diff --git a/analysis_and_scripts/Analysis_07MAY2019_new.ipynb b/analysis_and_scripts/Analysis_07MAY2019_new.ipynb
index d05d9557b10a40f716464a9d628e5d56a9e6bb8f..435c9e6dc50f52f2552efa21d23be697d438e897 100644
--- a/analysis_and_scripts/Analysis_07MAY2019_new.ipynb
+++ b/analysis_and_scripts/Analysis_07MAY2019_new.ipynb
@@ -127,7 +127,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -168,7 +168,7 @@
     "\n",
     "    # For the conditional probabilities of T we add noise ~ N(0, 0.1)\n",
     "    probabilities_T = sigmoid(beta_X * df.X + beta_Z * df.Z)\n",
-    "    probabilities_T += npr.normal(0, np.sqrt(0.8), nJudges_M * nSubjects_N)\n",
+    "    probabilities_T += npr.normal(0, np.sqrt(0.1), nJudges_M * nSubjects_N)\n",
     "\n",
     "    df = df.assign(probabilities_T=probabilities_T)\n",
     "\n",
@@ -497,7 +497,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 7,
    "metadata": {
     "scrolled": false
    },
@@ -506,12 +506,12 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "1| 0 1 2| 0 1 3| 0 1 4| 0 1 5| 0 1 6| 0 1 7| 0 1 8| 0 1 "
+      "1| 0 1 2 3 4 2| 0 1 2 3 4 3| 0 1 2 3 4 4| 0 1 2 3 4 5| 0 1 2 3 4 6| 0 1 2 3 4 7| 0 1 2 3 4 8| 0 1 2 3 4 "
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1008x576 with 1 Axes>"
       ]
@@ -520,41 +520,92 @@
       "needs_background": "light"
      },
      "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[[0.005544   0.0022     0.01027108 0.00470851 0.00425303]\n",
+      " [0.02112    0.008248   0.02691527 0.02059184 0.01725623]\n",
+      " [0.046616   0.018488   0.04842042 0.03653877 0.03691361]\n",
+      " [0.082656   0.031824   0.08504799 0.06495903 0.06255394]\n",
+      " [0.126216   0.04844    0.12745866 0.12681319 0.0954118 ]\n",
+      " [0.181      0.06864    0.18465026 0.18324289 0.13430768]\n",
+      " [0.244616   0.086416   0.24131455 0.25093638 0.17210743]\n",
+      " [0.321824   0.10564    0.32405645 0.31731251 0.21823937]]\n"
+     ]
     }
    ],
    "source": [
+    "def bailIndicator(r, y_model, x_train, x_test):\n",
+    "    '''\n",
+    "    Indicator function for whether a judge will bail or jail a suspect.\n",
+    "    \n",
+    "    Algorithm:\n",
+    "    ----------\n",
+    "    \n",
+    "    (1) Calculate recidivism probabilities from training set and assign to\n",
+    "        predictions_train.\n",
+    "    \n",
+    "    (2) Calculate recidivism probabilities from test set and assign to\n",
+    "        predictions_test.\n",
+    "    \n",
+    "    (3) Construct a cumulative distribution function of the probabilities in\n",
+    "        in predictions_train.\n",
+    "    \n",
+    "    (4)\n",
+    "    For pred in predictions_test:\n",
+    "        \n",
+    "        if pred belongs to a percentile (computed from step (3)) lower than r\n",
+    "            return True\n",
+    "        else\n",
+    "            return False\n",
+    "    \n",
+    "    \n",
+    "    Returns a boolean array indicating a bail decision.\n",
+    "    '''\n",
+    "\n",
+    "    predictions_train = y_model.predict_proba(x_train)[:, 0]\n",
+    "\n",
+    "    predictions_test = y_model.predict_proba(x_test)[:, 0]\n",
+    "\n",
+    "    return [\n",
+    "        scs.percentileofscore(predictions_train, pred, kind='weak') < r\n",
+    "        for pred in predictions_test\n",
+    "    ]\n",
+    "\n",
+    "\n",
     "failure_rates = np.zeros((8, 5))\n",
     "failure_sems = np.zeros((8, 5))\n",
