Index

A

AalenAdditiveFitter (class in lifelines.fitters.aalen_additive_fitter) AalenJohansenFitter (class in lifelines.fitters.aalen_johansen_fitter) add_at_risk_counts() (in module lifelines.plotting) add_covariate_to_timeline() (in module lifelines.utils)

AIC_ (lifelines.fitters.coxph_fitter.CoxPHFitter attribute) alpha_ (lifelines.fitters.generalized_gamma_fitter.GeneralizedGammaFitter attribute) (lifelines.fitters.generalized_gamma_regression_fitter.GeneralizedGammaRegressionFitter attribute) (lifelines.fitters.log_logistic_fitter.LogLogisticFitter attribute), [1]

B

baseline_cumulative_hazard_ (lifelines.fitters.cox_time_varying_fitter.CoxTimeVaryingFitter attribute) (lifelines.fitters.coxph_fitter.CoxPHFitter attribute) (lifelines.fitters.coxph_fitter.SemiParametricPHFitter attribute) baseline_hazard_ (lifelines.fitters.coxph_fitter.CoxPHFitter attribute) (lifelines.fitters.coxph_fitter.SemiParametricPHFitter attribute)

baseline_survival_ (lifelines.fitters.cox_time_varying_fitter.CoxTimeVaryingFitter attribute) (lifelines.fitters.coxph_fitter.CoxPHFitter attribute) (lifelines.fitters.coxph_fitter.SemiParametricPHFitter attribute) beta_ (lifelines.fitters.log_logistic_fitter.LogLogisticFitter attribute), [1] breakpoints (lifelines.fitters.piecewise_exponential_fitter.PiecewiseExponentialFitter attribute) BreslowFlemingHarringtonFitter (class in lifelines.fitters.breslow_fleming_harrington_fitter)

C

cdf_plot() (in module lifelines.plotting) compute_followup_hazard_ratios() (lifelines.fitters.coxph_fitter.CoxPHFitter method) concordance_index() (in module lifelines.utils) concordance_index_ (lifelines.fitters.aalen_additive_fitter.AalenAdditiveFitter property) (lifelines.fitters.coxph_fitter.SemiParametricPHFitter property) conditional_time_to_event_ (lifelines.fitters.nelson_aalen_fitter.NelsonAalenFitter property) confidence_interval_ (lifelines.fitters.kaplan_meier_fitter.KaplanMeierFitter attribute) (lifelines.fitters.nelson_aalen_fitter.NelsonAalenFitter attribute) confidence_interval_cumulative_density_ (lifelines.fitters.exponential_fitter.ExponentialFitter attribute) (lifelines.fitters.kaplan_meier_fitter.KaplanMeierFitter attribute) confidence_interval_cumulative_hazard_ (lifelines.fitters.exponential_fitter.ExponentialFitter attribute) confidence_interval_hazard_ (lifelines.fitters.exponential_fitter.ExponentialFitter attribute) confidence_interval_survival_function_ (lifelines.fitters.exponential_fitter.ExponentialFitter attribute) (lifelines.fitters.kaplan_meier_fitter.KaplanMeierFitter attribute) confidence_intervals_ (lifelines.fitters.aalen_additive_fitter.AalenAdditiveFitter attribute) (lifelines.fitters.cox_time_varying_fitter.CoxTimeVaryingFitter attribute) (lifelines.fitters.coxph_fitter.CoxPHFitter attribute) (lifelines.fitters.coxph_fitter.SemiParametricPHFitter attribute) (lifelines.fitters.log_logistic_aft_fitter.LogLogisticAFTFitter attribute) (lifelines.fitters.log_normal_aft_fitter.LogNormalAFTFitter attribute) (lifelines.fitters.weibull_aft_fitter.WeibullAFTFitter attribute) covariates_from_event_matrix() (in module lifelines.utils) CoxPHFitter (class in lifelines.fitters.coxph_fitter) CoxTimeVaryingFitter (class in lifelines.fitters.cox_time_varying_fitter)

