教科書: Klein & Moeschberger, Survival Analysis: Techniques for Censored and Truncated Data, 2nd
教科書中的資料可以從 R Package‘KMsurv’ 取得。
#install.packages("KMsurv")
library(KMsurv)data(drug6mp)
#?drug6mp
drug6mp## pair remstat t1 t2 relapse
## 1 1 1 1 10 1
## 2 2 2 22 7 1
## 3 3 2 3 32 0
## 4 4 2 12 23 1
## 5 5 2 8 22 1
## 6 6 1 17 6 1
## 7 7 2 2 16 1
## 8 8 2 11 34 0
## 9 9 2 8 32 0
## 10 10 2 12 25 0
## 11 11 2 2 11 0
## 12 12 1 5 20 0
## 13 13 2 4 19 0
## 14 14 2 15 6 1
## 15 15 2 8 17 0
## 16 16 1 23 35 0
## 17 17 1 5 6 1
## 18 18 2 11 13 1
## 19 19 2 4 9 0
## 20 20 2 1 6 0
## 21 21 2 8 10 0data(bmt)
#?bmt
bmt## group t1 t2 d1 d2 d3 ta da tc dc tp dp z1 z2 z3 z4 z5 z6 z7 z8
## 1 1 2081 2081 0 0 0 67 1 121 1 13 1 26 33 1 0 1 1 98 0
## 2 1 1602 1602 0 0 0 1602 0 139 1 18 1 21 37 1 1 0 0 1720 0
## 3 1 1496 1496 0 0 0 1496 0 307 1 12 1 26 35 1 1 1 0 127 0
## 4 1 1462 1462 0 0 0 70 1 95 1 13 1 17 21 0 1 0 0 168 0
## 5 1 1433 1433 0 0 0 1433 0 236 1 12 1 32 36 1 1 1 1 93 0
## 6 1 1377 1377 0 0 0 1377 0 123 1 12 1 22 31 1 1 1 1 2187 0
## 7 1 1330 1330 0 0 0 1330 0 96 1 17 1 20 17 1 0 1 1 1006 0
## 8 1 996 996 0 0 0 72 1 121 1 12 1 22 24 1 0 0 0 1319 0
## 9 1 226 226 0 0 0 226 0 226 0 10 1 18 21 0 1 0 0 208 0
## 10 1 1199 1199 0 0 0 1199 0 91 1 29 1 24 40 1 1 0 1 174 0
## 11 1 1111 1111 0 0 0 1111 0 1111 0 22 1 19 28 1 1 0 1 236 0
## 12 1 530 530 0 0 0 38 1 84 1 34 1 17 28 1 1 0 0 151 0
## 13 1 1182 1182 0 0 0 1182 0 112 1 22 1 24 23 0 0 0 1 203 0
## 14 1 1167 1167 0 0 0 39 1 487 1 1167 0 27 22 0 1 1 1 191 0
## 15 1 418 418 1 0 1 418 0 220 1 21 1 18 14 1 1 0 0 110 0
## 16 1 417 383 1 1 1 417 0 417 0 16 1 15 20 1 1 0 0 824 0
## 17 1 276 276 1 0 1 276 0 81 1 21 1 18 5 0 0 0 0 146 0
## 18 1 156 104 1 1 1 28 1 156 0 20 1 20 33 1 1 0 1 85 0
## 19 1 781 609 1 1 1 781 0 781 0 26 1 27 27 1 0 1 1 187 0
## 20 1 172 172 1 0 1 22 1 172 0 37 1 40 37 0 0 0 1 129 0
## 21 1 487 487 1 0 1 487 0 76 1 22 1 22 20 1 1 0 0 128 0
## 22 1 716 662 1 1 1 716 0 716 0 17 1 28 32 1 1 0 0 84 0
## 23 1 194 