library(tidyverse)
## -- Attaching packages ------------------------------------------------------------------------- tidyverse 1.2.1 --
## v ggplot2 3.2.1 v purrr 0.3.2
## v tibble 2.1.3 v dplyr 0.8.3
## v tidyr 1.0.0 v stringr 1.4.0
## v readr 1.3.1 v forcats 0.4.0
## -- Conflicts ---------------------------------------------------------------------------- tidyverse_conflicts() --
## x dplyr::filter() masks stats::filter()
## x dplyr::lag() masks stats::lag()
library(ggplot2)
library(ISLR)
library(tree)
## Registered S3 method overwritten by 'tree':
## method from
## print.tree cli
library(MASS)
##
## Attaching package: 'MASS'
## The following object is masked from 'package:dplyr':
##
## select
sumplayer<-read.csv("nba_2016_2017_100.csv")
sumplayer
## ï..PLAYER_ID PLAYER_NAME TEAM_ID TEAM_ABBREVIATION AGE GP
## 1 201566 Russell Westbrook 1610612760 OKC 28 81
## 2 1626246 Boban Marjanovic 1610612765 DET 28 35
## 3 1627743 Demetrius Jackson 1610612738 BOS 22 5
## 4 203076 Anthony Davis 1610612740 NOP 24 75
## 5 201935 James Harden 1610612745 HOU 27 81
## 6 201142 Kevin Durant 1610612744 GSW 28 62
## 7 2544 LeBron James 1610612739 CLE 32 74
## 8 101108 Chris Paul 1610612746 LAC 32 61
## 9 202326 DeMarcus Cousins 1610612740 NOP 26 72
## 10 203507 Giannis Antetokounmpo 1610612749 MIL 22 80
## 11 202695 Kawhi Leonard 1610612759 SAS 26 74
## 12 203954 Joel Embiid 1610612755 PHI 23 31
## 13 1626157 Karl-Anthony Towns 1610612750 MIN 21 82
## 14 203999 Nikola Jokic 1610612743 DEN 22 73
## 15 202710 Jimmy Butler 1610612741 CHI 27 76
## 16 202355 Hassan Whiteside 1610612748 MIA 28 77
## 17 203497 Rudy Gobert 1610612762 UTA 25 81
## 18 202738 Isaiah Thomas 1610612738 BOS 28 76
## 19 201144 Mike Conley 1610612763 MEM 29 69
## 20 203081 Damian Lillard 1610612757 POR 26 75
## 21 202330 Gordon Hayward 1610612762 UTA 27 73
## 22 201942 DeMar DeRozan 1610612761 TOR 27 74
## 23 1627762 Joel Bolomboy 1610612762 UTA 23 12
## 24 202683 Enes Kanter 1610612760 OKC 25 72
## 25 202322 John Wall 1610612764 WAS 26 78
## 26 201933 Blake Griffin 1610612746 LAC 28 61
## 27 2216 Zach Randolph 1610612763 MEM 35 73
## 28 2730 Dwight Howard 1610612737 ATL 31 74
## 29 201939 Stephen Curry 1610612744 GSW 29 79
## 30 201188 Marc Gasol 1610612763 MEM 32 74
## 31 201599 DeAndre Jordan 1610612746 LAC 28 81
## 32 201567 Kevin Love 1610612739 CLE 28 60
## 33 200768 Kyle Lowry 1610612761 TOR 31 60
## 34 2200 Pau Gasol 1610612759 SAS 36 64
## 35 202696 Nikola Vucevic 1610612753 ORL 26 75
## 36 202339 Eric Bledsoe 1610612756 PHX 27 66
## 37 202328 Greg Monroe 1610612749 MIL 27 81
## 38 204002 Edy Tavares 1610612739 CLE 25 2
## 39 203962 Josh Huestis 1610612760 OKC 25 2
## 40 202689 Kemba Walker 1610612766 CHA 27 79
## 41 203083 Andre Drummond 1610612765 DET 23 81
## 42 202685 Jonas Valanciunas 1610612761 TOR 25 80
## 43 202331 Paul George 1610612754 IND 27 75
## 44 202681 Kyrie Irving 1610612739 CLE 25 72
## 45 200826 J.J. Barea 1610612742 DAL 33 35
## 46 101150 Lou Williams 1610612745 HOU 30 81
## 47 2744 Al Jefferson 1610612754 IND 32 66
## 48 1626195 Willy Hernangomez 1610612752 NYK 23 72
## 49 203124 Kyle O'Quinn 1610612752 NYK 27 79
## 50 202391 Jeremy Lin 1610612751 BKN 28 36
## 51 201952 Jeff Teague 1610612754 IND 29 82
## 52 2199 Tyson Chandler 1610612756 PHX 34 47
## 53 203991 Clint Capela 1610612745 HOU 23 65
## 54 201609 Goran Dragic 1610612748 MIA 31 73
## 55 2757 Beno Udrih 1610612765 DET 34 39
## 56 1627848 Shawn Long 1610612755 PHI 24 18
## 57 201588 George Hill 1610612762 UTA 31 49
## 58 1626210 Alan Williams 1610612756 PHX 24 47
## 59 202344 Trevor Booker 1610612751 BKN 29 71
## 60 203462 Archie Goodwin 1610612751 BKN 22 15
## 61 203457 Nerlens Noel 1610612742 DAL 23 51
## 62 200794 Paul Millsap 1610612737 ATL 32 69
## 63 101135 David Lee 1610612759 SAS 34 79
## 64 201143 Al Horford 1610612738 BOS 31 68
## 65 201580 JaVale McGee 1610612744 GSW 29 77
## 66 203468 CJ McCollum 1610612757 POR 25 80
## 67 200752 Rudy Gay 1610612758 SAC 30 30
## 68 1717 Dirk Nowitzki 1610612742 DAL 39 54
## 69 201572 Brook Lopez 1610612751 BKN 29 75
## 70 203087 Jeremy Lamb 1610612766 CHA 25 62
## 71 202702 Kenneth Faried 1610612743 DEN 27 61
## 72 203473 Dewayne Dedmon 1610612759 SAS 27 76
## 73 2561 David West 1610612744 GSW 36 68
## 74 101138 Brandon Bass 1610612746 LAC 32 52
## 75 200746 LaMarcus Aldridge 1610612759 SAS 31 72
## 76 203953 Jabari Parker 1610612749 MIL 22 51
## 77 2548 Dwyane Wade 1610612741 CHI 35 60
## 78 201950 Jrue Holiday 1610612740 NOP 27 67
## 79 203950 Jarnell Stokes 1610612743 DEN 23 2
## 80 201949 James Johnson 1610612748 MIA 30 76
## 81 2555 Nick Collison 1610612760 OKC 36 20
## 82 203078 Bradley Beal 1610612764 WAS 24 77
## 83 2546 Carmelo Anthony 1610612752 NYK 33 74
## 84 201587 Nicolas Batum 1610612766 CHA 28 77
## 85 201936 Tyreke Evans 1610612758 SAC 27 40
## 86 203471 Dennis Schroder 1610612737 ATL 23 79
## 87 203110 Draymond Green 1610612744 GSW 27 76
## 88 203994 Jusuf Nurkic 1610612757 POR 22 65
## 89 203901 Elfrid Payton 1610612753 ORL 23 82
## 90 1626158 Richaun Holmes 1610612755 PHI 23 57
## 91 201563 Michael Beasley 1610612749 MIL 28 56
## 92 201148 Brandan Wright 1610612763 MEM 29 28
## 93 201937 Ricky Rubio 1610612750 MIN 26 75
## 94 201578 Marreese Speights 1610612746 LAC 29 82
## 95 201568 Danilo Gallinari 1610612743 DEN 28 63
## 96 203080 Thomas Robinson 1610612747 LAL 26 48
## 97 202699 Tobias Harris 1610612765 DET 24 82
## 98 203944 Julius Randle 1610612747 LAL 22 74
## 99 1627767 Cheick Diallo 1610612740 NOP 20 17
## 100 203084 Harrison Barnes 1610612742 DAL 25 79
## W L W_PCT MIN OFF_RATING DEF_RATING NET_RATING AST_PCT AST_TO
## 1 46 35 0.568 34.6 107.9 104.6 3.3 0.543 1.92
## 2 16 19 0.457 8.4 104.3 102.4 1.9 0.054 0.90
## 3 1 4 0.200 3.4 124.2 117.8 6.3 0.300 0.00
## 4 31 44 0.413 36.1 104.2 102.5 1.7 0.110 0.87
## 5 54 27 0.667 36.4 113.6 107.3 6.3 0.505 1.95
## 6 51 11 0.823 33.4 117.2 101.3 16.0 0.218 2.17
## 7 51 23 0.689 37.8 114.9 107.1 7.7 0.388 2.13
## 8 43 18 0.705 31.5 116.2 101.3 14.9 0.444 3.83
## 9 30 42 0.417 34.2 106.7 109.0 -2.2 0.262 1.23
## 10 42 38 0.525 35.6 107.4 105.9 1.5 0.269 1.85
## 11 54 20 0.730 33.4 112.6 104.0 8.6 0.182 1.69
## 12 13 18 0.419 25.4 102.4 99.1 3.2 0.174 0.56
## 13 31 51 0.378 37.0 109.9 110.8 -0.9 0.127 1.04
## 14 37 36 0.507 27.9 114.9 109.8 5.1 0.266 2.10
## 15 40 36 0.526 37.0 106.4 103.4 3.0 0.243 2.62
## 16 39 38 0.506 32.6 106.6 105.3 1.3 0.037 0.37
## 17 51 30 0.630 33.9 108.7 100.6 8.1 0.057 0.66
## 18 51 25 0.671 33.8 113.6 108.6 5.0 0.305 2.13
## 19 35 34 0.507 33.2 108.6 105.5 3.1 0.329 2.78
## 20 38 37 0.507 35.9 110.1 108.9 1.2 0.277 2.23
## 21 46 27 0.630 34.5 109.5 102.4 7.1 0.179 1.80
## 22 47 27 0.635 35.4 110.2 107.0 3.3 0.204 1.61
## 23 8 4 0.667 4.4 106.3 95.0 11.3 0.065 1.00
## 24 43 29 0.597 21.3 107.8 107.9 -0.1 0.078 0.54
## 25 48 30 0.615 36.4 111.2 107.3 3.9 0.450 2.58
## 26 40 21 0.656 34.0 115.2 104.6 10.6 0.235 2.11
## 27 38 35 0.521 24.5 104.1 105.2 -1.1 0.131 1.23
## 28 37 37 0.500 29.7 101.1 103.1 -2.0 0.076 0.61
## 29 65 14 0.823 33.4 118.1 100.9 17.2 0.287 2.19
## 30 40 34 0.541 34.2 106.5 105.1 1.4 0.246 2.04
## 31 51 30 0.630 31.7 113.4 103.7 9.7 0.054 0.83
## 32 40 20 0.667 31.4 113.2 106.0 7.2 0.093 0.95
## 33 36 24 0.600 37.4 112.8 104.6 8.2 0.293 2.41
## 34 47 17 0.734 25.4 110.7 104.0 6.8 0.143 1.85
## 35 27 48 0.360 28.8 102.5 106.1 -3.6 0.157 1.78
## 36 22 44 0.333 33.0 106.1 110.2 -4.1 0.309 1.87
## 37 42 39 0.519 22.5 110.1 106.4 3.7 0.165 1.34
## 38 1 1 0.500 13.8 108.2 93.0 15.2 0.071 0.50
## 39 0 2 0.000 15.4 111.3 104.9 6.4 0.115 0.00
## 40 36 43 0.456 34.7 109.0 105.4 3.6 0.282 2.58
## 41 36 45 0.444 29.7 102.6 108.9 -6.3 0.060 0.59
## 42 50 30 0.625 25.8 109.6 107.2 2.5 0.043 0.54
## 43 39 36 0.520 35.9 108.9 106.0 2.9 0.157 1.14
## 44 47 25 0.653 35.1 114.2 109.1 5.1 0.278 2.32
## 45 11 24 0.314 22.0 104.6 102.8 1.8 0.421 3.06
## 46 34 47 0.420 24.6 108.7 109.0 -0.4 0.193 1.49
## 47 33 33 0.500 14.1 102.3 108.1 -5.8 0.114 1.73
## 48 27 45 0.375 18.4 104.8 107.6 -2.8 0.116 0.96
## 49 29 50 0.367 15.6 102.1 108.9 -6.8 0.149 1.54
## 50 13 23 0.361 24.5 103.5 106.4 -2.9 0.338 2.14
## 51 42 40 0.512 32.4 108.1 106.8 1.2 0.359 2.96
## 52 15 32 0.319 27.6 106.6 109.5 -2.9 0.033 0.46
## 53 44 21 0.677 23.9 113.7 105.9 7.8 0.066 0.72
## 54 40 33 0.548 33.7 106.7 106.0 0.6 0.283 2.00
## 55 18 21 0.462 14.4 103.3 97.9 5.4 0.364 3.64
## 56 5 13 0.278 13.0 110.5 108.0 2.6 0.087 1.00
## 57 33 16 0.673 31.5 109.7 101.0 8.6 0.227 2.40
## 58 11 36 0.234 15.1 105.6 105.8 -0.3 0.049 0.62
## 59 18 53 0.254 24.7 99.4 107.3 -7.9 0.131 1.09
## 60 8 7 0.533 14.3 103.3 108.7 -5.4 0.186 1.71
## 61 24 27 0.471 20.5 103.0 105.5 -2.6 0.078 0.98
## 62 40 29 0.580 34.0 105.0 103.0 2.0 0.172 1.59
## 63 58 21 0.734 18.7 110.2 99.2 11.0 0.126 1.51
## 64 46 22 0.676 32.3 110.7 105.8 5.0 0.239 2.93
## 65 62 15 0.805 9.6 121.4 102.7 18.7 0.032 0.43
## 66 40 40 0.500 34.9 109.0 107.9 1.2 0.175 1.66
## 67 11 19 0.367 33.8 106.5 104.8 1.7 0.140 1.12
## 68 23 31 0.426 26.4 104.8 106.5 -1.7 0.099 1.61
## 69 20 55 0.267 29.6 103.4 107.6 -4.2 0.143 0.96
## 70 27 35 0.435 18.4 107.6 108.7 -1.1 0.113 1.88
## 71 29 32 0.475 21.2 109.0 112.1 -3.1 0.064 0.93
## 72 55 21 0.724 17.5 105.9 97.5 8.4 0.049 0.72
## 73 56 12 0.824 12.6 107.7 98.6 9.1 0.260 1.94
## 74 29 23 0.558 11.1 103.7 116.7 -13.0 0.063 0.72
## 75 52 20 0.722 32.4 109.1 103.0 6.1 0.100 1.42
## 76 22 29 0.431 33.9 106.8 109.3 -2.5 0.137 1.53
## 77 29 31 0.483 29.9 103.1 105.5 -2.4 0.221 1.65
## 78 32 35 0.478 32.7 103.7 102.8 0.9 0.355 2.52
## 79 0 2 0.000 3.3 115.3 118.3 -3.1 0.400 0.00
## 80 40 36 0.526 27.4 104.9 102.3 2.6 0.210 1.61
## 81 10 10 0.500 6.4 86.8 104.1 -17.2 0.171 3.00
## 82 48 29 0.623 34.9 112.1 106.5 5.6 0.154 1.71
## 83 29 45 0.392 34.3 106.1 111.1 -5.0 0.141 1.39
## 84 35 42 0.455 34.0 107.4 106.2 1.3 0.273 2.35
## 85 17 23 0.425 19.7 97.5 106.2 -8.6 0.281 2.03
## 86 42 37 0.532 31.5 103.4 105.4 -2.0 0.340 1.93
## 87 62 14 0.816 32.5 115.2 99.3 15.9 0.272 2.90
## 88 34 31 0.523 21.4 104.4 106.5 -2.1 0.142 0.86
## 89 29 53 0.354 29.4 104.7 107.5 -2.7 0.329 2.97
## 90 16 41 0.281 20.9 102.4 110.0 -7.6 0.081 1.05
## 91 23 33 0.411 16.7 106.9 108.5 -1.6 0.096 0.80
## 92 14 14 0.500 16.0 106.1 102.3 3.9 0.060 1.50
## 93 28 47 0.373 32.9 108.9 109.9 -1.0 0.385 3.50
## 94 51 31 0.622 15.7 106.0 108.4 -2.4 0.085 0.94
## 95 31 32 0.492 33.9 112.1 109.4 2.7 0.090 1.65
## 96 15 33 0.313 11.7 103.6 111.2 -7.5 0.088 0.67
## 97 37 45 0.451 31.3 104.3 105.5 -1.3 0.087 1.48
## 98 24 50 0.324 28.8 103.1 113.3 -10.2 0.195 1.53
## 99 9 8 0.529 11.7 101.5 110.9 -9.4 0.031 0.57
## 100 32 47 0.405 35.5 103.6 105.7 -2.1 0.076 1.14
## AST_RATIO OREB_PCT DREB_PCT REB_PCT TM_TOV_PCT EFG_PCT TS_PCT USG_PCT
## 1 23.4 0.053 0.279 0.167 12.2 0.476 0.554 0.408
## 2 5.1 0.166 0.313 0.239 5.7 0.545 0.606 0.248
## 3 31.1 0.091 0.118 0.103 0.0 0.875 0.753 0.172
## 4 7.3 0.067 0.269 0.170 8.4 0.518 0.580 0.326
## 5 27.6 0.035 0.212 0.123 14.1 0.525 0.613 0.341
## 6 18.4 0.023 0.232 0.137 8.5 0.594 0.651 0.276
## 7 25.6 0.040 0.209 0.127 12.0 0.594 0.619 0.297
## 8 35.0 0.025 0.149 0.089 9.1 0.555 0.614 0.243
## 9 14.3 0.072 0.305 0.188 11.6 0.498 0.562 0.364
## 10 19.8 0.058 0.226 0.143 10.7 0.541 0.599 0.283
## 11 13.3 0.038 0.160 0.100 7.9 0.541 0.610 0.312
## 12 9.2 0.092 0.247 0.173 16.3 0.508 0.584 0.363
## 13 10.5 0.114 0.277 0.195 10.1 0.576 0.618 0.274
## 14 24.2 0.119 0.272 0.197 11.5 0.605 0.640 0.234
## 15 19.6 0.050 0.131 0.090 7.5 0.492 0.586 0.265
## 16 4.2 0.129 0.349 0.239 11.5 0.557 0.579 0.226
## 17 9.0 0.138 0.288 0.217 13.6 0.661 0.681 0.167
## 18 18.5 0.019 0.070 0.045 8.7 0.546 0.625 0.337
## 19 24.6 0.015 0.108 0.061 8.9 0.545 0.604 0.263
## 20 18.6 0.018 0.134 0.075 8.3 0.516 0.586 0.309
## 21 14.5 0.023 0.152 0.090 8.1 0.536 0.595 0.276
## 22 12.6 0.030 0.134 0.083 7.8 0.477 0.552 0.342
## 23 8.8 0.083 0.255 0.172 8.8 0.594 0.590 0.180
## 24 6.4 0.147 0.210 0.179 11.7 0.549 0.599 0.275
## 25 29.5 0.023 0.105 0.064 11.4 0.482 0.541 0.302
## 26 18.8 0.064 0.204 0.137 8.9 0.513 0.569 0.278
## 27 9.6 0.113 0.280 0.193 7.8 0.460 0.490 0.285
## 28 9.7 0.153 0.310 0.234 15.8 0.633 0.627 0.191
## 29 22.2 0.027 0.113 0.073 10.1 0.580 0.624 0.292
## 30 18.7 0.027 0.190 0.106 9.2 0.503 0.554 0.267
## 31 9.8 0.136 0.343 0.243 11.8 0.714 0.673 0.153
## 32 9.4 0.087 0.295 0.193 9.9 0.510 0.573 0.255
## 33 25.0 0.024 0.121 0.073 10.4 0.569 0.623 0.249
## 34 16.4 0.077 0.271 0.176 8.8 0.548 0.578 0.216
## 35 14.6 0.086 0.306 0.193 8.2 0.480 0.498 0.243
## 36 22.3 0.025 0.139 0.080 11.9 0.485 0.563 0.280
## 37 16.1 0.112 0.237 0.176 12.1 0.533 0.572 0.242
## 38 10.7 0.160 0.241 0.204 21.5 0.800 0.633 0.137
## 39 20.8 0.133 0.172 0.153 0.0 0.636 0.612 0.146
## 40 19.6 0.018 0.107 0.062 7.6 0.527 0.569 0.291
## 41 6.9 0.146 0.373 0.252 11.6 0.531 0.518 0.224
## 42 5.9 0.124 0.297 0.210 11.0 0.558 0.601 0.195
## 43 12.7 0.025 0.178 0.103 11.1 0.534 0.587 0.290
## 44 19.3 0.023 0.075 0.050 8.3 0.535 0.580 0.302
## 45 31.1 0.013 0.117 0.064 10.1 0.491 0.521 0.261
## 46 15.0 0.014 0.096 0.055 10.0 0.511 0.593 0.283
## 47 9.5 0.086 0.251 0.165 5.5 0.499 0.526 0.260
## 48 13.4 0.142 0.263 0.204 14.0 0.533 0.564 0.202
## 49 18.2 0.138 0.250 0.193 11.8 0.523 0.552 0.186
## 50 25.1 0.013 0.146 0.080 11.7 0.510 0.566 0.259
## 51 32.8 0.014 0.123 0.070 11.1 0.492 0.574 0.221
## 52 7.9 0.127 0.339 0.230 17.2 0.671 0.703 0.113
## 53 8.0 0.127 0.250 0.188 11.0 0.643 0.638 0.201
## 54 22.0 0.028 0.098 0.063 11.0 0.527 0.575 0.268
## 55 34.6 0.012 0.102 0.058 9.5 0.495 0.535 0.201
## 56 8.6 0.196 0.214 0.205 8.6 0.592 0.595 0.245
## 57 20.8 0.017 0.105 0.062 8.7 0.554 0.599 0.236
## 58 6.1 0.138 0.293 0.215 9.8 0.517 0.547 0.206
## 59 15.3 0.089 0.251 0.172 14.0 0.537 0.554 0.188
## 60 19.6 0.039 0.106 0.074 11.4 0.583 0.651 0.209
## 61 10.9 0.100 0.225 0.161 11.1 0.595 0.622 0.176
## 62 16.2 0.053 0.192 0.124 10.1 0.481 0.542 0.243
## 63 18.4 0.118 0.211 0.167 12.1 0.590 0.613 0.166
## 64 25.7 0.049 0.183 0.118 8.8 0.527 0.553 0.199
## 65 4.0 