CRCSplineFitter (class in lifelines.fitters.crc_spline_fitter) cumulative_density_ (lifelines.fitters.exponential_fitter.ExponentialFitter attribute) (lifelines.fitters.generalized_gamma_fitter.GeneralizedGammaFitter attribute) (lifelines.fitters.generalized_gamma_regression_fitter.GeneralizedGammaRegressionFitter attribute) (lifelines.fitters.kaplan_meier_fitter.KaplanMeierFitter attribute) (lifelines.fitters.log_logistic_fitter.LogLogisticFitter attribute) (lifelines.fitters.log_normal_fitter.LogNormalFitter attribute) (lifelines.fitters.mixture_cure_fitter.MixtureCureFitter attribute) (lifelines.fitters.piecewise_exponential_fitter.PiecewiseExponentialFitter attribute) (lifelines.fitters.spline_fitter.SplineFitter attribute) (lifelines.fitters.weibull_fitter.WeibullFitter attribute) cumulative_density_at_times() (lifelines.fitters.kaplan_meier_fitter.KaplanMeierFitter method) cumulative_hazard_ (lifelines.fitters.exponential_fitter.ExponentialFitter attribute) (lifelines.fitters.generalized_gamma_fitter.GeneralizedGammaFitter attribute) (lifelines.fitters.generalized_gamma_regression_fitter.GeneralizedGammaRegressionFitter attribute) (lifelines.fitters.log_logistic_fitter.LogLogisticFitter attribute) (lifelines.fitters.log_normal_fitter.LogNormalFitter attribute) (lifelines.fitters.mixture_cure_fitter.MixtureCureFitter attribute) (lifelines.fitters.nelson_aalen_fitter.NelsonAalenFitter attribute) (lifelines.fitters.piecewise_exponential_fitter.PiecewiseExponentialFitter attribute) (lifelines.fitters.spline_fitter.SplineFitter attribute) (lifelines.fitters.weibull_fitter.WeibullFitter attribute) cumulative_hazard_at_times() (lifelines.fitters.nelson_aalen_fitter.NelsonAalenFitter method) cumulative_hazards_ (lifelines.fitters.aalen_additive_fitter.AalenAdditiveFitter attribute) cured_fraction_ (lifelines.fitters.mixture_cure_fitter.MixtureCureFitter attribute)

D

datetimes_to_durations() (in module lifelines.utils) density_ (lifelines.fitters.exponential_fitter.ExponentialFitter attribute) (lifelines.fitters.generalized_gamma_fitter.GeneralizedGammaFitter attribute) (lifelines.fitters.generalized_gamma_regression_fitter.GeneralizedGammaRegressionFitter attribute) (lifelines.fitters.log_logistic_fitter.LogLogisticFitter attribute) (lifelines.fitters.log_normal_fitter.LogNormalFitter attribute) (lifelines.fitters.piecewise_exponential_fitter.PiecewiseExponentialFitter attribute) (lifelines.fitters.spline_fitter.SplineFitter attribute) (lifelines.fitters.weibull_fitter.WeibullFitter attribute) durations (lifelines.fitters.aalen_additive_fitter.AalenAdditiveFitter attribute) (lifelines.fitters.coxph_fitter.CoxPHFitter attribute) (lifelines.fitters.coxph_fitter.SemiParametricPHFitter attribute) (lifelines.fitters.exponential_fitter.ExponentialFitter attribute) (lifelines.fitters.generalized_gamma_fitter.GeneralizedGammaFitter attribute) (lifelines.fitters.generalized_gamma_regression_fitter.GeneralizedGammaRegressionFitter attribute) (lifelines.fitters.kaplan_meier_fitter.KaplanMeierFitter attribute) (lifelines.fitters.log_logistic_aft_fitter.LogLogisticAFTFitter attribute) (lifelines.fitters.log_logistic_fitter.LogLogisticFitter attribute) (lifelines.fitters.log_normal_aft_fitter.LogNormalAFTFitter attribute) (lifelines.fitters.log_normal_fitter.LogNormalFitter attribute) (lifelines.fitters.mixture_cure_fitter.MixtureCureFitter attribute) (lifelines.fitters.nelson_aalen_fitter.NelsonAalenFitter attribute) (lifelines.fitters.piecewise_exponential_fitter.PiecewiseExponentialFitter attribute) (lifelines.fitters.spline_fitter.SplineFitter attribute) (lifelines.fitters.weibull_aft_fitter.WeibullAFTFitter attribute) (lifelines.fitters.weibull_fitter.WeibullFitter attribute)

