Load file
## Subject.ID Sex Height..cm. Weight..kg. Treated Improved
## 1 102 M 167.2879 79.93246 N FALSE
## 2 55 M 162.6989 102.22402 Y TRUE
## 3 133 M 187.4023 82.50390 Y TRUE
## 4 122 M 182.2638 111.58714 N FALSE
## 5 92 M 151.0932 77.55368 N TRUE
## 6 17 M 176.7462 63.36683 Y TRUE
## 7 10 M 195.0690 95.96830 N FALSE
## 8 178 F 169.0610 59.19994 N TRUE
## 9 69 M 171.8207 77.16236 Y TRUE
## 10 16 M 167.2888 76.51534 N FALSE
## 11 148 F 168.6646 87.07231 N TRUE
## 12 58 M 146.5141 71.45373 N TRUE
## 13 26 M 200.3359 93.88808 N FALSE
## 14 202 F 143.8314 78.10992 N FALSE
## 15 199 F 185.5061 97.50872 Y TRUE
## 16 164 F 154.0966 59.21550 N FALSE
## 17 213 F 172.0409 64.82814 Y TRUE
## 18 108 M 161.0844 76.43738 N FALSE
## 19 47 M 167.0033 98.39219 Y TRUE
## 20 278 F 150.0975 81.87524 N TRUE
## 21 71 M 171.7010 95.49751 Y TRUE
## 22 229 F 169.1247 72.59565 Y FALSE
## 23 106 M 174.8883 75.33040 N FALSE
## 24 109 M 159.1820 87.04063 Y TRUE
## 25 130 M 157.9895 99.21905 N FALSE
## 26 228 F 172.4044 84.68308 N FALSE
## 27 243 F 171.2810 73.36830 Y FALSE
## 28 237 F 162.8405 89.83853 Y TRUE
## 29 49 M 168.3497 76.82373 Y TRUE
## 30 227 F 175.2030 78.54791 Y FALSE
## 31 59 M 195.9885 85.38082 Y TRUE
## 32 101 M 163.4352 72.87662 Y TRUE
## 33 208 F 153.7961 86.99370 N FALSE
## 34 81 M 174.5354 79.64023 Y TRUE
## 35 247 F 163.9880 80.15194 Y TRUE
## 36 46 M 179.8623 89.11766 N FALSE
## 37 114 M 189.9788 99.84791 N FALSE
## 38 184 F 185.3363 84.97982 N TRUE
## 39 57 M 186.7696 75.77171 Y TRUE
## 40 212 F 131.5341 56.90949 N TRUE
## 41 166 F 143.7859 69.98727 N FALSE
## 42 128 M 185.1744 70.10401 N FALSE
## 43 121 M 186.3620 108.47838 Y TRUE
## 44 189 F 182.4807 75.25955 Y FALSE
## 45 67 M 183.1351 93.60112 Y TRUE
## 46 1 M 187.6024 104.21367 Y TRUE
## 47 117 M 179.7440 72.40169 Y TRUE
## 48 2 M 184.9615 100.60143 N TRUE
## 49 253 F 157.4738 86.66223 Y TRUE
## 50 216 F 149.1577 67.87478 N TRUE
## 51 34 M 184.7404 84.01647 N TRUE
## 52 53 M 178.2183 98.97981 Y TRUE
## 53 60 M 158.6065 105.77041 N FALSE
## 54 180 F 142.6493 92.23674 N TRUE
## 55 158 F 159.3733 71.65789 N TRUE
## 56 27 M 164.9506 109.21381 Y TRUE
## 57 169 F 163.9185 72.13286 Y FALSE
## 58 123 M 161.2759 101.44210 Y TRUE
## 59 152 F 176.1802 79.28211 N FALSE
## 60 236 F 135.4027 105.39770 N TRUE
## 61 85 M 185.1899 92.46652 Y TRUE
## 62 210 F 166.5184 51.74669 N FALSE
## 63 98 M 187.9351 81.31962 N TRUE
## 64 215 F 153.4042 63.18030 Y FALSE
## 65 65 M 186.8022 88.46743 Y TRUE
## 66 54 M 157.9190 90.87568 N FALSE
## 67 139 M 172.1275 89.53849 Y FALSE
## 68 173 F 136.5696 80.96942 Y FALSE
## 69 145 F 149.5745 80.50255 Y TRUE
## 70 86 M 181.2823 65.40830 N FALSE
## 71 245 F 163.5036 70.39454 Y FALSE
## 72 141 F 155.9192 85.82033 Y TRUE
## 73 8 M 184.8689 70.69202 N FALSE
## 74 268 F 151.1429 95.00659 N FALSE
## 75 56 M 156.8596 87.17166 N FALSE
## 76 249 F 179.3739 93.03631 Y TRUE
## 77 113 M 179.1903 80.74553 Y FALSE
## 78 230 F 171.0072 66.10530 N FALSE
## 79 12 M 161.0358 80.79579 N FALSE
## 80 82 M 181.4854 116.53686 N FALSE
## 81 235 F 135.2600 64.71831 Y FALSE
## 82 48 M 184.8322 103.44277 N TRUE
## 83 188 F 137.8034 65.50345 N FALSE
## 84 258 F 167.6393 69.71497 N TRUE
## 85 190 F 154.4271 72.91905 N FALSE
## 86 198 F 141.2617 70.53938 N FALSE
## 87 74 M 159.5480 93.54599 N TRUE
## 88 21 M 166.3489 66.81568 Y TRUE
## 89 241 F 168.2715 60.89727 Y FALSE
## 90 244 F 164.3119 75.46965 N TRUE
## 91 274 F 148.5744 84.14007 N FALSE
## 92 185 F 