{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## COMPAS Analysis using Aequitas\n",
"\n",
"Recent work in the Machine Learning community has raised concerns about the risk of unintended bias in Algorithmic Decision-Making systems, affecting individuals unfairly. While many bias metrics and fairness definitions have been proposed in recent years, the community has not reached a consensus on which definitions and metrics should be used, and there has been very little empirical analyses of real-world problems using the proposed metrics. \n",
"\n",
"We present the Aequitas toolkit as an intuitive addition to the machine learning workflow, enabling users to to seamlessly test models for several bias and fairness metrics in relation to multiple population groups. We believe the tool will faciliate informed and equitable decision-making around developing and deploying predictive risk-assessment tools for both machine learnining practitioners and policymakers, allowing researchers and program managers to answer a host of questions related to machine learning models, including:\n",
"\n",
"- [What biases exist in my model?](#existing_biases)\n",
" - [What is the distribution of groups, predicted scores, and labels across my dataset?](#xtab)\n",
" - [What are bias metrics across groups?](#xtab_metrics)\n",
" - [How do I interpret biases in my model?](#interpret_bias)\n",
" - [How do I visualize biases in my model?](#bias_viz)\n",
"\n",
"- [What levels of disparity exist between population groups?](#disparities)\n",
" - [How does the selected reference group affect disparity calculations?](#disparity_calc)\n",
" - [How do I interpret calculated disparity ratios?](#interpret_disp)\n",
" - [How do I visualize disparities in my model?](#disparity_viz) \n",
"\n",
"- [How do I assess model fairness??](#fairness)\n",
" - [How do I interpret parities?](#interpret_fairness)\n",
" - [How do I visualize bias metric parity?](#fairness_group_viz)\n",
" - [How do I visualize parity between groups in my model?](#fairness_disp_viz) \n",
"\n",
"\n",
"We apply the toolkit to the COMPAS dataset reported on by ProPublica below.\n",
"\n",
"### Background\n",
"\n",
"In 2016, ProPublica reported on racial inequality in automated criminal risk assessment algorithms. The [report](https://www.propublica.org/article/machine-bias-risk-assessments-in-criminal-sentencing) is based on [this analysis](https://github.com/propublica/compas-analysis). Using a clean version of the COMPAS dataset from the ProPublica GitHub repo, we demostrate the use of the Aequitas bias reporting tool.\n",
"\n",
"Northpointe's COMPAS (Correctional Offender Management Profiling for Alternative Sanctions) is one of the most widesly utilized risk assessment tools/ algorithms within the criminal justice system for guiding decisions such as how to set bail. The ProPublica dataset represents two years of COMPAS predicitons from Broward County, FL."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/lorenh/Documents/DSaPP/.aequitas/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n",
" return f(*args, **kwds)\n"
]
}
],
"source": [
"import pandas as pd\n",
"import seaborn as sns\n",
"from aequitas.group import Group\n",
"from aequitas.bias import Bias\n",
"from aequitas.fairness import Fairness\n",
"from aequitas.plotting import Plot\n",
"\n",
"import warnings; warnings.simplefilter('ignore')\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
entity_id
\n",
"
score
\n",
"
label_value
\n",
"
race
\n",
"
sex
\n",
"
age_cat
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
1
\n",
"
0.0
\n",
"
0
\n",
"
Other
\n",
"
Male
\n",
"
Greater than 45
\n",
"
\n",
"
\n",
"
1
\n",
"
3
\n",
"
0.0
\n",
"
1
\n",
"
African-American
\n",
"
Male
\n",
"
25 - 45
\n",
"
\n",
"
\n",
"
2
\n",
"
4
\n",
"
0.0
\n",
"
1
\n",
"
African-American
\n",
"
Male
\n",
"
Less than 25
\n",
"
\n",
"
\n",
"
3
\n",
"
5
\n",
"
1.0
\n",
"
0
\n",
"
African-American
\n",
"
Male
\n",
"
Less than 25
\n",
"
\n",
"
\n",
"
4
\n",
"
6
\n",
"
0.0
\n",
"
0
\n",
"
Other
\n",
"
Male
\n",
"
25 - 45
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" entity_id score label_value race sex age_cat\n",
"0 1 0.0 0 Other Male Greater than 45\n",
"1 3 0.0 1 African-American Male 25 - 45\n",
"2 4 0.0 1 African-American Male Less than 25\n",
"3 5 1.0 0 African-American Male Less than 25\n",
"4 6 0.0 0 Other Male 25 - 45"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_csv(\"../../../examples/data/compas_for_aequitas.csv\")\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(7214, 6)"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Pre-Aequitas: Exploring the COMPAS Dataset\n",
"\n",
"__Risk assessment by race__\n",
"\n",
"COMPAS produces a risk score that predicts a person's likelihood of commiting a crime in the next two years. The output is a score between 1 and 10 that maps to low, medium or high. For Aequitas, we collapse this to a binary prediction. A score of 0 indicates a prediction of \"low\" risk according to COMPAS, while a 1 indicates \"high\" or \"medium\" risk.\n",
"\n",
"This categorization is based on ProPublica's interpretation of Northpointe's practioner guide:\n",
"\n",
" \"According to Northpointe’s practitioners guide, COMPAS “scores in the medium and high range \n",
" garner more interest from supervision agencies than low scores, as a low score would suggest \n",
" there is little risk of general recidivism,” so we considered scores any higher than “low” to \n",
" indicate a risk of recidivism.\"\n",
"\n",
"In the bar charts below, we see a large difference in how these scores are distributed by race, with a majority of white and Hispanic people predicted as low risk (score = 0) and a majority of black people predicted high and medium risk (score = 1). We also see that while the majority of people in age categories over 25 are predicted as low risk (score = 0), the majority of people below 25 are predicted as high and medium risk (score = 1)."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"aq_palette = sns.diverging_palette(225, 35, n=2)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"by_age = sns.countplot(x=\"age_cat\", hue=\"score\", data=df, palette=aq_palette)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"__Levels of recidivism__\n",
"\n",
"This dataset includes information about whether or not the subject recidivated, and so we can directly test the accuracy of the predictions. First, we visualize the recidivsm rates across race. \n",