194 1 0 1 194 0 94 1 25 1 26 32 0 1 0 0 329 0
## 24 1 371 230 1 1 1 371 0 184 1 9 1 39 31 0 1 0 1 147 0
## 25 1 526 526 1 0 1 526 0 121 1 11 1 15 20 1 1 0 0 943 0
## 26 1 122 122 1 0 1 88 1 122 0 13 1 20 26 1 0 0 1 2616 0
## 27 1 1279 129 1 1 1 1279 0 1279 0 22 1 17 20 0 0 0 0 937 0
## 28 1 110 74 1 1 1 110 0 110 0 49 1 28 25 1 0 1 0 303 0
## 29 1 243 122 1 1 1 243 0 243 0 23 1 37 38 0 1 1 1 170 0
## 30 1 86 86 1 0 1 86 0 86 0 86 0 17 26 1 0 1 0 239 0
## 31 1 466 466 1 0 1 466 0 119 1 100 1 15 18 1 1 0 0 508 0
## 32 1 262 192 1 1 1 10 1 84 1 59 1 29 32 1 1 1 0 74 0
## 33 1 162 109 1 1 1 162 0 162 0 40 1 36 43 1 1 1 0 393 0
## 34 1 262 55 1 1 1 262 0 262 0 24 1 23 16 0 1 1 1 331 0
## 35 1 1 1 1 0 1 1 0 1 0 1 0 42 48 1 1 0 0 196 0
## 36 1 107 107 1 0 1 107 0 107 0 107 0 30 19 1 1 1 1 178 0
## 37 1 269 110 1 1 1 269 0 120 1 27 1 29 20 0 1 1 1 361 0
## 38 1 350 332 1 0 1 350 0 350 0 33 1 22 20 1 0 0 0 834 0
## 39 2 2569 2569 0 0 0 2569 0 2569 0 21 1 19 13 1 1 1 0 270 1
## 40 2 2506 2506 0 0 0 2506 0 2506 0 17 1 31 34 1 1 0 0 60 0
## 41 2 2409 2409 0 0 0 2409 0 2409 0 16 1 35 31 1 1 1 1 120 0
## 42 2 2218 2218 0 0 0 2218 0 2218 0 11 1 16 16 1 1 1 0 60 1
## 43 2 1857 1857 0 0 0 1857 0 260 1 15 1 29 35 0 0 1 0 90 0
## 44 2 1829 1829 0 0 0 1829 0 1829 0 19 1 19 18 1 1 1 0 210 0
## 45 2 1562 1562 0 0 0 1562 0 1562 0 18 1 26 30 1 1 1 1 90 0
## 46 2 1470 1470 0 0 0 1470 0 180 1 14 1 27 34 1 1 0 1 240 0
## 47 2 1363 1363 0 0 0 1363 0 200 1 12 1 13 24 1 1 1 0 90 0
## 48 2 1030 1030 0 0 0 1030 0 210 1 14 1 25 29 0 0 0 0 210 0
## 49 2 860 860 0 0 0 860 0 860 0 15 1 25 31 0 1 0 1 180 0
## 50 2 1258 1258 0 0 0 1258 0 120 1 66 1 30 16 0 1 1 0 180 0
## 51 2 2246 2246 0 0 0 52 1 380 1 15 1 45 39 0 0 0 0 105 0
## 52 2 1870 1870 0 0 0 1870 0 230 1 16 1 33 30 0 0 1 1 225 0
## 53 2 1799 1799 0 0 0 1799 0 140 1 12 1 32 23 1 0 0 0 120 0
## 54 2 1709 1709 0 0 0 20 1 348 1 19 1 23 28 0 1 1 0 90 1
## 55 2 1674 1674 0 0 0 1674 0 1674 0 24 1 37 34 1 1 0 0 60 1
## 56 2 1568 1568 0 0 0 1568 0 1568 