Saturday, February 8, 2020

Estimating Three Point Shooting Talent in the NBA

As the NBA continues to downsize and teams covet versatile wing players who space the floor on offense and can be assets in creating stingy defensive systems, identifying players who can effectively shoot from beyond the three point arc has become imperative for NBA front offices and public analysts alike. 

The concept of regression and variance in small samples is often lost on the casual fan and those who broadcast NBA games. When watching a game, you might hear a broadcaster cite a player's three point percentage on the year and pontificate as if it is representative of his talent as a shooter. This is not the case. Take Jae Crowder's 2016-2017 season: he shot 39.8 percent from three while shooting 32.2 percent combined in his nine other seasons in the league, per basketball reference. At the conclusion of that 2016-2017 season, Crowder was considered to have one of the best contracts in the league and an encapsulation of the league's move towards favoring front-court marksmen. So how could a 32 percent three point shooter knock down almost 40 percent of his threes in a given season? I failed to mention that in 2016-2017 Jae Crowder shot 394 three point shots, which based on research done by Darryl Blackport (the purveyor of pbpstats) at Nylon Calculus, is a little more than half the amount of three pointers required before we can be confident in a player's three point percentage (which is 750 attempts). 

I sought develop a systematic method for estimating a player's shooting talent. The method is as follows: a created a multiple linear regression model with three point volume per minute, three point attempt rate, and free throw percentage as an input. My rationale was good three point shooters are going to take a lot of threes when they are on the court, they are going to provide a large proportion of their total shots, and they are going to be good free throw shooters (we often have a larger sample of free throws for players compared to that of three point shots). This was the basis for my expected three point percentage model. Then, to obtain my estimate of a player's shooting ability, I took a weighted average of a player's actual three point percentage and his expected three point shooting percentage, weighted by actual three point attempts and 750 three point attempts respectively. 

The following plot highlights some of the most prolific shooters based on their regressed expected percentage: 


The names highlighted should not be surprising for the most part. Gary Trent looks to have been a great find for Portland in the second round a couple of years ago as has Georges Niang when Utah picked him up from the G-League. Ben McLemore has had a nice NBA return in Houston. 