"\n",
"Following ProPublica, we defined recidivism as a new arrest within two years. (If a person recidivates, `label_value` = 1). They \"based this decision on Northpointe’s practitioners guide, which says that its recidivism score is meant to predict 'a new misdemeanor or felony offense within two years of the COMPAS administration date.'\"\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"label_by_sex = sns.countplot(x=\"age_cat\", hue=\"label_value\", data=df, palette=aq_palette)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Putting Aequitas to the task\n",
"\n",
"The graphs above show the base rates for recidivism are higher for black defendants compared to white defendants (.51 vs .39), though the predictions do not match the base rates. \n",
"\n",
"Practitioners face the challenge of determining whether or not such patterns reflect bias or not. The fact that there are multiple ways to measure bias adds complexity to the decision-making process. With Aequitas, we provide a tool that automates the reporting of various fairness metrics to aid in this process.\n",
"\n",
"Applying Aequitas progammatically is a three step process represented by three python classes: \n",
"\n",
"`Group()`: Define groups \n",
"\n",
"`Bias()`: Calculate disparities\n",
"\n",
"`Fairness()`: Assert fairness\n",
"\n",
"Each class builds on the previous one expanding the output DataFrame.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Data Formatting\n",
"\n",
"Data for this example was preprocessed for compatibility with Aequitas. **The Aequitas tool always requires a `score` column and requires a binary `label_value` column for supervised metrics**, (i.e., False Discovery Rate, False Positive Rate, False Omission Rate, and False Negative Rate).\n",
"\n",
"Preprocessing includes but is not limited to checking for mandatory `score` and `label_value` columns as well as at least one column representing attributes specific to the data set. See [documentation](../input_data.html) for more information about input data.\n",
"\n",
"Note that while `entity_id` is not necessary for this example, Aequitas recognizes `entity_id` as a reserve column name and will not recognize it as an attribute column."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[Back to Top](#top_cell)\n",
"\n",
"\n",
"## What biases exist in my model?\n",
"\n",
"### _Aequitas Group() Class_"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"\n",
"### What is the distribution of groups, predicted scores, and labels across my dataset?\n",
"\n",
"Aequitas's `Group()` class enables researchers to evaluate biases across all subgroups in their dataset by assembling a confusion matrix of each subgroup, calculating commonly used metrics such as false positive rate and false omission rate, as well as counts by group and group prevelance among the sample population. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"The **`get_crosstabs()`** method tabulates a confusion matrix for each subgroup and calculates commonly used metrics such as false positive rate and false omission rate. It also provides counts by group and group prevelances.\n",
"\n",
"#### Group Counts Calculated:\n",
"\n",
"| Count Type | Column Name |\n",
"| --- | --- |\n",
"| False Positive Count | 'fp' |\n",
"| False Negative Count | 'fn' |\n",
"| True Negative Count | 'tn' |\n",
"| True Positive Count | 'tp' |\n",
"| Predicted Positive Count | 'pp' |\n",
"| Predicted Negative Count | 'pn' |\n",
"| Count of Negative Labels in Group | 'group_label_neg' |\n",
"| Count of Positive Labels in Group | 'group_label_pos' | \n",
"| Group Size | 'group_size'|\n",
"| Total Entities | 'total_entities' |\n",
"\n",
"#### Absolute Metrics Calculated:\n",
"\n",
"| Metric | Column Name |\n",
"| --- | --- |\n",
"| True Positive Rate | 'tpr' |\n",
"| True Negative Rate | 'tnr' |\n",
"| False Omission Rate | 'for' |\n",
"| False Discovery Rate | 'fdr' |\n",
"| False Positive Rate | 'fpr' |\n",
"| False Negative Rate | 'fnr' |\n",
"| Negative Predictive Value | 'npv' |\n",
"| Precision | 'precision' |\n",
"| Predicted Positive Ratio$_k$ | 'ppr' |\n",
"| Predicted Positive Ratio$_g$ | 'pprev' |\n",
"| Group Prevalence | 'prev' |\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Note**: The **`get_crosstabs()`** method expects a dataframe with predefined columns `score`, and `label_value` and treats other columns (with a few exceptions) as attributes against which to test for disparities. In this case, we include `race`, `sex` and `age_cat`. "
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"model_id, score_thresholds 1 {'rank_abs': [3317]}\n",
"COUNTS::: race\n",
"African-American 3696\n",
"Asian 32\n",
"Caucasian 2454\n",
"Hispanic 637\n",
"Native American 18\n",
"Other 377\n",
"dtype: int64\n",
"COUNTS::: sex\n",
"Female 1395\n",
"Male 5819\n",
"dtype: int64\n",
"COUNTS::: age_cat\n",
"25 - 45 4109\n",
"Greater than 45 1576\n",
"Less than 25 1529\n",
"dtype: int64\n"
]
}
],
"source": [
"g = Group()\n",
"xtab, _ = g.get_crosstabs(df)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[Back to Top](#top_cell)\n",
"\n",
"\n",
"### What are bias metrics across groups?\n",
"\n",
"Once you have run the `Group()` class **`get_crosstabs()`** method, you'll have a dataframe of the [group counts](#counts_description) and [group value bias metrics](#counts_description).\n",
"\n",
"The `Group()` class has a **`list_absolute_metrics()`** method, which you can use for faster slicing to view just counts or bias metrics."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"absolute_metrics = g.list_absolute_metrics(xtab)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### View calculated counts across sample population groups"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
"
],
"text/plain": [
" attribute_name attribute_value tpr tnr for fdr fpr fnr npv \\\n",
"0 race African-American 0.72 0.55 0.35 0.37 0.45 0.28 0.65 \n",
"1 race Asian 0.67 0.91 0.12 0.25 0.09 0.33 0.88 \n",
"2 race Caucasian 0.52 0.77 0.29 0.41 0.23 0.48 0.71 \n",
"3 race Hispanic 0.44 0.79 0.29 0.46 0.21 0.56 0.71 \n",
"4 race Native American 0.90 0.62 0.17 0.25 0.38 0.10 0.83 \n",
"5 race Other 0.32 0.85 0.30 0.46 0.15 0.68 0.70 \n",
"6 sex Female 0.61 0.68 0.24 0.49 0.32 0.39 0.76 \n",
"7 sex Male 0.63 0.68 0.33 0.36 0.32 0.37 0.67 \n",
"8 age_cat 25 - 45 0.63 0.67 0.32 0.39 0.33 0.37 0.68 \n",
"9 age_cat Greater than 45 0.43 0.83 0.24 0.46 0.17 0.57 0.76 \n",
