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<!DOCTYPE html>
<html class="writer-html5" lang="en" >
<head>
<meta charset="utf-8" />
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<title>Index — holisticai documentation</title>
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<a href="index.html" class="icon icon-home"> holisticai
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<p class="caption" role="heading"><span class="caption-text">Documentation</span></p>
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<li class="toctree-l1"><a class="reference internal" href="metrics.html">Metrics</a></li>
<li class="toctree-l1"><a class="reference internal" href="mitigation.html">Mitigation</a></li>
</ul>
<ul>
<li class="toctree-l1"><a class="reference internal" href="plotting.html">Plotting</a></li>
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<p class="caption" role="heading"><span class="caption-text">Tutorials</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="measuring_bias.html">Measuring bias</a></li>
<li class="toctree-l1"><a class="reference internal" href="mitigating_bias.html">Mitigating bias</a></li>
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<h1 id="index">Index</h1>
<div class="genindex-jumpbox">
<a href="#_"><strong>_</strong></a>
| <a href="#A"><strong>A</strong></a>
| <a href="#C"><strong>C</strong></a>
| <a href="#D"><strong>D</strong></a>
| <a href="#E"><strong>E</strong></a>
| <a href="#F"><strong>F</strong></a>
| <a href="#G"><strong>G</strong></a>
| <a href="#H"><strong>H</strong></a>
| <a href="#I"><strong>I</strong></a>
| <a href="#L"><strong>L</strong></a>
| <a href="#M"><strong>M</strong></a>
| <a href="#N"><strong>N</strong></a>
| <a href="#P"><strong>P</strong></a>
| <a href="#R"><strong>R</strong></a>
| <a href="#S"><strong>S</strong></a>
| <a href="#T"><strong>T</strong></a>
| <a href="#Z"><strong>Z</strong></a>
</div>
<h2 id="_">_</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="generated/holisticai.bias.mitigation.CalibratedEqualizedOdds.html#holisticai.bias.mitigation.CalibratedEqualizedOdds.__init__">__init__() (holisticai.bias.mitigation.CalibratedEqualizedOdds method)</a>
<ul>
<li><a href="generated/holisticai.bias.mitigation.EqualizedOdds.html#holisticai.bias.mitigation.EqualizedOdds.__init__">(holisticai.bias.mitigation.EqualizedOdds method)</a>
</li>
<li><a href="generated/holisticai.bias.mitigation.ExponentiatedGradientReduction.html#holisticai.bias.mitigation.ExponentiatedGradientReduction.__init__">(holisticai.bias.mitigation.ExponentiatedGradientReduction method)</a>
</li>
<li><a href="generated/holisticai.bias.mitigation.GridSearchReduction.html#holisticai.bias.mitigation.GridSearchReduction.__init__">(holisticai.bias.mitigation.GridSearchReduction method)</a>
</li>
<li><a href="generated/holisticai.bias.mitigation.LearningFairRepresentation.html#holisticai.bias.mitigation.LearningFairRepresentation.__init__">(holisticai.bias.mitigation.LearningFairRepresentation method)</a>
</li>
<li><a href="generated/holisticai.bias.mitigation.RejectOptionClassification.html#holisticai.bias.mitigation.RejectOptionClassification.__init__">(holisticai.bias.mitigation.RejectOptionClassification method)</a>
</li>
<li><a href="generated/holisticai.bias.mitigation.Reweighing.html#holisticai.bias.mitigation.Reweighing.__init__">(holisticai.bias.mitigation.Reweighing method)</a>
</li>
<li><a href="generated/holisticai.pipeline.Pipeline.html#holisticai.pipeline.Pipeline.__init__">(holisticai.pipeline.Pipeline method)</a>
</li>
</ul></li>
</ul></td>
</tr></table>
<h2 id="A">A</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="generated/holisticai.bias.metrics.abroca.html#holisticai.bias.metrics.abroca">abroca() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.bias.plots.abroca_plot.html#holisticai.bias.plots.abroca_plot">abroca_plot() (in module holisticai.bias.plots)</a>
