[R] ARCHETYPAL ANALYSIS IN R
euthymios kasvikis
euthymios.k.kasvikis at gmail.com
Fri Sep 25 13:44:00 CEST 2015
To whom it may concern
I am a postgraduate student in Aristotle University of Thessaloniki and a
recent user of R also writing my thesis statement on a Sport Analytics tool
based on Pr.Eugster's work on Archetypal Analysis.
The problem is that after importing the data-set i want to work with, i
cannot "run" Pr Eugster's script which he wrote for his own analysis on NBA
Statistics.I am sending you not only the code but also the data-set i use.
How could i adjust this code on my data-set?
Thank you in advance for your patience and cooperation.
@demo Archetypal basketball players based on player statistics;
#' analysis from the manuscript "Archetypal athletes" by Eugster
#' (2011)
library("SportsAnalytics")
library("archetypes")
library("RColorBrewer")
col_pal <- brewer.pal(7, "Set1")
col_black <- rgb(0, 0, 0, 0.2)
### Data: ############################################################
data("NBAPlayerStatistics0910")
dat <- subset(NBAPlayerStatistics0910,
select = -c(Ejections, FlagrantFouls))
mat <- as.matrix(subset(dat, select = -c(League, Name, Team, Position)))
pcplot(mat, col = col_black, las = 2)
### Archetypes: ######################################################
set.seed(4321)
as <- stepArchetypes(mat, k = 1:10)
rss(as)
screeplot(as)
a4 <- bestModel(as[[4]])
### Archetypal basketball players:
parameters(a4)
barplot(a4, mat, percentiles = TRUE)
### Player interpretation: ###########################################
players <- function(which) {
players <- list()
players$which <- which
players$mat <- mat[which, ]
players$coef <- coef(a4, "alphas")[which, ]
players$dat <- dat[which, ]
players
}
### Archetypal players:
which <- apply(coef(a4, "alphas"), 2, which.max)
atypes <- players(which)
cbind(subset(atypes$dat, select = c(Name, Team, Position)),
atypes$coef)
### Good players:
good_players <- function(atype, threshold) {
which <- which(coef(a4, "alphas")[, atype] > threshold)
good_coef <- coef(a4, "alphas")[which, ]
good_dat <- subset(dat[which, ], select = c(Name, Team, Position))
good_dat <- cbind(good_dat, good_coef)
good_dat <- good_dat[order(-good_coef[, atype]), ]
good_dat
}
good_threshold <- 0.95
players <- lapply(2:4, good_players, good_threshold)
players
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Year Name Team GP Min Pts FG FGA TwoPt TwoPtA ThreePt ThreePtA FTM FTA Off Def Asts Stls Blks TOs PFs
2001 Gregor Fucka Fortitudo Bologna 17 33,4 335 127 226 115 195 12 31 69 110 42 101 12 39 14 38 37
2001 Manu Ginobili Virtus Bologna 22 29,7 334 110 247 80 144 30 103 84 108 17 74 44 64 7 56 70
2001 Elmer Bennett Vitoria 22 35,6 314 100 254 78 170 22 84 92 124 12 37 120 43 1 56 58
2001 Alphonso Ford Peristeri 12 34,5 312 116 214 101 172 15 42 65 75 18 31 32 13 3 34 33
2001 Sani Becirovic Olimpija Ljubljana 15 32,4 310 94 221 66 151 28 70 94 105 13 45 53 26 2 50 47
2001 Victor Alexander Vitoria 22 30 297 121 217 120 213 1 4 54 73 41 113 16 20 4 47 74
2001 Panagiotis Liadelis PAOK 13 33,4 295 93 185 86 162 7 23 102 121 2 33 19 7 0 24 28
2001 Rashard Griffith Virtus Bologna 21 29 292 112 180 112 179 0 1 68 111 55 128 13 36 27 43 76
2001 Ibrahim Kutluay AEK Athens 18 29,8 282 83 203 44 91 39 112 77 106 1 43 22 14 0 41 54
2001 Dejan Tomasevic Buducnost 12 34,3 275 105 168 105 164 0 4 65 113 60 78 37 24 12 36 34