     "\n",
-    "nIter = 2\n",
+    "nIter = 5\n",
     "\n",
     "for r in np.arange(1, 9):\n",
     "\n",
     "    print(r, end=\"| \")\n",
-    "    \n",
+    "\n",
     "    f_rate_true = np.zeros(nIter)\n",
     "    f_rate_label = np.zeros(nIter)\n",
     "    f_rate_human = np.zeros(nIter)\n",
     "    f_rate_cont = np.zeros(nIter)\n",
     "    f_rate_caus = np.zeros(nIter)\n",
-    "    \n",
+    "\n",
     "    for i in range(nIter):\n",
-    "        \n",
+    "\n",
     "        print(i, end=\" \")\n",
-    "        \n",
-    "        train_labeled, train, test_labeled, test, df = generateDataWithUnobservables()\n",
+    "\n",
+    "        train_labeled, train, test_labeled, test, df = generateDataWithUnobservables(\n",
+    "        )\n",
     "\n",
     "        logreg, predictions = fitLogisticRegressionModel(\n",
     "            train_labeled.dropna().X,\n",
-    "            train_labeled.dropna().result_Y,\n",
-    "            test.X, 0)\n",
-    "        test = test.assign(B_prob_0_logreg = predictions)\n",
+    "            train_labeled.dropna().result_Y, test.X, 0)\n",
+    "        test = test.assign(B_prob_0_logreg=predictions)\n",
     "\n",
     "        logreg, predictions_labeled = fitLogisticRegressionModel(\n",
     "            train_labeled.dropna().X,\n",
-    "            train_labeled.dropna().result_Y,\n",
-    "            test_labeled.X, 0)\n",
-    "        test_labeled = test_labeled.assign(B_prob_0_logreg = predictions_labeled)\n",
+    "            train_labeled.dropna().result_Y, test_labeled.X, 0)\n",
+    "        test_labeled = test_labeled.assign(B_prob_0_logreg=predictions_labeled)\n",
     "\n",
     "        #### True evaluation\n",
     "        # Sort by failure probabilities, subjects with the smallest risk are first.\n",
@@ -583,33 +634,37 @@
     "        # Get judges with correct leniency as list\n",
     "        correct_leniency_list = test_labeled.judgeID_J[\n",
     "            test_labeled['acceptanceRate_R'].round(1) == r / 10].values\n",
-    "        \n",
+    "\n",
     "        # Released are the people they judged and released, T = 1\n",
-    "        released = test_labeled[test_labeled.judgeID_J.isin(correct_leniency_list)\n",
-    "                                & (test_labeled.decision_T == 1)]\n",
-    "        \n",
+    "        released = test_labeled[\n",
+    "            test_labeled.judgeID_J.isin(correct_leniency_list)\n",
+    "            & (test_labeled.decision_T == 1)]\n",
+    "\n",
     "        # Get their failure rate, aka ratio of reoffenders to number of people judged in total\n",
     "        f_rate_human[i] = np.sum(\n",
     "            released.result_Y == 0) / correct_leniency_list.shape[0]\n",
     "\n",
     "        #### Contraction, logistic regression\n",
-    "        f_rate_cont[i] = contraction(test_labeled, 'judgeID_J',\n",
-    "                                              'decision_T', 'result_Y',\n",
-    "                                              'B_prob_0_logreg',\n",
-    "                                              'acceptanceRate_R', r / 10)\n",
+    "        f_rate_cont[i] = contraction(test_labeled, 'judgeID_J', 'decision_T',\n",
+    "                                     'result_Y', 'B_prob_0_logreg',\n",
+    "                                     'acceptanceRate_R', r / 10)\n",
     "\n",
     "        #### Causal model - empirical performance\n",
