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ghazi-armanghazi-arman
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New inputs and updated generator to set a limit for a single goalie instances at 50
1 parent 14d045b commit 8ef05fa

33 files changed

+4907
-969
lines changed

‎Nhl.py

+5-1
Original file line numberDiff line numberDiff line change
@@ -77,10 +77,14 @@ def generate(self, lineups):
7777
prob += ((pulp.lpSum(lineups[i][k]*players_lineup[k] for k in range(self.num_players)) +
7878
pulp.lpSum(lineups[i][self.num_players+k]*goalies_lineup[k] for k in range(self.num_goalies))) <= self.overlap)
7979

80-
# can't use the same player or defense more times than set by player_limit variable
80+
# can't use the same player more times than set by player_limit variable
8181
for i in range(self.num_players):
8282
prob += ((pulp.lpSum(lineups[k][i]*players_lineup[i] for k in range(len(lineups)))) <= self.player_limit)
8383

84+
for i in range(self.num_goalies):
85+
prob += ((pulp.lpSum(lineups[k][self.num_players+i]*goalies_lineup[i] for k in range(len(lineups)))) <= min(self.player_limit, 50))
86+
87+
8488
#add the objective
8589
prob += pulp.lpSum((pulp.lpSum(self.players.loc[i, 'Proj FP']*players_lineup[i] for i in range(self.num_players)) +
8690
pulp.lpSum(self.goalies.loc[i, 'Proj FP']*goalies_lineup[i] for i in range(self.num_goalies))))

‎nhl/inputs/2019/2019-12-02/goalies.csv

+11
Original file line numberDiff line numberDiff line change
@@ -0,0 +1,11 @@
1+
Player Name,Salary,Team,Opp,Proj FP,Actual FP
2+
Malcolm Subban,8000,VGK,NYR,16.8,31.2
3+
Semyon Varlamov,7800,NYI,DET,22.9,32.0
4+
Jake Allen,7800,STL,CHI,17.6,50.4
5+
Corey Crawford,7600,CHI,STL,18.9,4.8
6+
Henrik Lundqvist,7600,NYR,VGK,17.6,6.4
7+
Ryan Miller,7400,ANH,LA,20.6,31.2
8+
Linus Ullmark,7400,BUF,NJ,19.3,43.2
9+
Jack Campbell,7200,LA,ANH,16.0,0.8
10+
Jonathan Bernier,7100,DET,NYI,15.3,0.8
11+
Louis Domingue,7100,NJ,BUF,0.0,-12.0