2001 Antoine Rigaudeau Virtus Bologna 20 26,9 272 82 151 43 81 39 70 69 79 9 28 30 26 2 32 59
2001 Saulius Stombergas Vitoria 22 27,3 265 89 171 45 85 44 86 43 52 14 38 15 20 4 27 79
2001 Louis Bullock Verona 11 31,6 242 78 158 53 98 25 60 61 74 5 23 35 21 2 14 24
2001 Fabricio Oberto Vitoria 22 28 240 105 160 105 160 0 0 30 66 68 94 24 44 13 28 74
2001 Marko Jaric Virtus Bologna 22 28,7 228 79 180 62 125 17 55 53 76 17 50 50 43 5 58 62
2001 Petar Naumoski Treviso 14 33,7 222 66 143 34 66 32 77 58 74 12 22 35 27 0 22 33
2001 Jemeil Rich Lugano 10 33,5 215 82 176 65 128 17 48 34 49 13 16 27 37 0 35 30
2001 Andrew Betts AEK Athens 18 26,7 213 83 155 83 155 0 0 47 69 51 71 18 10 10 35 65
2001 Dino Radja Olympiakos 14 28,8 198 73 136 73 136 0 0 52 90 43 94 14 23 20 38 40
2001 Luis Scola Vitoria 22 18,3 192 75 137 75 136 0 1 42 78 36 60 15 21 3 46 79
2001 Alfonso Reyes Estudiantes 12 24,5 190 68 115 68 115 0 0 54 66 28 48 5 8 1 17 40
2001 Josip Sesar Cibona Zagreb 12 32,6 188 62 190 38 92 24 98 40 63 9 15 22 18 7 30 46
2001 Marcelo Nicola Treviso 14 24,7 182 55 128 27 59 28 69 44 49 16 55 33 13 11 26 36
2001 Henry Williams Verona 12 30,2 182 60 134 34 66 26 68 36 38 5 17 25 13 0 18 28
2001 Emilio Kovacic Olimpija Ljubljana 14 27,2 181 70 132 70 131 0 1 41 59 40 75 11 26 8 22 44
2001 Marcus Brown Treviso 9 35 179 59 124 38 71 21 53 40 46 7 21 27 19 0 18 28
2001 Gianluca Basile Fortitudo Bologna 18 27,3 179 58 139 30 49 28 90 35 48 10 45 39 27 3 35 46
2001 Vrbica Stefanov AEK Athens 18 31,1 179 64 129 45 75 19 54 32 38 16 30 41 26 0 13 50
2001 Stephane Risacher Olympiakos 14 22,7 179 60 93 42 57 18 36 41 53 13 26 12 17 4 17 32
2001 Donatas Slanina Zalgiris 12 28,3 174 61 108 29 50 32 58 20 23 8 32 12 8 4 14 35
2001 Laurent Foirest Vitoria 21 23,3 173 52 125 25 55 27 70 42 57 5 52 19 15 0 36 60
2001 Kris Hill Ovarense 10 34,4 172 73 119 72 111 1 8 25 38 34 42 15 19 0 35 29
2001 Jorge Garbajosa Treviso 14 24,4 169 58 96 50 79 8 17 45 64 17 53 13 20 12 16 50
2001 Patrick Baldwin Zadar 9 32 165 53 99 44 80 9 19 50 56 15 17 21 26 3 20 28
2001 Erik Meek Real Madrid 13 25,9 161 59 89 59 89 0 0 43 70 22 57 3 10 4 26 50
2001 Mike Batiste Charleroi 10 28,6 161 66 132 63 122 3 10 26 34 31 61 4 9 3 27 32
2001 Kendrick Warren London Towers 9 31,7 161 65 132 56 106 9 26 22 41 20 49 7 9 0 29 35
2001 David Andersen Virtus Bologna 22 18,1 160 55 100 53 92 2 8 48 58 29 53 10 12 10 34 46
2001 Marty Conlon Verona 12 26,8 159 58 107 56 100 2 7 41 49 28 44 19 7 1 22 35
2001 Nikolaos Oikonomou Olympiakos 12 27,5 158 47 89 27 47 20 42 44 55 7 30 21 10 0 22 32
2001 Dusan Vukcevic Olympiakos 14 23,8 157 54 113 37 55 17 58 32 39 1 14 14 12 5 22 25
2001 Kebu Stewart Hapoel Jerusalem 9 31,4 157 46 91 46 91 0 0 65 87 25 49 2 10 2 18 25
2001 Matjaz Smodis Virtus Bologna 21 15,2 157 56 111 41 65 15 46 30 39 14 32 8 13 5 19 53
2001 Carlton Myers Fortitudo Bologna 10 28 156 45 113 25 57 20 56 46 62 4 17 19 18 0 19 25
2001 Alessandro Abbio Virtus Bologna 19 24,7 155 47 110 23 53 24 57 37 52 10 43 25 22 0 27 56
2001 Arthur Lee Cibona Zagreb 12 31,4 155 54 106 47 85 7 21 40 44 4 19 20 24 0 28 30
2001 Alberto Herreros Real Madrid 14 23,8 154 49 113 28 55 21 58 35 46 9 29 17 16 1 13 25
2001 Tyron McCoy Frankfurt 10 35,4 153 49 122 36 75 13 47 42 53 6 35 37 18 1 33 33
2001 Juan Carlos Navarro Barcelona 12 27,8 152 59 127 40 78 19 49 15 22 7 27 32 13 0 26 26