166.3000 80.58047 Y TRUE
## 93 138 M 179.6004 94.03440 N TRUE
## 94 75 M 178.4573 82.38763 Y TRUE
## 95 275 F 174.8732 57.59460 Y FALSE
## 96 279 F 149.2229 67.92892 Y TRUE
## 97 154 F 180.0644 89.49753 N TRUE
## 98 219 F 182.3320 87.86223 Y TRUE
## 99 45 M 166.5189 90.61854 Y TRUE
## 100 20 M 189.3667 93.69907 N TRUE
## 101 111 M 184.3307 80.66561 Y TRUE
## 102 140 M 173.0643 75.31859 N FALSE
## 103 179 F 145.4305 74.02251 Y TRUE
## 104 103 M 177.3559 94.80403 Y TRUE
## 105 149 F 164.1836 88.54630 Y FALSE
## 106 90 M 177.7331 98.04235 N TRUE
## 107 132 M 146.4268 93.77582 N TRUE
## 108 257 F 162.9050 61.77476 Y FALSE
## 109 68 M 183.0743 92.50923 N FALSE
## 110 33 M 173.4022 86.68689 Y TRUE
## 111 200 F 175.1418 58.79602 N FALSE
## 112 221 F 157.1064 73.41038 Y FALSE
## 113 217 F 182.3443 100.17342 Y FALSE
## 114 99 M 191.8698 120.73539 Y TRUE
## 115 131 M 178.5560 76.35221 Y TRUE
## 116 110 M 183.3341 95.59917 N TRUE
## 117 76 M 147.0924 118.14288 N TRUE
## 118 116 M 168.4474 79.92932 N FALSE
## 119 126 M 168.8786 64.60432 N FALSE
## 120 196 F 146.3929 84.36898 N TRUE
## 121 218 F 166.3190 81.33795 N TRUE
## 122 240 F 170.2853 66.75951 N TRUE
## 123 9 M 177.7860 80.88697 Y TRUE
## 124 32 M 194.8974 104.04235 N TRUE
## 125 239 F 161.3921 73.80548 Y FALSE
## 126 267 F 172.7326 73.54855 Y FALSE
## 127 195 F 173.5582 63.71319 Y FALSE
## 128 7 M 163.7016 90.84989 Y TRUE
## 129 160 F 159.6679 76.70961 N TRUE
## 130 151 F 166.4568 92.05709 Y TRUE
## 131 36 M 179.2820 101.32850 N TRUE
## 132 256 F 150.7899 50.66295 N FALSE
## 133 37 M 162.5198 81.79252 Y TRUE
## 134 124 M 155.7200 77.61334 N TRUE
## 135 119 M 175.2005 89.49732 Y TRUE
## 136 142 F 162.8642 83.72433 N FALSE
## 137 18 M 176.3137 71.74611 N FALSE
## 138 115 M 185.7768 103.51837 Y TRUE
## 139 107 M 176.3678 69.87363 Y TRUE
## 140 135 M 162.4468 120.24159 Y TRUE
## 141 197 F 167.5410 68.44778 Y FALSE
## 142 19 M 173.9776 90.23851 Y TRUE
## 143 194 F 167.5039 57.46884 N FALSE
## 144 161 F 147.8000 64.59420 Y TRUE
## 145 182 F 178.5928 70.68851 N FALSE
## 146 264 F 168.8843 68.59415 N FALSE
## 147 41 M 171.8034 95.04605 Y TRUE
## 148 159 F 166.3082 76.29458 Y TRUE
## 149 270 F 163.5108 69.72693 N FALSE
## 150 277 F 139.5077 115.78651 Y TRUE
## 151 29 M 170.6852 85.47871 Y FALSE
## 152 61 M 146.4632 84.22327 Y TRUE
## 153 23 M 168.3429 115.59950 Y TRUE
## 154 252 F 155.4660 76.52857 N FALSE
## 155 84 M 170.1359 92.17365 N TRUE
## 156 72 M 190.6677 109.97891 N FALSE
## 157 172 F 164.6903 89.36084 N FALSE
## 158 5 M 169.9073 72.34332 Y TRUE
## 159 153 F 162.4218 93.22409 Y TRUE
## 160 155 F 158.4365 77.30268 Y TRUE
## 161 186 F 162.1357 67.35295 N FALSE
## 162 22 M 162.6496 91.58802 N TRUE
## 163 64 M 173.4489 91.35109 N FALSE
## 164 259 F 168.2258 69.76795 Y FALSE
## 165 238 F 173.0919 80.91656 N TRUE
## 166 163 F 152.2595 97.08184 Y FALSE
## 167 77 M 166.8847 91.32877 Y FALSE
## 168 165 F 147.6563 65.98774 Y TRUE
## 169 83 M 172.3305 87.13445 Y TRUE
## 170 25 M 163.9142 62.90164 Y FALSE
## 171 276 F 157.7589 69.32728 N TRUE
## 172 44 M 169.3355 105.22810 N TRUE
## 173 246 F 146.4636 97.38828 N TRUE
## 174 156 F 164.5590 58.13941 N TRUE
## 175 224 F 153.3647 76.02848 N TRUE
## 176 104 M 164.3468 59.49497 N TRUE
## 177 209 F 176.6906 69.47130 Y FALSE
## 178 168 F 141.6870 84.23831 N TRUE
## 179 35 M 173.9324 86.18834 Y TRUE
## 180 30 M 174.2068 76.70749 N FALSE
## 181 260 F 152.5307 75.63787 N FALSE
## 182 118 M 165.6232 95.19766 N TRUE
## 