"10 age_cat Less than 25 0.74 0.46 0.42 0.36 0.54 0.26 0.58 \n",
"\n",
" precision ppr pprev prev \n",
"0 0.63 0.66 0.59 0.51 \n",
"1 0.75 0.00 0.25 0.28 \n",
"2 0.59 0.26 0.35 0.39 \n",
"3 0.54 0.06 0.30 0.36 \n",
"4 0.75 0.00 0.67 0.56 \n",
"5 0.54 0.02 0.21 0.35 \n",
"6 0.51 0.18 0.42 0.36 \n",
"7 0.64 0.82 0.47 0.47 \n",
"8 0.61 0.58 0.47 0.46 \n",
"9 0.54 0.12 0.25 0.32 \n",
"10 0.64 0.30 0.65 0.57 "
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"xtab[['attribute_name', 'attribute_value'] + absolute_metrics].round(2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[Back to Top](#top_cell)\n",
"\n",
"\n",
"### How do I interpret biases in my model? \n",
"In the slice of the crosstab dataframe created by the `Group()` class **`get_crosstabs()`** method directly above, we see that African-Americans have a false positive rate (`fpr`) of 45%, while Caucasians have a false positive rate of only 23%. This means that African-American people are far more likely to be falsely labeled as high-risk than white people. On the other hand, false ommision rates (`for`) and false discovery rates (`fdr`) are much closer for those two groups."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[Back to Top](#top_cell)\n",
"\n",
"\n",
"## How do I visualize bias in my model?\n",
"\n",
"Absolute group bias metrics metrics from the crosstab dataframe created by the `Group()` class **`get_crosstabs()`** can be visualized with two methods in the Aequitas `Plot()` class. \n",
"\n",
"One metric can be specified with **`plot_group_metric()`**, or a list of particular metrics of interest (or `'all'` metrics) can be plotted with **`plot_group_metric_all()`**."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"aqp = Plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Visualizing a single absolute group metric across all population groups\n",
"The chart below displays group metric False Negative Rate (fnr) calculated across each attribute, colored based on number of samples in the attribute group. \n",
"\n",
"We can see from the longer bars that across 'age_cat', 'sex', and 'race' attributes, the groups COMPAS incorrectly predicts as 'low' or 'medium' risk most often are 25-45, Male, and African American. From the darker coloring, we can also tell that these are the three largest populations in the data set."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fnr = aqp.plot_group_metric(xtab, 'fnr')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### View group metrics for only groups over a certain size threshold\n",
"Extremely small group sizes increase standard error of estimates, and could be factors in prediction error such as false negatives. Use the `min_group` parameter to vizualize only those sample population groups above a user-specified percentage of the total sample size. When we remove groups below 5% of the sample size, we are left with only two of the six 'race' groups, as there are much smaller groups in that attribute category than in 'sex' or 'age_cat' (age cateogry). "
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fnr = aqp.plot_group_metric(xtab, 'fnr', min_group_size=0.05)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Visualizing multiple user-specified absolute group metrics across all population groups\n",
"\n",
"The charts below display the all calculated group metrics across each attribute, colored based on absolute metric magnitude.\n",
"\n",
"We can see that the largest 'race' group, African Americans, are predicted positive more often than any other race group (predicted positive rate `PPR` of 0.66), and are more likely to be incorrectly classified as 'high' risk (false positive rate `FPR` of 0.45) than incorrectly classified as 'low' or 'medium' risk (false negative rate `FNR` of 0.28). Note that Native Americans are predicted positive at a higher _prevalence_ `PPREV`in relation to their group size than all other 'race groups' (predicted prevalence of 0.67). "
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"p = aqp.plot_group_metric_all(xtab, metrics=['ppr','pprev','fnr','fpr'], ncols=4)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Visualizing default absolute group metrics across all population groups\n",
"#### Default absolute group metrics\n",
"When visualizing more than one absolute group metric, you can specify a list of metrics, specify `'all'` metrics, or use the Aequitas default metrics by not supplying an argument:\n",
"- Predicted Positive Group Rate Disparity (pprev), \n",
"- Predicted Positive Rate Disparity (ppr), \n",
"- False Discovery Rate (fdr), \n",
"- False Omission Rate (for)\n",
"- False Positive Rate (fpr)\n",
"- False Negative Rate (fnr)\n",
"\n",
"The charts below display the default group metrics calculated across each attribute, colored based on number of samples in the attribute group. \n",
"\n",
"Note that the 45+ age category is almost twice as likely to be incorrectly included in an intervention group (false discovery rate `FDR` of 0.46) than incorrectly excluded from intervention (false omission rate `FOR` 0.24). We can also see that the model is equally likely to predict a woman as 'high' risk as it is for a man (false positive rate `FPR` of 0.32 for both Male and Female)."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"a = aqp.plot_group_metric_all(xtab, ncols=3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[Back to Top](#top_cell)\n",
"\n",
"\n",
"## What levels of disparity exist between population groups?\n",
"\n",
"### _Aequitas Bias() Class_\n",
"We use the Aequitas `Bias()` class to calculate disparities between groups based on the crosstab returned by the `Group()` class **`get_crosstabs()`** method described above. Disparities are calculated as a ratio of a metric for a group of interest compared to a base group. For example, the False Negative Rate Disparity for black defendants vis-a-vis whites is:\n",
"$$Disparity_{FNR} = \\frac{FNR_{black}}{FNR_{white}}$$ \n",
"\n",
"Below, we use **`get_disparity_predefined_groups()`** which allows us to choose reference groups that clarify the output for the practitioner. \n",
"\n",
"The Aequitas `Bias()` class includes two additional get disparity functions: **`get_disparity_major_group()`** and **`get_disparity_min_metric()`**, which automate base group selection based on sample majority (across each attribute) and minimum value for each calculated bias metric, respectively. \n",
"\n",
