Overview

This is a system I put together to help me determine which TopShot moments are the most cost-effective options to pursue based on the player’s talent level (overall), the scarcity of the supply (Total_owned), and the cost of the player’s cheapest moment (Low.Ask).

Source

# Load libraries
library(tidyverse)
library(knitr)
library(stringi)
library(nbastatR)
library(googlesheets4)
library(readxl)
library(DT)

# Script which contains helper functions like fix_bball_names()
setwd("/Users/billy/Dropbox/Data_Science")
source("TS_Functions.R")

Load Moments

# Load TS moment data from OTMNFT.com
topshotmoments <- read.csv("https://otmnftapi.com/nbatopshot/create_moments_csv", encoding = "Latin-1") %>% rename(Name = Player.Name)
  
topshotmoments <- topshotmoments %>% 
    mutate(Name = stri_trans_general(Name, 'latin-ascii')) %>% 
    fix_bball_names() %>% 
    I

options <- simplify_moments(topshotmoments) #standardizes foreign characters

raremoments <- topshotmoments %>% 
  filter(Tier %in% c("Rare", "Legendary"))

#BBM Projections
BBMseasonproj <- read_xls("/Users/billy/Desktop/TS/BBM_Projections.xls") %>% 
  fix_bbm_season_xls() %>% 
  fix_bball_names() %>% 
  I

# Assign every player a minimum value of 0.01
BBMseasonproj$overall[BBMseasonproj$overall < 0.01] <- 0.01

Total circ

# Total circs and low asks for all TS moments
TScircs <- topshotmoments %>% 
  group_by(Name) %>% 
  summarise(Total_owned = sum(Owned), Low.Ask = min(Low.Ask)) %>% 
  arrange(Total_owned)

rarecircs <- raremoments %>% 
  group_by(Name) %>% 
  summarise(Total_owned = sum(Owned), Low.Ask = min(Low.Ask)) %>% 
  arrange(Total_owned)

# Join Total circs on to BBM players projections
values1 <- BBMseasonproj %>% 
  inner_join(TScircs, by = "Name")

rarevalues1 <- BBMseasonproj %>% 
  inner_join(rarecircs, by = "Name")

Calculate values

# Round all values to 2 decimal places
options(digits = 2)

# Calculate values based on circs, prices, and projections
commonvalues2 <- values1 %>% 
  mutate(value = overall*10^9/(Total_owned)^(2)) %>% 
  mutate(pricevalue = value/Low.Ask) %>% 
  arrange(desc(pricevalue)) %>% 
  mutate_at(vars(points:blocks), funs(round(., 1))) %>% 
  mutate_at(vars(overall, value, pricevalue), funs(round(., 3)))


rarevalues2 <- rarevalues1 %>% 
  mutate(value = overall*10^5/Total_owned) %>% 
  mutate(pricevalue = value/Low.Ask) %>% 
  arrange(desc(pricevalue)) %>% 
  mutate_at(vars(points:blocks), funs(round(., 1))) %>% 
  mutate_at(vars(overall, value, pricevalue), funs(round(., 3)))

Write To Sheet

# Write outcomes to google sheets for consumption
action781tools <- "https://docs.google.com/spreadsheets/d/1QxHPLv5KObXZX8HzWo2ZkMTcQmmgEgGAzzkmLg4dK8E/edit?usp=sharing"