183 272 F 153.8759 81.93506 N TRUE
## 184 70 M 174.9187 94.78397 N TRUE
## 185 11 M 172.5736 93.84190 Y TRUE
## 186 3 M 160.3215 116.45246 Y TRUE
## 187 50 M 182.4343 100.95779 N TRUE
## 188 150 F 178.6329 86.03109 N FALSE
## 189 225 F 153.8293 67.55932 Y TRUE
## 190 226 F 154.9570 95.36044 N FALSE
## 191 93 M 170.2612 79.48327 Y TRUE
## 192 263 F 149.2182 62.87235 Y TRUE
## 193 28 M 183.7342 100.35341 N FALSE
## 194 223 F 176.4594 82.51178 Y TRUE
## 195 147 F 134.0359 85.75488 Y FALSE
## 196 255 F 150.6228 73.66154 Y FALSE
## 197 51 M 161.3879 86.82305 Y TRUE
## 198 80 M 168.3802 102.22884 N TRUE
## 199 125 M 187.8714 73.02743 Y TRUE
## 200 73 M 174.9577 91.21325 Y TRUE
## 201 6 M 190.6628 77.52920 N TRUE
## 202 183 F 168.1133 68.36345 Y FALSE
## 203 120 M 193.8335 85.05732 N FALSE
## 204 181 F 183.0668 62.98063 Y FALSE
## 205 174 F 145.6472 71.68653 N TRUE
## 206 175 F 175.7785 61.17831 Y FALSE
## 207 43 M 178.0561 105.44873 Y TRUE
## 208 105 M 183.4897 99.08728 Y TRUE
## 209 233 F 172.5468 69.99154 Y FALSE
## 210 231 F 149.5486 60.33461 Y FALSE
## 211 203 F 148.3694 59.08668 Y FALSE
## 212 251 F 149.0950 60.00704 Y FALSE
## 213 176 F 156.5826 79.28150 N TRUE
## 214 63 M 153.7714 117.78910 Y TRUE
## 215 171 F 179.7527 93.19644 Y TRUE
## 216 112 M 195.9372 110.22979 N TRUE
## 217 187 F 137.9779 80.85613 Y TRUE
## 218 266 F 145.5825 72.43925 N TRUE
## 219 222 F 155.3204 97.05100 N TRUE
## 220 201 F 197.2992 48.92002 Y TRUE
## 221 129 M 200.0924 100.17928 Y TRUE
## 222 134 M 171.7657 101.35959 N TRUE
## 223 24 M 182.8861 103.08141 N FALSE
## 224 137 M 184.5986 113.46940 Y TRUE
## 225 14 M 179.4629 89.21102 N TRUE
## 226 143 F 163.5969 74.78845 Y TRUE
## 227 62 M 186.1593 83.80901 N TRUE
## 228 269 F 163.7728 54.76730 Y TRUE
## 229 234 F 185.8861 76.49107 N FALSE
## 230 89 M 176.0689 72.87004 Y FALSE
## 231 95 M 151.9374 91.47410 Y TRUE
## 232 78 M 189.9601 84.95480 N TRUE
## 233 207 F 140.7977 80.15871 Y TRUE
## 234 214 F 142.9026 77.86472 N FALSE
## 235 40 M 179.1773 80.11197 N FALSE
## 236 15 M 173.0936 85.58634 Y TRUE
## 237 232 F 160.4643 78.16619 N FALSE
## 238 136 M 199.8530 89.47395 N FALSE
## 239 157 F 142.6412 56.09379 Y FALSE
## 240 211 F 163.7780 88.12189 Y FALSE
## 241 52 M 183.9542 98.84698 N TRUE
## 242 220 F 170.6972 70.40801 N TRUE
## 243 191 F 156.8304 83.75263 Y FALSE
## 244 206 F 170.1411 74.92586 N FALSE
## 245 146 F 147.9521 64.18559 N FALSE
## 246 97 M 162.8902 79.50598 Y TRUE
## 247 250 F 168.3889 82.00191 N TRUE
## 248 96 M 182.9008 62.74305 N FALSE
## 249 144 F 154.1890 86.96663 N FALSE
## 250 193 F 171.9214 81.62364 Y TRUE
## 251 87 M 165.6311 94.92209 Y TRUE
## 252 273 F 175.4241 90.19558 Y TRUE
## 253 94 M 175.0482 58.91351 N FALSE
## 254 42 M 191.7359 105.69795 N TRUE
## 255 31 M 162.0797 90.07788 Y TRUE
## 256 39 M 187.2877 97.76904 Y TRUE
## 257 265 F 163.7606 70.95354 Y FALSE
## 258 170 F 151.7132 74.30121 N TRUE
## 259 192 F 143.5320 61.11292 N FALSE
## 260 4 M 183.5803 89.12084 N TRUE
## 261 127 M 162.4336 101.33193 Y TRUE
## 262 204 F 171.3169 81.45748 N TRUE
## 263 38 M 180.2214 89.27809 N TRUE
## 264 254 F 156.2747 70.81617 N FALSE
## 265 248 F 169.7722 75.15780 N TRUE
## 266 88 M 181.6608 100.32702 N FALSE
## 267 262 F 154.4258 86.78569 N TRUE
## 268 167 F 159.3471 83.21428 Y FALSE
## 269 205 F 137.1538 66.73825 Y FALSE
## 270 66 M 185.0704 92.24764 N FALSE
## 271 162 F 153.7883 50.67424 N FALSE
## 272 177 F 129.3887 80.72418 Y TRUE
## 273 100 M 171.5514 