Linear Regression Hockey Project

Bradley Behan, Abe Rueckert, Zach Velthoven, Derek Lasker

Install Packages library(ggplot2) library(devtools)

## Loading required package: usethis

library(ggfortify) library(plotrix) library(cluster) library(tidyverse)

## ── Attaching packages ───────────────────

## ✓ tibble 2.1.3 ✓ dplyr 0.8.3 ## ✓ tidyr 1.0.0 ✓ stringr 1.4.0 ## ✓ readr 1.3.1 ✓ forcats 0.4.0 ## ✓ purrr 0.3.3

## ── Conflicts ─── tidyverse_conflicts() ── ## x dplyr::filter() masks stats::filter() ## x dplyr::lag() masks stats::lag()

library(broom) library(plotrix)

Load Data nhl

60 ## points evg eva evp ppg ppa ppp shg sha shp S1_points S2_points S3_points ## 1 110 43 45 88 3 9 12 6 4 10 51 16 43 ## 2 173 58 63 121 29 23 52 0 0 0 52 76 45 ## 3 104 36 45 81 6 17 23 0 0 0 27 31 46 ## 4 95 34 49 83 4 8 12 0 0 0 22 38 35 ## 5 116 61 47 108 2 5 7 1 0 1 29 33 54 ## 6 100 37 54 91 3 6 9 0 0 0 21 30 49 ## X3_szn_points check points_per_game ppp_per_game evp_per_game ## 1 110 1 0.57 0.062 0.456 ## 2 173 1 0.74 0.222 0.517 ## 3 104 1 0.54 0.119 0.420 ## 4 95 0 0.48 0.061 0.423 ## 5 116 1 0.55 0.033 0.512 ## 6 100 0 0.48 0.043 0.433

junior

0.742 ## 6 75 45 0 0 NA 29 45 74 0.540 ## ppg ppa ppp_gp shg sha shp_gp plus_minus height weight draft_round ## 1 37 43 0.336 4 2 0.0252 77 6.00 188 3 ## 2 48 61 0.571 3 2 0.0262 137 5.07 165 2 ## 3 17 28 0.437 2 0 0.0194 4 6.01 207 1 ## 4 15 21 0.632 0 2 0.0351 46 6.02 198 1 ## 5 13 16 0.115 4 1 0.0198 49 6.02 188 4 ## 6 13 24 0.270 7 2 0.0657 55 6.03 192 1 ## draft_overall ## 1 82 ## 2 39 ## 3 3 ## 4 23 ## 5 110 ## 6 4

Initial Regression par(mfrow=c(2,2)) ppgh

plot(lm)

Export plot for png png(filename = "/Users/brad/Desktop/MTH491b-Hockey/files/linear_regression/initial_reg.png", width = 640, height=480) par(mfrow=c(2,2)) plot(lm)

Cleaning the Data: Mock Prediction

Used to judge accuracy of model. junior1

## 3 3 Alex Galchenyuk 1 1 O 3 L ## 4 4 Andre Burakovsky 1 1 O 1 L ## 5 5 Andreas Athanasiou 1 1 O 4 L ## 6 6 Andrew Ladd 1 1 W 2 L ## 7 7 Anthony Beauvillier 1 1 Q 3 L ## 8 8 Anthony Duclair 1 1 Q 4 L ## 9 9 Blake Comeau 1 1 W 4 R ## 10 10 Bo Horvat 1 1 O 3 L ## 11 11 Bobby Ryan 1 1 O 4 R ## 12 12 Boone Jenner 1 1 O 4 L ## 13 13 Brandon Dubinsky 1 1 W 4 L ## 14 14 Brandon Saad 1 1 O 2 L ## 15 15 Brayden Point 1 1 W 4 R ## 16 16 Brayden Schenn 1 1 W 3 L ## 17 17 Brendan Gallagher 1 1 W 4 R ## 18 18 Bryan Little 1 1 O 4 R ## 19 19 Cedric Pacquette 1 1 Q 2 L ## 20 20 Chris Tierney 1 1 O 4 L ## 21 21 Christian Dvorak 1 1 O 3 L ## 22 22 Claude Giroux 1 1 Q 3 R ## 23 23 Connor McDavid 1 1 O 3 L ## 24 24 Corey Perry 1 1 O 4 R ## 25 25 David Perron 1 1 Q 1 R ## 26 26 Dustin Brown 1 1 O 3 R ## 27 27 Eric Staal 1 1 O 3 L

## 28 28 Evander Kane 1 1 W 2 L ## 29 29 Gabriel Landeskog 1 1 O 2 L ## 30 30 Jake DeBrusk 1 1 W 3 L ## 31 31 Jakub Voracek 1 1 Q 2 L ## 32 32 James Neal 1 1 O 3 L ## 33 33 Jamie Benn 1 1 W 2 L ## 34 34 Jared McCann 1 1 O 3 L ## 35 35 Jason Spezza 1 1 O 4 R ## 36 36 Jeff Carter 1 1 O 4 R ## 37 37 Jeff Skinner 1 1 O 2 L ## 38 38 John Tavares 1 1 O 4 L ## 39 39 Jonathan Drouin 1 1 Q 3 L ## 40 40 Jonathan Huberdeau 1 1 Q 4 L ## 41 41 Jordan Eberle 1 1 W 4 R ## 42 42 Jordan Staal 1 1 O 2 L ## 43 43 Josh Bailey 1 1 O 3 L ## 44 44 Justin Williams 1 1 O 2 R ## 45 45 Kevin Labanc 1 1 O 3 R ## 46 46 Leon Draisaitl 1 1 W 3 L ## 47 47 Logan Couture 1 1 O 4 L ## 48 48 Marcus Foligno 1 1 O 4 L ## 49 49 Mark Scheifele 1 1 O 2 R ## 50 50 Martin Hanzal 1 1 W 1 L ## 51 51 Mathew Barzal 1 1 W 4 R ## 52 52 Matt Duchene 1 1 O 2 L

## 53 53 Matt Martin 1 1 O 3 L ## 54 54 Matthew Tkachuk 1 1 O 1 L ## 55 55 Max Domi 1 1 O 4 L ## 56 56 Michael Frolik 1 1 Q 2 L ## 57 57 Michael Grabner 1 1 W 3 L ## 58 58 Milan Lucic 1 1 W 2 L ## 59 59 Mitchell Marner 1 1 O 3 R ## 60 60 Nathan MacKinnon 1 1 Q 2 R ## 61 61 Nick Foligno 1 1 O 3 L ## 62 62 Nick Ritchie 1 1 O 4 L ## 63 63 Nico Hischier 1 1 Q 1 L ## 64 64 Nikita Kucherov 1 1 Q 1 L ## 65 65 Nikolaj Ehlers 1 1 Q 2 L ## 66 66 Nino Niederreiter 1 1 W 2 L ## 67 67 Patrice Bergeron 1 1 Q 1 R ## 68 68 Patrick Kane 1 1 O 1 L ## 69 69 Pierre-Luc Dubois 1 1 Q 3 L ## 70 70 Rickard Rakell 1 1 O 3 R ## 71 71 Ryan Callahan 1 1 O 4 R ## 72 72 Ryan Getzlaf 1 1 W 4 R ## 73 73 Ryan Johansen 1 1 W 2 R ## 74 74 Ryan Nugent-Hopkins 1 1 W 2 L ## 75 75 Ryan O'Reilly 1 1 O 2 L ## 76 76 Ryan Strome 1 1 O 4 R ## 77 77 Sam Bennett 1 1 O 3 L

## 78 78 Sam Gagner 1 1 O 1 R ## 79 79 Sam Reinhart 1 1 W 4 R ## 80 80 Sean Couturier 1 1 Q 3 L ## 81 81 Sean Monahan 1 1 O 3 L ## 82 82 Sidney Crosby 1 1 Q 2 L ## 83 83 Steven Stamkos 1 1 O 2 R ## 84 84 Taylor Hall 1 1 O 3 L ## 85 85 Tom Wilson 1 1 O 3 R ## 86 86 Travis Konecny 1 1 O 3 R ## 87 87 Tyler Ennis 1 1 W 4 L ## 88 88 Tyler Seguin 1 1 O 2 R ## 89 89 Tyler Toffoli 1 1 O 4 R ## 90 90 Vladislav Namestnikov 1 1 O 2 L ## 91 91 Wayne Simmonds 1 1 O 2 R ## position team games_played goals assists points ## 1 FALSE Windsor Spitfires 238 111 117 228 ## 2 FALSE Erie Otters 191 167 165 332 ## 3 FALSE Sarnia Sting 103 58 86 144 ## 4 FALSE Erie Otters 57 41 46 87 ## 5 FALSE Barrie Colts 252 111 110 221 ## 6 FALSE Calgary Hitmen 137 49 71 120 ## 7 FALSE Shawinigan Cataractes 178 91 115 206 ## 8 FALSE Quebec Remparts 203 116 133 249 ## 9 FALSE Kelowna Rockets 250 60 117 177 ## 10 FALSE London Knights 165 74 91 165 ## 11 FALSE Owen Sound Attack 249 133 192 325 ## 12 FALSE Oshawa Generals 227 111 135 246 ## 13 FALSE Portland Winterhawks 234 82 148 230 ## 14 FALSE Saginaw Spirit 103 61 70 131 ## 15 FALSE Moose Jaw Warriors 247 133 190 323 ## 16 FALSE Saskatoon Blades 195 116 199 315 ## 17 FALSE Vancouver Giants 244 136 144 280 ## 18 FALSE Barrie Colts 247 153 189 342 ## 19 FALSE Blainville-Boisbrand Armada 126 58 73 131 ## 20 FALSE London Knights 247 72 119 191 ## 21 FALSE London Knights 158 99 145 244