"The **`get_disparity_predefined_groups()`** allows user to define a base group for each attribute, as illustrated below. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Disparities Calculated Calcuated:\n",
"\n",
"| Metric | Column Name |\n",
"| --- | --- |\n",
"| True Positive Rate Disparity | 'tpr_disprity' |\n",
"| True Negative Rate | 'tnr_disparity' |\n",
"| False Omission Rate | 'for_disparity' |\n",
"| False Discovery Rate | 'fdr_disparity' |\n",
"| False Positive Rate | 'fpr_disparity' |\n",
"| False NegativeRate | 'fnr_disparity' |\n",
"| Negative Predictive Value | 'npv_disparity' |\n",
"| Precision Disparity | 'precision_disparity' |\n",
"| Predicted Positive Ratio$_k$ Disparity | 'ppr_disparity' |\n",
"| Predicted Positive Ratio$_g$ Disparity | 'pprev_disparity' |\n",
"\n",
"\n",
"Columns for each disparity are appended to the crosstab dataframe, along with a column indicating the reference group for each calculated metric (denoted by `[METRIC NAME]_ref_group_value`). We see a slice of the dataframe with calculated metrics in the next section."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"b = Bias()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Disparities calculated in relation to a user-specified group for each attribute"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"get_disparity_predefined_group()\n"
]
},
{
"data": {
"text/html": [
" \n",
"
"
],
"text/plain": [
" attribute_name attribute_value fdr_disparity fnr_disparity \\\n",
"0 race African-American 0.906085 0.586416 \n",
"1 race Asian 0.611748 0.698482 \n",
"2 race Caucasian 1.000000 1.000000 \n",
"3 race Hispanic 1.120464 1.165140 \n",
"4 race Native American 0.611748 0.209544 \n",
"5 race Other 1.115085 1.417970 \n",
"6 sex Female 1.336425 1.055810 \n",
"7 sex Male 1.000000 1.000000 \n",
"8 age_cat 25 - 45 1.000000 1.000000 \n",
"9 age_cat Greater than 45 1.192804 1.531238 \n",
"10 age_cat Less than 25 0.935673 0.696781 \n",
"\n",
" for_disparity fpr_disparity npv_disparity ppr_disparity \\\n",
"0 1.213154 1.912093 0.913728 2.545667 \n",
"1 0.433839 0.370749 1.229148 0.009368 \n",
"2 1.000000 1.000000 1.000000 1.000000 \n",
"3 1.001616 0.915887 0.999346 0.222482 \n",
"4 0.578453 1.598854 1.170618 0.014052 \n",
"5 1.048203 0.629057 0.980490 0.092506 \n",
"6 0.734738 0.990343 1.130710 0.216801 \n",
"7 1.000000 1.000000 1.000000 1.000000 \n",
"8 1.000000 1.000000 1.000000 1.000000 \n",
"9 0.746232 0.503031 1.121136 0.204782 \n",
"10 1.313873 1.621868 0.850173 0.519231 \n",
"\n",
" pprev_disparity precision_disparity ... fdr_significance \\\n",
"0 1.690224 1.064904 ... False \n",
"1 0.718384 1.268317 ... False \n",
"2 1.000000 1.000000 ... False \n",
"3 0.857099 0.916748 ... False \n",
"4 1.915691 1.268317 ... False \n",
"5 0.602147 0.920466 ... False \n",
"6 0.904348 0.806925 ... True \n",
"7 1.000000 1.000000 ... False \n",
"8 1.000000 1.000000 ... False \n",
"9 0.533914 0.879232 ... True \n",
"10 1.395369 1.040293 ... False \n",
"\n",
" fnr_significance for_significance fpr_significance npv_significance \\\n",
"0 True True False True \n",
"1 False False False False \n",
"2 False False False False \n",
"3 False False False False \n",
"4 False False False False \n",
"5 False False False False \n",
"6 True True True True \n",
"7 False False False False \n",
"8 False False False False \n",
"9 True True True True \n",
"10 True True False True \n",
"\n",
" ppr_significance pprev_significance precision_significance \\\n",
"0 True True False \n",
"1 False False False \n",
"2 False False False \n",
"3 True True False \n",
"4 True True False \n",
"5 True True False \n",
"6 True True True \n",
"7 False False False \n",
"8 False False False \n",
"9 True True True \n",
"10 True True False \n",
"\n",
" tnr_significance tpr_significance \n",
"0 False True \n",
"1 False False \n",
"2 False False \n",
"3 False False \n",
"4 False False \n",
"5 False False \n",
"6 True True \n",
"7 False False \n",
"8 False False \n",
"9 True True \n",
"10 False True \n",
"\n",
"[11 rows x 24 columns]"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# View disparity metrics added to dataframe\n",
"bdf[['attribute_name', 'attribute_value'] + calculated_disparities + disparity_significance]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[Back to Top](#top_cell)\n",
"\n",
"\n",
"### How do I interpret calculated disparity ratios?\n",
"The calculated disparities from the dataframe returned by the `Bias()` class **`get_disparity_`** methods are in relation to a reference group, which will always have a disparity of 1.0.\n",
"\n",
"The differences in False Positive Rates, noted in the discussion of the `Group()` class above, are clarified using the disparity ratio (`fpr_disparity`). Black people are falsely identified as being high or medium risks 1.9 times the rate for white people. \n",
"\n",
"As seen above, False Discovery Rates have much less disparity (`fdr_disparity`), or fraction of false postives over predicted positive in a group. As reference groups have disparity = 1 by design in Aequitas, the lower disparity is highlighted by the `fdr_disparity` value close to 1.0 (0.906) for the race attribute group 'African-American' when disparities are calculated using predefined base group 'Caucasian'. Note that COMPAS is calibrated to balance False Positive Rate and False Discovery Rates across groups."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[Back to Top](#top_cell)\n",
"\n",
"\n",
"### How does the selected reference group affect disparity calculations?\n",
"\n",
"Disparities calculated in the the Aequitas `Bias()` class based on the crosstab returned by the `Group()` class **`get_crosstabs()`** method can be derived using several different base gorups. In addition to using user-specified groups illustrated above, Aequitas can automate base group selection based on dataset characterisitcs:"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Evaluating disparities calculated in relation to a different 'race' reference group\n",
"Changing even one attribute in the predefined groups will alter calculated disparities. When a differnet pre-defined group 'Hispanic' is used, we can see that Black people are 2.1 times more likely to be falsely identified as being high or medium risks as Hispanic people are (compared to 1.9 times more likely than white people), and even less likely to be falsely identified as low risk when compared to Hispanic people rather than white people."