Next I looked at the most high-volume shooters on a per minute basis (at least 10 per 36 minutes) and looked at how they fared with their expected three point percentage: 


I was not too surprised to see that in general players who shoot a high volume of threes tend to under-perform their expected three point percentage. If a player is taking a lot of threes, it is reasonable to assume that player is taking a plethora of difficult shots. 

Basketball provides us with a bevy of statistics, thus there are an endless amount of methods for trying to estimate a players shooting ability. This is just my first stab at it. But as I talked about in the introduction, being able to identify the players who can most effectively stretch a defense is increasingly important. Teams are continuing to increase their three point attempt rate and league-wide offensive efficiency as a result. Being able to find players who may be better shooters than their raw three point percentage suggests, or conversely players who are shooting over their heads, will continue to be of the utmost importance to league executives. As fans and analyst, understanding this phenomenon will be essential in understanding how teams construct their rosters. 


Below is a table with the data from the output of the model and the data used to make the visualizations above: 

player age mp three_per_36 xthree_percent reg_xthree_pct three_percent three_pct_abv_exp
Duncan Robinson 25.00 1,468.00 9.69 46.69% 45.79% 44.10% -1.69%
Dāvis Bertāns 27.00 1,205.00 10.31 45.20% 44.57% 43.20% -1.37%
J.J. Redick 35.00 1,280.00 8.61 42.21% 43.34% 46.10% 2.76%
Kyle Korver 38.00 752.00 8.57 43.47% 43.17% 41.90% -1.27%
Landry Shamet 22.00 971.00 7.53 43.42% 42.67% 39.90% -2.77%
Tony Snell 28.00 1,272.00 5.89 43.00% 42.44% 40.40% -2.04%
Paul George 29.00 901.00 10.39 42.66% 41.97% 40.00% -1.97%
Sviatoslav Mykhailiuk 22.00 1,019.00 7.81 41.80% 41.96% 42.50% 0.54%
Ben McLemore 26.00 1,230.00 10.10 43.45% 41.73% 38.00% -3.73%
Georges Niang 26.00 616.00 8.06 41.66% 41.71% 42.00% 0.29%
Danilo Gallinari 31.00 1,349.00 8.70 41.77% 41.38% 40.50% -0.88%
Patty Mills 31.00 1,183.00 9.68 42.28% 41.31% 39.00% -2.31%
Gary Trent 21.00 690.00 7.41 41.30% 41.22% 40.80% -0.42%
Bojan Bogdanović 30.00 1,662.00 8.21 40.26% 41.01% 42.50% 1.49%
Patrick Patterson 30.00 570.00 8.34 41.55% 40.89% 37.10% -3.79%
Damian Lillard 29.00 1,893.00 9.76 41.52% 40.82% 39.80% -1.02%
Seth Curry 29.00 1,107.00 7.51 40.40% 40.68% 41.60% 0.92%
Kemba Walker 29.00 1,377.00 9.86 41.50% 40.66% 39.00% -1.66%
James Harden 30.00 1,813.00 12.41 44.35% 40.56% 36.00% -4.56%
Terence Davis 22.00 892.00 7.10 40.22% 40.55% 42.00% 1.45%
Buddy Hield 27.00 1,709.00 10.70 42.18% 40.33% 37.60% -2.73%
Devonte' Graham 24.00 1,795.00 9.59 41.46% 40.08% 37.90% -2.18%
Bryn Forbes 26.00 1,289.00 8.71 41.17% 39.92% 36.90% -3.02%
Tim Hardaway 27.00 1,328.00 8.95 40.10% 39.88% 39.40% -0.48%
