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Merge pull request #81 from NGO-Algorithm-Audit/JFP_edits
Update COMPAS_FP.ipynb
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notebooks/unsupervised bias detection tool/COMPAS_FP.ipynb

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"#### G. Conclusion\n",
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"**UI text #9**\n",
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"[only for this notebook]\n",
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"From the above figures it can be observed what characteristics clusters have with statistically significant higher false positive rate (cluster 0 and 1).\n",
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"Based on cluster 0, it can be concluded that `age_cat=25-45`, `race=African-American`, `c_charge_degree=F` and `is_recid=0` defendants exhibit a high false positive rate, which is a known bias in the COMPAS dataset.\n",
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"[only for this notebook]\n",
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"Based on cluster 1, it can be concluded that `age_cat=Less than 25`, `sex=Female`, `race=Caucasian`, `c_charge_degree=M`, `is_recid=1` and `score_text=1` defendants exhibit a high false positive rate, which is a known bias in the COMPAS dataset."
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