FairLens is an open source Python library for automatically discovering bias and measuring fairness in data

Overview

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FairLens

FairLens is an open source Python library for automatically discovering bias and measuring fairness in data. The package can be used to quickly identify bias, and provides multiple metrics to measure fairness across a range of sensitive and legally protected characteristics such as age, race and sex.

Bias in my data?

It's very simple to quickly start understanding any biases that may be present in your data.

import pandas as pd
import fairlens as fl

# Load in the data
df = pd.read_csv("datasets/compas.csv")

# Automatically generate a report
fscorer = fl.FairnessScorer(
    df,
    target_attribute="RawScore",
    sensitive_attributes=[
        "Sex",
        "Ethnicity",
        "MaritalStatus"
    ]
)
fscorer.demographic_report()
Sensitive Attributes: ['Ethnicity', 'MaritalStatus', 'Sex']

                         Group Distance  Proportion  Counts   P-Value
African-American, Single, Male    0.249    0.291011    5902 3.62e-251
      African-American, Single    0.202    0.369163    7487 1.30e-196
                       Married    0.301    0.134313    2724 7.37e-193
        African-American, Male    0.201    0.353138    7162 4.03e-188
                 Married, Male    0.281    0.108229    2195 9.69e-139
              African-American    0.156    0.444899    9023 3.25e-133
                      Divorced    0.321    0.063754    1293 7.51e-112
            Caucasian, Married    0.351    0.049504    1004 7.73e-106
                  Single, Male    0.121    0.582910   11822  3.30e-95
           Caucasian, Divorced    0.341    0.037473     760  1.28e-76

Weighted Mean Statistical Distance: 0.14081832462333957

Check out the documentation to get started, or try out FairLens now in Google Colab!

See some of our previous blog posts for our take on bias and fairness in ML:

Core Features

  • Bias Measurement - Metrics and tests to measure the extent and significance of bias in data using statistical distances and metrics. See the overview for more details.

  • Sensitive Attribute and Proxy Detection - Methods to identify legally protected features, and measure hidden correlations between these features and others.

  • Visualization Tools - Tools to visualize the distributions of different types of variables or columns in sensitive sub groups.

  • Fairness Assessment - A streamlined way of assessing the fairness of an arbitrary dataset, and generating reports highlighting biases and hidden correlations.

The goal of FairLens is to enable data scientists to gain a deeper understanding of their data, and helps to to ensure fair and ethical use of data in analysis and machine learning tasks. The insights gained from FairLens can be harnessed by the Bias Mitigation feature of the Synthesized platform, which is able to automagically remove bias using the power of synthetic data.

Installation

FairLens can be installed using pip

pip install fairlens

Contributing

FairLens is under active development, and we appreciate community contributions. See CONTRIBUTING.md for how to get started.

The repository's current roadmap is maintained as a Github project here.

License

This project is licensed under the terms of the BSD 3 license.

Comments
  • add codecov.yml

    add codecov.yml

    Just adding this as it gives a nicer representation of the code coverage than sonarcloud. We can still use both as the final coverage value should be the same.

    type:maintenance 
    opened by simonhkswan 5
  • Update sphinxcontrib-bibtex requirement from ~=2.3.0 to >=2.3,<2.5

    Update sphinxcontrib-bibtex requirement from ~=2.3.0 to >=2.3,<2.5

    Updates the requirements on sphinxcontrib-bibtex to permit the latest version.

    Changelog

    Sourced from sphinxcontrib-bibtex's changelog.

    2.4.2 (10 April 2022)

    • Add support for Python 3.10 and 3.11.

    • New bibtex_tooltips option. Set to False to disable tooltip generation. See issue #286.

    • New bibtex_tooltips_style option to customize tooltip text style. If empty (the default), the bibliography style is used. See issue #286.

    • Support for root_doc option introduced in Sphinx 4.0 (see issue #292, reported by jhmeinke).

    • Use container node instead of paragraph node for containing bibliographies, fixing a violation against the docutils spec (see issue #273, reported by rappdw, with additional input from brechtm).

    • Fix mutable dataclass fields for Python 3.11 (see issue #284 and pull request #285; reported and fixed by jamesjer)

    • Internal refactor: embed reference_text_class directly inside the pybtex nodes. This enables different text classes to be used by different styles, so different sorts of docutils nodes can be generated on rendering depending on the pybtex node used. See discussion in issue #275.