commonvalues2 %>% sheet_write(ss = action781tools, sheet = "flash-value-common")
rarevalues2 %>% sheet_write(ss = action781tools, sheet = "flash-value-rares")
# View the data table
kable(tibble(commonvalues2))
Name overall Team g points threes rebounds assists steals blocks Total_owned Low.Ask value pricevalue
Jalen Smith 0.23 IND 67 15.2 1.5 9.7 0.9 0.4 1.3 3870 97 15.71 0.16
Josh Giddey 0.76 OKC 67 15.3 1.4 8.3 7.3 0.9 0.3 21064 12 1.72 0.14
Keldon Johnson 0.61 SAS 67 22.4 2.5 6.2 3.1 0.9 0.4 44634 3 0.31 0.10
Cade Cunningham 1.17 DET 73 21.7 2.2 5.8 6.8 1.3 0.7 13655 62 6.27 0.10
Franz Wagner 0.36 ORL 72 17.9 1.7 5.1 4.4 1.1 0.4 20480 9 0.86 0.10
Scottie Barnes 0.58 TOR 67 17.2 0.9 7.5 4.5 1.2 0.7 20511 15 1.37 0.09
Terry Rozier 1.02 CHA 67 22.8 3.3 4.5 5.3 1.3 0.4 78364 2 0.17 0.08
Dejounte Murray 1.37 ATL 73 19.5 1.4 7.3 7.6 2.1 0.3 78731 3 0.22 0.07
Desmond Bane 0.78 MEM 72 20.9 3.3 4.6 3.8 1.4 0.3 47072 5 0.35 0.07
Gary Trent Jr. 0.26 TOR 67 18.4 3.0 2.7 2.1 1.6 0.2 34999 3 0.21 0.07
Tyrese Haliburton 1.55 IND 72 21.8 2.5 4.2 9.7 1.8 0.5 76217 4 0.27 0.07
Fred VanVleet 1.29 TOR 62 19.1 3.5 4.2 6.9 1.9 0.5 101301 2 0.13 0.06
Jock Landale 0.01 PHO 44 7.1 0.8 3.8 1.0 0.2 0.4 1892 45 2.79 0.06
De’Aaron Fox 1.05 SAC 63 25.7 1.9 4.1 7.0 1.2 0.4 65117 4 0.25 0.06
Myles Turner 0.53 IND 61 15.0 1.6 7.3 1.0 0.7 2.8 66077 2 0.12 0.06
D’Angelo Russell 0.59 MIN 62 17.5 2.6 2.7 7.6 1.0 0.3 34197 9 0.50 0.06
Kevin Porter Jr. 0.92 HOU 62 19.6 3.0 5.1 6.4 1.1 0.4 92903 2 0.11 0.05
Shai Gilgeous-Alexander 1.07 OKC 57 25.0 1.7 4.8 5.8 1.3 0.9 83498 3 0.15 0.05
Devin Vassell 0.68 SAS 67 19.7 2.9 5.1 3.5 1.3 0.6 81537 2 0.10 0.05
Wendell Carter Jr. 0.70 ORL 67 15.9 1.0 12.1 2.9 0.7 1.1 69414 3 0.15 0.05
Alperen Sengun 0.17 HOU 71 13.2 0.7 7.8 2.9 1.0 1.1 22675 7 0.32 0.05
Jalen Green 0.47 HOU 72 23.4 3.0 3.8 3.4 0.8 0.3 59453 3 0.13 0.04
Jusuf Nurkic 0.44 POR 62 12.1 0.2 11.0 3.1 1.1 1.1 59491 3 0.12 0.04
Lauri Markkanen 0.48 UTA 67 19.6 2.9 7.0 1.7 0.8 0.6 62002 3 0.12 0.04
Evan Mobley 0.41 CLE 73 16.1 0.4 8.6 2.5 0.9 1.6 17626 32 1.33 0.04
OG Anunoby 0.45 TOR 62 15.9 2.2 5.9 2.7 1.5 0.6 74669 2 0.08 0.04
Jakob Poeltl 0.46 SAS 67 14.3 0.0 10.0 3.4 0.6 1.8 76164 2 0.08 0.04
LaMelo Ball 1.84 CHA 67 24.6 3.6 6.6 8.3 1.6 0.4 89069 6 0.23 0.04
CJ McCollum 0.59 NOR 63 19.8 2.4 4.5 5.1 1.2 0.2 72017 3 0.11 0.04
Pascal Siakam 1.10 TOR 67 22.4 1.1 8.5 5.6 1.3 0.5 121355 2 0.07 0.04
Usman Garuba 0.01 HOU 62 3.2 0.3 5.3 1.1 0.7 0.7 3087 30 1.05 0.04
Darius Garland 0.87 CLE 72 21.0 2.4 3.3 7.5 1.4 0.1 113544 2 0.07 0.03
Bam Adebayo 1.04 MIA 67 21.8 0.3 10.3 3.5 1.4 1.1 125340 2 0.07 0.03
Jaren Jackson Jr. 0.44 MEM 37 16.7 1.5 6.3 1.2 0.9 2.3 83297 2 0.06 0.03