0.156 0.187 0.173 9.4 0.652 0.642 0.226
## 66 14.1 0.024 0.090 0.057 8.5 0.544 0.585 0.274
## 67 12.6 0.039 0.176 0.107 11.2 0.502 0.559 0.251
## 68 9.5 0.018 0.267 0.140 5.9 0.495 0.529 0.255
## 69 10.4 0.058 0.130 0.095 10.9 0.531 0.578 0.290
## 70 11.3 0.029 0.224 0.127 6.0 0.502 0.550 0.235
## 71 9.0 0.157 0.243 0.200 9.6 0.548 0.588 0.181
## 72 10.9 0.114 0.302 0.212 15.1 0.622 0.645 0.122
## 73 29.9 0.069 0.192 0.136 15.4 0.542 0.571 0.194
## 74 7.6 0.086 0.165 0.126 10.6 0.578 0.650 0.200
## 75 9.9 0.084 0.171 0.128 7.0 0.488 0.532 0.249
## 76 12.4 0.053 0.151 0.103 8.1 0.530 0.563 0.260
## 77 15.8 0.037 0.125 0.080 9.6 0.457 0.508 0.293
## 78 29.6 0.022 0.103 0.063 11.8 0.510 0.532 0.235
## 79 51.5 0.111 0.143 0.125 0.0 1.000 0.798 0.111
## 80 21.1 0.035 0.163 0.099 13.0 0.535 0.564 0.219
## 81 28.2 0.068 0.186 0.124 9.4 0.609 0.622 0.101
## 82 14.1 0.022 0.078 0.050 8.2 0.566 0.604 0.263
## 83 11.1 0.026 0.160 0.092 8.0 0.488 0.535 0.290
## 84 26.1 0.019 0.184 0.101 11.1 0.472 0.529 0.221
## 85 20.8 0.017 0.178 0.095 10.2 0.462 0.501 0.270
## 86 24.0 0.019 0.088 0.054 12.4 0.493 0.533 0.276
## 87 36.5 0.046 0.205 0.132 12.6 0.481 0.522 0.160
## 88 13.8 0.124 0.236 0.182 16.0 0.507 0.528 0.235
## 89 30.9 0.039 0.136 0.086 10.4 0.493 0.520 0.213
## 90 10.2 0.087 0.198 0.143 9.6 0.591 0.611 0.188
## 91 9.3 0.051 0.186 0.120 11.6 0.554 0.584 0.248
## 92 8.6 0.078 0.115 0.097 5.7 0.615 0.628 0.166
## 93 41.3 0.032 0.112 0.072 11.8 0.448 0.539 0.174
## 94 8.8 0.077 0.245 0.161 9.3 0.539 0.584 0.239
## 95 11.9 0.021 0.144 0.084 7.2 0.531 0.622 0.200
## 96 10.3 0.158 0.304 0.225 15.2 0.536 0.535 0.206
## 97 10.1 0.026 0.155 0.089 6.9 0.532 0.568 0.218
## 98 19.8 0.074 0.254 0.161 13.0 0.499 0.543 0.215
## 99 4.2 0.115 0.286 0.195 7.3 0.474 0.510 0.203
## 100 7.2 0.037 0.132 0.082 6.3 0.498 0.541 0.255
## PACE PIE FGM FGA FGM_PG FGA_PG FG_PCT GP_RANK W_RANK L_RANK
## 1 102.31 0.230 824 1941 10.2 24.0 0.425 18 62 330
## 2 97.20 0.196 72 132 2.1 3.8 0.545 365 345 149
## 3 87.46 0.194 3 4 0.6 0.8 0.750 458 464 34
## 4 100.19 0.192 770 1526 10.3 20.3 0.505 111 196 419
## 5 102.98 0.190 674 1533 8.3 18.9 0.440 18 15 221
## 6 103.71 0.186 551 1026 8.9 16.5 0.537 244 21 79
## 7 98.38 0.183 736 1344 9.9 18.2 0.548 126 21 190
## 8 98.19 0.182 374 785 6.1 12.9 0.476 253 76 136
## 9 97.11 0.178 647 1432 9.0 19.9 0.452 158 209 402
## 10 96.46 0.176 656 1259 8.2 15.7 0.521 38 82 367
## 11 95.79 0.174 636 1312 8.6 17.7 0.485 126 15 161
## 12 100.25 0.174 200 429 6.5 13.8 0.466 378 378 136
## 13 97.10 0.171 802 1480 9.8 18.0 0.542 1 196 463
## 14 100.76 0.167 494 854 6.8 11.7 0.578 145 129 341
## 15 97.78 0.164 570 1252 7.5 16.5 0.455 97 92 341
## 16 97.11 0.163 542 973 7.0 12.6 0.557 85 109 367
## 17 93.11 0.161 413 625 5.1 7.7 0.661 18 21 266
## 18 99.84 0.161 682 1473 9.0 19.4 0.463 97 21 207
## 19 94.64 0.160 464 1009 6.7 14.6 0.460 183 151 315
## 20 99.68 0.159 661 1488 8.8 19.8 0.444 111 120 352
## 21 93.44 0.158 545 1156 7.5 15.8 0.471 145 62 221
## 22 97.69 0.155 721 1545 9.7 20.9 0.467 126 52 221
## 23 95.32 0.154 9 16 0.8 1.3 0.563 440 408 34
## 24 99.17 0.154 402 737 5.6 10.2 0.545 158 76 250
## 25 101.07 0.153 647 1435 8.3 18.4 0.451 69 47 266
## 26 98.71 0.152 479 971 7.9 15.9 0.493 253 92 172
## 27 94.36 0.152 433 964 5.9 13.2 0.449 145 120 330
## 28 99.80 0.151 388 613 5.2 8.3 0.633 126 129 352
## 29 105.08 0.151 675 1443 8.5 18.3 0.468 54 2 102
## 30 94.43 0.151 532 1160 7.2 15.7 0.459 126 92 315
## 31 98.43 0.150 412 577 5.1 7.1 0.714 18 21 266
## 32 99.66 0.148 370 867 6.2 14.5 0.427 261 92 161
## 33 96.85 0.147 426 918 7.1 15.3 0.464 261 140 198
## 34 95.48 0.143 303 604 4.7 9.4 0.502 231 52 128
## 35 100.74 0.142 483 1031 6.4 13.7 0.468 111 243 453
## 36 103.09 0.141 449 1034 6.8 15.7 0.434 212 301 419
## 37 96.98 0.139 387 726 4.8 9.0 0.533 18 82 379
## 38 89.74 0.138 4 5 2.0 2.5 0.800 477 464 1
## 39 108.61 0.137 6 11 3.0 5.5 0.545 477 479 13
## 40 98.19 0.137 643 1449 8.1 18.3 0.444 54 140 413
## 41 96.50 0.136 483 911 6.0 11.2 0.530 18 140 431
## 42 96.61 0.136 391 702 4.9 8.8 0.557 38 35 266
## 43 98.13 0.136 622 1348 8.3 18.0 0.461 111 109 341
## 44 99.12 0.135 671 1420 9.3 19.7 0.473 158 52 207
## 45 95.14 0.134 142 343 4.1 9.8 0.414 365 392 198
## 46 103.22 0.133 428 998 5.3 12.3 0.429 18 164 446
## 47 96.89 0.133 235 471 3.6 7.1 0.499 212 177 305
## 48 99.12 0.133 246 465 3.4 6.5 0.529 158 243 431
## 49 97.82 0.132 215 413 2.7 5.2 0.521 54 215 460
## 50 106.86 0.131 175 400 4.9 11.1 0.438 359 378 190
## 51 98.98 0.131 402 909 4.9 11.1 0.442 1 82 387
## 52 101.88 0.131 153 228 3.3 4.9 0.671 319 357 295
## 53 101.19 0.130 362 563 5.6 8.7 0.643 220 72 172
## 54 98.16 0.130 534 1124 7.3 15.4 0.475 145 92 305
## 55 95.46 0.130 92 197 2.4 5.1 0.467 346 327 172
## 56 101.37 0.128 61 109 3.4 6.1 0.560 419 434 94
## 57 92.90 0.128 289 606 5.9 12.4 0.477 312 177 119
## 58 102.80 0.127 138 267 2.9 5.7 0.517 319 392 341
## 59 103.12 0.127 305 591 4.3 8.3 0.516 169 327 472
## 60 99.52 0.127 36 66 2.4 4.4 0.545 431 408 48
## 61 98.69 0.127 184 309 3.6 6.1 0.595 304 275 221
## 62 100.22 0.126 430 972 6.2 14.1 0.442 183 92 250
## 63 98.36 0.126 248 420 3.1 5.3 0.590 54 10 172
## 64 98.96 0.125 379 801 5.6 11.8 0.473 192 62 183
## 65 105.10 0.125 208 319 2.7 4.1 0.652 85 6 109
## 66 99.29 0.125 692 1441 8.7 18.0 0.480 38 92 387
## 67 98.07 0.125 201 442 6.7 14.7 0.455 383 392 149
## 68 96.06 0.124 296 678 5.5 12.6 0.437 287 287 278
## 69 104.03 0.124 555 1172 7.4 15.6 0.474 111 307 479
## 70 95.90 0.124 226 491 3.6 7.9 0.460 244 243 330
## 71 100.81 0.124 228 416 3.7 6.8 0.548 253 215 295
## 72 95.97 0.124 161 259 2.1 3.4 0.622 97 14 172
## 73 96.84 0.123 135 252 2.0 3.7 0.536 192 13 86
## 74 96.53 0.122 107 186 2.1 3.6 0.575 299 215 190
## 75 94.47 0.122 500 1049 6.9 14.6 0.477 158 19 161
## 76 98.47 0.121 399 814 7.8 16.0 0.490 304 301 250
## 77 98.20 0.121 414 955 6.9 15.9 0.434 261 215 278
## 78 100.12 0.121 405 893 6.0 13.3 0.454 202 188 330
## 79 100.50 0.121 1 1 0.5 0.5 1.000 477 479 13
## 80 98.70 0.120 368 769 4.8 10.1 0.479 97 92 341
## 81 97.52 0.120 14 23 0.7 1.2 0.609 410 397 69
## 82 100.11 0.119 637 1322 8.3 17.2 0.482 85 47 250
## 83 98.48 0.118 602 1389 8.1 18.8 0.433 126 215 431
## 84 98.76 0.118 393 975 5.1 12.7 0.403 85 151 402
## 85 98.53 0.118 150 370 3.8 9.3 0.405 343 338 190
## 86 100.32 0.117 548 1214 6.9 15.4 0.451 54 82 352
## 87 103.34 0.117 272 650 3.6 8.6 0.418 97 6 102
## 88 100.65 0.117 271 534 4.2 8.2 0.507 220 164 278
## 89 100.23 0.117 430 912 5.2 11.1 0.471 1 215 472
## 90 100.79 0.116 230 412 4.0 7.2 0.558 272 345 395
## 91 97.91 0.116 216 406 3.9 7.3 0.532 280 287 305
## 92 93.54 0.116 83 135 3.0 4.8 0.615 390 371 102
## 93 97.07 0.114 261 650 3.5 8.7 0.402 111 234 446
## 94 97.43 0.114 244 548 3.0 6.7 0.445 1 21 278
## 95 100.53 0.114 335 750 5.3 11.9 0.447 239 196 295
## 96 99.31 0.114 105 196 2.2 4.1 0.536 316 357 305
## 97 97.41 0.113 511 1063 6.2 13.0 0.481 1 129 431
## 98 100.90 0.113 377 773 5.1 10.4 0.488 126 275 460
## 99 101.07 0.113 36 76 2.1 4.5 0.474 425 401 54
## 100 93.90 0.112 599 1280 7.6 16.2 0.468 54 188 446
## W_PCT_RANK MIN_RANK OFF_RATING_RANK DEF_RATING_RANK NET_RATING_RANK
## 1 143 22 115 168 95
## 2 270 432 260 82 139
## 3 468 475 2 475 53
## 4 316 9 271 88 144
## 5 56 7 27 296 55
## 6 14 40 9 57 9
## 7 45 1 18 287 45
## 8 38 64 10 58 14
## 9 315 25 152 374 273
## 10 182 12 131 224 148
## 11 34 38 37 139 36
## 12 313 156 345 31 96
## 13 353 6 71 421 233
## 14 209 111 17 400 68
## 15 177 5 166 114 103
## 16 213 50 159 192 154
## 17 93 34 99 46 39
## 18 55 35 26 357 69
## 19 206 43 101 202 101
## 20 211 10 67 370 157
## 21 92 23 79 80 49
## 22 86 14 64 278 93
## 23 56 468 168 14 21
## 24 125 211 117 324 199
## 25 108 8 49 297 80
## 26 68 28 15 162 24
## 27 186 170 274 190 238
## 28 214 90 386 109 267
## 29 13 39 6 52 7
## 30 162 26 163 187 150
## 31 93 61 28 127 29
## 32 56 66 31 232 48
## 33 119 2 33 165 38
## 34 31 155 57 137 50
## 35 381 103 339 237 320
## 36 392 45 178 407 326
## 37 189 195 69 253 84
## 38 214 350 108 10 12
## 39 479 324 47 177 52
## 40 274 20 89 200 86
## 41 287 89 337 373 372
## 42 96 148 76 290 127
## 43 187 11 95 227 106
## 44 72 15 22 379 67
## 45 419 202 241 96 142
## 46 312 167 100 375 213
## 47 214 347 349 331 364
## 48 361 259 227 309 289
## 49 373 319 360 369 383
## 50 380 169 299 248 300
## 51 202 57 111 272 158
## 52 414 114 156 390 295
## 53 49 177 25 226 43
## 54 154 37 154 235 176
## 55 265 342 310 25 65
## 56 441 361 60 325 123
## 57 53 63 75 54 34
## 58 459 329 195 220 211
## 59 452 165 413 294 402
## 60 166 344 306 365 356
## 61 257 220 324 209 284
## 62 139 31 214 100 135
## 63 32 250 65 32 22
## 64 50 59 56 219 70
## 65 17 414 5 92 6
## 66 214 17 87 323 162
## 67 374 36 162 173 143
## 68 304 132 229 256 251
## 69 448 92 301 308 329
## 70 295 257 125 363 237
## 71 254 215 88 438 305
## 72 35 276 188 23 37
## 73 12 368 119 30 31
## 74 148 390 288 472 449
## 75 36 56 84 105 58
## 76 299 32 149 384 281
## 77 248 86 316 204 278
## 78 252 49 289 93 168
## 79 479 478 13 477 306
## 80 177 116 225 74 119
## 81 214 459 475 141 461
## 82 99 18 42 261 61
## 83 335 24 177 429 349
## 84 276 29 129 240 156
## 85 305 238 432 239 409
## 86 168 65 302 196 264
## 87 16 53 14 33 10
## 88 184 210 253 259 269
## 89 385 93 231 303 288
## 90 440 218 346 403 399
## 91 319 291 145 353 249
## 92 214 309 171 76 82
## 93 366 46 92 401 234
## 94 100 313 181 350 279
## 95 240 33 41 386 115
## 96 420 381 291 431 397
## 97 283 68 266 206 242
## 98 408 104 318 455 430
## 99 171 380 378 423 421
## 100 323 13 292 218 270
## AST_PCT_RANK AST_TO_RANK AST_RATIO_RANK OREB_PCT_RANK DREB_PCT_RANK
## 1 1 140 96 171 22
## 2 412 381 467 4 8
## 3 32 466 28 81 317
## 4 230 387 442 139 27
## 5 2 132 48 242 73
## 6 79 89 168 320 55
## 7 7 98 68 220 81
## 8 4 7 15 301 219
## 9 50 300 241 127 11
## 10 47 150 133 157 57
## 11 122 186 273 232 190
## 12 131 440 390 80 45
## 13 204 333 344 48 23
## 14 48 108 83 43 25
## 15 61 51 136 188 266
## 16 455 461 471 32 4
## 17 403 426 398 18 18
## 18 30 97 159 360 468
## 19 22 37 75 398 349
## 20 41 85 158 372 257
## 21 124 160 235 314 207
## 22 91 207 288 261 256
## 23 377 342 406 104 34
## 24 327 443 453 12 78
## 25 3 57 37 310 361
## 26 69 103 148 144 90
## 27 193 301 370 50 21
## 28 333 434 366 10 9
## 29 36 88 109 284 333
## 30 59 115 152 287 123
## 31 411 395 363 22 5
## 32 278 368 378 90 15
## 33 35 63 74 302 307
## 34 170 152 200 120 26
## 35 152 163 233 95 10
## 36 27 147 106 294 244
## 37 145 273 204 52 52
## 38 353 446 337 6 50
## 39 222 466 127 26 155
## 40 38 56 134 377 351
## 41 396 436 447 13 2
## 42 444 444 460 40 14
## 43 153 315 286 298 146
## 44 40 74 142 313 457
## 45 5 17 29 420 318
## 46 110 238 228 413 394
## 47 223 173 374 92 39
## 48 221 366 268 16 30
## 49 161 222 175 19 43
## 50 20 95 71 422 223
## 51 14 26 21 410 302
## 52 460 453 428 36 6
## 53 370 413 426 37 42
## 54 37 130 110 281 387
## 55 11 9 16 426 377
## 56 296 342 412 3 70
## 57 74 64 126 387 360
## 58 430 433 459 20 16
## 59 194 323 219 87 38
## 60 116 179 138 224 358
## 61 328 363 333 65 61
## 62 135 212 203 176 116
## 63 205 230 170 44 75
## 64 65 28 63 190 138
## 65 461 456 473 9 129
## 66 128 195 249 304 414
## 67 180 319 289 223 151
## 68 252 209 372 380 29
## 69 174 367 349 155 273
## 70 225 146 320 271 63
## 71 379 377 399 8 48
## 72 429 415 334 46 13
## 73 53 136 33 131 119
## 74 384 413 432 93 175
## 75 245 256 362 98 159
## 76 186 223 295 172 211
## 77 78 197 210 237 289
## 78 15 58 36 333 374
## 79 6 466 1 53 232
## 80 88 206 122 244 180
## 81 138 20 44 138 130
## 82 155 182 246 327 446
## 83 177 261 325 292 189
## 84 44 69 60 362 136
## 85 39 117 125 386 145
## 86 19 137 88 366 421
## 87 45 30 12 199 87
## 88 176 388 257 41 53
## 89 21 25 31 225 253
## 90 319 330 358 91 109
## 91 265 401 383 183 131
## 92 393 232 416 113 327
## 93 8 10 4 253 339
## 94 309 371 407 118 47
## 95 285 199 305 346 228
## 96 291 421 355 7 12
## 97 300 240 360 289 200
## 98 106 225 132 123 36
## 99 463 439 472 45 20
## 100 332 317 443 233 264
## REB_PCT_RANK TM_TOV_PCT_RANK EFG_PCT_RANK TS_PCT_RANK USG_PCT_RANK
## 1 53 358 339 181 2
## 2 5 30 100 52 63
## 3 201 1 2 4 279
## 4 48 129 189 112 9
## 5 144 426 167 40 7
## 6 106 131 31 12 31
## 7 125 347 32 35 15
## 8 242 173 84 39 72
## 9 29 321 261 156 4
## 10 95 265 113 67 28
## 11 207 102 112 50 11
## 12 44 456 225 101 5
## 13 22 233 57 36 35
## 14 21 318 28 19 83
## 15 234 84 281 95 41
## 16 4 316 82 115 92
## 17 10 412 9 7 294
## 18 454 148 99 28 8
## 19 377 157 101 53 44
## 20 294 126 193 97 12
## 21 235 109 123 74 33
## 22 266 101 335 187 6
## 23 47 154 32 84 252
## 24 35 326 96 69 34
## 25 349 312 319 228 13
## 26 105 159 207 137 30
## 27 26 99 373 387 24
## 28 7 451 16 27 203
## 29 308 234 51 30 18
## 30 189 175 239 180 40
## 31 3 333 5 8 346
## 32 27 219 216 129 55
## 33 314 253 66 31 62
## 34 39 155 98 118 121
## 35 24 118 326 373 71
## 36 275 341 306 155 29
## 37 40 351 136 130 73
## 38 18 473 3 22 405
## 39 76 1 15 43 369
## 40 371 91 165 136 19
## 41 2 323 145 312 98
## 42 13 287 80 62 191
## 43 198 290 133 92 20
## 44 438 124 126 111 14
## 45 353 238 283 302 47
## 46 417 226 215 79 27
## 47 59 27 255 286 48
## 48 17 420 134 150 158
## 49 25 337 173 188 232
## 50 276 328 218 145 51
## 51 327 291 280 125 108
## 52 8 461 6 5 455
## 53 28 284 14 20 161
## 54 365 285 162 123 38
## 55 392 192 264 248 162
## 56 16 143 34 76 67
## 57 368 146 86 70 78
## 58 11 216 191 206 143
## 59 46 422 118 178 221
## 60 300 314 47 11 137
## 61 63 293 30 34 264
## 62 139 237 322 227 70
## 63 55 355 36 41 301
## 64 156 150 163 184 171
## 65 45 191 11 17 91
## 66 400 133 102 99 36
## 67 186 302 241 162 60
## 68 101 36 265 277 56
## 69 221 278 148 120 22
## 70 129 38 242 193 79
## 71 20 202 97 89 249
## 72 12 436 19 15 440
## 73 108 444 111 131 193
## 74 131 262 56 14 164
## 75 123 57 297 265 61
## 76 197 113 153 153 50
## 77 276 196 378 341 17
## 78 364 331 220 264 81
## 79 133 1 1 2 460
## 80 208 396 125 149 114
## 81 141 190 25 32 473
## 82 