    • Add numpydoc regression test.

    • Bump minimal pybtex requirement to 0.24.

    2.4.1 (10 September 2021)

    • Gracefully handle textual citations when author or year are missing (see issue #267, reported by fbkarsdorp).

    2.4.0 (8 September 2021)

    • Allow specific warnings to be suppressed (see issue #255, contributed by stevenrhall).

    • Fix parsing of LaTeX url commands in bibtex fields (see issue #258, reported by Matthew Giassa).

    • Remove space between footnote and author for textual footnote citations in the default foot referencing style.

    ... (truncated)

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  • Update ipython requirement from ~=7.30.1 to >=7.30.1,<8.3.0

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  • Statistical analysis

    Statistical analysis

    This pull request will add various statistical measures and general functions that can analyze whole dataframes.

    It produces statistics based on a chosen target attribute (that can be binary, categorical, continuous, or datetime) and using the same group of interest notation as the one used in utils.py or metrics.py.

    Generates a report of means and variances of the target variable distributions across different groups or sensitive groups (which are usually chosen by the user).

    This pull request will also add a test file containing tests of all the sub-functions that build this functionality.

    Solves #84

    category:bias-measurement category:fairness-scoring type:feature 
    opened by bogdansurdu 4
  • Detecting sensitive attributes using word vectors

    Detecting sensitive attributes using word vectors

    Deep search currently uses the Ratcliffe-Obershelp algorithm to match strings in a column with potential aliases to determine whether the attribute corresponds to a sensitive attribute. Using word vectors will remove the need to match with aliases and might be faster.

    category:sensitive-attribute-detection 
    opened by Hilly12 4
  • Update pydata-sphinx-theme requirement from <0.9.0,>=0.7.2 to >=0.7.2,<0.11.0

    Update pydata-sphinx-theme requirement from <0.9.0,>=0.7.2 to >=0.7.2,<0.11.0

    Updates the requirements on pydata-sphinx-theme to permit the latest version.

    Release notes

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    v0.10.1

    What's Changed

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  • Update sphinx requirement from <4.6.0,>=4.3.1 to >=4.3.1,<5.2.0

    Update sphinx requirement from <4.6.0,>=4.3.1 to >=4.3.1,<5.2.0

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    v5.1.0

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    Release 5.1.0 (released Jul 24, 2022)

    Dependencies

    • #10656: Support Docutils 0.19_. Patch by Adam Turner.

    .. _Docutils 0.19: https://docutils.sourceforge.io/RELEASE-NOTES.html#release-0-19-2022-07-05

    Deprecated

    • #10467: Deprecated sphinx.util.stemmer in favour of snowballstemmer. Patch by Adam Turner.
    • #9856: Deprecated sphinx.ext.napoleon.iterators.

    Features added

    • #10444: html theme: Allow specifying multiple CSS files through the stylesheet setting in theme.conf or by setting html_style to an iterable of strings.
    • #10366: std domain: Add support for emphasising placeholders in :rst:dir:option directives through a new :confval:option_emphasise_placeholders configuration option.
    • #10439: std domain: Use the repr of some variables when displaying warnings, making whitespace issues easier to identify.
    • #10571: quickstart: Reduce content in the generated conf.py file. Patch by Pradyun Gedam.
    • #10648: LaTeX: CSS-named-alike additional :ref:'sphinxsetup' <latexsphinxsetup> keys allow to configure four separate border-widths, four paddings, four corner radii, a shadow (possibly inset), colours for border, background, shadow for each of the code-block, topic, attention, caution, danger, error and warning directives.
    • #10655: LaTeX: Explain non-standard encoding in LatinRules.xdy
    • #10599: HTML Theme: Wrap consecutive footnotes in an <aside> element when using Docutils 0.18 or later, to allow for easier styling. This matches the behaviour introduced in Docutils 0.19. Patch by Adam Turner.
    • #10518: config: Add include_patterns as the opposite of exclude_patterns. Patch by Adam Turner.