2001 Dimitrios Papanikolaou Olympiakos 13 23,9 152 54 98 42 72 12 26 32 56 17 34 15 19 5 26 37
2001 Lee Matthews Lugano 10 31,2 151 57 107 56 99 1 8 36 53 29 34 3 20 7 17 26
2001 Martin Muursepp AEK Athens 17 21,5 147 55 130 43 79 12 51 25 51 34 49 12 15 4 26 63
2001 Dimos Dikoudis AEK Athens 17 22,6 147 54 121 52 113 2 8 37 60 33 59 8 12 5 30 60
2001 Andrius Jurkunas Zalgiris 12 26,3 145 49 103 25 45 24 58 23 35 7 37 13 15 11 21 45
2001 Grygorii Khizhniak Zalgiris 12 29,8 145 41 76 41 73 0 3 63 75 20 66 10 8 38 25 49
2001 Steve Woodberry Zalgiris 12 33,8 143 54 125 40 93 14 32 21 28 19 39 34 19 4 27 19
2001 Steve Bucknall London Towers 9 35,8 142 42 105 26 62 16 43 42 52 9 16 19 11 1 18 25
2001 Igor Rakocevic Buducnost 11 29,8 142 50 120 40 75 10 45 32 49 9 21 20 15 0 16 30
2001 Darko Krunic Zadar 10 25,4 141 46 90 33 59 13 31 36 38 2 12 26 7 0 15 20
2001 Giorgos Sigalas PAOK 13 28,5 139 38 105 21 58 17 47 46 59 6 38 32 19 3 28 55
2001 Arturas Karnisovas Barcelona 10 26,6 139 39 87 27 54 12 33 49 59 18 32 13 8 2 15 24
2001 Tunji Awojobi Cibona Zagreb 12 26,3 138 56 112 54 104 2 8 24 39 15 50 18 16 2 17 25
2001 Byron Dinkins Peristeri 12 29,6 135 39 103 23 45 16 58 41 49 2 42 43 21 0 27 25
2001 Corey Albano Verona 12 24,5 134 51 92 47 75 4 17 28 46 18 45 15 13 3 25 44
2001 Milan Tomic Olympiakos 14 30,1 134 42 101 20 41 22 60 28 41 0 32 35 13 0 21 46
2001 Mindaugas Timinskas Vitoria 22 22,3 134 45 106 35 63 10 43 34 45 14 52 26 22 4 33 58
2001 Eric Struelens Real Madrid 14 23,4 133 50 85 50 84 0 1 33 51 28 60 17 21 19 29 41
2001 Kestutis Marciulonis Zalgiris 12 26,8 133 37 92 20 44 17 48 42 45 2 21 30 13 0 32 35
2001 Nikos Hatzis AEK Athens 18 20,7 131 37 101 21 47 16 54 41 51 0 31 20 10 0 18 39
2001 Marko Milic Real Madrid 14 22,6 131 52 103 49 94 3 9 24 43 29 36 26 26 0 29 32
2001 Milenko Topic Buducnost 9 30,9 130 50 84 36 52 14 32 16 17 12 50 26 11 4 21 23
2001 John Jerome Charleroi 10 23,2 130 45 86 40 69 5 17 35 50 34 20 3 2 1 22 33
2001 Adrian Autry Fortitudo Bologna 18 21,3 130 44 88 31 56 13 32 29 48 9 32 21 17 1 39 46
2001 Ronald Ellis Charleroi 10 28,6 128 52 120 37 80 15 40 9 14 34 62 15 15 2 27 37
2001 Rico Hill Estudiantes 12 24,1 127 45 111 32 73 13 38 24 27 12 37 9 13 1 27 28
2001 Sarunas Jasikevicius Barcelona 9 28,2 126 37 93 21 44 16 49 36 40 4 17 50 9 1 18 31
2001 Giacomo Galanda Fortitudo Bologna 18 19,8 126 46 114 38 86 8 28 26 32 27 35 12 21 5 25 53
2001 Aleksander Djordjevic Real Madrid 10 21,4 124 37 68 14 24 23 44 27 30 2 15 19 5 2 20 19
2001 Primoz Brezec Olimpija Ljubljana 14 21,1 124 50 70 50 70 0 0 24 48 31 39 5 13 14 15 45
2001 Kostas Tsartsaris Peristeri 11 30,9 122 41 81 30 56 11 25 29 37 17 51 21 6 3 16 41
2001 Michail Kakiouzis AEK Athens 14 21,1 121 42 94 32 65 10 29 27 39 21 44 7 7 1 17 29
2001 Evangelos Koronios PAOK 11 26,3 120 33 84 15 39 18 45 36 38 8 14 32 11 1 21 33
2001 Tony Dorsey Hapoel Jerusalem 7 33,4 118 48 95 45 82 3 13 19 30 15 20 12 8 1 18 15
2001 Thomas Adams Ovarense 10 31,1 118 40 89 27 59 13 30 25 30 16 31 16 10 1 32 28
2001 Ivica Maric Zadar 10 31,9 117 35 83 14 31 21 52 26 31 7 22 59 37 0 30 40
2001 Riccardo Pittis Treviso 13 33,7 117 42 85 41 82 1 3 32 65 14 47 49 44 3 35 38
2001 Alessandro Frosini Virtus Bologna 16 22 116 51 89 51 89 0 0 14 27 29 50 9 18 8 26 48
2001 Gerrit Terdenge Frankfurt 10 27,4 115 43 97 40 83 3 14 26 30 17 28 14 4 3 17 37
2001 Joffre Lleal Ovarense 10 29 115 36 94 21 54 15 40 28 34 6 17 21 11 2 24 28