     "        #\n",
-    "#         f_rate_caus[i] = np.sum((test_labeled.dropna().result_Y == 0) & (\n",
-    "#              cdf(test_labeled.dropna().X, logreg, 0) < (r /\n",
-    "#              10))) / test_labeled.dropna().result_Y.shape[0]\n",
-    "        \n",
+    "        f_rate_caus[i] = np.sum(\n",
+    "            (test_labeled.dropna().result_Y == 0)\n",
+    "            & bailIndicator(r * 10, logreg, train.X.values.reshape(-1, 1),\n",
+    "                    test_labeled.dropna().X.values.reshape(-1, 1))\n",
+    "        ) / test_labeled.dropna().result_Y.shape[0]\n",
+    "\n",
+    "        #print(\"diff: \", f_rate_caus[i] - (np.sum((test_labeled.dropna().result_Y == 0) & (cdf(test_labeled.dropna().X, logreg, 0) < (r /10))) / test_labeled.dropna().result_Y.shape[0]))\n",
+    "\n",
     "    failure_rates[r - 1, 0] = np.mean(f_rate_true)\n",
     "    failure_rates[r - 1, 1] = np.mean(f_rate_label)\n",
     "    failure_rates[r - 1, 2] = np.mean(f_rate_human)\n",
     "    failure_rates[r - 1, 3] = np.mean(f_rate_cont)\n",
     "    failure_rates[r - 1, 4] = np.mean(f_rate_caus)\n",
-    "    \n",
+    "\n",
     "    failure_sems[r - 1, 0] = scs.sem(f_rate_true)\n",
     "    failure_sems[r - 1, 1] = scs.sem(f_rate_label)\n",
     "    failure_sems[r - 1, 2] = scs.sem(f_rate_human)\n",
@@ -619,18 +674,40 @@
     "x_ax = np.arange(0.1, 0.9, 0.1)\n",
     "\n",
     "plt.figure(figsize=(14, 8))\n",
-    "plt.errorbar(x_ax, failure_rates[:, 0], label='True Evaluation', c='green', yerr=failure_sems[:, 0])\n",
-    "plt.errorbar(x_ax, failure_rates[:, 1], label='Labeled outcomes', c='magenta', yerr=failure_sems[:, 1])\n",
-    "plt.errorbar(x_ax, failure_rates[:, 2], label='Human evaluation', c='red', yerr=failure_sems[:, 2])\n",
-    "plt.errorbar(x_ax, failure_rates[:, 3], label='Contraction, log.', c='blue', yerr=failure_sems[:, 3])\n",
-    "plt.errorbar(x_ax, failure_rates[:, 4], label='Causal model, ep', c='black', yerr=failure_sems[:, 4])\n",
+    "plt.errorbar(x_ax,\n",
+    "             failure_rates[:, 0],\n",
+    "             label='True Evaluation',\n",
+    "             c='green',\n",
+    "             yerr=failure_sems[:, 0])\n",
+    "plt.errorbar(x_ax,\n",
+    "             failure_rates[:, 1],\n",
+    "             label='Labeled outcomes',\n",
+    "             c='magenta',\n",
+    "             yerr=failure_sems[:, 1])\n",
+    "plt.errorbar(x_ax,\n",
+    "             failure_rates[:, 2],\n",
+    "             label='Human evaluation',\n",
+    "             c='red',\n",
+    "             yerr=failure_sems[:, 2])\n",
+    "plt.errorbar(x_ax,\n",
+    "             failure_rates[:, 3],\n",
+    "             label='Contraction, log.',\n",
+    "             c='blue',\n",
+    "             yerr=failure_sems[:, 3])\n",
+    "plt.errorbar(x_ax,\n",
+    "             failure_rates[:, 4],\n",
+    "             label='Causal model, ep',\n",
+    "             c='black',\n",
+    "             yerr=failure_sems[:, 4])\n",
     "\n",
     "plt.title('Failure rate vs. Acceptance rate with unobservables')\n",
     "plt.xlabel('Acceptance rate')\n",
     "plt.ylabel('Failure rate')\n",
     "plt.legend()\n",
     "plt.grid()\n",
-    "plt.show()"
+    "plt.show()\n",
+    "\n",
+    "print(failure_rates)"
    ]
   },
   {
@@ -642,7 +719,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 8,
    "metadata": {
     "scrolled": false