434 119 68 55 45
## 83 228 106 296 251 21
## 84 205 289 348 273 106
## 85 220 246 370 368 37
## 86 418 368 273 259 32
## 87 116 379 325 299 323
## 88 32 454 227 278 80
## 89 250 255 271 304 129
## 90 94 204 35 48 223
## 91 154 320 87 103 65
## 92 214 31 22 25 299
## 93 321 335 395 237 269
## 94 62 182 116 102 75
## 95 261 68 149 33 163
## 96 9 440 124 249 145
## 97 240 52 141 138 117
## 98 65 390 257 221 124
## 99 23 76 344 333 154
## 100 269 40 258 231 54
## PACE_RANK PIE_RANK FGM_RANK FGA_RANK FGM_PG_RANK FGA_PG_RANK
## 1 47 1 1 1 2 1
## 2 328 2 344 360 306 356
## 3 483 3 461 476 458 480
## 4 121 4 3 5 1 3
## 5 34 5 10 4 15 9
## 6 17 6 26 35 9 22
## 7 230 7 4 19 3 15
## 8 243 8 79 78 51 58
## 9 331 9 14 13 7 4
## 10 378 10 13 23 20 29
## 11 407 11 19 21 13 19
## 12 115 12 201 205 45 47
## 13 333 13 2 7 4 16
## 14 92 14 34 68 40 71
## 15 283 15 24 24 27 23
## 16 330 16 29 44 34 61
## 17 471 17 55 126 82 166
## 18 143 18 8 8 8 7
## 19 434 19 40 37 41 40
## 20 151 20 12 6 10 5
## 21 465 21 28 28 28 28
## 22 289 22 5 3 5 2
## 23 423 23 440 448 442 467
## 24 178 24 63 89 63 100
## 25 79 25 14 12 16 11
## 26 208 26 37 46 23 26
## 27 445 27 45 47 59 54
## 28 146 28 71 134 78 148
## 29 8 29 9 10 14 14
## 30 442 30 31 27 31 30
## 31 227 31 56 142 84 186
## 32 152 32 81 65 49 42
## 33 353 33 50 54 33 35
## 34 417 34 112 136 100 115
## 35 93 35 35 34 46 49
## 36 31 36 42 33 39 31
## 37 343 37 72 94 98 128
## 38 482 38 457 474 317 420
## 39 2 39 449 461 208 256
## 40 244 40 17 9 21 13
## 41 376 41 35 57 57 81
## 42 367 42 69 103 92 132
## 43 251 43 20 18 17 18
## 44 181 44 11 15 6 6
## 45 425 45 271 253 133 109
## 46 28 46 49 39 75 67
## 47 347 47 162 186 166 185
## 48 180 48 153 189 175 213
## 49 278 49 184 217 231 276
## 50 4 50 227 222 94 84
## 51 186 51 63 58 89 86
## 52 56 52 255 306 186 295
## 53 70 53 85 144 66 136
## 54 248 54 30 29 30 33
## 55 419 55 319 327 265 283
## 56 66 56 355 376 180 229
## 57 473 57 123 135 60 65
## 58 39 58 272 288 215 247
## 59 30 59 110 141 117 146
## 60 160 60 390 406 259 317
## 61 211 61 217 273 160 228
## 62 119 62 47 45 47 45
## 63 232 63 151 210 191 269
## 64 189 64 76 76 64 70
## 65 7 65 190 270 234 331
## 66 171 66 7 11 11 17
## 67 256 67 199 196 43 39
## 68 394 68 116 106 70 62
## 69 14 69 25 26 29 32
## 70 401 70 175 178 157 163
## 71 90 71 172 215 149 196
## 72 397 72 243 291 296 378
## 73 354 73 274 294 319 363
## 74 373 74 298 331 305 369
## 75 439 75 33 32 35 41
## 76 223 76 65 72 24 25
## 77 242 77 53 48 38 27
## 78 125 78 61 59 55 52
## 79 102 79 474 484 465 483
## 80 210 80 83 83 95 101
## 81 306 81 430 440 447 470
## 82 126 82 18 20 18 21
## 83 220 83 22 16 22 10
## 84 205 84 67 43 81 60
## 85 213 85 260 237 148 121
## 86 111 86 27 25 36 34
## 87 26 87 134 115 162 139
## 88 96 88 137 161 122 151
## 89 117 89 47 55 77 83
## 90 91 90 169 218 136 182
## 91 271 91 182 220 144 181
## 92 462 92 327 358 212 297
## 93 335 93 144 115 170 135
## 94 313 94 156 153 211 201
## 95 101 95 93 85 74 69
## 96 170 96 300 328 291 337
## 97 315 97 32 31 48 57
## 98 86 98 77 81 83 98
## 99 80 99 390 397 297 314
## 100 458 100 23 22 26 24
## FG_PCT_RANK CFID CFPARAMS
## 1 293 5 2,015,661,610,612,760
## 2 47 5 16,262,461,610,612,700
## 3 3 5 16,277,431,610,612,700
## 4 95 5 2,030,761,610,612,740
## 5 253 5 2,019,351,610,612,740
## 6 53 5 2,011,421,610,612,740
## 7 45 5 25,441,610,612,739
## 8 142 5 1,011,081,610,612,740
## 9 208 5 2,023,261,610,612,740
## 10 77 5 2,035,071,610,612,740
## 11 121 5 2,026,951,610,612,750
## 12 166 5 2,039,541,610,612,750
## 13 52 5 16,261,571,610,612,700
## 14 28 5 2,039,991,610,612,740
## 15 193 5 2,027,101,610,612,740
## 16 38 5 2,023,551,610,612,740
## 17 8 5 2,034,971,610,612,760
## 18 173 5 2,027,381,610,612,730
## 19 181 5 2,011,441,610,612,760
## 20 234 5 2,030,811,610,612,750
## 21 152 5 2,023,301,610,612,760
## 22 165 5 2,019,421,610,612,760
## 23 34 5 16,277,621,610,612,700
## 24 47 5 2,026,831,610,612,760
## 25 213 5 2,023,221,610,612,760
## 26 113 5 2,019,331,610,612,740
## 27 220 5 22,161,610,612,763
## 28 14 5 27,301,610,612,737
## 29 162 5 2,019,391,610,612,740
## 30 184 5 2,011,881,610,612,760
## 31 5 5 2,015,991,610,612,740
## 32 286 5 2,015,671,610,612,730
## 33 170 5 2,007,681,610,612,760
## 34 101 5 22,001,610,612,759
## 35 158 5 2,026,961,610,612,750
## 36 266 5 2,023,391,610,612,750
## 37 61 5 2,023,281,610,612,740
## 38 2 5 2,040,021,610,612,730
## 39 47 5 2,039,621,610,612,760
## 40 235 5 2,026,891,610,612,760
## 41 63 5 2,030,831,610,612,760
## 42 39 5 2,026,851,610,612,760
## 43 176 5 2,023,311,610,612,750
## 44 150 5 2,026,811,610,612,730
## 45 320 5 2,008,261,610,612,740
## 46 283 5 1,011,501,610,612,740
## 47 109 5 27,441,610,612,754
## 48 67 5 16,261,951,610,612,700
## 49 78 5 2,031,241,610,612,750
## 50 259 5 2,023,911,610,612,750
## 51 242 5 2,019,521,610,612,750
## 52 6 5 21,991,610,612,756
## 53 12 5 2,039,911,610,612,740
## 54 144 5 2,016,091,610,612,740
## 55 164 5 27,571,610,612,765
## 56 36 5 16,278,481,610,612,700
## 57 140 5 2,015,881,610,612,760
## 58 79 5 16,262,101,610,612,700
## 59 80 5 2,023,441,610,612,750
## 60 47 5 2,034,621,610,612,750
## 61 21 5 2,034,571,610,612,740
## 62 241 5 2,007,941,610,612,730
## 63 22 5 1,011,351,610,612,750
## 64 149 5 2,011,431,610,612,730
## 65 11 5 2,015,801,610,612,740
## 66 130 5 2,034,681,610,612,750
## 67 197 5 2,007,521,610,612,750
## 68 262 5 17,171,610,612,742
## 69 147 5 2,015,721,610,612,750
## 70 180 5 2,030,871,610,612,760
## 71 44 5 2,027,021,610,612,740
## 72 16 5 2,034,731,610,612,750
## 73 56 5 25,611,610,612,744
## 74 30 5 1,011,381,610,612,740
## 75 141 5 2,007,461,610,612,750
## 76 115 5 2,039,531,610,612,740
## 77 268 5 25,481,610,612,741
## 78 203 5 2,019,501,610,612,740
## 79 1 5 2,039,501,610,612,740
## 80 134 5 2,019,491,610,612,740
## 81 19 5 25,551,610,612,760
## 82 124 5 2,030,781,610,612,760
## 83 269 5 25,461,610,612,752
## 84 349 5 2,015,871,610,612,760
## 85 343 5 2,019,361,610,612,750
## 86 211 5 2,034,711,610,612,730
## 87 311 5 2,031,101,610,612,740
## 88 93 5 2,039,941,610,612,750
## 89 151 5 2,039,011,610,612,750
## 90 37 5 16,261,581,610,612,700
## 91 62 5 2,015,631,610,612,740
## 92 18 5 2,011,481,610,612,760
## 93 355 5 2,019,371,610,612,750
## 94 229 5 2,015,781,610,612,740
## 95 224 5 2,015,681,610,612,740
## 96 56 5 2,030,801,610,612,740
## 97 129 5 2,026,991,610,612,760
## 98 118 5 2,039,441,610,612,740
## 99 146 5 16,277,671,610,612,700
## 100 161 5 2,030,841,610,612,740
## WIKIPEDIA_HANDLE TWITTER_HANDLE SALARY_MILLIONS
## 1 Russell_Westbrook russwest44 26.540
## 2 Boban_Marjanovi_ 0 7.000
## 3 Demetrius_Jackson d_jay11 1.450
## 4 Anthony_Davis_(basketball) antdavis23 22.120
## 5 James_Harden jharden13 26.500
## 6 Kevin_Durant KDTrey5 26.540
## 7 LeBron_James KingJames 30.960
## 8 Chris_Paul cp3 22.870
## 9 DeMarcus_Cousins boogiecousins 16.960
## 10 Giannis_Antetokounmpo giannis_an34 2.990
## 11 Kawhi_Leonard kawhileonard 17.600
## 12 Joel_Embiid JoelEmbiid 4.820
## 13 Karl-Anthony_Towns karltowns 5.700
## 14 Nikola_Jokić jokicnikola15 1.300
## 15 Jimmy_Butler_(basketball) jimmybutler 16.400
## 16 Hassan_Whiteside youngwhiteside 22.120
## 17 Rudy_Gobert rudygobert27 2.100
## 18 Isaiah_Thomas_(basketball) isaiah_thomas 6.580
## 19 Mike_Conley_Jr. mconley11 26.540
## 20 Damian_Lillard Dame_Lillard 24.330
## 21 Gordon_Hayward gordonhayward 15.410
## 22 DeMar_DeRozan DeMar_DeRozan 26.540
## 23 Joel_Bolomboy bolomboy21 0.600
## 24 Enes_Kanter enes_kanter 17.150
## 25 John_Wall_(basketball) johnwall 16.960
## 26 Blake_Griffin blakegriffin32 20.000
## 27 Zach_Randolph MacBo50 10.360
## 28 Dwight_Howard dwighthoward 23.180
## 29 Stephen_Curry stephencurry30 12.110
## 30 Marc_Gasol marcgasol 19.690
## 31 DeAndre_Jordan deandre 21.170
## 32 Kevin_Love kevinlove 21.170
## 33 Kyle_Lowry klow7 12.000
## 34 Pau_Gasol paugasol 7.450
## 35 Nikola_VuÄ\215ević nikolavucevic 12.000
## 36 Eric_Bledsoe ebled2 14.000
## 37 Greg_Monroe m10ose 17.150
## 38 Walter_Tavares waltertavares22 1.000
## 39 Josh_Huestis jhuestis 1.140
## 40 Kemba_Walker kembawalker 12.000
## 41 Andre_Drummond andredrummond 22.110
## 42 Jonas_ValanÄ\215iÅ«nas jvalanciunas 4.660
## 43 Paul_George yg_trece 18.310
## 44 Kyrie_Irving kyrieirving 17.640
## 45 J._J._Barea jjbareapr 4.100
## 46 Lou_Williams teamlou23 7.000
## 47 Al_Jefferson 0 9.560
## 48 Willy_Hernangómez willyhg94 1.350
## 49 Kyle_O%27Quinn kyle_oquinn 3.920
## 50 Jeremy_Lin JLin7 11.480
## 51 Jeff_Teague_(basketball) teague0 8.000
## 52 Tyson_Chandler tysonchandler 13.000
## 53 Clint_Capela capelaclint 1.300
## 54 Goran_Dragić goran_dragic 15.890
## 55 Beno_Udrih benoudrih1 1.550
## 56 Shawn_Long shawnlong21 0.540
## 57 George_Hill_(basketball) george_hill3 8.000
## 58 Alan_Williams_(basketball) alantwilliams 0.960
## 59 Trevor_Booker 35_fitz 9.050
## 60 Archie_Goodwin_(basketball) a1laflare10 0.940
## 61 Nerlens_Noel nerlensnoel3 4.380
## 62 Paul_Millsap paulmillsap4 18.670
## 63 David_Lee_(basketball) lee042 2.102
## 64 Al_Horford al_horford 26.540
## 65 JaVale_McGee javalemcgee34 1.400
## 66 C._J._McCollum cjmccollum 3.220
## 67 Rudy_Gay 0 13.330
## 68 Dirk_Nowitzki swish41 25.000
## 69 Brook_Lopez 0 21.160
## 70 Jeremy_Lamb jlamb 3.030
## 71 Kenneth_Faried kennethfaried35 12.080
## 72 Dewayne_Dedmon d_dedmon3 2.890
## 73 David_West_(basketball) d_west30 1.550
## 74 Brandon_Bass bestbetbass 1.550
## 75 LaMarcus_Aldridge aldridge_12 20.570
## 76 Jabari_Parker jabariparker 5.370
## 77 Dwyane_Wade dwyanewade 23.230
## 78 Jrue_Holiday jrue_holiday11 11.280
## 79 Jarnell_Stokes jarnellstokes 0.980
## 80 James_Johnson_(basketball,_born_1987) 0 4.000
## 81 Nick_Collison nickcollison4 2.240
## 82 Bradley_Beal realdealbeal23 22.120
## 83 Carmelo_Anthony carmeloanthony 24.560
## 84 Nicolas_Batum nicolas88batum 20.870
## 85 Tyreke_Evans tyrekeevans 10.200
## 86 Dennis_Schröder DennisMike93 2.700
## 87 Draymond_Green money23green 15.330
## 88 Jusuf_Nurkić bosnianbeast27 1.920
## 89 Elfrid_Payton_(basketball) elfrid 12.800
## 90 Richaun_Holmes rich_holmes22 1.070
## 91 Michael_Beasley easyst0 0.310
## 92 Brandan_Wright bwright34 5.700
## 93 Ricky_Rubio rickyrubio9 13.400
## 94 Marreese_Speights mospeights16 1.040
## 95 Danilo_Gallinari gallinari8888 15.050
## 96 Thomas_Robinson_(basketball) trobinson0 1.050
## 97 Tobias_Harris tobias31 16.000
## 98 Julius_Randle j30_randle 3.280
## 99 Cheick_Diallo cheick_diallo13 1.310
## 100 Harrison_Barnes hbarnes 3.870
## PTS ACTIVE_TWITTER_LAST_YEAR TWITTER_FOLLOWER_COUNT_MILLIONS
## 1 31.60 1 4.5000
## 2 5.50 0 0.0000
## 3 2.00 1 0.0490
## 4 28.00 1 1.2200
## 5 29.10 1 4.4700
## 6 25.10 1 16.2000
## 7 26.40 1 37.0000
## 8 18.10 1 6.4000
## 9 24.40 1 0.8260
## 10 22.90 1 0.2460
## 11 25.50 0 0.1660
## 12 20.20 1 0.7930
## 13 25.10 1 0.2810
## 14 16.70 1 0.0090
## 15 23.90 1 0.4690
## 16 17.00 1 0.1640
## 17 14.00 1 0.1950
## 18 28.90 1 0.6390
## 19 20.50 1 0.3420
## 20 27.00 1 1.3400
## 21 21.90 1 0.2520
## 22 27.30 1 0.5800
## 23 1.80 1 0.0090
## 24 14.30 1 0.4890
## 25 23.10 1 1.8100
## 26 21.60 1 4.1900
## 27 14.10 1 0.1920
## 28 13.50 1 6.9700
## 29 25.30 1 9.5600
## 30 19.50 1 1.1000
## 31 12.70 1 0.9840
## 32 19.00 1 2.5500
## 33 22.40 1 0.5890
## 34 12.40 1 6.3800
## 35 14.60 1 0.0380
## 36 21.10 1 0.1990
## 37 11.70 0 0.0369
## 38 6.00 1 0.0080
## 39 7.00 1 0.0130
## 40 23.20 1 0.3360
## 41 13.60 1 1.2200
## 42 12.00 1 0.1620
## 43 23.70 1 1.7000
## 44 25.20 1 3.4800
## 45 10.90 1 0.2960
## 46 14.90 1 0.1630
## 47 8.10 0 0.0000
## 48 8.20 1 0.0550
## 49 6.30 1 0.0240
## 50 14.50 1 2.4000
## 51 15.30 1 0.0830
## 52 8.40 1 0.8400
## 53 12.60 1 0.0250
## 54 20.30 1 0.2260
## 55 5.80 1 0.0230
## 56 8.20 1 0.0020
## 57 16.90 1 0.2440
## 58 7.40 1 0.0080
## 59 10.00 1 0.0310
## 60 7.90 1 0.1010
## 61 8.50 1 0.2450
## 62 18.10 1 0.0650
## 63 7.30 1 0.3560
## 64 14.00 1 0.2530
## 65 6.10 1 0.1930
## 66 23.00 1 0.1610
## 67 18.70 0 0.0000
## 68 14.20 1 2.8900
## 69 20.50 0 0.0000
## 70 9.70 1 0.0550
## 71 9.60 1 0.4000
## 72 5.10 1 0.0150
## 73 4.60 1 0.2350
## 74 5.60 1 0.0250
## 75 17.30 1 0.6690
## 76 20.10 1 0.2810
## 77 18.30 1 7.0100
## 78 15.40 1 0.1290
## 79 1.50 1 0.0450
## 80 12.80 0 0.0000
## 81 1.60 1 0.1560
## 82 23.12 1 0.2760
## 83 22.40 1 8.9400
## 84 15.10 1 0.9120
## 85 11.60 1 0.1820
## 86 17.90 1 0.0440
## 87 10.20 1 0.9110
## 88 15.20 1 0.0310
## 89 12.80 1 0.0500
## 90 9.80 1 0.0100
## 91 9.40 1 0.0640
## 92 6.80 1 0.0740
## 93 11.10 1 2.2300
## 94 8.70 1 0.2440
## 95 18.20 1 0.7110
## 96 5.00 1 0.1260
## 97 16.00 1 0.0220
## 98 13.20 1 0.3580
## 99 5.10 1 0.0150
## 100 19.20 1 0.5970
attendance<-read.csv("nba_2017_attendance.csv")
attendance
## ï..TEAM GMS TOTAL AVG PCT
## 1 Chicago Bulls 41 888882 21680 103.6
## 2 Dallas Mavericks 41 811366 19789 103.1
## 3 Sacramento Kings 41 721928 17608 100.6
## 4 Miami Heat 41 805400 19643 100.2
## 5 Toronto Raptors 41 813050 19830 100.2
## 6 Los Angeles Clippers 41 782609 19088 100.1
## 7 Cleveland Cavaliers 41 843042 20562 100.0
## 8 Golden State Warriors 41 803436 19596 100.0
## 9 Oklahoma City Thunder 41 746323 18203 100.0
## 10 New York Knicks 41 810741 19774 99.8
## 11 Boston Celtics 41 760690 18553 99.6
## 12 Los Angeles Lakers 41 776917 18949 99.4
## 13 Portland Trail Blazers 41 792029 19317 99.4
## 14 San Antonio Spurs 41 755347 18423 99.2
## 15 Utah Jazz 41 806605 19673 98.8
## 16 Orlando Magic 41 727875 17753 94.2
## 17 New Orleans Pelicans 41 663099 16173 94.1
## 18 Houston Rockets 41 695903 16973 94.1
## 19 Phoenix Suns 41 708639 17283 93.8
## 20 Indiana Pacers 41 684578 16697 91.9
## 21 Memphis Grizzlies 41 677314 16519 91.2
## 22 Charlotte Hornets 41 710643 17332 90.9
## 23 Philadelphia 76ers 41 710557 17330 85.3
## 24 Atlanta Hawks 41 654306 15958 85.2
## 25 Brooklyn Nets 41 632608 15429 85.2
## 26 Milwaukee Bucks 41 648952 15828 84.6
## 27 Washington Wizards 41 697107 17002 83.8
## 28 Denver Nuggets 41 605585 14770 77.1
## 29 Minnesota Timberwolves 41 607203 14809 76.5
## 30 Detroit Pistons 41 655141 15979 72.4
DSpie<-read.csv("nba_2017_pie.csv")
DSpie
## ï..PLAYER TEAM AGE GP W L MIN OFFRTG DEFRTG NETRTG
## 1 Russell Westbrook OKC 28 81 46 35 34.6 107.9 104.6 3.3
## 2 Boban Marjanovic DET 28 35 16 19 8.4 104.3 102.4 1.9
## 3 Demetrius Jackson BOS 22 5 1 4 3.4 124.2 117.8 6.3
## 4 Anthony Davis NOP 24 75 31 44 36.1 104.2 102.5 1.7
## 5 James Harden HOU 27 81 54 27 36.4 113.6 107.3 6.3
## 6 Kevin Durant GSW 28 62 51 11 33.4 117.2 101.3 16.0
## 7 LeBron James CLE 32 74 51 23 37.8 114.9 107.1 7.7
## 8 Chris Paul LAC 32 61 43 18 31.5 116.2 101.3 14.9
## 9 DeMarcus Cousins NOP 26 72 30 42 34.2 106.7 109.0 -2.2
## 10 Giannis Antetokounmpo MIL 22 80 42 38 35.6 107.4 105.9 1.5
## 11 Kawhi Leonard SAS 26 74 54 20 33.4 112.6 104.0 8.6
## 12 Joel Embiid PHI 23 31 13 18 25.4 102.4 99.1 3.2
## 13 Karl-Anthony Towns MIN 21 82 31 51 37.0 109.9 110.8 -0.9
## 14 Nikola Jokic DEN 22 73 37 36 27.9 114.9 109.8 5.1
## 15 Jimmy Butler CHI 27 76 40 36 37.0 106.4 103.4 3.0
## 16 Hassan Whiteside MIA 28 77 39 38 32.6 106.6 105.3 1.3
## 17 Rudy Gobert UTA 25 81 51 30 33.9 108.7 100.6 8.1
## 18 Isaiah Thomas BOS 28 76 51 25 33.8 113.6 108.6 5.0
## 19 Mike Conley MEM 29 69 35 34 33.2 108.6 105.5 3.1
## 20 Damian Lillard POR 26 75 38 37 35.9 110.1 108.9 1.2
## 21 Gordon Hayward UTA 27 73 46 27 34.5 109.5 102.4 7.1
## 22 DeMar DeRozan TOR 27 74 47 27 35.4 110.2 107.0 3.3
## 23 Joel Bolomboy UTA 23 12 8 4 4.4 106.3 95.0 11.3
## 24 Enes Kanter OKC 25 72 43 29 21.3 107.8 107.9 -0.1
## 25 John Wall WAS 26 78 48 30 36.4 111.2 107.3 3.9
## 26 Blake Griffin LAC 28 61 40 21 34.0 115.2 104.6 10.6
## 27 Zach Randolph MEM 35 73 38 35 24.5 104.1 105.2 -1.1
## 28 Dwight Howard ATL 31 74 37 37 29.7 101.1 103.1 -2.0
## 29 Stephen Curry GSW 29 79 65 14 33.4 118.1 100.9 17.2
## 30 Marc Gasol MEM 32 74 40 34 34.2 106.5 105.1 1.4
## 31 DeAndre Jordan LAC 28 81 51 30 31.7 113.4 103.7 9.7
## 32 Kevin Love CLE 28 60 40 20 31.4 113.2 106.0 7.2
## 33 Kyle Lowry TOR 31 60 36 24 37.4 112.8 104.6 8.2
## 34 Pau Gasol SAS 36 64 47 17 25.4 110.7 104.0 6.8
## 35 Nikola Vucevic ORL 26 75 27 48 28.8 102.5 106.1 -3.6
## 36 Eric Bledsoe PHX 27 66 22 44 33.0 106.1 110.2 -4.1
## 37 Greg Monroe MIL 27 81 42 39 22.5 110.1 106.4 3.7
## 38 Edy Tavares CLE 25 2 1 1 13.8 108.2 93.0 15.2
## 39 Josh Huestis OKC 25 2 0 2 15.4 111.3 104.9 6.4
## 40 Kemba Walker CHA 27 79 36 43 34.7 109.0 105.4 3.6
## 41 Andre Drummond DET 23 81 36 45 29.7 102.6 108.9 -6.3
## 42 Jonas Valanciunas TOR 25 80 50 30 25.8 109.6 107.2 2.5
## 43 Paul George IND 27 75 39 36 35.9 108.9 106.0 2.9
## 44 Kyrie Irving CLE 25 72 47 25 35.1 114.2 109.1 5.1
## 45 J.J. Barea DAL 33 35 11 24 22.0 104.6 102.8 1.8
## 46 Lou Williams HOU 30 81 34 47 24.6 108.7 109.0 -0.4
## 47 Al Jefferson IND 32 66 33 33 14.1 102.3 108.1 -5.8
## 48 Willy Hernangomez NYK 23 72 27 45 18.4 104.8 107.6 -2.8
## 49 Kyle O'Quinn NYK 27 79 29 50 15.6 102.1 108.9 -6.8
## 50 Jeremy Lin BKN 28 36 13 23 24.5 103.5 106.4 -2.9
## 51 Jeff Teague IND 29 82 42 40 32.4 108.1 106.8 1.2
## 52 Tyson Chandler PHX 34 47 15 32 27.6 106.6 109.5 -2.9
## 53 Clint Capela HOU 23 65 44 21 23.9 113.7 105.9 7.8
## 54 Goran Dragic MIA 31 73 40 33 33.7 106.7 106.0 0.6
## 55 Beno Udrih DET 34 39 18 21 14.4 103.3 97.9 5.4
## 56 Shawn Long PHI 24 18 5 13 13.0 110.5 108.0 2.6
## 57 George Hill UTA 31 49 33 16 31.5 109.7 101.0 8.6
## 58 Alan Williams PHX 24 47 11 36 15.1 105.6 105.8 -0.3
## 59 Trevor Booker BKN 29 71 18 53 24.7 99.4 107.3 -7.9
## 60 Archie Goodwin BKN 22 15 8 7 14.3 103.3 108.7 -5.4
## 61 Nerlens Noel DAL 23 51 24 27 20.5 103.0 105.5 -2.6
## 62 Paul Millsap ATL 32 69 40 29 34.0 105.0 103.0 2.0
## 63 David Lee SAS 34 79 58 21 18.7 110.2 99.2 11.0
## 64 Al Horford BOS 31 68 46 22 32.3 110.7 105.8 5.0
## 65 JaVale McGee GSW 29 77 62 15 9.6 121.4 102.7 18.7
## 66 CJ McCollum POR 25 80 40 40 34.9 109.0 107.9 1.2
## 67 Rudy Gay SAC 30 30 11 19 33.8 106.5 104.8 1.7
## 68 Dirk Nowitzki DAL 39 54 23 31 26.4 104.8 106.5 -1.7
## 69 Brook Lopez BKN 29 75 20 55 29.6 103.4 107.6 -4.2
## 70 Jeremy Lamb CHA 25 62 27 35 18.4 107.6 108.7 -1.1
## 71 Kenneth Faried DEN 27 61 29 32 21.2 109.0 112.1 -3.1
## 72 Dewayne Dedmon SAS 27 76 55 21 17.5 105.9 97.5 8.4
## 73 David West GSW 36 68 56 12 12.6 107.7 98.6 9.1
## 74 Brandon Bass LAC 32 52 29 23 11.1 103.7 116.7 -13.0
## 75 LaMarcus Aldridge SAS 31 72 52 20 32.4 109.1 103.0 6.1
## 76 Jabari Parker MIL 22 51 22 29 33.9 106.8 109.3 -2.5
## 77 Dwyane Wade CHI 35 60 29 31 29.9 103.1 105.5 -2.4
## 78 Jrue Holiday NOP 27 67 32 35 32.7 103.7 102.8 0.9
## 79 Jarnell Stokes DEN 23 2 0 2 3.3 115.3 118.3 -3.1
## 80 James Johnson MIA 30 76 40 36 27.4 104.9 102.3 2.6
## 81 Nick Collison OKC 36 20 10 10 6.4 86.8 104.1 -17.2
## 82 Bradley Beal WAS 24 77 48 29 34.9 112.1 106.5 5.6
## 83 Carmelo Anthony NYK 33 74 29 45 34.3 106.1 111.1 -5.0
## 84 Nicolas Batum CHA 28 77 35 42 34.0 107.4 106.2 1.3
## 85 Tyreke Evans SAC 27 40 17 23 19.7 97.5 106.2 -8.6
## 86 Dennis Schroder ATL 23 79 42 37 31.5 103.4 105.4 -2.0
## 87 Draymond Green GSW 27 76 62 14 32.5 115.2 99.3 15.9
## 88 Jusuf Nurkic POR 22 65 34 31 21.4 104.4 106.5 -2.1
## 89 Elfrid Payton ORL 23 82 29 53 29.4 104.7 107.5 -2.7
## 90 Richaun Holmes PHI 23 57 16 41 20.9 102.4 110.0 -7.6
## 91 Michael Beasley MIL 28 56 23 33 16.7 106.9 108.5 -1.6
## 92 Brandan Wright MEM 29 28 14 14 16.0 106.1 102.3 3.9
## 93 Ricky Rubio MIN 26 75 28 47 32.9 108.9 109.9 -1.0
## 94 Marreese Speights LAC 29 82 51 31 15.7 106.0 108.4 -2.4
## 95 Danilo Gallinari DEN 28 63 31 32 33.9 112.1 109.4 2.7
## 96 Thomas Robinson LAL 26 48 15 33 11.7 103.6 111.2 -7.5
## 97 Tobias Harris DET 24 82 37 45 31.3 104.3 105.5 -1.3
## 98 Julius Randle LAL 22 74 24 50 28.8 103.1 113.3 -10.2
## 99 Cheick Diallo NOP 20 17 9 8 11.7 101.5 110.9 -9.4
## 100 Harrison Barnes DAL 25 79 32 47 35.5 103.6 105.7 -2.1
## 101 Derrick Rose NYK 28 64 26 38 32.5 107.3 111.1 -3.9
## 102 Mason Plumlee DEN 27 81 38 43 26.5 111.2 111.3 0.0
## 103 Myles Turner IND 21 81 42 39 31.4 108.3 105.1 3.2
## 104 Kelly Olynyk BOS 26 75 49 26 20.5 103.7 104.2 -0.4
## 105 Terrence Jones MIL 25 54 20 34 23.5 103.1 104.8 -1.7
## 106 Nene HOU 34 67 47 20 17.9 109.4 102.8 6.6
## 107 Bobby Portis CHI 22 64 30 34 15.6 101.7 106.0 -4.3
## 108 Marcin Gortat WAS 33 82 49 33 31.2 110.2 107.4 2.8
## 109 Otto Porter Jr. WAS 24 80 48 32 32.6 110.3 107.2 3.1
## 110 Spencer Hawes MIL 29 54 27 27 14.8 99.0 109.2 -10.2
## 111 Klay Thompson GSW 27 78 66 12 34.0 115.6 100.9 14.7
## 112 Montrezl Harrell HOU 23 58 39 19 18.3 112.3 108.8 3.5
## 113 Willie Reed MIA 27 71 39 32 14.5 104.4 101.8 2.6
## 114 Brice Johnson LAC 23 3 1 2 3.1 123.9 78.9 44.9
## 115 Tyler Johnson MIA 25 73 35 38 29.8 104.0 103.5 0.5
## 116 Derrick Favors UTA 25 50 33 17 23.7 105.1 102.3 2.8
## 117 Ish Smith DET 28 81 37 44 24.1 104.8 104.2 0.6
## 118 T.J. McConnell PHI 25 81 27 54 26.3 100.5 106.7 -6.2
## 119 Dwight Powell DAL 25 77 30 47 17.3 104.2 110.6 -6.4
## 120 Ersan Ilyasova ATL 30 82 35 47 26.1 102.8 103.7 -0.9
## 121 Tiago Splitter PHI 32 8 1 7 9.5 106.6 110.1 -3.5
## 122 Rajon Rondo CHI 31 69 34 35 26.7 104.2 106.3 -2.1
## 123 Ty Lawson SAC 29 69 25 44 25.1 104.4 108.7 -4.2
## 124 Willie Cauley-Stein SAC 23 75 29 46 18.9 102.5 108.8 -6.3
## 125 Serge Ibaka TOR 27 79 37 42 30.7 104.6 107.2 -2.7
## 126 Kristaps Porzingis NYK 21 66 26 40 32.8 104.6 107.7 -3.1
## 127 Skal Labissiere SAC 21 33 9 24 18.5 104.3 107.2 -2.9
## 128 Delon Wright TOR 25 27 19 8 16.5 104.9 96.2 8.8
## 129 Kris Humphries ATL 32 56 31 25 12.3 97.3 101.7 -4.4
## 130 Khris Middleton MIL 25 29 19 10 30.7 109.7 104.0 5.7
## 131 Nikola Mirotic CHI 26 70 37 33 24.0 107.7 103.0 4.7
## 132 Tim Hardaway Jr. ATL 25 79 42 37 27.3 106.2 103.1 3.1
## 133 Pierre Jackson DAL 25 8 4 4 10.6 117.9 86.3 31.7
## 134 Dario Saric PHI 23 81 28 53 26.3 99.7 106.9 -7.2
## 135 Seth Curry DAL 26 70 30 40 29.0 104.9 105.6 -0.7
## 136 Jae Crowder BOS 26 72 48 24 32.4 112.3 104.5 7.8
## 137 Will Barton DEN 26 60 31 29 28.4 107.7 110.6 -2.9
## 138 Andre Iguodala GSW 33 76 64 12 26.3 114.3 101.0 13.4
## 139 John Jenkins PHX 26 4 0 4 3.2 130.8 109.2 21.6
## 140 Jordan Crawford NOP 28 19 9 10 23.3 112.7 112.5 0.2
## 141 Channing Frye CLE 34 74 44 30 18.9 110.1 109.0 1.0
## 142 Larry Nance Jr. LAL 24 63 21 42 22.9 103.3 108.3 -5.0
## 143 Deron Williams CLE 33 64 25 39 25.9 104.7 107.5 -2.8
## 144 Ivica Zubac LAL 20 38 8 30 16.0 103.6 112.9 -9.3
## 145 Dion Waiters MIA 25 46 27 19 30.1 106.5 103.8 2.8
## 146 Zaza Pachulia GSW 33 70 58 12 18.1 115.8 100.0 15.8
## 147 Darren Collison SAC 29 68 26 42 30.3 106.1 110.4 -4.2
## 148 Patty Mills SAS 28 80 60 20 21.9 111.9 99.9 12.0
## 149 Cristiano Felicio CHI 24 66 31 35 15.8 102.9 103.0 -0.1
## 150 Jon Leuer DET 28 75 34 41 25.9 101.8 104.1 -2.3
## 151 Salah Mejri DAL 31 73 29 44 12.4 102.5 102.3 0.2
## 152 D'Angelo Russell LAL 21 63 21 42 28.7 104.7 113.4 -8.7
## 153 Avery Bradley BOS 26 55 34 21 33.4 108.7 107.5 1.2
## 154 Sean Kilpatrick BKN 27 70 14 56 25.1 102.3 108.7 -6.4
## 155 Kyle Anderson SAS 23 72 53 19 14.2 107.2 96.7 10.5
## 156 Malcolm Brogdon MIL 24 75 38 37 26.4 109.2 106.5 2.7
## 157 Wilson Chandler DEN 30 71 35 36 30.9 110.1 111.8 -1.7
## 158 Rondae Hollis-Jefferson BKN 22 78 19 59 22.6 101.9 106.6 -4.7
## 159 Steven Adams OKC 23 80 47 33 29.9 106.6 103.9 2.8
## 160 Taj Gibson OKC 32 78 41 37 25.5 104.9 104.6 0.3
## 161 Jerryd Bayless PHI 28 3 1 2 23.8 93.3 106.3 -12.9
## 162 Mike Muscala ATL 25 70 36 34 17.7 102.0 105.1 -3.1
## 163 Thaddeus Young IND 29 74 40 34 30.2 107.2 104.7 2.5
## 164 Jahlil Okafor PHI 21 50 15 35 22.7 95.1 109.5 -14.5
## 165 Tyus Jones MIN 21 60 23 37 12.9 110.7 108.2 2.5
## 166 Marvin Williams CHA 31 76 32 44 30.2 105.9 106.4 -0.5
## 167 Jeff Withey UTA 27 51 33 18 8.5 107.8 108.0 -0.2
## 168 Cody Zeller CHA 24 62 33 29 27.8 108.4 102.9 5.4
## 169 Victor Oladipo OKC 25 67 39 28 33.2 104.5 102.1 2.5
## 170 Joe Johnson UTA 36 78 47 31 23.6 108.4 104.3 4.2
## 171 Alex Len PHX 24 77 21 56 20.3 99.4 110.5 -11.1
## 172 Devin Harris DAL 34 65 29 36 16.7 105.5 103.4 2.1
## 173 Tyler Ulis PHX 21 61 15 46 18.4 101.8 108.3 -6.5
## 174 Andrew Wiggins MIN 22 82 31 51 37.2 109.8 110.4 -0.5
## 175 Zach LaVine MIN 22 47 16 31 37.2 106.5 110.1 -3.6
## 176 Kevin Seraphin IND 27 49 23 26 11.4 101.1 111.0 -9.9
## 177 Bruno Caboclo TOR 21 9 8 1 4.5 97.5 91.2 6.2
## 178 Joakim Noah NYK 32 46 17 29 22.1 105.0 111.0 -6.0
## 179 Shabazz Muhammad MIN 24 78 29 49 19.4 105.3 106.8 -1.5
## 180 Anthony Bennett BKN 24 23 3 20 11.5 107.5 118.1 -10.6
## 181 Sergio Rodriguez PHI 31 68 24 44 22.3 100.7 106.0 -5.3
## 182 Joffrey Lauvergne CHI 25 70 41 29 14.0 102.2 107.8 -5.6
## 183 Shabazz Napier POR 25 53 26 27 9.7 109.8 107.1 2.7
## 184 JaMychal Green MEM 27 77 40 37 27.3 104.8 104.4 0.4
## 185 Tony Parker SAS 35 63 46 17 25.2 108.0 102.6 5.4
## 186 Christian Wood CHA 21 13 5 8 8.2 103.1 97.6 5.5
## 187 Kosta Koufos SAC 28 71 27 44 20.0 102.0 107.7 -5.7
## 188 Michael Kidd-Gilchrist CHA 23 81 36 45 29.0 105.4 103.8 1.6
## 189 Justin Holiday NYK 28 82 31 51 20.0 103.4 105.0 -1.7
## 190 Justin Hamilton BKN 27 64 14 50 18.4 98.2 109.5 -11.3
## 191 Andrew Bogut CLE 32 27 8 19 21.6 95.7 97.4 -1.7
## 192 Ian Clark GSW 26 77 63 14 14.8 106.1 103.0 3.1
## 193 John Henson MIL 26 58 26 32 19.4 105.2 107.0 -1.8
## 194 Al-Farouq Aminu POR 26 61 33 28 29.1 107.7 105.9 1.8
## 195 Reggie Jackson DET 27 52 23 29 27.4 101.7 110.5 -8.8
## 196 Gorgui Dieng MIN 27 82 31 51 32.4 108.3 108.2 0.2
## 197 Gary Harris DEN 22 57 29 28 31.3 115.0 114.0 1.0
## 198 Robert Covington PHI 26 67 27 40 31.6 99.8 103.3 -3.5
## 199 Terry Rozier BOS 23 74 47 27 17.1 102.2 102.5 -0.2
## 200 TJ Warren PHX 23 66 20 46 31.0 105.2 112.0 -6.8
## 201 Justin Anderson PHI 23 75 24 51 16.4 101.8 108.3 -6.6
## 202 Bojan Bogdanovic WAS 28 81 23 58 25.7 103.3 110.2 -7.0
## 203 Amir Johnson BOS 30 80 51 29 20.1 111.4 103.4 8.0
## 204 Joe Ingles UTA 29 82 51 31 24.1 109.4 104.6 4.8
## 205 Cory Joseph TOR 25 80 49 31 25.0 108.7 106.8 2.0
## 206 Lance Stephenson IND 26 18 8 10 20.1 101.3 99.8 1.6
## 207 Tristan Thompson CLE 26 78 50 28 30.0 110.6 107.7 2.9
## 208 Luis Scola BKN 37 36 7 29 12.8 102.9 111.0 -8.0
## 209 Devin Booker PHX 20 78 24 54 35.0 105.6 110.0 -4.4
## 210 Brandon Jennings WAS 27 81 37 44 22.2 105.1 108.1 -3.0
## 211 JJ Redick LAC 33 78 50 28 28.2 114.6 105.0 9.7
## 212 Markieff Morris WAS 27 76 45 31 31.2 109.4 105.5 3.9
## 213 Aaron Gordon ORL 21 80 29 51 28.7 105.4 108.2 -2.8
## 214 Marco Belinelli CHA 31 74 34 40 24.0 107.2 107.4 -0.1
## 215 Evan Turner POR 28 65 34 31 25.5 103.0 107.4 -4.5
## 216 Alexis Ajinca NOP 29 39 15 24 15.0 100.5 105.3 -4.7
## 217 Brandon Knight PHX 25 