For this Lab I am looking at using a dataset of NBA Players Stats from the 2018-2019 Regular Season. For this dataset I will be creating a subset of just the data featuring only the player, team, points, rebounds and assists. I will rename the points, rebounds and assists columns to make it more readable.
(Link: https://www.kaggle.com/datasets/terrycheng/201819-nba-players-stats/data in case hyperlink doesn’t work)
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionNBA_Player_Stats <- read.csv("https://raw.githubusercontent.com/Renagade316/DATA607-Labs/refs/heads/main/Lab1/18-19_NBA_Players_Stats.csv")NBA_Players_Box_Score <- select(NBA_Player_Stats, PLAYER, TEAM, PTS, REB, AST, STL, BLK)
NBA_Players_Box_Score |>
rename(
Points = PTS,
Rebounds = REB,
Assists = AST,
Steals = STL,
Blocks = BLK)## PLAYER TEAM Points Rebounds Assists Steals Blocks
## 1 Vince Carter ATL 16.9 5.8 2.6 1.3 0.8
## 2 Trae Young ATL 24.8 4.8 10.4 1.2 0.2
## 3 Taurean Prince ATL 19.1 5.1 3.0 1.4 0.5
## 4 Omari Spellman ATL 13.5 9.6 2.3 1.3 1.2
## 5 Miles Plumlee ATL 18.5 9.0 3.9 1.4 0.9
## 6 Kevin Huerter ATL 14.2 4.8 4.2 1.3 0.5
## 7 Kent Bazemore ATL 19.0 6.4 3.7 2.2 1.0
## 8 Justin Anderson ATL 15.4 7.2 2.0 1.9 1.1
## 9 Jordan Sibert ATL 28.3 0.0 0.0 0.0 0.0
## 10 John Collins ATL 26.0 13.0 2.6 0.5 0.9
## 11 Jaylen Adams ATL 10.1 5.6 6.1 1.3 0.5
## 12 Isaac Humphries ATL 10.6 7.8 0.0 0.7 0.0
## 13 Deyonta Davis ATL 12.2 12.2 1.7 1.0 1.7
## 14 Dewayne Dedmon ATL 17.2 11.9 2.2 1.7 1.8
## 15 DeAndre' Bembry ATL 14.2 7.4 4.2 2.2 0.8
## 16 Daniel Hamilton ATL 11.2 9.2 4.3 1.2 0.2
## 17 Alex Poythress ATL 14.0 10.0 2.2 0.5 1.3
## 18 Alex Len ATL 22.1 11.0 2.2 0.7 1.8
## 19 Treveon Graham BKN 10.3 6.0 1.9 0.7 0.4
## 20 Theo Pinson BKN 15.3 6.8 4.0 1.1 0.0
## 21 Tahjere McCall BKN 20.1 5.0 0.0 0.0 0.0
## 22 Spencer Dinwiddie BKN 23.9 3.5 6.5 0.8 0.4
## 23 Shabazz Napier BKN 21.5 4.1 5.8 1.7 0.7
## 24 Rondae Hollis-Jefferson BKN 17.1 10.0 3.1 1.4 0.9
## 25 Rodions Kurucs BKN 16.5 7.6 1.6 1.3 0.8
## 26 Joe Harris BKN 18.2 5.1 3.2 0.7 0.3
## 27 Jarrett Allen BKN 16.7 12.8 2.1 0.8 2.3
## 28 Jared Dudley BKN 9.4 5.1 2.7 1.2 0.5
## 29 Ed Davis BKN 13.1 19.2 1.7 1.0 0.9
## 30 Dzanan Musa BKN 19.3 5.1 2.0 2.0 0.0
## 31 DeMarre Carroll BKN 17.5 8.2 2.0 0.7 0.2
## 32 D'Angelo Russell BKN 28.0 5.1 9.2 1.6 0.3
## 33 Caris LeVert BKN 20.6 5.7 5.9 1.6 0.5
## 34 Allen Crabbe BKN 14.6 5.2 1.6 0.8 0.5
## 35 Alan Williams BKN 28.2 29.8 4.7 1.6 0.0
## 36 Terry Rozier BOS 15.8 6.9 5.2 1.5 0.5
## 37 Semi Ojeleye BOS 12.5 5.8 1.5 0.7 0.3
## 38 Robert Williams III BOS 11.5 11.5 1.0 1.3 5.7
## 39 RJ Hunter BOS 26.5 4.7 4.7 1.6 0.0
## 40 PJ Dozier BOS 14.9 13.4 3.9 1.6 0.0
## 41 Marcus Smart BOS 12.9 4.3 5.8 2.6 0.5
## 42 Marcus Morris Sr. BOS 20.0 8.8 2.1 0.8 0.5
## 43 Kyrie Irving BOS 28.8 6.1 8.4 1.9 0.6
## 44 Jayson Tatum BOS 20.3 7.8 2.7 1.4 0.9
## 45 Jaylen Brown BOS 20.2 6.5 2.1 1.4 0.7
## 46 Guerschon Yabusele BOS 15.0 8.5 2.4 1.3 1.1
## 47 Gordon Hayward BOS 17.7 6.9 5.2 1.3 0.5
## 48 Daniel Theis BOS 16.5 9.9 3.0 0.9 1.9
## 49 Brad Wanamaker BOS 16.3 4.8 6.5 1.4 0.2
## 50 Aron Baynes BOS 13.8 11.7 2.8 0.6 1.7
## 51 Al Horford BOS 18.8 9.3 5.7 1.2 1.7
## 52 Willy Hernangomez CHA 20.7 15.3 3.0 0.8 1.0
## 53 Tony Parker CHA 21.1 3.3 