2001 Davor Pejcinovic Zadar 10 30,6 115 43 95 43 94 0 1 29 52 27 52 18 16 25 19 39
2001 Casey Schmidt Verona 12 29,8 114 43 90 29 51 14 39 14 15 6 43 16 9 1 13 31
2001 Eric Taylor London Towers 10 28 113 42 100 26 59 16 41 13 15 8 31 14 16 2 19 39
2001 Giannis Giannoulis PAOK 8 31,6 113 41 59 41 59 0 0 31 54 17 52 14 6 5 22 25
2001 Alexey Savrasenko Peristeri 12 26,6 113 45 69 45 69 0 0 23 42 38 40 7 8 10 27 33
2001 Jurica Ruzic Zadar 10 28,6 112 42 96 23 42 19 54 9 19 9 32 2 11 0 7 30
2001 Mindaugas Zukauskas Olimpija Ljubljana 15 20,2 112 37 76 13 28 24 48 14 21 13 20 14 12 1 13 41
2001 Anthony Bowie Fortitudo Bologna 10 27 111 35 70 20 37 15 33 26 30 8 28 10 8 2 18 20
2001 Pau Gasol Barcelona 6 25,7 111 38 57 34 49 4 8 31 42 10 26 4 5 4 10 12
2001 Andrea Meneghin Fortitudo Bologna 15 24,3 108 37 100 13 35 24 65 10 14 10 26 20 16 3 20 47
2001 James Blackwell Hapoel Jerusalem 8 33,9 108 35 65 25 45 10 20 28 33 4 14 33 15 1 21 28
2001 Carlos Jimenez Estudiantes 12 25,6 107 31 66 19 39 12 27 33 40 11 62 15 19 5 34 38
2001 David Rivers Olympiakos 11 26,3 106 35 96 19 50 16 46 20 27 8 17 24 18 0 22 36
2001 Jorge Racca PAOK 13 17,1 105 39 68 23 41 16 27 11 14 6 10 5 9 3 7 19
2001 Nenad Markovic Estudiantes 10 23,7 104 33 83 21 45 12 38 26 32 2 17 16 7 1 10 15
2001 Shaun Vandiver Estudiantes 11 27,1 104 45 101 41 82 4 19 10 13 24 34 9 8 4 20 32
2001 Nikola Prkacin Cibona Zagreb 11 20,9 100 39 79 39 78 0 1 22 32 14 33 10 21 1 24 43
2001 Raul Lopez Real Madrid 12 22,9 98 32 71 16 36 16 35 18 21 4 20 39 18 0 24 30
2001 Petar Arsic Olimpija Ljubljana 14 16 97 40 90 34 57 6 33 11 17 10 34 8 9 4 12 34
2001 Efthimios Rentzias Barcelona 11 19,2 97 40 79 35 62 5 17 12 17 20 33 5 5 12 18 16
2001 Dusan Stevic Lugano 10 22,4 97 38 84 28 53 10 31 11 21 18 29 0 18 1 19 38
2001 Derrick Taylor Frankfurt 7 31,6 96 34 69 25 48 9 21 19 22 4 14 21 11 0 12 21
2001 Felipe Reyes Estudiantes 12 15,8 95 29 53 29 53 0 0 37 58 20 29 7 9 3 18 38
2001 Harold Mrazek Lugano 10 30,2 94 27 80 8 30 19 50 21 26 4 16 14 15 0 29 33
2001 Alberto Angulo Real Madrid 14 18,7 94 42 83 39 74 3 9 7 12 3 27 10 20 1 16 18
2001 George Zidek Real Madrid 14 15,6 93 31 73 13 30 18 43 13 19 7 28 5 3 1 10 41
2001 Beno Udrih Olimpija Ljubljana 13 24,6 93 36 78 31 58 5 20 16 27 6 23 28 15 1 23 37
2001 Wouter DeWilde Charleroi 10 24,5 92 32 68 10 25 22 43 6 13 4 14 2 3 2 15 36
2001 Francisco Elson Barcelona 12 22,6 91 37 60 37 60 0 0 17 37 30 40 7 18 8 19 50
2001 Andrea Camata Verona 11 20,8 89 41 60 41 60 0 0 7 11 24 53 6 15 3 11 44
2001 Lucio Angulo Real Madrid 13 17,5 89 25 53 21 44 4 9 35 43 7 20 10 17 3 21 37
2001 Roberto Duenas Barcelona 12 18,8 89 43 75 43 74 0 1 3 16 31 31 6 9 9 20 29
2001 Lenny Brown Charleroi 7 27,9 87 31 60 23 35 8 25 17 24 3 10 13 8 0 21 20
2001 Mauro Sartori Verona 12 15,9 86 29 66 12 20 17 46 11 14 6 20 6 4 0 7 31
2001 Fabio Ribeiro Peristeri 12 20,8 85 33 64 30 57 3 7 16 17 17 48 11 8 2 11 26
2001 Tim Kennedy Ovarense 10 28,7 85 33 73 22 40 11 33 8 11 5 17 10 6 1 17 19
2001 Dejan Jovanovski Lugano 8 25,8 85 28 69 13 28 15 41 14 18 5 16 7 6 1 11 29
2001 Shalom Turgeman Hapoel Jerusalem 10 24,8 84 31 71 17 43 14 28 8 9 13 18 18 15 1 27 22
2001 Jurica Golemac Olimpija Ljubljana 12 18 82 28 57 21 39 7 18 19 29 17 26 11 4 2 22 42
2001 Randy Duck London Towers 5 37,2 82 27 52 18 37 9 15 19 22 1 9 19 3 1 10 19