0 14 1 15 19 1 0 0 0 90 0
## 57 2 1527 1527 0 0 0 1527 0 1527 0 13 1 22 12 0 1 0 1 450 1
## 58 2 1324 1324 0 0 0 25 1 1324 0 15 1 46 31 1 1 1 1 75 0
## 59 2 957 957 0 0 0 957 0 957 0 69 1 18 17 1 1 0 0 90 0
## 60 2 932 932 0 0 0 29 1 932 0 7 1 27 30 0 0 0 0 60 1
## 61 2 847 847 0 0 0 847 0 847 0 16 1 28 29 1 1 0 0 75 0
## 62 2 848 848 0 0 0 848 0 155 1 16 1 23 26 1 1 0 0 180 0
## 63 2 1850 1850 0 0 0 1850 0 1850 0 9 1 37 36 0 0 0 1 180 0
## 64 2 1843 1843 0 0 0 1843 0 1843 0 19 1 34 32 0 0 1 1 270 0
## 65 2 1535 1535 0 0 0 1535 0 1535 0 21 1 35 32 0 1 0 0 180 1
## 66 2 1447 1447 0 0 0 1447 0 220 1 24 1 33 28 0 1 1 1 150 0
## 67 2 1384 1384 0 0 0 1384 0 200 1 19 1 21 18 0 0 0 0 120 0
## 68 2 414 414 1 0 1 414 0 414 0 27 1 21 15 1 1 0 1 120 1
## 69 2 2204 2204 1 0 1 2204 0 2204 0 12 1 25 19 0 0 0 1 60 0
## 70 2 1063 1063 1 0 1 1063 0 240 1 16 1 50 38 1 0 1 0 270 1
## 71 2 481 481 1 0 1 30 1 120 1 24 1 35 36 1 0 1 1 90 1
## 72 2 105 105 1 0 1 21 1 105 0 15 1 37 34 1 0 1 1 120 0
## 73 2 641 641 1 0 1 641 0 641 0 11 1 26 24 1 1 0 0 90 0
## 74 2 390 390 1 0 1 390 0 390 0 11 1 50 48 1 1 0 0 120 0
## 75 2 288 288 1 0 1 18 1 100 1 288 0 45 43 1 1 1 1 90 0
## 76 2 522 421 1 1 1 25 1 140 1 20 1 28 30 1 1 0 1 90 1
## 77 2 79 79 1 0 1 16 1 79 0 79 0 43 43 0 0 0 0 90 0
## 78 2 1156 748 1 1 1 1156 0 180 1 18 1 14 19 1 0 0 0 60 0
## 79 2 583 486 1 1 1 583 0 583 0 11 1 17 14 0 1 0 0 120 0
## 80 2 48 48 1 0 1 48 0 48 0 14 1 32 33 0 1 1 0 150 1
## 81 2 431 272 1 1 1 431 0 431 0 12 1 30 23 0 1 1 0 120 1
## 82 2 1074 1074 1 0 1 1074 0 120 1 19 1 30 32 1 1 1 0 150 1
## 83 2 393 381 1 1 1 393 0 100 1 16 1 33 28 0 0 0 0 120 1
## 84 2 10 10 1 0 1 10 0 10 0 10 0 34 54 1 0 1 1 240 0
## 85 2 53 53 1 0 1 53 0 53 0 53 0 33 41 0 1 1 1 180 0
## 86 2 80 80 1 0 1 10 1 80 0 80 0 30 35 0 0 0 1 150 0
## 87 2 35 35 1 0 1 35 0 35 0 35 0 23 25 0 1 1 1 150 0
## 88 2 1499 248 0 1 1 1499 0 1499 0 9 1 35 18 1 1 0 1 30 0
## 89 2 704 704 1 0 1 36 1 155 1 18 1 29 21 0 1 1 0 105 0
## 90 2 653 211 1 1 1 653 0 653 