    Bugs fixed

    • #10594: HTML Theme: field term colons are doubled if using Docutils 0.18+
    • #10596: Build failure if Docutils version is 0.18 (not 0.18.1) due to missing Node.findall()
    • #10506: LaTeX: build error if highlighting inline code role in figure caption (refs: #10251)
    • #10634: Make -P (pdb) option work better with exceptions triggered from events

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  • Update pydata-sphinx-theme requirement from <0.9.0,>=0.7.2 to >=0.7.2,<0.10.0

    Update pydata-sphinx-theme requirement from <0.9.0,>=0.7.2 to >=0.7.2,<0.10.0

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  • Update ipython requirement from ~=7.30.1 to >=7.30.1,<8.5.0

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  • Update sphinx requirement from <4.6.0,>=4.3.1 to >=4.3.1,<5.1.0

    Update sphinx requirement from <4.6.0,>=4.3.1 to >=4.3.1,<5.1.0

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    Changelog

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    Release 5.0.0 (released May 30, 2022)

    Dependencies

    5.0.0 b1

    • #10164: Support Docutils 0.18_. Patch by Adam Turner.

    .. _Docutils 0.18: https://docutils.sourceforge.io/RELEASE-NOTES.html#release-0-18-2021-10-26

    Incompatible changes

    5.0.0 b1

    • #10031: autosummary: sphinx.ext.autosummary.import_by_name() now raises ImportExceptionGroup instead of ImportError when it failed to import target object. Please handle the exception if your extension uses the function to import Python object. As a workaround, you can disable the behavior via grouped_exception=False keyword argument until v7.0.
    • #9962: texinfo: Customizing styles of emphasized text via @definfoenclose command was not supported because the command was deprecated since texinfo 6.8
    • #2068: :confval:intersphinx_disabled_reftypes has changed default value from an empty list to ['std:doc'] as avoid too surprising silent intersphinx resolutions. To migrate: either add an explicit inventory name to the references intersphinx should resolve, or explicitly set the value of this configuration variable to an empty list.
    • #10197: html theme: Reduce body_min_width setting in basic theme to 360px
    • #9999: LaTeX: separate terms from their definitions by a CR (refs: #9985)
    • #10062: Change the default language to 'en' if any language is not set in conf.py

    5.0.0 final

    • #10474: :confval:language does not accept None as it value. The default value of language becomes to 'en' now.

    Deprecated

    5.0.0 b1

    • #10028: jQuery and underscore.js will no longer be automatically injected into themes from Sphinx 6.0. If you develop a theme or extension that uses the jQuery, $, or $u global objects, you need to update your JavaScript or use the mitigation below.

    ... (truncated)

    Commits
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    • bdeb627 Merge pull request #10486 from tk0miya/fix_babel_extract_message
    • 16ca323 Fix imgconverter: Failed to extract translation messages
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  • Update ipython requirement from ~=7.30.1 to >=7.30.1,<8.4.0

    Update ipython requirement from ~=7.30.1 to >=7.30.1,<8.4.0

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  • Update ipython requirement from ~=7.30.1 to >=7.30.1,<8.9.0

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  • Update sphinx requirement from <4.6.0,>=4.3.1 to >=4.3.1,<6.1.0

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    Release 6.0.0 (released Dec 29, 2022)

    Dependencies

    • #10468: Drop Python 3.6 support
    • #10470: Drop Python 3.7, Docutils 0.14, Docutils 0.15, Docutils 0.16, and Docutils 0.17 support. Patch by Adam Turner

    Incompatible changes

    • #7405: Removed the jQuery and underscore.js JavaScript frameworks.

      These frameworks are no longer be automatically injected into themes from Sphinx 6.0. If you develop a theme or extension that uses the jQuery, $, or $u global objects, you need to update your JavaScript to modern standards, or use the mitigation below.

      The first option is to use the sphinxcontrib.jquery_ extension, which has been developed by the Sphinx team and contributors. To use this, add sphinxcontrib.jquery to the extensions list in conf.py, or call app.setup_extension("sphinxcontrib.jquery") if you develop a Sphinx theme or extension.

