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"metadata": {
"scrolled": false
},
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"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[0.00455433 0. 0.00457928 0.0325309 ]\n",
" [0.01821731 0.00044435 0.02232398 0.08002602]\n",
" [0.04359141 0.00479042 0.04865484 0.1223162 ]\n",
" [0.07221861 0.01473839 0.08414425 0.15354587]\n",
" [0.11581002 0.05490052 0.12821981 0.18998048]\n",
" [0.16525699 0.12254799 0.18488838 0.22511386]\n",
" [0.2192583 0.19818755 0.24556382 0.26740403]\n",
" [0.28106701 0.30799411 0.32398397 0.32856213]]\n",
"[0.13017179 0.1265672 0.12309921 0.12101056 0.11946303 0.1163152\n",
" 0.11309497 0.10995003]\n"
]
}
],
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"source": [
"failure_rates = np.zeros((8, 4))\n",
"\n",
"for r in np.arange(1, 9):\n",
" failure_rates[r - 1, 0] = contraction(\n",
" test[test.decision_T == 1], 'judgeID_J', 'decision_T', 'result_Y',\n",
" 'B_prob_0_machine', 'acceptanceRate_R', r / 10, True)\n",
"\n",
" ## Human error rate - Jotain väärin viel'\n",
" # Get judges with correct leniency as list\n",
" correct_leniency_list = test.judgeID_J[test['acceptanceRate_R'].round(1) ==\n",
" r / 10]\n",
"\n",
" # Released are the people they judged and released, T = 1\n",
" released = test[test.judgeID_J.isin(correct_leniency_list)\n",
" & (test.decision_T == 1)]\n",
"\n",
" # Get their failure rate, aka ratio of reoffenders to number of people judged in total\n",
" failure_rates[r - 1, 1] = np.sum(\n",
" released.result_Y == 0) / correct_leniency_list.shape[0]\n",
"\n",
" ## True evaluation\n",
" failure_rates[r - 1, 2] = contraction(test, 'judgeID_J', 'decision_T',\n",
" 'result_Y', 'B_prob_0_machine',\n",
" 'acceptanceRate_R', r / 10, True)\n",
" ## Dec tree\n",
" failure_rates[r - 1, 3] = contraction(\n",
" test[test.decision_T == 1], 'judgeID_J', 'decision_T', 'result_Y',\n",
" 'B_prob_0_tree', 'acceptanceRate_R', r / 10, True)\n",
"\n",
"# klassifikaatioille scipy.stats semin kautta error barit xerr ja yerr argumenttien kautta\n",
"\n",
"plt.figure(figsize=(14, 8))\n",
"plt.plot(np.arange(0.1, 0.9, .1), failure_rates[:, 0], label='Contraction')\n",
"plt.plot(np.arange(0.1, 0.9, .1), failure_rates[:, 1], label='Human')\n",
"plt.plot(np.arange(0.1, 0.9, .1), failure_rates[:, 2], label='True Evaluation')\n",
"plt.plot(np.arange(0.1, 0.9, .1), probability_list, label='Causal model')\n",
"\n",
"plt.plot(\n",
" np.arange(0.1, 0.9, .1), failure_rates[:, 3], label='Classification tree')\n",
"\n",
"plt.title('Failure rate vs. Acceptance rate')\n",
"plt.xlabel('Acceptance rate')\n",
"plt.ylabel('Failure rate')\n",
"plt.legend()\n",
"plt.show()\n",
"print(failure_rates)\n",
"print(probability_list)"
},
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"source": [
"Failure rates still too high. Order of curves now correct. Causal model calculates the wrong thing? "
},
{
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"metadata": {},
"source": [
"### COMPAS data\n",
"\n",
"etc etc"
]
}
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