54 16 38 21.1 98.8 110.9 -12.1
## 218 Pat Connaughton POR 24 39 18 21 8.1 103.9 109.1 -5.2
## 219 Jason Smith WAS 31 74 45 29 14.4 106.1 106.8 -0.7
## 220 Joel Anthony SAS 34 19 15 4 6.4 92.2 99.5 -7.3
## 221 Spencer Dinwiddie BKN 24 59 13 46 22.6 101.4 106.3 -4.9
## 222 Alec Burks UTA 25 42 26 16 15.5 105.0 104.9 0.1
## 223 Manu Ginobili SAS 39 69 51 18 18.7 111.0 100.6 10.4
## 224 Bismack Biyombo ORL 24 81 29 52 22.1 98.8 108.2 -9.4
## 225 Joe Young IND 25 33 18 15 4.1 86.4 112.5 -26.1
## 226 Norman Powell TOR 24 76 47 29 18.0 109.1 105.4 3.7
## 227 Sam Dekker HOU 23 77 52 25 18.4 109.0 106.2 2.8
## 228 Jordan Farmar SAC 30 2 1 1 17.7 114.5 120.9 -6.4
## 229 Thabo Sefolosha ATL 33 62 32 30 25.7 102.8 103.3 -0.5
## 230 Caris LeVert BKN 22 57 15 42 21.7 104.9 107.6 -2.7
## 231 CJ Miles IND 30 76 39 37 23.4 106.9 106.0 0.8
## 232 Malik Beasley DEN 20 22 12 10 7.5 111.0 96.0 15.0
## 233 Juan Hernangomez DEN 21 62 30 32 13.6 107.7 111.3 -3.6
## 234 Rodney Hood UTA 24 59 40 19 27.0 106.7 102.6 4.2
## 235 Patrick Beverley HOU 28 67 46 21 30.7 113.3 106.0 7.3
## 236 Aron Baynes DET 30 75 34 41 15.5 103.7 98.5 5.2
## 237 Frank Kaminsky CHA 24 75 31 44 26.1 108.3 107.3 0.9
## 238 Chris McCullough WAS 22 16 1 15 5.0 122.2 95.4 26.8
## 239 Trevor Ariza HOU 32 80 53 27 34.7 112.9 107.1 5.7
## 240 Kevon Looney GSW 21 53 44 9 8.4 102.7 102.5 0.2
## 241 Tyler Zeller BOS 27 51 32 19 10.3 104.5 104.4 0.2
## 242 Lucas Nogueira TOR 24 57 34 23 19.1 112.6 102.8 9.8
## 243 Evan Fournier ORL 24 68 23 45 32.8 102.2 107.1 -4.9
## 244 Tarik Black LAL 25 67 24 43 16.3 103.6 105.5 -1.9
## 245 Jordan Clarkson LAL 25 82 26 56 29.2 103.0 112.0 -8.9
## 246 Jerian Grant CHI 24 63 29 34 16.3 106.4 103.8 2.6
## 247 Tim Frazier NOP 26 65 26 39 23.5 103.8 106.8 -3.0
## 248 Mike Miller DEN 37 20 9 11 7.5 105.5 108.7 -3.3
## 249 Chasson Randle NYK 24 26 8 18 11.5 106.2 109.6 -3.4
## 250 Buddy Hield SAC 23 82 31 51 23.0 102.0 107.5 -5.5
## 251 Yogi Ferrell DAL 24 46 18 28 26.0 104.2 108.3 -4.1
## 252 Quincy Acy BKN 26 38 11 27 14.7 102.1 106.9 -4.7
## 253 Robin Lopez CHI 29 81 40 41 28.0 105.3 105.1 0.2
## 254 Leandro Barbosa PHX 34 67 20 47 14.4 104.6 106.5 -1.8
## 255 Ian Mahinmi WAS 30 31 19 12 17.9 104.3 104.0 0.3
## 256 Wayne Ellington MIA 29 62 35 27 24.2 107.1 104.4 2.7
## 257 Georgios Papagiannis SAC 19 22 7 15 16.1 104.3 110.5 -6.2
## 258 Eric Gordon HOU 28 75 50 25 31.0 110.8 104.6 6.2
## 259 Jarell Eddie PHX 25 5 0 5 12.5 89.8 93.1 -3.4
## 260 Adreian Payne MIN 26 18 5 13 7.5 102.6 101.8 0.8
## 261 Marcus Smart BOS 23 79 51 28 30.4 107.2 104.7 2.5
## 262 Tim Quarterman POR 22 16 6 10 5.0 97.9 97.9 0.0
## 263 Jarrod Uthoff DAL 24 9 2 7 12.7 95.2 122.0 -26.8
## 264 Reggie Bullock DET 26 31 13 18 15.1 104.7 99.8 5.0
## 265 Kyle Korver CLE 36 67 33 34 26.2 104.6 109.5 -4.9
## 266 Wesley Matthews DAL 30 73 29 44 34.2 103.3 106.8 -3.5
## 267 Jodie Meeks ORL 29 36 14 22 20.5 104.9 110.4 -5.4
## 268 Matt Barnes GSW 37 74 38 36 24.0 104.3 106.9 -2.5
## 269 Gerald Green BOS 31 47 32 15 11.4 107.0 105.7 1.3
## 270 Glenn Robinson III IND 23 69 35 34 20.7 103.7 105.5 -1.9
## 271 Trey Burke WAS 24 57 35 22 12.3 99.4 108.6 -9.2
## 272 Marcus Morris DET 27 79 36 43 32.5 102.8 105.7 -2.8
## 273 Johnny O'Bryant III CHA 24 11 4 7 7.3 105.6 120.8 -15.2
## 274 D.J. Augustin ORL 29 78 29 49 19.7 94.6 109.6 -15.1
## 275 Tony Allen MEM 35 71 36 35 27.0 105.6 104.4 1.2
## 276 Reggie Williams NOP 30 6 1 5 13.2 89.2 109.5 -20.2
## 277 Marcus Georges-Hunt ORL 23 5 2 3 9.5 89.8 114.9 -25.0
## 278 Alex Poythress PHI 23 6 0 6 26.1 106.8 116.4 -9.6
## 279 PJ Tucker TOR 32 81 35 46 27.6 104.9 106.1 -1.2
## 280 Ramon Sessions CHA 31 50 23 27 16.2 103.4 108.2 -4.8
## 281 Jamal Crawford LAC 37 82 51 31 26.3 106.7 108.4 -1.7
## 282 Jared Dudley PHX 31 64 17 47 21.3 102.9 103.9 -1.0
## 283 Ryan Anderson HOU 29 72 50 22 29.4 113.8 105.8 7.9
## 284 Kay Felder CLE 22 42 25 17 9.2 101.0 106.5 -5.5
## 285 Shelvin Mack UTA 27 55 34 21 21.9 105.1 104.8 0.3
## 286 Nemanja Bjelica MIN 29 65 28 37 18.3 104.7 103.4 1.3
## 287 Raymond Felton LAC 33 80 50 30 21.2 104.6 108.7 -4.1
## 288 Kentavious Caldwell-Pope DET 24 76 33 43 33.3 103.7 107.7 -4.0
## 289 Terrence Ross ORL 26 78 39 39 25.1 111.1 107.7 3.4
## 290 Fred VanVleet TOR 23 37 25 12 7.9 103.6 91.5 12.1
## 291 Vince Carter MEM 40 73 36 37 24.7 107.2 103.6 3.6
## 292 Jamal Murray DEN 20 82 40 42 21.5 109.1 108.1 1.0
## 293 Courtney Lee NYK 31 77 29 48 31.9 105.8 110.8 -4.9
## 294 Jose Calderon ATL 35 41 15 26 13.1 95.7 105.4 -9.7
## 295 Luol Deng LAL 32 56 18 38 26.5 102.0 108.4 -6.4
## 296 Jeff Green ORL 30 69 26 43 22.2 97.5 106.6 -9.1
## 297 James Michael McAdoo GSW 24 52 43 9 8.8 100.6 101.3 -0.7
## 298 Brian Roberts CHA 31 41 16 25 10.1 99.0 106.0 -7.0
## 299 Davis Bertans SAS 24 67 51 16 12.1 106.0 99.7 6.3
## 300 Mike Dunleavy ATL 36 53 34 19 15.9 98.2 102.5 -4.3
## 301 Darrell Arthur DEN 29 41 20 21 15.6 108.3 108.8 -0.4
## 302 Doug McDermott OKC 25 66 35 31 22.8 105.5 108.6 -3.1
## 303 Sheldon McClellan WAS 24 30 17 13 9.6 95.9 104.6 -8.7
## 304 Henry Ellenson DET 20 19 8 11 7.7 101.0 103.0 -2.0
## 305 Trey Lyles UTA 21 71 43 28 16.3 103.9 103.0 0.9
## 306 Cole Aldrich MIN 28 62 23 39 8.6 107.3 107.5 -0.2
## 307 Dahntay Jones CLE 36 1 0 1 12.0 113.8 109.5 4.3
## 308 KJ McDaniels BKN 24 49 28 21 10.3 104.4 107.4 -3.1
## 309 David Nwaba LAL 24 20 5 15 19.9 102.8 100.6 2.2
## 310 Nick Young LAL 32 60 19 41 25.9 105.2 112.1 -6.9
## 311 Jameer Nelson DEN 35 75 34 41 27.3 110.8 109.7 1.1
## 312 Patrick Patterson TOR 28 65 42 23 24.6 113.4 102.5 10.9
## 313 Rodney Stuckey IND 31 39 17 22 17.9 104.6 105.5 -0.9
## 314 Mindaugas Kuzminskas NYK 27 68 24 44 14.9 104.2 105.4 -1.2
## 315 Dejounte Murray SAS 20 38 29 9 8.5 103.2 100.3 2.9
## 316 Taurean Prince ATL 23 59 28 31 16.6 97.6 98.4 -0.8
## 317 Emmanuel Mudiay DEN 21 55 25 30 25.6 106.8 112.3 -5.5
## 318 Allen Crabbe POR 25 79 39 40 28.5 106.1 108.9 -2.8
## 319 Kent Bazemore ATL 27 73 39 34 26.9 102.9 105.2 -2.3
## 320 Derrick Williams CLE 26 50 16 34 16.1 104.4 107.6 -3.2
## 321 Udonis Haslem MIA 37 16 6 10 8.1 82.7 106.5 -23.8
## 322 E'Twaun Moore NOP 28 73 32 41 24.9 104.3 106.6 -2.4
## 323 Anthony Tolliver SAC 32 65 26 39 22.7 105.8 110.6 -4.8
## 324 Toney Douglas MEM 31 24 15 9 16.4 107.4 107.7 -0.3
## 325 Shaun Livingston GSW 31 76 63 13 17.7 107.7 100.2 7.6
## 326 Omer Asik NOP 30 31 12 19 15.6 99.4 104.4 -4.9
## 327 John Lucas III MIN 34 5 3 2 2.1 117.3 70.4 46.9
## 328 Noah Vonleh POR 21 74 38 36 17.1 103.0 105.1 -2.0
## 329 Gerald Henderson PHI 29 72 24 48 23.2 99.7 108.1 -8.4
## 330 Ryan Kelly ATL 26 16 6 10 6.9 97.3 94.7 2.6
## 331 Briante Weber CHA 24 20 12 8 10.3 102.3 113.2 -10.8
## 332 Chinanu Onuaku HOU 20 5 2 3 10.3 98.6 140.0 -41.4
## 333 Nicolas Brussino DAL 24 54 18 36 9.7 102.4 113.2 -10.8
## 334 Thon Maker MIL 20 57 31 26 9.9 106.7 105.4 1.3
## 335 DeAndre' Bembry ATL 22 38 20 18 9.8 100.1 103.4 -3.4
## 336 Timofey Mozgov LAL 30 54 16 38 20.4 99.8 109.0 -9.2
## 337 DeMarre Carroll TOR 30 72 44 28 26.1 109.5 106.3 3.3
## 338 Josh McRoberts MIA 30 22 6 16 17.3 100.1 109.4 -9.3
## 339 Garrett Temple SAC 31 65 25 40 26.6 104.6 109.7 -5.1
## 340 Boris Diaw UTA 35 73 45 28 17.6 106.0 103.6 2.4
## 341 Roy Hibbert DEN 30 48 24 24 14.2 104.9 105.3 -0.3
## 342 Jaylen Brown BOS 20 78 50 28 17.2 103.0 105.1 -2.2
## 343 Michael Carter-Williams CHI 25 45 25 20 18.8 103.3 104.1 -0.8
## 344 James Ennis III MEM 26 64 32 32 23.4 104.6 103.9 0.7
## 345 Tyler Ennis LAL 22 53 28 25 11.1 103.5 103.7 -0.2
## 346 Jonas Jerebko BOS 30 78 51 27 15.8 108.9 105.7 3.2
## 347 Maurice Harkless POR 24 77 38 39 28.9 111.7 108.3 3.4
## 348 Jarell Martin MEM 23 42 23 19 13.3 95.4 99.5 -4.1
## 349 Lavoy Allen IND 28 61 31 30 14.3 103.1 109.5 -6.3
## 350 Monta Ellis IND 31 74 39 35 27.0 106.6 107.1 -0.5
## 351 Marcus Thornton WAS 30 33 15 18 17.4 102.1 114.8 -12.7
## 352 Maurice Ndour NYK 25 32 10 22 10.4 102.5 103.9 -1.4
## 353 Danny Green SAS 30 68 51 17 26.6 108.9 101.1 7.8
## 354 Bobby Brown HOU 32 25 18 7 4.9 105.0 117.0 -12.1
## 355 Omri Casspi MIN 29 36 12 24 17.8 103.9 112.3 -8.4
## 356 Josh Richardson MIA 23 53 23 30 30.5 104.4 103.3 1.2
## 357 Austin Rivers LAC 24 74 43 31 27.8 107.9 108.0 -0.1
## 358 Quinn Cook NOP 24 14 9 5 13.4 108.8 116.5 -7.7
## 359 Dante Cunningham NOP 30 66 28 38 25.0 105.9 106.1 -0.3
## 360 Langston Galloway SAC 25 74 29 45 20.2 103.1 104.6 -1.5
## 361 Jonathon Simmons SAS 27 78 60 18 17.9 105.5 96.7 8.8
## 362 James Jones CLE 36 48 28 20 7.9 99.8 111.0 -11.2
## 363 Nik Stauskas PHI 23 80 27 53 27.3 102.4 107.1 -4.8
## 364 Wesley Johnson LAC 29 68 40 28 11.9 101.3 104.2 -2.9
## 365 Marcelo Huertas LAL 34 23 5 18 10.3 100.8 113.1 -12.3
## 366 Matthew Dellavedova MIL 26 76 39 37 26.1 106.0 107.0 -1.1
## 367 Troy Daniels MEM 25 67 33 34 17.7 104.6 104.3 0.3
## 368 Tony Snell MIL 25 80 42 38 29.2 107.0 108.2 -1.2
## 369 Treveon Graham CHA 23 27 10 17 7.0 94.6 106.2 -11.6
## 370 Malcolm Delaney ATL 28 73 37 36 17.1 102.2 100.0 2.2
## 371 Tomas Satoransky WAS 25 57 33 24 12.6 104.7 102.4 2.3
## 372 James Young BOS 21 29 16 13 7.6 100.7 106.4 -5.8
## 373 Nicolas Laprovittola SAS 27 18 15 3 9.7 94.6 104.3 -9.7
## 374 Chris Andersen CLE 38 12 8 4 9.5 112.7 108.4 4.3
## 375 Marquese Chriss PHX 19 82 24 58 21.3 102.5 113.3 -10.8
## 376 C.J. Watson ORL 33 62 20 42 16.3 97.5 107.5 -9.9
## 377 Raul Neto UTA 25 40 24 16 8.6 109.6 95.7 13.9
## 378 Aaron Brooks IND 32 65 36 29 13.7 101.5 104.6 -3.0
## 379 Sasha Vujacic NYK 33 42 14 28 9.7 99.9 101.4 -1.5
## 380 Jonathan Gibson DAL 29 17 4 13 13.6 97.3 116.9 -19.6
## 381 Ed Davis POR 28 46 19 27 17.2 104.9 110.8 -5.9
## 382 Mirza Teletovic MIL 31 70 36 34 16.2 106.4 103.0 3.4
## 383 Joe Harris BKN 25 52 10 42 21.9 97.4 107.9 -10.5
## 384 Meyers Leonard POR 25 74 37 37 16.5 105.0 107.6 -2.6
## 385 Jordan Mickey BOS 22 25 9 16 5.6 99.1 116.1 -17.1
## 386 Pascal Siakam TOR 23 55 35 20 15.6 106.5 106.4 0.0
## 387 Ben McLemore SAC 24 61 27 34 19.3 102.0 108.5 -6.5
## 388 Marshall Plumlee NYK 24 21 6 15 8.1 107.4 109.2 -1.9
## 389 Derrick Jones Jr. PHX 20 32 7 25 17.0 107.9 103.5 4.4
## 390 Deyonta Davis MEM 20 36 23 13 6.6 97.6 104.8 -7.2
## 391 Justise Winslow MIA 21 18 4 14 34.7 101.1 101.5 -0.4
## 392 Andre Roberson OKC 25 79 46 33 30.1 106.1 103.3 2.8
## 393 Mario Hezonja ORL 22 65 20 45 14.8 94.5 109.6 -15.1
## 394 Jordan McRae CLE 26 37 26 11 10.4 105.2 112.7 -7.5
## 395 Jason Terry MIL 39 74 37 37 18.4 107.1 102.4 4.7
## 396 Arron Afflalo SAC 31 61 23 38 25.9 104.4 112.1 -7.7
## 397 Hollis Thompson NOP 26 40 12 28 18.8 98.8 104.7 -6.0
## 398 Jerami Grant OKC 23 80 43 37 19.1 102.7 108.1 -5.4
## 399 Denzel Valentine CHI 23 57 28 29 17.1 104.0 104.5 -0.5
## 400 Anthony Brown ORL 24 11 3 8 14.5 102.0 100.7 1.3
## 401 Mike Scott ATL 28 18 7 11 10.8 93.3 101.7 -8.5
## 402 Corey Brewer LAL 31 82 47 35 15.6 107.5 104.6 3.0
## 403 Jakob Poeltl TOR 21 54 38 16 11.6 101.8 101.5 0.3
## 404 Malachi Richardson SAC 21 22 9 13 9.0 100.5 104.6 -4.2
## 405 Ron Baker NYK 24 52 14 38 16.5 103.4 106.0 -2.5
## 406 Randy Foye BKN 33 69 17 52 18.6 101.9 108.9 -7.0
## 407 Patrick McCaw GSW 21 71 57 14 15.1 104.3 104.9 -0.7
## 408 Chandler Parsons MEM 28 34 18 16 19.8 104.1 107.6 -3.6
## 409 Rodney McGruder MIA 25 78 40 38 25.2 105.3 105.6 -0.2
## 410 Isaiah Canaan CHI 26 39 19 20 15.2 99.9 106.7 -6.8
## 411 Luc Mbah a Moute LAC 30 80 49 31 22.3 112.3 102.0 10.3
## 412 Lance Thomas NYK 29 46 15 31 21.0 101.5 111.2 -9.7
## 413 Brandon Ingram LAL 19 79 26 53 28.9 104.6 112.6 -8.0
## 414 Kelly Oubre Jr. WAS 21 79 47 32 20.3 106.0 105.6 0.4
## 415 Anthony Morrow CHI 31 49 25 24 14.6 104.6 106.4 -1.8
## 416 Iman Shumpert CLE 27 76 48 28 25.5 110.1 108.2 1.9
## 417 Troy Williams HOU 22 30 19 11 18.6 100.1 105.5 -5.4
## 418 Dante Exum UTA 21 66 40 26 18.6 103.6 101.6 2.0
## 419 Luke Babbitt MIA 28 68 35 33 15.7 104.0 102.2 1.8
## 420 Timothe Luwawu-Cabarrot PHI 22 69 23 46 17.2 101.4 103.8 -2.5
## 421 Solomon Hill NOP 26 80 34 46 29.7 104.3 103.4 0.9
## 422 Andrew Harrison MEM 22 72 38 34 20.5 102.3 102.5 -0.3
## 423 Richard Jefferson CLE 37 79 50 29 20.4 110.3 106.9 3.4
## 424 Donatas Motiejunas NOP 26 34 16 18 14.1 103.0 114.0 -11.1
## 425 Rashad Vaughn MIL 20 41 18 23 11.2 99.4 107.0 -7.6
## 426 Alex Abrines OKC 23 68 37 31 15.5 106.0 108.3 -2.3
## 427 Isaiah Whitehead BKN 22 73 17 56 22.5 103.5 106.4 -2.9
## 428 Kris Dunn MIN 23 78 30 48 17.1 105.7 108.6 -2.8
## 429 Wade Baldwin IV MEM 21 33 18 15 12.3 90.9 107.8 -16.9
## 430 Jarrett Jack NOP 33 2 1 1 16.5 88.1 102.4 -14.3
## 431 Paul Zipser CHI 23 44 21 23 19.2 103.3 101.7 1.6
## 432 