lifelines
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Quickstart & Intro

  • Quickstart
  • Introduction to survival analysis

Univariate Models

  • Estimating univariate models
  • Piecewise exponential models and creating custom models
  • Discrete survival models
  • Time-lagged conversion rates and cure models

Regression Models

  • Survival regression
  • Custom regression models
  • Compatibility with scikit-learn
  • Time varying survival regression
  • Testing the proportional hazard assumptions
  • Do I need to care about the proportional hazard assumption?

Additional documentation

  • More examples and recipes
  • API Reference
    • fitters
    • utils
    • statistics
    • plotting
    • datasets

About lifelines

  • Changelog
  • Development blog
  • Citing lifelines

Questions? Suggestions?

  • Gitter channel
  • Create a GitHub issue

Developer Documentation

  • Contributing to lifelines
  • Development
lifelines
  • Docs »
  • API Reference
  • Edit on GitHub

API ReferenceΒΆ

  • fitters
    • Univariate models
      • AalenJohansenFitter
      • BreslowFlemingHarringtonFitter
      • ExponentialFitter
      • GeneralizedGammaFitter
      • KaplanMeierFitter
      • LogLogisticFitter
      • LogNormalFitter
      • MixtureCureFitter
      • NelsonAalenFitter
      • PiecewiseExponentialFitter
      • SplineFitter
      • WeibullFitter
    • Regression models
      • AalenAdditiveFitter
      • CoxPHFitter
      • CoxTimeVaryingFitter
      • GeneralizedGammaRegressionFitter
      • LogLogisticAFTFitter
      • LogNormalAFTFitter
      • PiecewiseExponentialRegressionFitter
      • WeibullAFTFitter
  • utils
  • statistics
  • plotting
  • datasets
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