Week0_Incomplete
Janine Medina
2022-09-23
Set working directory —————————————————
Set up your environment. We will be using the psych package If you haven’t installed it, how do you install it? How do you load your library?
library(psych)Load in your data, give it a name ————————————— There are a lot of conventions you can use CamelCaseLikeThis Or_Maybe_You_Prefer_This Or.maybe.this but you can’t use spaces or special characters
Reading in data. Save it as LeBronJames
LeBronJames <- read.csv("LeBronJames.csv")Measurement Scales —————————————————— Looking at the data, choose 4 variables with at least 2 different measurement scales and list those here
names(LeBronJames)## [1] "Rk" "G" "Series" "Tm" "X" "Opp"
## [7] "GameNum" "X.1" "GS" "MP" "FG" "FGA"
## [13] "FGPer" "X3P" "X3PA" "X3PPer" "FT" "FTA"
## [19] "FTPer" "ORB" "DRB" "TRB" "AST" "STL"
## [25] "BLK" "TOV" "PF" "PTS" "GmSc" "PlusMinus"View(LeBronJames)I don’t have a codebook, so we’ll just pick these four variables: MP - minutes played, ratio FT - Free throws made, ratio Rk - Games played in order, ordinal series - nominal
Let’s take a closer look at some variables What is the role of the $ sign? Don’t run the whole chunk. How do you run individual lines of code within a chunk?
LeBronJames$Rk## [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
## [19] 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36
## [37] 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54
## [55] 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72
## [73] 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90
## [91] 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108
## [109] 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126
## [127] 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144
## [145] 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162
## [163] 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180
## [181] 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198
## [199] 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216
## [217] 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234
## [235] 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252
## [253] 253 254 255 256 257 258LeBronJames$MP## [1] "48:00:00" "43:28:00" "47:37:00" "45:20:00" "46:07:00" "53:00:00"
## [7] "36:00:00" "47:32:00" "48:00:00" "48:00:00" "46:50:00" "47:50:00"
## [13] "46:45:00" "44:19:00" "45:00:00" "46:02:00" "46:11:00" "46:01:00"
## [19] "45:49:00" "44:08:00" "46:20:00" "42:47:00" "38:53:00" "45:22:00"
## [25] "44:41:00" "46:07:00" "44:17:00" "50:18:00" "46:12:00" "44:00:00"
## [31] "38:00:00" "41:59:00" "46:29:00" "41:25:00" "39:00:00" "35:57:00"
## [37] "44:23:00" "44:05:00" "44:12:00" "38:49:00" "41:38:00" "40:15:00"
## [43] "44:00:00" "44:43:00" "46:39:00" "46:48:00" "40:52:00" "37:55:00"
## [49] "42:44:00" "40:39:00" "34:19:00" "31:10:00" "43:14:00" "43:25:00"
## [55] "41:14:00" "42:32:00" "41:57:00" "49:24:00" "45:30:00" "44:53:00"
## [61] "40:14:00" "41:05:00" "44:16:00" "36:24:00" "43:13:00" "43:12:00"
## [67] "41:09:00" "39:16:00" "43:14:00" "41:40:00" "46:12:00" "42:43:00"
## [73] "38:55:00" "44:16:00" "43:33:00" "41:40:00" "39:54:00" "44:03:00"
## [79] "42:48:00" "50:17:00" "45:43:00" "41:12:00" "45:39:00" "43:55:00"
## [85] "49:23:00" "45:46:00" "45:15:00" "39:37:00" "45:15:00" "45:43:00"
## [91] "45:38:00" "40:21:00" "31:41:00" "40:35:00" "35:50:00" "41:27:00"
## [97] "39:38:00" "43:15:00" "42:49:00" "40:06:00" "43:54:00" "38:09:00"
## [103] "44:46:00" "43:53:00" "47:39:00" "43:18:00" "48:06:00" "45:20:00"
## [109] "44:49:00" "47:32:00" "45:50:00" "42:19:00" "43:50:00" "44:21:00"
## [115] "44:09:00" "34:31:00" "38:39:00" "32:48:00" "41:06:00" "43:44:00"
## [121] "32:29:00" "44:25:00" "43:12:00" "44:26:00" "46:33:00" "45:17:00"
## [127] "41:13:00" "43:19:00" "44:29:00" "42:17:00" "40:49:00" "41:35:00"
## [133] "40:33:00" "39:07:00" "41:23:00" "43:41:00" "49:46:00" "45:00:00"
## [139] "38:32:00" "39:50:00" "35:59:00" "42:54:00" "36:21:00" "39:07:00"
## [145] "39:39:00" "43:28:00" "43:36:00" "40:50:00" "42:21:00" "39:46:00"
## [151] "35:48:00" "24:21:00" "31:39:00" "32:53:00" "37:36:00" "39:49:00"
## [157] "37:39:00" "41:16:00" "41:55:00" "41:48:00" "41:58:00" "46:22:00"
## [163] "41:56:00" "34:13:00" "43:39:00" "43:09:00" "40:56:00" "41:03:00"
## [169] "38:02:00" "38:58:00" "46:47:00" "29:10:00" "45:46:00" "50:20:00"
## [175] "46:00:00" "40:55:00" "44:46:00" "46:42:00" "40:51:00" "39:44:00"
## [181] "42:55:00" "41:27:00" "40:34:00" "28:08:00" "38:58:00" "37:52:00"
## [187] "28:18:00" "33:45:00" "38:50:00" "45:48:00" "31:30:00" "41:15:00"
## [193] "40:53:00" "33:38:00" "40:04:00" "45:34:00" "42:38:00" "42:35:00"
## [199] "46:49:00" "42:44:00" "42:16:00" "45:13:00" "44:44:00" "41:02:00"
## [205] "36:36:00" "40:38:00" "46:11:00" "41:58:00" "32:48:00" "45:03:00"
## [211] "38:16:00" "34:44:00" "40:02:00" "39:22:00" "45:37:00" "40:46:00"
## [217] "46:13:00" "43:56:00" "39:53:00" "41:41:00" "46:09:00" "41:49:00"