0 23 1 23 16 1 0 0 0 90 1
## 91 2 222 219 1 1 1 222 0 123 1 52 1 28 30 1 1 1 1 120 1
## 92 2 1356 606 0 1 1 1356 0 1356 0 14 1 33 22 1 1 1 0 210 1
## 93 3 2640 2640 0 0 0 2640 0 2640 0 22 1 18 23 1 1 0 0 750 0
## 94 3 2430 2430 0 0 0 2430 0 2430 0 14 1 29 26 1 1 0 1 24 0
## 95 3 2252 2252 0 0 0 2252 0 150 1 17 1 35 31 1 0 0 0 120 0
## 96 3 2140 2140 0 0 0 2140 0 220 1 18 1 27 17 1 1 1 1 210 0
## 97 3 2133 2133 0 0 0 2133 0 250 1 17 1 36 39 0 1 0 0 240 0
## 98 3 1238 1238 0 0 0 1238 0 250 1 18 1 24 28 1 0 1 1 240 0
## 99 3 1631 1631 0 0 0 1631 0 150 1 40 1 27 21 1 0 1 0 690 1
## 100 3 2024 2024 0 0 0 2024 0 180 1 16 1 35 41 0 1 0 0 105 1
## 101 3 1345 1345 0 0 0 32 1 360 1 14 1 50 36 1 1 1 1 120 0
## 102 3 1136 1136 0 0 0 1136 0 140 1 15 1 47 27 1 0 1 0 900 0
## 103 3 845 845 0 0 0 845 0 845 0 20 1 40 39 0 0 1 1 210 1
## 104 3 491 422 1 1 1 491 0 180 1 491 0 22 21 0 0 0 0 210 1
## 105 3 162 162 1 0 1 162 0 162 0 13 1 22 23 1 0 0 1 300 0
## 106 3 1298 84 1 1 1 1298 0 1298 0 1298 0 8 2 0 0 1 0 105 1
## 107 3 121 100 1 1 1 28 1 121 0 65 1 39 48 1 1 1 1 210 1
## 108 3 2 2 1 0 1 2 0 2 0 2 0 20 19 1 1 0 0 75 1
## 109 3 62 47 1 1 1 62 0 62 0 11 1 27 25 1 1 0 0 90 1
## 110 3 265 242 1 1 1 265 0 210 1 14 1 32 32 1 0 0 0 180 1
## 111 3 547 456 1 1 1 547 0 130 1 24 1 31 28 1 0 1 1 630 1
## 112 3 341 268 1 1 1 21 1 100 1 17 1 20 23 0 1 1 1 180 1
## 113 3 318 318 1 0 1 318 0 140 1 12 1 35 40 0 1 1 1 300 0
## 114 3 195 32 1 1 1 195 0 195 0 16 1 36 39 1 1 0 0 90 1
## 115 3 469 467 1 1 1 469 0 90 1 20 1 35 33 0 0 1 0 120 0
## 116 3 93 47 1 1 1 93 0 93 0 28 1 7 2 1 1 0 0 135 1
## 117 3 515 390 1 1 1 515 0 515 0 31 1 23 25 1 1 1 0 210 1
## 118 3 183 183 1 0 1 183 0 130 1 21 1 11 7 0 1 0 0 120 1
## 119 3 105 105 1 0 1 105 0 105 0 105 0 14 18 1 0 0 0 150 1
## 120 3 128 115 1 1 1 128 0 128 0 12 1 37 35 0 0 1 1 270 0
## 121 3 164 164 1 0 1 164 0 164 0 164 0 19 32 0 0 0 1 285 1
## 122 3 129 93 1 1 1 129 0 129 0 51 1 37 34 0 1 1 0 240 1
## 123 3 122 120 1 1 1 122 0 122 0 12 1 25 29 0 1 1 