8.3 0.8 0.3
## 54 Shelvin Mack CHA 13.8 3.3 5.9 1.5 0.1
## 55 Nicolas Batum CHA 11.9 6.6 4.2 1.2 0.7
## 56 Miles Bridges CHA 14.1 7.6 2.2 1.3 1.2
## 57 Michael Kidd-Gilchrist CHA 14.5 8.3 2.1 1.1 1.3
## 58 Marvin Williams CHA 14.2 7.6 1.7 1.3 1.1
## 59 Malik Monk CHA 20.8 4.4 3.7 1.2 0.6
## 60 Kemba Walker CHA 29.4 5.0 6.8 1.4 0.5
## 61 Joe Chealey CHA 10.3 0.0 5.2 0.0 0.0
## 62 Jeremy Lamb CHA 21.5 7.7 3.1 1.6 0.6
## 63 J.P. Macura CHA 14.3 7.1 4.8 0.0 0.0
## 64 Frank Kaminsky CHA 21.5 8.6 3.3 0.6 0.6
## 65 Dwayne Bacon CHA 16.7 4.7 2.5 0.6 0.3
## 66 Devonte' Graham CHA 12.8 3.7 7.2 1.4 0.1
## 67 Cody Zeller CHA 16.0 10.7 3.3 1.2 1.3
## 68 Bismack Biyombo CHA 12.1 12.6 1.7 0.6 2.1
## 69 Zach LaVine CHI 27.5 5.4 5.2 1.1 0.5
## 70 Wendell Carter Jr. CHI 16.4 11.1 2.8 0.9 2.1
## 71 Wayne Selden CHI 14.3 5.0 3.0 0.9 0.4
## 72 Walter Lemon Jr. CHI 20.6 6.5 7.2 2.6 0.2
## 73 Tyler Ulis CHI 0.0 0.0 0.0 0.0 0.0
## 74 Timothe Luwawu-Cabarrot CHI 13.8 5.8 1.6 1.1 0.5
## 75 Shaquille Harrison CHI 13.3 6.2 3.9 2.5 0.8
## 76 Ryan Arcidiacono CHI 11.1 4.5 5.5 1.3 0.1
## 77 Robin Lopez CHI 17.5 7.1 2.2 0.3 1.9
## 78 Rawle Alkins CHI 12.3 8.6 4.3 0.3 0.0
## 79 Otto Porter Jr. CHI 18.5 7.5 2.9 1.9 0.7
## 80 Lauri Markkanen CHI 23.2 11.2 1.8 0.9 0.8
## 81 Kris Dunn CHI 14.9 5.4 8.0 2.0 0.6
## 82 JaKarr Sampson CHI 25.1 10.1 1.3 1.3 0.9
## 83 Cristiano Felicio CHI 12.9 11.7 2.0 0.6 0.4
## 84 Chandler Hutchison CHI 10.2 8.3 1.5 1.0 0.3
## 85 Brandon Sampson CHI 13.3 3.0 1.9 1.5 0.6
## 86 Antonio Blakeney CHI 20.2 5.1 2.0 0.6 0.4
## 87 Tristan Thompson CLE 15.7 14.6 2.9 0.9 0.5
## 88 Nik Stauskas CLE 15.7 5.0 3.2 0.8 0.3
## 89 Matthew Dellavedova CLE 13.9 3.8 8.9 0.7 0.1
## 90 Marquese Chriss CLE 14.6 11.4 1.8 1.4 0.9
## 91 Larry Nance Jr. CLE 14.0 12.3 4.8 2.2 0.9
## 92 Kobi Simmons CLE 0.0 0.0 0.0 0.0 0.0
## 93 Kevin Love CLE 25.0 16.0 3.2 0.4 0.3
## 94 Jordan Clarkson CLE 24.6 4.9 3.5 1.0 0.2
## 95 John Holland CLE 0.0 0.0 0.0 0.0 0.0
## 96 John Henson CLE 16.8 15.1 3.0 1.5 2.3
## 97 Jaron Blossomgame CLE 10.4 8.9 1.2 0.6 0.7
## 98 Jalen Jones CLE 15.1 6.4 1.3 1.7 0.4
## 99 JR Smith CLE 13.3 3.2 3.8 2.0 0.5
## 100 Deng Adel CLE 6.6 3.9 1.0 0.2 0.8
## 101 David Nwaba CLE 13.6 6.6 2.2 1.5 0.7
## 102 Collin Sexton CLE 21.1 3.6 3.7 0.7 0.1
## 103 Channing Frye CLE 15.1 6.1 2.3 0.7 0.6
## 104 Cedi Osman CLE 16.2 5.8 3.2 1.0 0.2
## 105 Cameron Payne CLE 14.0 4.0 6.0 1.6 0.5
## 106 Brandon Knight CLE 14.4 3.2 3.9 1.1 0.1
## 107 Ante Zizic CLE 17.0 11.8 2.0 0.5 0.8
## 108 Trey Burke DAL 22.4 3.5 5.7 1.2 0.2
## 109 Tim Hardaway Jr. DAL 22.8 4.3 3.1 1.1 0.2
## 110 Salah Mejri DAL 14.1 13.1 3.5 1.0 2.6
## 111 Ryan Broekhoff DAL 14.7 5.6 1.9 0.5 0.4
## 112 Maxi Kleber DAL 12.9 8.8 1.9 1.0 2.1
## 113 Luka Doncic DAL 26.3 9.7 7.4 1.3 0.4
## 114 Kostas Antetokounmpo DAL 7.6 3.8 0.0 7.6 0.0
## 115 Justin Jackson DAL 14.5 5.3 2.4 0.8 0.3
## 116 Jalen Brunson DAL 17.0 4.2 5.8 0.9 0.1
## 117 J.J. Barea DAL 22.1 5.1 11.2 1.2 0.1
## 118 Dwight Powell DAL 19.6 9.9 2.7 1.1 1.2
## 119 Dorian Finney-Smith DAL 12.3 7.8 1.9 1.4 0.7
## 120 Dirk Nowitzki DAL 18.8 7.9 1.8 0.5 0.9
## 121 Devin Harris DAL 16.0 4.2 4.6 1.3 0.6
## 122 Daryl Macon DAL 12.9 5.3 3.1 0.4 0.0
## 123 Courtney Lee DAL 12.7 5.0 3.5 2.0 0.3
## 124 Will Barton