## [223] "31:11:00" "43:25:00" "46:56:00" "40:30:00" "41:16:00" "38:24:00"
## [229] "36:07:00" "38:46:00" "37:30:00" "41:53:00" "39:16:00" "46:06:00"
## [235] "48:00:00" "47:32:00" "43:51:00" "46:52:00" "40:34:00" "41:03:00"
## [241] "26:41:00" "34:29:00" "28:18:00" "33:52:00" "36:34:00" "39:16:00"
## [247] "37:31:00" "33:45:00" "30:48:00" "30:54:00" "36:25:00" "37:15:00"
## [253] "38:21:00" "40:01:00" "36:24:00" "39:09:00" "39:13:00" "38:38:00"LeBronJames[,] # This isolates rows and columns. If I type a 1 before the comma## Rk G Series Tm X Opp GameNum X.1 GS MP FG FGA FGPer X3P X3PA
## 1 1 1 EC1 CLE WAS 1 W (+11) 1 48:00:00 12 27 0.444 1 4
## 2 2 2 EC1 CLE WAS 2 L (-5) 1 43:28:00 7 25 0.280 1 6
## 3 3 3 EC1 CLE @ WAS 3 W (+1) 1 47:37:00 16 28 0.571 3 5
## 4 4 4 EC1 CLE @ WAS 4 L (-10) 1 45:20:00 13 23 0.565 7 12
## 5 5 5 EC1 CLE WAS 5 W (+1) 1 46:07:00 14 23 0.609 0 1
## 6 6 6 EC1 CLE @ WAS 6 W (+1) 1 53:00:00 15 25 0.600 1 6
## 7 7 7 ECS CLE @ DET 1 L (-27) 1 36:00:00 9 18 0.500 2 5
## 8 8 8 ECS CLE @ DET 2 L (-6) 1 47:32:00 11 23 0.478 2 5
## 9 9 9 ECS CLE DET 3 W (+9) 1 48:00:00 9 18 0.500 1 4
## 10 10 10 ECS CLE DET 4 W (+2) 1 48:00:00 8 23 0.348 1 2
## 11 11 11 ECS CLE @ DET 5 W (+2) 1 46:50:00 13 30 0.433 1 4
## 12 12 12 ECS CLE DET 6 L (-2) 1 47:50:00 8 20 0.400 1 5
## 13 13 13 ECS CLE @ DET 7 L (-18) 1 46:45:00 11 24 0.458 0 4
## 14 14 1 EC1 CLE WAS 1 W (+15) 1 44:19:00 7 14 0.500 0 2
## 15 15 2 EC1 CLE WAS 2 W (+7) 1 45:00:00 8 22 0.364 0 3
## 16 16 3 EC1 CLE @ WAS 3 W (+6) 1 46:02:00 11 22 0.500 3 5
## 17 17 4 EC1 CLE @ WAS 4 W (+7) 1 46:11:00 8 22 0.364 1 5
## 18 18 5 ECS CLE NJN 1 W (+4) 1 46:01:00 8 21 0.381 1 4
## 19 19 6 ECS CLE NJN 2 W (+10) 1 45:49:00 12 24 0.500 3 7
## 20 20 7 ECS CLE @ NJN 3 L (-11) 1 44:08:00 5 16 0.313 1 5
## 21 21 8 ECS CLE @ NJN 4 W (+2) 1 46:20:00 9 16 0.563 2 3
## 22 22 9 ECS CLE NJN 5 L (-11) 1 42:47:00 5 14 0.357 0 2
## 23 23 10 ECS CLE @ NJN 6 W (+16) 1 38:53:00 8 20 0.400 1 5
## 24 24 11 ECF CLE @ DET 1 L (-3) 1 45:22:00 5 15 0.333 0 0
## 25 25 12 ECF CLE @ DET 2 L (-3) 1 44:41:00 7 19 0.368 0 1
## 26 26 13 ECF CLE DET 3 W (+6) 1 46:07:00 12 21 0.571 2 3
## 27 27 14 ECF CLE DET 4 W (+4) 1 44:17:00 8 19 0.421 1 5
## 28 28 15 ECF CLE @ DET 5 W (+2) 1 50:18:00 18 33 0.545 2 3
## 29 29 16 ECF CLE DET 6 W (+16) 1 46:12:00 3 11 0.273 0 2
## 30 30 17 FIN CLE @ SAS 1 L (-9) 1 44:00:00 4 16 0.250 2 6
## 31 31 18 FIN CLE @ SAS 2 L (-11) 1 38:00:00 9 21 0.429 0 2
## 32 32 19 FIN CLE SAS 3 L (-3) 1 41:59:00 9 23 0.391 0 5
## 33 33 20 FIN CLE SAS 4 L (-1) 1 46:29:00 10 30 0.333 2 7
## 34 34 1 EC1 CLE WAS 1 W (+7) 1 41:25:00 12 19 0.632 0 2
## 35 35 2 EC1 CLE WAS 2 W (+30) 1 39:00:00 9 19 0.474 2 6
## 36 36 3 EC1 CLE @ WAS 3 L (-36) 1 35:57:00 10 19 0.526 0 4
## 37 37 4 EC1 CLE @ WAS 4 W (+3) 1 44:23:00 11 25 0.440 3 8
## 38 38 5 EC1 CLE WAS 5 L (-1) 1 44:05:00 8 21 0.381 3 9
## 39 39 6 EC1 CLE @ WAS 6 W (+17) 1 44:12:00 8 17 0.471 1 2
## 40 40 7 ECS CLE @ BOS 1 L (-4) 1 38:49:00 2 18 0.111 0 6
## 41 41 8 ECS CLE @ BOS 2 L (-16) 1 41:38:00 6 24 0.250 0 4
## 42 42 9 ECS CLE BOS 3 W (+24) 1 40:15:00 5 16 0.313 3 5
## 43 43 10 ECS CLE BOS 4 W (+11) 1 44:00:00 7 20 0.350 2 5
## 44 44 11 ECS CLE @ BOS 5 L (-7) 1 44:43:00 12 25 0.480 0 5
## 45 45 12 ECS CLE BOS 6 W (+5) 1 46:39:00 9 23 0.391 1 3
## 46 46 13 ECS CLE @ BOS 7 L (-5) 1 46:48:00 14 29 0.483 3 11
## 47 47 1 EC1 CLE DET 1 W (+18) 1 40:52:00 13 20 0.650 1 4
## 48 48 2 EC1 CLE DET 2 W (+12) 1 37:55:00 7 14 0.500 2 5
## 49 49 3 EC1 CLE @ DET 3 W (+11) 1 42:44:00 9 19 0.474 0 5
## 50 50 4 EC1 CLE @ DET 4 W (+21) 1 40:39:00 10 24 0.417 0 3
## 51 51 5 ECS CLE ATL 1 W (+27) 1 34:19:00 12 20 0.600 2 6
## 52 52 6 ECS CLE ATL 2 W (+20) 1 31:10:00 9 14 0.643 3 5
## 53 53 7 ECS CLE @ ATL 3 W (+15) 1 43:14:00 15 25 0.600 5 10
## 54 54 8 ECS CLE @ ATL 4 W (+10) 1 43:25:00 9 22 0.409 3 6
## 55 55 9 ECF CLE ORL 1 L (-1) 1 41:14:00 20 30 0.667 3 6
## 56 56 10 ECF CLE ORL 2 W (+1) 1 42:32:00 12 23 0.522 1 3
## 57 57 11 ECF CLE @ ORL 3 L (-10) 1 41:57:00 11 28 0.393 1 8
## 58 58 12 ECF CLE @ ORL 4 L (-2) 1 49:24:00 13 29 0.448 4 10
## 59 59 13 ECF CLE ORL 5 W (+10) 1 45:30:00 11 24 0.458 0 2
## 60 60 14 ECF CLE @ ORL 6 L (-13) 1 44:53:00 8 20 0.400 2 8
## 61 61 1 EC1 CLE CHI 1 W (+13) 1 40:14:00 9 19 0.474 0 1
## 62 62 2 EC1 CLE CHI 2 W (+10) 1 41:05:00 16 23 0.696 2 4
## 63 63 3 EC1 CLE @ CHI 3 L (-2) 1 44:16:00 14 26 0.538 4 8
## 64 64 4 EC1 CLE @ CHI 4 W (+23) 1 36:24:00 11 17 0.647 6 9
## 65 65 5 EC1 CLE CHI 5 W (+2) 1 43:13:00 5 12 0.417 1 2
## 66 66 6 ECS CLE BOS 1 W (+8) 1 43:12:00 12 24 0.500 3 6
## 67 67 7 ECS CLE BOS 2 L (-18) 1 41:09:00 7 15 0.467 0 4
## 68 68 8 ECS CLE @ BOS 3 W (+29) 1 39:16:00 14 22 0.636 2 3
## 69 69 9 ECS CLE @ BOS 4 L (-10) 1 43:14:00 7 18 0.389 0 5
## 70 70 10 ECS CLE BOS 5 L (-32) 1 41:40:00 3 14 0.214 0 4
## 71 71 11 ECS CLE @ BOS 6 L (-9) 1 46:12:00 8 21 0.381 2 4
## 72 72 1 EC1 MIA PHI 1 W (+8) 1 42:43:00 4 14 0.286 0 2
## 73 73 2 EC1 MIA PHI 2 W (+21) 1 38:55:00 10 19 0.526 1 1
## 74 74 3 EC1 MIA @ PHI 3 W (+6) 1 44:16:00 8 15 0.533 1 4
## 75 75 