‎nhl/inputs/2019/2019-12-02/players.csv

+111
Original file line numberDiff line numberDiff line change
@@ -0,0 +1,111 @@
1+
Player Name,Pos,Salary,Team,Opp,Line,Proj FP,Actual FP
2+
Patrick Kane,W,8600,CHI,STL,1,17.5,9.6
3+
Jack Eichel,C,8400,BUF,NJ,1,17.5,36.5
4+
Artemi Panarin,W,8200,NYR,VGK,1,13.9,6.4
5+
Anze Kopitar,C,7700,LA,ANH,1,13.1,3.2
6+
Taylor Hall,W,7400,NJ,BUF,1,16.5,6.4
7+
Mark Stone,W,7200,VGK,NYR,2,14.5,11.7
8+
Mika Zibanejad,C,7100,NYR,VGK,2,14.8,11.2
9+
Ryan O'Reilly,C,7000,STL,CHI,2,13.1,3.2
10+
Jeff Skinner,W,7000,BUF,NJ,3,13.3,31.2
11+
Jonathan Audy-Marchessault,W,6800,VGK,NYR,1,13.5,11.2
12+
David Perron,W,6700,STL,CHI,2,10.0,10.1
13+
Mathew Barzal,C,6600,NYI,DET,1,13.0,11.2
14+
Alex Pietrangelo,D,6500,STL,CHI,18,12.2,13.3
15+
Victor Olofsson,W,6500,BUF,NJ,1,8.7,22.1
16+
Drew Doughty,D,6500,LA,ANH,20,11.5,4.8
17+
Max Pacioretty,W,6500,VGK,NYR,2,12.0,22.1
18+
Brayden Schenn,C,6400,STL,CHI,1,11.5,15.2
19+
Jonathan Toews,C,6300,CHI,STL,2,13.9,4.8
20+
Dylan Larkin,C,6300,DET,NYI,1,16.1,20.5
21+
Ryan Getzlaf,C,6200,ANH,LA,1,11.5,9.6
22+
Kyle Palmieri,W,6200,NJ,BUF,1,12.4,4.8
23+
Jakob Silfverberg,W,6200,ANH,LA,2,10.9,18.9
24+
William Karlsson,C,6200,VGK,NYR,1,11.8,13.3
25+
Alex DeBrincat,W,6100,CHI,STL,1,14.1,4.8
26+
Rickard Rakell,W,6000,ANH,LA,1,13.4,8.5
27+
Brock Nelson,C,5900,NYI,DET,2,9.8,9.6
28+
Dustin Brown,W,5700,LA,ANH,1,10.0,1.6
29+
Nico Hischier,C,5600,NJ,BUF,1,12.1,20.5
30+
Pavel Buchnevich,W,5500,NYR,VGK,2,10.3,3.2
31+
Anders Lee,W,5400,NYI,DET,1,11.3,26.9
32+
Jaden Schwartz,W,5400,STL,CHI,1,11.6,23.7
33+
Brandon Saad,W,5400,CHI,STL,2,10.1,8.0
34+
Chris Kreider,W,5400,NYR,VGK,3,11.3,3.2
35+
Kaapo Kakko,W,5400,NYR,VGK,1,12.5,1.6
36+
Anthony Beauvillier,W,5300,NYI,DET,2,9.1,15.2
37+
Ryan Strome,C,5300,NYR,VGK,1,7.8,8.0
38+
Tyler Bertuzzi,W,5200,DET,NYI,1,10.5,18.1
39+
Sam Reinhart,W,5200,BUF,NJ,1,11.9,1.6
40+
Jeff Carter,W,5200,LA,ANH,2,11.2,4.8
41+
Jordan Eberle,W,5100,NYI,DET,2,9.5,30.9
42+
Reilly Smith,W,5100,VGK,NYR,1,11.3,15.2
43+
Josh Bailey,W,4900,NYI,DET,1,9.6,17.6
44+
Rasmus Ristolainen,D,4900,BUF,NJ,51,11.5,11.2
45+
Cam Fowler,D,4800,ANH,LA,53,8.7,3.2
46+
Sami Vatanen,D,4800,NJ,BUF,54,9.6,16.5
47+
Andreas Athanasiou,W,4700,DET,NYI,2,12.1,4.8
48+
Adam Henrique,C,4700,ANH,LA,2,9.2,3.2
49+
Marcus Johansson,C,4600,BUF,NJ,2,9.0,3.2
50+
Tyler Toffoli,W,4600,LA,ANH,2,10.4,12.8
51+
Shea Theodore,D,4600,VGK,NYR,59,11.0,8.0
52+
Ryan Pulock,D,4500,NYI,DET,62,11.3,22.4
53+
Filip Chytil,W,4500,NYR,VGK,3,7.9,4.8
54+