DEN 16.6 6.7 4.2 0.6 0.7
## 125 Tyler Lydon DEN 9.8 7.7 2.6 0.9 0.0
## 126 Trey Lyles DEN 19.5 8.8 3.1 1.1 0.8
## 127 Torrey Craig DEN 11.4 7.0 1.9 1.0 1.2
## 128 Thomas Welsh DEN 19.8 4.4 5.5 0.0 0.0
## 129 Paul Millsap DEN 18.6 10.7 3.0 1.8 1.1
## 130 Nikola Jokic DEN 25.6 13.8 9.3 1.7 0.9
## 131 Nick Young DEN 9.7 1.1 2.2 0.0 1.1
## 132 Monte Morris DEN 17.3 3.9 6.0 1.5 0.1
## 133 Mason Plumlee DEN 14.7 12.1 5.6 1.5 1.8
## 134 Malik Beasley DEN 19.5 4.3 2.1 1.2 0.2
## 135 Juancho Hernangomez DEN 12.0 7.8 1.6 0.8 0.7
## 136 Jarred Vanderbilt DEN 13.9 13.3 1.7 3.5 0.6
## 137 Jamal Murray DEN 22.3 5.2 5.9 1.1 0.4
## 138 Isaiah Thomas DEN 21.5 2.9 5.1 1.1 0.2
## 139 Gary Harris DEN 18.0 3.9 3.1 1.3 0.5
## 140 DeVaughn Akoon-Purcell DEN 12.9 7.4 11.1 3.7 0.0
## 141 Brandon Goodwin DEN 16.1 2.1 9.8 0.0 0.0
## 142 Zaza Pachulia DET 12.2 12.1 4.1 1.4 0.8
## 143 Zach Lofton DET 0.0 0.0 0.0 10.7 0.0
## 144 Wayne Ellington DET 16.8 3.3 2.2 1.7 0.2
## 145 Thon Maker DET 13.3 8.3 1.9 0.9 2.1
## 146 Svi Mykhailiuk DET 12.1 3.3 3.4 1.3 0.1
## 147 Reggie Jackson DET 22.0 3.8 6.0 1.0 0.2
## 148 Luke Kennard DET 17.1 5.1 3.2 0.7 0.3
## 149 Langston Galloway DET 15.4 3.9 1.9 0.8 0.2
## 150 Khyri Thomas DET 12.5 4.1 1.6 1.4 1.0
## 151 Kalin Lucas DET 14.3 21.5 7.2 0.0 0.0
## 152 Jose Calderon DET 7.2 3.8 7.3 1.0 0.2
## 153 Jon Leuer DET 15.5 9.6 1.4 1.2 0.4
## 154 Ish Smith DET 16.0 4.6 6.5 0.9 0.4
## 155 Glenn Robinson III DET 13.0 4.7 1.4 0.9 0.5
## 156 Bruce Brown DET 8.8 5.1 2.5 1.1 1.0
## 157 Blake Griffin DET 28.1 8.6 6.1 0.8 0.4
## 158 Andre Drummond DET 20.7 18.6 1.7 2.1 2.1
## 159 Stephen Curry GSW 32.3 6.3 6.2 1.6 0.4
## 160 Shaun Livingston GSW 10.7 4.8 4.7 1.3 1.1
## 161 Quinn Cook GSW 19.2 5.9 4.4 0.8 0.1
## 162 Marcus Derrickson GSW 27.3 7.7 0.6 0.0 0.6
## 163 Klay Thompson GSW 25.3 4.5 2.8 1.3 0.7
## 164 Kevon Looney GSW 13.5 11.3 3.3 1.2 1.4
## 165 Kevin Durant GSW 30.0 7.4 6.8 0.9 1.2
## 166 Jordan Bell GSW 11.3 9.3 3.9 1.0 2.6
## 167 Jonas Jerebko GSW 15.1 9.5 3.2 0.9 0.6
## 168 Jacob Evans GSW 7.9 4.9 4.5 1.0 0.6
## 169 Draymond Green GSW 9.4 9.3 8.8 1.8 1.4
## 170 DeMarcus Cousins GSW 25.3 12.8 5.6 2.1 2.3
## 171 Damion Lee GSW 16.8 6.8 1.4 1.4 0.0
## 172 Damian Jones GSW 12.7 7.3 2.7 1.2 2.4
## 173 Andrew Bogut GSW 11.6 16.4 3.3 0.9 2.4
## 174 Andre Iguodala GSW 9.9 6.4 5.5 1.5 1.3
## 175 Alfonzo McKinnie GSW 13.4 9.8 1.2 0.7 0.6
## 176 Zhou Qi HOU 83.8 0.0 0.0 0.0 0.0
## 177 Vincent Edwards HOU 7.6 5.1 0.0 0.0 0.0
## 178 Trevon Duval HOU 35.7 7.1 14.3 0.0 0.0
## 179 Terrence Jones HOU 15.7 31.4 0.0 0.0 0.0
## 180 PJ Tucker HOU 8.6 6.8 1.4 1.9 0.6
## 181 Nene HOU 11.1 9.0 1.9 1.3 1.1
## 182 Kenneth Faried HOU 21.1 13.7 1.1 0.9 1.3
## 183 James Nunnally HOU 14.2 2.0 2.8 0.4 0.0
## 184 James Harden HOU 39.3 7.2 8.2 2.2 0.8
## 185 Isaiah Hartenstein HOU 9.6 8.5 2.7 1.3 2.2
## 186 Iman Shumpert HOU 12.6 4.9 3.0 1.6 0.6
## 187 Gerald Green HOU 18.3 4.9 1.1 0.9 0.7
## 188 Gary Clark HOU 9.2 7.2 1.1 1.2 1.6
## 189 Eric Gordon HOU 20.4 2.7 2.4 0.8 0.5
## 190 Danuel House Jr. HOU 15.0 5.7 1.6 0.9 0.4
## 191 Clint Capela HOU 19.8 15.1 1.7 0.8 1.8
## 192 Chris Paul HOU 19.5 5.7 10.2 2.5 0.4
## 193 Chris Chiozza HOU 7.4 4.9 4.9 1.2 1.2
## 194 Carmelo Anthony HOU 18.2 7.3 0.7 0.5 1.0
## 195 Austin