4 EC1 MIA @ PHI 4 L (-4) 1 43:33:00 11 20 0.550 0 4
## 76 76 5 EC1 MIA PHI 5 W (+6) 1 41:40:00 5 13 0.385 2 5
## 77 77 6 ECS MIA BOS 1 W (+9) 1 39:54:00 8 19 0.421 1 3
## 78 78 7 ECS MIA BOS 2 W (+11) 1 44:03:00 14 25 0.560 2 4
## 79 79 8 ECS MIA @ BOS 3 L (-16) 1 42:48:00 6 16 0.375 0 3
## 80 80 9 ECS MIA @ BOS 4 W (+8) 1 50:17:00 12 28 0.429 2 6
## 81 81 10 ECS MIA BOS 5 W (+10) 1 45:43:00 11 20 0.550 5 7
## 82 82 11 ECF MIA @ CHI 1 L (-21) 1 41:12:00 5 15 0.333 1 3
## 83 83 12 ECF MIA @ CHI 2 W (+10) 1 45:39:00 12 21 0.571 2 6
## 84 84 13 ECF MIA CHI 3 W (+11) 1 43:55:00 6 13 0.462 1 2
## 85 85 14 ECF MIA CHI 4 W (+8) 1 49:23:00 11 26 0.423 0 1
## 86 86 15 ECF MIA @ CHI 5 W (+3) 1 45:46:00 8 19 0.421 3 6
## 87 87 16 FIN MIA DAL 1 W (+8) 1 45:15:00 9 16 0.563 4 5
## 88 88 17 FIN MIA DAL 2 L (-2) 1 39:37:00 8 15 0.533 2 7
## 89 89 18 FIN MIA @ DAL 3 W (+2) 1 45:15:00 6 14 0.429 1 4
## 90 90 19 FIN MIA @ DAL 4 L (-3) 1 45:43:00 3 11 0.273 0 3
## 91 91 20 FIN MIA @ DAL 5 L (-9) 1 45:38:00 8 19 0.421 0 4
## 92 92 21 FIN MIA DAL 6 L (-10) 1 40:21:00 9 15 0.600 2 5
## 93 93 1 EC1 MIA NYK 1 W (+33) 1 31:41:00 10 14 0.714 1 1
## 94 94 2 EC1 MIA NYK 2 W (+10) 1 40:35:00 8 18 0.444 0 3
## 95 95 3 EC1 MIA @ NYK 3 W (+17) 1 35:50:00 9 21 0.429 2 5
## 96 96 4 EC1 MIA @ NYK 4 L (-2) 1 41:27:00 9 21 0.429 2 5
## 97 97 5 EC1 MIA NYK 5 W (+12) 1 39:38:00 7 16 0.438 2 6
## 98 98 6 ECS MIA IND 1 W (+9) 1 43:15:00 12 26 0.462 0 3
## 99 99 7 ECS MIA IND 2 L (-3) 1 42:49:00 10 22 0.455 0 4
## 100 100 8 ECS MIA @ IND 3 L (-19) 1 40:06:00 10 22 0.455 1 4
## 101 101 9 ECS MIA @ IND 4 W (+8) 1 43:54:00 14 27 0.519 0 0
## 102 102 10 ECS MIA IND 5 W (+32) 1 38:09:00 12 19 0.632 2 4
## 103 103 11 ECS MIA @ IND 6 W (+12) 1 44:46:00 12 23 0.522 0 3
## 104 104 12 ECF MIA BOS 1 W (+14) 1 43:53:00 13 22 0.591 0 3
## 105 105 13 ECF MIA BOS 2 W (+4) 1 47:39:00 7 20 0.350 2 6
## 106 106 14 ECF MIA @ BOS 3 L (-10) 1 43:18:00 16 26 0.615 1 4
## 107 107 15 ECF MIA @ BOS 4 L (-2) 1 48:06:00 12 25 0.480 1 3
## 108 108 16 ECF MIA BOS 5 L (-4) 1 45:20:00 11 25 0.440 2 6
## 109 109 17 ECF MIA @ BOS 6 W (+19) 1 44:49:00 19 26 0.731 2 4
## 110 110 18 ECF MIA BOS 7 W (+13) 1 47:32:00 9 21 0.429 1 5
## 111 111 19 FIN MIA @ OKC 1 L (-11) 1 45:50:00 11 24 0.458 1 3
## 112 112 20 FIN MIA @ OKC 2 W (+4) 1 42:19:00 10 22 0.455 0 2
## 113 113 21 FIN MIA OKC 3 W (+6) 1 43:50:00 11 23 0.478 1 4
## 114 114 22 FIN MIA OKC 4 W (+6) 1 44:21:00 10 20 0.500 1 4
## 115 115 23 FIN MIA OKC 5 W (+15) 1 44:09:00 9 19 0.474 0 3
## 116 116 1 EC1 MIA MIL 1 W (+23) 1 34:31:00 9 11 0.818 1 2
## 117 117 2 EC1 MIA MIL 2 W (+12) 1 38:39:00 6 14 0.429 0 3
## 118 118 3 EC1 MIA @ MIL 3 W (+13) 1 32:48:00 9 14 0.643 2 4
## 119 119 4 EC1 MIA @ MIL 4 W (+11) 1 41:06:00 13 20 0.650 0 2
## 120 120 5 ECS MIA CHI 1 L (-7) 1 43:44:00 8 17 0.471 1 3
## 121 121 6 ECS MIA CHI 2 W (+37) 1 32:29:00 7 12 0.583 1 3
## 122 122 7 ECS MIA @ CHI 3 W (+10) 1 44:25:00 6 17 0.353 2 4
## 123 123 8 ECS MIA @ CHI 4 W (+23) 1 43:12:00 9 20 0.450 1 4
## 124 124 9 ECS MIA CHI 5 W (+3) 1 44:26:00 5 14 0.357 1 3
## 125 125 10 ECF MIA IND 1 W (+1) 1 46:33:00 12 24 0.500 2 6
## 126 126 11 ECF MIA IND 2 L (-4) 1 45:17:00 14 20 0.700 3 7
## 127 127 12 ECF MIA @ IND 3 W (+18) 1 41:13:00 8 17 0.471 0 1
## 128 128 13 ECF MIA @ IND 4 L (-7) 1 43:19:00 8 18 0.444 4 7
## 129 129 14 ECF MIA IND 5 W (+11) 1 44:29:00 13 26 0.500 3 7
## 130 130 15 ECF MIA @ IND 6 L (-14) 1 42:17:00 10 21 0.476 2 4
## 131 131 16 ECF MIA IND 7 W (+23) 1 40:49:00 8 17 0.471 1 2
## 132 132 17 FIN MIA SAS 1 L (-4) 1 41:35:00 7 16 0.438 1 5
## 133 133 18 FIN MIA SAS 2 W (+19) 1 40:33:00 7 17 0.412 1 3
## 134 134 19 FIN MIA @ SAS 3 L (-36) 1 39:07:00 7 21 0.333 1 5
## 135 135 20 FIN MIA @ SAS 4 W (+16) 1 41:23:00 15 25 0.600 1 2
## 136 136 21 FIN MIA @ SAS 5 L (-10) 1 43:41:00 8 22 0.364 2 4
## 137 137 22 FIN MIA SAS 6 W (+3) 1 49:46:00 11 26 0.423 1 5
## 138 138 23 FIN MIA SAS 7 W (+7) 1 45:00:00 12 23 0.522 5 10
## 139 139 1 EC1 MIA CHA 1 W (+11) 1 38:32:00 8 16 0.500 4 8
## 140 140 2 EC1 MIA CHA 2 W (+4) 1 39:50:00 11 17 0.647 1 5
## 141 141 3 EC1 MIA @ CHA 3 W (+13) 1 35:59:00 10 18 0.556 1 2
## 142 142 4 EC1 MIA @ CHA 4 W (+11) 1 42:54:00 10 19 0.526 1 5
## 143 143 5 ECS MIA BRK 1 W (+21) 1 36:21:00 10 15 0.667 0 0
## 144 144 6 ECS MIA BRK 2 W (+12) 1 39:07:00 9 18 0.500 0 3
## 145 145 7 ECS MIA @ BRK 3 L (-14) 1 39:39:00 8 15 0.533 3 7
## 146 146 8 ECS MIA @ BRK 4 W (+6) 1 43:28:00 16 24 0.667 3 6
## 147 147 9 ECS MIA BRK 5 W (+2) 1 43:36:00 6 14 0.429 2 5
## 148 148 10 ECF MIA @ IND 1 L (-11) 1 40:50:00 11 18 0.611 1 5
## 149 149 11 ECF MIA @ IND 2 W (+4) 1 42:21:00 9 18 0.500 1 5
## 150 150 12 ECF MIA IND 3 W (+12) 1 39:46:00 9 14 0.643 1 2
## 151 151 13 ECF MIA IND 4 W (+12) 1 35:48:00 13 21 0.619 2 3
## 152 152 14 ECF MIA @ IND 5 L (-3) 1 24:21:00 2 10 0.200 1 3
## 153 153 15 ECF MIA IND 6 W (+25) 1 31:39:00 8 12 0.667 0 0
## 154 154 16 FIN MIA @ SAS 1 L (-15) 1 32:53:00 9 17 0.529 2 3
## 155 155 17 FIN MIA @ SAS 2 W (+2) 1 37:36:00 14 22 0.636 3 3
## 