</li>
<li><a href="generated/holisticai.bias.plots.accuracy_bar_plot.html#holisticai.bias.plots.accuracy_bar_plot">accuracy_bar_plot() (in module holisticai.bias.plots)</a>
</li>
<li><a href="generated/holisticai.bias.metrics.accuracy_diff.html#holisticai.bias.metrics.accuracy_diff">accuracy_diff() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.bias.metrics.accuracy_matrix.html#holisticai.bias.metrics.accuracy_matrix">accuracy_matrix() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.bias.metrics.aggregate_diversity.html#holisticai.bias.metrics.aggregate_diversity">aggregate_diversity() (in module holisticai.bias.metrics)</a>
</li>
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="generated/holisticai.bias.metrics.average_odds_diff.html#holisticai.bias.metrics.average_odds_diff">average_odds_diff() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.bias.metrics.avg_f1_ratio.html#holisticai.bias.metrics.avg_f1_ratio">avg_f1_ratio() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.bias.metrics.avg_precision_ratio.html#holisticai.bias.metrics.avg_precision_ratio">avg_precision_ratio() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.bias.metrics.avg_recall_ratio.html#holisticai.bias.metrics.avg_recall_ratio">avg_recall_ratio() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.bias.metrics.avg_recommendation_popularity.html#holisticai.bias.metrics.avg_recommendation_popularity">avg_recommendation_popularity() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.bias.metrics.avg_score_diff.html#holisticai.bias.metrics.avg_score_diff">avg_score_diff() (in module holisticai.bias.metrics)</a>
</li>
</ul></td>
</tr></table>
<h2 id="C">C</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="generated/holisticai.bias.mitigation.CalibratedEqualizedOdds.html#holisticai.bias.mitigation.CalibratedEqualizedOdds">CalibratedEqualizedOdds (class in holisticai.bias.mitigation)</a>
</li>
<li><a href="generated/holisticai.pipeline.Pipeline.html#holisticai.pipeline.Pipeline.classes_">classes_ (holisticai.pipeline.Pipeline property)</a>
</li>
<li><a href="generated/holisticai.bias.metrics.classification_bias_metrics.html#holisticai.bias.metrics.classification_bias_metrics">classification_bias_metrics() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.bias.metrics.cluster_balance.html#holisticai.bias.metrics.cluster_balance">cluster_balance() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.bias.metrics.cluster_dist_entropy.html#holisticai.bias.metrics.cluster_dist_entropy">cluster_dist_entropy() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.bias.metrics.cluster_dist_kl.html#holisticai.bias.metrics.cluster_dist_kl">cluster_dist_kl() (in module holisticai.bias.metrics)</a>
</li>
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="generated/holisticai.bias.metrics.cluster_dist_l1.html#holisticai.bias.metrics.cluster_dist_l1">cluster_dist_l1() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.bias.metrics.clustering_bias_metrics.html#holisticai.bias.metrics.clustering_bias_metrics">clustering_bias_metrics() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.bias.metrics.cohen_d.html#holisticai.bias.metrics.cohen_d">cohen_d() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.bias.mitigation.Reweighing.html#holisticai.bias.mitigation.Reweighing.compute_frequencies">compute_frequencies() (holisticai.bias.mitigation.Reweighing method)</a>
</li>