Doug McDermott 28.00 1,089.00 7.54 38.36% 39.84% 44.70% 4.86%
Mike Scott 31.00 924.00 6.86 41.01% 39.81% 34.70% -5.11%
Luke Kennard 23.00 922.00 7.15 39.74% 39.77% 39.90% 0.13%
Langston Galloway 28.00 1,395.00 6.94 39.74% 39.76% 39.80% 0.04%
Maxi Kleber 28.00 1,278.00 6.11 39.91% 39.64% 38.70% -0.94%
D'Angelo Russell 23.00 1,060.00 10.90 40.43% 39.52% 37.40% -2.12%
Cameron Johnson 23.00 769.00 8.01 39.37% 39.23% 38.60% -0.63%
Eric Gordon 31.00 823.00 10.80 41.20% 39.22% 33.20% -6.02%
Malik Beasley 23.00 746.00 7.77 39.76% 39.10% 36.00% -3.10%
Justin Holiday 30.00 1,319.00 6.25 37.68% 38.88% 42.80% 3.92%
Kevin Love 31.00 1,413.00 7.80 39.15% 38.88% 38.20% -0.68%
Trae Young 21.00 1,642.00 9.60 39.83% 38.79% 37.00% -1.79%
Khris Middleton 28.00 1,290.00 6.61 37.12% 38.75% 43.90% 5.15%
Kelly Olynyk 28.00 888.00 5.92 38.65% 38.71% 39.00% 0.29%
Nemanja Bjelica 31.00 1,447.00 5.82 36.92% 38.70% 44.40% 5.70%
Kyle Lowry 33.00 1,492.00 8.01 40.25% 38.61% 34.90% -3.71%
Karl-Anthony Towns 24.00 1,116.00 8.58 37.87% 38.59% 40.60% 2.01%
Terrence Ross 28.00 1,320.00 9.38 41.37% 38.52% 32.30% -6.22%
Kyrie Irving 27.00 658.00 7.77 38.33% 38.50% 39.40% 0.90%
Kevin Huerter 21.00 1,251.00 6.99 38.08% 38.42% 39.50% 1.08%
Jordan Clarkson 27.00 1,191.00 8.55 38.97% 38.35% 36.70% -1.65%
Evan Fournier 27.00 1,608.00 7.37 37.38% 38.30% 40.40% 2.10%
Terry Rozier 25.00 1,747.00 7.11 37.97% 38.23% 38.80% 0.57%
Marcus Morris 30.00 1,387.00 6.85 36.22% 38.22% 43.90% 5.68%
Marcus Smart 25.00 1,260.00 7.34 39.32% 38.21% 35.00% -3.21%
Robert Covington 29.00 1,466.00 8.01 39.73% 38.21% 34.70% -3.51%
Joe Ingles 32.00 1,531.00 6.09 37.25% 38.19% 40.90% 2.71%
Vince Carter 43.00 723.00 8.37 40.45% 38.17% 28.00% -10.17%
Furkan Korkmaz 22.00 1,096.00 8.31 37.78% 38.11% 39.10% 0.99%
Tyler Herro 20.00 1,273.00 7.13 37.59% 38.02% 39.30% 1.28%
Danny Green 32.00 1,223.00 7.39 38.05% 37.99% 37.80% -0.19%
Taurean Waller-Prince 25.00 1,485.00 8.27 39.25% 37.99% 35.20% -2.79%
Josh Hart 24.00 1,268.00 7.50 38.89% 37.93% 35.20% -2.73%
Fred VanVleet 25.00 1,512.00 6.83 37.18% 37.88% 39.70% 1.82%
Danuel House 26.00 1,411.00 6.51 37.94% 37.85% 37.60% -0.25%
Wesley Matthews 33.00 1,169.00 6.16 37.91% 37.83% 37.50% -0.33%
Isaiah Thomas 30.00 925.00 7.36 36.93% 37.81% 41.30% 3.49%
Jaren Jackson 20.00 1,400.00 8.23 36.71% 37.78% 40.30% 2.52%
Nicolò Melli 29.00 604.00 6.74 37.80% 37.72% 37.20% -0.52%
Bogdan Bogdanović 27.00 1,132.00 9.00 37.41% 37.62% 38.20% 0.58%
George Hill 33.00 928.00 5.08 35.16% 37.53% 51.10% 13.57%
Marvin Williams 33.00 808.00 5.21 37.46% 37.48% 37.60% 0.12%
Norman Powell 26.00 1,072.00 6.45 36.77% 37.45% 40.10% 2.65%
Lauri Markkanen 22.00 1,395.00 7.59 38.63% 37.44% 34.40% -3.04%
Royce O'Neale 26.00 1,489.00 3.65 36.65% 37.39% 41.10% 3.71%
JaMychal Green 29.00 877.00 6.65 37.59% 37.38% 36.40% -0.98%
Zach LaVine 24.00 1,821.00 8.20 37.35% 37.33% 37.30% -0.03%