Rivers HOU 12.2 3.2 3.3 0.9 0.5
## 196 Wesley Matthews IND 16.1 3.3 3.1 1.0 0.3
## 197 Victor Oladipo IND 23.5 7.0 6.5 2.1 0.4
## 198 Tyreke Evans IND 20.1 5.7 4.7 1.7 0.5
## 199 Thaddeus Young IND 16.5 8.4 3.3 2.0 0.6
## 200 TJ Leaf IND 17.3 9.6 1.8 0.7 1.5
## 201 Myles Turner IND 18.6 10.0 2.2 1.1 3.8
## 202 Kyle O'Quinn IND 16.8 12.8 6.0 1.0 2.7
## 203 Ike Anigbogu IND 0.0 19.5 6.5 0.0 6.5
## 204 Edmond Sumner IND 12.6 4.6 1.9 2.3 1.0
## 205 Doug McDermott IND 16.8 3.3 2.0 0.5 0.2
## 206 Domantas Sabonis IND 22.7 15.0 4.6 1.0 0.7
## 207 Davon Reed IND 10.2 5.1 2.6 0.9 0.0
## 208 Darren Collison IND 15.9 4.3 8.6 2.1 0.2
## 209 Cory Joseph IND 10.4 5.4 6.2 1.8 0.4
## 210 Bojan Bogdanovic IND 22.6 5.2 2.5 1.1 0.0
## 211 Alize Johnson IND 8.1 11.8 0.6 0.6 1.9
## 212 Aaron Holiday IND 18.2 4.1 5.4 1.3 0.8
## 213 Wilson Chandler LAC 10.4 7.3 2.8 0.9 0.7
## 214 Tyrone Wallace LAC 13.9 6.4 2.7 1.3 0.4
## 215 Sindarius Thornwell LAC 7.9 5.6 2.3 1.8 0.9
## 216 Shai Gilgeous-Alexander LAC 16.4 4.3 5.0 1.8 0.8
## 217 Rodney McGruder LAC 13.0 6.1 2.9 0.9 0.3
## 218 Patrick Beverley LAC 11.2 7.3 5.6 1.3 0.8
## 219 Montrezl Harrell LAC 25.2 9.9 3.0 1.3 2.0
## 220 Milos Teodosic LAC 12.8 4.3 8.5 0.8 0.3
## 221 Marcin Gortat LAC 12.4 13.9 3.5 0.3 1.3
## 222 Luc Mbah a Moute LAC 13.1 4.6 1.3 0.7 0.7
## 223 Lou Williams LAC 30.1 4.5 8.1 1.1 0.2
## 224 Landry Shamet LAC 16.0 3.0 2.6 0.8 0.2
## 225 Johnathan Motley LAC 26.2 13.1 2.8 1.3 0.8
## 226 Jerome Robinson LAC 14.0 5.1 2.4 1.4 0.4
## 227 JaMychal Green LAC 17.8 11.9 1.5 1.3 1.0
## 228 Ivica Zubac LAC 20.2 13.9 2.4 0.5 2.0
## 229 Garrett Temple LAC 11.5 4.2 2.1 1.5 0.6
## 230 Danilo Gallinari LAC 26.1 8.1 3.5 1.0 0.4
## 231 Angel Delgado LAC 8.1 10.8 0.0 2.7 0.0
## 232 Tyson Chandler LAL 7.9 14.0 1.7 1.0 1.1
## 233 Scott Machado LAL 20.9 0.0 6.3 2.1 0.0
## 234 Reggie Bullock LAL 15.1 3.7 2.7 0.9 0.3
## 235 Rajon Rondo LAL 12.4 7.1 10.7 1.7 0.2
## 236 Moritz Wagner LAL 18.6 7.6 2.2 1.0 1.2
## 237 Mike Muscala LAL 13.8 7.5 2.3 0.7 1.2
## 238 Michael Beasley LAL 26.1 8.6 3.6 1.3 1.4
## 239 Lonzo Ball LAL 13.1 7.1 7.2 1.9 0.5
## 240 LeBron James LAL 31.1 9.6 9.4 1.5 0.7
## 241 Lance Stephenson LAL 17.5 7.7 5.0 1.5 0.2
## 242 Kyle Kuzma LAL 22.6 6.6 3.1 0.7 0.4
## 243 Kentavious Caldwell-Pope LAL 18.4 4.7 2.2 1.4 0.3
## 244 Josh Hart LAL 12.2 5.8 2.2 1.5 0.9
## 245 Johnathan Williams LAL 16.9 10.7 1.4 0.9 0.8
## 246 Jemerrio Jones LAL 7.5 13.7 3.6 2.0 1.4
## 247 JaVale McGee LAL 21.5 13.6 1.2 1.1 3.5
## 248 Isaac Bonga LAL 6.3 8.3 5.0 3.0 1.3
## 249 Brandon Ingram LAL 21.6 6.1 3.5 0.6 0.7
## 250 Andre Ingram LAL 0.0 5.5 0.0 2.7 0.0
## 251 Alex Caruso LAL 17.2 5.0 5.8 1.8 0.7
## 252 Yuta Watanabe MEM 8.9 7.1 1.8 0.9 0.2
## 253 Tyler Zeller MEM 19.8 10.3 1.7 0.4 1.3
## 254 Tyler Dorsey MEM 17.0 6.5 3.2 0.8 0.1
## 255 Omri Casspi MEM 17.4 8.8 2.0 1.5 0.7
## 256 Mike Conley MEM 25.2 4.1 7.7 1.6 0.4
## 257 MarShon Brooks MEM 19.7 4.7 2.6 0.9 0.4
## 258 Kyle Anderson MEM 10.8 7.8 4.0 1.7 1.2
## 259 Justin Holiday MEM 13.2 5.0 2.2 1.9 0.6
## 260 Julian Washburn MEM 6.3 6.5 2.2 2.0 0.3
## 261 Jonas Valanciunas MEM 28.0 15.4 2.6 0.7 1.9
## 262 Joakim Noah MEM 17.2 13.7 5.1 1.2 1.8
## 263 Jevon Carter MEM 11.9 4.6 4.8 1.8 0.8
## 264 Jaren Jackson Jr. MEM 21.1 7.2 