156 156 18 FIN MIA SAS 3 L (-19) 1 39:49:00 9 14 0.643 2 4
## 157 157 19 FIN MIA SAS 4 L (-21) 1 37:39:00 10 17 0.588 4 8
## 158 158 20 FIN MIA @ SAS 5 L (-17) 1 41:16:00 10 21 0.476 3 9
## 159 159 1 EC1 CLE BOS 1 W (+13) 1 41:55:00 8 18 0.444 1 3
## 160 160 2 EC1 CLE BOS 2 W (+8) 1 41:48:00 11 22 0.500 1 5
## 161 161 3 EC1 CLE @ BOS 3 W (+8) 1 41:58:00 13 26 0.500 1 5
## 162 162 4 EC1 CLE @ BOS 4 W (+8) 1 46:22:00 10 24 0.417 1 7
## 163 163 5 ECS CLE CHI 1 L (-7) 1 41:56:00 9 22 0.409 0 3
## 164 164 6 ECS CLE CHI 2 W (+15) 1 34:13:00 13 29 0.448 0 2
## 165 165 7 ECS CLE @ CHI 3 L (-3) 1 43:39:00 8 25 0.320 1 7
## 166 166 8 ECS CLE @ CHI 4 W (+2) 1 43:09:00 10 30 0.333 1 7
## 167 167 9 ECS CLE CHI 5 W (+5) 1 40:56:00 14 24 0.583 1 5
## 168 168 10 ECS CLE @ CHI 6 W (+21) 1 41:03:00 7 23 0.304 0 4
## 169 169 11 ECF CLE @ ATL 1 W (+8) 1 38:02:00 12 26 0.462 0 1
## 170 170 12 ECF CLE @ ATL 2 W (+12) 1 38:58:00 10 22 0.455 2 7
## 171 171 13 ECF CLE ATL 3 W (+3) 1 46:47:00 14 37 0.378 1 6
## 172 172 14 ECF CLE ATL 4 W (+30) 1 29:10:00 10 20 0.500 2 6
## 173 173 15 FIN CLE @ GSW 1 L (-8) 1 45:46:00 18 38 0.474 2 8
## 174 174 16 FIN CLE @ GSW 2 W (+2) 1 50:20:00 11 35 0.314 3 6
## 175 175 17 FIN CLE GSW 3 W (+5) 1 46:00:00 14 34 0.412 2 6
## 176 176 18 FIN CLE GSW 4 L (-21) 1 40:55:00 7 22 0.318 1 4
## 177 177 19 FIN CLE @ GSW 5 L (-13) 1 44:46:00 15 34 0.441 3 8
## 178 178 20 FIN CLE GSW 6 L (-8) 1 46:42:00 13 33 0.394 2 10
## 179 179 1 EC1 CLE DET 1 W (+5) 1 40:51:00 9 17 0.529 0 3
## 180 180 2 EC1 CLE DET 2 W (+17) 1 39:44:00 12 18 0.667 2 4
## 181 181 3 EC1 CLE @ DET 3 W (+10) 1 42:55:00 8 24 0.333 1 6
## 182 182 4 EC1 CLE @ DET 4 W (+2) 1 41:27:00 9 19 0.474 1 6
## 183 183 5 ECS CLE ATL 1 W (+11) 1 40:34:00 11 21 0.524 2 4
## 184 184 6 ECS CLE ATL 2 W (+25) 1 28:08:00 9 15 0.600 4 6
## 185 185 7 ECS CLE @ ATL 3 W (+13) 1 38:58:00 8 16 0.500 1 4
## 186 186 8 ECS CLE @ ATL 4 W (+1) 1 37:52:00 10 23 0.435 1 5
## 187 187 9 ECF CLE TOR 1 W (+31) 1 28:18:00 11 13 0.846 0 1
## 188 188 10 ECF CLE TOR 2 W (+19) 1 33:45:00 7 13 0.538 0 2
## 189 189 11 ECF CLE @ TOR 3 L (-15) 1 38:50:00 9 17 0.529 1 5
## 190 190 12 ECF CLE @ TOR 4 L (-6) 1 45:48:00 11 16 0.688 1 3
## 191 191 13 ECF CLE TOR 5 W (+38) 1 31:30:00 10 17 0.588 2 4
## 192 192 14 ECF CLE @ TOR 6 W (+26) 1 41:15:00 13 22 0.591 3 6
## 193 193 15 FIN CLE @ GSW 1 L (-15) 1 40:53:00 9 21 0.429 2 4
## 194 194 16 FIN CLE @ GSW 2 L (-33) 1 33:38:00 7 17 0.412 1 5
## 195 195 17 FIN CLE GSW 3 W (+30) 1 40:04:00 14 26 0.538 1 2
## 196 196 18 FIN CLE GSW 4 L (-11) 1 45:34:00 11 21 0.524 1 5
## 197 197 19 FIN CLE @ GSW 5 W (+15) 1 42:38:00 16 30 0.533 4 8
## 198 198 20 FIN CLE GSW 6 W (+14) 1 42:35:00 16 27 0.593 3 6
## 199 199 21 FIN CLE @ GSW 7 W (+4) 1 46:49:00 9 24 0.375 1 5
## 200 200 1 EC1 CLE IND 1 W (+1) 1 42:44:00 12 20 0.600 2 3
## 201 201 2 EC1 CLE IND 2 W (+6) 1 42:16:00 11 20 0.550 0 2
## 202 202 3 EC1 CLE @ IND 3 W (+5) 1 45:13:00 14 27 0.519 6 12
## 203 203 4 EC1 CLE @ IND 4 W (+4) 1 44:44:00 13 25 0.520 1 3
## 204 204 5 ECS CLE TOR 1 W (+11) 1 41:02:00 13 23 0.565 2 5
## 205 205 6 ECS CLE TOR 2 W (+22) 1 36:36:00 10 14 0.714 4 6
## 206 206 7 ECS CLE @ TOR 3 W (+21) 1 40:38:00 9 16 0.563 2 4
## 207 207 8 ECS CLE @ TOR 4 W (+7) 1 46:11:00 11 22 0.500 5 12
## 208 208 9 ECF CLE @ BOS 1 W (+13) 1 41:58:00 14 24 0.583 1 6
## 209 209 10 ECF CLE @ BOS 2 W (+44) 1 32:48:00 12 18 0.667 4 6
## 210 210 11 ECF CLE BOS 3 L (-3) 1 45:03:00 4 13 0.308 0 4
## 211 211 12 ECF CLE BOS 4 W (+13) 1 38:16:00 15 27 0.556 1 6
## 212 212 13 ECF CLE @ BOS 5 W (+33) 1 34:44:00 13 18 0.722 4 7
## 213 213 14 FIN CLE @ GSW 1 L (-22) 1 40:02:00 9 20 0.450 2 6
## 214 214 15 FIN CLE @ GSW 2 L (-19) 1 39:22:00 12 18 0.667 1 3
## 215 215 16 FIN CLE GSW 3 L (-5) 1 45:37:00 15 27 0.556 4 9
## 216 216 17 FIN CLE GSW 4 W (+21) 1 40:46:00 11 22 0.500 3 8
## 217 217 18 FIN CLE @ GSW 5 L (-9) 1 46:13:00 19 30 0.633 2 5
## 218 218 1 EC1 CLE IND 1 L (-18) 1 43:56:00 7 17 0.412 0 4
## 219 219 2 EC1 CLE IND 2 W (+3) 1 39:53:00 17 24 0.708 2 5
## 220 220 3 EC1 CLE @ IND 3 L (-2) 1 41:41:00 10 22 0.455 4 7
## 221 221 4 EC1 CLE @ IND 4 W (+4) 1 46:09:00 12 22 0.545 0 5
## 222 222 5 EC1 CLE IND 5 W (+3) 1 41:49:00 14 24 0.583 1 4
## 223 223 6 EC1 CLE @ IND 6 L (-34) 1 31:11:00 7 16 0.438 3 6
## 224 224 7 EC1 CLE IND 7 W (+4) 1 43:25:00 16 25 0.640 2 3
## 225 225 8 ECS CLE @ TOR 1 W (+1) 1 46:56:00 12 30 0.400 1 8
## 226 226 9 ECS CLE @ TOR 2 W (+18) 1 40:30:00 19 28 0.679 1 3
## 227 227 10 ECS CLE TOR 3 W (+2) 1 41:16:00 14 26 0.538 1 4
## 228 228 11 ECS CLE TOR 4 W (+35) 1 38:24:00 12 19 0.632 0 3
## 229 229 12 ECF CLE @ BOS 1 L (-25) 1 36:07:00 5 16 0.313 0 5
## 230 230 13 ECF CLE @ BOS 2 L (-13) 1 38:46:00 16 29 0.552 5 11
## 231 231 14 ECF CLE BOS 3 W (+30) 1 37:30:00 8 12 0.667 3 3
## 232 232 15 ECF CLE BOS 4 W (+9) 1 41:53:00 17 28 0.607 1 4
## 233 233 16 ECF CLE @ BOS 5 L (-13) 1 39:16:00 11 22 0.500 1 6
## 234 234 17 ECF CLE BOS 6 W (+10) 1 46:06:00 17 33 0.515 5 7
## 235 235 18 ECF CLE @ BOS 7 W (+8) 1 48:00:00 