Semi Ojeleye 25.00 738.00 3.90 37.54% 37.29% 35.00% -2.29%
Joe Harris 28.00 1,532.00 6.89 35.98% 37.28% 40.60% 3.32%
Aaron Holiday 23.00 1,109.00 5.75 36.19% 37.26% 41.80% 4.54%
Trevor Ariza 34.00 1,036.00 5.14 37.53% 37.25% 35.80% -1.45%
Garrett Temple 33.00 1,277.00 8.01 38.96% 37.16% 32.40% -4.76%
Brandon Ingram 22.00 1,601.00 6.63 35.98% 37.12% 40.00% 2.88%
P.J. Tucker 34.00 1,815.00 4.19 37.42% 37.11% 36.00% -1.11%
Terrance Ferguson 21.00 960.00 4.88 37.97% 37.01% 31.50% -5.51%
Jayson Tatum 21.00 1,590.00 7.22 36.40% 36.94% 38.20% 1.26%
Dillon Brooks 24.00 1,475.00 6.69 36.00% 36.91% 39.40% 2.49%
Nicolas Batum 31.00 505.00 3.49 37.40% 36.86% 28.60% -8.26%
Marco Belinelli 33.00 675.00 6.83 37.00% 36.84% 35.90% -0.94%
Shabazz Napier 28.00 874.00 6.80 38.08% 36.79% 30.90% -5.89%
Goran Dragić 33.00 1,124.00 7.30 35.90% 36.74% 39.50% 2.76%
Darius Garland 20.00 1,555.00 6.18 36.96% 36.71% 36.00% -0.71%
Jae Crowder 29.00 1,322.00 7.24 39.27% 36.66% 29.30% -7.36%
Alec Burks 28.00 1,390.00 5.80 36.34% 36.61% 37.50% 0.89%
Jevon Carter 24.00 529.00 5.17 36.27% 36.56% 39.50% 2.94%
Markieff Morris 30.00 947.00 6.77 35.89% 36.54% 39.30% 2.76%
Justin Jackson 24.00 764.00 6.13 37.23% 36.28% 30.80% -5.48%
Jeff Green 33.00 553.00 6.77 36.73% 36.24% 32.70% -3.54%
Anthony Tolliver 34.00 619.00 5.99 36.93% 36.23% 31.10% -5.13%
Luka Dončić 20.00 1,411.00 10.00 38.24% 36.14% 32.10% -4.04%
Kentavious Caldwell-Pope 26.00 1,281.00 4.86 34.85% 36.11% 41.60% 5.49%
Jordan Poole 20.00 947.00 7.64 38.70% 36.10% 26.40% -9.70%
Kendrick Nunn 24.00 1,455.00 6.78 36.26% 36.03% 35.40% -0.63%
Allen Crabbe 27.00 598.00 6.44 36.65% 35.92% 30.80% -5.12%
Donovan Mitchell 23.00 1,718.00 6.92 35.96% 35.91% 35.80% -0.11%
Ryan Arcidiacono 25.00 728.00 5.29 35.15% 35.89% 41.10% 5.21%
Kristaps Porziņģis 24.00 1,215.00 7.79 36.18% 35.88% 35.00% -0.88%
Abdel Nader 26.00 553.00 5.27 35.84% 35.83% 35.80% -0.03%
Dennis Schröder 26.00 1,587.00 6.10 34.80% 35.83% 38.70% 2.87%
Kawhi Leonard 28.00 1,254.00 6.32 35.37% 35.81% 37.30% 1.49%
Bradley Beal 26.00 1,533.00 8.01 37.13% 35.71% 32.60% -3.11%
Brook Lopez 31.00 1,304.00 6.35 38.10% 35.68% 27.80% -7.88%
Devin Booker 23.00 1,760.00 5.36 35.34% 35.67% 36.60% 0.93%
Coby White 19.00 1,277.00 7.87 36.13% 35.66% 34.40% -1.26%
Solomon Hill 28.00 901.00 5.87 35.08% 35.58% 38.10% 2.52%
Lou Williams 33.00 1,430.00 6.24 35.70% 35.55% 35.10% -0.45%
Dario Šarić 25.00 1,189.00 5.60 36.52% 35.50% 31.40% -4.10%
Dorian Finney-Smith 26.00 1,546.00 5.08 34.53% 35.43% 38.50% 3.07%
D.J. Augustin 32.00 1,013.00 4.83 35.57% 35.42% 34.60% -0.82%
Chris Paul 34.00 1,615.00 5.04 35.41% 35.40% 35.40% 0.00%
Damyean Dotson 25.00 776.00 6.96 35.28% 35.40% 36.00% 0.60%
Ersan Ä°lyasova 32.00 753.00 5.35 35.06% 35.38% 37.50% 2.12%
Damion Lee 27.00 1,006.00 5.08 35.47% 35.32% 34.50% -0.82%
CJ McCollum 28.00 1,747.00 7.01 33.98% 35.30% 38.20% 2.90%