1.7 1.4 2.2
## 265 Ivan Rabb MEM 15.8 11.4 3.0 0.9 0.8
## 266 Dusty Hannahs MEM 12.3 1.5 7.7 1.5 0.0
## 267 Dillon Brooks MEM 16.4 3.8 1.9 1.2 0.5
## 268 Delon Wright MEM 15.4 6.3 5.8 2.1 0.7
## 269 DJ Stephens MEM 11.9 0.0 0.0 5.9 0.0
## 270 Chandler Parsons MEM 15.1 5.6 3.5 1.5 0.4
## 271 CJ Miles MEM 15.8 4.4 1.7 1.2 0.7
## 272 Bruno Caboclo MEM 14.1 7.9 2.5 0.7 1.7
## 273 Avery Bradley MEM 13.1 3.7 3.2 0.9 0.3
## 274 Yante Maten MIA 6.1 9.2 0.0 3.1 0.0
## 275 Udonis Haslem MIA 13.4 14.5 1.1 0.0 0.0
## 276 Ryan Anderson MIA 7.8 6.7 2.4 0.5 0.1
## 277 Kelly Olynyk MIA 17.4 8.3 3.1 1.2 0.8
## 278 Justise Winslow MIA 16.9 7.2 5.8 1.5 0.4
## 279 Josh Richardson MIA 19.0 4.1 4.7 1.2 0.5
## 280 James Johnson MIA 14.7 6.0 4.6 1.2 0.9
## 281 Hassan Whiteside MIA 21.2 19.5 1.3 1.1 3.2
## 282 Goran Dragic MIA 19.9 4.5 7.0 1.2 0.2
## 283 Emanuel Terry MIA 17.6 12.3 3.5 5.3 0.0
## 284 Dwyane Wade MIA 23.0 6.0 6.4 1.3 0.8
## 285 Duncan Robinson MIA 12.4 4.7 1.2 1.2 0.0
## 286 Dion Waiters MIA 18.5 4.1 4.3 1.0 0.3
## 287 Derrick Jones Jr. MIA 14.6 8.3 1.3 1.6 1.5
## 288 Bam Adebayo MIA 15.2 12.5 3.8 1.5 1.4
## 289 Tony Snell MIL 13.6 4.8 2.1 0.8 0.6
## 290 Tim Frazier MIL 11.1 6.0 8.9 1.1 0.2
## 291 Sterling Brown MIL 14.4 7.1 3.2 1.0 0.3
## 292 Pau Gasol MIL 13.1 15.2 5.8 0.6 1.7
## 293 Pat Connaughton MIL 13.4 8.2 3.9 1.0 0.8
## 294 Nikola Mirotic MIL 22.4 10.9 1.8 1.0 1.1
## 295 Malcolm Brogdon MIL 21.9 6.3 4.5 1.0 0.3
## 296 Khris Middleton MIL 23.5 7.7 5.5 1.3 0.1
## 297 Jaylen Morris MIL 14.0 7.0 5.6 2.8 0.0
## 298 Isaiah Canaan MIL 11.5 3.7 5.4 0.9 0.1
## 299 Giannis Antetokounmpo MIL 33.8 15.2 7.2 1.6 1.9
## 300 George Hill MIL 14.1 4.5 4.1 1.6 0.2
## 301 Ersan Ilyasova MIL 14.7 9.8 1.7 1.0 0.6
## 302 Eric Bledsoe MIL 21.9 6.4 7.6 2.0 0.5
## 303 Donte DiVincenzo MIL 12.7 6.3 3.0 1.3 0.6
## 304 D.J. Wilson MIL 12.7 10.1 2.4 0.8 0.9
## 305 Brook Lopez MIL 17.4 6.8 1.7 0.9 3.1
## 306 Bonzie Colson MIL 15.8 12.2 1.2 2.0 0.4
## 307 Tyus Jones MIN 12.0 3.4 8.4 2.1 0.1
## 308 Taj Gibson MIN 17.9 10.9 2.0 1.3 0.9
## 309 Robert Covington MIN 15.5 6.4 1.5 2.5 1.6
## 310 Mitchell Creek MIN 17.8 10.2 5.1 1.7 0.0
## 311 Luol Deng MIN 16.0 7.4 1.8 1.5 0.8
## 312 Keita Bates-Diop MIN 12.0 6.6 1.4 1.4 1.1
## 313 Karl-Anthony Towns MIN 29.6 15.0 4.1 1.1 2.0
## 314 Josh Okogie MIN 13.0 5.0 2.1 2.0 0.8
## 315 Jerryd Bayless MIN 12.7 3.8 7.2 1.1 0.1
## 316 Jeff Teague MIN 16.1 3.4 10.9 1.4 0.6
## 317 Jared Terrell MIN 11.2 2.2 4.3 1.1 0.7
## 318 Gorgui Dieng MIN 18.8 12.1 2.8 1.9 1.6
## 319 Derrick Rose MIN 26.3 4.0 6.3 0.9 0.3
## 320 Dario Saric MIN 17.0 9.0 2.5 0.9 0.2
## 321 Cameron Reynolds MIN 14.6 4.8 2.0 0.9 0.3
## 322 C.J. Williams MIN 12.2 2.5 3.7 1.9 0.0
## 323 Anthony Tolliver MIN 12.1 6.6 1.7 0.6 0.8
## 324 Andrew Wiggins MIN 20.8 5.5 2.9 1.1 0.8
## 325 Stanley Johnson NOP 15.0 7.2 2.9 2.0 0.5
## 326 Solomon Hill NOP 8.7 6.1 2.5 1.0 0.5
## 327 Kenrich Williams NOP 10.3 8.1 3.1 1.7 0.7
## 328 Julius Randle NOP 28.1 11.4 4.1 0.9 0.8
## 329 Jrue Holiday NOP 23.6 5.6 8.6 1.8 0.9
## 330 Jason Smith NOP 13.6 10.9 2.9 0.6 1.5
## 331 Jahlil Okafor NOP 20.7 11.9 1.7 0.6 1.7
## 332 Ian Clark NOP 16.5 3.7 3.9 0.9 0.3
## 333 Frank Jackson NOP 16.9 4.6 2.4 0.9 0.1
## 334 Elfrid Payton NOP 14.3 7.0 10.2 1.4 0.5