Omer Yurtseven 0.01 MIA 47 6.5 0.1 5.9 1.0 0.4 0.4 2417 54 1.71 0.03
Domantas Sabonis 1.05 SAC 68 18.2 0.4 12.2 6.0 0.9 0.5 128885 2 0.06 0.03
Paul George 1.38 LAC 62 23.2 2.9 7.0 5.1 1.7 0.4 122945 3 0.09 0.03
James Harden 1.77 PHI 67 22.8 2.5 7.5 10.3 1.1 0.5 139855 3 0.09 0.03
Klay Thompson 0.41 GSW 54 20.0 3.6 4.0 3.0 0.7 0.5 59298 4 0.12 0.03
Jalen Suggs 0.12 ORL 62 12.9 1.2 3.9 5.0 1.5 0.4 29025 5 0.14 0.03
Anthony Edwards 1.06 MIN 72 23.3 3.0 4.9 4.8 1.4 0.6 112712 3 0.08 0.03
Christian Wood 0.56 DAL 64 19.0 2.1 8.5 1.8 0.7 1.0 100430 2 0.06 0.03
Kawhi Leonard 0.98 LAC 58 24.1 1.9 6.9 4.4 1.3 0.3 94268 4 0.11 0.03
Dewayne Dedmon 0.01 MIA 67 5.2 0.2 5.0 0.6 0.3 0.6 10992 3 0.08 0.03
Josh Christopher 0.01 HOU 72 6.4 0.6 2.2 1.8 0.7 0.2 3337 33 0.90 0.03
Kristaps Porzingis 0.84 WAS 56 20.7 1.7 8.8 2.2 0.7 1.7 125089 2 0.05 0.03
Rudy Gobert 0.88 MIN 72 16.3 0.0 14.3 1.2 0.7 2.2 129675 2 0.05 0.03
Jeremiah Robinson-Earl 0.01 OKC 63 7.9 1.2 5.3 1.1 0.6 0.3 3093 40 1.04 0.03
Damian Lillard 1.44 POR 67 28.1 3.7 4.4 7.2 0.9 0.3 167372 2 0.05 0.03
Jalen Brunson 0.28 NYK 73 18.4 1.5 4.3 6.0 0.9 0.0 73324 2 0.05 0.03
Nikola Vucevic 0.66 CHI 67 17.0 1.3 10.9 2.8 0.8 0.9 114176 2 0.05 0.03
Jalen Johnson 0.01 ATL 73 6.6 0.5 3.9 0.9 0.5 0.7 3325 36 0.90 0.03
Anfernee Simons 0.52 POR 67 20.2 3.7 4.1 4.5 0.7 0.2 72355 4 0.10 0.03
Deandre Ayton 0.27 PHO 68 17.0 0.2 10.6 1.4 0.7 1.0 52422 4 0.10 0.02
Joel Embiid 1.93 PHI 61 29.4 1.3 12.6 3.7 1.2 1.6 140569 4 0.10 0.02
Jrue Holiday 0.93 MIL 69 18.5 2.0 4.5 7.1 1.6 0.5 138484 2 0.05 0.02
Brandon Ingram 0.62 NOR 62 22.6 1.2 5.7 5.5 0.8 0.5 92267 3 0.07 0.02
Luka Doncic 2.37 DAL 69 30.5 3.5 9.4 8.7 1.1 0.6 183069 3 0.07 0.02
Tyrese Maxey 0.21 PHI 72 20.1 2.4 3.0 3.8 0.8 0.4 67399 2 0.05 0.02
Kyrie Irving 1.36 BKN 63 26.9 3.4 4.2 5.7 1.4 0.5 140135 3 0.07 0.02
Anthony Davis 1.24 LAL 58 23.9 0.6 8.8 2.9 1.4 2.0 164152 2 0.05 0.02
Trae Young 1.59 ATL 73 28.5 3.2 3.8 9.8 1.0 0.1 187160 2 0.04 0.02
Ben Simmons 0.67 BKN 63 11.7 0.0 8.8 7.1 1.5 0.7 124061 2 0.04 0.02
Bradley Beal 0.80 WAS 68 23.5 1.7 4.5 6.3 1.0 0.4 136683 2 0.04 0.02
Ziaire Williams 0.01 MEM 66 10.5 1.7 2.4 1.2 0.7 0.2 3154 47 1.00 0.02
Khris Middleton 0.75 MIL 58 19.9 2.5 5.3 5.4 1.2 0.3 108462 3 0.06 0.02
Nikola Jokic 2.04 DEN 72 26.5 1.0 11.9 7.8 1.4 0.8 179839 3 0.06 0.02
Zach LaVine 0.69 CHI 60 24.4 2.7 4.2 4.6 0.8 0.4 130033 2 0.04 0.02
Santi Aldama 0.01 MEM 72 10.0 0.9 5.3 1.4 0.5 0.8 2920 58 1.17 0.02
PJ Washington 0.22 CHA 68 14.4 2.2 5.5 2.6 1.0 1.0 73436 2 0.04 0.02
John Collins 0.42 ATL 68 16.8 1.3 8.9 1.7 0.8 1.2 102264 2 0.04 0.02
Karl-Anthony Towns 1.11 MIN 67 23.3 2.2 9.2 3.5 0.8 1.0 169272 2 0.04 0.02
Andrew Wiggins 0.42 GSW 73 17.7 2.2 5.7 2.5 1.2 0.8 105148 2 0.04 0.02
