Skip to main content

No project description provided

Project description

ExternalExplainers

External explainer implementations for PD-EXPLAIN.
While you can use the explainer implementations in this repository directly, it is recommended to use them through the PD-EXPLAIN library, for a much better and more user-friendly experience.

Included Explainers

Outlier explainer

This explainer is based on the SCORPION paper.
Its goal is to provide explanations for outliers in the data, explaining why a certain data point is an outlier.
This explainer is meant to work on series created as a result of groupby + aggregation operations.
Explainer author: @Itay Elyashiv

MetaInsight explainer (Beta)

This explainer is based on the MetaInsight paper.
Its goal is to find the most interesting patterns in the data, displaying them and the exceptions to those patterns in a user-friendly way.
This explainer can work on any multidimensional data.
Please note that this explainer is still in beta, and may not work as expected, and may be subject to changes in the future.
Explainer author: @Yuval Uner

Project details


Download files

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

Source Distribution

external_explainers-1.0.1.tar.gz (40.5 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

external_explainers-1.0.1-py3-none-any.whl (49.2 kB view details)

Uploaded Python 3

File details

Details for the file external_explainers-1.0.1.tar.gz.

File metadata

  • Download URL: external_explainers-1.0.1.tar.gz
  • Upload date:
  • Size: 40.5 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.12.9

File hashes

Hashes for external_explainers-1.0.1.tar.gz
Algorithm Hash digest
SHA256 ca3c2f9dfb5b7fab4bbc1e8c9e433bfb5eb6bc72d642655c51febcea0b1c2274
MD5 822120fd5d817ba65ac0309a49e10c2b
BLAKE2b-256 f7ceb102e75d7a19511beb722baf3d06f21f52897f2531c3eae0be193d7cb4df

See more details on using hashes here.

Provenance

The following attestation bundles were made for external_explainers-1.0.1.tar.gz:

Publisher: python-publish.yml on analysis-bots/ExternalExplainers

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file external_explainers-1.0.1-py3-none-any.whl.

File metadata

File hashes

Hashes for external_explainers-1.0.1-py3-none-any.whl
Algorithm Hash digest
SHA256 5a9e75d3a70a255779fc1986ad1c80d4e6cda8efc83a6cf4835b0507c21a10a2
MD5 1db8609a9248e39e729d40da4f0bd3d1
BLAKE2b-256 d8409567bf6241a246eea72ee04f7d7a711d143a430300e25c29128c74569d57

See more details on using hashes here.

Provenance

The following attestation bundles were made for external_explainers-1.0.1-py3-none-any.whl:

Publisher: python-publish.yml on analysis-bots/ExternalExplainers

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Supported by

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