Jacob Trouba,D,4500,NYR,VGK,64,13.2,17.6
55+
Paul Stastny,C,4500,VGK,NYR,2,10.3,8.0
56+
Blake Coleman,W,4400,NJ,BUF,3,9.3,1.6
57+
Adam Fox,D,4400,NYR,VGK,69,6.9,3.2
58+
Alex Iafallo,W,4400,LA,ANH,1,8.0,4.8
59+
Nate Schmidt,D,4400,VGK,NYR,71,9.6,11.7
60+
Filip Hronek,D,4300,DET,NYI,72,8.2,6.4
61+
P.K. Subban,D,4300,NJ,BUF,73,11.7,4.8
62+
Brandon Montour,D,4300,BUF,NJ,74,10.3,12.8
63+
Alex Tuch,W,4300,VGK,NYR,3,11.1,32.5
64+
Devon Toews,D,4200,NYI,DET,77,7.8,1.6
65+
Brent Seabrook,D,4200,CHI,STL,78,8.8,1.6
66+
Sam Steel,C,4200,ANH,LA,3,8.0,1.6
67+
Wayne Simmonds,W,4200,NJ,BUF,2,8.5,8.0
68+
Valtteri Filppula,C,4100,DET,NYI,2,6.0,1.6
69+
Robert Thomas,W,4100,STL,CHI,1,7.8,1.6
70+
Sean Walker,D,4100,LA,ANH,85,4.8,14.4
71+
Adrian Kempe,C,4000,LA,ANH,3,7.4,3.2
72+
Casey Cizikas,C,3900,NYI,DET,3,7.5,1.6
73+
Conor Sheary,W,3900,BUF,NJ,3,7.9,27.2
74+
Nikita Gusev,W,3900,NJ,BUF,3,12.5,13.3
75+
Ondrej Kase,W,3900,ANH,LA,3,12.8,6.4
76+
Hampus Lindholm,D,3900,ANH,LA,94,9.5,27.7
77+
Dennis Cholowski,D,3800,DET,NYI,95,7.5,1.6
78+
Michael Amadio,C,3800,LA,ANH,2,5.0,11.2
79+
Robby Fabbri,W,3700,DET,NYI,2,8.1,4.8
80+
Blake Lizotte,C,3700,LA,ANH,3,5.5,3.2
81+
Damon Severson,D,3700,NJ,BUF,108,8.6,3.2
82+
Tyler Bozak,W,3600,STL,CHI,3,8.5,18.4
83+
Zachary Sanford,W,3600,STL,CHI,2,6.4,0.0
84+
Alexander Nylander,W,3600,CHI,STL,2,5.9,6.4
85+
Cody Glass,W,3600,VGK,NYR,3,6.8,11.7
86+
Colin Miller,D,3600,BUF,NJ,122,9.4,4.8
87+
Travis Zajac,C,3600,NJ,BUF,3,7.3,1.6
88+
Casey Mittelstadt,C,3600,BUF,NJ,2,7.6,11.2
89+
Ivan Barbashev,W,3500,STL,CHI,3,6.1,8.0
90+
Mike Green,D,3500,DET,NYI,147,9.5,3.2
91+
Luke Glendening,W,3500,DET,NYI,1,6.8,6.4
92+
Jimmy Vesey,W,3500,BUF,NJ,2,8.7,3.2
93+
William Carrier,W,3500,VGK,NYR,3,5.2,1.6
94+
Brendan Lemieux,W,3500,NYR,VGK,2,5.9,15.2
95+
Darren Helm,W,3400,DET,NYI,3,6.5,3.2
96+
Dominik Kubalik,W,3400,CHI,STL,3,8.8,0.0
97+
Frans Nielsen,C,3400,DET,NYI,3,7.5,6.4
98+
Jesper Fast,W,3400,NYR,VGK,3,6.8,3.2
99+
Nick Ritchie,W,3400,ANH,LA,3,8.4,1.6
100+
David Kampf,C,3300,CHI,STL,3,5.8,6.4
101+
Troy Terry,W,3300,ANH,LA,1,8.1,0.0
102+
Max Jones,W,3300,ANH,LA,2,6.6,0.0
103+
Cal Clutterbuck,W,3200,NYI,DET,3,5.7,1.6
104+
Pavel Zacha,W,3200,NJ,BUF,2,7.9,1.6
105+
Johan Larsson,C,3100,BUF,NJ,3,4.2,27.2
106+
Jesper Boqvist,W,3100,NJ,BUF,2,4.5,3.2
107+
Filip Zadina,W,3000,DET,NYI,3,8.0,10.1
108+
Troy Brouwer,W,3000,STL,CHI,3,2.6,3.2
109+
Ryan Carpenter,W,3000,CHI,STL,1,5.8,1.6
110+
Matt Martin,W,3000,NYI,DET,3,4.5,1.6
111+
Austin Wagner,W,3000,LA,ANH,3,5.9,4.8

