compas_data

ProPublica's Compas recdivism data

datasets

The Fair Adjusted Selective Inference (FASI) procedure as described in the paper "A Fairness-Adjusted Selective Inference Framework For Classification" By: Bradley Rava, Wen Sun, Gareth James and Xin Tong (2021). The package includes a function that preforms the FASI procedure and returns both the r-scores and classification for new observations.

Bradley Rava

fasi

Fair Adjusted Selective Inference

Wenguang Sun

Xin Tong

Gareth James

compas_data function

A data frame with 6172 rows and 17 variables:<dl class="dl-horizontal">
<dt>age</dt><dd>numeric</dd>
<dt>c_charge_degree</dt><dd>c_charge_degree</dd>
<dt>race</dt><dd>race</dd>
<dt>age_cat</dt><dd>age category</dd>
<dt>score_text</dt><dd>compas score text</dd>
<dt>priors_count</dt><dd>number of priors</dd>
<dt>days_b_screening_arrest</dt><dd>numeric</dd>
<dt>decile_score</dt><dd>compas decile score</dd>
<dt>is_recid</dt><dd>is_recid</dd>
<dt>two_year_recid</dt><dd>two_year_recid</dd>
<dt>c_jail_in</dt><dd>c_jail_in</dd>
<dt>c_jail_out</dt><dd>c_jail_out</dd>
<dt>row_num</dt><dd>row number</dd>
<dt>score_prob</dt><dd>1 divided by the decile score</dd>
<dt>is_recid_new</dt><dd>2 if recdivated and 1 if they did not. This fits the notation of the FASI paper.</dd>
<dt>race_factor</dt><dd>race converted as a factor variable</dd>
<dt>sex</dt><dd>male or female</dd>
</dl>

Format

ProPublica's Compas recdivism data — compas_data

A data frame with 6172 rows and 17 variables:<dl class='dl-horizontal'>
<dt>age</dt><dd>numeric</dd>
<dt>c_charge_degree</dt><dd>c_charge_degree</dd>
<dt>race</dt><dd>race</dd>
<dt>age_cat</dt><dd>age category</dd>
<dt>score_text</dt><dd>compas score text</dd>
<dt>priors_count</dt><dd>number of priors</dd>
<dt>days_b_screening_arrest</dt><dd>numeric</dd>
<dt>decile_score</dt><dd>compas decile score</dd>
<dt>is_recid</dt><dd>is_recid</dd>
<dt>two_year_recid</dt><dd>two_year_recid</dd>
<dt>c_jail_in</dt><dd>c_jail_in</dd>
<dt>c_jail_out</dt><dd>c_jail_out</dd>
<dt>row_num</dt><dd>row number</dd>
<dt>score_prob</dt><dd>1 divided by the decile score</dd>
<dt>is_recid_new</dt><dd>2 if recdivated and 1 if they did not. This fits the notation of the FASI paper.</dd>
<dt>race_factor</dt><dd>race converted as a factor variable</dd>
<dt>sex</dt><dd>male or female</dd>
</dl>

compas_data: ProPublica's Compas recdivism data

Description

Usage

Arguments

Format