## 22 FALSE Gatineau Olympiques 187 125 196 321 ## 23 FALSE Erie Otters 166 97 188 285 ## 24 FALSE London Knights 253 140 240 380 ## 25 FALSE Lewiston MAINEiacs 70 39 44 83 ## 26 FALSE Guelph Storm 174 98 96 194 ## 27 FALSE Peterborough Petes 185 81 128 209 ## 28 FALSE Vancouver Giants 126 72 65 137 ## 29 FALSE Kitchener Rangers 114 60 52 112 ## 30 FALSE Red Deer Rebels 205 78 107 185 ## 31 FALSE Halifax Mooseheads 112 56 131 187 ## 32 FALSE Plymouth Whalers 178 66 101 167 ## 33 FALSE Kelowna Rockets 107 79 68 147 ## 34 FALSE Sault Ste. Marie Greyhounds 184 82 105 187 ## 35 FALSE Belleville Bulls 228 131 222 353 ## 36 FALSE Sault Ste. Marie Greyhounds 236 123 123 246 ## 37 FALSE Kitchener Rangers 127 77 64 141 ## 38 FALSE London Knights 247 215 218 433 ## 39 FALSE Halifax Mooseheads 128 77 165 242 ## 40 FALSE Saint John Sea Dogs 195 104 153 257 ## 41 FALSE Regina Pats 254 155 155 310 ## 42 FALSE Peterborough Petes 134 37 59 96 ## 43 FALSE Windsor Spitfires 191 58 125 183 ## 44 FALSE Plymouth Whalers 115 41 54 95 ## 45 FALSE Barrie Colts 198 81 188 269 ## 46 FALSE Kelowna Rockets 160 78 138 216 ## 47 FALSE Ottawa 67's 232 111 176 287 ## 48 FALSE Sudbury Wolves 245 54 85 139 ## 49 FALSE Barrie Colts 158 84 133 217 ## 50 FALSE Red Deer Rebels 60 26 59 85 ## 51 FALSE Seattle Thunderbirds 202 63 215 278 ## 52 FALSE Brampton Battalion 121 61 68 129 ## 53 FALSE Sarnia Sting 166 63 46 109 ## 54 FALSE London Knights 57 30 77 107 ## 55 FALSE London Knights 244 126 205 331 ## 56 FALSE Rimouski Oceanic 97 55 83 138 ## 57 FALSE Spokane Chiefs 180 88 41 129 ## 58 FALSE Vancouver Giants 132 39 48 87 ## 59 FALSE London Knights 184 96 205 301 ## 60 FALSE Halifax Mooseheads 102 63 90 153 ## 61 FALSE Sudbury Wolves 196 65 131 196 ## 62 FALSE Sault Ste. Marie Greyhounds 212 102 108 210 ## 63 FALSE Halifax Mooseheads 57 38 48 86 ## 64 FALSE Rouyn-Noranda Huskies 33 29 34 63 ## 65 FALSE Halifax Mooseheads 114 86 118 204 ## 66 FALSE Portland Winterhawks 120 77 53 130 ## 67 FALSE Acadie-Bathurst Titan 70 23 50 73 ## 68 FALSE London Knights 58 62 83 145 ## 69 FALSE Blainville-Boisbrand Armada 164 73 126 199 ## 70 FALSE Plymouth Whalers 149 69 82 151 ## 71 FALSE Guelph Storm 249 130 107 237

## 72 FALSE Calgary Hitmen 233 95 120 215 ## 73 FALSE Portland Winterhawks 134 65 96 161 ## 74 FALSE Red Deer Rebels 136 55 116 171 ## 75 FALSE Erie Otters 129 35 83 118 ## 76 FALSE Niagara Ice Dogs 225 105 190 295 ## 77 FALSE Kingston Frontenacs 128 65 90 155 ## 78 FALSE London Knights 53 35 83 118 ## 79 FALSE Kootenay Ice 246 118 199 317 ## 80 FALSE Drummondville Voltigeurs 184 86 137 223 ## 81 FALSE Ottawa 67's 185 84 119 203 ## 82 FALSE Rimouski Oceanic 121 120 183 303 ## 83 FALSE Sarnia Sting 124 100 97 197 ## 84 FALSE Windsor Spitfires 184 123 157 280 ## 85 FALSE Plymouth Whalers 125 35 56 91 ## 86 FALSE Sarnia Sting 183 85 154 239 ## 87 FALSE Medicine Hat Tigers 245 115 121 236 ## 88 FALSE Plymouth Whalers 124 69 104 173 ## 89 FALSE Ottawa 67's 252 163 170 333 ## 90 FALSE London Knights 131 52 87 139 ## 91 FALSE Sault Ste. Marie Greyhounds 126 56 68 124 ## points_per_game S1_points S2_points S3_points S4_points check evg eva evp ## 1 0.9580 44 44 63 77 1 70 72 142 ## 2 1.7382 104 101 127 0 1 116 102 218 ## 3 1.3981 83 0 61 0 1 39 58 97 ## 4 1.5263 87 0 0 0 NA 26 23 49 ## 5 0.8770 22 37 67 95 1 94 93 187 ## 6 0.8759 75 45 0 0 NA 29 45 74 ## 7 1.1573 33 94 79 0 NA 51 50 101 ## 8 1.2266 66 50 99 34 NA 85 73 158 ## 9 0.7080 23 33 47 74 NA 40 68 108 ## 10 1.0000 30 61 74 0 1 46 60 106 ## 11 1.3052 39 89 95 102 1 98 113 211 ## 12 1.0837 49 66 49 82 1 72 79 151 ## 13 0.9829 26 78 59 67 1 48 70 118 ## 14 1.2718 55 76 0 0 1 32 44 76

## 15 1.3077 57 91 87 88 1 85 122 207 ## 16 1.6154 71 88 99 57 1 76 117 193 ## 17 1.1475 31 81 91 77 1 93 86 179 ## 18 1.3846 58 68 109 107 1 86 84 170 ## 19 1.0397 48 83 0 0 NA 44 44 88 ## 20 0.7733 11 34 57 89 NA 53 86 139 ## 21 1.5443 14 109 121 0 NA 56 78 134 ## 22 1.7166 103 112 106 0 1 85 123 208 ## 23 1.7169 66 99 120 0 NA 75 109 184 ## 24 1.5020 59 78 113 130 1 78 120 198 ## 25 1.1857 83 0 0 0 1 29 28 57 ## 26 1.1149 45 73 76 0 1 52 53 105 ## 27 1.1297 49 62 98 0 1 51 104 155 ## 28 1.0873 41 96 0 0 1 38 40 78 ## 29 0.9825 46 66 0 0 1 40 37 77 ## 30 0.9024 39 81 65 0 1 52 73 125 ## 31 1.6696 86 101 0 0 1 42 56 98 ## 32 0.9382 44 58 65 0 1 34 57 91 ## 33 1.3738 65 82 0 0 1 43 41 84 ## 34 1.0163 44 62 81 0 NA 59 57 116 ## 35 1.5482 71 61 116 105 NA 79 126 205 ## 36 1.0424 35 71 66 74 1 72 78 150 ## 37 1.1102 51 90 0 0 1 48 31 79 ## 38 1.7530 77 134 118 104 1 115 87 202 ## 39 1.8906 29 105 108 0 1 50 83 133

## 40 1.3179 35 105 72 45 1 75 107 182 ## 41 1.2205 55 75 74 106 1 84 69 153 ## 42 0.7164 28 68 0 0 NA 24 29 53 ## 43 0.9581 26 61 96 0 NA 38 64 102 ## 44 0.8261 12 83 0 0 NA 32 41 73 ## 45 1.3586 35 107 127 0 1 48 108 156 ## 46 1.3500 58 105 53 0 1 62 98 160 ## 47 1.2371 64 78 58 87 1 65 95 160 ## 48 0.5673 11 30 39 59 NA 29 59 88 ## 49 1.3734 75 63 79 0 1 46 78 124 ## 50 1.4167 85 0 0 0 NA 14 26 40 ## 51 1.3762 54 57 88 79 1 44 125 169 ## 52 1.0661 50 79 0 0 1 36 37 73 ## 53 0.6566 6 38 65 0 NA 41 32 73 ## 54 1.8772 107 0 0 0 1 20 43 63 ## 55 1.3566 49 87 93 102 1 77 108 185 ## 56 1.4227 73 65 0 0 1 40 42 82 ## 57 0.7167 24 50 55 0 1 63 27 90 ## 58 0.6591 19 68 0 0 1 23 34 57 ## 59 1.6359 59 126 116 0 NA 61 118 179 ## 60 1.5000 78 75 0 0 NA 44 52 96 ## 61 1.0000 38 70 88 0 NA 38 59 97 ## 62 0.9906 39 35 74 62 NA 71 82 153 ## 63 1.5088 86 0 0 0 1 24 26 50 ## 64 1.9091 63 0 0 0 1 25 15 40

## 65 1.9091 104 100 0 0 NA 53 61 114 ## 66 1.0833 60 70 0 0 NA 54 35 89 ## 67 1.0429 73 0 0 0 1 14 29 43 ## 68 2.5000 145 0 0 0 NA 36 29 65 ## 69 1.2134 45 99 55 0 1 48 84 132 ## 70 1.0134 45 62 44 0 1 45 53 98 ## 71 0.9518 31 68 54 84 NA 73 72 145 ## 72 0.9227 18 68 75 54 NA 55 73 128 ## 73 1.2015 69 92 0 0 1 43 57 100 ## 74 1.2574 65 106 0 0 1 33 47 80 ## 75 0.9147 52 66 0 0 NA 6 51 57 ## 76 1.3111 27 106 68 94 NA 72 115 187 ## 77 1.2109 40 91 24 0 NA 48 52 100 ## 78 2.2264 118 0 0 0 1 14 33 47 ## 79 1.2886 62 85 105 65 1 79 124 203 ## 80 1.2120 31 96 96 0 NA 58 79 137 ## 81 1.0973 47 78 78 0 1 54 75 129 ## 82 2.5041 135 168 0 0 NA 75 88 163 ## 83 1.5887 92 105 0 0 NA 40 48 88 ## 84 1.5217 84 90 106 0 1 77 69 146 ## 85 0.7280 6 27 58 0 NA 26 46 72 ## 86 1.3060 70 68 101 0 1 68 101 169 ## 87 0.9633 10 50 91 85 1 70 67 137 ## 88 1.3952 67 106 0 0 1 40 34 74 ## 89 1.3214 46 79 108 100 1 116 113 229