Kyle Lowry 0.37 MIA 55 12.8 2.4 4.4 6.7 1.0 0.3 98940 2 0.04 0.02
Kelly Oubre Jr. 0.11 CHA 73 16.7 2.6 5.1 1.1 1.1 0.5 44613 3 0.05 0.02
Gordon Hayward 0.45 CHA 58 18.9 2.0 5.3 4.2 1.1 0.4 112681 2 0.04 0.02
Isaiah Jackson 0.01 IND 67 8.8 0.1 5.7 0.6 0.8 1.9 8435 8 0.14 0.02
Kevin Durant 1.55 BKN 63 30.8 2.4 6.4 5.5 0.9 1.1 148833 4 0.07 0.02
DeMar DeRozan 0.59 CHI 72 27.1 0.6 5.0 4.6 0.9 0.3 106732 3 0.05 0.02
Mike Conley 0.37 UTA 55 14.0 2.3 3.2 6.2 1.3 0.4 104130 2 0.03 0.02
Giannis Antetokounmpo 1.94 MIL 66 30.3 1.0 11.6 5.5 1.1 1.3 194661 3 0.05 0.02
Jalen McDaniels 0.01 CHA 68 8.3 1.0 3.9 1.5 0.6 0.6 10830 5 0.09 0.02
Austin Reaves 0.01 LAL 73 6.9 0.8 3.3 2.1 0.5 0.4 2382 104 1.76 0.02
Jordan Clarkson 0.27 UTA 72 18.4 2.6 4.5 3.5 0.9 0.3 90134 2 0.03 0.02
Trey Murphy III 0.01 NOR 68 10.5 2.0 4.5 1.1 0.7 0.2 3091 64 1.05 0.02
Paul Reed 0.01 PHI 72 5.6 0.1 4.3 0.7 0.8 0.6 11144 5 0.08 0.02
Jimmy Butler 0.69 MIA 55 20.9 0.6 6.2 5.0 1.5 0.5 145907 2 0.03 0.02
Jamal Murray 0.43 DEN 62 19.3 2.4 3.9 4.7 1.0 0.3 94163 3 0.05 0.02
Jaylen Brown 0.90 BOS 72 24.1 2.3 6.4 3.7 1.2 0.4 118608 4 0.06 0.02
Donovan Mitchell 1.14 CLE 68 24.9 3.3 4.5 5.4 1.4 0.1 190362 2 0.03 0.02
Julius Randle 0.68 NYK 68 17.8 1.4 9.8 4.6 0.7 0.4 146958 2 0.03 0.02
John Konchar 0.01 MEM 72 4.5 0.7 4.2 1.3 0.6 0.3 10323 6 0.09 0.02
Ja Morant 1.33 MEM 62 30.0 1.6 5.7 6.9 1.0 0.4 149075 4 0.06 0.01
Tyler Herro 0.44 MIA 67 19.6 2.5 5.5 4.3 0.8 0.2 120996 2 0.03 0.01
Tre Mann 0.01 OKC 68 9.8 1.5 2.7 1.7 0.8 0.1 3665 50 0.74 0.01
Michael Porter Jr. 0.30 DEN 62 16.5 2.8 7.1 1.5 0.7 0.7 99577 2 0.03 0.01
Jordan Poole 0.20 GSW 73 17.6 2.5 3.4 4.5 0.8 0.3 66476 3 0.04 0.01
Zion Williamson 0.84 NOR 62 28.0 0.2 7.1 4.5 1.0 0.6 119310 4 0.06 0.01
Jayson Tatum 1.39 BOS 72 27.3 2.9 7.7 4.8 1.0 0.6 177806 3 0.04 0.01
Gabe Vincent 0.01 MIA 72 6.4 1.3 1.4 2.4 0.7 0.1 10859 6 0.09 0.01
Patrick Beverley 0.15 LAL 63 9.1 1.7 4.3 4.7 1.4 1.0 72410 2 0.03 0.01
Nicolas Claxton 0.08 BKN 63 13.4 0.0 8.7 1.1 0.8 1.8 53692 2 0.03 0.01
Joshua Primo 0.01 SAS 67 12.4 1.7 2.9 3.3 0.5 0.5 3111 79 1.03 0.01
Jevon Carter 0.01 MIL 69 6.0 1.3 2.2 2.2 0.5 0.2 11530 6 0.07 0.01
Buddy Hield 0.10 IND 72 15.1 2.8 4.4 3.5 0.8 0.3 52353 3 0.04 0.01
Kyle Kuzma 0.12 WAS 68 14.2 1.5 7.0 3.1 0.6 0.9 70749 2 0.03 0.01
Alec Burks 0.01 DET 53 8.5 1.4 2.8 1.8 0.6 0.2 11662 6 0.07 0.01
Bruno Fernando 0.01 HOU 41 5.7 0.0 5.5 1.2 0.3 0.7 11679 6 0.07 0.01
Torrey Craig 0.01 PHO 44 6.4 1.1 3.8 1.2 0.6 0.5 14628 4 0.05 0.01
Devin Booker 1.14 PHO 73 28.5 2.6 4.6 5.0 1.2 0.4 181701 3 0.04 0.01
Josh Hart 0.13 POR 62 11.8 1.2 8.2 3.4 1.2 0.2 76096 2 0.02 0.01
Nerlens Noel 0.01 DET 36 4.5 0.0 3.7 0.5 0.7 1.1 17314 3 0.03 0.01