E

entry (lifelines.fitters.exponential_fitter.ExponentialFitter attribute) (lifelines.fitters.generalized_gamma_fitter.GeneralizedGammaFitter attribute) (lifelines.fitters.generalized_gamma_regression_fitter.GeneralizedGammaRegressionFitter attribute) (lifelines.fitters.kaplan_meier_fitter.KaplanMeierFitter attribute) (lifelines.fitters.log_logistic_fitter.LogLogisticFitter attribute) (lifelines.fitters.log_normal_fitter.LogNormalFitter attribute) (lifelines.fitters.mixture_cure_fitter.MixtureCureFitter attribute) (lifelines.fitters.nelson_aalen_fitter.NelsonAalenFitter attribute) (lifelines.fitters.piecewise_exponential_fitter.PiecewiseExponentialFitter attribute) (lifelines.fitters.spline_fitter.SplineFitter attribute) (lifelines.fitters.weibull_fitter.WeibullFitter attribute) event_observed (lifelines.fitters.aalen_additive_fitter.AalenAdditiveFitter attribute), [1] (lifelines.fitters.cox_time_varying_fitter.CoxTimeVaryingFitter attribute), [1] (lifelines.fitters.coxph_fitter.CoxPHFitter attribute), [1] (lifelines.fitters.coxph_fitter.SemiParametricPHFitter attribute) (lifelines.fitters.exponential_fitter.ExponentialFitter attribute) (lifelines.fitters.generalized_gamma_fitter.GeneralizedGammaFitter attribute) (lifelines.fitters.generalized_gamma_regression_fitter.GeneralizedGammaRegressionFitter attribute) (lifelines.fitters.kaplan_meier_fitter.KaplanMeierFitter attribute) (lifelines.fitters.log_logistic_aft_fitter.LogLogisticAFTFitter attribute) (lifelines.fitters.log_logistic_fitter.LogLogisticFitter attribute) (lifelines.fitters.log_normal_aft_fitter.LogNormalAFTFitter attribute) (lifelines.fitters.log_normal_fitter.LogNormalFitter attribute) (lifelines.fitters.mixture_cure_fitter.MixtureCureFitter attribute) (lifelines.fitters.nelson_aalen_fitter.NelsonAalenFitter attribute) (lifelines.fitters.piecewise_exponential_fitter.PiecewiseExponentialFitter attribute) (lifelines.fitters.spline_fitter.SplineFitter attribute) (lifelines.fitters.weibull_aft_fitter.WeibullAFTFitter attribute) (lifelines.fitters.weibull_fitter.WeibullFitter attribute)

event_table (lifelines.fitters.kaplan_meier_fitter.KaplanMeierFitter attribute) (lifelines.fitters.nelson_aalen_fitter.NelsonAalenFitter attribute) ExponentialFitter (class in lifelines.fitters.exponential_fitter)

F

find_best_parametric_model() (in module lifelines.utils) fit() (lifelines.fitters.aalen_additive_fitter.AalenAdditiveFitter method) (lifelines.fitters.aalen_johansen_fitter.AalenJohansenFitter method) (lifelines.fitters.breslow_fleming_harrington_fitter.BreslowFlemingHarringtonFitter method) (lifelines.fitters.cox_time_varying_fitter.CoxTimeVaryingFitter method) (lifelines.fitters.coxph_fitter.CoxPHFitter method) (lifelines.fitters.coxph_fitter.SemiParametricPHFitter method) (lifelines.fitters.kaplan_meier_fitter.KaplanMeierFitter method) (lifelines.fitters.nelson_aalen_fitter.NelsonAalenFitter method)

fit_intercept (lifelines.fitters.crc_spline_fitter.CRCSplineFitter attribute) (lifelines.fitters.piecewise_exponential_regression_fitter.PiecewiseExponentialRegressionFitter attribute) fit_interval_censoring() (lifelines.fitters.coxph_fitter.CoxPHFitter method) (lifelines.fitters.kaplan_meier_fitter.KaplanMeierFitter method) fit_left_censoring() (lifelines.fitters.coxph_fitter.CoxPHFitter method) (lifelines.fitters.kaplan_meier_fitter.KaplanMeierFitter method)

G

GeneralizedGammaFitter (class in lifelines.fitters.generalized_gamma_fitter)

GeneralizedGammaRegressionFitter (class in lifelines.fitters.generalized_gamma_regression_fitter) group_survival_table_from_events() (in module lifelines.utils)

