Survival analysis in Python, including Kaplan Meier, Nelson Aalen and regression

Navigation

Verified details

These details have been verified by PyPI
Maintainers
Avatar for CamDavidsonPilon from gravatar.com CamDavidsonPilon

Unverified details

These details have not been verified by PyPI
Project links
Meta
Classifiers

Project description

PyPI version Anaconda-Server Badge Build Status Coverage Status DOI

What is survival analysis and why should I learn it? Survival analysis was originally developed and applied heavily by the actuarial and medical community. Its purpose was to answer why do events occur now versus later under uncertainty (where events might refer to deaths, disease remission, etc.). This is great for researchers who are interested in measuring lifetimes: they can answer questions like what factors might influence deaths?

But outside of medicine and actuarial science, there are many other interesting and exciting applications of survival analysis. For example:

  • SaaS providers are interested in measuring subscriber lifetimes, or time to some first action
  • inventory stock out is a censoring event for true "demand" of a good.
  • sociologists are interested in measuring political parties' lifetimes, or relationships, or marriages
  • A/B tests to determine how long it takes different groups to perform an action.

lifelines is a pure Python implementation of the best parts of survival analysis.

Documentation and intro to survival analysis

If you are new to survival analysis, wondering why it is useful, or are interested in lifelines examples, API, and syntax, please read the Documentation and Tutorials page

Contact

Roadmap

You can find the roadmap for lifelines here.

Development

See our Contributing guidelines.

Project details

Verified details

These details have been verified by PyPI
Maintainers
Avatar for CamDavidsonPilon from gravatar.com CamDavidsonPilon

Unverified details

These details have not been verified by PyPI
Project links
Meta
Classifiers

Release history Release notifications | RSS feed

0.30.0

0.29.0

0.28.0

0.27.8

0.27.7

0.27.6

0.27.5

0.27.4

0.27.3

0.27.2

0.27.1

0.27.0

0.26.4

0.26.3

This version

0.26.2

0.26.0

0.25.11

0.25.10

0.25.9

0.25.8

0.25.7

0.25.6

0.25.5

0.25.4

0.25.3

0.25.2

0.25.1

0.25.0

0.24.16

0.24.15

0.24.14

0.24.13

0.24.12

0.24.11

0.24.10

0.24.9

0.24.8

0.24.7

0.24.6

0.24.5

0.24.4

0.24.3

0.24.2

0.24.1

0.24.0

0.23.9

0.23.8

0.23.7

0.23.6

0.23.5

0.23.4

0.23.3

0.23.2

0.23.1

0.23.0

0.22.10

0.22.9

0.22.8

0.22.7

0.22.6

0.22.5

0.22.4

0.22.3

0.22.2

0.22.1

0.22.0

0.21.5

0.21.3

0.21.2

0.21.1

0.21.0

0.20.5

0.20.4

0.20.3

0.20.2

0.20.1

0.20.0

0.19.5

0.19.4

0.19.3

0.19.2

0.19.1

0.19.0

0.18.6

0.18.5

0.18.4

0.18.3

0.18.2

0.18.1

0.18.0

0.17.5

0.17.4

0.17.3

0.17.2

0.17.1

0.17.0

0.16.3

0.16.2

0.16.1

0.16.0

0.15.4

0.15.3

0.15.2

0.15.1

0.15.0

0.14.6

0.14.5

0.14.4

0.14.3

0.14.2

0.14.1

0.14.0

0.13.0

0.12.0

0.11.2

0.11.1

0.11.0

0.10.1

0.10.0

0.9.4

0.9.3.2

0.9.3.1

0.9.2

0.9.1.0

0.9.0.0

0.8.1.0

0.8.0.2

0.8.0.1

0.8.0.0

0.7.1.0

0.7.0.0

0.6.1.0

0.6.0.0

0.5.1.0

0.5.0.0

0.4.4.0

0.4.3.1

0.4.3

0.4.2

0.4.1.1

0.4.0.0

0.3.2.3

0.3.2.2

0.3.2.1

0.3.2.0.2

0.3.2.0

0.3.1.5

0.3.1.2

0.3.1.0

0.3.0.0

0.2.3.0.7

0.2.3.0.6

0.2.3.0.5

0.2.3.0.4

0.2.3.0.3

0.2.3.0.2

0.2.3.0.1

0.2.3.0

0.2.2.12

0.2.2.11

0.2.2.10

0.2.2.9

0.2.2.8

0.2.2.7

0.2.2.6

0.2.2.5

0.2.2.4

0.2.2.3

0.2.2.2

0.2.1.1

0.2.1

0.2.0

Download files

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

Source Distribution

lifelines-0.26.2.tar.gz (381.5 kB view details)

Uploaded Source

Built Distribution

lifelines-0.26.2-py3-none-any.whl (348.3 kB view details)

Uploaded Python 3

File details

Details for the file lifelines-0.26.2.tar.gz.

File metadata

  • Download URL: lifelines-0.26.2.tar.gz
  • Upload date:
  • Size: 381.5 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.4.2 importlib_metadata/4.8.1 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.2 CPython/3.9.7

File hashes

Hashes for lifelines-0.26.2.tar.gz
Algorithm Hash digest
SHA256 00fe387852baf059242e96acf04aef2d6a17ec9b39351e6a7cf8ef424a68c6e6
MD5 71dfc552b078332fb5ac36dda75c22af
BLAKE2b-256 60abe8c57c227ab3b8ee387999b25c3e143376bc99585f338c4814e61c345fa7

See more details on using hashes here.

File details

Details for the file lifelines-0.26.2-py3-none-any.whl.

File metadata

  • Download URL: lifelines-0.26.2-py3-none-any.whl
  • Upload date:
  • Size: 348.3 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.4.2 importlib_metadata/4.8.1 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.2 CPython/3.9.7

File hashes

Hashes for lifelines-0.26.2-py3-none-any.whl
Algorithm Hash digest
SHA256 3805dc23f8fb0406144de45389c340b9b7452af38f969ddd8479bf0afd5ae464
MD5 2a95616b6fd82a5d0a63ee4b97a9691c
BLAKE2b-256 70f7ba03b79198bd7b413126d350534ebea3f1befa0bb216e9cc69706328db82

See more details on using hashes here.

Supported by

AWS AWS Cloud computing and Security Sponsor Datadog Datadog Monitoring Fastly Fastly CDN Google Google Download Analytics Microsoft Microsoft PSF Sponsor Pingdom Pingdom Monitoring Sentry Sentry Error logging StatusPage StatusPage Status page