89.79097 N FALSE
## 274 79 M 182.8180 99.50330 Y TRUE
## 275 280 F 156.7037 72.38550 N FALSE
## 276 271 F 153.2108 69.04931 Y FALSE
## 277 242 F 171.9929 79.07514 N FALSE
## 278 91 M 171.6995 93.94300 Y TRUE
## 279 13 M 185.9210 75.37764 Y TRUE
## 280 261 F 148.9708 66.97000 Y TRUE
## [1] 28.56236 38.61746 23.49226 33.59025 33.97131 20.28440 25.22035 20.71258
## [9] 26.13693 27.34103 30.60779 33.28636 23.39337 37.75711 28.33527 24.93731
## [17] 21.90281 29.45770 35.27852 36.34173 32.39265 25.38029 24.62912 34.35057
## [25] 39.75015 28.49049 25.00863 33.87955 27.10634 25.58888 22.22794 27.28330
## [33] 36.77877 26.14362 29.80507 27.54758 27.66489 24.73971 21.72175 32.89336
## [41] 33.85218 20.44471 31.23406 22.60100 27.90860 29.61065 22.40991 29.40639
## [49] 34.94726 30.50824 24.61730 31.16321 42.04574 45.32779 28.21195 40.13930
## [57] 26.84584 39.00133 25.54235 57.48790 26.96185 18.66200 23.02395 26.84772
## [65] 25.35242 36.44003 30.22104 43.41233 35.98278 19.90316 26.33202 35.30131
## [73] 20.68439 41.58895 35.42854 28.91571 25.14718 22.60515 31.15615 35.38178
## [81] 35.37435 30.27924 34.49406 24.80700 30.57695 35.34948 36.74873 24.14564
## [89] 21.50685 27.95337 38.11669 29.13702 29.15226 25.86982 18.83368 30.50591
## [97] 27.60293 26.42873 32.68061 26.12933 23.74067 25.14707 34.99879 30.13947
## [105] 32.84813 31.03682 43.73710 23.27783 27.60136 28.82998 19.16762 29.74197
## [113] 30.12783 32.79604 23.94820 28.44250 54.60435 28.16941 22.65231 39.36794
## [121] 29.40420 23.02285 25.59078 27.39037 28.33506 24.65048 21.15141 33.90147
## [129] 30.08947 33.22417 31.52523 22.28157 30.96714 32.00720 29.15677 31.56461
## [137] 23.07949 29.99400 22.46336 45.56511 24.38468 29.81297 20.48248 29.56955
## [145] 22.16261 24.04963 32.20108 27.58457 26.08001 59.49244 29.34042 39.26225
## [153] 40.79120 31.66306 31.84307 30.25206 32.94664 25.05961 35.33782 30.79527
## [161] 25.62120 34.62045 30.36480 24.65306 27.00747 41.87638 32.79249 30.26630
## [169] 29.34038 23.41147 27.85584 36.69743 45.39911 21.46977 32.32404 22.02712
## [177] 22.25249 41.96137 28.48966 25.27596 32.51059 34.70434 34.60418 30.97864
## [185] 31.50997 45.30700 30.33382 26.96080 28.55006 39.71422 27.41854 28.23683
## [193] 29.72708 26.49882 47.73278 32.46828 33.33445 36.05716 20.69021 29.79831
## [201] 21.32717 24.18911 22.63884 18.79263 33.79348 19.80003 33.26042 29.43029
## [209] 23.50886 26.97749 26.84112 26.99454 32.33589 49.81432 28.84353 28.71211
## [217] 42.47113 34.17872 40.22933 12.56712 25.02169 34.35514 30.81904 33.29828
## [225] 27.69933 27.94375 24.18360 20.41916 22.13691 23.50627 39.62497 23.54307
## [233] 40.43519 38.12946 24.95350 28.56556 30.35722 22.40140 27.56925 32.85282
## [241] 29.21085 24.16403 34.05164 25.88292 29.32209 29.96468 28.91991 18.75575
## [249] 36.58020 27.61570 34.60061 29.30937 19.22647 28.75146 34.28949 27.87295
## [257] 26.45789 32.28117 29.66438 26.44401 38.40559 27.75430 27.48732 28.99715
## [265] 26.07599 30.40154 36.39220 32.77248 35.47802 26.93280 21.42597 48.21817
## [273] 30.51013 29.77141 29.47768 29.41581 26.73124 31.86590 21.80649 30.17715
## Subject.ID Sex Height..cm. Weight..kg. Treated Improved BMI
## 1 102 M 167.2879 79.93246 N FALSE 28.56236
## 2 55 M 162.6989 102.22402 Y TRUE 38.61746
## 3 133 M 187.4023 82.50390 Y TRUE 23.49226
## 4 122 M 182.2638 111.58714 N FALSE 33.59025
## 5 92 M 151.0932 77.55368 N TRUE 33.97131
## 6 17 M 176.7462 63.36683 Y TRUE 20.28440
## 7 10 M 195.0690 