H

hazard_ (lifelines.fitters.exponential_fitter.ExponentialFitter attribute) (lifelines.fitters.generalized_gamma_fitter.GeneralizedGammaFitter attribute) (lifelines.fitters.generalized_gamma_regression_fitter.GeneralizedGammaRegressionFitter attribute) (lifelines.fitters.log_logistic_fitter.LogLogisticFitter attribute) (lifelines.fitters.log_normal_fitter.LogNormalFitter attribute) (lifelines.fitters.mixture_cure_fitter.MixtureCureFitter attribute) (lifelines.fitters.piecewise_exponential_fitter.PiecewiseExponentialFitter attribute) (lifelines.fitters.spline_fitter.SplineFitter attribute) (lifelines.fitters.weibull_fitter.WeibullFitter attribute)

hazard_ratios_ (lifelines.fitters.cox_time_varying_fitter.CoxTimeVaryingFitter attribute) (lifelines.fitters.coxph_fitter.CoxPHFitter attribute) (lifelines.fitters.coxph_fitter.SemiParametricPHFitter attribute) hazards_ (lifelines.fitters.aalen_additive_fitter.AalenAdditiveFitter attribute)

K

k_fold_cross_validation() (in module lifelines.utils)

KaplanMeierFitter (class in lifelines.fitters.kaplan_meier_fitter) knot_locations (lifelines.fitters.spline_fitter.SplineFitter attribute)

L

lambda_ (lifelines.fitters.exponential_fitter.ExponentialFitter attribute) (lifelines.fitters.generalized_gamma_fitter.GeneralizedGammaFitter attribute) (lifelines.fitters.generalized_gamma_regression_fitter.GeneralizedGammaRegressionFitter attribute) (lifelines.fitters.spline_fitter.SplineFitter attribute) (lifelines.fitters.weibull_fitter.WeibullFitter attribute), [1] lambda_i_ (lifelines.fitters.piecewise_exponential_fitter.PiecewiseExponentialFitter attribute) lifelines.calibration module lifelines.datasets module lifelines.fitters.aalen_additive_fitter module lifelines.fitters.aalen_johansen_fitter module lifelines.fitters.breslow_fleming_harrington_fitter module lifelines.fitters.cox_time_varying_fitter module lifelines.fitters.crc_spline_fitter module lifelines.fitters.exponential_fitter module lifelines.fitters.generalized_gamma_fitter module lifelines.fitters.generalized_gamma_regression_fitter module lifelines.fitters.kaplan_meier_fitter module lifelines.fitters.log_logistic_aft_fitter module lifelines.fitters.log_logistic_fitter module lifelines.fitters.log_normal_aft_fitter module lifelines.fitters.log_normal_fitter module lifelines.fitters.mixture_cure_fitter module lifelines.fitters.nelson_aalen_fitter module lifelines.fitters.piecewise_exponential_fitter module lifelines.fitters.piecewise_exponential_regression_fitter module lifelines.fitters.spline_fitter module

lifelines.fitters.weibull_aft_fitter module lifelines.fitters.weibull_fitter module lifelines.plotting module lifelines.statistics module lifelines.utils module load_c_botulinum_lag_phase() (in module lifelines.datasets) load_canadian_senators() (in module lifelines.datasets) load_dd() (in module lifelines.datasets) load_dfcv() (in module lifelines.datasets) load_diabetes() (in module lifelines.datasets) load_g3() (in module lifelines.datasets) load_gbsg2() (in module lifelines.datasets) load_holly_molly_polly() (in module lifelines.datasets) load_kidney_transplant() (in module lifelines.datasets) load_larynx() (in module lifelines.datasets) load_lcd() (in module lifelines.datasets) load_leukemia() (in module lifelines.datasets) load_lung() (in module lifelines.datasets) load_lupus() (in module lifelines.datasets) load_lymph_node() (in module lifelines.datasets) load_lymphoma() (in module lifelines.datasets) load_mice() (in module lifelines.datasets) load_multicenter_aids_cohort_study() (in module lifelines.datasets) load_nh4() (in module lifelines.datasets) load_panel_test() (in module lifelines.datasets) load_psychiatric_patients() (in module lifelines.datasets) load_recur() (in module lifelines.datasets) load_regression_dataset() (in module lifelines.datasets) load_rossi() (in module lifelines.datasets) load_stanford_heart_transplants() (in module lifelines.datasets) load_static_test() (in module lifelines.datasets) load_waltons() (in module lifelines.datasets) log_likelihood_ (lifelines.fitters.coxph_fitter.CoxPHFitter attribute) log_likelihood_ratio_test() (lifelines.fitters.cox_time_varying_fitter.CoxTimeVaryingFitter method) (lifelines.fitters.coxph_fitter.CoxPHFitter method) (lifelines.fitters.coxph_fitter.SemiParametricPHFitter method) LogLogisticAFTFitter (class in lifelines.fitters.log_logistic_aft_fitter) LogLogisticFitter (class in lifelines.fitters.log_logistic_fitter) loglogs_plot() (in module lifelines.plotting) LogNormalAFTFitter (class in lifelines.fitters.log_normal_aft_fitter) LogNormalFitter (class in lifelines.fitters.log_normal_fitter) logrank_test() (in module lifelines.statistics)