## 90 1.0611 68 71 0 0 NA 37 49 86 ## 91 0.9841 49 75 0 0 NA 32 35 67 ## ev_points_per_game ppg ppa ppp_gp shg sha shp_gp plus_minus height weight ## 1 0.597 37 43 0.336 4 2 0.0252 77 6.00 188 ## 2 1.141 48 61 0.571 3 2 0.0262 137 5.07 165 ## 3 0.942 17 28 0.437 2 0 0.0194 4 6.01 207 ## 4 0.860 15 21 0.632 0 2 0.0351 46 6.02 198 ## 5 0.742 13 16 0.115 4 1 0.0198 49 6.02 188 ## 6 0.540 13 24 0.270 7 2 0.0657 55 6.03 192 ## 7 0.567 34 62 0.539 6 3 0.0506 10 5.11 183 ## 8 0.778 25 57 0.404 6 3 0.0443 83 5.11 198 ## 9 0.432 15 48 0.252 5 1 0.0240 49 6.01 203 ## 10 0.642 26 28 0.327 2 3 0.0303 50 6.00 215 ## 11 0.847 31 78 0.438 4 1 0.0201 -1 6.02 208 ## 12 0.665 31 49 0.352 8 7 0.0661 23 6.02 208 ## 13 0.504 31 74 0.449 3 4 0.0299 3 6.02 208 ## 14 0.738 21 20 0.398 8 6 0.1359 43 6.01 206 ## 15 0.838 47 68 0.466 1 0 0.0040 -12 5.10 165 ## 16 0.990 34 70 0.533 6 12 0.0923 83 6.01 200 ## 17 0.734 39 53 0.377 4 5 0.0369 84 5.09 184 ## 18 0.688 53 99 0.615 14 6 0.0810 98 6.00 191 ## 19 0.698 14 25 0.310 0 4 0.0317 30 6.01 204 ## 20 0.563 12 30 0.170 7 3 0.0405 65 6.01 195 ## 21 0.848 37 60 0.614 6 7 0.0823 97 6.00 194 ## 22 1.112 34 68 0.545 6 5 0.0588 82 5.11 185

## 23 1.108 18 75 0.560 4 4 0.0482 83 6.01 192 ## 24 0.783 56 118 0.688 6 2 0.0316 118 6.03 205 ## 25 0.814 10 16 0.371 0 0 0.0000 37 6.00 200 ## 26 0.603 41 39 0.460 5 4 0.0517 3 6.00 210 ## 27 0.838 20 22 0.227 10 2 0.0649 45 6.04 206 ## 28 0.619 33 24 0.452 1 1 0.0159 71 6.02 210 ## 29 0.675 18 15 0.289 2 0 0.0175 27 6.01 215 ## 30 0.610 24 33 0.278 2 1 0.0146 9 6.00 187 ## 31 0.875 14 74 0.786 0 1 0.0089 14 6.02 214 ## 32 0.511 30 42 0.404 2 2 0.0225 24 6.02 220 ## 33 0.785 30 25 0.514 6 2 0.0748 59 6.02 210 ## 34 0.630 18 46 0.348 5 2 0.0380 33 6.01 185 ## 35 0.899 44 88 0.579 8 8 0.0702 -58 6.03 214 ## 36 0.636 43 41 0.356 8 4 0.0508 20 6.03 219 ## 37 0.622 28 32 0.472 1 1 0.0157 2 5.11 195 ## 38 0.818 81 120 0.814 19 11 0.1215 44 6.01 207 ## 39 1.039 20 71 0.711 7 11 0.1406 93 6.00 197 ## 40 0.933 25 41 0.338 4 5 0.0462 139 6.01 187 ## 41 0.602 58 83 0.555 13 3 0.0630 22 5.11 187 ## 42 0.396 11 26 0.276 2 4 0.0448 17 6.04 220 ## 43 0.534 16 59 0.393 4 2 0.0314 3 6.01 200 ## 44 0.635 7 11 0.157 2 2 0.0348 58 6.01 184 ## 45 0.788 22 70 0.465 11 10 0.1061 76 5.11 185 ## 46 1.000 14 38 0.325 2 2 0.0250 43 6.02 207 ## 47 0.690 38 73 0.478 8 8 0.0690 31 6.01 200

## 48 0.359 19 25 0.180 6 1 0.0286 -47 6.03 231 ## 49 0.785 32 52 0.532 6 3 0.0570 26 6.03 207 ## 50 0.667 10 29 0.650 2 4 0.1000 13 6.06 230 ## 51 0.837 18 90 0.535 1 0 0.0050 70 6.00 187 ## 52 0.603 20 29 0.405 5 2 0.0579 30 5.11 195 ## 53 0.440 21 14 0.211 1 0 0.0060 13 6.03 220 ## 54 1.105 9 33 0.737 1 1 0.0351 45 6.02 203 ## 55 0.758 43 93 0.557 6 4 0.0410 94 5.10 192 ## 56 0.845 14 36 0.515 1 5 0.0619 13 6.01 190 ## 57 0.500 17 12 0.161 8 2 0.0556 -1 6.01 188 ## 58 0.432 16 13 0.220 0 1 0.0076 36 6.03 236 ## 59 0.973 28 82 0.598 7 5 0.0652 119 5.11 170 ## 60 0.941 17 36 0.520 2 2 0.0392 51 6.00 205 ## 61 0.495 19 65 0.429 8 7 0.0765 37 6.00 208 ## 62 0.722 29 25 0.255 2 1 0.0142 -27 6.02 234 ## 63 0.877 11 18 0.509 3 4 0.1228 20 6.01 174 ## 64 1.212 3 18 0.636 1 1 0.0606 17 5.11 179 ## 65 1.000 21 54 0.658 12 3 0.1316 91 6.00 172 ## 66 0.742 23 16 0.325 0 2 0.0167 39 6.02 218 ## 67 0.614 8 20 0.400 1 1 0.0286 27 6.01 194 ## 68 1.121 22 53 1.293 4 1 0.0862 42 5.10 176 ## 69 0.805 21 36 0.348 4 6 0.0610 61 6.03 207 ## 70 0.658 20 27 0.315 4 2 0.0403 42 6.00 196 ## 71 0.582 47 33 0.321 10 2 0.0482 57 5.10 187 ## 72 0.549 27 41 0.292 13 6 0.0815 46 6.03 228

## 73 0.746 19 35 0.403 3 4 0.0522 61 6.03 218 ## 74 0.588 22 69 0.669 0 0 0.0000 26 6.00 184 ## 75 0.442 22 30 0.403 7 2 0.0698 -17 6.01 216 ## 76 0.831 28 71 0.440 5 4 0.0400 106 6.01 193 ## 77 0.781 15 35 0.391 2 3 0.0391 36 6.01 201 ## 78 0.887 20 50 1.321 1 0 0.0189 32 5.11 200 ## 79 0.825 34 71 0.427 5 4 0.0366 54 6.01 194 ## 80 0.745 21 51 0.391 7 7 0.0761 141 6.04 212 ## 81 0.697 28 40 0.368 2 4 0.0324 31 6.03 194 ## 82 1.347 35 87 1.008 10 8 0.1488 127 5.11 201 ## 83 0.710 55 46 0.815 5 3 0.0645 31 6.01 194 ## 84 0.793 36 87 0.668 10 1 0.0598 115 6.01 205 ## 85 0.576 9 10 0.152 0 0 0.0000 53 6.04 220 ## 86 0.923 14 52 0.361 3 1 0.0219 17 5.10 175 ## 87 0.559 43 52 0.388 2 2 0.0163 22 5.09 161 ## 88 0.597 21 58 0.637 8 12 0.1613 31 6.01 201 ## 89 0.909 36 54 0.357 11 3 0.0556 100 6.00 197 ## 90 0.656 15 36 0.389 0 2 0.0153 27 5.11 181 ## 91 0.532 19 33 0.413 5 0 0.0397 -8 6.02 185 ## draft_round draft_overall ## 1 3 82 ## 2 2 39 ## 3 1 3 ## 4 1 23 ## 5 4 110 ## 6 1 4 ## 7 1 28 ## 8 3 80 ## 9 2 47 ## 10 1 9 ## 11 1 2

## 12 2 37 ## 13 2 60 ## 14 2 43 ## 15 3 79 ## 16 1 5 ## 17 5 147 ## 18 1 12 ## 19 4 101 ## 20 2 55 ## 21 2 58 ## 22 1 22 ## 23 1 1 ## 24 1 28 ## 25 1 26 ## 26 1 13 ## 27 1 2 ## 28 1 4 ## 29 1 2 ## 30 1 14 ## 31 1 7 ## 32 2 33 ## 33 5 129 ## 34 1 24 ## 35 1 2 ## 36 1 11 ## 37 1 7 ## 38 1 1 ## 39 1 3 ## 40 1 3 ## 41 1 22 ## 42 1 2 ## 43 1 9 ## 44 1 28 ## 45 6 171 ## 46 1 3 ## 47 1 9 ## 48 4 104 ## 49 1 7 ## 50 1 17 ## 51 1 16 ## 52 1 3 ## 53 5 148 ## 54 1 6 ## 55 1 12 ## 56 1 10 ## 57 1 14 ## 58 2 50 ## 59 1 4 ## 60 1 1 ## 61 1 28

## 62 1 10 ## 63 1 1 ## 64 2 58 ## 65 1 9 ## 66 1 5 ## 67 2 45 ## 68 1 1 ## 69 1 3 ## 70 1 30 ## 71 4 127 ## 72 1 19 ## 73 1 4 ## 74 1 1 ## 75 2 33 ## 76 1 5 ## 77 1 4 ## 78 1 6 ## 79 1 2 ## 80 1 8 ## 81 1 6 ## 82 1 1 ## 83 1 1 ## 84 1 1 ## 85 1 16 ## 86 1 24 ## 87 1 26 ## 88 1 2 ## 89 2 47 ## 90 1 27 ## 91 2 61

junior1

## 17 17 Brendan Gallagher W 4 R ## 18 18 Bryan Little O 4 R ## 19 19 Cedric Pacquette Q 2 L ## 20 20 Chris Tierney O 4 L ## 21 21 Christian Dvorak O 3 L ## 22 22 Claude Giroux Q 3 R ## 23 23 Connor McDavid O 3 L ## 24 24 Corey Perry O 4 R ## 25 25 David Perron Q 1 R ## 26 26 Dustin Brown O 3 R ## 27 27 Eric Staal O 3 L ## 28 28 Evander Kane W 2 L ## 29 29 Gabriel Landeskog O 2 L ## 30 30 Jake DeBrusk W 3 L ## 31 31 Jakub Voracek Q 2 L ## 32 32 James Neal O 3 L ## 33 33 Jamie Benn W 2 L ## 34 34 Jared McCann O 3 L ## 35 35 Jason Spezza O 4 R ## 36 36 Jeff Carter O 4 R ## 37 37 Jeff Skinner O 2 L ## 38 38 John Tavares O 4 L ## 39 39 Jonathan Drouin Q 3 L ## 40 40 Jonathan Huberdeau Q 4 L ## 41 41 Jordan Eberle W 4 R ## 42 42 Jordan Staal O 2 L ## 43 43 Josh Bailey O 3 L ## 44 44 Justin Williams O 2 R ## 45 45 Kevin Labanc O 3 R ## 46 46 Leon Draisaitl W 3 L ## 47 47 Logan Couture O 4 L ## 48 48 Marcus Foligno O 4 L ## 49 49 Mark Scheifele O 2 R ## 50 50 Martin Hanzal W 1 L ## 51 51 Mathew Barzal W 4 R ## 52 52 Matt Duchene O 2 L ## 53 53 Matt Martin O 3 L ## 54 54 Matthew Tkachuk O 1 L ## 55 55 Max Domi O 4 L ## 56 56 Michael Frolik Q 2 L ## 57 57 Michael Grabner W 3 L ## 58 58 Milan Lucic W 2 L ## 59 59 Mitchell Marner O 3 R ## 60 60 Nathan MacKinnon Q 2 R ## 61 61 Nick Foligno O 3 L ## 62 62 Nick Ritchie O 4 L ## 63 63 Nico Hischier Q 1 L ## 64 64 Nikita Kucherov Q 1 L ## 65 65 Nikolaj Ehlers Q 2 L ## 66 66 Nino Niederreiter W 2 L

## 67 67 Patrice Bergeron Q 1 R ## 68 68 Patrick Kane O 1 L ## 69 69 Pierre-Luc Dubois Q 3 L ## 70 70 Rickard Rakell O 3 R ## 71 71 Ryan Callahan O 4 R ## 72 72 Ryan Getzlaf W 4 R ## 73 73 Ryan Johansen W 2 R ## 74 74 Ryan Nugent-Hopkins W 2 L ## 75 75 Ryan O'Reilly O 2 L ## 76 76 Ryan Strome O 4 R ## 77 77 Sam Bennett O 3 L ## 78 78 Sam Gagner O 1 R ## 79 79 Sam Reinhart W 4 R ## 80 80 Sean Couturier Q 3 L ## 81 81 Sean Monahan O 3 L ## 82 82 Sidney Crosby Q 2 L ## 83 83 Steven Stamkos O 2 R ## 84 84 Taylor Hall O 3 L ## 85 85 Tom Wilson O 3 R ## 86 86 Travis Konecny O 3 R ## 87 87 Tyler Ennis W 4 L ## 88 88 Tyler Seguin O 2 R ## 89 89 Tyler Toffoli O 4 R ## 90 90 Vladislav Namestnikov O 2 L ## 91 91 Wayne Simmonds O 2 R ## team games_played goals assists points ## 1 Windsor Spitfires 238 111 117 228 ## 2 Erie Otters 191 167 165 332 ## 3 Sarnia Sting 103 58 86 144 ## 4 Erie Otters 57 41 46 87 ## 5 Barrie Colts 252 111 110 221 ## 6 Calgary Hitmen 137 49 71 120 ## 7 Shawinigan Cataractes 178 91 115 206 ## 8 Quebec Remparts 203 116 133 249 ## 9 Kelowna Rockets 250 60 117 177 ## 10 London Knights 165 74 91 165 ## 11 Owen Sound Attack 249 133 192 325 ## 12 Oshawa Generals 227 111 135 246 ## 13 Portland Winterhawks 234 82 148 230 ## 14 Saginaw Spirit 103 61 70 131 ## 15 Moose Jaw Warriors 247 133 190 323 ## 16 Saskatoon Blades 195 116 199 315 ## 17 Vancouver Giants 244 136 144 280 ## 18 Barrie Colts 247 153 189 342 ## 19 Blainville-Boisbrand Armada 126 58 73 131 ## 20 London Knights 247 72 119 191 ## 21 London Knights 158 99 145 244 ## 22 Gatineau Olympiques 187 125 196 321 ## 23 Erie Otters 166 97 188 285 ## 24 London Knights 253 140 240 380

## 25 Lewiston MAINEiacs 70 39 44 83 ## 26 Guelph Storm 174 98 96 194 ## 27 Peterborough Petes 185 81 128 209 ## 28 Vancouver Giants 126 72 65 137 ## 29 Kitchener Rangers 114 60 52 112 ## 30 Red Deer Rebels 205 78 107 185 ## 31 Halifax Mooseheads 112 56 131 187 ## 32 Plymouth Whalers 178 66 101 167 ## 33 Kelowna Rockets 107 79 68 147 ## 34 Sault Ste. Marie Greyhounds 184 82 105 187 ## 35 Belleville Bulls 228 131 222 353 ## 36 Sault Ste. Marie Greyhounds 236 123 123 246 ## 37 Kitchener Rangers 127 77 64 141 ## 38 London Knights 247 215 218 433 ## 39 Halifax Mooseheads 128 77 165 242 ## 40 Saint John Sea Dogs 195 104 153 257 ## 41 Regina Pats 254 155 155 310 ## 42 Peterborough Petes 134 37 59 96 ## 43 Windsor Spitfires 191 58 125 183 ## 44 Plymouth Whalers 115 41 54 95 ## 45 Barrie Colts 198 81 188 269 ## 46 Kelowna Rockets 160 78 138 216 ## 47 Ottawa 67's 232 111 176 287 ## 48 Sudbury Wolves 245 54 85 139 ## 49 Barrie Colts 158 84 133 217 ## 50 Red Deer Rebels 60 26 59 85 ## 51 Seattle Thunderbirds 202 63 215 278 ## 52 Brampton Battalion 121 61 68 129 ## 53 Sarnia Sting 166 63 46 109 ## 54 London Knights 57 30 77 107 ## 55 London Knights 244 126 205 331 ## 56 Rimouski Oceanic 97 55 83 138 ## 57 Spokane Chiefs 180 88 41 129 ## 58 Vancouver Giants 132 39 48 87 ## 59 London Knights 184 96 205 301 ## 60 Halifax Mooseheads 102 63 90 153 ## 61 Sudbury Wolves 196 65 131 196 ## 62 Sault Ste. Marie Greyhounds 212 102 108 210 ## 63 Halifax Mooseheads 57 38 48 86 ## 64 Rouyn-Noranda Huskies 33 29 34 63 ## 65 Halifax Mooseheads 114 86 118 204 ## 66 Portland Winterhawks 120 77 53 130 ## 67 Acadie-Bathurst Titan 70 23 50 73 ## 68 London Knights 58 62 83 145 ## 69 Blainville-Boisbrand Armada 164 73 126 199 ## 70 Plymouth Whalers 149 69 82 151 ## 71 Guelph Storm 249 130 107 237 ## 72 Calgary Hitmen 233 95 120 215 ## 73 Portland Winterhawks 134 65 96 161 ## 74 Red Deer Rebels 136 55 116 171

## 75 Erie Otters 129 35 83 118 ## 76 Niagara Ice Dogs 225 105 190 295 ## 77 Kingston Frontenacs 128 65 90 155 ## 78 London Knights 53 35 83 118 ## 79 Kootenay Ice 246 118 199 317 ## 80 Drummondville Voltigeurs 184 86 137 223 ## 81 Ottawa 67's 185 84 119 203 ## 82 Rimouski Oceanic 121 120 183 303 ## 83 Sarnia Sting 124 100 97 197 ## 84 Windsor Spitfires 184 123 157 280 ## 85 Plymouth Whalers 125 35 56 91 ## 86 Sarnia Sting 183 85 154 239 ## 87 Medicine Hat Tigers 245 115 121 236 ## 88 Plymouth Whalers 124 69 104 173 ## 89 Ottawa 67's 252 163 170 333 ## 90 London Knights 131 52 87 139 ## 91 Sault Ste. Marie Greyhounds 126 56 68 124 ## points_per_game S1_points S2_points S3_points S4_points check evg eva evp ## 1 0.9580 44 44 63 77 1 70 72 142 ## 2 1.7382 104 101 127 0 1 116 102 218 ## 3 1.3981 83 0 61 0 1 39 58 97 ## 4 1.5263 87 0 0 0 NA 26 23 49 ## 5 0.8770 22 37 67 95 1 94 93 187 ## 6 0.8759 75 45 0 0 NA 29 45 74 ## 7 1.1573 33 94 79 0 NA 51 50 101 ## 8 1.2266 66 50 99 34 NA 85 73 158 ## 9 0.7080 23 33 47 74 NA 40 68 108 ## 10 1.0000 30 61 74 0 1 46 60 106 ## 11 1.3052 39 89 95 102 1 98 113 211 ## 12 1.0837 49 66 49 82 1 72 79 151 ## 13 0.9829 26 78 59 67 1 48 70 118 ## 14 1.2718 55 76 0 0 1 32 44 76 ## 15 1.3077 57 91 87 88 1 85 122 207 ## 16 1.6154 71 88 99 57 1 76 117