Okaro White MIA 24 35 26 9 13.5 111.0 102.4 8.6
## 433 Arinze Onuaku ORL 29 8 3 5 3.5 83.0 113.6 -30.5
## 434 Dorian Finney-Smith DAL 24 81 33 48 20.3 104.1 105.6 -1.4
## 435 Domantas Sabonis OKC 21 81 46 35 20.1 102.0 101.9 0.2
## 436 Rakeem Christmas IND 25 29 14 15 7.6 97.7 108.3 -10.6
## 437 Bryn Forbes SAS 23 36 24 12 7.9 94.2 102.9 -8.7
## 438 Anderson Varejao GSW 34 14 12 2 6.6 104.0 112.4 -8.4
## 439 Stanley Johnson DET 21 77 35 42 17.8 104.0 103.7 0.2
## 440 JR Smith CLE 31 41 25 16 29.0 111.4 108.1 3.3
## 441 DeAndre Liggins DAL 29 62 40 22 12.5 108.2 105.4 2.8
## 442 Kyle Singler OKC 29 32 15 17 12.0 102.0 101.2 0.8
## 443 Stephen Zimmerman ORL 20 19 8 11 5.7 94.9 112.9 -18.1
## 444 Daniel Ochefu WAS 23 19 12 7 3.9 98.9 119.4 -20.5
## 445 Paul Pierce LAC 39 25 16 9 11.1 107.4 105.0 2.4
## 446 Wayne Selden MEM 22 14 6 8 16.9 98.4 105.8 -7.4
## 447 AJ Hammons DAL 24 22 4 18 7.4 102.2 102.8 -0.6
## 448 Brandon Rush MIN 31 47 15 32 21.9 108.9 109.8 -0.8
## 449 Semaj Christon OKC 24 64 36 28 15.2 102.1 108.6 -6.5
## 450 Gary Payton II MIL 24 6 2 4 16.5 88.6 115.1 -26.5
## 451 Cameron Payne CHI 22 31 16 15 14.9 95.9 104.6 -8.7
## 452 Miles Plumlee CHA 28 45 19 26 10.8 101.1 107.0 -5.9
## 453 Darrun Hilliard DET 24 39 19 20 9.8 100.4 100.5 -0.1
## 454 Justin Harper PHI 27 3 1 2 10.4 94.6 112.6 -18.0
## 455 Damjan Rudez ORL 31 45 12 33 7.0 94.8 112.1 -17.3
## 456 Kyle Wiltjer HOU 24 14 12 2 3.1 84.5 120.4 -35.9
## 457 Norris Cole OKC 28 13 5 8 9.6 97.8 104.2 -6.4
## 458 Dragan Bender PHX 19 43 13 30 13.3 105.0 107.0 -2.0
## 459 Ronnie Price PHX 34 14 4 10 9.6 97.6 110.5 -12.8
## 460 Andrew Nicholson BKN 27 38 20 18 9.0 96.0 113.6 -17.6
## 461 Metta World Peace LAL 37 25 8 17 6.4 92.6 110.3 -17.7
## 462 Steve Novak MIL 34 8 6 2 2.7 104.3 105.9 -1.6
## 463 Jared Sullinger TOR 25 11 2 9 10.7 89.7 105.6 -15.8
## 464 Jake Layman POR 23 35 16 19 7.1 99.1 99.5 -0.4
## 465 Alan Anderson LAC 34 30 20 10 10.3 103.1 114.0 -10.8
## 466 CJ Wilcox ORL 26 22 8 14 4.9 96.0 109.1 -13.1
## 467 Georges Niang IND 24 23 11 12 4.0 102.7 108.0 -5.3
## 468 Axel Toupane NOP 24 4 2 2 11.9 96.7 103.5 -6.8
## 469 Damian Jones GSW 22 10 7 3 8.5 91.8 106.7 -14.9
## 470 Jordan Hill MIN 29 7 2 5 6.7 107.5 93.6 13.9
## 471 Greivis Vasquez BKN 30 3 1 2 12.9 95.9 114.6 -18.7
## 472 Alonzo Gee DEN 30 13 4 9 6.9 107.8 106.3 1.4
## 473 Manny Harris DAL 27 4 1 3 6.2 78.6 129.7 -51.1
## 474 Aaron Harrison CHA 22 5 2 3 3.3 83.3 101.9 -18.6
## 475 Danuel House WAS 24 1 0 1 0.8 0.0 0.0 0.0
## 476 RJ Hunter CHI 23 3 2 1 3.1 27.8 85.6 -57.8
## 477 Lamar Patterson ATL 25 5 1 4 8.1 100.2 83.4 16.8
## 478 Isaiah Taylor HOU 22 4 3 1 13.0 105.9 120.5 -14.6
## 479 Diamond Stone LAC 20 7 6 1 3.5 57.4 116.1 -58.7
## 480 Mike Tobey CHA 22 2 0 2 12.6 70.1 97.5 -27.3
## 481 Michael Gbinije DET 25 9 7 2 3.5 108.2 110.0 -1.8
## 482 Elijah Millsap PHX 29 2 1 1 11.6 91.2 93.0 -1.8
## 483 Gary Neal ATL 32 2 1 1 9.2 80.6 98.6 -18.0
## 484 Patricio Garino ORL 24 5 2 3 8.6 93.3 114.4 -21.1
## 485 Larry Sanders CLE 28 5 2 3 2.5 93.4 100.6 -7.2
## 486 Ben Bentil DAL 22 3 2 1 3.3 91.5 135.5 -44.0
## AST. AST.TO ASTÂ.RATIO OREB. DREB. REB. TOÂ.RATIO EFG. TS. USG.
## 1 54.3 1.92 23.4 5.3 27.9 16.7 12.2 47.6 55.4 40.8
## 2 5.4 0.90 5.1 16.6 31.3 23.9 5.7 54.5 60.6 24.8
## 3 30.0 0.00 31.1 9.1 11.8 10.3 0.0 87.5 75.3 17.2
## 4 11.0 0.87 7.3 6.7 26.9 17.0 8.4 51.8 58.0 32.6
## 5 50.5 1.95 27.6 3.5 21.2 12.3 14.1 52.5 61.3 34.1
## 6 21.8 2.17 18.4 2.3 23.2 13.7 8.5 59.4 65.1 27.6
## 7 38.8 2.13 25.6 4.0 20.9 12.7 12.0 59.4 61.9 29.7
## 8 44.4 3.83 35.0 2.5 14.9 8.9 9.1 55.5 61.4 24.3
## 9 26.2 1.23 14.3 7.2 30.5 18.8 11.6 49.8 56.2 36.4
## 10 26.9 1.85 19.8 5.8 22.6 14.3 10.7 54.1 59.9 28.3
## 11 18.2 1.69 13.3 3.8 16.0 10.0 7.9 54.1 61.0 31.2
## 12 17.4 0.56 9.2 9.2 24.7 17.3 16.3 50.8 58.4 36.3
## 13 12.7 1.04 10.5 11.4 27.7 19.5 10.1 57.6 61.8 27.4
## 14 26.6 2.10 24.2 11.9 27.2 19.7 11.5 60.5 64.0 23.4
## 15 24.3 2.62 19.6 5.0 13.1 9.0 7.5 49.2 58.6 26.5
## 16 3.7 0.37 4.2 12.9 34.9 23.9 11.5 55.7 57.9 22.6
## 17 5.7 0.66 9.0 13.8 28.8 21.7 13.6 66.1 68.1 16.7
## 18 30.5 2.13 18.5 1.9 7.0 4.5 8.7 54.6 62.5 33.7
## 19 32.9 2.78 24.6 1.5 10.8 6.1 8.9 54.5 60.4 26.3
## 20 27.7 2.23 18.6 1.8 13.4 7.5 8.3 51.6 58.6 30.9
## 21 17.9 1.80 14.5 2.3 15.2 9.0 8.1 53.6 59.5 27.6
## 22 20.4 1.61 12.6 3.0 13.4 8.3 7.8 47.7 55.2 34.2
## 23 6.5 1.00 8.8 8.3 25.5 17.2 8.8 59.4 59.0 18.0
## 24 7.8 0.54 6.4 14.7 21.0 17.9 11.7 54.9 59.9 27.5
## 25 45.0 2.58 29.5 2.3 10.5 6.4 11.4 48.2 54.1 30.2
## 26 23.5 2.11 18.8 6.4 20.4 13.7 8.9 51.3 56.9 27.8
## 27 13.1 1.23 9.6 11.3 28.0 19.3 7.8 46.0 49.0 28.5
## 28 7.6 0.61 9.7 15.3 31.0 23.4 15.8 63.3 62.7 19.1
## 29 28.7 2.19 22.2 2.7 11.3 7.3 10.1 58.0 62.4 29.2
## 30 24.6 2.04 18.7 2.7 19.0 10.6 9.2 50.3 55.4 26.7
## 31 5.4 0.83 9.8 13.6 34.3 24.3 11.8 71.4 67.3 15.3
## 32 9.3 0.95 9.4 8.7 29.5 19.3 9.9 51.0 57.3 25.5
## 33 29.3 2.41 25.0 2.4 12.1 7.3 10.4 56.9 62.3 24.9
## 34 14.3 1.85 16.4 7.7 27.1 17.6 8.8 54.8 57.8 21.6
## 35 15.7 1.78 14.6 8.6 30.6 19.3 8.2 48.0 49.8 24.3
## 36 30.9 1.87 22.3 2.5 13.9 8.0 11.9 48.5 56.3 28.0
## 37 16.5 1.34 16.1 11.2 23.7 17.6 12.1 53.3 57.2 24.2
## 38 7.1 0.50 10.7 16.0 24.1 20.4 21.5 80.0 63.3 13.7
## 39 11.5 0.00 20.8 13.3 17.2 15.3 0.0 63.6 61.2 14.6
## 40 28.2 2.58 19.6 1.8 10.7 6.2 7.6 52.7 56.9 29.1
## 41 6.0 0.59 6.9 14.6 37.3 25.2 11.6 53.1 51.8 22.4
## 42 4.3 0.54 5.9 12.4 29.7 21.0 11.0 55.8 60.1 19.5
## 43 15.7 1.14 12.7 2.5 17.8 10.3 11.1 53.4 58.7 29.0
## 44 27.8 2.32 19.3 2.3 7.5 5.0 8.3 53.5 58.0 30.2
## 45 42.1 3.06 31.1 1.3 11.7 6.4 10.1 49.1 52.1 26.1
## 46 19.3 1.49 15.0 1.4 9.6 5.5 10.0 51.1 59.3 28.3
## 47 11.4 1.73 9.5 8.6 25.1 16.5 5.5 49.9 52.6 26.0
## 48 11.6 0.96 13.4 14.2 26.3 20.4 14.0 53.3 56.4 20.2
## 49 14.9 1.54 18.2 13.8 25.0 19.3 11.8 52.3 55.2 18.6
## 50 33.8 2.14 25.1 1.3 14.6 8.0 11.7 51.0 56.6 25.9
## 51 35.9 2.96 32.8 1.4 12.3 7.0 11.1 49.2 57.4 22.1
## 52 3.3 0.46 7.9 12.7 33.9 23.0 17.2 67.1 70.3 11.3
## 53 6.6 0.72 8.0 12.7 25.0 18.8 11.0 64.3 63.8 20.1
## 54 28.3 2.00 22.0 2.8 9.8 6.3 11.0 52.7 57.5 26.8
## 55 36.4 3.64 34.6 1.2 10.2 5.8 9.5 49.5 53.5 20.1
## 56 8.7 1.00 8.6 19.6 21.4 20.5 8.6 59.2 59.5 24.5
## 57 22.7 2.40 20.8 1.7 10.5 6.2 8.7 55.4 59.9 23.6
## 58 4.9 0.62 6.1 13.8 29.3 21.5 9.8 51.7 54.7 20.6
## 59 13.1 1.09 15.3 8.9 25.1 17.2 14.0 53.7 55.4 18.8
## 60 18.6 1.71 19.6 3.9 10.6 7.4 11.4 58.3 65.1 20.9
## 61 7.8 0.98 10.9 10.0 22.5 16.1 11.1 59.5 62.2 17.6
## 62 17.2 1.59 16.2 5.3 19.2 12.4 10.1 48.1 54.2 24.3
## 63 12.6 1.51 18.4 11.8 21.1 16.7 12.1 59.0 61.3 16.6
## 64 23.9 2.93 25.7 4.9 18.3 11.8 8.8 52.7 55.3 19.9
## 65 3.2 0.43 4.0 15.6 18.7 17.3 9.4 65.2 64.2 22.6
## 66 17.5 1.66 14.1 2.4 9.0 5.7 8.5 54.4 58.5 27.4
## 67 14.0 1.12 12.6 3.9 17.6 10.7 11.2 50.2 55.9 25.1
## 68 9.9 1.61 9.5 1.8 26.7 14.0 5.9 49.5 52.9 25.5
## 69 14.3 0.96 10.4 5.8 13.0 9.5 10.9 53.1 57.8 29.0
## 70 11.3 1.88 11.3 2.9 22.4 12.7 6.0 50.2 55.0 23.5
## 71 6.4 0.93 9.0 15.7 24.3 20.0 9.6 54.8 58.8 18.1
## 72 4.9 0.72 10.9 11.4 30.2 21.2 15.1 62.2 64.5 12.2
## 73 26.0 1.94 29.9 6.9 19.2 13.6 15.4 54.2 57.1 19.4
## 74 6.3 0.72 7.6 8.6 16.5 12.6 10.6 57.8 65.0 20.0
## 75 10.0 1.42 9.9 8.4 17.1 12.8 7.0 48.8 53.2 24.9
## 76 13.7 1.53 12.4 5.3 15.1 10.3 8.1 53.0 56.3 26.0
## 77 22.1 1.65 15.8 3.7 12.5 8.0 9.6 45.7 50.8 29.3
## 78 35.5 2.52 29.6 2.2 10.3 6.3 11.8 51.0 53.2 23.5
## 79 40.0 0.00 51.5 11.1 14.3 12.5 0.0 100.0 79.8 11.1
## 80 21.0 1.61 21.1 3.5 16.3 9.9 13.0 53.5 56.4 21.9
## 81 17.1 3.00 28.2 6.8 18.6 12.4 9.4 60.9 62.2 10.1
## 82 15.4 1.71 14.1 2.2 7.8 5.0 8.2 56.6 60.4 26.3
## 83 14.1 1.39 11.1 2.6 16.0 9.2 8.0 48.8 53.5 29.0
## 84 27.3 2.35 26.1 1.9 18.4 10.1 11.1 47.2 52.9 22.1
## 85 28.1 2.03 20.8 1.7 17.8 9.5 10.2 46.2 50.1 27.0
## 86 34.0 1.93 24.0 1.9 8.8 5.4 12.4 49.3 53.3 27.6
## 87 27.2 2.90 36.5 4.6 20.5 13.2 12.6 48.1 52.2 16.0
## 88 14.2 0.86 13.8 12.4 23.6 18.2 16.0 50.7 52.8 23.5
## 89 32.9 2.97 30.9 3.9 13.6 8.6 10.4 49.3 52.0 21.3
## 90 8.1 1.05 10.2 8.7 19.8 14.3 9.6 59.1 61.1 18.8
## 91 9.6 0.80 9.3 5.1 18.6 12.0 11.6 55.4 58.4 24.8
## 92 6.0 1.50 8.6 7.8 11.5 9.7 5.7 61.5 62.8 16.6
## 93 38.5 3.50 41.3 3.2 11.2 7.2 11.8 44.8 53.9 17.4
## 94 8.5 0.94 8.8 7.7 24.5 16.1 9.3 53.9 58.4 23.9
## 95 9.0 1.65 11.9 2.1 14.4 8.4 7.2 53.1 62.2 20.0
## 96 8.8 0.67 10.3 15.8 30.4 22.5 15.2 53.6 53.5 20.6
## 97 8.7 1.48 10.1 2.6 15.5 8.9 6.9 53.2 56.8 21.8
## 98 19.5 1.53 19.8 7.4 25.4 16.1 13.0 49.9 54.3 21.5
## 99 3.1 0.57 4.2 11.5 28.6 19.5 7.3 47.4 51.0 20.3
## 100 7.6 1.14 7.2 3.7 13.2 8.2 6.3 49.8 54.1 25.5
## 101 21.6 1.93 18.6 3.4 9.2 6.3 9.7 47.7 53.0 25.6
## 102 18.7 2.12 24.2 9.0 22.2 15.7 11.4 53.6 55.8 18.1
## 103 6.5 1.01 8.7 6.4 19.2 13.1 8.7 53.4 58.5 19.7
## 104 15.9 1.54 18.4 5.3 20.7 13.1 11.9 57.9 60.3 18.8
## 105 7.5 1.23 8.8 5.3 20.3 12.6 7.1 48.9 51.5 21.6
## 106 8.8 0.89 10.5 8.5 17.0 12.7 11.7 62.1 63.0 19.3
## 107 5.9 0.95 7.4 7.8 24.2 15.8 7.8 53.1 54.5 19.3
## 108 6.5 1.02 12.3 10.4 26.9 18.6 12.1 57.9 59.3 14.7
## 109 6.6 2.75 11.9 5.0 17.2 11.1 4.3 60.8 62.8 14.9
## 110 17.4 1.65 18.8 5.2 21.5 13.3 11.4 52.9 56.2 19.7
## 111 9.0 1.25 9.1 2.2 9.1 6.0 7.3 56.5 59.2 26.2
## 112 9.7 1.45 12.6 8.4 13.7 11.1 8.7 65.4 66.2 17.6
## 113 4.0 0.84 6.8 13.5 22.3 17.8 8.1 57.0 57.8 15.3
## 114 16.7 1.00 11.1 14.3 22.2 18.8 11.1 28.6 28.6 38.5
## 115 17.0 2.59 18.5 2.5 12.5 7.4 7.1 49.0 53.5 20.7
## 116 7.9 0.93 9.6 9.2 20.5 15.0 10.3 49.0 51.2 20.8
## 117 31.9 3.73 31.6 1.1 12.1 6.5 8.5 45.8 47.7 20.4
## 118 37.4 3.36 42.9 2.0 10.9 6.5 12.8 47.2 50.4 14.4
## 119 6.2 1.44 9.4 7.7 20.2 13.5 6.5 54.2 58.8 16.6
## 120 10.7 1.22 11.4 5.9 18.4 12.2 9.4 51.1 54.6 22.0
## 121 8.9 0.67 8.7 10.0 22.6 15.5 13.1 48.4 54.4 22.2
## 122 36.1 2.73 38.0 4.3 16.7 10.5 13.9 45.3 46.1 17.7
## 123 30.0 2.59 30.9 2.9 8.7 5.9 11.9 48.7 55.1 19.3
## 124 9.3 1.16 11.5 6.9 20.0 13.5 9.9 53.0 55.8 19.9
## 125 5.0 0.71 6.2 5.9 18.8 12.4 8.6 54.3 56.6 21.1
## 126 7.3 0.82 7.4 5.6 17.7 11.7 9.0 50.7 54.6 24.4
## 127 7.1 0.73 8.6 9.5 19.4 14.6 11.8 54.4 57.7 21.2
## 128 20.4 2.28 25.7 4.2 8.4 6.3 11.3 46.6 53.5 16.7
## 129 7.0 1.04 9.4 9.5 24.5 16.8 9.1 45.1 51.4 18.0
## 130 17.5 1.52 18.4 1.5 15.3 8.5 12.1 51.8 57.0 23.2
## 131 6.9 0.94 9.0 4.0 20.8 12.5 9.6 51.6 54.6 19.8
## 132 13.7 1.72 14.1 1.9 9.4 5.8 8.2 53.7 56.8 22.3
## 133 32.2 6.33 29.7 1.1 11.1 5.6 4.7 37.2 41.6 23.2
## 134 14.5 0.99 13.1 5.9 20.7 13.3 13.2 46.8 50.8 24.4
## 135 15.9 2.05 18.4 1.4 9.5 5.2 8.9 57.8 60.1 19.7
## 136 9.7 1.94 14.8 2.4 17.1 9.9 7.6 57.2 61.3 17.0
## 137 18.5 2.12 19.6 3.7 13.2 8.4 9.2 50.8 54.7 21.1
## 138 16.9 4.50 33.5 3.0 13.1 8.4 7.4 60.5 62.4 11.3
## 139 8.3 0.00 14.5 0.0 11.1 4.5 0.0 50.0 59.5 18.2
## 140 19.2 2.28 18.3 1.0 7.7 4.4 8.0 56.7 58.2 25.9
## 141 5.0 0.85 6.9 3.1 19.0 11.4 8.1 58.9 61.2 19.6
## 142 9.6 1.71 17.5 8.9 20.4 14.4 10.2 54.0 56.7 13.4
## 143 35.0 2.61 31.4 0.9 9.6 5.1 12.0 50.9 54.1 22.4
## 144 7.8 1.00 9.4 7.2 21.0 14.0 9.4 52.9 54.7 20.4
## 145 23.4 1.94 19.6 1.5 10.7 6.1 10.1 48.8 50.7 26.4
## 146 13.1 1.52 22.7 13.0 22.5 18.0 15.0 53.4 58.8 15.1
## 147 24.3 2.74 25.7 1.3 7.4 4.3 9.4 52.7 57.0 20.0
## 148 23.6 2.77 27.0 1.5 7.4 4.5 9.7 55.8 57.8 18.9
## 149 6.1 1.21 11.9 13.1 19.9 16.5 9.9 57.9 60.3 12.6
## 150 8.8 1.68 12.7 5.5 17.4 11.2 7.6 51.8 55.1 17.3
## 151 2.5 0.35 6.4 12.2 28.7 20.1 18.4 64.6 65.0 10.7
## 152 26.9 1.72 21.2 1.8 12.0 6.6 12.3 48.3 51.8 26.7
## 153 10.7 1.39 11.9 4.0 16.1 10.1 8.6 53.3 54.8 21.8
## 154 14.7 1.16 13.9 1.4 15.3 8.5 11.9 48.6 54.6 23.7
## 155 12.6 2.33 25.0 3.8 18.7 11.5 10.7 48.1 52.5 12.2
## 156 23.9 2.81 28.3 2.8 9.7 6.3 10.1 51.8 55.5 18.6
## 157 9.7 1.24 11.0 5.2 17.8 11.5 8.9 52.0 54.5 22.1
## 158 13.5 1.33 16.7 5.8 21.0 13.5 12.6 44.7 51.7 18.7
## 159 5.4 0.59 8.6 12.8 15.1 14.0 14.6 57.1 58.9 16.0
## 160 5.7 0.70 7.6 8.4 18.1 13.2 11.0 51.7 54.3 19.0
## 161 36.1 1.44 22.3 4.7 12.7 8.9 15.4 37.5 45.3 28.4
## 162 12.1 1.73 18.4 6.9 15.0 10.9 10.7 57.3 59.6 14.9
## 163 8.2 1.28 13.0 6.7 15.2 11.1 10.1 56.0 56.2 16.5
## 164 9.7 0.64 8.4 7.5 16.3 11.7 13.2 51.4 54.6 24.7
## 165 27.6 4.11 39.6 1.5 8.9 5.1 9.6 48.6 52.3 13.5
## 166 7.2 1.77 11.3 4.2 20.2 12.0 6.4 51.0 55.1 16.3
## 167 2.5 0.50 4.8 13.5 18.0 15.8 9.6 53.4 58.8 14.5
## 168 8.7 1.52 14.3 8.5 17.6 13.0 9.4 57.1 60.4 15.4
## 169 12.2 1.48 13.6 1.9 12.3 7.2 9.2 51.0 53.4 21.3
## 170 12.5 2.09 16.5 2.2 12.9 7.7 7.9 52.1 54.2 18.6
## 171 4.3 0.43 6.3 10.4 25.1 17.5 14.6 50.0 55.3 17.6
## 172 19.7 2.39 23.0 1.1 12.6 6.7 9.6 48.4 54.9 19.4
## 173 29.7 2.94 29.3 1.8 7.3 4.5 10.0 44.5 47.4 20.2
## 174 10.4 1.01 8.7 3.9 8.7 6.3 8.6 48.4 