gomes, Ryan -1.51 -1.04 -2.55 Hughes, Larry -1.29 -1.33 -2.62 Najera, Eduardo -2.39 -0.25 -2.64 Thomas, Tyrus -2.42 -0.23 -2.64 Jackson, Darnell -0.63 -2.03 -2.67 Banks, Marcus -2.11 -0.56 -2.67 Diop, DeSagana -0.75 -1.94 -2.68 Davis, Ricky -1.34 -1.37 -2.71 Butler, Rasual -1.28 -1.49 -2.77 Kurz, Rob -2.49 -0.28 -2.78 Bargnani, Andrea -0.09 -2.70 -2.78 Salmons, John 0.19 -2.99 -2.79 Brown, Bobby -1.26 -1.55 -2.80 Jordan, DeAndre -1.38 -1.44 -2.82 James, Mike -2.28 -0.62 -2.90 Rush, Brandon -1.63 -1.33 -2.96 Jones, Dahntay -2.39 -0.60 -2.98 Ivey, Royal -1.15 -1.85 -3.00 George, Devean -1.59 -1.51 -3.10 Head, Luther -0.91 -2.26 -3.17 Hart, Jason -2.74 -0.49 -3.22 Dooling, Keyon -0.73 -2.51 -3.25 Kleiza, Linas -1.90 -1.40 -3.29 Skinner, Brian -2.94 -0.46 -3.40 Garcia, Francisco -1.96 -1.48 -3.44 Thornton, Al 0.12 -3.56 -3.44 Petro, Johan -2.36 -1.09 -3.45 Carroll, Matt -3.32 -0.13 -3.45 Collins, Jason -2.90 -0.58 -3.48 Durant, Kevin -1.41 -2.09 -3.50 Hawes, Spencer -1.04 -2.47 -3.51 McGee, JaVale -1.01 -2.62 -3.63 Frye, Channing -1.75 -1.96 -3.71 Hickson, J.J. -2.09 -1.63 -3.72 Powell, Josh -2.22 -1.56 -3.78 Daniels, Antonio -1.85 -2.68 -4.53
This seems to confirm your latest findings. I've checked other sources too and it's similar enough (not "somewhat similar" like before).
@mystic
I can confirm now "weight" doesn't need to be matrix like I said before.
You were right that standardize=FALSE almost completely solve the problem I mentioned in the first place. Nice finding. Thanks again.