2001 Alan Tomidy Treviso 14 15 81 28 57 27 53 1 4 24 36 27 30 5 5 5 17 28
2001 Dejan Radonjic Buducnost 11 21,4 80 23 56 7 11 16 45 18 22 4 14 8 6 0 7 29
2001 Pedro Robles Estudiantes 10 15,3 80 30 59 17 30 13 29 7 10 1 4 8 5 0 10 11
2001 Mate Skelin Cibona Zagreb 11 22,6 79 29 42 29 42 0 0 21 44 32 50 4 13 10 21 32
2001 Jiri Welsch Olimpija Ljubljana 15 16,9 77 29 72 24 52 5 20 14 15 5 12 8 10 0 12 34
2001 Ignacio Azofra Estudiantes 12 24,2 76 25 51 7 14 18 37 8 10 9 22 32 17 0 24 32
2001 Matej Mamic Cibona Zagreb 12 23,3 75 24 59 17 34 7 25 20 28 30 33 3 9 2 9 33
2001 Valeri Daineko PAOK 8 26,1 74 29 65 26 52 3 13 13 16 9 28 1 9 4 9 27
2001 Tom Wideman London Towers 10 21,2 72 25 56 25 55 0 1 22 32 26 39 9 12 2 11 29
2001 Vladimir Kuzmanovic Buducnost 12 23,8 72 26 69 18 32 8 37 12 15 16 15 9 10 2 14 24
2001 Richard Mandeville Zadar 10 18,1 71 28 50 28 48 0 2 15 20 7 26 3 4 0 12 31
2001 Claudio Coldebella PAOK 13 26,2 71 19 50 9 23 10 27 23 26 1 39 32 14 2 12 46
2001 John White Zalgiris 6 27,8 71 21 62 11 29 10 33 19 21 7 13 16 3 0 11 21
2001 Mihalis Pelekanos Peristeri 12 22,4 69 23 53 12 20 11 33 12 15 5 24 4 16 6 15 37
2001 Eurelijus Zukauskas Fortitudo Bologna 11 13,1 68 21 52 20 51 1 1 25 44 18 21 2 17 5 12 24
2001 Sandro Nicevic Cibona Zagreb 11 16,5 67 25 38 25 38 0 0 17 24 13 24 2 5 3 12 23
2001 Joseph Blair PAOK 5 33,4 66 24 46 24 45 0 1 18 37 24 45 3 4 8 8 9
2001 James Shields Frankfurt 8 24 66 28 61 27 52 1 9 9 17 12 23 11 5 1 13 37
2001 Alain Digbeu Barcelona 11 18,9 65 20 62 11 23 9 39 16 20 6 22 8 7 2 17 32
2001 Tomas Masiulis Zalgiris 5 30,8 64 25 39 23 33 2 6 12 19 13 28 10 8 2 5 16
2001 Denis Marconato Treviso 14 15,9 63 29 43 29 42 0 1 5 14 18 21 6 16 1 20 35
2001 Jacques Stas Charleroi 9 26,2 63 25 49 20 30 5 19 8 11 0 10 11 3 0 14 23
2001 David Desy Charleroi 10 23,1 62 17 49 7 23 10 26 18 21 2 8 12 7 0 16 29
2001 Kevin Rankin Hapoel Jerusalem 7 23 62 22 45 19 35 3 10 15 20 11 17 1 6 3 16 22
2001 Perry Carter London Towers 6 25,3 62 22 47 22 47 0 0 18 26 23 31 2 7 1 12 21
2001 Stojan Vrankovic Fortitudo Bologna 10 21,7 62 23 36 23 36 0 0 16 25 11 54 6 19 26 22 29
2001 Gordan Giricek Cibona Zagreb 6 27 62 16 69 12 38 4 31 26 33 4 14 5 2 0 16 13
2001 Sasa Obradovic Buducnost 8 26,6 61 19 61 11 20 8 41 15 22 2 11 8 12 1 12 23
2001 Dragan Vukcevic Buducnost 10 21,5 60 22 65 12 22 10 43 6 8 3 10 4 2 1 10 24
2001 Robin Grey Frankfurt 9 24,4 60 20 45 13 32 7 13 13 17 5 17 5 7 1 9 36
2001 Michael Andersen Peristeri 12 16 60 25 42 25 42 0 0 10 16 14 23 2 5 4 22 27
2001 David Berbois Ovarense 8 17,4 60 20 46 12 22 8 24 12 15 4 9 14 4 0 25 25
2001 Nikola Jestratijevic Virtus Bologna 14 8,3 59 20 41 20 41 0 0 19 28 8 21 2 9 1 9 33
2001 Iker Iturbe Real Madrid 12 17,3 58 19 52 10 28 9 24 11 16 4 30 6 11 1 10 26
2001 Rodrigo De La Fuente Barcelona 10 22,4 57 21 60 16 38 5 22 10 11 11 23 10 5 3 13 14
2001 Massimo Bulleri Treviso 14 11,5 56 18 39 12 22 6 17 14 17 3 10 8 6 2 10 24
2001 Davide Bonora Virtus Bologna 18 13,2 54 13 25 11 15 2 10 26 36 2 19 9 17 2 11 31
2001 Robert Maras Frankfurt 8 20,9 54 20 49 20 49 0 0 14 18 16 36 6 6 1 16 27
2001 Manolis Papamakarios Peristeri 11 10,7 54 18 39 9 19 9 20 9 12 0 9 5 5 0 14 23
2001 Rony Seikaly Barcelona 4 24,5 52 20 43 20 43 0 0 12 20 5 16 4 5 4 11 12
2001 Milan Gurovic AEK Athens 4 21,8 52 14 31 8 16 6 15 18 23 0 10 1 3 0 4 11
2001 Bostjan Nachbar Treviso 12 9 52 15 35 9 21 6 14 16 25 4 18 9 6 2 7 18