<li><a href="generated/holisticai.bias.metrics.confusion_matrix.html#holisticai.bias.metrics.confusion_matrix">confusion_matrix() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.bias.metrics.confusion_tensor.html#holisticai.bias.metrics.confusion_tensor">confusion_tensor() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.bias.metrics.correlation_diff.html#holisticai.bias.metrics.correlation_diff">correlation_diff() (in module holisticai.bias.metrics)</a>
</li>
</ul></td>
</tr></table>
<h2 id="D">D</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="generated/holisticai.pipeline.Pipeline.html#holisticai.pipeline.Pipeline.decision_function">decision_function() (holisticai.pipeline.Pipeline method)</a>
</li>
<li><a href="generated/holisticai.bias.metrics.disparate_impact.html#holisticai.bias.metrics.disparate_impact">disparate_impact() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.bias.plots.disparate_impact_curve.html#holisticai.bias.plots.disparate_impact_curve">disparate_impact_curve() (in module holisticai.bias.plots)</a>
</li>
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="generated/holisticai.bias.plots.disparate_impact_plot.html#holisticai.bias.plots.disparate_impact_plot">disparate_impact_plot() (in module holisticai.bias.plots)</a>
</li>
<li><a href="generated/holisticai.bias.metrics.disparate_impact_regression.html#holisticai.bias.metrics.disparate_impact_regression">disparate_impact_regression() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.bias.plots.distribution_plot.html#holisticai.bias.plots.distribution_plot">distribution_plot() (in module holisticai.bias.plots)</a>
</li>
</ul></td>
</tr></table>
<h2 id="E">E</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="generated/holisticai.bias.metrics.equal_opportunity_diff.html#holisticai.bias.metrics.equal_opportunity_diff">equal_opportunity_diff() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.bias.mitigation.EqualizedOdds.html#holisticai.bias.mitigation.EqualizedOdds">EqualizedOdds (class in holisticai.bias.mitigation)</a>
</li>
<li><a href="generated/holisticai.bias.mitigation.ExponentiatedGradientReduction.html#holisticai.bias.mitigation.ExponentiatedGradientReduction">ExponentiatedGradientReduction (class in holisticai.bias.mitigation)</a>
</li>
<li><a href="generated/holisticai.bias.plots.exposure_diff_plot.html#holisticai.bias.plots.exposure_diff_plot">exposure_diff_plot() (in module holisticai.bias.plots)</a>
</li>
<li><a href="generated/holisticai.bias.metrics.exposure_entropy.html#holisticai.bias.metrics.exposure_entropy">exposure_entropy() (in module holisticai.bias.metrics)</a>
</li>
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="generated/holisticai.bias.metrics.exposure_kl.html#holisticai.bias.metrics.exposure_kl">exposure_kl() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.bias.metrics.exposure_l1.html#holisticai.bias.metrics.exposure_l1">exposure_l1() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.bias.plots.exposure_ratio_plot.html#holisticai.bias.plots.exposure_ratio_plot">exposure_ratio_plot() (in module holisticai.bias.plots)</a>
</li>
<li><a href="generated/holisticai.utils.extract_columns.html#holisticai.utils.extract_columns">extract_columns() (in module holisticai.utils)</a>
</li>
<li><a href="generated/holisticai.utils.extract_group_vectors.html#holisticai.utils.extract_group_vectors">extract_group_vectors() (in module holisticai.utils)</a>
</li>
</ul></td>
</tr></table>
<h2 id="F">F</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="generated/holisticai.bias.metrics.false_negative_rate_diff.html#holisticai.bias.metrics.false_negative_rate_diff">false_negative_rate_diff() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.bias.metrics.false_positive_rate_diff.html#holisticai.bias.metrics.false_positive_rate_diff">false_positive_rate_diff() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.pipeline.Pipeline.html#holisticai.pipeline.Pipeline.feature_names_in_">feature_names_in_ (holisticai.pipeline.Pipeline property)</a>