Jaylen Nowell 0.01 MIN 72 10.9 1.4 2.3 2.6 0.5 0.2 11517 7 0.07 0.01
Cole Anthony 0.16 ORL 62 15.0 1.8 5.1 5.3 0.7 0.3 88630 2 0.02 0.01
Marcus Smart 0.31 BOS 67 11.7 1.8 3.9 6.0 1.7 0.3 121801 2 0.02 0.01
Quentin Grimes 0.01 NYK 68 8.3 1.8 2.6 1.3 0.8 0.2 11089 8 0.08 0.01
Jose Alvarado 0.01 NOR 73 6.9 0.7 2.3 3.6 1.5 0.1 18314 3 0.03 0.01
Thomas Bryant 0.01 LAL 62 7.2 0.5 3.7 0.8 0.3 0.7 22743 2 0.02 0.01
Tre Jones 0.01 SAS 72 11.3 0.5 4.0 6.9 1.1 0.2 3824 71 0.68 0.01
LeBron James 1.86 LAL 63 27.2 2.6 8.6 7.6 1.1 0.8 198185 5 0.05 0.01
Chris Paul 0.76 PHO 68 14.0 1.1 4.2 9.7 1.6 0.3 211187 2 0.02 0.01
Stephen Curry 1.58 GSW 68 27.1 4.5 5.1 6.2 1.2 0.3 216598 4 0.03 0.01
RJ Barrett 0.24 NYK 73 19.9 1.8 5.9 3.0 0.8 0.2 123656 2 0.02 0.01
Jarrett Allen 0.19 CLE 73 14.0 0.0 10.5 1.5 0.7 1.4 112930 2 0.01 0.01
Luke Kennard 0.01 LAC 63 7.8 1.7 2.2 1.4 0.4 0.1 26171 2 0.01 0.01
Justise Winslow 0.01 POR 55 6.2 0.4 3.9 1.8 0.9 0.5 21760 3 0.02 0.01
Robert Covington 0.01 LAC 63 5.6 1.3 4.7 1.0 1.2 1.1 21789 3 0.02 0.01
Kelly Olynyk 0.07 UTA 62 12.4 1.5 6.2 3.1 1.1 0.6 69282 2 0.01 0.01
Reggie Bullock 0.01 DAL 69 9.6 2.3 4.1 1.3 0.8 0.3 26972 2 0.01 0.01
Tyus Jones 0.01 MEM 72 7.5 1.0 2.0 4.0 0.7 0.0 26998 2 0.01 0.01
Otto Porter Jr. 0.01 TOR 50 5.0 0.6 3.9 1.0 0.7 0.3 22078 3 0.02 0.01
Saddiq Bey 0.05 DET 73 15.8 2.9 4.9 2.2 0.9 0.2 62347 2 0.01 0.01
Aaron Nesmith 0.01 IND 62 7.8 1.4 3.4 0.9 0.7 0.3 27857 2 0.01 0.01
Draymond Green 0.22 GSW 56 6.5 0.4 6.2 6.8 1.4 1.0 134565 2 0.01 0.01
Spencer Dinwiddie 0.06 DAL 64 16.0 1.8 3.4 5.3 0.8 0.2 68756 2 0.01 0.01
Pat Connaughton 0.01 MIL 58 8.9 2.1 4.1 1.2 0.9 0.2 24863 3 0.02 0.00
Royce O’Neale 0.01 BKN 73 8.0 1.7 4.7 2.7 1.0 0.5 25570 3 0.01 0.00
Gary Payton II 0.01 POR 65 6.0 0.6 3.9 1.0 1.3 0.4 26479 3 0.01 0.00
Jordan Nwora 0.01 MIL 74 7.0 1.1 3.3 0.8 0.4 0.2 32758 2 0.01 0.00
Davion Mitchell 0.01 SAC 68 8.8 0.9 1.6 4.0 0.5 0.3 20752 5 0.02 0.00
Darius Bazley 0.01 OKC 68 6.3 0.7 3.2 1.0 0.5 0.4 33045 2 0.01 0.00
Bones Hyland 0.01 DEN 67 11.0 1.9 2.2 3.4 0.6 0.3 19184 6 0.03 0.00
Delon Wright 0.01 WAS 68 7.2 0.9 3.3 2.8 1.3 0.4 33622 2 0.01 0.00
Josh Green 0.01 DAL 74 5.5 0.6 2.9 1.6 0.9 0.2 33917 2 0.01 0.00
Grant Williams 0.01 BOS 72 8.5 1.2 4.3 1.0 0.5 0.9 34333 2 0.01 0.00
Damian Jones 0.01 LAL 63 5.4 0.1 3.7 0.8 0.5 0.8 35290 2 0.01 0.00
T.J. Warren 0.01 BKN 50 9.0 0.6 3.0 0.8 0.6 0.3 35609 2 0.01 0.00
Nicolas Batum 0.01 LAC 63 5.1 1.1 3.6 1.5 0.8 0.6 36633 2 0.01 0.00
Damion Lee 0.01 PHO 44 8.1 1.1 3.7 1.3 0.8 0.1 37018 2 0.01 0.00
Danuel House Jr. 0.01 PHI 62 5.8 1.1 2.5 1.1 0.5 0.3 37028 2 0.01 0.00
Jordan McLaughlin 0.01 MIN 67 4.0 0.6 1.9 3.1 1.1 0.2 37370 2 0.01 0.00