Jamal Murray 22.00 1,342.00 5.74 35.89% 35.29% 33.20% -2.09%
Matthew Dellavedova 29.00 565.00 4.27 36.85% 35.17% 16.40% -18.77%
Gorgui Dieng 30.00 778.00 5.55 34.64% 35.15% 38.30% 3.15%
Mike Conley 32.00 860.00 6.40 34.98% 35.13% 35.90% 0.77%
Sterling Brown 24.00 510.00 5.93 35.40% 35.07% 32.10% -2.97%
Blake Griffin 30.00 512.00 7.80 36.45% 34.88% 24.30% -10.58%
Michael Porter 21.00 556.00 5.70 33.87% 34.85% 43.20% 8.35%
Kent Bazemore 30.00 1,265.00 5.38 35.39% 34.77% 32.30% -2.47%
Donte DiVincenzo 23.00 1,043.00 5.76 34.81% 34.68% 34.10% -0.58%
Kelly Oubre 24.00 1,724.00 5.68 33.64% 34.48% 36.80% 2.32%
Cedi Osman 24.00 1,502.00 5.97 32.83% 34.47% 39.40% 4.93%
Gordon Hayward 29.00 1,110.00 4.48 33.75% 34.47% 38.40% 3.93%
Rudy Gay 33.00 1,016.00 5.17 34.98% 34.41% 31.50% -2.91%
Marc Gasol 35.00 974.00 4.58 33.44% 34.41% 40.30% 5.89%
Malcolm Brogdon 27.00 1,165.00 4.98 34.72% 34.40% 32.90% -1.50%
James Ennis 29.00 776.00 4.92 34.31% 34.38% 34.90% 0.52%
Glenn Robinson 26.00 1,516.00 4.04 33.10% 34.37% 40.00% 5.63%
Frank Jackson 21.00 531.00 6.37 34.84% 34.28% 29.80% -4.48%
Frank Ntilikina 21.00 959.00 4.02 34.59% 34.24% 31.80% -2.44%
Pascal Siakam 25.00 1,431.00 5.99 33.57% 34.18% 36.10% 1.92%
Tomáš Satoranský 28.00 1,513.00 3.93 34.17% 34.13% 33.90% -0.23%
Josh Richardson 26.00 1,213.00 5.46 34.30% 34.08% 33.20% -0.88%
Austin Rivers 27.00 1,142.00 6.12 33.96% 34.07% 34.50% 0.43%
Cam Reddish 20.00 1,197.00 5.65 34.83% 34.04% 30.90% -3.14%
Rodney Hood 27.00 619.00 4.13 32.59% 34.03% 49.30% 15.27%
Anfernee Simons 20.00 1,173.00 5.43 34.41% 33.98% 32.20% -1.78%
Tyler Johnson 27.00 515.00 5.80 34.52% 33.96% 28.90% -5.06%
Kyle Kuzma 24.00 1,020.00 6.64 34.16% 33.93% 33.00% -0.93%
Patrick Beverley 31.00 1,121.00 5.65 33.33% 33.91% 36.40% 2.49%
Lonzo Ball 22.00 1,395.00 7.38 32.96% 33.91% 36.40% 2.49%
Spencer Dinwiddie 26.00 1,549.00 7.20 34.87% 33.91% 31.60% -2.31%
Will Barton 29.00 1,598.00 5.14 32.55% 33.87% 38.20% 4.33%
Miles Bridges 21.00 1,554.00 5.21 33.76% 33.86% 34.20% 0.34%
De'Andre Hunter 22.00 1,557.00 5.43 33.85% 33.79% 33.60% -0.19%
Jaylen Brown 23.00 1,413.00 5.71 32.54% 33.68% 37.50% 3.82%
Myles Turner 23.00 1,219.00 5.17 33.52% 33.67% 34.30% 0.63%
Malik Monk 21.00 997.00 6.10 35.25% 33.66% 26.60% -7.06%
Tobias Harris 27.00 1,817.00 5.19 32.73% 33.65% 36.30% 2.65%
Matisse Thybulle 22.00 919.00 4.74 33.06% 33.64% 37.20% 3.56%
Jordan McRae 28.00 654.00 5.83 32.96% 33.55% 37.70% 4.15%
Omari Spellman 22.00 886.00 4.47 32.70% 33.52% 39.10% 5.58%
Jerami Grant 25.00 1,326.00 4.75 31.73% 33.29% 40.00% 6.71%
Gary Harris 25.00 1,380.00 4.54 34.05% 33.27% 29.90% -3.37%
Avery Bradley 29.00 826.00 4.49 33.29% 33.25% 33.00% -0.25%
Jeremy Lamb 27.00 1,174.00 4.35 33.24% 33.22% 33.10% -0.12%
Aron Baynes 33.00 756.00 6.00 33.20% 33.21% 33.30% 0.09%
Meyers Leonard 27.00 987.00 4.34 31.62% 33.16% 42.90% 9.74%