</li>
<li><a href="generated/holisticai.bias.mitigation.CalibratedEqualizedOdds.html#holisticai.bias.mitigation.CalibratedEqualizedOdds.fit">fit() (holisticai.bias.mitigation.CalibratedEqualizedOdds method)</a>
<ul>
<li><a href="generated/holisticai.bias.mitigation.EqualizedOdds.html#holisticai.bias.mitigation.EqualizedOdds.fit">(holisticai.bias.mitigation.EqualizedOdds method)</a>
</li>
<li><a href="generated/holisticai.bias.mitigation.ExponentiatedGradientReduction.html#holisticai.bias.mitigation.ExponentiatedGradientReduction.fit">(holisticai.bias.mitigation.ExponentiatedGradientReduction method)</a>
</li>
<li><a href="generated/holisticai.bias.mitigation.GridSearchReduction.html#holisticai.bias.mitigation.GridSearchReduction.fit">(holisticai.bias.mitigation.GridSearchReduction method)</a>
</li>
<li><a href="generated/holisticai.bias.mitigation.LearningFairRepresentation.html#holisticai.bias.mitigation.LearningFairRepresentation.fit">(holisticai.bias.mitigation.LearningFairRepresentation method)</a>
</li>
<li><a href="generated/holisticai.bias.mitigation.RejectOptionClassification.html#holisticai.bias.mitigation.RejectOptionClassification.fit">(holisticai.bias.mitigation.RejectOptionClassification method)</a>
</li>
<li><a href="generated/holisticai.bias.mitigation.Reweighing.html#holisticai.bias.mitigation.Reweighing.fit">(holisticai.bias.mitigation.Reweighing method)</a>
</li>
<li><a href="generated/holisticai.pipeline.Pipeline.html#holisticai.pipeline.Pipeline.fit">(holisticai.pipeline.Pipeline method)</a>
</li>
</ul></li>
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="generated/holisticai.pipeline.Pipeline.html#holisticai.pipeline.Pipeline.fit_post_estimator_transformers">fit_post_estimator_transformers() (holisticai.pipeline.Pipeline method)</a>
</li>
<li><a href="generated/holisticai.pipeline.Pipeline.html#holisticai.pipeline.Pipeline.fit_predict">fit_predict() (holisticai.pipeline.Pipeline method)</a>
</li>
<li><a href="generated/holisticai.bias.mitigation.CalibratedEqualizedOdds.html#holisticai.bias.mitigation.CalibratedEqualizedOdds.fit_transform">fit_transform() (holisticai.bias.mitigation.CalibratedEqualizedOdds method)</a>
<ul>
<li><a href="generated/holisticai.bias.mitigation.LearningFairRepresentation.html#holisticai.bias.mitigation.LearningFairRepresentation.fit_transform">(holisticai.bias.mitigation.LearningFairRepresentation method)</a>
</li>
<li><a href="generated/holisticai.bias.mitigation.Reweighing.html#holisticai.bias.mitigation.Reweighing.fit_transform">(holisticai.bias.mitigation.Reweighing method)</a>
</li>
<li><a href="generated/holisticai.pipeline.Pipeline.html#holisticai.pipeline.Pipeline.fit_transform">(holisticai.pipeline.Pipeline method)</a>
</li>
</ul></li>
<li><a href="generated/holisticai.bias.metrics.four_fifths.html#holisticai.bias.metrics.four_fifths">four_fifths() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.bias.metrics.frequency_matrix.html#holisticai.bias.metrics.frequency_matrix">frequency_matrix() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.bias.plots.frequency_matrix_plot.html#holisticai.bias.plots.frequency_matrix_plot">frequency_matrix_plot() (in module holisticai.bias.plots)</a>
</li>
<li><a href="generated/holisticai.bias.plots.frequency_plot.html#holisticai.bias.plots.frequency_plot">frequency_plot() (in module holisticai.bias.plots)</a>
</li>
</ul></td>
</tr></table>
<h2 id="G">G</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="generated/holisticai.utils.get_colors.html#holisticai.utils.get_colors">get_colors() (in module holisticai.utils)</a>
</li>
<li><a href="generated/holisticai.pipeline.Pipeline.html#holisticai.pipeline.Pipeline.get_feature_names_out">get_feature_names_out() (holisticai.pipeline.Pipeline method)</a>