193 ## 17 1.1475 31 81 91 77 1 93 86 179 ## 18 1.3846 58 68 109 107 1 86 84 170 ## 19 1.0397 48 83 0 0 NA 44 44 88 ## 20 0.7733 11 34 57 89 NA 53 86 139 ## 21 1.5443 14 109 121 0 NA 56 78 134 ## 22 1.7166 103 112 106 0 1 85 123 208 ## 23 1.7169 66 99 120 0 NA 75 109 184 ## 24 1.5020 59 78 113 130 1 78 120 198 ## 25 1.1857 83 0 0 0 1 29 28 57 ## 26 1.1149 45 73 76 0 1 52 53 105 ## 27 1.1297 49 62 98 0 1 51 104 155 ## 28 1.0873 41 96 0 0 1 38 40 78 ## 29 0.9825 46 66 0 0 1 40 37 77 ## 30 0.9024 39 81 65 0 1 52 73 125 ## 31 1.6696 86 101 0 0 1 42 56 98 ## 32 0.9382 44 58 65 0 1 34 57 91 ## 33 1.3738 65 82 0 0 1 43 41 84 ## 34 1.0163 44 62 81 0 NA 59 57 116 ## 35 1.5482 71 61 116 105 NA 79 126 205 ## 36 1.0424 35 71 66 74 1 72 78 150 ## 37 1.1102 51 90 0 0 1 48 31 79 ## 38 1.7530 77 134 118 104 1 115 87 202 ## 39 1.8906 29 105 108 0 1 50 83 133 ## 40 1.3179 35 105 72 45 1 75 107 182 ## 41 1.2205 55 75 74 106 1 84 69

153 ## 42 0.7164 28 68 0 0 NA 24 29 53 ## 43 0.9581 26 61 96 0 NA 38 64 102 ## 44 0.8261 12 83 0 0 NA 32 41 73 ## 45 1.3586 35 107 127 0 1 48 108 156 ## 46 1.3500 58 105 53 0 1 62 98 160 ## 47 1.2371 64 78 58 87 1 65 95 160 ## 48 0.5673 11 30 39 59 NA 29 59 88 ## 49 1.3734 75 63 79 0 1 46 78 124 ## 50 1.4167 85 0 0 0 NA 14 26 40 ## 51 1.3762 54 57 88 79 1 44 125 169 ## 52 1.0661 50 79 0 0 1 36 37 73 ## 53 0.6566 6 38 65 0 NA 41 32 73 ## 54 1.8772 107 0 0 0 1 20 43 63 ## 55 1.3566 49 87 93 102 1 77 108 185 ## 56 1.4227 73 65 0 0 1 40 42 82 ## 57 0.7167 24 50 55 0 1 63 27 90 ## 58 0.6591 19 68 0 0 1 23 34 57 ## 59 1.6359 59 126 116 0 NA 61 118 179 ## 60 1.5000 78 75 0 0 NA 44 52 96 ## 61 1.0000 38 70 88 0 NA 38 59 97 ## 62 0.9906 39 35 74 62 NA 71 82 153 ## 63 1.5088 86 0 0 0 1 24 26 50 ## 64 1.9091 63 0 0 0 1 25 15 40 ## 65 1.9091 104 100 0 0 NA 53 61 114 ## 66 1.0833 60 70 0 0 NA 54 35

89 ## 67 1.0429 73 0 0 0 1 14 29 43 ## 68 2.5000 145 0 0 0 NA 36 29 65 ## 69 1.2134 45 99 55 0 1 48 84 132 ## 70 1.0134 45 62 44 0 1 45 53 98 ## 71 0.9518 31 68 54 84 NA 73 72 145 ## 72 0.9227 18 68 75 54 NA 55 73 128 ## 73 1.2015 69 92 0 0 1 43 57 100 ## 74 1.2574 65 106 0 0 1 33 47 80 ## 75 0.9147 52 66 0 0 NA 6 51 57 ## 76 1.3111 27 106 68 94 NA 72 115 187 ## 77 1.2109 40 91 24 0 NA 48 52 100 ## 78 2.2264 118 0 0 0 1 14 33 47 ## 79 1.2886 62 85 105 65 1 79 124 203 ## 80 1.2120 31 96 96 0 NA 58 79 137 ## 81 1.0973 47 78 78 0 1 54 75 129 ## 82 2.5041 135 168 0 0 NA 75 88 163 ## 83 1.5887 92 105 0 0 NA 40 48 88 ## 84 1.5217 84 90 106 0 1 77 69 146 ## 85 0.7280 6 27 58 0 NA 26 46 72 ## 86 1.3060 70 68 101 0 1 68 101 169 ## 87 0.9633 10 50 91 85 1 70 67 137 ## 88 1.3952 67 106 0 0 1 40 34 74 ## 89 1.3214 46 79 108 100 1 116 113 229 ## 90 1.0611 68 71 0 0 NA 37 49 86 ## 91 0.9841 49 75 0 0 NA 32 35

67 ## shg sha shp_gp plus_minus height weight draft_round draft_overall ## 1 4 2 0.0252 77 6.00 188 3 82 ## 2 3 2 0.0262 137 5.07 165 2 39 ## 3 2 0 0.0194 4 6.01 207 1 3 ## 4 0 2 0.0351 46 6.02 198 1 23 ## 5 4 1 0.0198 49 6.02 188 4 110 ## 6 7 2 0.0657 55 6.03 192 1 4 ## 7 6 3 0.0506 10 5.11 183 1 28 ## 8 6 3 0.0443 83 5.11 198 3 80 ## 9 5 1 0.0240 49 6.01 203 2 47 ## 10 2 3 0.0303 50 6.00 215 1 9 ## 11 4 1 0.0201 -1 6.02 208 1 2 ## 12 8 7 0.0661 23 6.02 208 2 37 ## 13 3 4 0.0299 3 6.02 208 2 60 ## 14 8 6 0.1359 43 6.01 206 2 43 ## 15 1 0 0.0040 -12 5.10 165 3 79 ## 16 6 12 0.0923 83 6.01 200 1 5 ## 17 4 5 0.0369 84 5.09 184 5 147 ## 18 14 6 0.0810 98 6.00 191 1 12 ## 19 0 4 0.0317 30 6.01 204 4 101 ## 20 7 3 0.0405 65 6.01 195 2 55 ## 21 6 7 0.0823 97 6.00 194 2 58 ## 22 6 5 0.0588 82 5.11 185 1 22 ## 23 4 4 0.0482 83 6.01 192 1 1 ## 24 6 2 0.0316 118 6.03 205 1 28 ## 25 0 0 0.0000 37 6.00 200 1 26 ## 26 5 4 0.0517 3 6.00 210 1 13 ## 27 10 2 0.0649 45 6.04 206 1 2 ## 28 1 1 0.0159 71 6.02 210 1 4 ## 29 2 0 0.0175 27 6.01 215 1 2 ## 30 2 1 0.0146 9 6.00 187 1 14 ## 31 0 1 0.0089 14 6.02 214 1 7 ## 32 2 2 0.0225 24 6.02 220 2 33 ## 33 6 2 0.0748 59 6.02 210 5 129 ## 34 5 2 0.0380 33 6.01 185 1 24 ## 35 8 8 0.0702 -58 6.03 214 1 2 ## 36 8 4 0.0508 20 6.03 219 1 11 ## 37 1 1 0.0157 2 5.11 195 1 7 ## 38 19 11 0.1215 44 6.01 207 1 1 ## 39 7 11 0.1406 93 6.00 197 1 3 ## 40 4 5 0.0462 139 6.01 187 1 3 ## 41 13 3 0.0630 22 5.11 187 1 22 ## 42 2 4 0.0448 17 6.04 220 1 2 ## 43 4 2 0.0314 3 6.01 200 1 9 ## 44 2 2 0.0348 58 6.01 184 1 28 ## 45 11 10 0.1061 76 5.11 185 6 171 ## 46 2 2 0.0250 43 6.02 207 1 3 ## 47 8 8 0.0690 31 6.01 200 1 9 ## 48 6 1 0.0286 -47 6.03 231 4 104

