diff --git a/ExampleUsage.ipynb b/ExampleUsage.ipynb
index bbbc936..97b0591 100644
--- a/ExampleUsage.ipynb
+++ b/ExampleUsage.ipynb
@@ -4,7 +4,15 @@
    "cell_type": "code",
    "execution_count": 1,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "<frozen importlib._bootstrap>:228: RuntimeWarning: scipy._lib.messagestream.MessageStream size changed, may indicate binary incompatibility. Expected 56 from C header, got 64 from PyObject\n"
+     ]
+    }
+   ],
    "source": [
     "# Preamble\n",
     "%matplotlib inline\n",
@@ -360,14 +368,12 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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       "text/plain": [
-       "<Figure size 1080x720 with 6 Axes>"
+       "<Figure size 1500x1000 with 6 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -396,19 +402,60 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "  0%|          | 0/500 [00:00<?, ?it/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "  5%|▍         | 24/500 [00:00<00:06, 74.68it/s]<frozen importlib._bootstrap>:228: RuntimeWarning: scipy._lib.messagestream.MessageStream size changed, may indicate binary incompatibility. Expected 56 from C header, got 64 from PyObject\n",
+      "<frozen importlib._bootstrap>:228: RuntimeWarning: scipy._lib.messagestream.MessageStream size changed, may indicate binary incompatibility. Expected 56 from C header, got 64 from PyObject\n",
+      "<frozen importlib._bootstrap>:228: RuntimeWarning: scipy._lib.messagestream.MessageStream size changed, may indicate binary incompatibility. Expected 56 from C header, got 64 from PyObject\n",
+      "<frozen importlib._bootstrap>:228: RuntimeWarning: scipy._lib.messagestream.MessageStream size changed, may indicate binary incompatibility. Expected 56 from C header, got 64 from PyObject\n",
+      "<frozen importlib._bootstrap>:228: RuntimeWarning: scipy._lib.messagestream.MessageStream size changed, may indicate binary incompatibility. Expected 56 from C header, got 64 from PyObject\n",
+      "<frozen importlib._bootstrap>:228: RuntimeWarning: scipy._lib.messagestream.MessageStream size changed, may indicate binary incompatibility. Expected 56 from C header, got 64 from PyObject\n",
+      "<frozen importlib._bootstrap>:228: RuntimeWarning: scipy._lib.messagestream.MessageStream size changed, may indicate binary incompatibility. Expected 56 from C header, got 64 from PyObject\n",
+      "<frozen importlib._bootstrap>:228: RuntimeWarning: scipy._lib.messagestream.MessageStream size changed, may indicate binary incompatibility. Expected 56 from C header, got 64 from PyObject\n",
+      "<frozen importlib._bootstrap>:228: RuntimeWarning: scipy._lib.messagestream.MessageStream size changed, may indicate binary incompatibility. Expected 56 from C header, got 64 from PyObject\n",
+      "<frozen importlib._bootstrap>:228: RuntimeWarning: scipy._lib.messagestream.MessageStream size changed, may indicate binary incompatibility. Expected 56 from C header, got 64 from PyObject\n",
+      "<frozen importlib._bootstrap>:228: RuntimeWarning: scipy._lib.messagestream.MessageStream size changed, may indicate binary incompatibility. Expected 56 from C header, got 64 from PyObject\n",
+      "<frozen importlib._bootstrap>:228: RuntimeWarning: scipy._lib.messagestream.MessageStream size changed, may indicate binary incompatibility. Expected 56 from C header, got 64 from PyObject\n",
+      "<frozen importlib._bootstrap>:228: RuntimeWarning: scipy._lib.messagestream.MessageStream size changed, may indicate binary incompatibility. Expected 56 from C header, got 64 from PyObject\n",
+      "<frozen importlib._bootstrap>:228: RuntimeWarning: scipy._lib.messagestream.MessageStream size changed, may indicate binary incompatibility. Expected 56 from C header, got 64 from PyObject\n",
+      "<frozen importlib._bootstrap>:228: RuntimeWarning: scipy._lib.messagestream.MessageStream size changed, may indicate binary incompatibility. Expected 56 from C header, got 64 from PyObject\n",
+      "<frozen importlib._bootstrap>:228: RuntimeWarning: scipy._lib.messagestream.MessageStream size changed, may indicate binary incompatibility. Expected 56 from C header, got 64 from PyObject\n",
+      "<frozen importlib._bootstrap>:228: RuntimeWarning: scipy._lib.messagestream.MessageStream size changed, may indicate binary incompatibility. Expected 56 from C header, got 64 from PyObject\n",
