Skip to main content

A library for multiple imputation of censored data

Project description

CensorFix

Documentation Status

License: MIT

Example Notebook and API and documentation are available here

A library for multiple imputation of censored data.

This software performs multiple imputation on censored data using the probabilistic programming langauge Stan. The library fits a distributions to censored data and produces imputations based on the results.

How to use:

The data is assumed to have a normal distribution unless stated otherwise but there are options for the data to be uniform,t-distributed or exponential.Consider preprocessing using a power transform such as sklearn.reprocessing.power_transform before applying the algorithm.

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Files for censor-fix, version 0.0.3
Filename, size File type Python version Upload date Hashes
Filename, size censor_fix-0.0.3-py3-none-any.whl (6.9 kB) File type Wheel Python version py3 Upload date Hashes View
Filename, size censor-fix-0.0.3.tar.gz (6.0 kB) File type Source Python version None Upload date Hashes View

Supported by

AWS AWS Cloud computing Datadog Datadog Monitoring DigiCert DigiCert EV certificate Facebook / Instagram Facebook / Instagram PSF Sponsor Fastly Fastly CDN Google Google Object Storage and Download Analytics Microsoft Microsoft PSF Sponsor Pingdom Pingdom Monitoring Salesforce Salesforce PSF Sponsor Sentry Sentry Error logging StatusPage StatusPage Status page