Fair-Code good first issues (HTML)

Group labels that differ only in case or surrounding spaces are counted as separate groups with no warning about 7 hours ago

enhancement help wanted

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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An empty file gives pandas' 'No columns to parse from file' on the CLI and MCP, while the web says it looks empty about 8 hours ago

bug good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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After #983 the two web views still define ten functions of the same name about 8 hours ago

enhancement help wanted

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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python -m faircode.figures has no test about 8 hours ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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get_xlsx_sheet_info's unreadable-workbook path and the malformed @ENCODING skip are untested about 8 hours ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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Delimiter sniffing has no test for a doubled quote inside a quoted field about 8 hours ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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loaders.read_table's missing-openpyxl message is untested about 8 hours ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

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The 'insufficient data' ratio result and the equalized-odds 'driven by TPR gap' branch are untested about 8 hours ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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parse_reference skips rows with a non-numeric share, but no test shows it or compares it with the web engine about 8 hours ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

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compare_to_html's 'and N more groups' line and its all-zero-share guard are untested about 8 hours ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

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The browser smoke test never uploads a file, edits a threshold, types keywords or adds a held-out row about 8 hours ago

enhancement help wanted

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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MANIFEST_SPEC says a row filter takes exactly one operator, but the loader accepts several and keeps NaN rows for the negated ones about 8 hours ago

bug documentation help wanted

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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AGENTS.md still says the repo has no lint, test or package setup about 8 hours ago

documentation good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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There is no make target or documented extra for the browser smoke test about 8 hours ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

#ai-fairness#algorithmic-bias#bias-detection#bias-mitigation#criminal-justice#fairness#healthcare#hiring#jupyter#lending#machine-learning#open-source#python#responsible-ai#scikit-learn#welfare

The web provenance version is hard-coded twice in the browser scripts and nothing checks it against the package version about 8 hours ago

bug good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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faircode-mcp fails with a raw ModuleNotFoundError traceback when the mcp extra is not installed about 8 hours ago

bug good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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An unused category in a pandas Categorical column is counted as a zero-row group and lowers the score about 8 hours ago

bug help wanted

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

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A column mixing the number 1 and the string "1" gives two groups with the same label in Python and one group in JS about 8 hours ago

bug good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

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The web engine does not flatten nested JSON objects, so a nested column is dropped there but profiled in Python about 8 hours ago

bug help wanted

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

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requires-python is >=3.8 but CI only exercises Python 3.11 and 3.12 about 8 hours ago

enhancement help wanted

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

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check_issue_refs.py does not look at CONTRIBUTORS.md or METRICS.md 1 day ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

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CONTRIBUTING.md does not mention the new checks and tools added this week 1 day ago

documentation good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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Coverage cannot see code that only runs in a subprocess, so __main__.py reports 0 percent 1 day ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

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No automated test loads the real pages in a browser 1 day ago

enhancement help wanted

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

#ai-fairness#algorithmic-bias#bias-detection#bias-mitigation#criminal-justice#fairness#healthcare#hiring#jupyter#lending#machine-learning#open-source#python#responsible-ai#scikit-learn#welfare

The faircode-mcp entry point and server start-up are never exercised 1 day ago

enhancement help wanted

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

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test_js_parity_profile.py is still about 1,000 lines after the split 1 day ago

enhancement help wanted

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

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The deprecated MCP note aliases have no removal plan 1 day ago

documentation help wanted

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

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Both web views duplicate a dozen helpers that should live in one shared module 1 day ago

enhancement help wanted

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

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generate_key_fold.py fails with a traceback when node is not installed 1 day ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

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A repeated held-out column is only rejected when the first one was kept 1 day ago

bug good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

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provenance.build() accepts two- and three-element held_out tuples, but only the four-element form is tested 1 day ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

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MCP list_explainers errors and compare notes merging are untested 1 day ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

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Audit manifest filters equals, not_equals and not_isin have no tests 1 day ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

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The terminal report's 'and N more groups' line and the kind-mismatch reason are untested 1 day ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

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The empty-subgroup flag and the 'imbalance inf' rendering are untested 1 day ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

#ai-fairness#algorithmic-bias#bias-detection#bias-mitigation#criminal-justice#fairness#healthcare#hiring#jupyter#lending#machine-learning#open-source#python#responsible-ai#scikit-learn#welfare

max_categorical_card below 2 and max_dimension_groups below 1 are never rejected in a test 1 day ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

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Columns holding dicts or lists (unhashable values) are not covered by a test 1 day ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

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Reading a dataset from stdin with --encoding has no test 1 day ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

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main() ends with an unreachable parser.print_help() fallthrough 1 day ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

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compare --csv - together with --json is not tested, and the profile twin is only checked in one place 1 day ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

#ai-fairness#algorithmic-bias#bias-detection#bias-mitigation#criminal-justice#fairness#healthcare#hiring#jupyter#lending#machine-learning#open-source#python#responsible-ai#scikit-learn#welfare

An unreadable --keywords file's error path has no test 1 day ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

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--rename given twice and two renames to one target are untested 1 day ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

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The numeric-column check treats Arabic-Indic digits as numbers in Python but not in JS 1 day ago

bug good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

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python -m faircode is never run by a test 3 days ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

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The MCP dataset reader's error paths are untested (bad encoding, generic parse failure) 3 days ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

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Delimiter sniffing in the loaders has uncovered edge cases (quoted fields, stray quotes, empty samples) 3 days ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

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Nothing checks that the issue numbers cited in ROADMAP.md, CHANGELOG.md and METRICS.md are right 3 days ago

enhancement help wanted

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

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The web exact-test inputs stay enabled when the exact checkbox is off and show errors only in the results area 3 days ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