</li>
<li><a href="generated/holisticai.bias.mitigation.ExponentiatedGradientReduction.html#holisticai.bias.mitigation.ExponentiatedGradientReduction.get_params">get_params() (holisticai.bias.mitigation.ExponentiatedGradientReduction method)</a>
<ul>
<li><a href="generated/holisticai.bias.mitigation.GridSearchReduction.html#holisticai.bias.mitigation.GridSearchReduction.get_params">(holisticai.bias.mitigation.GridSearchReduction method)</a>
</li>
<li><a href="generated/holisticai.pipeline.Pipeline.html#holisticai.pipeline.Pipeline.get_params">(holisticai.pipeline.Pipeline method)</a>
</li>
</ul></li>
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="generated/holisticai.bias.metrics.gini_index.html#holisticai.bias.metrics.gini_index">gini_index() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.bias.mitigation.GridSearchReduction.html#holisticai.bias.mitigation.GridSearchReduction">GridSearchReduction (class in holisticai.bias.mitigation)</a>
</li>
<li><a href="generated/holisticai.bias.plots.group_pie_plot.html#holisticai.bias.plots.group_pie_plot">group_pie_plot() (in module holisticai.bias.plots)</a>
</li>
</ul></td>
</tr></table>
<h2 id="H">H</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="generated/holisticai.bias.plots.histogram_plot.html#holisticai.bias.plots.histogram_plot">histogram_plot() (in module holisticai.bias.plots)</a>
</li>
</ul></td>
</tr></table>
<h2 id="I">I</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="generated/holisticai.pipeline.Pipeline.html#holisticai.pipeline.Pipeline.inverse_transform">inverse_transform() (holisticai.pipeline.Pipeline method)</a>
</li>
</ul></td>
</tr></table>
<h2 id="L">L</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="generated/holisticai.bias.mitigation.LearningFairRepresentation.html#holisticai.bias.mitigation.LearningFairRepresentation">LearningFairRepresentation (class in holisticai.bias.mitigation)</a>
</li>
<li><a href="generated/holisticai.datasets.load_adult.html#holisticai.datasets.load_adult">load_adult() (in module holisticai.datasets)</a>
</li>
<li><a href="generated/holisticai.datasets.load_last_fm.html#holisticai.datasets.load_last_fm">load_last_fm() (in module holisticai.datasets)</a>
</li>
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="generated/holisticai.datasets.load_law_school.html#holisticai.datasets.load_law_school">load_law_school() (in module holisticai.datasets)</a>
</li>
<li><a href="generated/holisticai.datasets.load_student.html#holisticai.datasets.load_student">load_student() (in module holisticai.datasets)</a>
</li>
<li><a href="generated/holisticai.bias.plots.long_tail_plot.html#holisticai.bias.plots.long_tail_plot">long_tail_plot() (in module holisticai.bias.plots)</a>
</li>
</ul></td>
</tr></table>
<h2 id="M">M</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="generated/holisticai.bias.metrics.mad_score.html#holisticai.bias.metrics.mad_score">mad_score() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.bias.plots.mae_bar_plot.html#holisticai.bias.plots.mae_bar_plot">mae_bar_plot() (in module holisticai.bias.plots)</a>
</li>
<li><a href="generated/holisticai.bias.metrics.mae_ratio.html#holisticai.bias.metrics.mae_ratio">mae_ratio() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.bias.mitigation.Reweighing.html#holisticai.bias.mitigation.Reweighing.map_favorable_unfavorable">map_favorable_unfavorable() (holisticai.bias.mitigation.Reweighing method)</a>
</li>
<li><a href="generated/holisticai.utils.mat_to_binary.html#holisticai.utils.mat_to_binary">mat_to_binary() (in module holisticai.utils)</a>
</li>
<li><a href="generated/holisticai.bias.metrics.max_statistical_parity.html#holisticai.bias.metrics.max_statistical_parity">max_statistical_parity() (in module holisticai.bias.metrics)</a>