M

median_ (lifelines.fitters.generalized_gamma_regression_fitter.GeneralizedGammaRegressionFitter attribute) median_survival_time_ (lifelines.fitters.exponential_fitter.ExponentialFitter attribute) (lifelines.fitters.generalized_gamma_fitter.GeneralizedGammaFitter attribute) (lifelines.fitters.kaplan_meier_fitter.KaplanMeierFitter attribute) (lifelines.fitters.kaplan_meier_fitter.KaplanMeierFitter property) (lifelines.fitters.log_logistic_fitter.LogLogisticFitter attribute) (lifelines.fitters.log_logistic_fitter.LogLogisticFitter property) (lifelines.fitters.log_normal_fitter.LogNormalFitter attribute) (lifelines.fitters.log_normal_fitter.LogNormalFitter property) (lifelines.fitters.mixture_cure_fitter.MixtureCureFitter attribute) (lifelines.fitters.piecewise_exponential_fitter.PiecewiseExponentialFitter attribute) (lifelines.fitters.spline_fitter.SplineFitter attribute) (lifelines.fitters.weibull_fitter.WeibullFitter attribute) median_survival_times() (in module lifelines.utils) MixtureCureFitter (class in lifelines.fitters.mixture_cure_fitter) module lifelines.calibration lifelines.datasets lifelines.fitters.aalen_additive_fitter lifelines.fitters.aalen_johansen_fitter lifelines.fitters.breslow_fleming_harrington_fitter lifelines.fitters.cox_time_varying_fitter lifelines.fitters.crc_spline_fitter lifelines.fitters.exponential_fitter lifelines.fitters.generalized_gamma_fitter lifelines.fitters.generalized_gamma_regression_fitter lifelines.fitters.kaplan_meier_fitter lifelines.fitters.log_logistic_aft_fitter lifelines.fitters.log_logistic_fitter lifelines.fitters.log_normal_aft_fitter lifelines.fitters.log_normal_fitter lifelines.fitters.mixture_cure_fitter lifelines.fitters.nelson_aalen_fitter lifelines.fitters.piecewise_exponential_fitter lifelines.fitters.piecewise_exponential_regression_fitter lifelines.fitters.spline_fitter lifelines.fitters.weibull_aft_fitter lifelines.fitters.weibull_fitter lifelines.plotting lifelines.statistics lifelines.utils

mu_ (lifelines.fitters.log_normal_fitter.LogNormalFitter attribute), [1] multivariate_logrank_test() (in module lifelines.statistics)

N

n_knots (lifelines.fitters.spline_fitter.SplineFitter attribute)

NelsonAalenFitter (class in lifelines.fitters.nelson_aalen_fitter)