Isaiah Hartenstein 0.01 NYK 73 7.8 0.3 5.7 2.5 0.8 1.3 38323 2 0.01 0.00
Joe Harris 0.01 BKN 56 9.6 2.0 3.7 1.1 0.6 0.2 38836 2 0.01 0.00
Isaiah Roby 0.01 SAS 44 7.7 0.7 3.9 1.4 0.7 0.6 40045 2 0.01 0.00
Cody Martin 0.01 CHA 72 7.7 0.9 4.7 2.7 1.2 0.4 40134 2 0.01 0.00
Javonte Green 0.01 CHI 72 6.4 0.6 3.6 0.7 1.0 0.5 40201 2 0.01 0.00
Chris Duarte 0.01 IND 67 9.7 1.1 3.1 1.6 0.8 0.2 28653 4 0.01 0.00
Herbert Jones 0.01 NOR 72 7.5 0.7 3.8 1.9 1.7 0.7 28669 4 0.01 0.00
Markelle Fultz 0.01 ORL 59 12.3 0.4 3.5 5.8 1.2 0.2 33132 3 0.01 0.00
Ayo Dosunmu 0.01 CHI 72 9.5 1.2 2.9 3.3 0.9 0.4 20526 8 0.02 0.00
Donte DiVincenzo 0.01 GSW 58 5.8 1.1 3.0 2.2 0.8 0.2 41175 2 0.01 0.00
Dorian Finney-Smith 0.01 DAL 74 10.8 2.2 4.8 1.9 1.0 0.5 42246 2 0.01 0.00
Bojan Bogdanovic 0.01 DET 68 17.7 2.6 4.6 1.9 0.5 0.0 44467 2 0.00 0.00
Maxi Kleber 0.01 DAL 64 6.3 1.3 5.5 1.2 0.5 0.9 44668 2 0.00 0.00
Grayson Allen 0.01 MIL 69 10.9 2.2 3.3 1.4 0.7 0.2 45069 2 0.00 0.00
JaMychal Green 0.01 GSW 68 5.6 0.7 5.0 1.0 0.7 0.4 45237 2 0.00 0.00
Lonzo Ball 0.01 CHI 24 8.5 2.0 3.7 3.7 1.2 0.5 37243 3 0.01 0.00
Kevon Looney 0.01 GSW 68 5.3 0.0 7.7 2.6 0.6 0.6 45891 2 0.00 0.00
Victor Oladipo 0.01 MIA 62 9.3 1.2 2.8 2.6 0.7 0.2 46453 2 0.00 0.00
Will Barton 0.01 WAS 68 8.6 1.3 3.3 2.5 0.5 0.3 46542 2 0.00 0.00
Ricky Rubio 0.01 CLE 32 8.3 1.0 2.8 4.9 1.0 0.1 46983 2 0.00 0.00
Derrick White 0.01 BOS 67 10.3 1.4 3.3 3.0 0.7 0.6 38376 3 0.01 0.00
Monte Morris 0.01 WAS 73 10.8 1.4 3.1 5.0 0.7 0.2 38831 3 0.01 0.00
Taurean Prince 0.01 MIN 62 7.6 1.3 2.7 1.1 0.7 0.3 47960 2 0.00 0.00
Jarred Vanderbilt 0.01 UTA 67 6.9 0.1 9.2 1.2 1.4 0.8 39407 3 0.01 0.00
Joe Ingles 0.01 MIL 27 6.8 1.7 2.7 3.0 0.5 0.1 48521 2 0.00 0.00
Mitchell Robinson 0.01 NYK 63 7.7 0.0 8.6 0.5 0.9 2.1 39941 3 0.01 0.00
Jae’Sean Tate 0.01 HOU 72 8.4 0.6 4.6 2.2 0.9 0.4 48930 2 0.00 0.00
Devonte’ Graham 0.01 NOR 68 6.6 1.5 1.4 2.4 0.5 0.1 49496 2 0.00 0.00
Daniel Gafford 0.01 WAS 68 8.2 0.0 4.8 0.8 0.4 1.1 50990 2 0.00 0.00
Patrick Williams 0.01 CHI 67 7.1 0.7 3.5 0.9 0.6 0.5 42144 3 0.01 0.00
Jonathan Kuminga 0.01 GSW 68 7.8 0.6 3.1 1.1 0.5 0.4 37304 4 0.01 0.00
Chuma Okeke 0.01 ORL 62 4.7 0.9 3.4 1.2 0.9 0.4 53002 2 0.00 0.00
Tobias Harris 0.03 PHI 72 13.9 1.7 6.4 3.0 0.7 0.6 92793 2 0.00 0.00
Terance Mann 0.01 LAC 73 6.4 0.4 3.4 1.6 0.5 0.2 54791 2 0.00 0.00
Dennis Smith Jr. 0.01 CHA 73 6.0 0.2 2.3 3.5 0.9 0.4 54881 2 0.00 0.00
Bobby Portis 0.01 MIL 74 13.1 1.7 8.5 1.1 0.6 0.5 44884 3 0.00 0.00
Payton Pritchard 0.01 BOS 72 6.4 1.6 1.9 1.7 0.4 0.1 55337 2 0.00 0.00
Terrence Ross 0.01 ORL 56 10.0 1.5 3.1 1.8 0.5 0.2 56469 2 0.00 0.00
Max Strus 0.01 MIA 72 10.5 2.6 3.2 1.6 0.5 0.3 56664 2 0.00 0.00
Al Horford 0.01 BOS 61 8.1 1.2 7.4 3.1 0.7 1.1 56735 2 0.00 0.00