1 510 1
## 124 3 80 80 1 0 1 21 1 80 0 0 1 35 28 1 0 0 0 780 1
## 125 3 677 677 1 0 1 677 0 150 1 8 1 15 14 1 1 1 0 150 1
## 126 3 73 64 1 1 1 73 0 73 0 38 1 45 42 0 1 1 0 180 1
## 127 3 168 168 1 0 1 168 0 200 1 48 1 32 43 0 1 1 1 150 1
## 128 3 74 74 1 0 1 29 1 74 0 24 1 41 29 0 1 1 1 750 0
## 129 3 16 16 1 0 1 16 0 16 0 16 0 27 36 0 0 1 0 180 0
## 130 3 248 157 1 1 1 248 0 100 1 52 1 33 39 0 0 1 1 180 1
## 131 3 732 625 1 1 1 732 0 732 0 18 1 39 43 0 1 1 1 150 1
## 132 3 105 48 1 1 1 105 0 105 0 30 1 17 14 0 1 0 0 210 1
## 133 3 392 273 1 1 1 392 0 122 1 24 1 43 50 1 1 1 0 240 0
## 134 3 63 63 1 0 1 38 1 63 0 16 1 44 37 1 1 0 0 360 1
## 135 3 97 76 1 1 1 97 0 97 0 97 0 48 56 1 1 1 1 330 0
## 136 3 153 113 1 1 1 153 0 153 0 59 1 31 25 0 1 1 1 240 0
## 137 3 363 363 1 0 1 363 0 363 0 19 1 52 48 1 1 1 0 180 0
## z9 z10
## 1 1 0
## 2 1 0
## 3 1 0
## 4 1 0
## 5 1 0
## 6 1 0
## 7 1 0
## 8 1 0
## 9 1 0
## 10 3 1
## 11 3 1
## 12 3 1
## 13 2 1
## 14 2 1
## 15 1 0
## 16 1 0
## 17 1 0
## 18 1 0
## 19 1 0
## 20 1 0
## 21 1 0
## 22 1 0
## 23 1 0
## 24 1 0
## 25 1 0
## 26 1 0
## 27 3 1
## 28 3 1
## 29 3 1
## 30 3 1
## 31 3 1
## 32 3 1
## 33 2 1
## 34 2 1
## 35 2 1
## 36 2 1
## 37 2 1
## 38 2 1
## 39 1 0
## 40 1 0
## 41 1 0
## 42 1 0
## 43 1 0
## 44 1 0
## 45 1 0
## 46 1 0
## 47 1 0
## 48 1 0
## 49 1 0
## 50 2 1
## 51 4 0
## 52 4 0
## 53 4 0
## 54 4 0
## 55 4 0
## 56 4 0
## 57 4 0
## 58 4 0
## 59 4 0
## 60 4 0
## 61 4 0
## 62 4 0
## 63 3 1
## 64 3 1
## 65 3 1
## 66 3 1
## 67 3 1
## 68 1 0
## 69 1 0
## 70 1 0
## 71 1 0
## 72 1 0
## 73 1 0
## 74 1 0
## 75 1 0
## 76 1 0
## 77 1 0
## 78 1 0
## 79 1 0
## 80 1 0
## 81 1 0
## 82 1 0
## 83 1 0
## 84 2 1
## 85 2 1
## 86 2 1
## 87 2 1
## 88 4 0
## 89 4 0
## 90 4 0
## 91 3 1
## 92 3 1
## 93 1 0
## 94 1 0
## 95 1 0
## 96 1 0
## 97 1 0
## 98 1 0
## 99 2 1
## 100 4 0
## 101 4 0
## 102 3 1
## 103 3 1
## 104 1 0
## 105 1 0
## 106 1 0
## 107 1 0
## 108 1 0
## 109 1 0
## 110 1 0
## 111 1 0
## 112 1 0
## 113 1 0
## 114 1 0
## 115 1 0
## 116 1 0
## 117 1 0
## 118 1 0
## 119 1 0
## 120 1 0
## 121 1 0
## 122 1 0
## 123 1 0
## 124 1 0
## 125 1 0
## 126 2 1
## 127 2 1
## 128 2 1
## 129 4 0
## 130 4 0
## 131 4 0
## 132 4 0
## 133 3 1
## 134 3 1
## 135 3 1
## 136 3 1
## 137 3 1data(kidney)
#?kidney