## 49 6 3 0.0570 26 6.03 207 1 7 ## 50 2 4 0.1000 13 6.06 230 1 17 ## 51 1 0 0.0050 70 6.00 187 1 16 ## 52 5 2 0.0579 30 5.11 195 1 3 ## 53 1 0 0.0060 13 6.03 220 5 148 ## 54 1 1 0.0351 45 6.02 203 1 6 ## 55 6 4 0.0410 94 5.10 192 1 12 ## 56 1 5 0.0619 13 6.01 190 1 10 ## 57 8 2 0.0556 -1 6.01 188 1 14 ## 58 0 1 0.0076 36 6.03 236 2 50 ## 59 7 5 0.0652 119 5.11 170 1 4 ## 60 2 2 0.0392 51 6.00 205 1 1 ## 61 8 7 0.0765 37 6.00 208 1 28 ## 62 2 1 0.0142 -27 6.02 234 1 10 ## 63 3 4 0.1228 20 6.01 174 1 1 ## 64 1 1 0.0606 17 5.11 179 2 58 ## 65 12 3 0.1316 91 6.00 172 1 9 ## 66 0 2 0.0167 39 6.02 218 1 5 ## 67 1 1 0.0286 27 6.01 194 2 45 ## 68 4 1 0.0862 42 5.10 176 1 1 ## 69 4 6 0.0610 61 6.03 207 1 3 ## 70 4 2 0.0403 42 6.00 196 1 30 ## 71 10 2 0.0482 57 5.10 187 4 127 ## 72 13 6 0.0815 46 6.03 228 1 19 ## 73 3 4 0.0522 61 6.03 218 1 4 ## 74 0 0 0.0000 26 6.00 184 1 1 ## 75 7 2 0.0698 -17 6.01 216 2 33 ## 76 5 4 0.0400 106 6.01 193 1 5 ## 77 2 3 0.0391 36 6.01 201 1 4 ## 78 1 0 0.0189 32 5.11 200 1 6 ## 79 5 4 0.0366 54 6.01 194 1 2 ## 80 7 7 0.0761 141 6.04 212 1 8 ## 81 2 4 0.0324 31 6.03 194 1 6 ## 82 10 8 0.1488 127 5.11 201 1 1 ## 83 5 3 0.0645 31 6.01 194 1 1 ## 84 10 1 0.0598 115 6.01 205 1 1 ## 85 0 0 0.0000 53 6.04 220 1 16 ## 86 3 1 0.0219 17 5.10 175 1 24 ## 87 2 2 0.0163 22 5.09 161 1 26 ## 88 8 12 0.1613 31 6.01 201 1 2 ## 89 11 3 0.0556 100 6.00 197 2 47 ## 90 0 2 0.0153 27 5.11 181 1 27 ## 91 5 0 0.0397 -8 6.02 185 2 61

# select players crosby

## 82 121 120 183 303 2.5041 135 168 ## S3_points S4_points check evg eva evp shg sha shp_gp plus_minus height ## 82 0 0 NA 75 88 163 10 8 0.1488 127 5.11 ## weight draft_round draft_overall ## 82 201 1 1

giroux

## 22 103 112 106 0 1 85 123 208 6 5 0.0588 ## draft_overall ## 22 22

wilson

0.7883918 ## 17 18 19 20 21 22 23 24 ## 0.5932945 0.7256811 0.5390916 0.3844742 0.7172019 0.8212859 0.7899161 0.7960963 ## 25 26 27 28 29 30 31 32 ## 0.5648797 0.5667689 0.5735176 0.5530019 0.5252777 0.4717406 0.6980925 0.4956122 ## 33 34 35 36 37 38 39 40 ## 0.6211266 0.5266171 0.7951001 0.5357849 0.5597404 0.9317401 0.7838008 0.6579568 ## 41 42 43 44 45 46 47 48 ## 0.6372449 0.4407840 0.5001104 0.4841473 0.6769303 0.6489495 0.6368931 0.2720826 ## 49 50 51 52 53 54 55 56 ## 0.6561745 0.5928732 0.6869474 0.5466725 0.3941923 0.6495107 0.7073156 0.6240972 ## 57 58 59 60 61 62 63 64 ## 0.4063440 0.4254571 0.7826759 0.6460234 0.5175196 0.5118241 0.6026877 0.6082666 ## 65 66 67 68 69 70 71 72 ## 0.7324022 0.5518309 0.5419356 0.7333636 0.6010964 0.5292452 0.4847204 0.4725444 ## 73 74 75 76 77 78 79 80 ## 0.5874367 0.6047442 0.5020122 0.6713878 0.5883444 0.6839110 0.6708777 0.6074640 ## 81 82 83 84 85 86 87 88 ## 0.5601629 0.9387291 0.6932309 0.7364739 0.4510487 0.6456986 0.4915616 0.6384069 ## 89 90 91 ## 0.6938619 0.5448654 0.5233315

Choose Three Players mock[82] # Crosby

## 82 ## 0.9387291

mock[22] # Giroux

## 22 ## 0.8212859

mock[85] # Wilson

## 85 ## 0.4510487

nhl1

## 20 Chris Tierney O FALSE 202 24 40 64 19 ## 21 Christian Dvorak O FALSE 176 32 45 77 27 ## 22 Claude Giroux Q FALSE 206 50 100 150 29 ## 23 Connor McDavid O FALSE 209 87 169 256 74 ## 24 Corey Perry O FALSE 208 59 64 123 40 ## 25 David Perron Q FALSE 225 48 76 124 35 ## 26 Dustin Brown O FALSE 238 64 70 134 31 ## 27 Eric Staal O FALSE 245 86 115 201 47 ## 28 Evander Kane W FALSE 213 63 63 126 52 ## 29 Gabriel Landeskog O FALSE 199 57 77 134 43 ## 30 Jake DeBrusk W FALSE 203 62 58 120 45 ## 31 Jakub Voracek Q FALSE 241 39 95 134 33 ## 32 James Neal O FALSE 214 72 59 131 55 ## 33 Jamie Benn W FALSE 222 70 90 160 55 ## 34 Jared McCann O FALSE 166 19 34 53 17 ## 35 Jason Spezza O FALSE 179 48 118 166 33 ## 36 Jeff Carter O FALSE 225 66 66 132 44 ## 37 Jeff Skinner O FALSE 188 64 67 131 49 ## 38 John Tavares O FALSE 243 84 118 202 57 ## 39 Jonathan Drouin Q FALSE 164 29 66 95 17 ## 40 Jonathan Huberdeau Q FALSE 196 38 75 113 34 ## 41 Jordan Eberle W FALSE 195 68 88 156 49 ## 42 Jordan Staal O FALSE 245 63 56 119 46 ## 43 Josh Bailey O FALSE 211 34 54 88 22 ## 44 Justin Williams O FALSE 179 37 52 89 37

## 45 Kevin Labanc O FALSE 214 36 80 116 30 ## 46 Leon Draisaitl W FALSE 191 50 87 137 34 ## 47 Logan Couture O FALSE 184 68 62 130 44 ## 48 Marcus Foligno O FALSE 178 20 37 57 18 ## 49 Mark Scheifele O FALSE 216 57 87 144 46 ## 50 Martin Hanzal W FALSE 227 30 69 99 24 ## 51 Mathew Barzal W FALSE 232 59 148 207 47 ## 52 Matt Duchene O FALSE 219 65 85 150 46 ## 53 Matt Martin O FALSE 196 16 23 39 15 ## 54 Matthew Tkachuk O FALSE 224 71 103 174 47 ## 55 Max Domi O FALSE 222 36 99 135 31 ## 56 Michael Frolik Q FALSE 213 50 67 117 43 ## 57 Michael Grabner W FALSE 174 59 36 95 46 ## 58 Milan Lucic W FALSE 199 34 55 89 31 ## 59 Mitchell Marner O FALSE 241 67 157 224 51 ## 60 Nathan MacKinnon Q FALSE 218 59 94 153 41 ## 61 Nick Foligno O FALSE 224 40 52 92 26 ## 62 Nick Ritchie O FALSE 186 26 33 59 24 ## 63 Nico Hischier Q FALSE 209 51 84 135 44 ## 64 Nikita Kucherov Q FALSE 211 68 81 149 54 ## 65 Nikolaj Ehlers Q FALSE 236 69 93 162 53 ## 66 Nino Niederreiter W FALSE 216 39 35 74 30 ## 67 Patrice Bergeron Q FALSE 222 69 113 182 35 ## 68 Patrick Kane O FALSE 244 76 154 230 47 ## 69 Pierre-Luc Dubois Q FALSE 234 65 103 168 56

## 70 Rickard Rakell O FALSE 214 62 63 125 51 ## 71 Ryan Callahan O FALSE 210 49 41 90 36 ## 72 Ryan Getzlaf W FALSE 240 74 157 231 47 ## 73 Ryan Johansen W FALSE 189 47 49 96 37 ## 74 Ryan Nugent-Hopkins W FALSE 182 41 91 132 30 ## 75 Ryan O'Reilly O FALSE 236 39 68 107 30 ## 76 Ryan Strome O FALSE 221 38 70 108 33 ## 77 Sam Bennett O FALSE 240 42 46 88 34 ## 78 Sam Gagner O FALSE 223 44 87 131 28 ## 79 Sam Reinhart W FALSE 240 65 74 139 23 ## 80 Sean Couturier Q FALSE 205 30 51 81 27 ## 81 Sean Monahan O FALSE 237 80 79 159 59 ## 82 Sidney Crosby Q FALSE 213 99 195 294 64 ## 83 Steven Stamkos O FALSE 243 119 113 232 68 ## 84 Taylor Hall O FALSE 171 65 80 145 40 ## 85 Tom Wilson O FALSE 231 14 36 50 13 ## 86 Travis Konecny O FALSE 233 59 65 124 51 ## 87 Tyler Ennis W FALSE 177 45 69 114 36 ## 88 Tyler Seguin O FALSE 203 56 65 121 46 ## 89 Tyler Toffoli O FALSE 220 66 70 136 47 ## 90 Vladislav Namestnikov O FALSE 197 33 46 79 28 ## 91 Wayne Simmonds O FALSE 240 39 54 93 36 ## eva evp ppg ppa ppp shg check points_per_game ppp_per_game evp_per_game ## 1 45 88 3 9 12 6 1 0.57 0.062 0.456 ## 2 63 121 29 23 52 0 1 0.74 0.222 0.517 ## 3 45 81 6 17 23 0 1 0.54 0.119 0.420 ## 4 49 83 4 8 12 0 0 0.48 0.061 0.423 ## 5 47 108 2 5 7 1 1 0.55 0.033 0.512