95.96830 N FALSE 25.22035
## 8 178 F 169.0610 59.19994 N TRUE 20.71258
## 9 69 M 171.8207 77.16236 Y TRUE 26.13693
## 10 16 M 167.2888 76.51534 N FALSE 27.34103
## 11 148 F 168.6646 87.07231 N TRUE 30.60779
## 12 58 M 146.5141 71.45373 N TRUE 33.28636
## 13 26 M 200.3359 93.88808 N FALSE 23.39337
## 14 202 F 143.8314 78.10992 N FALSE 37.75711
## 15 199 F 185.5061 97.50872 Y TRUE 28.33527
## 16 164 F 154.0966 59.21550 N FALSE 24.93731
## 17 213 F 172.0409 64.82814 Y TRUE 21.90281
## 18 108 M 161.0844 76.43738 N FALSE 29.45770
## 19 47 M 167.0033 98.39219 Y TRUE 35.27852
## 20 278 F 150.0975 81.87524 N TRUE 36.34173
## 21 71 M 171.7010 95.49751 Y TRUE 32.39265
## 22 229 F 169.1247 72.59565 Y FALSE 25.38029
## 23 106 M 174.8883 75.33040 N FALSE 24.62912
## 24 109 M 159.1820 87.04063 Y TRUE 34.35057
## 25 130 M 157.9895 99.21905 N FALSE 39.75015
## 26 228 F 172.4044 84.68308 N FALSE 28.49049
## 27 243 F 171.2810 73.36830 Y FALSE 25.00863
## 28 237 F 162.8405 89.83853 Y TRUE 33.87955
## 29 49 M 168.3497 76.82373 Y TRUE 27.10634
## 30 227 F 175.2030 78.54791 Y FALSE 25.58888
## 31 59 M 195.9885 85.38082 Y TRUE 22.22794
## 32 101 M 163.4352 72.87662 Y TRUE 27.28330
## 33 208 F 153.7961 86.99370 N FALSE 36.77877
## 34 81 M 174.5354 79.64023 Y TRUE 26.14362
## 35 247 F 163.9880 80.15194 Y TRUE 29.80507
## 36 46 M 179.8623 89.11766 N FALSE 27.54758
## 37 114 M 189.9788 99.84791 N FALSE 27.66489
## 38 184 F 185.3363 84.97982 N TRUE 24.73971
## 39 57 M 186.7696 75.77171 Y TRUE 21.72175
## 40 212 F 131.5341 56.90949 N TRUE 32.89336
## 41 166 F 143.7859 69.98727 N FALSE 33.85218
## 42 128 M 185.1744 70.10401 N FALSE 20.44471
## 43 121 M 186.3620 108.47838 Y TRUE 31.23406
## 44 189 F 182.4807 75.25955 Y FALSE 22.60100
## 45 67 M 183.1351 93.60112 Y TRUE 27.90860
## 46 1 M 187.6024 104.21367 Y TRUE 29.61065
## 47 117 M 179.7440 72.40169 Y TRUE 22.40991
## 48 2 M 184.9615 100.60143 N TRUE 29.40639
## 49 253 F 157.4738 86.66223 Y TRUE 34.94726
## 50 216 F 149.1577 67.87478 N TRUE 30.50824
## 51 34 M 184.7404 84.01647 N TRUE 24.61730
## 52 53 M 178.2183 98.97981 Y TRUE 31.16321
## 53 60 M 158.6065 105.77041 N FALSE 42.04574
## 54 180 F 142.6493 92.23674 N TRUE 45.32779
## 55 158 F 159.3733 71.65789 N TRUE 28.21195
## 56 27 M 164.9506 109.21381 Y TRUE 40.13930
## 57 169 F 163.9185 72.13286 Y FALSE 26.84584
## 58 123 M 161.2759 101.44210 Y TRUE 39.00133
## 59 152 F 176.1802 79.28211 N FALSE 25.54235
## 60 236 F 135.4027 105.39770 N TRUE 57.48790
## 61 85 M 185.1899 92.46652 Y TRUE 26.96185
## 62 210 F 166.5184 51.74669 N FALSE 18.66200
## 63 98 M 187.9351 81.31962 N TRUE 23.02395
## 64 215 F 153.4042 63.18030 Y FALSE 26.84772
## 65 65 M 186.8022 88.46743 Y TRUE 25.35242
## 66 54 M 157.9190 90.87568 N FALSE 36.44003
## 67 139 M 172.1275 89.53849 Y FALSE 30.22104
## 68 173 F 136.5696 80.96942 Y FALSE 43.41233
## 69 145 F 149.5745 80.50255 Y TRUE 35.98278
## 70 86 M 181.2823 65.40830 N FALSE 19.90316
## 71 245 F 163.5036 70.39454 Y FALSE 26.33202
## 72 141 F 155.9192 85.82033 Y TRUE 35.30131
## 73 8 M 184.8689 70.69202 N FALSE 20.68439
## 74 268 F 151.1429 95.00659 N FALSE 41.58895
## 75 56 M 156.8596 87.17166 N FALSE 35.42854
## 76 249 F 179.3739 93.03631 Y TRUE 28.91571
## 77 113 M 179.1903 80.74553 Y FALSE 25.14718
## 78 230 F 171.0072 66.10530 N FALSE 22.60515
## 79 12 M 161.0358 80.79579 N FALSE 31.15615
## 80 82 M 181.4854 116.53686 N FALSE 35.38178
## 81 235 F 135.2600 64.71831 Y FALSE 35.37435
## 82 48 M 184.8322 