## 335 E'Twaun Moore NOP 17.3 3.5 2.8 1.1 0.2
## 336 Darius Miller NOP 12.9 2.9 3.3 0.9 0.5
## 337 Dairis Bertans NOP 8.1 2.2 2.4 0.2 0.0
## 338 Christian Wood NOP 27.5 13.3 1.3 1.1 1.6
## 339 Cheick Diallo NOP 17.3 14.8 1.5 1.3 1.5
## 340 Anthony Davis NOP 31.4 14.5 4.7 1.9 2.9
## 341 Andrew Harrison NOP 11.6 4.3 5.2 0.9 0.4
## 342 Noah Vonleh NYK 13.3 12.3 3.0 1.1 1.2
## 343 Mitchell Robinson NYK 14.3 12.4 1.1 1.5 4.7
## 344 Mario Hezonja NYK 16.9 7.9 2.9 1.9 0.3
## 345 Luke Kornet NYK 16.4 6.9 2.8 1.4 2.1
## 346 Lance Thomas NYK 10.5 6.0 1.4 0.9 0.4
## 347 Kevin Knox II NYK 17.9 6.2 1.5 0.8 0.4
## 348 Kadeem Allen NYK 18.2 4.9 7.3 1.5 0.4
## 349 John Jenkins NYK 14.5 4.4 2.6 0.0 0.2
## 350 Isaiah Hicks NYK 14.8 8.7 2.5 1.2 3.7
## 351 Henry Ellenson NYK 17.6 10.2 2.5 1.1 0.3
## 352 Frank Ntilikina NYK 10.9 3.9 5.4 1.3 0.6
## 353 Emmanuel Mudiay NYK 21.7 4.9 5.7 1.1 0.5
## 354 Dennis Smith Jr. NYK 19.1 4.1 6.7 1.8 0.5
## 355 DeAndre Jordan NYK 14.8 17.6 3.0 0.8 1.4
## 356 Damyean Dotson NYK 15.6 5.2 2.7 1.2 0.2
## 357 Billy Garrett NYK 16.4 1.9 4.4 0.6 0.6
## 358 Allonzo Trier NYK 19.1 5.4 3.3 0.8 0.4
## 359 Tyler Davis OKC 0.0 43.9 0.0 0.0 0.0
## 360 Terrance Ferguson OKC 10.6 2.9 1.5 0.8 0.3
## 361 Steven Adams OKC 16.6 11.4 1.9 1.8 1.1
## 362 Russell Westbrook OKC 25.5 12.3 11.9 2.2 0.5
## 363 Raymond Felton OKC 15.0 3.6 5.5 1.1 0.6
## 364 Paul George OKC 30.4 8.8 4.5 2.4 0.5
## 365 Patrick Patterson OKC 10.6 6.8 1.4 0.7 0.6
## 366 Nerlens Noel OKC 14.3 12.3 1.7 2.5 3.6
## 367 Markieff Morris OKC 17.2 8.3 2.5 1.1 0.7
## 368 Jerami Grant OKC 16.7 6.4 1.2 0.9 1.5
## 369 Jawun Evans OKC 3.7 7.5 6.2 1.9 0.0
## 370 Hamidou Diallo OKC 14.4 7.4 1.3 1.6 0.8
## 371 Donte Grantham OKC 0.0 0.0 0.0 0.0 0.0
## 372 Deonte Burton OKC 13.7 4.7 1.5 1.0 1.3
## 373 Dennis Schroder OKC 21.2 4.9 5.6 1.1 0.2
## 374 Alex Abrines OKC 11.2 3.3 1.4 1.2 0.4
## 375 Abdel Nader OKC 13.9 6.7 1.2 1.2 0.7
## 376 Wes Iwundu ORL 11.0 6.0 2.4 0.9 0.7
## 377 Troy Caupain ORL 25.6 7.7 10.2 2.6 0.0
## 378 Terrence Ross ORL 22.8 5.2 2.5 1.3 0.5
## 379 Nikola Vucevic ORL 26.5 15.3 4.9 1.3 1.4
## 380 Mo Bamba ORL 15.2 12.2 2.0 0.7 3.3
## 381 Michael Carter-Williams ORL 14.4 7.5 7.5 2.2 1.6
## 382 Melvin Frazier Jr. ORL 13.5 4.5 0.9 0.9 0.0
## 383 Markelle Fultz ORL 14.5 6.6 5.5 1.6 0.5
## 384 Khem Birch ORL 14.9 11.8 2.4 1.1 1.8
## 385 Jonathan Isaac ORL 14.4 8.2 1.6 1.2 2.0
## 386 Jerian Grant ORL 10.7 4.2 6.6 1.9 0.3
## 387 Jarell Martin ORL 14.0 8.9 2.2 0.4 1.0
## 388 Isaiah Briscoe ORL 9.7 5.3 6.2 0.8 0.1
## 389 Evan Fournier ORL 19.2 4.0 4.6 1.1 0.2
## 390 D.J. Augustin ORL 16.7 3.6 7.5 0.9 0.1
## 391 Amile Jefferson ORL 15.8 12.3 1.8 1.8 1.8
## 392 Aaron Gordon ORL 18.9 8.7 4.4 0.9 0.9
## 393 Zhaire Smith PHI 14.5 4.7 3.6 0.7 0.7
## 394 Tobias Harris PHI 23.1 9.1 3.2 0.7 0.5
## 395 T.J. McConnell PHI 13.1 4.7 7.0 2.1 0.5
## 396 Shake Milton PHI 13.0 5.2 2.7 1.2 1.2
## 397 Mike Scott PHI 13.2 7.9 1.9 0.7 0.4
## 398 Justin Patton PHI 9.7 11.7 5.8 3.9 0.0
## 399 Jonathon Simmons PHI 13.8 4.7 4.8 1.1 0.6
## 400 Jonah Bolden PHI 13.0 10.3 2.5 1.1 2.4
## 401 Joel Embiid PHI 32.7 16.2 4.3 0.9 2.3
## 402 Jimmy Butler PHI 22.2 6.3 4.8 2.3 0.7
## 403 James Ennis III PHI 12.7 5.9 1.3 1.3 0.7
## 404 JJ Redick PHI 23.1 3.1 3.5 