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"get_disparity_predefined_group()\n"
]
}
],
"source": [
"hbdf = b.get_disparity_predefined_groups(xtab, original_df=df, \n",
" ref_groups_dict={'race':'Hispanic', 'sex':'Male', 'age_cat':'25 - 45'},\n",
" alpha=0.05,\n",
" mask_significance=False)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
"
],
"text/plain": [
" attribute_name attribute_value fdr_disparity fnr_disparity \\\n",
"0 race African-American 1.481141 2.798527 \n",
"1 race Asian 1.000000 3.333333 \n",
"2 race Caucasian 1.634660 4.772257 \n",
"3 race Hispanic 1.831579 5.560345 \n",
"4 race Native American 1.000000 1.000000 \n",
"5 race Other 1.822785 6.766917 \n",
"6 sex Female 1.336425 1.055810 \n",
"7 sex Male 1.000000 1.000000 \n",
"8 age_cat 25 - 45 1.068750 1.435172 \n",
"9 age_cat Greater than 45 1.274810 2.197590 \n",
"10 age_cat Less than 25 1.000000 1.000000 \n",
"\n",
" for_disparity fpr_disparity npv_disparity ppr_disparity \\\n",
"0 2.796321 5.157382 1.000000 271.750000 \n",
"1 1.000000 1.000000 1.345202 1.000000 \n",
"2 2.305000 2.697245 1.094418 106.750000 \n",
"3 2.308725 2.470370 1.093702 23.750000 \n",
"4 1.333333 4.312500 1.281145 1.500000 \n",
"5 2.416107 1.696721 1.073066 9.875000 \n",
"6 1.000000 1.000000 1.130710 1.000000 \n",
"7 1.361029 1.009751 1.000000 4.612521 \n",
"8 1.340065 1.987950 1.176231 4.883249 \n",
"9 1.000000 1.000000 1.318715 1.000000 \n",
"10 1.760675 3.224193 1.000000 2.535533 \n",
"\n",
" pprev_disparity precision_disparity ... fdr_significance \\\n",
"0 2.806996 1.161610 ... False \n",
"1 1.193038 1.383495 ... False \n",
"2 1.660724 1.090812 ... False \n",
"3 1.423405 1.000000 ... False \n",
"4 3.181435 1.383495 ... False \n",
"5 1.000000 1.004056 ... False \n",
"6 1.000000 1.000000 ... True \n",
"7 1.105769 1.239273 ... False \n",
"8 1.872962 1.137356 ... False \n",
"9 1.000000 1.000000 ... True \n",
"10 2.613473 1.183183 ... False \n",
"\n",
" fnr_significance for_significance fpr_significance npv_significance \\\n",
"0 False True False False \n",
"1 False False False True \n",
"2 False False False True \n",
"3 False False False True \n",
"4 False False False False \n",
"5 False False False False \n",
"6 True False False True \n",
"7 False True True False \n",
"8 True True True True \n",
"9 True False False True \n",
"10 False True True False \n",
"\n",
" ppr_significance pprev_significance precision_significance \\\n",
"0 True True True \n",
"1 False False False \n",
"2 False True False \n",
"3 False True False \n",
"4 True True False \n",
"5 False False False \n",
"6 False False False \n",
"7 True True True \n",
"8 True True True \n",
"9 False False False \n",
"10 True True True \n",
"\n",
" tnr_significance tpr_significance \n",
"0 False False \n",
"1 False False \n",
"2 False False \n",
"3 True False \n",
"4 False False \n",
"5 False False \n",
"6 True False \n",
"7 False True \n",
"8 False True \n",
"9 True False \n",
"10 False True \n",
"\n",
"[11 rows x 24 columns]"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# View disparity metrics added to dataframe\n",
"min_metric_bdf[['attribute_name', 'attribute_value'] + calculated_disparities + disparity_significance]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[Back to Top](#top_cell)\n",
"\n",
"\n",
"## How do I visualize disparities in my model?\n",
"To visualize disparities in the dataframe returned by one of the `Bias()` class **`get_disparity_`** methods use one of two methods in the Aequitas `Plot()` class:\n",
"\n",
"A particular disparity metric can be specified with **`plot_disparity()`**. To plot a single disparity, a metric and an attribute must be specified.\n",
"\n",
"Disparities related to a list of particular metrics of interest or `'all'` metrics can be plotted with **`plot_disparity_all()`**. At least one metric or at least one attribute must be specified when plotting multiple disparities (or the same disparity across multiple attributes). For example, to plot PPR and and Precision disparity for all attributes, specify `metrics=['ppr', 'precision']` with no attribute specified, and to plot default metrics by race, specify `attributes=['race']` and with no metrics specified.\n",
"\n",
"**Reference groups are displayed in grey, and always have a disparity = 1.** Note that disparities greater than 10x reference group will are visualized as 10x, and disparities less than 0.1x reference group are visualized as 0.1x.\n",
"\n",
"Statistical siginificance (at a default value of 0.05) is denoted by two asterisks (**) next to a treemap square's value."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Visualizing disparities between groups in a single user-specified attribute for a single user-specified disparity metric\n",
"\n",
"The treemap below displays precision disparity values calculated using a predefined group, in this case the 'Caucasian' group within the race attribute, sized based on the group size and colored based on disparity magnitude. We can see from asterisks that the disparities between the 'Caucasian' reference population group and both the 'African-American' and 'Other' race population groups are statistically significant at the 5% level.\n",
"\n",
"**Note**: Groups are visualized at no less than 0.1 times the size of the reference group, and no more than 10 times the size of the reference group."
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"aqp.plot_disparity(bdf, group_metric='fpr_disparity', attribute_name='race', significance_alpha=0.05)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"When another group, 'Hispanic', is the reference group, the colors change to indicate higher or lower disparity in relation to that group. Treemap square sizes may also be adjusted, as group size limits for visualization are in relation to the reference group (minimum 0.1 times reference group size and maximum 10 times the reference group size)."
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"aqp.plot_disparity(hbdf, group_metric='fpr_disparity', attribute_name='race', significance_alpha=0.05)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Visualizing disparities between all groups for a single user-specified disparity metric\n",
"\n",
"The treemaps belows display False Positive Rate disparities calculated based on predefined reference groups ('race' attribute: Hispanic, 'sex' attribute: Male, 'age_cat' attribute: 25-45), sized based on group size, and colored based on disparity magnitude. \n",
"\n",
"It is clear that the majority of samples in the data are African-American, male, and 25-45 for the 'race', 'sex', and age category attributes, respectively. Based on the lighter colors in the treemaps, we see that there is precision disparity relatively close to 1 (a disparity of 1 indicates no disparity) across all attributes."