103.44277 N TRUE 30.27924
## 83 188 F 137.8034 65.50345 N FALSE 34.49406
## 84 258 F 167.6393 69.71497 N TRUE 24.80700
## 85 190 F 154.4271 72.91905 N FALSE 30.57695
## 86 198 F 141.2617 70.53938 N FALSE 35.34948
## 87 74 M 159.5480 93.54599 N TRUE 36.74873
## 88 21 M 166.3489 66.81568 Y TRUE 24.14564
## 89 241 F 168.2715 60.89727 Y FALSE 21.50685
## 90 244 F 164.3119 75.46965 N TRUE 27.95337
## 91 274 F 148.5744 84.14007 N FALSE 38.11669
## 92 185 F 166.3000 80.58047 Y TRUE 29.13702
## 93 138 M 179.6004 94.03440 N TRUE 29.15226
## 94 75 M 178.4573 82.38763 Y TRUE 25.86982
## 95 275 F 174.8732 57.59460 Y FALSE 18.83368
## 96 279 F 149.2229 67.92892 Y TRUE 30.50591
## 97 154 F 180.0644 89.49753 N TRUE 27.60293
## 98 219 F 182.3320 87.86223 Y TRUE 26.42873
## 99 45 M 166.5189 90.61854 Y TRUE 32.68061
## 100 20 M 189.3667 93.69907 N TRUE 26.12933
## 101 111 M 184.3307 80.66561 Y TRUE 23.74067
## 102 140 M 173.0643 75.31859 N FALSE 25.14707
## 103 179 F 145.4305 74.02251 Y TRUE 34.99879
## 104 103 M 177.3559 94.80403 Y TRUE 30.13947
## 105 149 F 164.1836 88.54630 Y FALSE 32.84813
## 106 90 M 177.7331 98.04235 N TRUE 31.03682
## 107 132 M 146.4268 93.77582 N TRUE 43.73710
## 108 257 F 162.9050 61.77476 Y FALSE 23.27783
## 109 68 M 183.0743 92.50923 N FALSE 27.60136
## 110 33 M 173.4022 86.68689 Y TRUE 28.82998
## 111 200 F 175.1418 58.79602 N FALSE 19.16762
## 112 221 F 157.1064 73.41038 Y FALSE 29.74197
## 113 217 F 182.3443 100.17342 Y FALSE 30.12783
## 114 99 M 191.8698 120.73539 Y TRUE 32.79604
## 115 131 M 178.5560 76.35221 Y TRUE 23.94820
## 116 110 M 183.3341 95.59917 N TRUE 28.44250
## 117 76 M 147.0924 118.14288 N TRUE 54.60435
## 118 116 M 168.4474 79.92932 N FALSE 28.16941
## 119 126 M 168.8786 64.60432 N FALSE 22.65231
## 120 196 F 146.3929 84.36898 N TRUE 39.36794
## 121 218 F 166.3190 81.33795 N TRUE 29.40420
## 122 240 F 170.2853 66.75951 N TRUE 23.02285
## 123 9 M 177.7860 80.88697 Y TRUE 25.59078
## 124 32 M 194.8974 104.04235 N TRUE 27.39037
## 125 239 F 161.3921 73.80548 Y FALSE 28.33506
## 126 267 F 172.7326 73.54855 Y FALSE 24.65048
## 127 195 F 173.5582 63.71319 Y FALSE 21.15141
## 128 7 M 163.7016 90.84989 Y TRUE 33.90147
## 129 160 F 159.6679 76.70961 N TRUE 30.08947
## 130 151 F 166.4568 92.05709 Y TRUE 33.22417
## 131 36 M 179.2820 101.32850 N TRUE 31.52523
## 132 256 F 150.7899 50.66295 N FALSE 22.28157
## 133 37 M 162.5198 81.79252 Y TRUE 30.96714
## 134 124 M 155.7200 77.61334 N TRUE 32.00720
## 135 119 M 175.2005 89.49732 Y TRUE 29.15677
## 136 142 F 162.8642 83.72433 N FALSE 31.56461
## 137 18 M 176.3137 71.74611 N FALSE 23.07949
## 138 115 M 185.7768 103.51837 Y TRUE 29.99400
## 139 107 M 176.3678 69.87363 Y TRUE 22.46336
## 140 135 M 162.4468 120.24159 Y TRUE 45.56511
## 141 197 F 167.5410 68.44778 Y FALSE 24.38468
## 142 19 M 173.9776 90.23851 Y TRUE 29.81297
## 143 194 F 167.5039 57.46884 N FALSE 20.48248
## 144 161 F 147.8000 64.59420 Y TRUE 29.56955
## 145 182 F 178.5928 70.68851 N FALSE 22.16261
## 146 264 F 168.8843 68.59415 N FALSE 24.04963
## 147 41 M 171.8034 95.04605 Y TRUE 32.20108
## 148 159 F 166.3082 76.29458 Y TRUE 27.58457
## 149 270 F 163.5108 69.72693 N FALSE 26.08001
## 150 277 F 139.5077 115.78651 Y TRUE 59.49244
## 151 29 M 170.6852 85.47871 Y FALSE 29.34042
## 152 61 M 146.4632 84.22327 Y TRUE 39.26225
## 153 23 M 168.3429 115.59950 Y TRUE 40.79120
## 154 252 F 155.4660 76.52857 N FALSE 31.66306
## 155 84 M 170.1359 92.17365 N TRUE 31.84307