12 24 0.500 3 8
## 236 236 19 FIN CLE @ GSW 1 L (-10) 1 47:32:00 19 32 0.594 3 7
## 237 237 20 FIN CLE @ GSW 2 L (-19) 1 43:51:00 10 20 0.500 2 4
## 238 238 21 FIN CLE GSW 3 L (-8) 1 46:52:00 13 28 0.464 1 6
## 239 239 22 FIN CLE GSW 4 L (-23) 1 40:34:00 7 13 0.538 0 1
## 240 240 1 WC1 LAL POR 1 L (-7) 1 41:03:00 9 20 0.450 1 5
## 241 241 2 WC1 LAL POR 2 W (+23) 1 26:41:00 4 11 0.364 0 3
## 242 242 3 WC1 LAL @ POR 3 W (+8) 1 34:29:00 11 18 0.611 4 8
## 243 243 4 WC1 LAL @ POR 4 W (+20) 1 28:18:00 10 12 0.833 4 5
## 244 244 5 WC1 LAL POR 5 W (+9) 1 33:52:00 14 19 0.737 4 7
## 245 245 6 WCS LAL HOU 1 L (-15) 1 36:34:00 7 15 0.467 2 7
## 246 246 7 WCS LAL HOU 2 W (+8) 1 39:16:00 10 17 0.588 1 5
## 247 247 8 WCS LAL @ HOU 3 W (+10) 1 37:31:00 13 23 0.565 4 9
## 248 248 9 WCS LAL @ HOU 4 W (+10) 1 33:45:00 7 17 0.412 0 5
## 249 249 10 WCS LAL HOU 5 W (+23) 1 30:48:00 9 18 0.500 3 8
## 250 250 11 WCF LAL DEN 1 W (+12) 1 30:54:00 6 11 0.545 0 2
## 251 251 12 WCF LAL DEN 2 W (+2) 1 36:25:00 10 20 0.500 3 8
## 252 252 13 WCF LAL @ DEN 3 L (-8) 1 37:15:00 14 23 0.609 1 4
## 253 253 14 WCF LAL @ DEN 4 W (+6) 1 38:21:00 7 18 0.389 1 3
## 254 254 15 WCF LAL DEN 5 W (+10) 1 40:01:00 15 25 0.600 1 4
## 255 255 16 FIN LAL MIA 1 W (+18) 1 36:24:00 9 17 0.529 2 4
## 256 256 17 FIN LAL MIA 2 W (+10) 1 39:09:00 14 25 0.560 3 8
## 257 257 18 FIN LAL @ MIA 3 L (-11) 1 39:13:00 9 16 0.563 1 5
## 258 258 19 FIN LAL @ MIA 4 W (+6) 1 38:38:00 8 16 0.500 2 5
## X3PPer FT FTA FTPer ORB DRB TRB AST STL BLK TOV PF PTS GmSc PlusMinus
## 1 0.250 7 11 0.636 3 8 11 11 0 0 4 3 32 23.3 11
## 2 0.167 11 15 0.733 2 7 9 2 2 3 10 5 26 6.7 -2
## 3 0.600 6 9 0.667 1 4 5 3 2 0 4 3 41 27.4 1
## 4 0.583 5 7 0.714 1 5 6 5 0 0 7 5 38 23.0 -16
## 5 0.000 17 18 0.944 5 2 7 6 2 0 4 5 45 38.4 -4
## 6 0.167 1 3 0.333 0 7 7 7 2 1 5 4 32 22.8 1
## 7 0.400 2 2 1.000 1 3 4 4 0 0 4 3 22 12.2 -31
## 8 0.400 6 8 0.750 2 12 14 7 0 0 3 4 30 22.8 -4
## 9 0.250 2 2 1.000 0 10 10 10 4 1 4 2 21 21.9 9
## 10 0.500 5 10 0.500 1 7 8 9 2 2 8 3 22 10.4 2
## 11 0.250 5 7 0.714 3 2 5 5 2 1 2 3 32 21.1 2
## 12 0.200 15 18 0.833 0 11 11 5 1 1 7 2 32 20.7 -2
## 13 0.000 5 8 0.625 3 5 8 2 1 0 3 2 27 15.6 -16
## 14 0.000 9 11 0.818 2 7 9 7 2 0 1 1 23 24.2 17
## 15 0.000 11 13 0.846 4 4 8 7 1 2 2 2 27 22.5 12
## 16 0.600 5 7 0.714 0 6 6 9 1 0 2 3 30 24.1 6
## 17 0.200 14 17 0.824 3 8 11 7 3 1 2 3 31 27.5 12
## 18 0.250 4 6 0.667 2 9 11 7 1 1 3 2 21 15.6 6
## 19 0.429 9 13 0.692 0 1 1 12 3 0 2 2 36 31.3 8
## 20 0.200 7 7 1.000 0 6 6 12 0 0 2 2 18 16.2 -12
## 21 0.667 10 15 0.667 0 9 9 7 0 0 3 1 30 24.6 9
## 22 0.000 10 11 0.909 3 6 9 5 2 1 5 4 20 15.3 -15
## 23 0.200 6 9 0.667 1 7 8 8 1 0 2 4 23 16.8 26
## 24 NA 0 0 NA 1 9 10 9 4 1 2 1 10 13.5 -5
## 25 0.000 5 7 0.714 0 6 6 7 3 0 6 1 19 11.0 -6
## 26 0.667 6 9 0.667 1 8 9 9 2 0 3 2 32 28.5 6
## 27 0.200 8 9 0.889 0 7 7 11 3 0 3 0 25 24.3 -4
## 28 0.667 10 14 0.714 3 6 9 7 2 0 2 3 48 38.1 2
## 29 0.000 14 19 0.737 2 12 14 8 2 2 3 1 20 22.1 13
## 30 0.333 4 4 1.000 1 6 7 4 1 1 6 1 14 5.0 -5
## 31 0.000 7 11 0.636 3 4 7 6 1 0 6 3 25 13.6 -5
## 32 0.000 7 8 0.875 0 8 8 7 2 1 5 3 25 15.9 4
## 33 0.286 2 6 0.333 0 6 6 10 0 0 6 1 24 7.8 2
## 34 0.000 8 14 0.571 0 6 6 4 1 2 1 1 32 26.7 9
## 35 0.333 10 17 0.588 1 8 9 12 1 2 1 2 30 29.6 34
## 36 0.000 2 4 0.500 0 7 7 3 1 1 4 3 22 12.6 -24
## 37 0.375 9 14 0.643 2 10 12 7 2 0 5 5 34 23.2 3
## 38 0.333 15 18 0.833 2 8 10 7 1 2 5 0 34 27.4 -3
## 39 0.500 10 10 1.000 2 11 13 13 2 1 1 2 27 33.0 26
## 40 0.000 8 10 0.800 2 7 9 9 1 1 10 4 12 -0.7 -7
## 41 0.000 9 13 0.692 2 3 5 6 2 1 7 1 21 6.8 -15
## 42 0.600 8 12 0.667 0 5 5 8 4 3 2 3 21 20.2 29
## 43 0.400 5 8 0.625 1 5 6 13 3 2 4 3 21 19.1 15
## 44 0.000 11 13 0.846 0 3 3 5 1 1 4 3 35 22.4 -8
## 45 0.333 13 15 0.867 3 9 12 6 2 1 8 2 32 21.6 7
## 46 0.273 14 19 0.737 1 4 5 6 2 0 2 4 45 32.8 0
## 47 0.250 11 14 0.786 0 8 8 7 1 0 0 1 38 35.9 22
## 48 0.400 13 17 0.765 1 12 13 6 0 0 2 1 29 26.5 21
## 49 0.000 7 11 0.636 2 9 11 9 3 2 2 0 25 26.5 13
## 50 0.000 16 17 0.941 1 12 13 8 2 1 2 3 36 32.2 10
## 51 0.333 8 9 0.889 3 7 10 3 4 0 3 0 34 31.7 13
## 52 0.600 6 12 0.500 0 3 3 5 4 1 0 1 27 27.1 23
## 53 0.500 12 16 0.750 2 10 12 8 1 1 1 2 47 43.8 26
## 54 0.500 6 9 0.667 0 8 8 8 1 0 3 3 27 18.8 1
## 55 0.500 6 10 0.600 3 3 6 8 2 3 2 1 49 44.7 7
## 56 0.333 10 12 0.833 2 2 4 5 1 0 6 3 35 22.2 -7
## 57 0.125 18 24 0.750 0 7 7 9 2 1 2 3 41 31.3 -12
## 58 0.400 14 18 0.778 1 11 12 7 1 1 8 5 44 27.9 6
## 59 0.000 15 19 0.789 3 11 14 12 1 1 4 3 37 33.3 11
## 60 0.250 7 11 0.636 1 6 7 7 0 1 3 4 25 16.1 -12
## 61 0.000 6 7 0.857 0 6 6 5 1 4 3 2 24 19.2 19
## 62 0.500 6 6 1.000 1 7 8 8 1 2 2 2 40 38.3 6
## 63 0.500 7 13 0.538 2 8 10 8 2 3 5 3 39 31.3 5
## 64 0.667 9 10 0.900 0 12 12 11 2 1 2 3 37 39.9 29
## 65 0.500 8 14 0.571 3 7 10 9 0 2 3 1 19 18.7 1
## 66 0.500 8 11 0.727 2 5 7 7 3 2 2 1 35 31.6 7
## 67 0.000 10 15 0.667 0 7 7 4 3 2 5 1 24 18.2 -16
## 68 0.667 8 9 0.889 2 6 8 7 1 2 1 1 38 36.9 30
## 69 0.000 8 11 0.727 1 8 9 8 2 1 7 4 22 13.8 -10
## 70 0.000 9 12 0.750 