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"j = aqp.plot_disparity_all(majority_bdf, metrics=['precision_disparity'], significance_alpha=0.05)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Visualizing disparities between groups in a single user-specified attribute for default metrics\n",
"##### Default Metrics\n",
"When visualizing more than one disparity, you can specify a list of disparity metrics, `'all'` disaprity metrics, or use the Aequitas default disparity metrics by not supplying an argument:\n",
"- Predicted Positive Group Rate Disparity (pprev_disparity),\n",
"- Predicted Positive Rate Disparity (ppr_disparity),\n",
"- False Discovery Rate Disparity (fdr_disparity),\n",
"- False Omission Rate Disparity (for_disparity)\n",
"- False Positive Rate Disparity (fpr_disparity)\n",
"- False Negative Rate Disparity (fnr_disparity)\n",
"\n",
"The treemaps below display the default disparities between 'age_cat' groups calculated based on the minimum value of each metric, colored based on disparity magnitude. We can see based on coloring that there is a lower level of false discovery rate disparity ('fdr_disparity') between age categories than predicted positive group rate disparity or ('pprev_disparity') predicted positive rate disparity ('ppr_disparity')."
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"min_met = aqp.plot_disparity_all(min_metric_bdf, attributes=['age_cat'], significance_alpha=0.05)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Visualizing disparities between groups in a single user-specified attribute for all calculated disparity metrics\n",
"\n",
"The treemaps below display disparities between 'race' attribute groups calculated based on predefined reference groups ('race' attribute: Hispanic, 'sex' attribute: Male, 'age_cat' attribute: 25-45) for all 10 disparity metrics, colored based on disparity magnitude."
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"tm_capped = aqp.plot_disparity_all(hbdf, attributes=['race'], metrics = 'all', significance_alpha=0.05)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Visualizing disparity between all groups for multiple user-specified disparity metrics\n",
"\n",
"The treemaps below display False Omission Rate and False Positive Rate disparities (calculated in relation to the sample majority group for each attribute) between groups acorss all three attributes, colored based on disparity magnitude.\n",
"\n",
"We see that several groups (Asian, Native American) have a much lower false omission rate than African Americans, with fairly close false omission rates between the sexes and the two older oldest age groups. Though there are many more men in the sample, the two groups have nearly identical false positive rates, while color tells us that there are larger false positive rate disparities between races and age categories than false omission rate disparity."
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"dp = aqp.plot_disparity_all(majority_bdf, metrics=['for_disparity', 'fpr_disparity'], significance_alpha=0.05)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[Back to Top](#top_cell)\n",
"\n",
"\n",
"## How do I assess model fairness?\n",
"\n",
"### _Aequitas Fairness() Class_\n",
"Finally, the Aequitas `Fairness()` class provides three functions that provide a high level summary of fairness. This class builds on the dataframe returned from one of the three `Bias()` class **`get_dispariy_`** methods. \n",
"\n",
"Using FPR disparity as an example and the default fairness threshold, we have:\n",
"\n",
"$$ 0.8 < Disparity_{FNR} = \\frac{FPR_{group}}{FPR_{base group}} < 1.25 $$ \n",
"\n",
"We can assess fairness at various levels of detail:"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Group Level Fairness\n",
"When the `label_value` column is not included in the original data set, Aequitas calculates only Statistical Parity and Impact Parities.\n",
"\n",
"When the `label_value` is included in the original data set, the **`get_group_value_fairness()`** function builds on the previous dataframe. The **`get_group_value_fairness()`**\n",
"function gives us attribute group-level statistics for fairness determinations:\n",
"\n",
"#### Pairities Calcuated:\n",
"\n",
"| Parity | Column Name |\n",
"| --- | --- |\n",
"| True Positive Rate Parity | 'TPR Parity' |\n",
"| True Negative Rate Parity | 'TNR Parity' |\n",
"| False Omission Rate Parity | 'FOR Parity' |\n",
"| False Discovery Rate Parity | 'FDR Parity' |\n",
"| False Positive Rate Parity | 'FPR Parity' |\n",
"| False Negative Rate Parity | 'FNR Parity' |\n",
"| Negative Predictive Value Parity | 'NPV Parity' |\n",
"| Precision Parity | 'Precision Parity' |\n",
"| Predicted Positive Ratio$_k$ Parity | 'Statistical Parity' |\n",
"| Predicted Positive Ratio$_g$ Parity | 'Impact Parity' |\n",
"\n",
"#### Also assessed:\n",
"- **_Type I Parity_**: Fairness in both FDR Parity and FPR Parity\n",
"- **_Type II Parity_**: Fairness in both FOR Parity and FNR Parity\n",
"- **_Equalized Odds_**: Fairness in both FPR Parity and TPR Parity\n",
"- **_Unsupervised Fairness_**: Fairness in both Statistical Parity and Impact Parity\n",
"- **_Supervised Fairness_**: Fairness in both Type I and Type II Parity\n",
"- **_Overall Fairness_**: Fairness across all parities for all attributes"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"f = Fairness()\n",
"fdf = f.get_group_value_fairness(bdf)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The `Fairness()` class includes a method to quickly return a list of fairness determinations from the dataframe returned by the **`get_group_value_fairness()`** method."