0.5 0.3
## 405 Haywood Highsmith PHI 9.0 5.0 2.0 1.0 0.0
## 406 Greg Monroe PHI 19.2 14.3 2.0 1.2 0.7
## 407 Furkan Korkmaz PHI 16.4 6.3 3.1 1.7 0.1
## 408 Demetrius Jackson PHI 22.3 3.0 5.1 2.0 0.0
## 409 Boban Marjanovic PHI 24.8 15.6 3.2 0.9 1.6
## 410 Ben Simmons PHI 19.8 10.3 9.0 1.7 0.9
## 411 Amir Johnson PHI 15.2 11.1 4.5 1.2 1.0
## 412 Tyler Johnson PHX 16.2 4.5 4.3 1.4 0.7
## 413 Troy Daniels PHX 16.7 3.8 1.4 1.4 0.3
## 414 T.J. Warren PHX 22.7 5.1 1.9 1.5 0.9
## 415 Richaun Holmes PHX 19.3 11.2 2.0 1.4 2.7
## 416 Ray Spalding PHX 14.6 13.0 1.4 2.4 2.2
## 417 Quincy Acy PHX 5.5 8.1 2.6 0.3 1.3
## 418 Mikal Bridges PHX 11.3 4.4 2.9 2.1 0.6
## 419 Kelly Oubre Jr. PHX 21.6 6.7 1.7 1.7 1.2
## 420 Josh Jackson PHX 18.3 7.0 3.7 1.5 1.1
## 421 Jimmer Fredette PHX 13.6 4.3 4.9 1.9 0.0
## 422 Jamal Crawford PHX 16.8 2.8 7.6 1.1 0.4
## 423 George King PHX 0.0 6.8 0.0 0.0 0.0
## 424 Elie Okobo PHX 12.7 4.1 5.3 1.3 0.3
## 425 Dragan Bender PHX 11.1 8.9 2.7 0.9 1.1
## 426 Devin Booker PHX 30.3 4.7 7.7 1.0 0.2
## 427 Deandre Ayton PHX 21.2 13.4 2.3 1.1 1.2
## 428 De'Anthony Melton PHX 10.2 5.4 6.5 2.8 0.9
## 429 Zach Collins POR 15.1 9.6 2.1 0.7 1.9
## 430 Wade Baldwin IV POR 12.8 6.4 5.1 0.4 0.9
## 431 Skal Labissiere POR 15.2 9.7 2.5 1.1 1.4
## 432 Seth Curry POR 16.6 3.4 1.9 1.0 0.3
## 433 Rodney Hood POR 17.0 3.3 2.7 1.2 0.3
## 434 Meyers Leonard POR 16.3 10.6 3.4 0.6 0.4
## 435 Maurice Harkless POR 13.0 7.6 2.1 1.9 1.5
## 436 Jusuf Nurkic POR 22.8 15.2 4.7 1.4 2.1
## 437 Jake Layman POR 16.3 6.5 1.6 0.9 0.9
## 438 Gary Trent Jr. POR 14.5 4.0 1.8 0.4 0.7
## 439 Evan Turner POR 12.3 8.2 7.0 0.8 0.4
## 440 Enes Kanter POR 22.3 16.1 2.8 0.8 0.6
## 441 Damian Lillard POR 29.1 5.2 7.8 1.2 0.5
## 442 CJ McCollum POR 24.7 4.7 3.5 0.9 0.5
## 443 Anfernee Simons POR 21.4 3.7 3.7 0.3 0.0
## 444 Al-Farouq Aminu POR 13.3 10.6 1.8 1.2 0.6
## 445 Yogi Ferrell SAC 15.8 4.1 5.1 1.4 0.2
## 446 Willie Cauley-Stein SAC 17.4 12.3 3.5 1.7 0.9
## 447 Troy Williams SAC 14.2 7.6 1.4 1.3 1.0
## 448 Nemanja Bjelica SAC 16.6 9.9 3.3 1.2 1.3
## 449 Marvin Bagley III SAC 23.6 12.0 1.6 0.8 1.5
## 450 Kosta Koufos SAC 12.4 14.1 2.9 1.2 1.4
## 451 Harry Giles III SAC 19.9 10.8 4.1 1.5 1.1
## 452 Harrison Barnes SAC 20.0 5.7 1.8 0.8 0.2
## 453 Frank Mason SAC 17.9 3.9 7.7 1.5 0.4
## 454 De'Aaron Fox SAC 22.0 4.8 9.3 2.1 0.7
## 455 Corey Brewer SAC 12.3 6.2 3.2 2.6 0.6
## 456 Caleb Swanigan SAC 9.7 14.4 2.5 1.3 0.2
## 457 Buddy Hield SAC 25.9 6.3 3.1 0.9 0.5
## 458 Bogdan Bogdanovic SAC 20.3 5.0 5.5 1.5 0.3
## 459 Ben McLemore SAC 19.0 4.3 1.0 1.5 0.8
## 460 BJ Johnson SAC 18.6 6.5 0.0 1.6 0.0
## 461 Alec Burks SAC 16.3 6.8 3.7 1.1 0.6
## 462 Rudy Gay SAS 20.5 10.2 4.0 1.2 0.7
## 463 Quincy Pondexter SAS 13.4 6.3 3.3 1.5 0.1
## 464 Patty Mills SAS 17.0 3.8 5.1 1.0 0.2
## 465 Marco Belinelli SAS 18.3 4.4 2.9 0.8 0.2
## 466 Lonnie Walker IV SAS 15.3 5.8 3.1 2.4 1.0
## 467 LaMarcus Aldridge SAS 25.7 11.1 2.9 0.6 1.6
## 468 Jakob Poeltl SAS 13.3 12.9 2.9 0.9 2.1
## 469 Drew Eubanks SAS 14.5 12.0 2.5 0.7 1.8
## 470 Donatas Motiejunas SAS 18.8 9.4 3.1 0.0 3.1
## 471 Derrick White SAS 15.3 5.7 6.1 1.6 1.1
## 472 DeMar DeRozan SAS 24.3 6.9 7.1 1.3 0.5
## 473 Davis Bertans SAS 14.9 6.5 2.5 0.9 0.8
## 474 Dante Cunningham SAS 8.4 