Paul Millsap 34.00 798.00 3.38 32.31% 33.13% 41.30% 8.17%
Derrick White 25.00 1,166.00 3.83 32.56% 33.09% 36.30% 3.21%
Brad Wanamaker 30.00 937.00 2.84 32.75% 33.09% 36.50% 3.41%
Kevin Knox 20.00 947.00 6.42 33.18% 33.05% 32.50% -0.55%
Carmelo Anthony 35.00 1,205.00 4.24 32.37% 33.05% 36.60% 3.55%
Alex Caruso 25.00 874.00 3.67 32.56% 33.04% 37.10% 4.06%
Andrew Wiggins 24.00 1,455.00 6.80 32.91% 32.96% 33.10% 0.14%
Nikola Vučević 29.00 1,307.00 5.37 32.29% 32.93% 35.40% 2.47%
Dewayne Dedmon 30.00 541.00 4.72 34.16% 32.91% 19.70% -13.21%
Eric Bledsoe 30.00 1,155.00 4.77 32.50% 32.86% 34.60% 1.74%
Cory Joseph 28.00 1,261.00 3.17 32.49% 32.82% 35.10% 2.28%
E'Twaun Moore 30.00 782.00 6.58 31.80% 32.76% 37.80% 5.04%
Ky Bowman 22.00 827.00 3.92 32.54% 32.74% 34.40% 1.66%
Collin Sexton 21.00 1,677.00 4.06 31.63% 32.71% 37.00% 4.29%
Keita Bates-Diop 24.00 646.00 5.24 32.63% 32.67% 33.00% 0.33%
Jalen Brunson 23.00 935.00 4.27 32.11% 32.49% 35.10% 2.61%
Jrue Holiday 29.00 1,496.00 6.04 31.87% 32.48% 34.30% 1.82%
Pat Connaughton 27.00 844.00 4.31 32.65% 32.42% 30.70% -1.72%
Al Horford 33.00 1,485.00 5.24 32.14% 32.31% 32.90% 0.59%
LeBron James 35.00 1,674.00 6.34 31.40% 32.31% 34.60% 2.29%
Treveon Graham 26.00 772.00 4.57 33.10% 32.22% 25.50% -6.72%
Trey Lyles 24.00 916.00 4.79 31.71% 32.20% 35.20% 3.00%
Monte Morris 24.00 1,089.00 3.64 31.18% 32.19% 39.10% 6.91%
Jeff Teague 31.00 1,197.00 3.01 31.43% 32.08% 37.00% 4.92%
Harrison Barnes 27.00 1,767.00 3.73 31.32% 32.04% 35.00% 2.96%
Bobby Portis 24.00 1,089.00 4.96 31.43% 31.97% 34.70% 2.73%
Chris Boucher 27.00 569.00 4.81 32.17% 31.87% 28.90% -2.97%
Joel Embiid 25.00 1,129.00 4.59 31.57% 31.85% 33.30% 1.45%
Ricky Rubio 29.00 1,392.00 3.70 31.49% 31.83% 33.60% 1.77%
Frank Kaminsky 26.00 718.00 5.62 31.37% 31.81% 34.80% 2.99%
LaMarcus Aldridge 34.00 1,554.00 3.06 30.01% 31.76% 41.70% 9.94%
Rajon Rondo 33.00 735.00 4.60 31.71% 31.73% 31.90% 0.17%
Wesley Iwundu 25.00 693.00 3.01 31.75% 31.70% 31.00% -0.70%
Mikal Bridges 23.00 1,317.00 2.92 31.59% 31.62% 31.80% 0.18%
John Collins 22.00 850.00 4.19 31.09% 31.59% 35.40% 3.81%
Kevin Porter 19.00 892.00 4.80 31.20% 31.53% 33.60% 2.07%
Nikola Jokić 24.00 1,680.00 4.29 31.01% 31.43% 33.00% 1.57%
Derrick Rose 31.00 1,163.00 4.02 31.35% 31.37% 31.50% 0.13%
Derrick Jones 22.00 919.00 3.72 31.87% 31.37% 27.40% -3.97%
De'Anthony Melton 21.00 709.00 3.45 31.52% 31.35% 29.40% -1.95%
T.J. Warren 26.00 1,576.00 3.38 30.07% 31.34% 37.80% 6.46%
OG Anunoby 22.00 1,477.00 4.29 30.03% 31.33% 36.90% 5.57%
Mario Hezonja 24.00 628.00 3.04 31.48% 31.27% 28.30% -2.97%
Draymond Green 29.00 1,132.00 3.82 31.49% 31.05% 28.30% -2.75%
Sekou Doumbouya 19.00 526.00 4.65 31.06% 31.05% 30.90% -0.15%
Shai Gilgeous-Alexander 21.00 1,851.00 3.58 30.37% 31.03% 33.70% 2.67%
Anthony Davis 26.00 1,487.00 3.53 30.92% 31.01% 31.50% 0.49%