    },
@@ -656,7 +733,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 1008x576 with 1 Axes>"
       ]
@@ -670,14 +747,14 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[[0.015256   0.015256   0.02197252 0.01536374 0.05017027]\n",
-      " [0.042112   0.042112   0.04082896 0.04570676 0.10029973]\n",
-      " [0.07516    0.07516    0.074567   0.07631087 0.14915395]\n",
-      " [0.114912   0.114912   0.11811968 0.12554954 0.19841223]\n",
-      " [0.161736   0.161736   0.15965653 0.16009242 0.24966554]\n",
-      " [0.216616   0.216616   0.21961565 0.24357412 0.30188209]\n",
-      " [0.275248   0.275248   0.27479156 0.26889858 0.35099114]\n",
-      " [0.342912   0.342912   0.34900203 0.3601374  0.39928078]]\n"
+      "[[0.015672   0.015672   0.02077658 0.0168399  0.03213019]\n",
+      " [0.04256    0.04256    0.04143341 0.04854146 0.07905376]\n",
+      " [0.075808   0.075808   0.07616197 0.06881769 0.13324914]\n",
+      " [0.11696    0.11696    0.11272757 0.12694184 0.1941261 ]\n",
+      " [0.163664   0.163664   0.16585906 0.16208214 0.2442222 ]\n",
+      " [0.215816   0.215816   0.214522   0.22351695 0.28915824]\n",
+      " [0.27644    0.27644    0.28466479 0.28419799 0.32621678]\n",
+      " [0.341944   0.341944   0.34848206 0.34073762 0.34775226]]\n"
      ]
     }
    ],
@@ -720,14 +797,18 @@
     "                                       'B_prob_0_logreg', 'acceptanceRate_R',\n",
     "                                       r / 10)\n",
     "\n",
-    "        #         s_f_rate_caus[i] = np.sum(\n",
-    "        #             (s_test_labeled.dropna().result_Y == 0)\n",
-    "        #             & (cdf(s_test_labeled.dropna().X, s_logreg, 0) < r /\n",
-    "        #                10)) / s_test_labeled.dropna().result_Y.shape[0]\n",
+    "#         s_f_rate_caus[i] = np.sum(\n",
+    "#             (s_test_labeled.dropna().result_Y == 0)\n",
+    "#             & (cdf(s_test_labeled.dropna().X, s_logreg, 0) < r /\n",
+    "#                10)) / s_test_labeled.dropna().result_Y.shape[0]\n",
+    "        \n",
+    "        s_f_rate_caus[i] = np.sum(\n",
+    "            (s_test_labeled.dropna().result_Y == 0)\n",
+    "            & bailIndicator(r*10, s_logreg, s_train.X.values.reshape(-1,1), s_test_labeled.dropna().X.values.reshape(-1,1))) / s_test_labeled.dropna().result_Y.shape[0]\n",
     "\n",
-    "        s_f_rate_caus[i] = si.quad(\n",
-    "            lambda x: getProbabilityForClass(np.array([x]), s_logreg, 0) * (\n",
-    "                r / 10) * scs.norm.pdf(x), -np.inf, np.inf)[0]\n",
+    "#         s_f_rate_caus[i] = si.quad(\n",
+    "#             lambda x: getProbabilityForClass(np.array([x]), s_logreg, 0) * (\n",
+    "#                 r / 10) * scs.norm.pdf(x), -np.inf, np.inf)[0]\n",
     "\n",
     "        #### True evaluation\n",
     "        # Sort by estimated failure probabilities, subjects with the smallest risk are first.\n",
@@ -812,13 +893,6 @@
     "             c='black',\n",
     "             yerr=f_sems[:, 4])\n",
     "\n",
-    "plt.plot(x_ax, [\n",
-    "    0.02885504, 0.06871237, 0.11894281, 0.176698, 0.23728449, 0.29527004,\n",
-    "    0.34590196, 0.38623807\n",
-    "],\n",
-    "         label=\"prelim. ce\",\n",
-    "         c=\"yellow\")\n",
-    "\n",
     "plt.title('Failure rate vs. Acceptance rate without unobservables')\n",
     "plt.xlabel('Acceptance rate')\n",
     "plt.ylabel('Failure rate')\n",