P

pairwise_logrank_test() (in module lifelines.statistics) ParametricSplinePHFitter (class in lifelines.fitters.coxph_fitter) params_ (lifelines.fitters.cox_time_varying_fitter.CoxTimeVaryingFitter attribute) (lifelines.fitters.coxph_fitter.CoxPHFitter attribute) (lifelines.fitters.coxph_fitter.SemiParametricPHFitter attribute) (lifelines.fitters.log_logistic_aft_fitter.LogLogisticAFTFitter attribute) (lifelines.fitters.log_normal_aft_fitter.LogNormalAFTFitter attribute) (lifelines.fitters.weibull_aft_fitter.WeibullAFTFitter attribute) partial_AIC_ (lifelines.fitters.coxph_fitter.CoxPHFitter attribute) percentile() (lifelines.fitters.exponential_fitter.ExponentialFitter method) (lifelines.fitters.generalized_gamma_fitter.GeneralizedGammaFitter method) (lifelines.fitters.log_logistic_fitter.LogLogisticFitter method) (lifelines.fitters.log_normal_fitter.LogNormalFitter method) (lifelines.fitters.mixture_cure_fitter.MixtureCureFitter method) (lifelines.fitters.nelson_aalen_fitter.NelsonAalenFitter method) (lifelines.fitters.weibull_fitter.WeibullFitter method) PiecewiseExponentialFitter (class in lifelines.fitters.piecewise_exponential_fitter) PiecewiseExponentialRegressionFitter (class in lifelines.fitters.piecewise_exponential_regression_fitter) plot() (lifelines.fitters.aalen_additive_fitter.AalenAdditiveFitter method) (lifelines.fitters.cox_time_varying_fitter.CoxTimeVaryingFitter method) (lifelines.fitters.coxph_fitter.CoxPHFitter method) (lifelines.fitters.coxph_fitter.SemiParametricPHFitter method) (lifelines.fitters.kaplan_meier_fitter.KaplanMeierFitter method) plot_covariate_groups() (lifelines.fitters.coxph_fitter.CoxPHFitter method) plot_cumulative_density() (lifelines.fitters.aalen_johansen_fitter.AalenJohansenFitter method) (lifelines.fitters.kaplan_meier_fitter.KaplanMeierFitter method) plot_cumulative_hazard() (lifelines.fitters.kaplan_meier_fitter.KaplanMeierFitter method) plot_hazard() (lifelines.fitters.kaplan_meier_fitter.KaplanMeierFitter method) (lifelines.fitters.nelson_aalen_fitter.NelsonAalenFitter method) plot_interval_censored_lifetimes() (in module lifelines.plotting) plot_lifetimes() (in module lifelines.plotting) plot_loglogs() (lifelines.fitters.kaplan_meier_fitter.KaplanMeierFitter method) plot_partial_effects_on_outcome() (lifelines.fitters.coxph_fitter.CoxPHFitter method), [1] plot_survival_function() (lifelines.fitters.kaplan_meier_fitter.KaplanMeierFitter method)

power_under_cph() (in module lifelines.statistics) predict_cumulative_hazard() (lifelines.fitters.aalen_additive_fitter.AalenAdditiveFitter method) (lifelines.fitters.coxph_fitter.CoxPHFitter method) (lifelines.fitters.coxph_fitter.SemiParametricPHFitter method) (lifelines.fitters.piecewise_exponential_regression_fitter.PiecewiseExponentialRegressionFitter method) predict_expectation() (lifelines.fitters.aalen_additive_fitter.AalenAdditiveFitter method) (lifelines.fitters.coxph_fitter.CoxPHFitter method) (lifelines.fitters.coxph_fitter.SemiParametricPHFitter method) (lifelines.fitters.log_logistic_aft_fitter.LogLogisticAFTFitter method) (lifelines.fitters.log_normal_aft_fitter.LogNormalAFTFitter method) (lifelines.fitters.weibull_aft_fitter.WeibullAFTFitter method) predict_log_partial_hazard() (lifelines.fitters.cox_time_varying_fitter.CoxTimeVaryingFitter method) (lifelines.fitters.coxph_fitter.CoxPHFitter method) (lifelines.fitters.coxph_fitter.SemiParametricPHFitter method) predict_median() (lifelines.fitters.aalen_additive_fitter.AalenAdditiveFitter method) (lifelines.fitters.coxph_fitter.CoxPHFitter method) (lifelines.fitters.coxph_fitter.SemiParametricPHFitter method) predict_partial_hazard() (lifelines.fitters.cox_time_varying_fitter.CoxTimeVaryingFitter method) (lifelines.fitters.coxph_fitter.CoxPHFitter method) (lifelines.fitters.coxph_fitter.SemiParametricPHFitter method) predict_percentile() (lifelines.fitters.aalen_additive_fitter.AalenAdditiveFitter method) (lifelines.fitters.coxph_fitter.CoxPHFitter method) (lifelines.fitters.coxph_fitter.SemiParametricPHFitter method) (lifelines.fitters.log_logistic_aft_fitter.LogLogisticAFTFitter method) (lifelines.fitters.log_normal_aft_fitter.LogNormalAFTFitter method) (lifelines.fitters.weibull_aft_fitter.WeibullAFTFitter method) predict_survival_function() (lifelines.fitters.aalen_additive_fitter.AalenAdditiveFitter method) (lifelines.fitters.coxph_fitter.CoxPHFitter method) (lifelines.fitters.coxph_fitter.SemiParametricPHFitter method) print_summary() (lifelines.fitters.aalen_additive_fitter.AalenAdditiveFitter method) (lifelines.fitters.cox_time_varying_fitter.CoxTimeVaryingFitter method) (lifelines.fitters.coxph_fitter.CoxPHFitter method) (lifelines.statistics.StatisticalResult method) proportional_hazard_test() (in module lifelines.statistics)