1 5 6 7 1 0 3 3 15 9.1 -22
## 71 0.500 9 12 0.750 3 16 19 10 3 1 9 2 27 22.1 -5
## 72 0.000 13 14 0.929 4 10 14 5 1 3 2 3 21 21.6 4
## 73 1.000 8 10 0.800 1 6 7 6 0 0 0 1 29 25.2 24
## 74 0.250 7 10 0.700 1 14 15 6 1 0 1 1 24 24.2 8
## 75 0.000 9 11 0.818 2 5 7 6 1 1 1 2 31 27.6 -4
## 76 0.400 4 5 0.800 3 7 10 8 1 0 3 2 16 15.5 5
## 77 0.333 5 9 0.556 1 5 6 5 2 2 3 2 22 15.6 1
## 78 0.500 5 8 0.625 2 5 7 2 1 1 0 3 35 26.7 10
## 79 0.000 3 7 0.429 2 5 7 4 2 5 4 3 15 10.6 -21
## 80 0.333 9 9 1.000 3 11 14 3 3 0 5 3 35 24.5 7
## 81 0.714 6 9 0.667 2 5 7 4 1 1 5 1 33 24.2 14
## 82 0.333 4 4 1.000 1 5 6 6 2 3 4 2 15 12.2 -14
## 83 0.333 3 7 0.429 3 7 10 5 3 0 5 3 29 22.0 8
## 84 0.500 9 9 1.000 1 5 6 10 2 2 0 4 22 26.3 16
## 85 0.000 13 13 1.000 2 4 6 6 2 2 5 4 35 24.8 -1
## 86 0.500 9 11 0.818 0 11 11 6 3 2 4 2 28 24.2 8
## 87 0.800 2 2 1.000 0 9 9 5 1 0 1 4 24 21.0 9
## 88 0.286 2 4 0.500 1 7 8 4 4 1 5 4 20 15.6 -5
## 89 0.250 4 4 1.000 0 3 3 9 2 0 4 3 17 13.6 1
## 90 0.000 2 4 0.500 3 6 9 7 2 0 4 4 8 5.9 -6
## 91 0.000 1 2 0.500 1 9 10 10 0 1 4 3 17 12.4 -11
## 92 0.400 1 4 0.250 1 3 4 6 1 1 6 2 21 13.6 -24
## 93 1.000 11 14 0.786 1 3 4 3 4 0 2 2 32 29.9 35
## 94 0.000 3 7 0.429 1 6 7 9 2 0 2 1 19 16.4 10
## 95 0.400 12 13 0.923 2 6 8 5 2 0 8 5 32 19.2 23
## 96 0.400 7 8 0.875 0 4 4 4 1 0 5 4 27 13.9 -7
## 97 0.333 13 15 0.867 1 7 8 7 2 1 4 2 29 25.4 6
## 98 0.000 8 10 0.800 6 9 15 5 2 1 1 1 32 29.5 12
## 99 0.000 8 13 0.615 4 5 9 5 6 0 2 0 28 26.4 -7
## 100 0.250 1 3 0.333 1 6 7 3 2 0 4 1 22 12.0 -9
## 101 NA 12 16 0.750 6 12 18 9 2 2 5 1 40 37.2 4
## 102 0.500 4 4 1.000 3 7 10 8 1 1 4 1 30 28.6 28
## 103 0.000 4 5 0.800 1 5 6 7 3 0 1 1 28 25.0 16
## 104 0.000 6 9 0.667 1 12 13 3 1 3 3 2 32 26.3 17
## 105 0.333 18 24 0.750 4 6 10 7 1 1 1 2 34 29.8 10
## 106 0.250 1 5 0.200 0 8 8 5 2 2 3 4 34 25.3 -6
## 107 0.333 4 8 0.500 1 5 6 3 1 1 7 6 29 11.3 1
## 108 0.333 6 8 0.750 3 10 13 2 2 1 3 1 30 21.9 0
## 109 0.500 5 9 0.556 2 13 15 5 0 0 4 3 45 36.4 22
## 110 0.200 12 17 0.706 2 10 12 2 1 1 3 0 31 22.4 13
## 111 0.333 7 9 0.778 1 8 9 4 4 0 4 1 30 22.3 -11
## 112 0.000 12 12 1.000 2 6 8 5 1 0 2 4 32 24.7 6
## 113 0.250 6 8 0.750 5 9 14 3 0 0 4 1 29 20.4 8
## 114 0.250 5 8 0.625 3 6 9 12 2 0 3 2 26 25.3 8
## 115 0.000 8 9 0.889 4 7 11 13 1 2 6 2 26 25.5 20
## 116 0.500 8 11 0.727 2 8 10 8 0 0 5 2 27 25.3 14
## 117 0.000 7 8 0.875 1 7 8 6 1 0 4 2 19 14.4 13
## 118 0.500 2 4 0.500 0 5 5 6 0 0 5 2 22 14.9 14
## 119 0.000 4 7 0.571 2 6 8 7 3 1 5 3 30 25.6 16
## 120 0.333 7 9 0.778 2 6 8 7 2 1 2 2 24 22.5 -15
## 121 0.333 4 8 0.500 0 5 5 9 3 0 3 1 19 19.2 25
## 122 0.500 11 11 1.000 0 8 8 7 2 0 1 0 25 23.8 7
## 123 0.250 8 9 0.889 0 7 7 8 2 0 5 0 27 20.9 27
## 124 0.333 12 15 0.800 0 7 7 8 2 0 2 3 23 20.5 4
## 125 0.333 4 7 0.571 3 7 10 10 0 3 4 5 30 24.1 3
## 126 0.429 5 7 0.714 4 4 8 3 3 1 5 3 36 30.4 -7
## 127 0.000 6 6 1.000 0 4 4 3 0 0 0 0 22 16.6 22
## 128 0.571 4 6 0.667 4 2 6 5 1 3 2 6 24 19.4 -3
## 129 0.429 1 4 0.250 0 8 8 6 2 1 3 1 30 21.7 14
## 130 0.500 7 8 0.875 0 7 7 6 2 1 4 2 29 22.1 -22
## 131 0.500 15 16 0.938 2 6 8 4 2 1 2 1 32 29.2 21
## 132 0.200 3 4 0.750 2 16 18 10 0 0 2 0 18 20.4 -3
## 133 0.333 2 2 1.000 1 7 8 7 3 3 2 2 17 17.9 29
## 134 0.200 0 0 NA 1 10 11 5 2 0 2 0 15 10.3 -32
## 135 0.500 2 4 0.500 3 8 11 4 2 2 1 2 33 29.6 8
## 136 0.500 7 9 0.778 3 3 6 8 4 0 3 1 25 21.2 -9
## 137 0.200 9 12 0.750 4 6 10 11 3 1 6 3 32 25.8 -1
## 138 0.500 8 8 1.000 3 9 12 4 2 0 2 2 37 32.5 8
## 139 0.500 7 10 0.700 0 9 9 1 0 0 3 1 27 17.8 0
## 140 0.200 9 12 0.750 0 6 6 8 4 0 4 2 32 29.9 6
## 141 0.500 9 10 0.900 0 10 10 6 2 0 2 1 30 27.8 20
## 142 0.200 10 12 0.833 0 7 7 9 3 1 2 3 31 29.8 12
## 143 NA 2 2 1.000 1 4 5 3 0 0 1 2 22 17.7 10
## 144 0.000 4 6 0.667 0 4 4 3 2 1 2 2 22 15.4 6
## 145 0.429 9 10 0.900 0 8 8 5 1 1 2 2 28 25.1 -14
## 146 0.500 14 19 0.737 0 6 6 2 3 0 1 5 49 39.8 13
## 147 0.400 15 17 0.882 2 7 9 5 0 1 5 1 29 23.1 4
## 148 0.200 2 2 1.000 1 9 10 5 3 0 4 3 25 21.5 -13
## 149 0.200 3 6 0.500 0 7 7 6 2 3 3 3 22 18.0 4
## 150 0.500 7 9 0.778 1 4 5 7 3 0 6 2 26 22.0 24
## 151 0.667 4 4 1.000 0 10 10 5 2 0 2 3 32 27.8 10
## 152 0.333 2 3 0.667 1 1 2 4 0 1 3 5 7 -0.1 1
## 153 NA 9 9 1.000 1 3 4 6 1 1 2 1 25 24.9 27
## 154 0.667 5 6 0.833 3 3 6 3 3 0 4 1 25 20.0 0
## 155 1.000 4 5 0.800 2 8 10 3 2 0 4 3 35 27.5 11
## 156 0.500 2 3 0.667 1 4 5 7 5 0 7 5 22 18.2 -21
## 157 0.500 4 6 0.667 0 8 8 2 0 0 3 0 28 20.1 -21
## 158 0.333 8 9 0.889 1 9 10 5 0 2 1 1 31 26.8 -16
## 159 0.333 3 4 0.750 0 6 6 7 2 1 5 2 20 13.8 3
## 160 0.200 7 8 0.875 1 8 9 7 0 2 6 3 30 20.8 11
## 161 0.200 4 5 0.800 1 10 11 4 4 2 2 1 31 27.1 0
## 162 0.143 6 10 0.600 0 10 10 8 3 1 6 2 27 18.1 7
## 163 0.000 1 2 0.500 4 11 15 9 3 1 6 4 19 15.3 -11
## 164 0.000 7 9 0.778 3 5 8 5 2 1 2 2 33 24.1 31
## 165 0.143 10 11 0.909 2 6 8 14 1 1 7 4 27 18.4 1
## 166 0.143 4 4 1.000 2 12 14 8 1 2 8 4 25 11.4 5
## 167 0.200 9 12 0.750 2 10 12 6 3 3 0 3 38 38.1 -4
## 168 0.000 1 2 0.500 1 8 9 11 0 2 4 4 15 7.9 20
## 169 0.000 7 8 0.875 1 7 8 6 1 0 4 