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
"parity_detrminations = f.list_parities(fdf)"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
" \n",
"
\n",
"
\n",
"
\n",
"
attribute_name
\n",
"
attribute_value
\n",
"
tpr
\n",
"
tnr
\n",
"
for
\n",
"
fdr
\n",
"
fpr
\n",
"
fnr
\n",
"
npv
\n",
"
precision
\n",
"
ppr
\n",
"
pprev
\n",
"
prev
\n",
"
fdr_disparity
\n",
"
fnr_disparity
\n",
"
for_disparity
\n",
"
fpr_disparity
\n",
"
npv_disparity
\n",
"
ppr_disparity
\n",
"
pprev_disparity
\n",
"
precision_disparity
\n",
"
tnr_disparity
\n",
"
tpr_disparity
\n",
"
NPV Parity
\n",
"
TypeI Parity
\n",
"
Supervised Fairness
\n",
"
Unsupervised Fairness
\n",
"
Equalized Odds
\n",
"
Impact Parity
\n",
"
Statistical Parity
\n",
"
FOR Parity
\n",
"
TypeII Parity
\n",
"
FDR Parity
\n",
"
Precision Parity
\n",
"
FPR Parity
\n",
"
TPR Parity
\n",
"
TNR Parity
\n",
"
FNR Parity
\n",
"
\n",
"
\n",
"
0
\n",
"
race
\n",
"
African-American
\n",
"
0.720147
\n",
"
0.551532
\n",
"
0.34954
\n",
"
0.370285
\n",
"
0.448468
\n",
"
0.279853
\n",
"
0.65046
\n",
"
0.629715
\n",
"
0.655412
\n",
"
0.588203
\n",
"
0.51434
\n",
"
0.906085
\n",
"
0.586416
\n",
"
1.21315
\n",
"
1.91209
\n",
"
0.913728
\n",
"
2.54567
\n",
"
1.69022
\n",
"
1.0649
\n",
"
0.720526
\n",
"
1.37755
\n",
"
True
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
True
\n",
"
False
\n",
"
True
\n",
"
True
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
\n",
"
1
\n",
"
race
\n",
"
Asian
\n",
"
0.666667
\n",
"
0.913043
\n",
"
0.125
\n",
"
0.25
\n",
"
0.0869565
\n",
"
0.333333
\n",
"
0.875
\n",
"
0.75
\n",
"
0.00241182
\n",
"
0.25
\n",
"
0.28125
\n",
"
0.611748
\n",
"
0.698482
\n",
"
0.433839
\n",
"
0.370749
\n",
"
1.22915
\n",
"
0.00936768
\n",
"
0.718384
\n",
"
1.26832
\n",
"
1.19281
\n",
"
1.27525
\n",
"
True
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
True
\n",
"
False
\n",
"
\n",
"
2
\n",
"
race
\n",
"
Caucasian
\n",
"
0.522774
\n",
"
0.765457
\n",
"
0.288125
\n",
"
0.408665
\n",
"
0.234543
\n",
"
0.477226
\n",
"
0.711875
\n",
"
0.591335
\n",
"
0.257462
\n",
"
0.348003
\n",
"
0.393643
\n",
"
1
\n",
"
1
\n",
"
1
\n",
"
1
\n",
"
1
\n",
"
1
\n",
"
1
\n",
"
1
\n",
"
1
\n",
"
1
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
\n",
"
3
\n",
"
race
\n",
"
Hispanic
\n",
"
0.443966
\n",
"
0.785185
\n",
"
0.288591
\n",
"
0.457895
\n",
"
0.214815
\n",
"
0.556034
\n",
"
0.711409
\n",
"
0.542105
\n",
"
0.0572807
\n",
"
0.298273
\n",
"
0.364207
\n",
"
1.12046
\n",
"
1.16514
\n",
"
1.00162
\n",
"
0.915887
\n",
"
0.999346
\n",
"
0.222482
\n",
"
0.857099
\n",
"
0.916748
\n",
"
1.02577
\n",
"
0.849249
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
False
\n",
"
True
\n",
"
True
\n",
"
False
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
\n",
"
4
\n",
"
race
\n",
"
Native American
\n",
"
0.9
\n",
"
0.625
\n",
"
0.166667
\n",
"
0.25
\n",
"
0.375
\n",
"
0.1
\n",
"
0.833333
\n",
"
0.75
\n",
"
0.00361773
\n",
"
0.666667
\n",
"
0.555556
\n",
"
0.611748
\n",
"
0.209544
\n",
"
0.578453
\n",
"
1.59885
\n",
"
1.17062
\n",
"
0.0140515
\n",
"
1.91569
\n",
"
1.26832
\n",
"
0.816506
\n",
"
1.72158
\n",
"
True
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
True
\n",
"
False
\n",
"
\n",
"
5
\n",
"
race
\n",
"
Other
\n",
"
0.323308
\n",
"
0.852459
\n",
"
0.302013
\n",
"
0.455696
\n",
"
0.147541
\n",
"
0.676692
\n",
"
0.697987
\n",
"
0.544304
\n",
"
0.0238167
\n",
"
0.209549
\n",
"
0.352785
\n",
"
1.11508
\n",
"
1.41797
\n",
"
1.0482
\n",
"
0.629057
\n",
"
0.98049
\n",
"
0.0925059
\n",
"
0.602147
\n",
"
0.920466
\n",
"
1.11366
\n",
"
0.618447
\n",
"
True
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
True
\n",
"
False
\n",
"
True
\n",
"
True
\n",
"
False
\n",
"
False
\n",
"
True
\n",
"
False
\n",
"
\n",
"
6
\n",
"
sex
\n",
"
Female
\n",
"
0.608434
\n",
"
0.67893
\n",
"
0.242537
\n",
"
0.48731
\n",
"
0.32107
\n",
"
0.391566
\n",
"
0.757463
\n",
"
0.51269
\n",
"
0.178173
\n",
"
0.423656
\n",
"
0.356989
\n",
"
1.33642
\n",
"
1.05581
\n",
"
0.734738
\n",
"
0.990343
\n",
"
1.13071
\n",
"
0.216801
\n",
"
0.904348
\n",
"
0.806925
\n",
"
1.00463
\n",
"
0.967101
\n",
"
True
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
True
\n",
"
True
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
\n",
"
7
\n",
"
sex
\n",
"
Male
\n",
"
0.629132
\n",
"
0.675799
\n",
"
0.3301
\n",
"
0.364637
\n",
"
0.324201
\n",
"
0.370868
\n",
"
0.6699
\n",
"
0.635363
\n",
"
0.821827
\n",
"
0.468465
\n",
"
0.473105
\n",
"
1
\n",
"
1
\n",
"
1
\n",
"
1
\n",
"
1
\n",
"
1
\n",
"
1
\n",
"
1
\n",
"
1
\n",
"
1
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
\n",
"
8
\n",
"
age_cat
\n",
"
25 - 45
\n",
"
0.626257
\n",
"
0.666216
\n",
"
0.323112
\n",
"
0.385135
\n",
"
0.333784
\n",
"
0.373743
\n",
"
0.676888
\n",
"
0.614865
\n",
"
0.580042
\n",
"
0.46824
\n",
"
0.459723
\n",
"
1
\n",
"
1
\n",
"
1
\n",
"
1
\n",
"
1
\n",
"
1
\n",
"
1
\n",
"
1
\n",
"
1
\n",
"
1
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
\n",
"
9
\n",
"
age_cat
\n",
"
Greater than 45
\n",
"
0.427711
\n",
"
0.832096
\n",
"
0.241117
\n",
"
0.459391
\n",
"
0.167904
\n",
"
0.572289
\n",
"
0.758883
\n",
"
0.540609
\n",
"
0.118782
\n",
"
0.25
\n",
"
0.31599
\n",
"
1.1928
\n",
"
1.53124
\n",
"
0.746232
\n",
"
0.503031
\n",
"
1.12114
\n",
"
0.204782
\n",
"
0.533914
\n",
"
0.879232
\n",
"
1.24899
\n",
"
0.682963
\n",
"
True
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
True
\n",
"
True
\n",
"
False
\n",
"
False
\n",
"
True
\n",
"
False
\n",
"
\n",
"
10
\n",
"
age_cat
\n",
"
Less than 25
\n",
"
0.739583
\n",
"
0.458647
\n",
"
0.424528
\n",
"
0.36036
\n",
"
0.541353
\n",
"
0.260417
\n",
"
0.575472
\n",
"
0.63964
\n",
"
0.301176
\n",
"
0.653368
\n",
"
0.565075
\n",
"
0.935673
\n",
"
0.696781
\n",
"
1.31387
\n",
"
1.62187
\n",
"
0.850173
\n",
"
0.519231
\n",
"
1.39537
\n",
"
1.04029
\n",
"
0.688435
\n",
"
1.18096
\n",
"
True
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
True
\n",
"
True
\n",
"
False
\n",
"
True
\n",
"
False
\n",
"
False
\n",
"
\n",
"
"
],
"text/plain": [
""
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fdf[['attribute_name', 'attribute_value'] + absolute_metrics + calculated_disparities + parity_detrminations].style"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[Back to Top](#top_cell)\n",
