Issues

• Explainers: Inferring Missing Protected Attributes and Fairness Without Demographics

  documentationhelp wanted
  yakew7/Fair-Code#1087 · Filter by author yakew7 opened on Oct 20, 2026

• Explainers: Model Cards, Datasheets for Datasets and Algorithmic Impact Assessments

  documentationhelp wanted
  yakew7/Fair-Code#1086 · Filter by author yakew7 opened on Oct 20, 2026

• Explainers: Disaggregated Evaluation, Leave-One-Group-Out Evaluation and Choosing a Fairness Metric

  documentationhelp wanted
  yakew7/Fair-Code#1085 · Filter by author yakew7 opened on Oct 20, 2026

• Explainers: Measurement Bias, Aggregation Bias and Survivorship Bias

  documentationhelp wanted
  yakew7/Fair-Code#1084 · Filter by author yakew7 opened on Oct 20, 2026

• Explainers: Adversarial Debiasing, Fairness Regularization and Fair Representation Learning

  documentationhelp wanted
  yakew7/Fair-Code#1083 · Filter by author yakew7 opened on Oct 20, 2026

• README does not document the get_benchmark_results parameters

  documentationgood first issue
  yakew7/Fair-Code#1082 · Filter by author yakew7 opened on Oct 20, 2026

• diff_results.py prints 300+ lines by default; add --audit and a per-audit summary

  enhancementgood first issue
  yakew7/Fair-Code#1081 · Filter by author yakew7 opened on Oct 20, 2026

• Add a browser test that a 20,000-label column keeps the web flag list capped

  enhancementgood first issue
  yakew7/Fair-Code#1080 · Filter by author yakew7 opened on Oct 20, 2026

• Add an opt-in workflow that reruns the benchmark and posts the diff on a lockfile bump

  dependenciesenhancementhelp wanted
  yakew7/Fair-Code#1079 · Filter by author yakew7 opened on Oct 20, 2026

• Expose a public helper that loads an audit the way the benchmark harness does

  enhancementhelp wanted
  yakew7/Fair-Code#1078 · Filter by author yakew7 opened on Oct 20, 2026

• Check that README, CONTRIBUTING and llms.txt list every file in explainers/

  enhancementgood first issue
  yakew7/Fair-Code#1077 · Filter by author yakew7 opened on Oct 20, 2026

• XLSX workbooks that use the 1904 date system get dates four years and a day early in the web engine

  bughelp wanted
  yakew7/Fair-Code#1076 · Filter by author yakew7 opened on Oct 20, 2026

• Add three explainers to reach the Phase 1 target of 65+

  documentationgood first issue
  yakew7/Fair-Code#1070 · Filter by author yakew7 opened on Oct 18, 2026

• Review dependabot.yml now that version-bump PRs no longer need to be reverted

  enhancementgood first issue
  yakew7/Fair-Code#1069 · Filter by author yakew7 opened on Oct 18, 2026

• Refresh results/ with a full benchmark rerun on the current requirements-lock.txt

  enhancementhelp wanted
  yakew7/Fair-Code#1068 · Filter by author yakew7 opened on Oct 18, 2026
  2

  

• Phase 6 of the ROADMAP still describes the plan, not the next-year work

  documentationgood first issue
  yakew7/Fair-Code#1067 · Filter by author yakew7 opened on Oct 18, 2026

• Add a command that diffs current results/ against the paper/results-frozen/ snapshot

  enhancementhelp wanted
  yakew7/Fair-Code#1065 · Filter by author yakew7 opened on Oct 18, 2026

• Remove the no-op frozen-files.yml workflow and drop it from required status checks

  enhancementgood first issue
  yakew7/Fair-Code#1061 · Filter by author yakew7 opened on Oct 18, 2026

• compare with a high-cardinality column prints tens of thousands of drift flags

  bughelp wanted
  yakew7/Fair-Code#1052 · Filter by author yakew7 opened on Oct 17, 2026

• get_benchmark_results calls the frozen snapshot 'the numbers actually cited' and cannot return the current results/

  documentationenhancementhelp wanted
  yakew7/Fair-Code#1049 · Filter by author yakew7 opened on Oct 17, 2026

• Numeric column headers keep their type in Python (the integer 2020) and are text in the web engine

  bughelp wanted
  yakew7/Fair-Code#1045 · Filter by author yakew7 opened on Oct 17, 2026
  2

  

• A zip-code column with 18,000 values produces 71,000 flags: the terminal report prints all of them and the web view renders them all

  bughelp wanted
  yakew7/Fair-Code#1043 · Filter by author yakew7 opened on Oct 17, 2026

• Profiling a file with a high-cardinality geography column takes quadratic time in _build_flags

  bughelp wanted
  yakew7/Fair-Code#1042 · Filter by author yakew7 opened on Oct 17, 2026

• XLSX date cells are labelled 2020-01-01 00:00:00 by Python and by their serial number (43831) by the web engine

  bughelp wanted
  yakew7/Fair-Code#1039 · Filter by author yakew7 opened on Oct 17, 2026

• JSON string cells "NA" and "" are missing in the web engine and ordinary values in Python

  bughelp wanted
  yakew7/Fair-Code#1036 · Filter by author yakew7 opened on Oct 17, 2026
  2