Mercurial > repos > fubar > lifelines_km_cph_tool
comparison lifelines_tool/test-data/readme_sample @ 2:dd5e65893cb8 draft default tip
add survival and collapsed life table outputs suggested by Wolfgang
author | fubar |
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date | Thu, 10 Aug 2023 22:52:45 +0000 |
parents | 232b874046a7 |
children |
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1:232b874046a7 | 2:dd5e65893cb8 |
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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 |