</li>
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="generated/holisticai.bias.metrics.min_cluster_ratio.html#holisticai.bias.metrics.min_cluster_ratio">min_cluster_ratio() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.bias.metrics.multiclass_average_odds.html#holisticai.bias.metrics.multiclass_average_odds">multiclass_average_odds() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.bias.metrics.multiclass_bias_metrics.html#holisticai.bias.metrics.multiclass_bias_metrics">multiclass_bias_metrics() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.bias.metrics.multiclass_equality_of_opp.html#holisticai.bias.metrics.multiclass_equality_of_opp">multiclass_equality_of_opp() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.bias.metrics.multiclass_statistical_parity.html#holisticai.bias.metrics.multiclass_statistical_parity">multiclass_statistical_parity() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.bias.metrics.multiclass_true_rates.html#holisticai.bias.metrics.multiclass_true_rates">multiclass_true_rates() (in module holisticai.bias.metrics)</a>
</li>
</ul></td>
</tr></table>
<h2 id="N">N</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="generated/holisticai.pipeline.Pipeline.html#holisticai.pipeline.Pipeline.n_features_in_">n_features_in_ (holisticai.pipeline.Pipeline property)</a>
</li>
<li><a href="generated/holisticai.pipeline.Pipeline.html#holisticai.pipeline.Pipeline.named_steps">named_steps (holisticai.pipeline.Pipeline property)</a>
</li>
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="generated/holisticai.bias.metrics.no_disparate_impact_level.html#holisticai.bias.metrics.no_disparate_impact_level">no_disparate_impact_level() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.utils.normalize_tensor.html#holisticai.utils.normalize_tensor">normalize_tensor() (in module holisticai.utils)</a>
</li>
</ul></td>
</tr></table>
<h2 id="P">P</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="generated/holisticai.pipeline.Pipeline.html#holisticai.pipeline.Pipeline">Pipeline (class in holisticai.pipeline)</a>
</li>
<li><a href="generated/holisticai.pipeline.Pipeline.html#holisticai.pipeline.Pipeline.post_estimator_transformers">post_estimator_transformers (holisticai.pipeline.Pipeline property)</a>
</li>
<li><a href="generated/holisticai.bias.metrics.precision_matrix.html#holisticai.bias.metrics.precision_matrix">precision_matrix() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.bias.mitigation.ExponentiatedGradientReduction.html#holisticai.bias.mitigation.ExponentiatedGradientReduction.predict">predict() (holisticai.bias.mitigation.ExponentiatedGradientReduction method)</a>
<ul>
<li><a href="generated/holisticai.bias.mitigation.GridSearchReduction.html#holisticai.bias.mitigation.GridSearchReduction.predict">(holisticai.bias.mitigation.GridSearchReduction method)</a>
</li>
<li><a href="generated/holisticai.pipeline.Pipeline.html#holisticai.pipeline.Pipeline.predict">(holisticai.pipeline.Pipeline method)</a>
</li>
</ul></li>
<li><a href="generated/holisticai.pipeline.Pipeline.html#holisticai.pipeline.Pipeline.predict_log_proba">predict_log_proba() (holisticai.pipeline.Pipeline method)</a>
</li>
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="generated/holisticai.bias.mitigation.ExponentiatedGradientReduction.html#holisticai.bias.mitigation.ExponentiatedGradientReduction.predict_proba">predict_proba() (holisticai.bias.mitigation.ExponentiatedGradientReduction method)</a>
<ul>
<li><a href="generated/holisticai.bias.mitigation.GridSearchReduction.html#holisticai.bias.mitigation.GridSearchReduction.predict_proba">(holisticai.bias.mitigation.GridSearchReduction method)</a>
</li>