## 6 54 91 3 6 9 0 0 0.48 0.043 0.433 ## 7 33 77 4 7 11 0 0 0.40 0.050 0.353 ## 8 40 65 11 6 17 0 0 0.42 0.087 0.333 ## 9 29 57 3 11 14 1 0 0.45 0.085 0.345 ## 10 53 92 7 15 22 3 1 0.51 0.095 0.398 ## 11 76 147 28 16 44 1 1 0.85 0.194 0.648 ## 12 27 68 13 13 26 1 1 0.51 0.141 0.368 ## 13 62 96 10 15 25 3 1 0.54 0.107 0.412 ## 14 55 101 5 17 22 1 1 0.61 0.107 0.490 ## 15 77 135 30 28 58 3 1 0.86 0.253 0.590 ## 16 31 61 10 14 24 0 1 0.52 0.147 0.374 ## 17 51 95 14 7 21 0 1 0.56 0.101 0.459 ## 18 51 94 17 19 36 2 1 0.57 0.154 0.402 ## 19 18 37 0 0 0 3 0 0.22 0.000 0.208 ## 20 36 55 3 3 6 2 0 0.32 0.030 0.272 ## 21 37 64 5 8 13 0 0 0.44 0.074 0.364 ## 22 68 97 18 28 46 3 1 0.73 0.223 0.471 ## 23 115 189 11 50 61 2 0 1.22 0.292 0.904 ## 24 35 75 19 29 48 0 1 0.59 0.231 0.361 ## 25 54 89 12 21 33 1 1 0.55 0.147 0.396 ## 26 42 73 31 25 56 2 1 0.56 0.235 0.307 ## 27 75 122 33 40 73 6 1 0.82 0.298 0.498 ## 28 56 108 10 7 17 1 1 0.59 0.080 0.507 ## 29 62 105 11 13 24 3 1 0.67 0.121 0.528 ## 30 45 90 17 13 30 0 1 0.59 0.148 0.443 ## 31 76 109 6 19 25 0 1 0.56 0.104 0.452 ## 32 46 101 16 12 28 1 1 0.61 0.131 0.472 ## 33 70 125 10 18 28 5 1 0.72 0.126 0.563 ## 34 30 47 2 3 5 0 0 0.32 0.030 0.283 ## 35 67 100 15 51 66 0 0 0.93 0.369 0.559 ## 36 42 86 16 22 38 6 1 0.59 0.169 0.382 ## 37 52 101 15 15 30 0 1 0.70 0.160 0.537 ## 38 71 128 27 47 74 0 1 0.83 0.305 0.527 ## 39 44 61 12 22 34 0 1 0.58 0.207 0.372 ## 40 53 87 4 22 26 0 1 0.58 0.133 0.444 ## 41 65 114 17 23 40 2 1 0.80 0.205 0.585 ## 42 40 86 9 10 19 8 0 0.49 0.078 0.351 ## 43 32 54 11 19 30 1 0 0.42 0.142 0.256 ## 44 44 81 0 7 7 0 0 0.50 0.039 0.453 ## 45 47 77 6 33 39 0 1 0.54 0.182 0.360 ## 46 65 99 16 22 38 0 1 0.72 0.199 0.518 ## 47 43 87 22 19 41 2 1 0.71 0.223 0.473 ## 48 30 48 1 5 6 1 0 0.32 0.034 0.270 ## 49 70 116 11 17 28 0 1 0.67 0.130 0.537 ## 50 51 75 3 17 20 3 0 0.44 0.088 0.330 ## 51 103 150 12 45 57 0 1 0.89 0.246 0.647 ## 52 58 104 18 27 45 1 1 0.68 0.205 0.475 ## 53 20 35 1 0 1 0 0 0.20 0.005 0.179 ## 54 73 120 24 30 54 0 1 0.78 0.241 0.536 ## 55 74 105 4 25 29 1 1 0.61 0.131 0.473

## 56 46 89 7 21 28 0 1 0.55 0.131 0.418 ## 57 31 77 5 4 9 8 1 0.55 0.052 0.443 ## 58 46 77 3 9 12 0 0 0.45 0.060 0.387 ## 59 101 152 15 54 69 1 0 0.93 0.286 0.631 ## 60 72 113 18 22 40 0 1 0.70 0.183 0.518 ## 61 36 62 14 16 30 0 0 0.41 0.134 0.277 ## 62 30 54 2 3 5 0 0 0.32 0.027 0.290 ## 63 62 106 6 21 27 1 1 0.65 0.129 0.507 ## 64 51 105 14 30 44 0 1 0.71 0.209 0.498 ## 65 73 126 16 20 36 0 1 0.69 0.153 0.534 ## 66 29 59 8 6 14 1 0 0.34 0.065 0.273 ## 67 61 96 33 49 82 1 1 0.82 0.369 0.432 ## 68 91 138 29 63 92 0 0 0.94 0.377 0.566 ## 69 78 134 9 25 34 0 1 0.68 0.145 0.573 ## 70 43 94 11 20 31 0 1 0.58 0.145 0.439 ## 71 27 63 11 13 24 2 0 0.43 0.114 0.300 ## 72 91 138 25 66 91 2 0 0.96 0.379 0.575 ## 73 34 71 10 15 25 0 1 0.51 0.132 0.376 ## 74 48 78 11 43 54 0 1 0.73 0.297 0.429 ## 75 54 84 6 13 19 3 0 0.45 0.081 0.356 ## 76 54 87 4 16 20 1 0 0.49 0.090 0.394 ## 77 38 72 8 7 15 0 0 0.37 0.063 0.300 ## 78 59 87 16 28 44 0 1 0.59 0.197 0.390 ## 79 68 91 42 6 48 0 1 0.58 0.200 0.379 ## 80 39 66 0 8 8 3 0 0.40 0.039 0.322 ## 81 52 111 20 26 46 1 1 0.67 0.194 0.468 ## 82 95 159 35 100 135 0 0 1.38 0.634 0.746 ## 83 69 137 50 44 94 1 0 0.95 0.387 0.564 ## 84 69 109 25 11 36 0 1 0.85 0.211 0.637 ## 85 34 47 1 1 2 0 0 0.22 0.009 0.203 ## 86 58 109 8 7 15 0 1 0.53 0.064 0.468 ## 87 46 82 9 23 32 0 1 0.64 0.181 0.463 ## 88 51 97 10 14 24 0 1 0.60 0.118 0.478 ## 89 62 109 13 7 20 6 1 0.62 0.091 0.495 ## 90 38 66 5 7 12 0 0 0.40 0.061 0.335 ## 91 50 86 3 3 6 0 0 0.39 0.025 0.358

crosby_nhl

giroux_nhl

qqline(predq$percent_error, col = "blue", lwd = 2) # Pie Chart label

## 5 NA NA NA ## 6 NA NA NA

plot(gpred$League, gpred$percent_error, main = "Percent Error by Junior League") plot(gpred$player, gpred$real, type ="l") abline(gpred$real~gpred$player)

0.5-0.9 Points per Game: Revised Analysis

Select Players with 0.5-0.9 points per game as this is the ‘middle’ area of player points per game. We eliminate outliers to try and achieve a more accurate prediction. From a GM’s perspective you will rarely have a top 4 pick, thus you need to focus on players who you will have a chance to draft in the middle to late first round. We believe that players who average 0.5 to 0.9 ppg are in that range of picks in the 1st round.

junior59

238 ## 2 2 Alex DeBrincat O 3 R FALSE 191 ## 3 3 Alex Galchenyuk O 3 L FALSE 103 ## 4 4 Andreas Athanasiou O 4 L FALSE 252 ## 5 5 Bo Horvat O 3 L FALSE 165 ## 6 6 Bobby Ryan O 4 R FALSE 249 ## 7 7 Boone Jenner O 4 L FALSE 227 ## 8 8 Brandon Dubinsky W 4 L FALSE 234 ## 9 9 Brandon Saad O 2 L FALSE 103 ## 10 10 Brayden Point W 4 R FALSE 247 ## 11 11 Brayden Schenn W 3 L FALSE 195 ## 12 12 Brendan Gallagher W 4 R FALSE 244 ## 13 13 Bryan Little O 4 R FALSE 247 ## 14 14 Claude Giroux Q 3 R FALSE 187 ## 15 15 Corey Perry O 4 R FALSE 253 ## 16 16 David Perron Q 1 R FALSE 70 ## 17 17 Dustin Brown O 3 R FALSE 174 ## 18 18 Eric Staal O 3 L FALSE 185 ## 19 19 Evander Kane W 2 L FALSE 126 ## 20 20 Gabriel Landeskog O 2 L FALSE 114 ## 21 21 Jake DeBrusk W 3 L FALSE 205 ## 22 22 Jakub Voracek Q 2 L FALSE 112 ## 23 23 James Neal O 3 L FALSE 178 ## 24 24 Jamie Benn W 2 L FALSE 107 ## 25 25 Jeff Carter O 4 R FALSE 236 ## 26 26 Jeff Skinner O 2 L FALSE