‎nhl/inputs/2019/2019-12-03/goalies.csv

+21
Original file line numberDiff line numberDiff line change
@@ -0,0 +1,21 @@
1+
Player Name,Salary,Team,Opp,Proj FP,Actual FP
2+
Frederik Andersen,8700,TOR,PHI,18.2,-1.6
3+
Jaroslav Halak,8700,BOS,CAR,17.7,39.2
4+
Andrei Vasilevskii,8600,TB,NSH,17.2,28.0
5+
Braden Holtby,8600,WAS,SJ,16.7,22.4
6+
Connor Hellebuyck,8400,WPG,DAL,18.9,29.6
7+
Darcy Kuemper,8300,ARI,CLS,19.4,30.4
8+
Anders Nilsson,8300,OTT,VAN,16.8,-7.2
9+
Martin Jones,8200,SJ,WAS,14.1,-5.6
10+
Malcolm Subban,8100,VGK,NJ,17.4,25.6
11+
Carey Price,8000,MON,NYI,19.4,20.8
12+
Anton Khudobin,7900,DAL,WPG,18.2,0.0
13+
Thomas Greiss,7900,NYI,MON,18.2,16.8
14+
Joonas Korpisalo,7800,CLS,ARI,18.4,7.2
15+
Carter Hart,7700,PHI,TOR,15.8,29.6
16+
Pekka Rinne,7600,NSH,TB,16.1,10.4
17+
Chris Driedger,7300,FLA,MIN,15.5,5.6
18+
James Reimer,7300,CAR,BOS,13.2,17.6
19+
Kaapo Kahkonen,7200,MIN,FLA,11.9,39.2
20+
Thatcher Demko,7200,VAN,OTT,19.8,36.0
21+
MacKenzie Blackwood,7100,NJ,VGK,15.7,4.8