Q

qq_plot() (in module lifelines.plotting)

qth_survival_time() (in module lifelines.utils) qth_survival_times() (in module lifelines.utils)

R

restricted_mean_survival_time() (in module lifelines.utils) rho_ (lifelines.fitters.generalized_gamma_fitter.GeneralizedGammaFitter attribute) (lifelines.fitters.generalized_gamma_regression_fitter.GeneralizedGammaRegressionFitter attribute) (lifelines.fitters.spline_fitter.SplineFitter attribute) (lifelines.fitters.weibull_fitter.WeibullFitter attribute), [1]

rmst_plot() (in module lifelines.plotting)

S

sample_size_necessary_under_cph() (in module lifelines.statistics) score() (lifelines.fitters.aalen_additive_fitter.AalenAdditiveFitter method) (lifelines.fitters.coxph_fitter.CoxPHFitter method) (lifelines.fitters.coxph_fitter.SemiParametricPHFitter method) score_ (lifelines.fitters.log_logistic_aft_fitter.LogLogisticAFTFitter attribute) (lifelines.fitters.log_normal_aft_fitter.LogNormalAFTFitter attribute) (lifelines.fitters.weibull_aft_fitter.WeibullAFTFitter attribute) SemiParametricPHFitter (class in lifelines.fitters.coxph_fitter) set_knots() (lifelines.fitters.crc_spline_fitter.CRCSplineFitter method) sigma_ (lifelines.fitters.log_normal_fitter.LogNormalFitter attribute), [1] smoothed_hazard_() (lifelines.fitters.nelson_aalen_fitter.NelsonAalenFitter method) smoothed_hazard_confidence_intervals_() (lifelines.fitters.nelson_aalen_fitter.NelsonAalenFitter method) smoothed_hazards_() (lifelines.fitters.aalen_additive_fitter.AalenAdditiveFitter method) SplineFitter (class in lifelines.fitters.spline_fitter) standard_errors_ (lifelines.fitters.cox_time_varying_fitter.CoxTimeVaryingFitter attribute) (lifelines.fitters.coxph_fitter.CoxPHFitter attribute) (lifelines.fitters.coxph_fitter.SemiParametricPHFitter attribute) (lifelines.fitters.log_logistic_aft_fitter.LogLogisticAFTFitter attribute) (lifelines.fitters.log_normal_aft_fitter.LogNormalAFTFitter attribute) (lifelines.fitters.weibull_aft_fitter.WeibullAFTFitter attribute) StatisticalResult (class in lifelines.statistics) strata (lifelines.fitters.cox_time_varying_fitter.CoxTimeVaryingFitter attribute) (lifelines.fitters.coxph_fitter.CoxPHFitter attribute) (lifelines.fitters.coxph_fitter.SemiParametricPHFitter attribute)

summary (lifelines.fitters.aalen_additive_fitter.AalenAdditiveFitter property) (lifelines.fitters.cox_time_varying_fitter.CoxTimeVaryingFitter property) (lifelines.fitters.coxph_fitter.CoxPHFitter attribute) (lifelines.fitters.coxph_fitter.SemiParametricPHFitter property) (lifelines.statistics.StatisticalResult property) survival_difference_at_fixed_point_in_time_test() (in module lifelines.statistics) survival_events_from_table() (in module lifelines.utils) survival_function_ (lifelines.fitters.aalen_johansen_fitter.AalenJohansenFitter attribute) (lifelines.fitters.breslow_fleming_harrington_fitter.BreslowFlemingHarringtonFitter attribute) (lifelines.fitters.exponential_fitter.ExponentialFitter attribute) (lifelines.fitters.generalized_gamma_fitter.GeneralizedGammaFitter attribute) (lifelines.fitters.generalized_gamma_regression_fitter.GeneralizedGammaRegressionFitter attribute) (lifelines.fitters.kaplan_meier_fitter.KaplanMeierFitter attribute), [1] (lifelines.fitters.log_logistic_fitter.LogLogisticFitter attribute) (lifelines.fitters.log_normal_fitter.LogNormalFitter attribute) (lifelines.fitters.mixture_cure_fitter.MixtureCureFitter attribute) (lifelines.fitters.nelson_aalen_fitter.NelsonAalenFitter attribute) (lifelines.fitters.piecewise_exponential_fitter.PiecewiseExponentialFitter attribute) (lifelines.fitters.spline_fitter.SplineFitter attribute) (lifelines.fitters.weibull_fitter.WeibullFitter attribute) survival_function_at_times() (lifelines.fitters.breslow_fleming_harrington_fitter.BreslowFlemingHarringtonFitter method) (lifelines.fitters.kaplan_meier_fitter.KaplanMeierFitter method) survival_probability_calibration() (in module lifelines.calibration) survival_table_from_events() (in module lifelines.utils)