## 156 72 M 190.6677 109.97891 N FALSE 30.25206
## 157 172 F 164.6903 89.36084 N FALSE 32.94664
## 158 5 M 169.9073 72.34332 Y TRUE 25.05961
## 159 153 F 162.4218 93.22409 Y TRUE 35.33782
## 160 155 F 158.4365 77.30268 Y TRUE 30.79527
## 161 186 F 162.1357 67.35295 N FALSE 25.62120
## 162 22 M 162.6496 91.58802 N TRUE 34.62045
## 163 64 M 173.4489 91.35109 N FALSE 30.36480
## 164 259 F 168.2258 69.76795 Y FALSE 24.65306
## 165 238 F 173.0919 80.91656 N TRUE 27.00747
## 166 163 F 152.2595 97.08184 Y FALSE 41.87638
## 167 77 M 166.8847 91.32877 Y FALSE 32.79249
## 168 165 F 147.6563 65.98774 Y TRUE 30.26630
## 169 83 M 172.3305 87.13445 Y TRUE 29.34038
## 170 25 M 163.9142 62.90164 Y FALSE 23.41147
## 171 276 F 157.7589 69.32728 N TRUE 27.85584
## 172 44 M 169.3355 105.22810 N TRUE 36.69743
## 173 246 F 146.4636 97.38828 N TRUE 45.39911
## 174 156 F 164.5590 58.13941 N TRUE 21.46977
## 175 224 F 153.3647 76.02848 N TRUE 32.32404
## 176 104 M 164.3468 59.49497 N TRUE 22.02712
## 177 209 F 176.6906 69.47130 Y FALSE 22.25249
## 178 168 F 141.6870 84.23831 N TRUE 41.96137
## 179 35 M 173.9324 86.18834 Y TRUE 28.48966
## 180 30 M 174.2068 76.70749 N FALSE 25.27596
## 181 260 F 152.5307 75.63787 N FALSE 32.51059
## 182 118 M 165.6232 95.19766 N TRUE 34.70434
## 183 272 F 153.8759 81.93506 N TRUE 34.60418
## 184 70 M 174.9187 94.78397 N TRUE 30.97864
## 185 11 M 172.5736 93.84190 Y TRUE 31.50997
## 186 3 M 160.3215 116.45246 Y TRUE 45.30700
## 187 50 M 182.4343 100.95779 N TRUE 30.33382
## 188 150 F 178.6329 86.03109 N FALSE 26.96080
## 189 225 F 153.8293 67.55932 Y TRUE 28.55006
## 190 226 F 154.9570 95.36044 N FALSE 39.71422
## 191 93 M 170.2612 79.48327 Y TRUE 27.41854
## 192 263 F 149.2182 62.87235 Y TRUE 28.23683
## 193 28 M 183.7342 100.35341 N FALSE 29.72708
## 194 223 F 176.4594 82.51178 Y TRUE 26.49882
## 195 147 F 134.0359 85.75488 Y FALSE 47.73278
## 196 255 F 150.6228 73.66154 Y FALSE 32.46828
## 197 51 M 161.3879 86.82305 Y TRUE 33.33445
## 198 80 M 168.3802 102.22884 N TRUE 36.05716
## 199 125 M 187.8714 73.02743 Y TRUE 20.69021
## 200 73 M 174.9577 91.21325 Y TRUE 29.79831
## 201 6 M 190.6628 77.52920 N TRUE 21.32717
## 202 183 F 168.1133 68.36345 Y FALSE 24.18911
## 203 120 M 193.8335 85.05732 N FALSE 22.63884
## 204 181 F 183.0668 62.98063 Y FALSE 18.79263
## 205 174 F 145.6472 71.68653 N TRUE 33.79348
## 206 175 F 175.7785 61.17831 Y FALSE 19.80003
## 207 43 M 178.0561 105.44873 Y TRUE 33.26042
## 208 105 M 183.4897 99.08728 Y TRUE 29.43029
## 209 233 F 172.5468 69.99154 Y FALSE 23.50886
## 210 231 F 149.5486 60.33461 Y FALSE 26.97749
## 211 203 F 148.3694 59.08668 Y FALSE 26.84112
## 212 251 F 149.0950 60.00704 Y FALSE 26.99454
## 213 176 F 156.5826 79.28150 N TRUE 32.33589
## 214 63 M 153.7714 117.78910 Y TRUE 49.81432
## 215 171 F 179.7527 93.19644 Y TRUE 28.84353
## 216 112 M 195.9372 110.22979 N TRUE 28.71211
## 217 187 F 137.9779 80.85613 Y TRUE 42.47113
## 218 266 F 145.5825 72.43925 N TRUE 34.17872
## 219 222 F 155.3204 97.05100 N TRUE 40.22933
## 220 201 F 197.2992 48.92002 Y TRUE 12.56712
## 221 129 M 200.0924 100.17928 Y TRUE 25.02169
## 222 134 M 171.7657 101.35959 N TRUE 34.35514
## 223 24 M 182.8861 103.08141 N FALSE 30.81904
## 224 137 M 184.5986 113.46940 Y TRUE 33.29828
## 225 14 M 179.4629 89.21102 N TRUE 27.69933
## 226 143 F 163.5969 74.78845 Y TRUE 27.94375
## 227 62 M 186.1593 83.80901 N TRUE 24.18360
## 228 269 F 163.7728 54.76730 Y TRUE 20.41916
## 229 234 F 