‎nhl/inputs/2019/2019-12-03/players.csv

+225
Original file line numberDiff line numberDiff line change
@@ -0,0 +1,225 @@
1+
Player Name,Pos,Salary,Team,Opp,Line,Proj FP,Actual FP
2+
David Pastrnak,W,9400,BOS,CAR,1,17.6,14.4
3+
Alexander Ovechkin,W,9000,WAS,SJ,1,17.0,8.0
4+
Nikita Kucherov,W,8500,TB,NSH,1,18.8,24.8
5+
Auston Matthews,C,8400,TOR,PHI,1,18.1,4.8
6+
Brad Marchand,W,8300,BOS,CAR,1,16.4,16.0
7+
Aleksander Barkov,C,8000,FLA,MIN,1,16.4,18.9
8+
Tyler Seguin,C,7900,DAL,WPG,1,16.8,8.0
9+
Evgeny Kuznetsov,C,7800,WAS,SJ,1,13.1,3.2
10+
Patrik Laine,W,7700,WPG,DAL,1,13.7,26.4
11+
Brayden Point,C,7600,TB,NSH,1,14.8,3.2
12+
Claude Giroux,W,7600,PHI,TOR,2,13.3,20.0
13+
John Tavares,C,7600,TOR,PHI,2,16.9,9.6
14+
Brock Boeser,W,7500,VAN,OTT,2,14.5,10.1
15+
Logan Couture,C,7500,SJ,WAS,1,13.9,3.2
16+
Steven Stamkos,C,7400,TB,NSH,2,15.9,27.2
17+
Taylor Hall,W,7400,NJ,VGK,1,16.5,16.0
18+
Jonathan Huberdeau,W,7400,FLA,MIN,1,14.4,26.9
19+
Elias Pettersson,C,7400,VAN,OTT,2,14.6,18.9
20+
Filip Forsberg,W,7300,NSH,TB,1,14.6,1.6
21+
Mark Scheifele,C,7300,WPG,DAL,1,14.2,28.0
22+
Evander Kane,W,7300,SJ,WAS,1,13.1,18.4
23+
Mark Stone,W,7300,VGK,NJ,2,14.5,4.8
24+
Sean Couturier,C,7200,PHI,TOR,1,14.9,3.2
25+
Brendan Gallagher,W,7200,MON,NYI,1,12.6,31.2
26+
John Carlson,D,7200,WAS,SJ,31,13.8,32.8
27+
Sebastian Aho,C,7100,CAR,BOS,1,15.4,1.6
28+
Erik Karlsson,D,7000,SJ,WAS,33,14.6,6.4
29+
Teuvo Teravainen,W,6800,CAR,BOS,1,12.4,1.6
30+
T.J. Oshie,W,6800,WAS,SJ,2,10.8,14.4
31+
Blake Wheeler,C,6700,WPG,DAL,2,14.3,9.6
32+
Mathew Barzal,C,6700,NYI,MON,1,13.0,13.6
33+
David Krejci,C,6700,BOS,CAR,1,10.1,15.2
34+
Jamie Benn,W,6600,DAL,WPG,1,13.0,3.2
35+
Cam Atkinson,W,6600,CLS,ARI,1,13.1,17.6
36+
Max Pacioretty,W,6600,VGK,NJ,2,12.0,8.0
37+
Shea Weber,D,6600,MON,NYI,42,12.2,26.4
38+
Matt Duchene,C,6500,NSH,TB,2,12.0,4.8
39+
Kyle Connor,W,6500,WPG,DAL,1,13.6,34.4
40+
Zach Parise,W,6500,MIN,FLA,2,13.0,11.2
41+
Jakub Voracek,W,6500,PHI,TOR,1,12.8,0.0
42+
Brent Burns,D,6500,SJ,WAS,47,14.9,11.2
43+
Phil Kessel,W,6500,ARI,CLS,1,14.0,11.7
44+
Alexander Radulov,W,6400,DAL,WPG,1,14.2,6.4
45+
Tomas Tatar,W,6400,MON,NYI,1,10.7,1.6
46+
Andrei Svechnikov,W,6400,CAR,BOS,1,11.1,3.2
47+
Jonathan Audy-Marchessault,W,6400,VGK,NJ,1,13.5,50.9
48+
J.T. Miller,W,6300,VAN,OTT,2,9.7,13.3
49+
Travis Konecny,W,6300,PHI,TOR,2,11.1,23.2
50+
Dougie Hamilton,D,6300,CAR,BOS,58,11.7,8.0
51+
Victor Hedman,D,6200,TB,NSH,59,13.2,15.2
52+
Eric Staal,C,6200,MIN,FLA,1,11.4,3.2
53+
Brady Tkachuk,W,6200,OTT,VAN,1,13.0,20.8
54+
Kyle Palmieri,W,6100,NJ,VGK,1,12.4,24.8
55+