T

timeline (lifelines.fitters.exponential_fitter.ExponentialFitter attribute) (lifelines.fitters.generalized_gamma_fitter.GeneralizedGammaFitter attribute) (lifelines.fitters.generalized_gamma_regression_fitter.GeneralizedGammaRegressionFitter attribute) (lifelines.fitters.kaplan_meier_fitter.KaplanMeierFitter attribute) (lifelines.fitters.log_logistic_fitter.LogLogisticFitter attribute) (lifelines.fitters.log_normal_fitter.LogNormalFitter attribute) (lifelines.fitters.mixture_cure_fitter.MixtureCureFitter attribute) (lifelines.fitters.nelson_aalen_fitter.NelsonAalenFitter attribute) (lifelines.fitters.piecewise_exponential_fitter.PiecewiseExponentialFitter attribute) (lifelines.fitters.spline_fitter.SplineFitter attribute) (lifelines.fitters.weibull_fitter.WeibullFitter attribute)

to_ascii() (lifelines.statistics.StatisticalResult method) to_episodic_format() (in module lifelines.utils) to_html() (lifelines.statistics.StatisticalResult method) to_latex() (lifelines.statistics.StatisticalResult method) to_long_format() (in module lifelines.utils)

V

variance_matrix_ (lifelines.fitters.cox_time_varying_fitter.CoxTimeVaryingFitter attribute) (lifelines.fitters.coxph_fitter.CoxPHFitter attribute) (lifelines.fitters.coxph_fitter.SemiParametricPHFitter attribute) (lifelines.fitters.exponential_fitter.ExponentialFitter attribute) (lifelines.fitters.generalized_gamma_fitter.GeneralizedGammaFitter attribute) (lifelines.fitters.generalized_gamma_regression_fitter.GeneralizedGammaRegressionFitter attribute) (lifelines.fitters.log_logistic_aft_fitter.LogLogisticAFTFitter attribute) (lifelines.fitters.log_logistic_fitter.LogLogisticFitter attribute) (lifelines.fitters.log_normal_aft_fitter.LogNormalAFTFitter attribute) (lifelines.fitters.log_normal_fitter.LogNormalFitter attribute) (lifelines.fitters.mixture_cure_fitter.MixtureCureFitter attribute) (lifelines.fitters.piecewise_exponential_fitter.PiecewiseExponentialFitter attribute) (lifelines.fitters.spline_fitter.SplineFitter attribute) (lifelines.fitters.weibull_aft_fitter.WeibullAFTFitter attribute) (lifelines.fitters.weibull_fitter.WeibullFitter attribute)

W

WeibullAFTFitter (class in lifelines.fitters.weibull_aft_fitter) WeibullFitter (class in lifelines.fitters.weibull_fitter) weights (lifelines.fitters.aalen_additive_fitter.AalenAdditiveFitter attribute), [1] (lifelines.fitters.cox_time_varying_fitter.CoxTimeVaryingFitter attribute), [1] (lifelines.fitters.coxph_fitter.CoxPHFitter attribute), [1] (lifelines.fitters.coxph_fitter.SemiParametricPHFitter attribute) (lifelines.fitters.log_logistic_aft_fitter.LogLogisticAFTFitter attribute) (lifelines.fitters.log_normal_aft_fitter.LogNormalAFTFitter attribute) (lifelines.fitters.weibull_aft_fitter.WeibullAFTFitter attribute)