2001 Chris Corchiani Vitoria 17 11,1 52 12 33 9 20 3 13 25 33 8 12 10 19 0 9 26
2001 Dejan Milojevic Buducnost 11 13,5 51 23 37 23 32 0 5 5 15 18 17 2 7 0 11 36
2001 Gonzalo Martinez Estudiantes 10 18,9 49 13 41 6 17 7 24 16 18 1 7 29 6 0 16 23
2001 Meir Tapiro Hapoel Jerusalem 10 16,7 49 19 50 19 41 0 9 11 12 6 11 11 9 0 11 25
2001 Rodolfo Rombaldoni Verona 12 13,9 48 18 41 17 34 1 7 11 22 6 12 19 12 1 13 24
2001 Alessandro De Pol Fortitudo Bologna 14 12,3 48 9 37 7 21 2 16 28 38 6 14 4 5 0 9 20
2001 Josep Cargol PAOK 12 13,4 46 18 37 17 31 1 6 9 12 7 20 5 1 2 7 23
2001 Barak Peleg Hapoel Jerusalem 10 19,1 46 20 64 17 41 3 23 3 6 12 14 9 10 2 23 31
2001 Mustafa Sahin Ovarense 4 26 46 23 33 23 33 0 0 0 6 1 22 3 2 0 6 11
2001 Slavko Kotnik Olimpija Ljubljana 13 10,7 45 17 40 17 40 0 0 11 15 15 23 2 8 1 15 17
2001 Nuno Manarte Ovarense 10 23,4 45 17 40 16 32 1 8 10 16 2 19 21 16 0 25 27
2001 Steven Hansell AEK Athens 12 11,5 44 15 34 12 24 3 10 11 13 3 6 10 9 1 6 10
2001 Dainius Salenga Zalgiris 6 22,2 44 15 32 11 22 4 10 10 12 4 10 7 6 1 10 11
2001 Tomislav Ruzic Zadar 7 27 43 16 36 16 36 0 0 11 16 7 23 4 3 4 11 29
2001 Walsh Jordan Olimpija Ljubljana 12 22,3 43 17 44 11 23 6 21 3 8 3 9 19 19 1 13 27
2001 Jerry Hester London Towers 5 31,8 42 15 55 11 30 4 25 8 12 4 6 9 2 0 8 14
2001 Geert Hammink AEK Athens 16 10,4 41 17 46 17 45 0 1 7 11 11 22 4 4 2 11 25
2001 Martynas Andriukaitis Zalgiris 4 19 41 15 24 15 24 0 0 11 12 7 9 1 1 2 4 11
2001 Erik Cleymans Charleroi 10 22,3 41 10 56 6 21 4 35 17 21 4 8 4 4 0 12 25
2001 Haris Brkic Buducnost 4 19,8 40 13 32 9 17 4 15 10 15 1 4 9 1 0 11 7
2001 Amit Tamir Hapoel Jerusalem 8 13,8 40 14 28 14 28 0 0 12 17 9 8 2 1 1 11 14
2001 Toni Dijan Zadar 6 14,5 40 15 23 13 20 2 3 8 10 3 8 4 2 1 6 4
2001 Spencer Dunkley Lugano 9 15,9 40 14 35 14 33 0 2 12 17 12 27 2 11 5 8 16
2001 Massimo Ruggeri Fortitudo Bologna 9 10,8 38 12 32 8 14 4 18 10 15 3 14 2 4 1 8 14
2001 Claudio Pilutti Fortitudo Bologna 13 17,1 37 13 40 8 21 5 19 6 10 5 20 7 18 0 10 19
2001 Alexis Papadatos Peristeri 10 10,4 36 10 30 1 10 9 20 7 8 1 11 6 4 0 10 17
2001 Patrick Femerling Olympiakos 12 9,5 36 15 22 15 20 0 2 6 8 14 14 2 6 5 9 19
2001 David Arigbabu Verona 9 13,2 36 16 31 16 30 0 1 4 8 9 22 6 3 2 8 17
2001 Constantin Popa Hapoel Jerusalem 9 13,8 36 13 20 13 20 0 0 10 13 7 16 1 7 8 7 22
2001 Walter Palmer Frankfurt 3 22,3 35 15 36 14 30 1 6 4 6 4 9 1 3 2 14 10
2001 Niklas Lutcke Frankfurt 8 21 34 13 43 7 19 6 24 2 3 7 8 12 8 0 4 19
2001 Hrvoje Perincic Zadar 8 12,8 33 14 28 11 19 3 9 2 4 3 9 3 1 0 7 14
2001 Martin Henlan London Towers 10 15,3 33 12 35 9 26 3 9 6 6 13 20 1 6 4 8 20
2001 Norbert Valis Lugano 9 13,6 33 12 23 9 14 3 9 6 9 2 16 7 3 0 15 35
2001 Zoran Viskovic Ovarense 7 8,3 32 12 16 12 16 0 0 8 11 4 8 0 4 0 9 15
2001 Jerome James Buducnost 4 18,8 32 14 41 14 40 0 1 4 8 6 10 1 2 2 7 18
2001 Kenny Williams Hapoel Jerusalem 2 33,5 31 12 26 12 23 0 3 7 13 4 15 3 0 1 4 7
2001 Nicolas Fernandez Ovarense 8 13,3 31 12 25 10 21 2 4 5 10 1 12 1 4 8 13 26
2001 Eric Burks London Towers 5 17,8 31 10 24 6 10 4 14 7 11 2 2 4 2 0 3 10
2001 Asier Garcia Estudiantes 10 11,5 30 11 40 9 31 2 9 6 6 10 14 2 5 4 9 12
2001 Pascal Roller Frankfurt 5 27,8 29 13 37 10 20 3 17 0 0 1 7 8 2 0 8 9
2001 Frederic Weis PAOK 5 19 28 13 22 13 22 0 0 2 5 7 16 4 2 7 3 15
2001 Roberto Nunez Real Madrid 7 11,6 28 9 19 4 5 5 14 5 9 2 10 4 5 0 7 8