William Karlsson,C,6100,VGK,NJ,1,11.8,9.6
56+
Max Domi,C,6100,MON,NYI,2,11.9,8.0
57+
Jakub Vrana,W,6000,WAS,SJ,2,9.9,30.4
58+
Timo Meier,W,6000,SJ,WAS,2,14.9,1.6
59+
Roman Josi,D,5900,NSH,TB,68,13.8,8.0
60+
Vincent Trocheck,C,5900,FLA,MIN,2,14.1,1.6
61+
Gustav Nyquist,W,5900,CLS,ARI,2,10.8,1.6
62+
William Nylander,W,5900,TOR,PHI,1,11.7,4.8
63+
Evgeni Dadonov,W,5900,FLA,MIN,3,12.4,3.2
64+
Roope Hintz,C,5800,DAL,WPG,2,8.5,4.8
65+
Jason Zucker,W,5800,MIN,FLA,1,11.5,24.8
66+
Bo Horvat,C,5800,VAN,OTT,1,13.0,3.2
67+
Ondrej Palat,W,5700,TB,NSH,1,9.0,16.8
68+
Kevin Hayes,C,5700,PHI,TOR,3,10.9,8.0
69+
Torey Krug,D,5700,BOS,CAR,78,12.0,1.6
70+
Jean-Gabriel Pageau,C,5700,OTT,VAN,2,9.0,20.0
71+
Nico Hischier,C,5600,NJ,VGK,1,12.1,16.8
72+
Derick Brassard,W,5600,NYI,MON,2,7.2,6.4
73+
Pierre-Luc Dubois,C,5600,CLS,ARI,1,11.4,1.6
74+
Mike Hoffman,W,5600,FLA,MIN,1,12.5,3.2
75+
Keith Yandle,D,5600,FLA,MIN,84,10.8,18.1
76+
Brock Nelson,C,5600,NYI,MON,2,9.8,9.6
77+
John Klingberg,D,5500,DAL,WPG,86,12.5,3.2
78+
Anders Lee,W,5500,NYI,MON,1,11.3,3.2
79+
Thomas Chabot,D,5500,OTT,VAN,88,13.3,14.4
80+
Mats Zuccarello,W,5400,MIN,FLA,1,11.5,16.8
81+
Morgan Rielly,D,5400,TOR,PHI,91,13.4,8.0
82+
Nikolaj Ehlers,W,5300,WPG,DAL,2,11.7,23.2
83+
Joe Pavelski,W,5300,DAL,WPG,2,12.3,4.8
84+
Ryan Johansen,C,5300,NSH,TB,1,10.5,3.2
85+
Oliver Bjorkstrand,W,5300,CLS,ARI,2,9.6,9.6
86+
Clayton Keller,W,5300,ARI,CLS,1,12.1,20.5
87+
Ivan Provorov,D,5300,PHI,TOR,97,10.3,17.6
88+
Derek Stepan,C,5300,ARI,CLS,3,10.9,4.8
89+
Seth Jones,D,5200,CLS,ARI,99,12.9,4.8
90+
Jake DeBrusk,W,5200,BOS,CAR,2,11.2,1.6
91+
Ryan Suter,D,5200,MIN,FLA,101,9.3,1.6
92+
Reilly Smith,W,5200,VGK,NJ,1,11.3,19.7
93+
Kevin Shattenkirk,D,5100,TB,NSH,103,8.4,12.8
94+
Anthony Cirelli,C,5100,TB,NSH,2,8.5,4.8
95+
Anthony Beauvillier,W,5100,NYI,MON,2,9.1,4.8
96+
Mikael Granlund,W,5000,NSH,TB,2,11.6,0.0
97+
Phillip Danault,C,5000,MON,NYI,1,9.4,26.4
98+
Andreas Johnson,W,5000,TOR,PHI,1,9.9,6.4
99+
Jared Spurgeon,D,5000,MIN,FLA,109,10.4,0.0
100+
Nick Schmaltz,W,5000,ARI,CLS,1,10.1,1.6
101+
Aaron Ekblad,D,4900,FLA,MIN,112,10.3,3.2
102+
Nick Foligno,C,4900,CLS,ARI,3,9.1,9.6
103+
Ryan Ellis,D,4800,NSH,TB,114,11.4,11.7
104+
Miro Heiskanen,D,4800,DAL,WPG,115,10.7,16.8
105+
Alex Killorn,W,4800,TB,NSH,2,8.1,0.0
106+
Lars Eller,C,4800,WAS,SJ,2,8.4,8.0
107+
Jordan Eberle,W,4800,NYI,MON,1,9.5,9.6
108+
Oliver Ekman-Larsson,D,4800,ARI,CLS,120,10.3,1.6
109+
Tom Wilson,W,4800,WAS,SJ,1,10.4,1.6
110+
Josh Bailey,W,4700,NYI,MON,3,9.6,9.6
111+
Paul Stastny,C,4700,VGK,NJ,2,10.3,1.6
112+
Sami Vatanen,D,4700,NJ,VGK,125,9.6,6.4