Josh Okogie 21.00 1,170.00 3.78 32.05% 30.97% 24.40% -6.57%
Delon Wright 27.00 1,053.00 2.94 29.91% 30.79% 38.40% 7.61%
PJ Washington 21.00 1,319.00 4.04 28.89% 30.71% 39.90% 9.19%
Darius Bazley 19.00 906.00 3.97 30.77% 30.68% 30.00% -0.68%
Serge Ibaka 30.00 1,130.00 3.92 29.16% 30.66% 39.80% 9.14%
Elie Okobo 22.00 556.00 3.76 29.86% 30.43% 37.90% 7.47%
Patrick McCaw 24.00 687.00 2.78 29.96% 30.34% 35.80% 5.46%
Tyus Jones 23.00 983.00 3.15 29.39% 30.32% 38.40% 8.08%
Caris LeVert 25.00 660.00 5.13 29.53% 30.28% 36.20% 5.92%
Mo Bamba 21.00 720.00 4.15 29.88% 30.26% 33.70% 3.44%
Jabari Parker 24.00 837.00 4.95 30.76% 30.26% 27.00% -3.26%
Jonathan Isaac 22.00 949.00 3.45 29.91% 30.25% 33.00% 2.75%
Christian Wood 24.00 915.00 3.58 29.21% 30.21% 38.50% 8.29%
Troy Brown 20.00 1,231.00 3.33 29.52% 30.13% 34.20% 4.07%
Larry Nance 27.00 1,073.00 4.06 29.25% 30.11% 35.50% 5.39%
Torrey Craig 29.00 667.00 4.16 30.00% 29.87% 28.60% -1.27%
Alfonzo McKinnie 27.00 500.00 3.89 30.30% 29.76% 22.20% -7.56%
Lonnie Walker 21.00 563.00 3.71 28.72% 29.63% 41.40% 11.77%
Grant Williams 21.00 771.00 3.18 29.78% 29.51% 26.50% -3.01%
Thaddeus Young 31.00 1,226.00 4.99 28.41% 29.46% 34.10% 4.64%
Michael Carter-Williams 28.00 510.00 3.18 29.51% 29.35% 26.70% -2.65%
Emmanuel Mudiay 23.00 697.00 3.56 28.83% 29.34% 34.80% 5.46%
Kris Dunn 25.00 1,269.00 3.18 29.66% 29.18% 25.90% -3.28%
Aaron Gordon 24.00 1,468.00 4.46 28.73% 29.02% 30.20% 1.18%
Jimmy Butler 30.00 1,516.00 2.61 29.41% 28.91% 25.50% -3.41%
Giannis Antetokounmpo 25.00 1,449.00 5.79 28.08% 28.85% 31.30% 2.45%
Ja Morant 20.00 1,367.00 2.48 27.54% 28.74% 38.30% 9.56%
Ish Smith 31.00 1,315.00 3.48 27.39% 28.66% 36.20% 7.54%
Cody Martin 24.00 591.00 3.29 28.85% 28.65% 25.90% -2.75%
Julius Randle 25.00 1,623.00 4.44 29.19% 28.62% 26.50% -2.12%
Russell Westbrook 31.00 1,547.00 4.12 29.70% 28.55% 23.70% -4.85%
Isaac Bonga 20.00 799.00 1.71 27.99% 28.54% 39.50% 10.96%
Brandon Clarke 23.00 982.00 1.80 27.61% 28.42% 40.80% 12.38%
Rui Hachimura 21.00 784.00 2.39 28.63% 28.27% 23.10% -5.17%
Eric Paschall 23.00 1,262.00 2.77 28.09% 28.18% 28.90% 0.72%
Rodney McGruder 28.00 650.00 3.93 28.16% 28.05% 26.80% -1.25%
Thon Maker 22.00 582.00 2.72 27.70% 27.92% 31.80% 3.88%
Dejounte Murray 23.00 1,140.00 2.15 27.13% 27.81% 35.30% 7.49%
Dwayne Bacon 24.00 673.00 3.58 27.53% 27.60% 28.40% 0.80%
De'Aaron Fox 22.00 1,044.00 3.66 27.04% 27.55% 31.10% 3.55%
RJ Barrett 19.00 1,299.00 4.02 26.47% 27.55% 33.10% 5.55%
Bruce Brown 23.00 1,408.00 2.15 26.75% 27.53% 34.50% 6.97%
Thomas Bryant 22.00 738.00 2.15 26.69% 27.10% 34.10% 7.00%
Kenrich Williams 25.00 779.00 4.44 27.22% 27.08% 26.00% -1.08%
Jonas Valančiūnas 27.00 1,270.00 2.01 25.95% 27.00% 38.00% 11.00%
Daniel Theis 27.00 1,016.00 2.13 26.30% 26.70% 31.70% 5.00%
Markelle Fultz 21.00 1,423.00 2.18 26.48% 26.39% 25.60% -0.79%
Jarrett Culver 20.00 1,208.00 5.36 26.03% 26.25% 27.20% 0.95%