2001 Vassilis Soulis Olympiakos 11 7,5 28 12 24 12 24 0 0 4 8 11 14 3 0 0 6 21
2001 Erez Katz Hapoel Jerusalem 10 8,6 28 8 26 6 17 2 9 10 14 1 5 4 9 1 8 10
2001 Michael Polite Lugano 7 11,1 28 8 17 8 17 0 0 12 15 10 10 0 2 0 6 12
2001 Ismael Santos Treviso 11 13 27 7 18 2 6 5 12 8 11 3 11 4 4 0 3 24
2001 Nikolaos Bountouris Olympiakos 12 8,8 27 7 17 2 4 5 13 8 10 1 4 10 5 1 4 20
2001 Stipe Modric Olimpija Ljubljana 7 12,4 27 9 15 6 10 3 5 6 8 10 14 3 7 2 5 24
2001 Peter Lisicky Treviso 4 16,8 27 6 24 1 12 5 12 10 12 4 3 3 4 0 6 8
2001 Ignacio Rodriguez Barcelona 5 18,8 25 8 19 3 8 5 11 4 6 1 7 15 1 0 5 4
2001 Haywoode Workman Hapoel Jerusalem 2 30 25 11 16 8 12 3 4 0 0 0 4 8 6 0 3 4
2001 Ignacio De Miguel Olympiakos 11 8,5 24 6 14 6 14 0 0 12 23 13 14 2 3 2 10 19
2001 Hugo Sconochini Virtus Bologna 4 15,5 21 5 14 4 9 1 5 10 10 3 6 4 4 0 6 11
2001 Sergi Vidal Vitoria 14 6,3 20 6 24 4 15 2 9 6 12 1 5 3 5 0 5 13
2001 Boris Dzidic Cibona Zagreb 6 15,5 19 7 24 3 11 4 13 1 1 6 7 0 4 1 6 12
2001 Bojan Bakic Buducnost 6 16 19 6 20 5 8 1 12 6 9 2 1 3 9 0 4 12
2001 Zoran Savic Barcelona 4 11,5 19 7 15 6 12 1 3 4 8 2 6 1 2 0 6 10
2001 Daniel Garcia Vitoria 13 6 17 7 23 5 15 2 8 1 2 2 12 5 0 3 4 12
2001 Kai Nurnberger Frankfurt 3 30 16 6 17 4 9 2 8 2 2 1 5 4 5 0 6 10
2001 Ruslan Boidakov Frankfurt 4 10,5 16 7 13 7 11 0 2 2 2 5 1 0 2 1 1 2
2001 Daniel Becker Ovarense 2 26 16 6 13 2 7 4 6 0 0 1 3 0 0 1 4 7
2001 Peter Van Elswyk London Towers 4 14,3 16 7 12 6 9 1 3 1 2 5 7 2 1 0 2 8
2001 Arturas Masiulis Zalgiris 6 11,2 15 6 17 6 16 0 1 3 4 1 10 0 1 5 6 13
2001 Marcelo Damiao Fortitudo Bologna 9 9,3 14 5 12 5 9 0 3 4 13 5 18 1 6 1 3 12
2001 Johnathan Edwards Lugano 5 9 14 6 14 6 12 0 2 2 6 5 5 1 4 1 3 11
2001 Vassilis Kikilias AEK Athens 10 12,2 12 5 22 5 12 0 10 2 2 6 19 4 3 0 9 30
2001 Giedrius Gustas Zalgiris 5 8,6 12 2 8 1 5 1 3 7 8 2 1 2 1 0 2 6
2001 Dominik Hennen Frankfurt 1 32 12 5 6 5 6 0 0 2 3 2 3 1 3 0 2 3
2001 Ronnie Baker London Towers 7 7,9 12 4 14 3 8 1 6 3 6 1 4 2 1 0 0 7
2001 David Evans Olimpija Ljubljana 4 10,8 11 2 9 1 6 1 3 6 6 1 2 3 4 0 5 8
2001 Zoran Planinic Cibona Zagreb 5 16,8 10 5 17 5 10 0 7 0 0 0 7 6 1 1 7 18
2001 Branimir Longin Cibona Zagreb 5 9,6 10 5 11 5 8 0 3 0 2 3 1 1 0 0 3 8
2001 Nerijus Karlikanovas Zalgiris 2 12 10 5 9 5 9 0 0 0 0 1 3 2 0 0 2 4
2001 Patrick Koller Lugano 10 11,3 9 3 18 3 9 0 9 3 6 3 3 6 7 0 6 15
2001 Wayne Henry London Towers 10 4,1 9 3 15 1 6 2 9 1 2 4 3 1 1 0 1 12
2001 Jovan Manovic Ovarense 2 17,5 9 2 10 1 4 1 6 4 4 0 1 5 0 0 2 8
2001 Anthony Avent PAOK 3 19 8 4 11 4 11 0 0 0 0 5 7 4 7 2 4 11
2001 Davor Kus Cibona Zagreb 8 5 8 0 4 0 2 0 2 8 8 1 3 2 0 0 1 5
2001 Spiros Panteliadis AEK Athens 6 11,5 8 1 5 0 3 1 2 5 10 2 5 7 1 0 6 8
2001 Fabrizio Ambrassa Virtus Bologna 6 5,5 8 2 6 1 1 1 5 3 3 0 3 1 2 0 0 1
2001 Jorge Sing Ovarense 3 8,3 8 3 5 2 2 1 3 1 1 0 5 3 1 1 3 3
2001 Balsa Radunovic Buducnost 3 4,3 7 3 7 2 4 1 3 0 0 0 3 0 0 0 1 2
2001 Cesar Arranz Estudiantes 4 10,8 6 2 4 2 4 0 0 2 2 2 5 1 3 0 4 3
2001 Manuel Raga Lugano 7 12 6 2 12 0 4 2 8 0 0 2 5 3 3 1 4 9
2001 Aleksandar Simic Frankfurt 2 11 6 3 6 3 4 0 2 0 0 0 2 1 1 0 3 1
2001 Luca Sottana Treviso 1 3 5 0 3 0 0 0 3 5 5 0 0 0 1 0 1 0
2001 Jaime Silva Ovarense 2 4,5 5 2 3 1 1 1 2 0 0 0 0 3 0 0 0 0
2001 Marco Sassella Lugano 5 7,2 5 1 7 1 4 0 3 3 4 1 3 1 2 0 1 2
2001 Nikolaos Zisis AEK Athens 2 17 4 2 8 2 5 0 3 0 0 0 3 0 0 0 1 6