"\n",
"\n",
"### How do I interpret parities?\n",
"Calling the Aequitas `Fairness()` class **`get_group_value_fairness()`** method on the dataframe returned from a `Bias()` class `get_dispariy` method will return the dataframe with additional columns indicating parities, as seen in the slice of the `get_group_value_fairness` data frame directly above.\n",
"\n",
"In this case, our base groups are Caucasian for race, Male for gender, and 25-45 for age_cat. By construction, the base group has supervised fairness. (The disparity ratio is 1). Relative to the base groups, the COMPAS predictions only provide supervised fairness to one group, Hispanic.\n",
"\n",
"Above, the African-American false omission and false discovery are within the bounds of fairness. This result is expected because COMPAS is calibrated. (Given calibration, it is surprising that Asian and Native American rates are so low. This may be a matter of having few observations for these groups.)\n",
"\n",
"On the other hand, African-Americans are roughly twice as likely to have false positives and 40 percent less likely to false negatives. In real terms, 44.8% of African-Americans who did not recidivate were marked high or medium risk (with potential for associated penalties), compared with 23.4% of Caucasian non-reoffenders. This is unfair and is marked False below.\n",
"\n",
"These findings mark an inherent trade-off between FPR Fairness, FNR Fairness and calibration, which is present in any decision system where base rates are not equal. See [Chouldechova (2017)](https://www.andrew.cmu.edu/user/achoulde/files/disparate_impact.pdf). Aequitas helps bring this trade-off to the forefront with clear metrics and asks system designers to make a reasoned decision based on their use case."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Attribute Level Fairness\n",
"Use the **`get_group_attribute_fairness()`** function to view only the calculated parities from the **`get_group_value_fairness()`** function at the attribute level."
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
model_id
\n",
"
score_threshold
\n",
"
attribute_name
\n",
"
Statistical Parity
\n",
"
Impact Parity
\n",
"
FDR Parity
\n",
"
FPR Parity
\n",
"
FOR Parity
\n",
"
FNR Parity
\n",
"
TPR Parity
\n",
"
TNR Parity
\n",
"
NPV Parity
\n",
"
Precision Parity
\n",
"
TypeI Parity
\n",
"
TypeII Parity
\n",
"
Equalized Odds
\n",
"
Unsupervised Fairness
\n",
"
Supervised Fairness
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
1
\n",
"
binary 0/1
\n",
"
age_cat
\n",
"
False
\n",
"
False
\n",
"
True
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
True
\n",
"
True
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
\n",
"
\n",
"
1
\n",
"
1
\n",
"
binary 0/1
\n",
"
race
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
True
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
False
\n",
"
\n",
"
\n",
"
2
\n",
"
1
\n",
"
binary 0/1
\n",
"
sex
\n",
"
False
\n",
"
True
\n",
"
False
\n",
"
True
\n",
"
False
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
True
\n",
"
False
\n",
"
False
\n",
"
True
\n",
"
False
\n",
"
False
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" model_id score_threshold attribute_name Statistical Parity Impact Parity \\\n",
"0 1 binary 0/1 age_cat False False \n",
"1 1 binary 0/1 race False False \n",
"2 1 binary 0/1 sex False True \n",
"\n",
" FDR Parity FPR Parity FOR Parity FNR Parity TPR Parity TNR Parity \\\n",
"0 True False False False False False \n",
"1 False False False False False False \n",
"2 False True False True True True \n",
"\n",
" NPV Parity Precision Parity TypeI Parity TypeII Parity Equalized Odds \\\n",
"0 True True False False False \n",
"1 True False False False False \n",
"2 True True False False True \n",
"\n",
" Unsupervised Fairness Supervised Fairness \n",
"0 False False \n",
"1 False False \n",
"2 False False "
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gaf = f.get_group_attribute_fairness(fdf)\n",
"gaf"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Overall Fairness\n",
"The **`get_overall_fairness()`** function gives a quick boolean assessment of the output of **`get_group_value_fairness()`** or **`get_group_attribute_fairness()`**, returning a dictionary with a determination across all attributes for each of:\n",
"- Unsupervised Fairness\n",
"- Supervised Fairness\n",
"- Overall Fairness"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'Unsupervised Fairness': False,\n",
" 'Supervised Fairness': False,\n",
" 'Overall Fairness': False}"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gof = f.get_overall_fairness(fdf)\n",
"gof"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[Back to Top](#top_cell)\n",
"\n",
"\n",
"## How do I visualize bias metric parity?\n",
"Once you have run the `Group()` class to retrieve a crosstab of absolute group value bias metrics, added calculdated disparities via one of the the `Bias()` class **`get_disparity`** functions, and added parity determinations via the `Fairness()` class **`get_group_value_fairness()`** or **`get_group_attribute_fairness()`** method, you are ready to visualize biases and disparities in terms of fairness determination.\n",
"\n",
"For visualizing absolute metric fairness with the the Aequitas `Plot()` class, a particular metric can be specified with **`plot_fairness_group()`**. A list of particular metrics of interest or 'all' metrics can be plotted with **`plot_fairness_group_all()`**."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Visualizing parity of a single absolute group metric across all population groups\n",
"\n",
"The chart below displays absolute group metric Predicted Positive Rate Disparity (ppr) across each attribute, colored based on fairness determination for that attribute group (green = 'True' and red = 'False'). \n",
"\n",
"We can see from the green color that only the 25-45 age group, Male category, and Caucasian groups have been determined to be fair. Sound familiar? They should! These are the groups selected as reference groups, so this model is not fair in terms of Statistical Parity for any of the other groups."
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"