<li><a href="generated/holisticai.pipeline.Pipeline.html#holisticai.pipeline.Pipeline.predict_proba">(holisticai.pipeline.Pipeline method)</a>
</li>
</ul></li>
<li><a href="generated/holisticai.pipeline.Pipeline.html#holisticai.pipeline.Pipeline.predict_score">predict_score() (holisticai.pipeline.Pipeline method)</a>
</li>
<li><a href="generated/holisticai.pipeline.Pipeline.html#holisticai.pipeline.Pipeline.predictions">predictions() (holisticai.pipeline.Pipeline method)</a>
</li>
<li><a href="generated/holisticai.pipeline.Pipeline.html#holisticai.pipeline.Pipeline.preprocessing_parameters">preprocessing_parameters() (holisticai.pipeline.Pipeline method)</a>
</li>
<li><a href="generated/holisticai.pipeline.Pipeline.html#holisticai.pipeline.Pipeline.preprocessing_steps">preprocessing_steps() (holisticai.pipeline.Pipeline method)</a>
</li>
</ul></td>
</tr></table>
<h2 id="R">R</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="generated/holisticai.bias.metrics.recall_matrix.html#holisticai.bias.metrics.recall_matrix">recall_matrix() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.bias.metrics.recommender_bias_metrics.html#holisticai.bias.metrics.recommender_bias_metrics">recommender_bias_metrics() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.utils.recommender_formatter.html#holisticai.utils.recommender_formatter">recommender_formatter() (in module holisticai.utils)</a>
</li>
<li><a href="generated/holisticai.bias.metrics.recommender_mae_ratio.html#holisticai.bias.metrics.recommender_mae_ratio">recommender_mae_ratio() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.bias.metrics.recommender_rmse_ratio.html#holisticai.bias.metrics.recommender_rmse_ratio">recommender_rmse_ratio() (in module holisticai.bias.metrics)</a>
</li>
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="generated/holisticai.bias.metrics.regression_bias_metrics.html#holisticai.bias.metrics.regression_bias_metrics">regression_bias_metrics() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.bias.mitigation.RejectOptionClassification.html#holisticai.bias.mitigation.RejectOptionClassification">RejectOptionClassification (class in holisticai.bias.mitigation)</a>
</li>
<li><a href="generated/holisticai.bias.mitigation.Reweighing.html#holisticai.bias.mitigation.Reweighing">Reweighing (class in holisticai.bias.mitigation)</a>
</li>
<li><a href="generated/holisticai.bias.plots.rmse_bar_plot.html#holisticai.bias.plots.rmse_bar_plot">rmse_bar_plot() (in module holisticai.bias.plots)</a>
</li>
<li><a href="generated/holisticai.bias.metrics.rmse_ratio.html#holisticai.bias.metrics.rmse_ratio">rmse_ratio() (in module holisticai.bias.metrics)</a>
</li>
</ul></td>
</tr></table>
<h2 id="S">S</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="generated/holisticai.bias.mitigation.ExponentiatedGradientReduction.html#holisticai.bias.mitigation.ExponentiatedGradientReduction.score">score() (holisticai.bias.mitigation.ExponentiatedGradientReduction method)</a>
<ul>
<li><a href="generated/holisticai.bias.mitigation.GridSearchReduction.html#holisticai.bias.mitigation.GridSearchReduction.score">(holisticai.bias.mitigation.GridSearchReduction method)</a>
</li>
<li><a href="generated/holisticai.pipeline.Pipeline.html#holisticai.pipeline.Pipeline.score">(holisticai.pipeline.Pipeline method)</a>
</li>
</ul></li>
<li><a href="generated/holisticai.pipeline.Pipeline.html#holisticai.pipeline.Pipeline.score_samples">score_samples() (holisticai.pipeline.Pipeline method)</a>
</li>
<li><a href="generated/holisticai.bias.mitigation.ExponentiatedGradientReduction.html#holisticai.bias.mitigation.ExponentiatedGradientReduction.set_params">set_params() (holisticai.bias.mitigation.ExponentiatedGradientReduction method)</a>
<ul>