53.4 28.8
## 175 12.8 1.64 14.0 1.2 9.8 5.3 8.5 54.4 57.6 21.8
## 176 6.9 0.79 8.9 7.9 20.2 13.9 11.2 55.1 55.9 18.9
## 177 15.4 2.00 18.2 10.9 13.9 12.2 9.1 43.8 43.8 19.2
## 178 13.8 1.78 25.9 16.2 25.6 20.8 14.6 49.0 49.1 12.5
## 179 3.8 0.63 4.5 6.3 10.9 8.5 7.2 52.3 56.6 21.4
## 180 7.5 1.00 9.1 10.4 20.7 15.7 9.1 48.4 53.3 19.1
## 181 34.9 2.69 33.7 1.5 10.1 5.8 12.6 47.8 48.4 19.4
## 182 11.0 1.25 14.2 8.2 20.5 14.3 11.3 49.0 50.9 18.8
## 183 20.0 1.63 21.4 1.9 12.2 7.2 13.1 49.2 53.3 22.4
## 184 6.4 0.89 11.2 9.1 21.2 15.0 12.5 55.5 60.1 14.7
## 185 27.6 3.20 28.7 0.7 7.2 4.1 8.9 48.6 51.4 20.7
## 186 3.1 0.29 5.2 14.9 14.3 14.6 18.1 52.2 59.1 15.3
## 187 5.3 0.77 8.9 9.5 22.3 16.0 11.6 55.1 56.0 15.4
## 188 7.4 2.04 13.1 7.1 19.4 13.1 6.4 47.8 52.8 14.6
## 189 9.5 1.55 13.8 1.8 13.0 7.4 8.9 52.3 54.9 16.9
## 190 7.4 1.28 11.0 6.2 17.2 11.6 8.6 53.2 55.0 16.2
## 191 13.3 1.14 27.6 10.3 32.0 20.7 24.2 46.9 46.0 10.6
## 192 12.2 1.64 14.9 2.3 9.0 5.8 9.1 55.8 57.5 19.8
## 193 7.6 1.10 12.3 9.3 20.2 14.8 11.2 51.5 55.0 16.4
## 194 8.2 1.05 13.8 4.9 23.2 14.1 13.1 46.8 50.6 15.8
## 195 30.6 2.37 24.1 1.5 7.7 4.3 10.2 46.8 51.0 26.4
## 196 8.6 1.48 15.8 8.2 20.2 14.2 10.7 51.4 55.5 14.1
## 197 12.9 2.16 17.5 3.1 8.3 5.7 8.1 58.6 61.1 18.5
## 198 7.5 0.78 9.8 4.7 17.7 11.2 12.6 49.2 53.4 19.0
## 199 16.4 2.79 21.2 3.4 16.2 9.8 7.6 43.7 46.6 17.2
## 200 5.6 1.32 7.4 6.4 11.6 8.9 5.6 51.1 53.9 19.0
## 201 8.9 1.00 10.5 6.0 17.3 11.3 10.5 49.0 53.7 20.6
## 202 8.6 0.85 9.3 2.0 12.4 7.3 11.0 53.0 58.5 22.4
## 203 12.5 1.82 22.2 8.4 16.9 12.7 12.2 61.2 62.8 13.8
## 204 16.8 2.10 27.7 1.4 13.9 7.8 13.2 58.9 60.4 13.9
## 205 20.0 2.45 24.4 2.9 10.4 6.6 9.9 48.9 51.8 18.3
## 206 25.4 2.27 28.0 1.2 14.9 7.9 12.3 47.5 48.5 18.5
## 207 4.6 1.20 11.5 13.5 19.6 16.6 9.5 60.0 59.4 11.2
## 208 12.4 1.09 15.5 11.4 21.3 16.2 14.3 52.6 55.0 18.5
## 209 16.0 1.11 12.6 1.8 8.2 4.9 11.3 47.5 53.1 28.4
## 210 30.8 3.09 35.1 1.8 10.0 5.9 11.4 43.3 47.9 17.5
## 211 7.4 1.12 9.3 0.6 7.8 4.4 8.3 55.8 59.9 21.7
## 212 7.6 0.98 10.2 5.1 18.0 11.7 10.4 49.7 54.0 20.4
## 213 9.7 1.69 12.5 5.4 14.1 9.6 7.4 49.9 53.0 20.0
## 214 13.1 2.10 16.2 0.9 10.4 5.6 7.7 51.2 56.6 19.3
## 215 19.6 2.05 22.7 2.4 14.4 8.2 11.1 45.4 49.1 18.6
## 216 3.1 0.39 5.0 8.4 22.5 15.7 13.0 50.0 52.9 17.1
## 217 19.4 1.48 16.0 2.3 9.4 5.7 10.9 44.1 50.2 25.3
## 218 13.7 1.65 23.1 3.6 14.4 9.1 14.1 63.2 64.5 13.2
## 219 5.2 0.64 8.3 7.1 20.3 13.9 13.0 58.5 59.8 16.9
## 220 4.1 0.75 11.3 6.8 19.0 13.0 15.1 62.5 64.0 8.8
## 221 21.0 2.80 29.7 2.2 10.9 6.6 10.6 50.7 58.1 14.4
## 222 7.4 0.86 8.6 2.9 18.0 10.3 10.1 45.0 50.1 21.9
## 223 19.9 1.91 23.9 2.5 11.3 6.9 12.5 49.1 53.2 19.5
## 224 6.5 0.78 12.1 9.4 25.6 17.3 15.5 52.8 54.6 13.5
## 225 20.3 3.00 15.2 0.7 13.3 6.3 5.1 39.6 43.3 26.0
## 226 9.4 1.17 11.3 2.2 12.0 7.2 9.6 50.4 55.2 21.2
## 227 7.9 1.85 13.2 7.3 14.5 10.9 7.1 54.3 54.9 15.0
## 228 34.6 3.00 37.5 3.8 6.1 5.1 12.5 50.0 50.0 19.1
## 229 9.9 1.84 18.0 3.8 14.8 9.4 9.8 49.2 51.9 13.4
## 230 13.2 1.86 18.6 2.0 14.1 8.1 10.0 52.8 55.6 16.4
## 231 4.1 1.20 6.2 1.9 12.9 7.3 5.2 56.5 59.2 18.3
## 232 9.8 1.38 11.4 3.6 7.2 5.6 8.3 51.4 53.6 22.2
## 233 4.8 0.94 9.1 5.5 18.9 12.1 9.8 55.4 59.2 14.4
## 234 10.2 1.48 10.9 1.2 13.0 7.4 7.4 49.4 52.2 23.1
## 235 18.4 2.81 29.1 5.0 15.9 10.4 10.4 52.1 54.6 14.1
## 236 3.9 0.64 8.0 10.8 20.6 15.8 12.4 51.3 57.0 14.3
## 237 13.1 2.13 14.6 3.3 15.8 9.6 6.9 47.1 50.2 22.0
## 238 3.6 0.67 5.1 12.9 12.3 12.6 7.7 51.6 52.6 19.8
## 239 8.8 2.40 15.9 2.1 16.2 9.1 6.6 52.8 54.8 14.1
## 240 9.4 1.71 17.3 10.7 18.9 14.9 10.1 53.3 55.3 13.3
## 241 12.5 2.10 17.7 8.8 16.7 12.7 8.4 49.4 50.8 16.4
## 242 5.3 0.91 15.4 8.4 15.8 12.2 16.8 67.0 68.2 9.5
## 243 14.4 1.43 14.5 2.1 8.1 5.0 10.1 50.8 55.5 23.3
## 244 5.2 0.67 8.9 13.8 20.2 16.9 13.2 51.2 56.0 15.4
## 245 14.3 1.30 14.0 2.2 9.3 5.7 10.8 50.0 52.6 23.2
## 246 17.2 2.75 24.3 1.8 10.0 5.9 8.8 50.7 55.5 16.3
## 247 31.2 3.32 37.4 2.3 9.7 6.0 11.3 45.3 50.4 16.3
## 248 19.5 1.69 37.4 1.6 26.1 14.6 22.1 56.5 58.6 10.4
## 249 17.3 1.79 20.0 2.2 9.7 6.0 11.2 49.0 58.6 19.7
## 250 10.1 1.20 11.8 2.0 13.4 7.7 9.9 52.3 54.1 21.4
## 251 23.2 2.46 25.5 1.8 9.1 5.3 10.4 49.2 53.3 19.6
## 252 5.3 0.86 7.6 4.1 19.2 11.7 8.9 52.1 56.5 16.9
## 253 5.4 0.88 8.1 11.4 13.1 12.2 9.2 49.3 51.1 17.4
## 254 12.8 1.69 15.0 1.8 10.6 6.2 8.9 48.3 50.9 20.7
## 255 5.0 0.56 9.6 9.8 20.4 15.2 17.3 58.6 60.1 14.0
## 256 7.0 2.33 10.4 1.3 8.7 4.9 4.5 55.0 56.5 17.9
## 257 8.5 0.83 13.1 9.0 18.3 14.2 15.8 54.9 57.3 16.9
## 258 12.5 1.55 13.4 1.4 7.8 4.6 8.6 52.7 55.7 22.0
## 259 0.0 0.00 0.0 1.4 8.8 5.0 4.2 42.1 52.3 15.4
## 260 8.9 0.88 9.0 6.9 20.0 13.2 10.3 45.4 50.5 22.4
## 261 22.6 2.29 26.3 3.6 10.7 7.1 11.5 42.2 48.6 18.5
## 262 23.4 1.00 21.0 5.3 11.9 8.8 21.0 53.4 51.1 23.6
## 263 14.1 3.00 17.0 6.6 14.9 10.2 5.7 46.1 48.7 17.4
## 264 8.6 2.90 17.1 2.9 11.9 7.3 5.9 53.1 53.8 13.1
## 265 9.3 1.59 15.4 0.5 11.4 6.0 9.7 62.1 63.5 15.1
## 266 13.8 2.06 17.0 0.8 11.7 6.0 8.2 49.6 53.3 19.6
## 267 8.9 1.25 12.2 0.7 11.4 5.9 9.7 51.2 56.7 19.6
## 268 16.2 1.82 24.0 4.5 20.0 12.3 13.1 48.3 51.4 15.6
## 269 10.0 1.32 10.7 3.2 14.0 8.5 8.1 49.4 52.4 22.9
## 270 4.8 1.27 10.3 4.6 14.4 9.7 8.1 54.0 56.4 12.9
## 271 23.0 2.08 24.1 1.2 6.5 3.8 11.5 51.6 53.2 20.5
## 272 9.5 1.84 12.0 3.1 12.7 7.7 6.5 47.7 50.8 20.2
## 273 12.5 1.00 13.4 13.0 16.1 14.5 13.4 55.0 58.2 21.1
## 274 23.7 2.32 23.6 1.0 7.7 4.2 10.1 46.9 52.4 19.9
## 275 8.3 0.98 11.5 9.5 13.9 11.6 11.8 47.3 49.3 18.1
## 276 8.7 0.00 13.3 2.2 6.2 3.8 0.0 45.7 51.8 13.2
## 277 13.0 1.50 18.3 2.2 16.3 9.5 12.2 35.7 61.4 12.4
## 278 5.2 1.67 7.5 7.3 13.7 10.3 4.5 51.9 54.8 16.6
## 279 6.3 1.50 14.4 5.6 18.1 11.7 9.6 48.5 51.6 11.3
## 280 24.0 2.80 26.3 1.5 7.8 4.8 9.4 42.0 49.5 19.7
## 281 15.9 1.60 16.4 0.9 5.8 3.4 10.2 47.9 52.5 22.5
## 282 12.6 1.66 21.3 2.4 15.6 8.9 12.8 56.5 57.9 13.8
## 283 4.6 1.24 7.1 5.8 11.5 8.6 5.7 55.0 58.3 17.9
## 284 26.1 1.93 21.7 0.9 10.3 5.8 11.2 41.5 46.2 25.1
## 285 21.0 1.71 23.4 2.0 9.9 6.0 13.7 49.5 51.8 19.5
## 286 10.2 1.34 15.2 5.3 18.4 11.7 11.3 50.3 52.6 16.4
## 287 17.2 2.30 23.4 2.1 11.8 7.0 10.2 47.5 49.6 16.6
## 288 11.1 2.24 15.0 2.2 8.7 5.3 6.7 48.1 51.9 19.1
## 289 6.6 1.29 9.4 1.0 10.8 5.8 7.3 53.2 55.0 18.9
## 290 18.0 2.33 20.5 1.5 13.0 7.5 8.8 40.1 44.3 20.5
## 291 11.2 2.66 18.4 2.3 12.8 7.4 6.9 50.8 54.2 14.9
## 292 14.2 1.50 16.0 2.6 10.4 6.6 10.6 48.3 51.8 21.6
## 293 10.4 2.59 18.0 2.3 9.2 5.7 6.9 53.3 55.9 14.5
## 294 25.1 2.15 32.8 2.8 12.6 7.4 15.3 48.5 50.6 14.4
## 295 7.3 1.72 13.0 4.4 17.2 10.6 7.6 44.7 47.0 14.3
## 296 8.9 1.08 10.3 2.7 12.5 7.5 9.5 44.2 50.5 20.4
## 297 6.0 0.95 10.4 8.0 12.9 10.5 11.0 53.8 54.3 14.9
## 298 21.4 2.00 23.9 1.3 9.4 5.3 12.0 44.7 51.0 18.6
## 299 8.4 1.44 14.1 3.1 10.5 6.8 9.8 58.8 60.9 15.5
## 300 9.7 1.79 15.7 2.4 12.4 7.4 8.8 54.3 57.3 14.1
## 301 9.9 1.17 13.9 4.3 15.5 9.8 11.9 56.5 58.3 18.0
## 302 6.0 1.53 9.2 1.5 11.7 6.6 6.0 52.4 55.4 16.5
## 303 7.8 3.00 14.0 1.5 11.5 6.4 4.7 44.7 51.8 14.3
## 304 7.4 0.50 7.9 5.6 23.4 14.4 15.8 43.8 44.4 24.8
## 305 9.8 1.08 11.4 4.7 17.8 11.3 10.5 43.6 46.4 21.4
## 306 6.3 1.47 18.2 11.0 24.8 17.6 12.3 52.3 54.9 9.4
## 307 20.0 1.00 8.5 7.7 9.1 8.3 8.5 37.5 46.1 41.4
## 308 4.0 0.45 5.7 3.3 14.3 8.9 12.7 51.5 55.5 18.5
## 309 4.8 1.27 11.4 4.9 13.1 9.0 8.9 58.6 61.1 12.0
## 310 5.7 1.61 7.6 1.7 8.1 4.7 4.7 56.4 58.8 19.5
## 311 25.8 3.01 33.6 1.5 8.9 5.2 11.2 53.1 54.4 15.7
## 312 6.6 2.00 14.5 4.5 16.2 10.4 7.2 52.3 54.2 12.5
## 313 18.4 1.58 19.6 1.0 12.5 6.7 12.4 41.2 48.3 22.2
## 314 10.2 1.35 13.3 5.0 8.4 6.7 9.8 50.1 53.3 18.8
## 315 23.6 1.26 22.3 2.3 11.7 7.4 17.7 47.0 50.3 24.1
## 316 9.1 0.90 12.4 2.7 14.3 8.5 13.8 45.8 51.3 17.1
## 317 22.2 1.76 22.5 2.3 11.6 7.0 12.8 42.8 48.3 22.4
## 318 6.3 1.52 11.0 0.9 10.5 5.6 7.2 57.2 60.2 14.9
## 319 14.0 1.42 16.1 2.6 10.0 6.4 11.4 47.3 50.4 20.4
## 320 5.4 1.00 8.3 2.6 15.0 8.9 8.3 50.4 53.7 17.7
## 321 9.4 0.75 13.8 6.3 25.5 15.3 18.3 47.8 52.4 13.1
## 322 13.8 2.65 18.7 1.9 7.0 4.4 7.1 51.9 53.7 17.4
## 323 7.7 1.38 14.8 4.1 14.8 9.4 10.8 57.0 59.5 13.5
## 324 21.4 2.67 27.1 3.5 15.7 9.0 10.2 39.7 45.1 16.5
## 325 14.6 2.24 25.6 2.5 9.5 6.2 11.4 54.9 56.8 13.5
## 326 4.4 1.07 13.5 10.1 25.2 17.5 12.6 47.7 51.7 8.8
## 327 20.0 0.00 20.0 0.0 0.0 0.0 0.0 25.0 25.0 16.6
## 328 3.6 0.48 7.6 11.1 22.4 16.7 15.7 49.4 52.5 13.1
## 329 10.8 1.81 14.0 2.2 10.4 6.2 7.8 47.8 52.9 17.9
## 330 11.6 2.00 18.8 1.0 16.8 8.9 9.4 35.7 40.8 14.7
## 331 16.8 2.63 21.9 4.3 12.6 7.9 8.3 42.5 46.2 17.3
## 332 8.6 0.75 19.0 4.9 17.0 11.4 25.4 71.4 79.9 10.8
## 333 14.4 1.81 21.0 5.3 16.5 10.5 11.6 47.2 49.8 15.3
## 334 6.9 1.35 9.5 8.1 16.7 12.2 7.0 53.6 55.8 18.7
## 335 12.3 1.75 18.8 4.2 13.8 8.9 10.7 48.5 48.1 15.0
## 336 6.1 0.60 9.0 9.7 16.0 12.7 15.1 51.5 55.3 17.0
## 337 5.6 1.37 10.1 3.8 12.6 8.3 7.4 49.9 53.0 15.6
## 338 20.0 2.17 25.6 6.5 15.4 10.8 11.8 42.8 43.9 17.5
## 339 14.6 2.15 23.6 2.2 10.1 6.2 11.0 51.9 54.5 14.2
## 340 20.7 1.95 28.4 4.3 10.3 7.3 14.5 47.7 49.4 15.8
## 341 4.8 0.66 9.0 8.6 14.0 11.4 13.7 54.4 61.4 13.9
## 342 7.7 0.94 10.5 3.8 14.6 9.2 11.2 50.8 53.9 18.3
## 343 20.3 1.71 21.8 2.9 16.9 9.7 12.7 39.1 43.7 20.7
## 344 6.7 1.08 13.0 5.1 14.3 9.7 12.0 53.4 58.1 12.9
## 345 21.1 1.91 24.6 1.7 7.2 4.4 12.9 49.8 52.1 19.4
## 346 8.1 1.82 18.3 5.5 19.2 12.5 10.0 52.1 53.7 11.5
## 347 5.6 1.02 10.3 6.2 10.7 8.5 10.1 55.8 57.0 15.1
## 348 2.5 0.29 3.8 7.8 24.0 15.6 13.4 41.4 47.7 16.1
## 349 9.3 1.97 21.2 13.3 15.4 14.3 10.8 45.8 48.5 10.6
## 350 17.1 1.75 24.0 1.1 10.3 5.8 13.7 48.2 51.4 16.9
## 351 10.8 1.64 14.2 4.3 12.0 7.9 8.7 46.7 49.4 18.8
## 352 3.7 0.67 6.8 7.3 14.9 11.0 10.2 45.9 50.3 14.5
## 353 9.7 1.63 18.7 2.0 11.6 7.0 11.5 52.3 53.7 13.7
## 354 17.5 2.80 17.5 0.0 5.0 2.5 6.3 50.0 50.9 23.4
## 355 8.7 1.28 15.2 4.7 16.7 10.4 11.9 51.5 52.6 14.0
## 356 12.8 2.15 18.6 2.3 9.5 5.7 8.6 46.7 49.3 16.8
## 357 15.5 1.77 18.0 1.1 7.6 4.4 10.1 51.8 54.5 20.3
## 358 19.8 2.00 24.3 0.6 4.2 2.3 12.1 58.3 57.9 19.9
## 359 3.1 1.32 8.5 3.6 14.4 9.0 6.4 58.4 58.6 10.8
## 360 9.8 2.02 13.1 1.9 9.4 5.6 6.5 49.0 51.0 18.5
## 361 13.7 1.66 18.5 1.7 11.1 6.5 11.2 45.6 50.4 17.9
## 362 6.2 1.40 11.2 0.9 10.2 5.5 8.0 64.7 65.5 13.9
## 363 12.9 1.47 18.5 1.1 10.2 5.7 12.6 50.0 54.0 16.4
## 364 4.2 1.28 9.3 3.5 20.9 12.2 7.2 43.8 44.8 12.6
## 365 31.1 2.74 35.5 0.9 11.6 5.7 13.0 39.7 41.7 17.1
## 366 25.9 2.68 33.5 1.4 7.2 4.3 12.5 46.3 50.1 16.1
## 367 6.5 1.02 7.5 2.0 7.7 4.7 7.4 51.3 53.1 21.0
## 368 5.8 1.75 13.4 1.1 11.1 6.2 7.7 58.8 60.3 12.2
## 369 5.8 2.00 10.8 2.9 9.8 6.3 5.4 58.8 61.2 12.1
## 370 24.1 2.03 26.9 0.9 10.4 5.6 13.3 40.7 45.6 18.7
## 371 18.3 2.42 31.6 4.1 8.9 6.6 13.0 44.6 47.7 12.7
## 372 3.0 1.00 5.7 2.8 10.4 6.4 5.7 53.4 54.9 13.2
## 373 30.1 1.47 28.6 0.7 5.8 3.2 19.4 53.2 57.9 19.0
## 374 6.3 1.00 13.1 9.8 19.1 15.0 13.1 40.9 49.7 13.6
## 375 5.1 0.56 6.8 5.8 16.4 10.9 12.3 50.6 52.9 19.6
## 376 17.4 2.43 26.0 1.7 8.4 4.8 10.7 45.2 50.7 14.2
## 377 14.0 2.27 23.6 1.4 8.4 5.0 10.4 50.5 52.7 14.7
## 378 21.6 1.89 24.6 2.2 6.4 4.3 13.0 48.3 50.7 19.1
## 379 18.9 3.25 24.2 3.1 12.3 7.6 7.5 39.3 42.3 17.3
## 380 21.5 1.24 16.8 0.5 12.1 5.6 13.6 44.7 49.2 25.3
## 381 5.0 0.70 10.8 12.8 21.3 16.9 15.4 52.8 56.3 11.9
## 382 6.3 1.30 9.2 1.1 15.0 8.2 7.1 49.8 51.5 19.1
## 383 7.6 0.98 11.0 1.4 11.7 6.6 11.2 54.3 55.8 16.1
## 384 8.5 2.03 14.2 2.4 19.4 10.8 7.0 48.4 50.7 15.7
## 385 8.4 0.78 12.5 9.9 20.2 14.5 16.0 44.1 47.3 15.7
## 386 2.8 0.52 6.3 8.3 16.8 12.4 12.3 50.5 52.3 13.1
## 387 6.8 0.82 8.9 1.9 10.6 6.3 10.8 50.7 53.8 20.1
## 388 8.2 0.83 16.6 14.4 19.3 16.7 19.9 53.3 52.1 12.5
## 389 3.0 0.92 7.3 7.6 7.8 7.7 7.9 57.4 60.4 11.7
## 390 1.5 0.25 3.1 8.8 18.5 13.5 12.3 51.1 52.8 11.9
## 391 15.3 2.00 19.1 4.0 12.2 8.1 9.6 37.1 39.9 20.0
## 392 4.5 1.55 12.3 4.6 13.8 9.2 7.9 51.3 51.0 10.0
## 393 11.0 1.07 13.1 2.1 15.1 8.2 12.3 42.0 45.0 19.1
## 394 8.3 1.36 9.6 1.8 9.9 5.9 7.1 44.7 48.8 21.6
## 395 10.0 2.72 25.1 1.3 7.7 4.6 9.2 58.2 60.0 9.8
## 396 7.7 1.86 13.4 0.7 8.7 4.7 7.2 51.4 55.9 14.7
## 397 7.2 3.18 13.5 2.8 12.8 7.9 4.3 46.5 48.2 13.3
## 398 4.4 1.05 9.5 2.7 12.2 7.4 9.1 52.9 55.6 12.3
## 399 9.5 1.29 15.4 1.2 16.1 8.5 12.0 48.1 49.2 15.6
## 400 8.0 1.33 12.5 4.8 16.3 10.4 9.4 43.0 43.0 15.8
## 401 15.0 2.13 19.4 5.3 17.1 10.6 9.1 32.2 36.0 16.5
## 402 10.4 1.76 18.3 2.7 11.8 7.2 10.4 46.1 49.1 14.5
## 403 3.0 0.41 6.6 13.7 16.9 15.2 16.0 58.3 58.9 12.1
## 404 9.2 1.38 11.5 1.8 10.6 6.4 8.4 47.1 51.7 19.6
## 405 18.8 1.91 26.8 1.5 11.3 6.3 14.0 43.1 45.6 15.2
## 406 15.3 1.69 23.8 0.7 12.4 6.5 14.1 46.6 