127 ## 27 27 John Tavares O 4 L FALSE 247 ## 28 28 Jonathan Drouin Q 3 L FALSE 128 ## 29 29 Jonathan Huberdeau Q 4 L FALSE 195 ## 30 30 Jordan Eberle W 4 R FALSE 254 ## 31 31 Kevin Labanc O 3 R FALSE 198 ## 32 32 Leon Draisaitl W 3 L FALSE 160 ## 33 33 Logan Couture O 4 L FALSE 232 ## 34 34 Mark Scheifele O 2 R FALSE 158 ## 35 35 Mathew Barzal W 4 R FALSE 202 ## 36 36 Matt Duchene O 2 L FALSE 121 ## 37 37 Matthew Tkachuk O 1 L FALSE 57 ## 38 38 Max Domi O 4 L FALSE 244 ## 39 39 Michael Frolik Q 2 L FALSE 97 ## 40 40 Michael Grabner W 3 L FALSE 180 ## 41 41 Milan Lucic W 2 L FALSE 132 ## 42 42 Nico Hischier Q 1 L FALSE 57 ## 43 43 Nikita Kucherov Q 1 L FALSE 33 ## 44 44 Nikolaj Ehlers Q 2 L FALSE 114 ## 45 45 Patrice Bergeron Q 1 R FALSE 70 ## 46 46 Pierre-Luc Dubois Q 3 L FALSE 164 ## 47 47 Rickard Rakell O 3 R FALSE 149 ## 48 48 Ryan Johansen W 2 R FALSE 134 ## 49 49 Ryan Nugent-Hopkins W 2 L FALSE 136 ## 50 50 Sam Gagner O 1 R FALSE 53 ## 51 51 Sam Reinhart W 4 R FALSE

246 ## 52 52 Sean Monahan O 3 L FALSE 185 ## 53 53 Taylor Hall O 3 L FALSE 184 ## 54 54 Travis Konecny O 3 R FALSE 183 ## 55 55 Tyler Ennis W 4 L FALSE 245 ## 56 56 Tyler Seguin O 2 R FALSE 124 ## 57 57 Tyler Toffoli O 4 R FALSE 252 ## goals assists points points_per_game check evg eva evp ev_points_per_game ## 1 111 117 228 0.9580 1 70 72 142 0.597 ## 2 167 165 332 1.7382 1 116 102 218 1.141 ## 3 58 86 144 1.3981 1 39 58 97 0.942 ## 4 111 110 221 0.8770 1 94 93 187 0.742 ## 5 74 91 165 1.0000 1 46 60 106 0.642 ## 6 133 192 325 1.3052 1 98 113 211 0.847 ## 7 111 135 246 1.0837 1 72 79 151 0.665 ## 8 82 148 230 0.9829 1 48 70 118 0.504 ## 9 61 70 131 1.2718 1 32 44 76 0.738 ## 10 133 190 323 1.3077 1 85 122 207 0.838 ## 11 94 164 258 1.3231 1 54 82 136 0.697 ## 12 136 144 280 1.1475 1 93 86 179 0.734 ## 13 153 189 342 1.3846 1 86 84 170 0.688 ## 14 125 196 321 1.7166 1 85 123 208 1.112 ## 15 140 240 380 1.5020 1 78 120 198 0.783 ## 16 39 44 83 1.1857 1 29 28 57 0.814 ## 17 98 96 194 1.1149 1 52 53 105 0.603 ## 18 81 128 209 1.1297 1 51 104 155

0.838 ## 19 72 65 137 1.0873 1 38 40 78 0.619 ## 20 60 52 112 0.9825 1 40 37 77 0.675 ## 21 78 107 185 0.9024 1 52 73 125 0.610 ## 22 56 131 187 1.6696 1 42 56 98 0.875 ## 23 66 101 167 0.9382 1 34 57 91 0.511 ## 24 79 68 147 1.3738 1 43 41 84 0.785 ## 25 123 83 206 0.8729 1 72 38 110 0.466 ## 26 77 64 141 1.1102 1 48 31 79 0.622 ## 27 215 218 433 1.7530 1 115 87 202 0.818 ## 28 77 165 242 1.8906 1 50 83 133 1.039 ## 29 104 153 257 1.3179 1 75 107 182 0.933 ## 30 155 155 310 1.2205 1 84 69 153 0.602 ## 31 81 188 269 1.3586 1 48 108 156 0.788 ## 32 78 138 216 1.3500 1 62 98 160 1.000 ## 33 111 176 287 1.2371 1 65 95 160 0.690 ## 34 84 133 217 1.3734 1 46 78 124 0.785 ## 35 63 215 278 1.3762 1 44 125 169 0.837 ## 36 61 68 129 1.0661 1 36 37 73 0.603 ## 37 30 77 107 1.8772 1 20 43 63 1.105 ## 38 126 205 331 1.3566 1 77 108 185 0.758 ## 39 55 83 138 1.4227 1 40 42 82 0.845 ## 40 88 41 129 0.7167 1 63 27 90 0.500 ## 41 39 48 87 0.6591 1 23 34 57 0.432 ## 42 38 48 86 1.5088 1 24 26 50 0.877 ## 43 29 34 63 1.9091 1 25 15 40

1.212 ## 44 86 118 204 1.9091 NA 53 61 114 1.000 ## 45 23 50 73 1.0429 1 14 29 43 0.614 ## 46 73 126 199 1.2134 1 48 84 132 0.805 ## 47 68 81 149 1.0000 1 44 52 96 0.644 ## 48 65 96 161 1.2015 1 43 57 100 0.746 ## 49 55 116 171 1.2574 1 33 47 80 0.588 ## 50 35 83 118 2.2264 1 14 33 47 0.887 ## 51 118 199 317 1.2886 1 79 124 203 0.825 ## 52 84 119 203 1.0973 1 54 75 129 0.697 ## 53 123 157 280 1.5217 1 77 69 146 0.793 ## 54 85 154 239 1.3060 1 68 101 169 0.923 ## 55 115 121 236 0.9633 1 70 67 137 0.559 ## 56 69 104 173 1.3952 1 40 34 74 0.597 ## 57 163 170 333 1.3214 1 116 113 229 0.909 ## ppg ppa ppp_gp shg sha shp_gp plus_minus height weight draft_round ## 1 37 43 0.336 4 2 0.0252 77 6.00 188 3 ## 2 48 61 0.571 3 2 0.0262 137 5.07 165 2 ## 3 17 28 0.437 2 0 0.0194 4 6.01 207 1 ## 4 13 16 0.115 4 1 0.0198 49 6.02 188 4 ## 5 26 28 0.327 2 3 0.0303 50 6.00 215 1 ## 6 31 78 0.438 4 1 0.0201 -1 6.02 208 1 ## 7 31 49 0.352 8 7 0.0661 23 6.02 208 2 ## 8 31 74 0.449 3 4 0.0299 3 6.02 208 2 ## 9 21 20 0.398 8 6 0.1359 43 6.01 206 2 ## 10 47 68 0.466 1 0 0.0040 -12 5.10 165 3 ## 11 34 70 0.533 6 12 0.0923 83 6.01 200 1 ## 12 39 53 0.377 4 5 0.0369 84 5.09 184 5 ## 13 53 99 0.615 14 6 0.0810 98 6.00 191 1 ## 14 34 68 0.545 6 5 0.0588 82 5.11 185 1 ## 15 56 118 0.688 6 2 0.0316 118 6.03 205 1 ## 16 10 16 0.371 0 0 0.0000 37 6.00 200 1 ## 17 41 39 0.460 5 4 0.0517 3 6.00 210 1 ## 18 20 22 0.227 10 2 0.0649 45 6.04 206 1 ## 19 33 24 0.452 1 1 0.0159 71 6.02 210 1 ## 20 18 15 0.289 2 0 0.0175 27 6.01 215 1

## 21 24 33 0.278 2 1 0.0146 9 6.00 187 1 ## 22 14 74 0.786 0 1 0.0089 14 6.02 214 1 ## 23 30 42 0.404 2 2 0.0225 24 6.02 220 2 ## 24 30 25 0.514 6 2 0.0748 59 6.02 210 5 ## 25 43 41 0.356 8 4 0.0508 20 6.03 219 1 ## 26 28 32 0.472 1 1 0.0157 2 5.11 195 1 ## 27 81 120 0.814 19 11 0.1215 44 6.01 207 1 ## 28 20 71 0.711 7 11 0.1406 93 6.00 197 1 ## 29 25 41 0.338 4 5 0.0462 139 6.01 187 1 ## 30 58 83 0.555 13 3 0.0630 22 5.11 187 1 ## 31 22 70 0.465 11 10 0.1061 76 5.11 185 6 ## 32 14 38 0.325 2 2 0.0250 43 6.02 207 1 ## 33 38 73 0.478 8 8 0.0690 31 6.01 200 1 ## 34 32 52 0.532 6 3 0.0570 26 6.03 207 1 ## 35 18 90 0.535 1 0 0.0050 70 6.00 187 1 ## 36 20 29 0.405 5 2 0.0579 30 5.11 195 1 ## 37 9 33 0.737 1 1 0.0351 45 6.02 203 1 ## 38 43 93 0.557 6 4 0.0410 94 5.10 192 1 ## 39 14 36 0.515 1 5 0.0619 13 6.01 190 1 ## 40 17 12 0.161 8 2 0.0556 -1 6.01 188 1 ## 41 16 13 0.220 0 1 0.0076 36 6.03 236 2 ## 42 11 18 0.509 3 4 0.1228 20 6.01 174 1 ## 43 3 18 0.636 1 1 0.0606 17 5.11 179 2 ## 44 21 54 0.658 12 3 0.1316 91 6.00 172 1 ## 45 8 20 0.400 1 1 0.0286 27 6.01 194 2 ## 46 21 36 0.348 4 6 0.0610 61 6.03 207 1 ## 47 20 27 0.315 4 2 0.0403 42 6.00 196 1 ## 48 19 35 0.403 3 4 0.0522 61 6.03 218 1 ## 49 22 69 0.669 0 0 0.0000 26 6.00 184 1 ## 50 20 50 1.321 1 0 0.0189 32 5.11 200 1 ## 51 34 71 0.427 5 4 0.0366 54 6.01 194 1 ## 52 28 40 0.368 2 4 0.0324 31 6.03 194 1 ## 53 36 87 0.668 10 1 0.0598 115 6.01 205 1 ## 54 14 52 0.361 3 1 0.0219 17