Jerami Grant 0.02 POR 67 14.9 1.6 4.3 2.0 0.9 1.3 80321 2 0.00 0.00
Kentavious Caldwell-Pope 0.01 DEN 72 12.0 2.1 3.3 2.3 1.1 0.3 57761 2 0.00 0.00
Norman Powell 0.01 LAC 63 13.6 1.7 2.6 1.6 0.8 0.3 57839 2 0.00 0.00
Immanuel Quickley 0.01 NYK 73 10.3 1.4 3.3 3.1 0.6 0.0 57963 2 0.00 0.00
Kevin Huerter 0.01 SAC 63 13.1 2.6 3.5 2.7 0.8 0.4 58601 2 0.00 0.00
Gary Harris 0.01 ORL 50 7.1 1.4 1.4 1.3 0.8 0.1 59047 2 0.00 0.00
De’Anthony Melton 0.01 PHI 67 9.4 1.8 4.2 2.4 1.2 0.5 59299 2 0.00 0.00
Kevin Love 0.01 CLE 58 11.3 2.3 6.8 2.1 0.4 0.3 59432 2 0.00 0.00
Kyle Anderson 0.01 MIN 62 8.3 0.5 5.0 3.1 1.3 0.6 59737 2 0.00 0.00
Malik Monk 0.01 SAC 68 10.3 1.7 2.6 2.1 0.7 0.2 59807 2 0.00 0.00
Duncan Robinson 0.01 MIA 44 7.1 2.0 1.6 1.4 0.3 0.1 59972 2 0.00 0.00
Brook Lopez 0.01 MIL 58 15.0 1.6 5.0 0.7 0.6 1.5 60097 2 0.00 0.00
Xavier Tillman 0.01 MEM 44 5.7 0.2 3.4 1.2 0.8 0.3 60541 2 0.00 0.00
Dennis Schroder 0.01 LAL 59 10.6 1.2 2.9 4.2 0.8 0.1 60704 2 0.00 0.00
Josh Richardson 0.01 SAS 62 9.1 1.4 2.3 2.1 0.7 0.3 60747 2 0.00 0.00
Landry Shamet 0.01 PHO 68 7.8 1.7 1.4 1.4 0.4 0.2 60776 2 0.00 0.00
Marvin Bagley III 0.01 DET 52 8.0 0.4 4.8 0.6 0.4 0.3 49859 3 0.00 0.00
Richaun Holmes 0.01 SAC 68 6.0 0.0 4.8 0.8 0.3 0.7 61115 2 0.00 0.00
Jae Crowder 0.01 PHO 16 9.1 1.9 5.0 2.0 1.0 0.4 61595 2 0.00 0.00
Justin Holiday 0.01 ATL 76 7.5 1.8 1.7 1.0 0.6 0.4 61801 2 0.00 0.00
Rudy Gay 0.01 UTA 55 6.7 1.0 4.0 1.0 0.5 0.4 62221 2 0.00 0.00
Goran Dragic 0.01 CHI 60 6.1 0.8 1.9 2.5 0.5 0.1 62894 2 0.00 0.00
Malik Beasley 0.01 UTA 67 11.3 2.4 3.2 1.9 0.6 0.2 62940 2 0.00 0.00
Eric Gordon 0.01 HOU 50 11.3 1.8 1.9 2.4 0.4 0.2 63119 2 0.00 0.00
Patty Mills 0.01 BKN 68 8.2 2.2 1.1 1.2 0.4 0.1 63241 2 0.00 0.00
Robert Williams III 0.01 BOS 26 8.3 0.0 8.8 1.6 0.8 2.0 63552 2 0.00 0.00
Juan Toscano-Anderson 0.01 LAL 47 4.4 0.6 2.8 1.8 0.9 0.2 64061 2 0.00 0.00
Larry Nance Jr. 0.01 NOR 63 5.9 0.4 5.1 1.9 0.9 0.4 65612 2 0.00 0.00
Tim Hardaway Jr. 0.01 DAL 57 11.6 2.0 3.3 2.0 0.7 0.1 65835 2 0.00 0.00
Evan Fournier 0.01 NYK 68 12.8 3.0 2.3 1.8 1.0 0.2 66176 2 0.00 0.00
Deni Avdija 0.01 WAS 68 8.7 1.1 5.2 2.4 0.6 0.4 67239 2 0.00 0.00
Andre Drummond 0.01 CHI 72 9.1 0.0 9.0 1.3 0.9 0.9 67669 2 0.00 0.00
Dillon Brooks 0.01 MEM 62 15.5 1.5 2.8 2.2 1.0 0.3 55324 3 0.00 0.00
Aleksej Pokusevski 0.01 OKC 68 7.6 0.9 4.4 2.3 0.6 0.6 68781 2 0.00 0.00
Jonas Valanciunas 0.01 NOR 68 13.0 0.5 10.3 1.7 0.5 0.7 49654 4 0.00 0.00
Bol Bol 0.01 ORL 62 7.8 0.6 4.4 0.6 0.4 1.2 70227 2 0.00 0.00
Killian Hayes 0.01 DET 63 6.1 0.5 2.6 3.7 1.0 0.5 70618 2 0.00 0.00
Onyeka Okongwu 0.01 ATL 68 9.5 0.0 6.7 1.1 0.7 1.3 71041 2 0.00 0.00
Caleb Martin 0.01 MIA 72 9.3 1.0 5.6 1.5 1.2 0.5 71999 2 0.00 0.00