2001 Ingmar Janke Frankfurt 1 9 4 1 2 1 2 0 0 2 3 0 0 0 2 0 1 0
2001 Lashun McDaniels Ovarense 1 5 4 1 2 1 2 0 0 2 2 0 0 0 0 0 2 1
2001 Bernard Thiry Charleroi 6 9,7 4 2 5 2 5 0 0 0 2 0 3 0 1 0 7 12
2001 Tomislav Knezevic Zadar 3 2 3 0 2 0 0 0 2 3 4 0 0 0 0 0 1 1
2001 Giampaolo Zamberlan Verona 3 8 3 1 3 0 1 1 2 0 0 0 3 0 0 0 0 4
2001 Giorgio Boscagin Verona 2 7 3 1 2 1 1 0 1 1 2 0 0 0 0 0 0 1
2001 John Brugos Peristeri 1 1 2 0 0 0 0 0 0 2 2 0 0 0 0 0 1 3
2001 Giorgos Limniatis PAOK 6 4,5 2 1 3 1 3 0 0 0 0 0 5 4 1 0 2 3
2001 Luis Munoz Estudiantes 2 11 2 1 5 1 4 0 1 0 0 0 2 4 1 0 3 2
2001 Dimitrios Misiakos AEK Athens 1 2 2 1 1 1 1 0 0 0 0 0 1 0 0 0 0 0
2001 Ariel Eslava Real Madrid 1 3 1 0 0 0 0 0 0 1 2 1 1 1 0 0 0 1
2001 Stephen Tison Charleroi 1 1 1 0 0 0 0 0 0 1 2 0 0 0 0 0 0 0
2001 Sime Spralja Zadar 1 7 0 0 0 0 0 0 0 0 0 0 2 0 0 1 3 2
2001 Cristian Akrivos Virtus Bologna 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
2001 Ioannis Kritikos Peristeri 3 7,3 0 0 5 0 0 0 5 0 0 0 2 0 1 1 3 3
2001 Giorgos Apostolidis PAOK 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
2001 Nikos Pettas Olympiakos 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
2001 Blagota Sekulic Buducnost 3 7,3 0 0 3 0 2 0 1 0 0 1 2 0 0 0 1 5
2001 Francesc Puyada Barcelona 1 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
2001 Miltiadis Moschou AEK Athens 2 7 0 0 2 0 2 0 0 0 0 2 2 0 0 0 1 2
2001 Theodoros Triftanidis PAOK 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
2001 Juan Antonio Jobacho Barcelona 1 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1
2001 Julien Defosse Charleroi 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0
2001 Emmanuel Manpuya Charleroi 2 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0
2001 Martin Lattibeaudiere London Towers 1 6 0 0 1 0 0 0 1 0 0 0 1 0 0 0 0 3
2001 Andre Pinto Ovarense 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
2001 Robert Fultz Fortitudo Bologna 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
2001 Fulvio Candido Fortitudo Bologna 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
2001 Ivan Todorovic Buducnost 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
2001 Vidas Ginevicius Zalgiris 1 21 0 0 3 0 2 0 1 0 0 0 2 1 1 0 2 2
2001 Marius Basinskas Zalgiris 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
2001 Tim Sanks Frankfurt 1 3 0 0 0 0 0 0 0 0 0 0 2 1 0 0 1 0
2001 Erez Zaichik Hapoel Jerusalem 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
2001 Robert Reisenbuchler Peristeri 2 8,5 0 0 4 0 3 0 1 0 0 2 0 1 1 0 2 2
2001 Claudio Nobile Verona 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
2001 Neville Austin London Towers 2 1,5 0 0 0 0 0 0 0 0 0 0 0 0 1 0 2 1
2001 David Brkic Virtus Bologna 1 1 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0
2001 Cesar Bravo Barcelona 2 5 0 0 0 0 0 0 0 0 2 0 1 0 0 0 1 1
2001 Maxim Kropatchev Hapoel Jerusalem 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
2001 Oumarou Toure Vitoria 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
2001 Vedran Morovic Zadar 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
2001 M.A. Beltran Barcelona 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
2001 Gregory Crucifix Charleroi 2 2 0 0 2 0 0 0 2 0 1 0 0 0 0 0 1 1
2001 Costas Vassiliadis PAOK 2 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0
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