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split_held_out_encoding has an unreachable branch and an untested empty-suffix error 3 days ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

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The terminal and HTML rendering of compare proxy hints is untested 3 days ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

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The compare command's proxy flag validation errors are untested 3 days ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

#ai-fairness#algorithmic-bias#bias-detection#bias-mitigation#criminal-justice#fairness#healthcare#hiring#jupyter#lending#machine-learning#open-source#python#responsible-ai#scikit-learn#welfare

A held-out file path that contains = cannot be given to --proxy-hints-with 3 days ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

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The near-unique threshold is a magic number duplicated in Python, JS and the docs 3 days ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

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A regex lookbehind in the rename tokeniser stops the whole profiler script on Safari before 16.4 3 days ago

bug help wanted

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

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SPEC section 3 is titled Per-dimension metrics but now holds the whole proxy-hint specification 3 days ago

documentation help wanted

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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Confirm the licence of the bundled music and sound effects in brag-output/ or remove them 3 days ago

documentation help wanted

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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The compare HTML report does not show which dimensions --rename paired 3 days ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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Choosing an encoding for a held-out .xlsx row in the web is silently ignored 3 days ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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Web exports do not record skipped near-unique held-out columns in provenance or notes 3 days ago

bug help wanted

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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The MCP proxy_hints tool reports notes under two different keys, sheet_notes and notes 3 days ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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The group-count tolerance for name-based rename suggestions has no boundary tests 3 days ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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README command examples are never run or parsed, so they can rot 3 days ago

enhancement help wanted

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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The held-out notes and skipped columns ride on the argparse Namespace as args.held_report 3 days ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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The KEY_FOLD sweep skips code points that either runtime lacks, so a Unicode upgrade can leave the table stale unnoticed 3 days ago

enhancement help wanted

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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tests/js_helpers.py is imported by bare name, so pytest --import-mode=importlib cannot collect the parity tests 3 days ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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Copy as CLI command writes words.json with a heredoc that silently overwrites an existing file 3 days ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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The Copy as CLI command builder is only tested with simple file names 3 days ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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The JS case-folding table (KEY_FOLD) has no generator, so it cannot be refreshed when Unicode changes 3 days ago

enhancement help wanted

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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tests/test_js_parity.py has grown past 2,100 lines and mixes unrelated topics 3 days ago

enhancement help wanted

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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A near-unique held-out column check skips a numeric age on small datasets 3 days ago

bug help wanted

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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brag-output/ stores third-party music, sound effects and fonts with no recorded licence 3 days ago

documentation help wanted

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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Key normalisation does not fold full-width or compatibility characters (４２, Ａ１) 3 days ago

enhancement help wanted

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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test_generate_og_images takes about six seconds and runs in the fast set 3 days ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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CI runs the whole test suite twice in the profiler job 3 days ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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SPEC section 11 and the README MCP table omit the exact, key, rename and dimension parameters 3 days ago

documentation good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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The remembered keywords are restored silently, with no hint that they came from an earlier session 3 days ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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Copy as CLI command leaves out the export options the web checkboxes mirror 3 days ago

enhancement help wanted

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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Copy as CLI command uses a placeholder file name for the demo dataset instead of --sample 3 days ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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proxy.py keeps a scalar _mulberry32 that production code no longer uses 3 days ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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--proxy-exact-permutations has no upper bound, so a typo can hang the run 3 days ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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The web profiler has no inputs for the exact test's permutation count and row cap 3 days ago

enhancement help wanted

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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Web held-out column box does not accept the CLI's COLUMN@ENCODING suffix 3 days ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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No notice when an encoding is ignored for a held-out .xlsx/.parquet file 3 days ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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README does not document the held-out spec markers (~, !, @ENCODING) or the near-unique skip 3 days ago

documentation good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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Skipped near-unique held-out columns are only reported on stderr, and provenance still lists the file as used 3 days ago

enhancement help wanted

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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compare --csv does not list the dimensions that --rename paired 3 days ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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compare --rename accepts an identity pair (sex=sex) and adds a misleading flag 3 days ago

bug good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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Name-based rename suggestions require the same number of groups, so sex (M/F/U) vs sex_code (1/2/9/x) is missed 3 days ago

enhancement help wanted

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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Rename-by-name tokeniser splits accented and non-Latin column names wrongly (género -> g, nero) 3 days ago

bug good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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Held-out files share one --encoding, so a UTF-8 file cannot be paired with a latin-1 dataset 4 days ago

enhancement help wanted

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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Web profiler cannot show the equivalent CLI command for the options a run used 4 days ago

enhancement help wanted

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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Let compare align renamed dimensions with --rename instead of asking people to edit their files 4 days ago

enhancement help wanted

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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The web held-out key field rejects the CLI's PATH=COLUMN:KEY~ marker 4 days ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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Casefolding differs between Python and JS key normalisation for ligatures and a few other characters 4 days ago

bug help wanted

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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Python/JS parity tests spawn node 48 times, which dominates the fast test run 4 days ago

enhancement help wanted

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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PERMUTATION_MAX_ROWS (5000) predates the faster permutation test and could be raised 4 days ago

enhancement help wanted

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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A near-unique held-out column is tested silently, building a huge contingency table 4 days ago

enhancement help wanted

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

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No way to switch key normalisation off for one --proxy-hints-with spec when --proxy-key-normalize is on 4 days ago

enhancement good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

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--proxy-exact has no way to set the permutation count or the row cap 4 days ago

enhancement help wanted

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

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Dashboard chart key says "significant gap" on the Summary tab, where hatched means significant in every model 4 days ago

bug good first issue

yakew7/Fair-Code

32

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, and welfare: 6 open-source audits, measurable fairness gaps, and concrete fixes.

HTML

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yakew7/Fair-Code

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