3 31 20.0 3
## 170 0.286 8 11 0.727 1 8 9 11 0 1 4 1 30 24.5 18
## 171 0.167 8 10 0.800 8 10 18 13 3 0 6 4 37 29.0 -3
## 172 0.333 1 4 0.250 0 9 9 7 2 1 1 2 23 20.3 20
## 173 0.250 6 10 0.600 0 8 8 6 0 0 4 2 44 24.8 -3
## 174 0.500 14 18 0.778 4 12 16 11 1 1 3 3 39 28.9 0
## 175 0.333 10 12 0.833 1 11 12 8 4 2 4 1 40 31.6 7
## 176 0.250 5 10 0.500 2 10 12 8 0 0 2 5 20 11.4 -15
## 177 0.375 7 9 0.778 1 13 14 11 1 0 2 5 40 30.7 -11
## 178 0.200 4 8 0.500 3 15 18 9 2 0 6 3 32 20.2 -3
## 179 0.000 4 4 1.000 1 5 6 11 2 2 1 3 22 24.8 18
## 180 0.500 1 3 0.333 1 5 6 3 3 0 5 3 27 19.5 10
## 181 0.167 3 5 0.600 1 12 13 7 0 1 5 2 20 9.7 17
## 182 0.167 3 3 1.000 2 9 11 6 2 0 2 4 22 19.0 5
## 183 0.500 1 1 1.000 0 7 7 9 5 1 4 3 25 23.6 16
## 184 0.667 5 9 0.556 0 4 4 5 3 0 2 4 27 22.6 24
## 185 0.250 7 9 0.778 2 11 13 8 2 0 5 2 24 21.7 17
## 186 0.200 0 3 0.000 5 5 10 9 2 1 6 2 21 14.9 2
## 187 0.000 2 4 0.500 2 4 6 4 2 1 4 3 24 21.4 20
## 188 0.000 9 17 0.529 1 10 11 11 3 0 2 2 23 25.1 16
## 189 0.200 5 7 0.714 4 4 8 5 2 0 2 3 24 21.2 -12
## 190 0.333 6 6 1.000 4 5 9 6 2 1 1 3 29 31.2 -3
## 191 0.500 1 3 0.333 0 6 6 8 2 1 2 2 23 21.6 32
## 192 0.500 4 7 0.571 2 9 11 6 1 3 3 2 33 29.2 22
## 193 0.500 3 4 0.750 4 8 12 9 2 1 4 2 23 20.9 -9
## 194 0.200 4 4 1.000 0 8 8 9 4 1 7 3 19 15.1 -20
## 195 0.500 3 5 0.600 2 9 11 6 1 2 5 2 32 23.5 24
## 196 0.200 2 4 0.500 4 9 13 9 2 3 7 4 25 21.2 -12
## 197 0.500 5 8 0.625 4 12 16 7 3 3 2 1 41 39.2 13
## 198 0.500 6 8 0.750 2 6 8 11 4 3 1 3 41 42.5 26
## 199 0.200 8 10 0.800 1 10 11 11 2 3 5 1 27 23.1 4
## 200 0.667 6 9 0.667 1 5 6 13 3 0 3 3 32 31.7 5
## 201 0.000 3 6 0.500 0 10 10 7 4 4 8 2 25 20.1 6
## 202 0.500 7 14 0.500 1 12 13 12 1 2 3 4 41 35.4 13
## 203 0.333 6 9 0.667 0 10 10 4 4 2 4 1 33 26.3 4
## 204 0.400 7 8 0.875 2 8 10 4 1 1 3 2 35 28.2 16
## 205 0.667 15 21 0.714 1 5 6 4 3 2 3 3 39 36.0 24
## 206 0.500 15 16 0.938 0 8 8 7 1 0 5 1 35 29.9 20
## 207 0.417 8 9 0.889 1 8 9 6 0 1 6 1 35 25.2 7
## 208 0.167 9 11 0.818 2 7 9 7 2 0 2 2 38 33.6 17
## 209 0.667 2 4 0.500 0 4 4 7 4 3 1 1 30 32.2 46
## 210 0.000 3 6 0.500 1 5 6 6 1 1 6 2 11 3.6 1
## 211 0.167 3 4 0.750 0 5 5 6 1 1 5 4 34 21.5 7
## 212 0.571 5 8 0.625 1 7 8 8 3 1 2 4 35 34.9 36
## 213 0.333 8 12 0.667 3 12 15 8 0 2 8 4 28 19.1 -22
## 214 0.333 4 5 0.800 0 11 11 14 3 1 4 2 29 32.8 -11
## 215 0.444 5 6 0.833 3 8 11 9 1 1 5 2 39 32.4 7
## 216 0.375 6 10 0.600 1 9 10 11 1 0 2 2 31 27.7 32
## 217 0.400 1 4 0.250 2 11 13 8 2 1 2 3 41 36.2 -13
## 218 0.000 10 14 0.714 3 7 10 12 1 1 3 2 24 23.8 -13
## 219 0.400 10 13 0.769 1 11 12 5 2 0 3 1 46 40.9 7
## 220 0.571 4 6 0.667 3 9 12 8 1 1 6 1 28 21.5 -1
## 221 0.000 8 9 0.889 2 11 13 7 0 2 1 3 32 29.8 3
## 222 0.250 15 15 1.000 3 7 10 8 1 1 5 3 44 38.1 2
## 223 0.500 5 5 1.000 0 5 5 7 1 2 4 3 22 17.2 -24
## 224 0.667 11 15 0.733 2 6 8 7 4 0 4 4 45 38.8 -2
## 225 0.125 1 6 0.167 0 11 11 13 1 2 1 2 26 20.8 5
## 226 0.333 4 8 0.500 1 7 8 14 1 0 1 1 43 41.6 20
## 227 0.250 9 11 0.818 1 5 6 7 3 1 4 1 38 31.0 2
## 228 0.000 5 8 0.625 0 8 8 11 2 1 2 2 29 29.3 28
## 229 0.000 5 6 0.833 0 7 7 9 0 2 7 1 15 7.8 -32
## 230 0.455 5 10 0.500 1 9 10 12 0 1 6 3 42 31.4 -9
## 231 1.000 8 10 0.800 1 4 5 12 2 2 3 3 27 30.5 31
## 232 0.250 9 13 0.692 1 4 5 3 2 0 7 3 44 27.4 9
## 233 0.167 3 4 0.750 0 10 10 5 1 0 6 2 26 15.3 -11
## 234 0.714 7 11 0.636 3 8 11 9 3 1 3 2 46 38.8 15
## 235 0.375 8 11 0.727 0 15 15 9 0 2 8 4 35 24.4 8
## 236 0.429 10 11 0.909 4 4 8 8 1 1 5 2 51 41.3 -13
## 237 0.500 7 9 0.778 1 8 9 13 2 0 5 2 29 26.6 -18
## 238 0.167 6 7 0.857 3 7 10 11 2 2 4 2 33 28.7 -8
## 239 0.000 9 11 0.818 1 6 7 8 0 1 6 5 23 16.7 -21
## 240 0.200 4 7 0.571 2 15 17 16 1 0 4 1 23 25.1 -3
## 241 0.000 2 2 1.000 0 6 6 7 2 0 6 1 10 6.2 23
## 242 0.500 12 17 0.706 1 11 12 8 2 0 8 3 38 30.2 2
## 243 0.800 6 8 0.750 1 5 6 10 0 1 2 2 30 31.9 17
## 244 0.571 4 4 1.000 0 10 10 10 1 1 5 1 36 34.6 20
## 245 0.286 4 5 0.800 1 7 8 7 0 2 4 2 20 16.2 -15
## 246 0.200 7 10 0.700 0 11 11 9 4 2 7 3 28 25.7 15
## 247 0.444 6 10 0.600 0 7 7 5 1 4 2 1 36 30.5 8
## 248 0.000 2 3 0.667 1 14 15 9 3 0 4 2 16 15.9 15
## 249 0.375 8 10 0.800 2 9 11 7 2 1 4 2 29 26.1 19
## 250 0.000 3 4 0.750 1 5 6 12 0 0 3 2 15 16.1 15
## 251 0.375 3 4 0.750 2 9 11 4 0 2 6 2 26 17.1 -9
## 252 0.250 1 2 0.500 1 9 10 11 2 2 6 1 30 27.2 2
## 253 0.333 11 14 0.786 1 8 9 8 0 0 0 2 26 22.9 8
## 254 0.250 7 8 0.875 3 13 16 10 1 0 2 2 38 37.3 12
## 255 0.500 5 6 0.833 1 12 13 9 1 0 2 3 25 24.7 10
## 256 0.375 2 5 0.400 2 7 9 9 1 1 0 2 33 30.6 7
## 257 0.200 6 9 0.667 1 9 10 8 0 2 8 2 25 17.8 -4
## 258 0.400 10 12 0.833 2 10 12 8 1 0 6 2 28 23.4 -2# it will display the first row of data. If you type a 1 after the comma, it
# will display first column. Example: LeBronJames["row","column"]Descriptive statistics ————————————————– Find functions for the mean, median, standard deviation, skew, and kurtosis Bonus: Find a way to get the mode
mean(LeBronJames$FT) # always use the dollar sign "$" to specify which variable## [1] 6.705426# you want from the dataset.