<li><a href="generated/holisticai.bias.mitigation.GridSearchReduction.html#holisticai.bias.mitigation.GridSearchReduction.set_params">(holisticai.bias.mitigation.GridSearchReduction method)</a>
</li>
<li><a href="generated/holisticai.pipeline.Pipeline.html#holisticai.pipeline.Pipeline.set_params">(holisticai.pipeline.Pipeline method)</a>
</li>
</ul></li>
<li><a href="generated/holisticai.bias.metrics.silhouette_diff.html#holisticai.bias.metrics.silhouette_diff">silhouette_diff() (in module holisticai.bias.metrics)</a>
</li>
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="generated/holisticai.bias.metrics.social_fairness_ratio.html#holisticai.bias.metrics.social_fairness_ratio">social_fairness_ratio() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.bias.metrics.statistical_parity.html#holisticai.bias.metrics.statistical_parity">statistical_parity() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.bias.metrics.statistical_parity_auc.html#holisticai.bias.metrics.statistical_parity_auc">statistical_parity_auc() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.bias.plots.statistical_parity_curve.html#holisticai.bias.plots.statistical_parity_curve">statistical_parity_curve() (in module holisticai.bias.plots)</a>
</li>
<li><a href="generated/holisticai.bias.plots.statistical_parity_plot.html#holisticai.bias.plots.statistical_parity_plot">statistical_parity_plot() (in module holisticai.bias.plots)</a>
</li>
<li><a href="generated/holisticai.bias.metrics.statistical_parity_regression.html#holisticai.bias.metrics.statistical_parity_regression">statistical_parity_regression() (in module holisticai.bias.metrics)</a>
</li>
<li><a href="generated/holisticai.bias.plots.success_rate_curve.html#holisticai.bias.plots.success_rate_curve">success_rate_curve() (in module holisticai.bias.plots)</a>
</li>
<li><a href="generated/holisticai.bias.plots.success_rate_curves.html#holisticai.bias.plots.success_rate_curves">success_rate_curves() (in module holisticai.bias.plots)</a>
</li>
</ul></td>
</tr></table>
<h2 id="T">T</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="generated/holisticai.bias.mitigation.CalibratedEqualizedOdds.html#holisticai.bias.mitigation.CalibratedEqualizedOdds.transform">transform() (holisticai.bias.mitigation.CalibratedEqualizedOdds method)</a>
<ul>
<li><a href="generated/holisticai.bias.mitigation.EqualizedOdds.html#holisticai.bias.mitigation.EqualizedOdds.transform">(holisticai.bias.mitigation.EqualizedOdds method)</a>
</li>
<li><a href="generated/holisticai.bias.mitigation.LearningFairRepresentation.html#holisticai.bias.mitigation.LearningFairRepresentation.transform">(holisticai.bias.mitigation.LearningFairRepresentation method)</a>
</li>
<li><a href="generated/holisticai.bias.mitigation.RejectOptionClassification.html#holisticai.bias.mitigation.RejectOptionClassification.transform">(holisticai.bias.mitigation.RejectOptionClassification method)</a>
</li>
<li><a href="generated/holisticai.bias.mitigation.Reweighing.html#holisticai.bias.mitigation.Reweighing.transform">(holisticai.bias.mitigation.Reweighing method)</a>
</li>
<li><a href="generated/holisticai.pipeline.Pipeline.html#holisticai.pipeline.Pipeline.transform">(holisticai.pipeline.Pipeline method)</a>
</li>
</ul></li>
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="generated/holisticai.bias.metrics.true_negative_rate_diff.html#holisticai.bias.metrics.true_negative_rate_diff">true_negative_rate_diff() (in module holisticai.bias.metrics)</a>
</li>
</ul></td>
</tr></table>
<h2 id="Z">Z</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="generated/holisticai.bias.metrics.zscore_diff.html#holisticai.bias.metrics.zscore_diff">zscore_diff() (in module holisticai.bias.metrics)</a>
</li>
</ul></td>
</tr></table>
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