      The second option is to manually ensure that the frameworks are present. To re-add jQuery and underscore.js, you will need to copy jquery.js and underscore.js from the Sphinx repository_ to your static directory, and add the following to your layout.html:

      .. code-block:: html+jinja

      {%- block scripts %} {{ super() }} {%- endblock %}

      .. _sphinxcontrib.jquery: https://github.com/sphinx-contrib/jquery/

      Patch by Adam Turner.

    • #10471, #10565: Removed deprecated APIs scheduled for removal in Sphinx 6.0. See :ref:dev-deprecated-apis for details. Patch by Adam Turner.

    • #10901: C Domain: Remove support for parsing pre-v3 style type directives and roles. Also remove associated configuration variables c_allow_pre_v3 and c_warn_on_allowed_pre_v3. Patch by Adam Turner.

    Features added

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  • Update pandoc requirement from <2.2.0,>=2.0.1 to >=2.0.1,<2.4.0

    Update pandoc requirement from <2.2.0,>=2.0.1 to >=2.0.1,<2.4.0

    Updates the requirements on pandoc to permit the latest version.

    Changelog

    Sourced from pandoc's changelog.

    Version 2.3 (11/23/2022)

    • If the version of Pandoc is not supported, dont throw an error but warn, and proceed as if it was the latest supported version (with undefined results if the two document models differ).

    • Add support for Pandoc 2.19, 2.19.1 and 2.19.2.

    Version 2.2 (04/20/2022)

    • Add support for Pandoc 2.18.
    Commits
    • 2d7cb8a ✨ Version 2.3
    • 99e85d2 Merge pull request #49 from abn/patch-1
    • 6400d26 ci/linux: enable on pull requests
    • 230594b setup.py: remove pip import
    • e38c787 ✨ 📝 navigation: next and previous
    • d15b804 fix missing python tag
    • 0b9b6e8 fix missing blankline
    • 599b02e 📝 labs: some documentation (wip)
    • 0edbe06 ✨ labs: implement high-level API next method
    • d3f6e06 📝 README: tweak
    • Additional commits viewable in compare view

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  • Update pydata-sphinx-theme requirement from <0.9.0,>=0.7.2 to >=0.7.2,<0.13.0

    Update pydata-sphinx-theme requirement from <0.9.0,>=0.7.2 to >=0.7.2,<0.13.0

    Updates the requirements on pydata-sphinx-theme to permit the latest version.

    Release notes

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    v0.12.0

    What's Changed

    New Contributors

    ... (truncated)

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  • Update sphinxcontrib-bibtex requirement from ~=2.3.0 to >=2.3,<2.6

    Update sphinxcontrib-bibtex requirement from ~=2.3.0 to >=2.3,<2.6

    Updates the requirements on sphinxcontrib-bibtex to permit the latest version.

    Changelog

    Sourced from sphinxcontrib-bibtex's changelog.

    2.5.0 (22 August 2022)

    • Add support for the rinohtype builder (reported by brechtm, see issue #275).

    • Migrate from pkg_resources to importlib.metadata. A side effect of this migration is that plugins registered at runtime are longer exposed as entry points. This is because importlib does not allow runtime modification of entry points.

    • Remove sphinxcontrib namespace __init__.py file (no longer needed for Python 3.3+ by PEP420).

    • Add support for docutils 0.18.

    • Suppress LaTeX url commands in tooltips (see issue #305, reported by 1kastner).

    • Document Markdown syntax for MyST (suggested by jacopok, see issue #310).

    2.4.2 (10 April 2022)

    • Add support for Python 3.10 and 3.11.

    • New bibtex_tooltips option. Set to False to disable tooltip generation. See issue #286.

    • New bibtex_tooltips_style option to customize tooltip text style. If empty (the default), the bibliography style is used. See issue #286.

    • Support for root_doc option introduced in Sphinx 4.0 (see issue #292, reported by jhmeinke).

    • Use container node instead of paragraph node for containing bibliographies, fixing a violation against the docutils spec (see issue #273, reported by rappdw, with additional input from brechtm).

    • Fix mutable dataclass fields for Python 3.11 (see issue #284 and pull request #285; reported and fixed by jamesjer)

    • Internal refactor: embed reference_text_class directly inside the pybtex nodes. This enables different text classes to be used by different styles, so different sorts of docutils nodes can be generated on rendering depending on the pybtex node used. See discussion in issue #275.

    • Add numpydoc regression test.

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