185.8861 76.49107 N FALSE 22.13691
## 230 89 M 176.0689 72.87004 Y FALSE 23.50627
## 231 95 M 151.9374 91.47410 Y TRUE 39.62497
## 232 78 M 189.9601 84.95480 N TRUE 23.54307
## 233 207 F 140.7977 80.15871 Y TRUE 40.43519
## 234 214 F 142.9026 77.86472 N FALSE 38.12946
## 235 40 M 179.1773 80.11197 N FALSE 24.95350
## 236 15 M 173.0936 85.58634 Y TRUE 28.56556
## 237 232 F 160.4643 78.16619 N FALSE 30.35722
## 238 136 M 199.8530 89.47395 N FALSE 22.40140
## 239 157 F 142.6412 56.09379 Y FALSE 27.56925
## 240 211 F 163.7780 88.12189 Y FALSE 32.85282
## 241 52 M 183.9542 98.84698 N TRUE 29.21085
## 242 220 F 170.6972 70.40801 N TRUE 24.16403
## 243 191 F 156.8304 83.75263 Y FALSE 34.05164
## 244 206 F 170.1411 74.92586 N FALSE 25.88292
## 245 146 F 147.9521 64.18559 N FALSE 29.32209
## 246 97 M 162.8902 79.50598 Y TRUE 29.96468
## 247 250 F 168.3889 82.00191 N TRUE 28.91991
## 248 96 M 182.9008 62.74305 N FALSE 18.75575
## 249 144 F 154.1890 86.96663 N FALSE 36.58020
## 250 193 F 171.9214 81.62364 Y TRUE 27.61570
## 251 87 M 165.6311 94.92209 Y TRUE 34.60061
## 252 273 F 175.4241 90.19558 Y TRUE 29.30937
## 253 94 M 175.0482 58.91351 N FALSE 19.22647
## 254 42 M 191.7359 105.69795 N TRUE 28.75146
## 255 31 M 162.0797 90.07788 Y TRUE 34.28949
## 256 39 M 187.2877 97.76904 Y TRUE 27.87295
## 257 265 F 163.7606 70.95354 Y FALSE 26.45789
## 258 170 F 151.7132 74.30121 N TRUE 32.28117
## 259 192 F 143.5320 61.11292 N FALSE 29.66438
## 260 4 M 183.5803 89.12084 N TRUE 26.44401
## 261 127 M 162.4336 101.33193 Y TRUE 38.40559
## 262 204 F 171.3169 81.45748 N TRUE 27.75430
## 263 38 M 180.2214 89.27809 N TRUE 27.48732
## 264 254 F 156.2747 70.81617 N FALSE 28.99715
## 265 248 F 169.7722 75.15780 N TRUE 26.07599
## 266 88 M 181.6608 100.32702 N FALSE 30.40154
## 267 262 F 154.4258 86.78569 N TRUE 36.39220
## 268 167 F 159.3471 83.21428 Y FALSE 32.77248
## 269 205 F 137.1538 66.73825 Y FALSE 35.47802
## 270 66 M 185.0704 92.24764 N FALSE 26.93280
## 271 162 F 153.7883 50.67424 N FALSE 21.42597
## 272 177 F 129.3887 80.72418 Y TRUE 48.21817
## 273 100 M 171.5514 89.79097 N FALSE 30.51013
## 274 79 M 182.8180 99.50330 Y TRUE 29.77141
## 275 280 F 156.7037 72.38550 N FALSE 29.47768
## 276 271 F 153.2108 69.04931 Y FALSE 29.41581
## 277 242 F 171.9929 79.07514 N FALSE 26.73124
## 278 91 M 171.6995 93.94300 Y TRUE 31.86590
## 279 13 M 185.9210 75.37764 Y TRUE 21.80649
## 280 261 F 148.9708 66.97000 Y TRUE 30.17715
Compare Treated to Improved
##
## Call: glm(formula = Improved ~ Treated, family = "binomial", data = Train)
##
## Coefficients:
## (Intercept) TreatedY
## -0.05557 0.81467
##
## Degrees of Freedom: 140 Total (i.e. Null); 139 Residual
## Null Deviance: 191.7
## Residual Deviance: 186.1 AIC: 190.1
##
## FALSE TRUE
## FALSE 36 22
## TRUE 32 49
Accuracy - Treatment x Improved
## Warning in y_true == y_pred: longer object length is not a multiple of shorter
## object length
## [1] 0.5177305
Compared Treated and BMI to Improved
##
## Call: glm(formula = Improved ~ Treated + BMI, family = "binomial",
## data = Train)
##
## Coefficients:
## (Intercept) TreatedY BMI
## -1.7677 0.8104 0.0581
##
## Degrees of Freedom: 140 Total (i.e. Null); 138 Residual
## Null Deviance: 191.7
## Residual Deviance: 182.8 AIC: 188.8
##
## FALSE TRUE
## FALSE 26 32
## TRUE 15 66
Accuracy - Treatment + BMI x Improved
## Warning in y_true == y_pred: longer object length is not a multiple of shorter
## object length
## [1] 0.6028369