Maurice Harkless 26.00 1,141.00 2.30 25.08% 26.14% 37.00% 10.86%
Robin Lopez 31.00 665.00 3.74 25.56% 25.85% 29.00% 3.15%
DeMar DeRozan 30.00 1,754.00 0.60 25.59% 25.67% 27.60% 1.93%
T.J. McConnell 27.00 967.00 0.48 25.24% 25.34% 30.80% 5.46%
Cody Zeller 27.00 1,111.00 2.17 25.24% 25.25% 25.40% 0.15%
Marquese Chriss 22.00 874.00 1.24 25.22% 25.14% 23.30% -1.84%
Alex Len 26.00 745.00 2.71 25.15% 25.14% 25.00% -0.14%
Skal Labissière 23.00 567.00 0.83 24.55% 24.53% 23.10% -1.43%
Dwight Powell 28.00 1,061.00 1.32 24.07% 24.15% 25.60% 1.45%
Wendell Carter 20.00 1,109.00 0.91 24.17% 24.07% 21.40% -2.67%
Nerlens Noel 25.00 822.00 0.13 24.00% 24.03% 33.30% 9.27%
Kyle Anderson 26.00 811.00 1.78 24.18% 23.97% 20.00% -3.97%
Domantas Sabonis 23.00 1,697.00 1.08 23.96% 23.93% 23.50% -0.43%
Hamidou Diallo 21.00 586.00 1.72 24.14% 23.92% 17.90% -6.02%
Richaun Holmes 26.00 1,087.00 0.00 23.91% 23.91% 0.00% -23.91%
DeAndre' Bembry 25.00 915.00 2.56 23.96% 23.89% 23.10% -0.79%
Bruno Fernando 21.00 530.00 2.04 24.03% 23.61% 13.30% -10.31%
Deandre Ayton 21.00 718.00 0.05 23.52% 23.49% 0.00% -23.49%
Rondae Hollis-Jefferson 25.00 774.00 0.65 23.55% 23.38% 14.30% -9.08%
Damian Jones 24.00 809.00 0.36 23.10% 23.12% 25.00% 1.88%
Ian Mahinmi 33.00 655.00 1.21 22.89% 22.88% 22.70% -0.18%
Taj Gibson 34.00 817.00 0.48 22.62% 22.69% 27.30% 4.61%
Ivica Zubac 22.00 913.00 0.08 22.21% 22.15% 0.00% -22.15%
Hassan Whiteside 30.00 1,474.00 0.10 21.94% 22.09% 50.00% 27.91%
Enes Kanter 27.00 738.00 0.29 21.45% 21.42% 16.70% -4.72%
Bam Adebayo 22.00 1,770.00 0.22 21.45% 21.27% 9.10% -12.17%
DeAndre Jordan 31.00 878.00 0.00 21.10% 21.10% 0.00% -21.10%
Elfrid Payton 25.00 891.00 2.18 20.77% 20.99% 24.10% 3.11%
JaVale McGee 32.00 810.00 0.27 20.51% 20.75% 50.00% 29.25%
Tristan Thompson 28.00 1,486.00 0.22 20.29% 20.45% 33.30% 12.85%
Jaxson Hayes 19.00 899.00 0.16 19.86% 19.89% 25.00% 5.11%
Ben Simmons 23.00 1,846.00 0.12 19.78% 19.88% 33.30% 13.42%
Montrezl Harrell 26.00 1,428.00 0.38 20.23% 19.84% 0.00% -19.84%
Jarrett Allen 21.00 1,350.00 0.13 19.95% 19.82% 0.00% -19.82%
Bismack Biyombo 27.00 822.00 0.00 19.39% 19.39% 0.00% -19.39%
Khem Birch 27.00 760.00 0.05 19.40% 19.37% 0.00% -19.37%
Derrick Favors 28.00 793.00 0.23 19.29% 19.30% 20.00% 0.70%
Willie Cauley-Stein 26.00 1,017.00 0.00 19.19% 19.19% 0.00% -19.19%
Rudy Gobert 27.00 1,688.00 0.00 19.12% 19.12% 0.00% -19.12%
Andre Drummond 26.00 1,654.00 0.46 19.45% 19.05% 4.80% -14.25%
Mitchell Robinson 21.00 1,081.00 0.00 19.00% 19.00% 0.00% -19.00%
Steven Adams 26.00 1,232.00 0.03 18.71% 18.68% 0.00% -18.68%
Mason Plumlee 29.00 750.00 0.19 18.33% 18.23% 0.00% -18.23%
Clint Capela 25.00 1,279.00 0.00 17.34% 17.34% 0.00% -17.34%
Dwight Howard 34.00 981.00 0.18 16.43% 16.72% 60.00% 43.28%
Jakob Pöltl 24.00 885.00 0.00 16.68% 16.68% 0.00% -16.68%

No comments:

Post a Comment