113+
Kevin Fiala,W,4700,MIN,FLA,2,10.1,4.8
114+
Quinn Hughes,D,4700,VAN,OTT,127,7.2,1.6
115+
Danton Heinen,W,4700,BOS,CAR,3,8.6,11.2
116+
Kasperi Kapanen,W,4700,TOR,PHI,3,9.3,1.6
117+
Mikko Koivu,C,4700,MIN,FLA,2,8.5,0.0
118+
Charlie Coyle,C,4700,BOS,CAR,2,9.3,24.8
119+
Oskar Lindblom,W,4600,PHI,TOR,1,9.7,1.6
120+
Nate Schmidt,D,4600,VGK,NJ,133,9.6,4.8
121+
Blake Coleman,W,4600,NJ,VGK,3,9.3,17.6
122+
Jordan Staal,C,4600,CAR,BOS,2,9.5,1.6
123+
Brett Connolly,W,4600,FLA,MIN,2,8.6,8.0
124+
Tanner Pearson,W,4600,VAN,OTT,1,8.5,16.8
125+
Christian Dvorak,C,4500,ARI,CLS,3,8.3,14.9
126+
Ilya Mikheyev,W,4500,TOR,PHI,2,9.1,1.6
127+
Patrick Marleau,W,4500,SJ,WAS,1,5.8,0.0
128+
Tyson Barrie,D,4500,TOR,PHI,143,12.4,6.4
129+
Anthony Duclair,W,4500,OTT,VAN,1,8.7,16.0
130+
Alex Goligoski,D,4500,ARI,CLS,145,8.5,14.4
131+
Jeff Petry,D,4400,MON,NYI,146,9.9,24.8
132+
Kevin Labanc,W,4400,SJ,WAS,2,9.8,6.4
133+
Ryan Pulock,D,4400,NYI,MON,149,11.3,14.4
134+
Jesperi Kotkaniemi,C,4400,MON,NYI,3,9.1,0.0
135+
Yanni Gourde,W,4300,TB,NSH,3,10.2,3.2
136+
Joshua Morrissey,D,4300,WPG,DAL,154,9.6,23.2
137+
Logan Brown,C,4300,OTT,VAN,1,5.1,3.2
138+
Alex Tuch,W,4300,VGK,NJ,3,11.1,29.3
139+
Boone Jenner,C,4300,CLS,ARI,2,10.4,4.8
140+
Shea Theodore,D,4300,VGK,NJ,158,11.0,4.8
141+
Joel Armia,W,4300,MON,NYI,3,8.4,8.0
142+
Nino Niederreiter,W,4300,CAR,BOS,3,11.2,0.0
143+
Jacob Muzzin,D,4300,TOR,PHI,162,9.7,4.8
144+
Calle Jarnkrok,W,4200,NSH,TB,1,6.9,15.2
145+
P.K. Subban,D,4200,NJ,VGK,165,11.7,1.6
146+
Artturi Lehkonen,W,4200,MON,NYI,2,8.9,4.8
147+
Matt Niskanen,D,4100,PHI,TOR,171,8.1,9.6
148+
Charles McAvoy,D,4100,BOS,CAR,172,10.3,9.6
149+
Colin White,W,4100,OTT,VAN,3,9.7,11.2
150+
Connor Brown,W,4100,OTT,VAN,2,6.7,4.8
151+
Morgan Frost,C,4100,PHI,TOR,2,8.4,4.8
152+
Dmitry Orlov,D,4100,WAS,SJ,176,7.6,9.6
153+
Neal Pionk,D,4000,WPG,DAL,178,9.2,16.0
154+
Conor Garland,W,4000,ARI,CLS,2,8.8,3.2
155+
Josh Leivo,W,4000,VAN,OTT,1,7.6,4.8
156+
Wayne Simmonds,W,4000,NJ,VGK,2,8.5,3.2
157+
Joel Eriksson Ek,C,3900,MIN,FLA,3,7.1,1.6
158+
Vincent Hinostroza,W,3900,ARI,CLS,3,9.8,1.6
159+
Zach Hyman,W,3900,TOR,PHI,2,9.3,3.2
160+
Barclay Goodrow,W,3900,SJ,WAS,2,5.8,6.4
161+
Nikita Gusev,W,3900,NJ,VGK,3,12.5,4.8
162+
Jack Roslovic,W,3800,WPG,DAL,2,6.8,1.6
163+
Craig Smith,W,3800,NSH,TB,3,9.7,3.2
164+
Nick Suzuki,W,3800,MON,NYI,2,8.7,14.4
165+
Joe Thornton,C,3800,SJ,WAS,3,8.3,3.2
166+
Martin Necas,W,3800,CAR,BOS,3,5.6,0.0
167+
Cedric Paquette,C,3700,TB,NSH,3,5.6,4.8
168+
Radek Faksa,C,3700,DAL,WPG,3,7.7,3.2
169+
Nick Bonino,C,3700,NSH,TB,3,7.5,0.0