50.6 14.5
## 407 9.9 2.14 20.6 2.1 7.8 5.0 9.6 51.6 54.0 11.9
## 408 12.2 2.29 17.2 1.0 14.1 7.3 7.5 39.4 43.6 18.4
## 409 8.8 2.21 18.5 5.4 9.3 7.4 8.3 49.2 50.6 12.4
## 410 9.9 1.76 15.1 1.0 8.2 4.5 8.6 43.6 48.3 15.6
## 411 2.9 0.85 7.8 2.9 7.5 5.3 9.2 56.2 58.1 11.7
## 412 5.3 1.40 10.7 3.5 12.3 7.9 7.7 47.5 51.6 13.2
## 413 10.5 1.43 15.6 2.8 12.8 7.6 10.9 44.2 47.4 16.9
## 414 4.2 0.94 8.1 4.4 13.8 9.2 8.6 48.2 51.6 14.7
## 415 5.2 4.17 8.4 1.8 3.0 2.4 2.0 47.0 50.5 16.1
## 416 8.0 1.40 15.2 2.3 9.8 6.2 10.9 50.7 53.6 14.2
## 417 7.2 0.78 10.5 2.9 10.7 6.8 13.4 49.1 51.1 17.1
## 418 14.4 1.39 18.9 2.9 9.1 6.1 13.6 48.8 52.1 18.1
## 419 4.9 1.44 10.3 1.3 13.2 7.3 7.2 55.7 56.3 13.3
## 420 9.3 1.03 13.3 2.3 11.2 6.8 13.0 47.1 53.6 17.7
## 421 8.0 1.72 18.6 2.3 11.3 6.8 10.8 48.1 52.7 11.5
## 422 20.9 2.33 27.2 1.7 9.0 5.3 11.7 38.5 47.7 16.4
## 423 6.8 1.50 15.0 2.0 11.5 7.0 10.0 53.6 57.4 12.3
## 424 9.6 1.03 14.4 5.7 18.0 11.6 13.9 45.3 47.0 17.4
## 425 8.5 1.64 11.8 1.0 11.2 6.0 7.2 44.9 44.9 17.3
## 426 5.5 1.21 9.2 1.9 7.4 4.6 7.6 53.1 56.0 15.7
## 427 17.3 1.35 21.5 2.1 9.3 5.9 15.9 44.5 48.7 18.3
## 428 20.0 2.11 30.5 2.1 13.1 7.4 14.4 41.1 43.2 14.2
## 429 26.2 1.56 26.4 2.9 9.7 6.2 16.9 32.6 40.4 19.1
## 430 26.3 1.67 42.1 0.0 0.0 0.0 25.3 66.7 77.3 9.0
## 431 6.2 0.90 11.4 1.9 13.8 7.9 12.7 47.3 50.3 14.5
## 432 6.1 1.17 15.5 6.1 14.2 10.1 13.3 44.8 50.7 10.9
## 433 14.3 1.00 25.0 6.9 21.1 12.5 25.0 50.0 50.0 10.3
## 434 6.1 1.49 14.2 3.7 12.4 7.9 9.5 45.6 48.6 11.7
## 435 7.3 0.99 12.1 3.2 16.4 9.8 12.3 45.2 46.9 15.8
## 436 2.7 0.50 5.9 12.7 15.7 14.1 11.8 44.2 52.9 12.3
## 437 14.6 2.09 17.0 0.7 8.2 4.3 8.1 44.9 46.2 18.1
## 438 15.2 1.25 27.1 13.3 18.8 15.9 21.7 35.7 47.8 12.4
## 439 10.6 1.48 18.6 2.9 12.9 7.7 12.6 41.5 43.6 14.8
## 440 7.1 2.38 13.8 1.6 8.6 5.2 5.8 47.9 48.4 14.5
## 441 9.7 1.29 21.1 2.9 12.4 7.8 16.4 44.7 47.6 11.6
## 442 3.4 0.82 8.1 2.2 12.3 7.0 10.0 45.2 48.6 11.3
## 443 5.6 1.33 10.0 9.3 27.3 17.0 7.5 32.3 34.6 14.9
## 444 7.0 1.00 8.9 7.7 28.8 17.7 8.9 44.4 43.0 19.0
## 445 4.9 0.63 9.8 0.4 16.8 9.2 15.7 50.7 53.5 14.9
## 446 9.0 1.08 14.0 0.5 6.6 3.7 12.9 49.1 52.5 16.2
## 447 3.8 0.40 6.2 4.9 19.9 11.9 15.4 46.4 47.2 16.7
## 448 5.8 1.61 16.8 1.9 8.9 5.5 10.5 49.2 50.5 9.7
## 449 19.3 3.02 31.7 2.3 8.5 5.3 10.5 37.2 38.7 12.7
## 450 22.4 1.30 27.5 0.0 14.8 7.2 21.2 38.6 41.3 16.2
## 451 19.5 1.90 19.6 0.7 11.1 5.7 10.3 40.2 40.7 21.5
## 452 6.5 0.70 13.1 9.3 12.7 11.1 18.7 47.8 51.8 13.1
## 453 13.3 1.18 16.6 0.6 9.2 4.9 14.0 42.1 45.9 19.6
## 454 10.0 0.50 11.1 6.9 10.3 8.6 22.2 50.0 50.0 21.4
## 455 10.1 2.22 17.1 1.7 7.9 4.5 7.7 46.6 46.6 13.8
## 456 6.9 0.40 9.1 9.5 15.4 12.3 22.9 42.9 43.7 18.7
## 457 17.7 2.00 18.1 0.0 10.5 5.0 9.0 33.7 38.1 22.0
## 458 5.7 0.72 10.4 4.3 15.5 9.8 14.5 44.1 44.0 14.8
## 459 18.8 6.00 38.5 2.0 6.8 4.1 6.4 22.9 27.2 8.7
## 460 4.7 0.59 6.9 5.0 15.6 10.2 11.8 41.0 42.7 17.8
## 461 11.3 1.57 11.8 3.1 11.8 7.0 7.5 34.6 38.0 22.5
## 462 0.0 0.00 0.0 0.0 14.3 8.3 0.0 35.7 35.7 16.9
## 463 4.8 0.75 5.2 7.9 18.5 12.3 7.0 35.1 36.6 20.4
## 464 7.2 1.00 9.3 2.5 7.2 4.9 9.3 36.5 40.4 19.1
## 465 5.2 1.57 10.5 1.1 7.7 4.4 6.7 46.3 49.4 14.2
## 466 17.4 2.00 24.1 3.3 8.7 5.6 12.0 30.6 32.9 14.9
## 467 7.4 1.00 10.7 2.1 16.9 9.1 10.7 26.4 28.5 18.9
## 468 0.0 0.00 0.0 0.0 2.3 1.1 0.0 61.1 61.1 8.6
## 469 0.0 0.00 0.0 11.3 22.2 16.1 22.7 50.0 46.6 13.8
## 470 0.0 0.00 0.0 20.5 13.3 16.7 22.4 38.5 43.2 18.0
## 471 18.5 5.00 32.6 0.0 5.1 2.4 6.5 31.3 37.6 11.0
## 472 9.2 1.50 21.5 4.6 13.6 8.9 14.3 21.4 30.6 10.8
## 473 14.3 1.00 9.6 9.1 35.3 18.0 9.6 20.0 23.9 29.4
## 474 37.5 0.00 38.1 0.0 20.0 9.4 0.0 0.0 10.2 14.2
## 475 0.0 0.00 0.0 0.0 100.0 50.0 0.0 0.0 0.0 0.0
## 476 0.0 0.00 0.0 0.0 7.7 3.1 0.0 0.0 0.0 4.2
## 477 25.0 1.50 22.8 2.7 13.3 8.5 15.2 23.3 27.6 23.4
## 478 7.0 0.00 27.6 2.1 4.1 3.1 0.0 14.3 19.0 6.5
## 479 0.0 0.00 0.0 3.7 20.0 11.5 11.9 23.1 33.9 32.4
## 480 9.1 1.00 16.7 8.3 4.3 6.4 16.7 25.0 25.0 10.5
## 481 8.7 0.00 15.5 5.7 3.7 4.8 0.0 10.0 18.4 15.7
## 482 6.7 0.50 9.2 12.5 15.0 13.6 18.4 14.3 19.0 19.9
## 483 12.5 0.00 10.2 0.0 7.7 2.7 0.0 0.0 22.8 20.1
## 484 0.0 0.00 0.0 2.5 13.3 8.2 30.0 0.0 0.0 10.3
## 485 0.0 0.00 0.0 37.5 11.1 23.5 29.1 25.0 41.0 22.4
## 486 0.0 0.00 0.0 0.0 25.0 12.5 25.0 0.0 0.0 18.4
## PACE PIE
## 1 102.31 23.0
## 2 97.20 19.6
## 3 87.46 19.4
## 4 100.19 19.2
## 5 102.98 19.0
## 6 103.71 18.6
## 7 98.38 18.3
## 8 98.19 18.2
## 9 97.11 17.8
## 10 96.46 17.6
## 11 95.79 17.4
## 12 100.25 17.4
## 13 97.10 17.1
## 14 100.76 16.7
## 15 97.78 16.4
## 16 97.11 16.3
## 17 93.11 16.1
## 18 99.84 16.1
## 19 94.64 16.0
## 20 99.68 15.9
## 21 93.44 15.8
## 22 97.69 15.5
## 23 95.32 15.4
## 24 99.17 15.4
## 25 101.07 15.3
## 26 98.71 15.2
## 27 94.36 15.2
## 28 99.80 15.1
## 29 105.08 15.1
## 30 94.43 15.1
## 31 98.43 15.0
## 32 99.66 14.8
## 33 96.85 14.7
## 34 95.48 14.3
## 35 100.74 14.2
## 36 103.09 14.1
## 37 96.98 13.9
## 38 89.74 13.8
## 39 108.61 13.7
## 40 98.19 13.7
## 41 96.50 13.6
## 42 96.61 13.6
## 43 98.13 13.6
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## 485 99.45 -5.6
## 486 106.15 -6.1
names(DSpie)
## [1] "ï..PLAYER" "TEAM" "AGE" "GP" "W"
## [6] "L" "MIN" "OFFRTG" "DEFRTG" "NETRTG"
## [11] "AST." "AST.TO" "ASTÂ.RATIO" "OREB." "DREB."
## [16] "REB." "TOÂ.RATIO" "EFG." "TS." "USG."
## [21] "PACE" "PIE"
colnames(DSpie)[1]<-"PLAYER"
colnames(DSpie)[13]<-"AST.RATIO"
colnames(DSpie)[17]<-"TO.RATIO"
colnames(DSpie)<-c( "PLAYER" , "TEAM" , "AGE" , "GP" , "W" , "L" , "MIN" , "OFF.RTG" , "DEF.RTG" ,
"NET.RTG" , "AST" , "AST.TO" , "AST.RATIO", "OREB" , "DREB" , "REB" , "TO.RATIO" , "EFG" ,
"TS" , "USG" , "PACE" , "PIE" )
names(DSpie)
## [1] "PLAYER" "TEAM" "AGE" "GP" "W"
## [6] "L" "MIN" "OFF.RTG" "DEF.RTG" "NET.RTG"
## [11] "AST" "AST.TO" "AST.RATIO" "OREB" "DREB"
## [16] "REB" "TO.RATIO" "EFG" "TS" "USG"
## [21] "PACE" "PIE"
#this is a players estimated impact on the floor
#ridge or lasso regression with multi-colinearity
statscombined<-("nba_2017_players_stats_combined.csv")
statscombined
## [1] "nba_2017_players_stats_combined.csv"
plusminus<-("nba_2017_real_plus_minus.csv")
plusminus
## [1] "nba_2017_real_plus_minus.csv"
DSsalary<-read.csv("nba_2017_salary.csv")
DSsalary<-DSsalary%>%
mutate(PLAYER=NAME)
#select only rows and columns that I want.
#look at principle components to see if we created a data driven method to see how it related PIE, is it a better predictor.
salpie<-inner_join(DSsalary, DSpie, by= "PLAYER")
## Warning: Column `PLAYER` joining factors with different levels, coercing to
## character vector
colnames(salpie)<-c( "NAME" , "POSITION" , "TEAM.x" , "SALARY" , "PLAYER" , "TEAM.y" , "AGE" , "GP" , "W" ,
"L" , "MIN" , "OFF.RTG" , "DEFRTG" , "NET.RTG" , "AST" , "AST.TO" , "AST.RATIO" ,"OREB" ,
"DREB" , "REB" , "TO.RATIO" , "EFG" , "TS" , "USG" , "PACE" , "PIE" )
View(salpie)
names(salpie)
## [1] "NAME" "POSITION" "TEAM.x" "SALARY" "PLAYER"
## [6] "TEAM.y" "AGE" "GP" "W" "L"
## [11] "MIN" "OFF.RTG" "DEFRTG" "NET.RTG" "AST"
## [16] "AST.TO" "AST.RATIO" "OREB" "DREB" "REB"
## [21] "TO.RATIO" "EFG" "TS" "USG" "PACE"
## [26] "PIE"
head(pie)
##
## 1 function (x, labels = names(x), edges = 200, radius = 0.8, clockwise = FALSE,
## 2 init.angle = if (clockwise) 90 else 0, density = NULL, angle = 45,
## 3 col = NULL, border = NULL, lty = NULL, main = NULL, ...)
## 4 {
## 5 if (!is.numeric(x) || any(is.na(x) | x < 0))
## 6 stop("'x' values must be positive.")
ggplot(salpie[1:40,], aes(y=SALARY,x=PIE, fill=PIE))+geom_point()
ggplot(salpie[1:40,], aes(y=SALARY,x=NET.RTG, fill=NET.RTG))+geom_point()
ggplot(salpie[1:40,], aes(y=SALARY,x=AST.RATIO, fill=AST.RATIO))+geom_point()
mlr_mod<-lm(SALARY~ PIE+NET.RTG+AST.RATIO, data=salpie)
summary(mlr_mod)
##
## Call:
## lm(formula = SALARY ~ PIE + NET.RTG + AST.RATIO, data = salpie)
##
## Residuals:
## Min 1Q Median 3Q Max
## -14511184 -3983199 -1442228 3409677 18124220
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -744806 1010535 -0.737 0.462
## PIE 866899 87261 9.935 <2e-16 ***
## NET.RTG 2732 36130 0.076 0.940
## AST.RATIO -6248 37133 -0.168 0.866
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 5632000 on 362 degrees of freedom
## Multiple R-squared: 0.2412, Adjusted R-squared: 0.2349
## F-statistic: 38.36 on 3 and 362 DF, p-value: < 2.2e-16
mlr_mod2<-lm(SALARY~ PIE*NET.RTG*AST.RATIO, data=salpie)
summary(mlr_mod2)
##
## Call:
## lm(formula = SALARY ~ PIE * NET.RTG * AST.RATIO, data = salpie)
##
## Residuals:
## Min 1Q Median 3Q Max
## -16947033 -3821313 -1326309 3375070 18182225
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 817887.0 1809485.4 0.452 0.651543
## PIE 700633.6 185677.2 3.773 0.000188 ***
## NET.RTG -703.3 82317.9 -0.009 0.993188
## AST.RATIO -103953.2 99453.4 -1.045 0.296615
## PIE:NET.RTG 1371.2 11493.4 0.119 0.905103
## PIE:AST.RATIO 9448.2 9957.5 0.949 0.343336
## NET.RTG:AST.RATIO -4856.6 5606.1 -0.866 0.386904
## PIE:NET.RTG:AST.RATIO 590.0 658.0 0.897 0.370531
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 5632000 on 358 degrees of freedom
## Multiple R-squared: 0.2497, Adjusted R-squared: 0.235
## F-statistic: 17.02 on 7 and 358 DF, p-value: < 2.2e-16
#Ridge Regression
library(glmnet)
## Loading required package: Matrix
##
## Attaching package: 'Matrix'
## The following objects are masked from 'package:tidyr':
##
## expand, pack, unpack
## Loaded glmnet 3.0-1
names(salpie)
## [1] "NAME" "POSITION" "TEAM.x" "SALARY" "PLAYER"
## [6] "TEAM.y" "AGE" "GP" "W" "L"
## [11] "MIN" "OFF.RTG" "DEFRTG" "NET.RTG" "AST"
## [16] "AST.TO" "AST.RATIO" "OREB" "DREB" "REB"
## [21] "TO.RATIO" "EFG" "TS" "USG" "PACE"
## [26] "PIE"
salpie2<-salpie[, c(4,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26)]
names(salpie2)
## [1] "SALARY" "AGE" "GP" "W" "L"
## [6] "MIN" "OFF.RTG" "DEFRTG" "NET.RTG" "AST"
## [11] "AST.TO" "AST.RATIO" "OREB" "DREB" "REB"
## [16] "TO.RATIO" "EFG" "TS" "USG" "PACE"
## [21] "PIE"
set.seed(50)
newSal<- na.omit(salpie2)
x=model.matrix(SALARY~., newSal)[,-1]
y=newSal$SALARY
# CREATE A GRID OF LAMBDAS
grid=10^seq(10, -2, length=100 )
# ALPHA=0 IS RIDGE
ridge.mod=glmnet(x, y, alpha=0, lambda=grid) #default is to standardize
dim(coef(ridge.mod))
## [1] 21 100
plot(ridge.mod)
ridge.mod$lambda[50]
## [1] 11497.57
coef(ridge.mod)[,50]
## (Intercept) AGE GP W L
## -12993110.551 457976.139 1202.866 43533.288 -48469.287
## MIN OFF.RTG DEFRTG NET.RTG AST
## 319489.293 93824.585 37327.499 -72915.033 206571.524
## AST.TO AST.RATIO OREB DREB REB
## 30376.775 -266562.627 -268372.521 -237879.307 589631.320
## TO.RATIO EFG TS USG PACE
## 10116.355 -163593.849 42589.535 -45215.911 -91594.719
## PIE
## 349176.402
#TREES
str(newSal)
## 'data.frame': 366 obs. of 21 variables:
## $ SALARY : num 30963450 26540100 26540100 25000000 24559380 ...
## $ AGE : int 32 29 31 39 33 26 35 31 32 28 ...
## $ GP : int 74 69 68 54 74 75 60 74 61 34 ...
## $ W : int 51 35 46 23 29 38 29 37 43 18 ...
## $ L : int 23 34 22 31 45 37 31 37 18 16 ...
## $ MIN : num 37.8 33.2 32.3 26.4 34.3 35.9 29.9 29.7 31.5 19.8 ...
## $ OFF.RTG : num 115 109 111 105 106 ...
## $ DEFRTG : num 107 106 106 106 111 ...
## $ NET.RTG : num 7.7 3.1 5 -1.7 -5 1.2 -2.4 -2 14.9 -3.6 ...
## $ AST : num 38.8 32.9 23.9 9.9 14.1 27.7 22.1 7.6 44.4 12.2 ...
## $ AST.TO : num 2.13 2.78 2.93 1.61 1.39 2.23 1.65 0.61 3.83 2.29 ...
## $ AST.RATIO: num 25.6 24.6 25.7 9.5 11.1 18.6 15.8 9.7 35 17.2 ...
## $ OREB : num 4 1.5 4.9 1.8 2.6 1.8 3.7 15.3 2.5 1 ...
## $ DREB : num 20.9 10.8 18.3 26.7 16 13.4 12.5 31 14.9 14.1 ...
## $ REB : num 12.7 6.1 11.8 14 9.2 7.5 8 23.4 8.9 7.3 ...
## $ TO.RATIO : num 12 8.9 8.8 5.9 8 8.3 9.6 15.8 9.1 7.5 ...
## $ EFG : num 59.4 54.5 52.7 49.5 48.8 51.6 45.7 63.3 55.5 39.4 ...
## $ TS : num 61.9 60.4 55.3 52.9 53.5 58.6 50.8 62.7 61.4 43.6 ...
## $ USG : num 29.7 26.3 19.9 25.5 29 30.9 29.3 19.1 24.3 18.4 ...
## $ PACE : num 98.4 94.6 99 96.1 98.5 ...
## $ PIE : num 18.3 16 12.5 12.4 11.8 15.9 12.1 15.1 18.2 5.6 ...
set.seed(50)
train<-sample(1:nrow(newSal), nrow(newSal)/2)
tree.newSal<-tree(SALARY~ ., newSal, subset=train)
summary(tree.newSal)
##
## Regression tree:
## tree(formula = SALARY ~ ., data = newSal, subset = train)
## Variables actually used in tree construction:
## [1] "PIE" "MIN" "AGE" "TS" "PACE" "USG" "NET.RTG"
## [8] "W" "GP"
## Number of terminal nodes: 14
## Residual mean deviance: 1.292e+13 = 2.183e+15 / 169
## Distribution of residuals:
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## -13180000 -1604000 -502600 0 1329000 10780000
# plot
plot(tree.newSal)
text(tree.newSal, pretty=0)
