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nonparametric-estimation

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esosetrov / survival_and_duration_analysis

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A comprehensive Python survival analysis workflow using statsmodels. Covers Kaplan-Meier estimation, log-rank tests, Cox proportional hazards regression, and alternative approaches like Nelson-Aalen and Accelerated Failure Time models with practical code examples.

survival-analysis kaplan-meier regression-models statsmodels time-to-event survival-curves log-rank-test accelerated-failure-time cox-proportional-hazards hazard-ratio nelson-aalen cumulative-hazard proportional-hazards-assumption nonparametric-estimation
  • Updated Dec 17, 2025
  • Jupyter Notebook

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