median(LeBronJames$FG)## [1] 10sd(LeBronJames$FT)## [1] 3.817639describe(LeBronJames) # this gives you all the descriptive statistics you can## vars n mean sd median trimmed mad min max range skew
## Rk 1 258 129.50 74.62 129.50 129.50 95.63 1.00 258.00 257.00 0.00
## G 2 258 10.12 5.91 10.00 9.93 7.41 1.00 23.00 22.00 0.23
## Series* 3 258 2.67 1.36 3.00 2.57 1.48 1.00 7.00 6.00 0.73
## Tm* 4 258 1.75 0.93 1.00 1.69 0.00 1.00 3.00 2.00 0.52
## X* 5 258 1.49 0.50 1.00 1.49 0.00 1.00 2.00 1.00 0.05
## Opp* 6 258 10.23 6.79 9.00 9.90 8.90 1.00 22.00 21.00 0.36
## GameNum 7 258 3.24 1.68 3.00 3.14 1.48 1.00 7.00 6.00 0.33
## X.1* 8 258 33.44 18.31 31.50 33.68 20.76 1.00 63.00 62.00 -0.02
## GS 9 258 1.00 0.00 1.00 1.00 0.00 1.00 1.00 0.00 NaN
## MP* 10 258 114.65 64.70 116.00 115.17 83.03 1.00 223.00 222.00 -0.06
## FG 11 258 10.24 3.34 10.00 10.15 2.97 2.00 20.00 18.00 0.30
## FGA 12 258 20.72 5.27 20.00 20.47 5.93 10.00 38.00 28.00 0.47
## FGPer 13 258 0.50 0.12 0.50 0.49 0.11 0.11 0.85 0.74 0.06
## X3P 14 258 1.58 1.37 1.00 1.41 1.48 0.00 7.00 7.00 0.98
## X3PA 15 258 4.73 2.26 5.00 4.61 1.48 0.00 12.00 12.00 0.61
## X3PPer 16 254 0.31 0.23 0.33 0.30 0.25 0.00 1.00 1.00 0.36
## FT 17 258 6.71 3.82 6.00 6.44 2.97 0.00 18.00 18.00 0.57
## FTA 18 258 9.03 4.51 9.00 8.76 4.45 0.00 24.00 24.00 0.54
## FTPer 19 256 0.73 0.18 0.75 0.74 0.18 0.00 1.00 1.00 -0.69
## ORB 20 258 1.50 1.38 1.00 1.35 1.48 0.00 8.00 8.00 1.06
## DRB 21 258 7.49 2.86 7.00 7.38 2.97 1.00 16.00 15.00 0.39
## TRB 22 258 9.00 3.22 9.00 8.81 2.97 1.00 19.00 18.00 0.53
## AST 23 258 7.19 2.80 7.00 7.09 2.97 1.00 16.00 15.00 0.35
## STL 24 258 1.71 1.21 2.00 1.63 1.48 0.00 6.00 6.00 0.48
## BLK 25 258 0.97 1.01 1.00 0.83 1.48 0.00 5.00 5.00 0.97
## TOV 26 258 3.66 2.07 3.50 3.54 2.22 0.00 10.00 10.00 0.49
## PF 27 258 2.34 1.26 2.00 2.28 1.48 0.00 6.00 6.00 0.38
## PTS 28 258 28.77 8.15 29.00 28.60 7.41 7.00 51.00 44.00 0.17
## GmSc 29 258 23.55 8.28 23.55 23.52 7.93 -0.70 44.70 45.40 -0.04
## PlusMinus 30 258 4.95 14.04 6.00 5.08 13.34 -32.00 46.00 78.00 -0.09
## kurtosis se
## Rk -1.21 4.65
## G -1.01 0.37
## Series* 0.58 0.08
## Tm* -1.65 0.06
## X* -2.01 0.03
## Opp* -1.13 0.42
## GameNum -0.82 0.10
## X.1* -0.99 1.14
## GS NaN 0.00
## MP* -1.22 4.03
## FG 0.10 0.21
## FGA 0.13 0.33
## FGPer 0.30 0.01
## X3P 0.85 0.09
## X3PA 0.60 0.14
## X3PPer -0.08 0.01
## FT -0.06 0.24
## FTA 0.12 0.28
## FTPer 0.70 0.01
## ORB 1.55 0.09
## DRB -0.02 0.18
## TRB 0.22 0.20
## AST -0.20 0.17
## STL -0.10 0.08
## BLK 0.60 0.06
## TOV -0.22 0.13
## PF -0.25 0.08
## PTS -0.02 0.51
## GmSc 0.07 0.52
## PlusMinus -0.19 0.87# think of, except for the mode
skew(LeBronJames$FT)## [1] 0.5672345kurtosi(LeBronJames$FT)## [1] -0.06234459mode(LeBronJames$FT)## [1] "numeric"find_mode <- function(x) {
u <- unique(x)
tab <- tabulate(match(x, u))
u[tab == max(tab)]
}
find_mode(LeBronJames$FG)## [1] 9Visualization ———————————————————– Using variables appropriate for method, create 3 different visualizations using 3 different variables.
We’re going to try the following dataviz options: Histogram Plot Boxplot Table
Which types of data go with which types of dataviz methods If you’re not sure, how can we find out? Remember how we ask R for help? ?hist Type it in the console section
We see that for variable FT, we can use a histogram
hist(LeBronJames$FT)
Plot for FG variable
plot(LeBronJames$FT)
Boxplot for FTA (free throws average per series) Specify where your data is coming from
boxplot(FTA~Series, data=LeBronJames)
Last, create a table to visualize the FGA variable
table(LeBronJames$FGA)##
## 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 32 33 34 35 37
## 1 5 5 6 15 10 16 18 18 17 20 16 21 16 17 14 11 6 6 4 7 1 3 2 1 1
## 38
## 1table(LeBronJames$Series)##
## EC1 ECF ECS FIN WC1 WCF WCS
## 62 59 69 53 5 5 5table(LeBronJames$Opp)##
## ATL BOS BRK CHA CHI DAL DEN DET GSW HOU IND MIA MIL NJN NYK OKC ORL PHI POR SAS
## 12 41 5 4 21 6 5 21 22 5 30 4 4 6 5 5 6 5 5 16
## TOR WAS
## 14 16