kidney## time delta type
## 1 1.5 1 1
## 2 3.5 1 1
## 3 4.5 1 1
## 4 4.5 1 1
## 5 5.5 1 1
## 6 8.5 1 1
## 7 8.5 1 1
## 8 9.5 1 1
## 9 10.5 1 1
## 10 11.5 1 1
## 11 15.5 1 1
## 12 16.5 1 1
## 13 18.5 1 1
## 14 23.5 1 1
## 15 26.5 1 1
## 16 2.5 0 1
## 17 2.5 0 1
## 18 3.5 0 1
## 19 3.5 0 1
## 20 3.5 0 1
## 21 4.5 0 1
## 22 5.5 0 1
## 23 6.5 0 1
## 24 6.5 0 1
## 25 7.5 0 1
## 26 7.5 0 1
## 27 7.5 0 1
## 28 7.5 0 1
## 29 8.5 0 1
## 30 9.5 0 1
## 31 10.5 0 1
## 32 11.5 0 1
## 33 12.5 0 1
## 34 12.5 0 1
## 35 13.5 0 1
## 36 14.5 0 1
## 37 14.5 0 1
## 38 21.5 0 1
## 39 21.5 0 1
## 40 22.5 0 1
## 41 22.5 0 1
## 42 25.5 0 1
## 43 27.5 0 1
## 44 0.5 1 2
## 45 0.5 1 2
## 46 0.5 1 2
## 47 0.5 1 2
## 48 0.5 1 2
## 49 0.5 1 2
## 50 2.5 1 2
## 51 2.5 1 2
## 52 3.5 1 2
## 53 6.5 1 2
## 54 15.5 1 2
## 55 0.5 0 2
## 56 0.5 0 2
## 57 0.5 0 2
## 58 0.5 0 2
## 59 0.5 0 2
## 60 0.5 0 2
## 61 0.5 0 2
## 62 0.5 0 2
## 63 0.5 0 2
## 64 0.5 0 2
## 65 1.5 0 2
## 66 1.5 0 2
## 67 1.5 0 2
## 68 1.5 0 2
## 69 2.5 0 2
## 70 2.5 0 2
## 71 2.5 0 2
## 72 2.5 0 2
## 73 2.5 0 2
## 74 3.5 0 2
## 75 3.5 0 2
## 76 3.5 0 2
## 77 3.5 0 2
## 78 3.5 0 2
## 79 4.5 0 2
## 80 4.5 0 2
## 81 4.5 0 2
## 82 5.5 0 2
## 83 5.5 0 2
## 84 5.5 0 2
## 85 5.5 0 2
## 86 5.5 0 2
## 87 6.5 0 2
## 88 7.5 0 2
## 89 7.5 0 2
## 90 7.5 0 2
## 91 8.5 0 2
## 92 8.5 0 2
## 93 8.5 0 2
## 94 9.5 0 2
## 95 9.5 0 2
## 96 10.5 0 2
## 97 10.5 0 2
## 98 10.5 0 2
## 99 11.5 0 2
## 100 11.5 0 2
## 101 12.5 0 2
## 102 12.5 0 2
## 103 12.5 0 2
## 104 12.5 0 2
## 105 14.5 0 2
## 106 14.5 0 2
## 107 16.5 0 2
## 108 16.5 0 2
## 109 18.5 0 2
## 110 19.5 0 2
## 111 19.5 0 2
## 112 19.5 0 2
## 113 20.5 0 2
## 114 22.5 0 2
## 115 24.5 0 2
## 116 25.5 0 2
## 117 26.5 0 2
## 118 26.5 0 2
## 119 28.5 0 2