skills/skills.volces.com/survival-analysis-km

survival-analysis-km

SKILL.md

Survival Analysis (Kaplan-Meier)

Kaplan-Meier survival analysis tool for clinical and biological research. Generates publication-ready survival curves with statistical tests.

Features

  • Kaplan-Meier Curve Generation: Publication-quality survival plots with confidence intervals
  • Statistical Tests: Log-rank test, Wilcoxon test, Peto-Peto test
  • Hazard Ratios: Cox proportional hazards regression with 95% CI
  • Summary Statistics: Median survival time, restricted mean survival time (RMST)
  • Multi-group Analysis: Supports 2+ comparison groups
  • Risk Tables: Optional at-risk table below curves

Usage

Python Script

python scripts/main.py --input data.csv --time time_col --event event_col --group group_col --output results/
Installs
9
First Seen
Mar 26, 2026