import pandas as pd
cancer = pd.read_excel('cancer_survive.xlsx')
|
type |
time |
delta |
0 |
1 |
1 |
1 |
1 |
1 |
3 |
1 |
2 |
1 |
3 |
1 |
3 |
1 |
4 |
1 |
4 |
1 |
10 |
1 |
cancer.type.value_counts()
1 52
2 28
Name: type, dtype: int64
import seaborn as sns
sns.stripplot(data=cancer, x='time', hue='delta')
<Axes: xlabel='time'>
![](data:image/png;base64, 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)
카플란 마이어 추정치
from lifelines import KaplanMeierFitter
kmf = KaplanMeierFitter()
kmf.fit(cancer['time'], cancer['delta'])
<lifelines.KaplanMeierFitter:"KM_estimate", fitted with 80 total observations, 27 right-censored observations>
kmf.plot_survival_function()
<Axes: xlabel='timeline'>
![](data:image/png;base64, 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)
cancer1 = cancer.query('type == 1')
kmf1 = KaplanMeierFitter()
kmf1.fit(cancer1['time'], event_observed=cancer1['delta'], label='type 1')
<lifelines.KaplanMeierFitter:"type 1", fitted with 52 total observations, 21 right-censored observations>
cancer2 = cancer.query('type == 2')
kmf2 = KaplanMeierFitter()
kmf2.fit(cancer2['time'], event_observed=cancer2['delta'], label='type 2')
<lifelines.KaplanMeierFitter:"type 2", fitted with 28 total observations, 6 right-censored observations>
ax = kmf1.survival_function_.plot()
kmf2.survival_function_.plot(ax=ax)
<Axes: xlabel='timeline'>
![](data:image/png;base64, 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)
생존 함수 차이의 통계적 가설 검정
from lifelines.statistics import logrank_test
res = logrank_test(
cancer1['time'], cancer2['time'],
cancer1['delta'], cancer2['delta'], alpha=.95)
res.print_summary()
t_0 |
-1 |
null_distribution |
chi squared |
degrees_of_freedom |
1 |
alpha |
0.95 |
test_name |
logrank_test |
|
test_statistic |
p |
-log2(p) |
0 |
2.79 |
0.09 |
3.40 |
넬슨 알렌 추정치
from lifelines import NelsonAalenFitter
naf1 = NelsonAalenFitter()
naf1.fit(cancer1['time'], event_observed=cancer1['delta'],
label='type 1')
naf1.plot()
<Axes: xlabel='timeline'>
![](data:image/png;base64, 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)