8.1 2.2 1.2 0.6
## 475 Chimezie Metu SAS 14.0 9.9 3.6 1.7 0.6
## 476 Bryn Forbes SAS 16.9 4.2 3.1 0.8 0.1
## 477 Serge Ibaka TOR 22.1 12.0 2.0 0.6 2.0
## 478 Patrick McCaw TOR 7.5 4.8 2.9 2.3 0.2
## 479 Pascal Siakam TOR 21.3 8.6 3.9 1.1 0.8
## 480 OG Anunoby TOR 13.9 5.8 1.4 1.4 0.7
## 481 Norman Powell TOR 18.3 4.9 3.2 1.4 0.5
## 482 Marc Gasol TOR 17.6 10.3 5.7 1.4 1.4
## 483 Malcolm Miller TOR 20.9 3.0 0.6 0.6 0.6
## 484 Malachi Richardson TOR 11.6 5.0 0.0 0.4 0.0
## 485 Lorenzo Brown TOR 10.4 5.8 5.3 2.3 0.9
## 486 Kyle Lowry TOR 16.7 5.6 10.2 1.6 0.6
## 487 Kawhi Leonard TOR 31.3 8.6 3.9 2.1 0.5
## 488 Jordan Loyd TOR 21.2 6.6 4.4 0.0 0.0
## 489 Jodie Meeks TOR 19.6 4.6 3.1 0.4 0.4
## 490 Jeremy Lin TOR 19.7 5.0 6.4 1.3 0.4
## 491 Fred VanVleet TOR 15.9 3.8 7.0 1.3 0.5
## 492 Eric Moreland TOR 6.5 18.5 3.7 0.9 0.9
## 493 Danny Green TOR 14.8 5.7 2.3 1.3 1.0
## 494 Chris Boucher TOR 22.8 13.7 0.5 1.5 5.9
## 495 Tyler Cavanaugh UTA 9.1 8.1 1.0 0.0 0.0
## 496 Tony Bradley UTA 18.9 16.7 1.1 2.2 2.2
## 497 Thabo Sefolosha UTA 12.5 8.1 1.8 2.8 0.3
## 498 Rudy Gobert UTA 19.9 16.2 2.5 1.0 2.9
## 499 Royce O'Neale UTA 10.2 6.8 3.0 1.3 0.6
## 500 Ricky Rubio UTA 18.2 5.1 8.8 1.9 0.2
## 501 Raul Neto UTA 16.6 5.2 7.9 1.2 0.3
## 502 Naz Mitrou-Long UTA 7.6 2.9 7.2 0.5 0.5
## 503 Kyle Korver UTA 18.0 4.9 2.4 0.7 0.4
## 504 Joe Ingles UTA 15.5 5.1 7.3 1.5 0.3
## 505 Jae Crowder UTA 17.6 7.1 2.5 1.2 0.6
## 506 Grayson Allen UTA 20.3 2.2 2.4 0.6 0.6
## 507 Georges Niang UTA 18.2 6.7 2.7 0.8 0.5
## 508 Ekpe Udoh UTA 14.9 11.2 3.5 1.2 3.9
## 509 Donovan Mitchell UTA 28.2 4.9 5.0 1.6 0.5
## 510 Derrick Favors UTA 20.3 12.7 2.0 1.3 2.4
## 511 Dante Exum UTA 17.3 4.1 6.6 0.8 0.3
## 512 Wesley Johnson WAS 9.6 5.4 1.7 1.0 0.9
## 513 Troy Brown Jr. WAS 13.6 7.9 4.4 1.2 0.3
## 514 Trevor Ariza WAS 14.7 6.3 4.3 1.5 0.4
## 515 Tomas Satoransky WAS 13.1 5.2 7.4 1.5 0.2
## 516 Thomas Bryant WAS 20.3 12.1 2.5 0.7 1.8
## 517 Sam Dekker WAS 14.6 7.5 2.3 1.9 0.4
## 518 Ron Baker WAS 3.7 2.9 3.9 1.6 0.3
## 519 Okaro White WAS 0.0 12.7 0.0 0.0 0.0
## 520 Jordan McRae WAS 19.2 4.8 3.6 1.6 0.8
## 521 John Wall WAS 24.0 4.2 10.1 1.8 1.1
## 522 Jeff Green WAS 18.0 5.9 2.6 0.8 0.7
## 523 Jabari Parker WAS 21.6 9.8 3.5 1.1 0.7
## 524 Ian Mahinmi WAS 11.2 10.3 2.0 2.0 1.3
## 525 Gary Payton II WAS 27.6 5.0 10.1 7.5 2.5
## 526 Dwight Howard WAS 20.0 14.5 0.7 1.2 0.7
## 527 Devin Robinson WAS 19.9 8.5 2.5 1.7 2.5
## 528 Chasson Randle WAS 14.6 3.0 5.2 1.3 0.2
## 529 Bradley Beal WAS 27.7 5.4 5.9 1.6 0.8
## 530 Bobby Portis WAS 21.9 12.4 2.2 1.1 0.6I created a subset of the data featuring the main “Box Score” per game stats in a NBA season. That being points, rebounds, assists and blocks and I removed their abbreviations to improve readability. Going forward, depending on what data I would like to isolate, there are many different things I can do. For instance, if I wanted to focus on main contributors to the team, I could add the minutes column and then filter the list to only feature players who played significant minutes for their team. I mainly wanted to focus on Points per game so I could compare the top scorers from each team by filtering/removing all the other players except the ones who averaged the most this season.