Adjusting for hidden confounders in correlations with CorrAdjust
Verified details
These details have been verified by PyPIProject links
GitHub Statistics
Maintainers
Project description
CorrAdjust
This is official repository for CorrAdjust Python module.
Correcting for confounding variables is often overlooked when computing correlations between data features, even though it can profoundly affect results. We introduce CorrAdjust, a method for identifying and removing such hidden confounders. CorrAdjust selects a subset of principal components to eliminate from the data being processed by maximizing the enrichment of "reference pairs" among highly correlated feature pairs. Unlike traditional machine learning metrics, this novel enrichment-based metric is specifically designed to evaluate correlation data and provides valuable feature-level interpretation.
Documentation: https://tju-cmc-org.github.io/CorrAdjust.
Project details
Verified details
These details have been verified by PyPIProject links
GitHub Statistics
Maintainers
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
Filter files by name, interpreter, ABI, and platform.
If you're not sure about the file name format, learn more about wheel file names.
Copy a direct link to the current filters
File details
Details for the file corradjust-0.9.0.tar.gz.
File metadata
- Download URL: corradjust-0.9.0.tar.gz
- Upload date:
- Size: 56.7 MB
- Tags: Source
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.0.1 CPython/3.12.8
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
6ae489b10fbe197b0b86bcac914a8739140878b6f0b63a470c3553b369d68614
|
|
| MD5 |
4b026fbda63ef9de3ff5416ec4c3f023
|
|
| BLAKE2b-256 |
ccd2dd79d701eff382033e1c7f829e547fa30f53b0b0b99d19bcf04f641ea72d
|
Provenance
The following attestation bundles were made for corradjust-0.9.0.tar.gz:
Publisher:
pypi-publish.yml on TJU-CMC-Org/CorrAdjust
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
corradjust-0.9.0.tar.gz -
Subject digest:
6ae489b10fbe197b0b86bcac914a8739140878b6f0b63a470c3553b369d68614 - Sigstore transparency entry: 157564843
- Sigstore integration time:
-
Permalink:
TJU-CMC-Org/CorrAdjust@b3f445468075e1463d797377c6cce1e2b340ce4f -
Branch / Tag:
refs/tags/v0.9.0 - Owner: https://github.com/TJU-CMC-Org
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
pypi-publish.yml@b3f445468075e1463d797377c6cce1e2b340ce4f -
Trigger Event:
release
-
Statement type:
File details
Details for the file corradjust-0.9.0-py3-none-any.whl.
File metadata
- Download URL: corradjust-0.9.0-py3-none-any.whl
- Upload date:
- Size: 56.8 MB
- Tags: Python 3
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.0.1 CPython/3.12.8
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
4c73a2d6161255369ca9e696803e99e60d0e7e6ae3f570fb0b3b0d7975e572ce
|
|
| MD5 |
bef9ec87dea136836d2cadbf7952fc5e
|
|
| BLAKE2b-256 |
1db978955cda7e9dcf5d3bbe7c0764ddcafedb4f5eefb7a8a3c732e49f334cd7
|
Provenance
The following attestation bundles were made for corradjust-0.9.0-py3-none-any.whl:
Publisher:
pypi-publish.yml on TJU-CMC-Org/CorrAdjust
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
corradjust-0.9.0-py3-none-any.whl -
Subject digest:
4c73a2d6161255369ca9e696803e99e60d0e7e6ae3f570fb0b3b0d7975e572ce - Sigstore transparency entry: 157564847
- Sigstore integration time:
-
Permalink:
TJU-CMC-Org/CorrAdjust@b3f445468075e1463d797377c6cce1e2b340ce4f -
Branch / Tag:
refs/tags/v0.9.0 - Owner: https://github.com/TJU-CMC-Org
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
pypi-publish.yml@b3f445468075e1463d797377c6cce1e2b340ce4f -
Trigger Event:
release
-
Statement type:
