dssg/aequitas

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Bias Auditing & Fair ML Toolkit

Stars: 773
Forks: 125
Open beginner issues: 0
Indexed issues: 43

Dominant language: Python
License: MIT
Last GitHub push: May 12, 2026
Latest indexed: Sep 15, 2026
Contributing guide: No contributing guide
Code of conduct: No code of conduct
Beginner labels: good first issue
PR merge metrics: No merged PRs in 30d

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43 open issues indexed

Fairness Measures with type (supervised vs unsupervised) and retrieve supported Open

New Feature

dssg/aequitas#34 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Current get_engine is specific only to Postgres. Parameterize to allow for access to different database servers like Microsoft SQL Server. Open

dssg/aequitas#44 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Implement individual fairness metrics Open

dssg/aequitas#48 · 4 comments · 2 reactions · 1 assignee · Indexed Sep 15, 2026
Separate Statistical Significance DF Open

dssg/aequitas#56 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Treatment of Group Metric of Zero and/ or NA Open

New Feature

dssg/aequitas#57 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Aequitas CLI Config requires secrets Open

dssg/aequitas#62 · 3 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
create tables with replace Open

dssg/aequitas#66 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
clarify rank_pct values in documentation Open

dssg/aequitas#67 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
get_disparity_min_metric squashes any score_threshold configuration in groups model Open

dssg/aequitas#71 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
get it set up for conda install Open

dssg/aequitas#75 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
[COMPAS Example] Inconsistency in "Visualizing a single absolute group metric across all population groups" Open

dssg/aequitas#79 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
[COMPAS Example] Inconsistency in "Visualizing default absolute group metrics across all population groups" Open

dssg/aequitas#80 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
[COMPAS Example] Switched variable names Open

dssg/aequitas#81 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Data formatting: Documentation-link not found Open

dssg/aequitas#83 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Question: Can we use the fairness tree for regression tasks? Open

dssg/aequitas#85 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
[Error] get_disparity_predefined_group() raises AttributeError Open

dssg/aequitas#86 · 3 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Details on how significance is calculated? Open

dssg/aequitas#87 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Confusion of Statistical Parity and Impact Parity? Open

dssg/aequitas#89 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Absolute vs. relative disparity and the implications for fairness results Open

dssg/aequitas#90 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
[Feature] Add Group-Size adjusted False Positives and False Negatives columns to get_crosstabs method Open

dssg/aequitas#95 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
xhtml2pdf broken in python 3.8 - AttributeError: module 'cgi' has no attribute 'escape' Open

Bug CLI

dssg/aequitas#107 · 0 comments · 1 reaction · 0 assignees · Indexed Sep 15, 2026
Change the way to launch the web-app (or update the doc) Open

New Feature

dssg/aequitas#111 · 6 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Issue regarding running my data set on compass file as a reference Open

dssg/aequitas#112 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
how to use web api on different data set Open

dssg/aequitas#113 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
issue regarding uploading the data set and run it on compas notebook Open

dssg/aequitas#114 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
running aequitas without label_value Open

dssg/aequitas#115 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 15, 2026
deal with multiclass problems Open

Base Language: Python New Feature

dssg/aequitas#116 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Update GitHub pages Open

Base Language: Javascript New Feature

dssg/aequitas#154 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Unit and Integration Testing Open

Base New Feature

dssg/aequitas#155 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Better handling of experiment output folders Open

dssg/aequitas#166 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Sensitive attribute type check is erroneously expecting object type Open

Base Bug

dssg/aequitas#182 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Install fails on python 3.12 Open

Bug Dependencies

dssg/aequitas#183 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Move included datasets to other place Open

Good First Issue New Feature

dssg/aequitas#184 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Enhance Robustness by Handling Missing Values and Group-wise Calculation of PPR Open

dssg/aequitas#192 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Enhance summary visual to use more than color Open

dssg/aequitas#194 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Update Pass / Fail Labels Open

dssg/aequitas#196 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Add type checking at major parts of the code Open

Base Language: Python New Feature

dssg/aequitas#199 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Integration with some ML platforms (such as ML Flow or weights and biases) Open

Base Discovery Language: Python New Feature

dssg/aequitas#200 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Add a readme or page on the existing metrics of fairness Open

Base Documentation Good First Issue

dssg/aequitas#201 · 2 comments · 0 reactions · 3 assignees · Indexed Sep 15, 2026
Repository access Open

Question

dssg/aequitas#208 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Please Release New Versions When Making Breaking Changes Open

Bug CLI

dssg/aequitas#209 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
FairGBM Data Type Open

dssg/aequitas#211 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Update the notebooks location Open

dssg/aequitas#217 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026

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