In this folder are some examples of lifelines usage, some with and some without comments and context.
Cox residuals
: A notebook displaying how to create residuals for the Cox model.Custom Regression Models
: A notebook with examples on how to create a custom parametric regression model.Customer Churn
: A notebook analyzing customer subscription churn from a TelCom.Mixture of Exponentials and Binning
: A notebook on dealing with binning (like from an instrument or rounding) and a mixture of distributions.Modelling time-lagged conversion rates
: A notebook on custom univariate models that have a fraction of subjects that never experience the event of interest. Also known as cure models.Piecewise Exponential Models and Creating Custom Models
: A notebook demonstrating how to create custom univariate models. Lots of examples.Proportional hazard assumption
: A notebook for diagnosing and fixing violations of the proportional hazard assumption.SaaS churn and piecewise regression models
: A notebook that demonstrates how to use thePiecewiseExponentialRegressionFitter
for understanding SaaS customer churn.US Presidential Cabinet survival
: Analyzing tenure in presidential cabinets over the different generations.aalen_and_cook_simulation
: A demonstration of how the Cox model fails when missing independent risk factors.cure_mode
l: A custom regression model of a cure model.haft_model
: An implementation of a heterogeneous-AFT model. Subjects' variance can vary with their factors.left_censoring_experiments
: Comparing some parametric univariate models on left-censoring data.royston_parmer_splines
: an implementation of the Royston and Parmar spline survival model.