comparison lifelines_tool/test-data/readme_sample @ 2:dd5e65893cb8 draft default tip

add survival and collapsed life table outputs suggested by Wolfgang
author fubar
date Thu, 10 Aug 2023 22:52:45 +0000
parents 232b874046a7
children
comparison
equal deleted inserted replaced
1:232b874046a7 2:dd5e65893cb8
1 ## Lifelines tool starting. 1 ## Lifelines tool
2 Using data header = Index(['Unnamed: 0', 'week', 'arrest', 'fin', 'age', 'race', 'wexp', 'mar', 2 Input data header = Index(['Unnamed: 0', 'week', 'arrest', 'fin', 'age', 'race', 'wexp', 'mar',
3 'paro', 'prio'], 3 'paro', 'prio'],
4 dtype='object') time column = week status column = arrest 4 dtype='object') time column = week status column = arrest
5 Logrank test for race - 0 vs 1 5 Logrank test for race - 0 vs 1
6 6
7 <lifelines.StatisticalResult: logrank_test> 7 <lifelines.StatisticalResult: logrank_test>
12 test_name = logrank_test 12 test_name = logrank_test
13 13
14 --- 14 ---
15 test_statistic p -log2(p) 15 test_statistic p -log2(p)
16 0.58 0.45 1.16 16 0.58 0.45 1.16
17 #### Survival table using time week and event arrest
18 removed observed censored entrance at_risk
19 event_at
20 0.0 0 0 0 432 432
21 1.0 1 1 0 0 432
22 2.0 1 1 0 0 431
23 3.0 1 1 0 0 430
24 4.0 1 1 0 0 429
25 5.0 1 1 0 0 428
26 6.0 1 1 0 0 427
27 7.0 1 1 0 0 426
28 8.0 5 5 0 0 425
29 9.0 2 2 0 0 420
30 10.0 1 1 0 0 418
31 11.0 2 2 0 0 417
32 12.0 2 2 0 0 415
33 13.0 1 1 0 0 413
34 14.0 3 3 0 0 412
35 15.0 2 2 0 0 409
36 16.0 2 2 0 0 407
37 17.0 3 3 0 0 405
38 18.0 3 3 0 0 402
39 19.0 2 2 0 0 399
40 20.0 5 5 0 0 397
41 21.0 2 2 0 0 392
42 22.0 1 1 0 0 390
43 23.0 1 1 0 0 389
44 24.0 4 4 0 0 388
45 25.0 3 3 0 0 384
46 26.0 3 3 0 0 381
47 27.0 2 2 0 0 378
48 28.0 2 2 0 0 376
49 30.0 2 2 0 0 374
50 31.0 1 1 0 0 372
51 32.0 2 2 0 0 371
52 33.0 2 2 0 0 369
53 34.0 2 2 0 0 367
54 35.0 4 4 0 0 365
55 36.0 3 3 0 0 361
56 37.0 4 4 0 0 358
57 38.0 1 1 0 0 354
58 39.0 2 2 0 0 353
59 40.0 4 4 0 0 351
60 42.0 2 2 0 0 347
61 43.0 4 4 0 0 345
62 44.0 2 2 0 0 341
63 45.0 2 2 0 0 339
64 46.0 4 4 0 0 337
65 47.0 1 1 0 0 333
66 48.0 2 2 0 0 332
67 49.0 5 5 0 0 330
68 50.0 3 3 0 0 325
69 52.0 322 4 318 0 322
70 #### Life table using time week and event arrest
71 removed observed censored at_risk
72 event_at
73 (-0.001, 13.844] 20 20 0 432
74 (13.844, 27.687] 36 36 0 412
75 (27.687, 41.531] 29 29 0 376
76 (41.531, 55.374] 347 29 318 347
17 ### Lifelines test of Proportional Hazards results with prio, age, race, paro, mar, fin as covariates on KM and CPH in lifelines test 77 ### Lifelines test of Proportional Hazards results with prio, age, race, paro, mar, fin as covariates on KM and CPH in lifelines test
18 <lifelines.CoxPHFitter: fitted with 432 total observations, 318 right-censored observations> 78 <lifelines.CoxPHFitter: fitted with 432 total observations, 318 right-censored observations>
19 duration col = 'week' 79 duration col = 'week'
20 event col = 'arrest' 80 event col = 'arrest'
21 baseline estimation = breslow 81 baseline estimation = breslow
22 number of observations = 432 82 number of observations = 432
23 number of events observed = 114 83 number of events observed = 114
24 partial log-likelihood = -659.00 84 partial log-likelihood = -659.00
25 time fit was run = 2023-08-10 05:49:04 UTC 85 time fit was run = 2023-08-10 12:00:14 UTC
26 86
27 --- 87 ---
28 coef exp(coef) se(coef) coef lower 95% coef upper 95% exp(coef) lower 95% exp(coef) upper 95% 88 coef exp(coef) se(coef) coef lower 95% coef upper 95% exp(coef) lower 95% exp(coef) upper 95%
29 covariate 89 covariate
30 prio 0.10 1.10 0.03 0.04 0.15 1.04 1.16 90 prio 0.10 1.10 0.03 0.04 0.15 1.04 1.16