Cameron Payne 0.01 PHO 63 8.9 1.1 2.4 4.5 0.6 0.2 72364 2 0.00 0.00
T.J. McConnell 0.01 IND 62 4.7 0.2 2.0 3.3 0.7 0.2 72425 2 0.00 0.00
James Wiseman 0.01 GSW 63 9.6 0.2 5.9 0.6 0.2 1.0 46127 5 0.00 0.00
Chris Boucher 0.01 TOR 72 8.0 0.8 5.3 0.5 0.4 0.7 73257 2 0.00 0.00
Jaden McDaniels 0.01 MIN 67 12.6 1.5 4.4 1.5 0.9 1.0 73976 2 0.00 0.00
De’Andre Hunter 0.01 ATL 63 14.8 1.4 3.9 1.4 0.8 0.4 74494 2 0.00 0.00
Ivica Zubac 0.01 LAC 73 9.2 0.0 9.9 1.6 0.5 1.1 75606 2 0.00 0.00
JaVale McGee 0.01 DAL 69 7.9 0.0 5.6 0.5 0.3 1.1 76725 2 0.00 0.00
Andre Iguodala 0.01 GSW 30 3.6 0.6 2.8 3.0 0.7 0.5 76980 2 0.00 0.00
Coby White 0.01 CHI 72 7.7 1.4 1.8 1.8 0.3 0.1 77645 2 0.00 0.00
Mo Bamba 0.01 ORL 44 5.1 0.8 4.9 0.6 0.3 1.1 77662 2 0.00 0.00
Bruce Brown 0.01 DEN 67 10.0 0.7 4.8 2.8 1.0 0.8 78659 2 0.00 0.00
Malcolm Brogdon 0.01 BOS 62 13.6 1.2 3.9 4.1 0.7 0.3 79487 2 0.00 0.00
P.J. Tucker 0.01 PHI 67 6.1 1.1 5.6 1.6 1.0 0.2 79802 2 0.00 0.00
Brandon Clarke 0.01 MEM 67 9.0 0.1 4.8 1.2 0.6 0.9 79975 2 0.00 0.00
Marcus Morris Sr. 0.01 LAC 55 12.1 1.7 4.1 1.3 0.6 0.3 81892 2 0.00 0.00
Reggie Jackson 0.01 LAC 73 10.9 1.4 2.9 3.6 0.6 0.2 82701 2 0.00 0.00
Caris LeVert 0.01 CLE 63 13.2 1.1 3.8 4.5 0.9 0.4 82847 2 0.00 0.00
Rui Hachimura 0.01 WAS 68 10.5 1.1 4.2 1.1 0.6 0.2 82946 2 0.00 0.00
Seth Curry 0.01 BKN 55 13.2 2.5 2.9 2.4 0.7 0.2 83574 2 0.00 0.00
Isaiah Stewart 0.01 DET 68 9.3 1.2 9.5 1.2 0.3 1.2 86458 2 0.00 0.00
John Wall 0.01 LAC 61 12.1 1.1 2.5 5.6 0.9 0.6 86806 2 0.00 0.00
Talen Horton-Tucker 0.01 UTA 62 7.2 0.6 2.1 2.5 0.7 0.4 86886 2 0.00 0.00
Bogdan Bogdanovic 0.01 ATL 50 14.4 2.6 3.2 2.9 1.1 0.2 87051 2 0.00 0.00
Terence Davis 0.01 SAC 41 8.4 1.3 2.4 1.3 0.9 0.3 87899 2 0.00 0.00
Precious Achiuwa 0.01 TOR 67 8.2 0.9 4.8 0.8 0.4 0.5 88441 2 0.00 0.00
Lonnie Walker IV 0.01 LAL 68 13.6 1.8 3.3 2.0 0.9 0.4 88944 2 0.00 0.00
Alex Caruso 0.01 CHI 62 6.7 1.0 3.7 3.6 1.5 0.4 92040 2 0.00 0.00
Luguentz Dort 0.01 OKC 68 16.2 2.4 4.2 1.8 1.1 0.3 92621 2 0.00 0.00
Mason Plumlee 0.01 CHA 73 9.3 0.0 7.7 2.7 0.7 0.6 92963 2 0.00 0.00
Harrison Barnes 0.01 SAC 73 13.9 1.5 4.3 2.0 0.7 0.1 94528 2 0.00 0.00
Obi Toppin 0.01 NYK 73 7.9 0.8 3.7 1.2 0.4 0.4 96449 2 0.00 0.00
Derrick Rose 0.01 NYK 49 7.4 0.8 2.1 2.7 0.5 0.3 96728 2 0.00 0.00
Steven Adams 0.01 MEM 72 7.2 0.0 10.0 3.2 0.8 1.0 98401 2 0.00 0.00
Mikal Bridges 0.01 PHO 73 15.2 1.3 4.4 2.5 1.0 0.4 106966 2 0.00 0.00
Collin Sexton 0.01 UTA 67 15.9 1.1 2.5 3.0 0.7 0.1 110747 2 0.00 0.00
Clint Capela 0.01 ATL 68 9.8 0.0 11.5 1.0 0.7 1.2 114996 2 0.00 0.00
Russell Westbrook 0.01 LAL 73 13.6 0.7 5.4 4.7 0.7 0.2 116432 2 0.00 0.00
Aaron Gordon 0.01 DEN 67 16.1 1.1 6.3 2.5 0.5 0.6 124908 2 0.00 0.00