170+
Blake Comeau,W,3700,DAL,WPG,3,5.7,0.0
171+
Scott Laughton,W,3700,PHI,TOR,3,7.0,13.6
172+
Tyler Myers,D,3700,VAN,OTT,210,9.4,6.4
173+
Damon Severson,D,3700,NJ,VGK,213,8.6,20.8
174+
Devon Toews,D,3700,NYI,MON,216,7.8,1.6
175+
Sean Kuraly,C,3700,BOS,CAR,3,6.6,3.2
176+
Mathew Dumba,D,3700,MIN,FLA,222,12.7,9.6
177+
Jordan Greenway,W,3700,MIN,FLA,3,7.0,1.6
178+
Jakob Chychrun,D,3700,ARI,CLS,225,10.0,6.4
179+
Andrew Copp,W,3600,WPG,DAL,3,6.8,1.6
180+
Travis Zajac,C,3600,NJ,VGK,3,7.3,4.8
181+
Joel Farabee,W,3600,PHI,TOR,3,7.2,16.8
182+
Adam Gaudette,W,3600,VAN,OTT,3,5.3,19.2
183+
Casey Cizikas,C,3600,NYI,MON,3,7.5,3.2
184+
Warren Foegele,W,3600,CAR,BOS,2,5.9,0.0
185+
Jason Spezza,C,3600,TOR,PHI,3,6.7,9.6
186+
Carl Soderberg,C,3600,ARI,CLS,2,8.6,29.6
187+
Chris Tierney,C,3600,OTT,VAN,3,8.9,1.6
188+
Marcus Sorensen,W,3500,SJ,WAS,3,6.6,0.0
189+
Ryan Murray,D,3500,CLS,ARI,309,8.7,16.5
190+
Frank Vatrano,W,3500,FLA,MIN,3,10.3,9.6
191+
Cody Glass,W,3500,VGK,NJ,3,6.8,1.6
192+
Erik Brannstrom,D,3500,OTT,VAN,343,7.9,9.6
193+
William Carrier,W,3500,VGK,NJ,3,5.2,1.6
194+
Robert Hagg,D,3500,PHI,TOR,373,7.2,0.0
195+
Nicholas Paul,W,3500,OTT,VAN,2,7.8,3.2
196+
Adam Lowry,C,3400,WPG,DAL,3,7.3,3.2
197+
Anders Bjork,W,3400,BOS,CAR,3,5.0,1.6
198+
Richard Panik,W,3400,WAS,SJ,3,8.7,3.2
199+
Lucas Wallmark,C,3400,CAR,BOS,3,6.8,3.2
200+
Tyler Ennis,W,3400,OTT,VAN,3,6.5,13.6
201+
Alexandre Texier,W,3400,CLS,ARI,1,8.6,13.6
202+
Luke Kunin,W,3400,MIN,FLA,3,8.2,20.0
203+
Denis Gurianov,W,3300,DAL,WPG,2,5.1,3.2
204+
Denis Malgin,W,3300,FLA,MIN,2,7.5,1.6
205+
Nicolas Petan,W,3300,TOR,PHI,3,4.3,0.0
206+
Travis Boyd,W,3300,WAS,SJ,3,4.8,3.2
207+
Sonny Milano,W,3300,CLS,ARI,3,7.6,10.1
208+
Rocco Grimaldi,W,3200,NSH,TB,3,6.7,3.2
209+
Nikolay Goldobin,W,3200,VAN,OTT,3,6.8,0.0
210+
Brock McGinn,W,3200,CAR,BOS,2,7.1,1.6
211+
Chandler Stephenson,C,3200,WAS,SJ,3,3.8,0.0
212+
Nick Cousins,W,3200,MON,NYI,3,7.2,4.8
213+
Pavel Zacha,C,3200,NJ,VGK,2,7.9,8.0
214+
Cal Clutterbuck,W,3200,NYI,MON,3,5.7,3.2
215+
Andrew Cogliano,W,3100,DAL,WPG,3,6.0,1.6
216+
Jack Studnicka,C,3100,BOS,CAR,2,0.0,0.0
217+
Jesper Boqvist,W,3100,NJ,VGK,2,4.5,3.2
218+
Emil Bemstrom,W,3100,CLS,ARI,3,9.0,0.0
219+
Dominic Toninato,W,3100,FLA,MIN,3,2.4,3.2
220+
Melker Karlsson,W,3100,SJ,WAS,3,5.5,24.8
221+
Patrick Maroon,W,3000,TB,NSH,3,6.2,3.2
222+
Mathieu Perreault,W,3000,WPG,DAL,3,6.8,3.2
223+
Daniel Carr,W,3000,NSH,TB,2,7.3,4.8
224+
Barrett Hayton,W,3000,ARI,CLS,2,7.6,0.0
225+
Antoine Roussel,W,3000,VAN,OTT,3,7.2,20.0

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