+      "<frozen importlib._bootstrap>:228: RuntimeWarning: scipy._lib.messagestream.MessageStream size changed, may indicate binary incompatibility. Expected 56 from C header, got 64 from PyObject\n",
+      "<frozen importlib._bootstrap>:228: RuntimeWarning: scipy._lib.messagestream.MessageStream size changed, may indicate binary incompatibility. Expected 56 from C header, got 64 from PyObject\n",
+      "<frozen importlib._bootstrap>:228: RuntimeWarning: scipy._lib.messagestream.MessageStream size changed, may indicate binary incompatibility. Expected 56 from C header, got 64 from PyObject\n",
+      "<frozen importlib._bootstrap>:228: RuntimeWarning: scipy._lib.messagestream.MessageStream size changed, may indicate binary incompatibility. Expected 56 from C header, got 64 from PyObject\n",
+      "<frozen importlib._bootstrap>:228: RuntimeWarning: scipy._lib.messagestream.MessageStream size changed, may indicate binary incompatibility. Expected 56 from C header, got 64 from PyObject\n",
+      "<frozen importlib._bootstrap>:228: RuntimeWarning: scipy._lib.messagestream.MessageStream size changed, may indicate binary incompatibility. Expected 56 from C header, got 64 from PyObject\n",
+      "<frozen importlib._bootstrap>:228: RuntimeWarning: scipy._lib.messagestream.MessageStream size changed, may indicate binary incompatibility. Expected 56 from C header, got 64 from PyObject\n",
+      "100%|██████████| 500/500 [00:06<00:00, 75.45it/s] \n",
+      "100%|██████████| 500/500 [00:02<00:00, 189.94it/s]\n",
+      "100%|██████████| 500/500 [00:02<00:00, 182.30it/s]\n",
+      "100%|██████████| 500/500 [00:02<00:00, 181.69it/s]\n",
+      "100%|██████████| 500/500 [00:02<00:00, 185.47it/s]\n",
+      "100%|██████████| 500/500 [00:02<00:00, 189.54it/s]\n"
+     ]
+    },
     {
      "data": {
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\n",
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",
       "text/plain": [
-       "<Figure size 1080x720 with 6 Axes>"
+       "<Figure size 1500x1000 with 6 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -417,7 +464,7 @@
     "    \"\"\"Plots a grid of kde-smoothed calibration curves.\"\"\"\n",
     "    for ax, (label, prob_vec) in zip(axes, probs.iteritems()):\n",
     "        bandwidth = 0.5 if label == 'KNeighborsClassifier' else 0.1\n",
-    "        estimate, ci = mct.compute_kde_calibration(prob_vec.values, actual.values, bandwidth=bandwidth) \n",
+    "        estimate, ci = mct.compute_kde_calibration(prob_vec.values, actual.values, bandwidth=bandwidth, alpha = 0.05, pivot = True, n_resamples=500, n_jobs=24) \n",
     "        mct.plot_calibration_curve(estimate.orig, estimate.calibrated, calibrated_ci=ci.calibrated, label=label, ax=ax)\n",
     "    fig.suptitle('KDE-Smoothed Calibration Curves', fontsize=16)\n",
     "    return fig, axes\n",
@@ -435,19 +482,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1000/1000 [00:05<00:00, 172.79it/s]\n"
+     ]
+    },
     {
      "data": {
-      "image/png": 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\n",
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",
       "text/plain": [
-       "<Figure size 432x576 with 2 Axes>"
+       "<Figure size 600x800 with 2 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -457,26 +509,34 @@
     "label = 'SGDClassifier'\n",
     "fig = mct.display_calibration(vec.values, actual.values, \n",
     "                              figure=plt.figure(figsize=(6, 8)), \n",
-    "                              label=label)\n",
+    "                              label=label,\n",
+    "                              pivot=True,\n",
+    "                              n_resamples=1000,\n",
+    "                              n_jobs=24)\n",
     "# fig.savefig()\n",
     "plt.show()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1000/1000 [00:05<00:00, 167.26it/s]\n"
+     ]
+    },
     {
      "data": {
-      "image/png": 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\n",
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",
       "text/plain": [
-       "<Figure size 432x576 with 2 Axes>"
+       "<Figure size 600x800 with 2 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -484,9 +544,19 @@
     "fig = mct.display_calibration(vec.values, actual.values, \n",
     "                              figure=plt.figure(figsize=(6, 8)), \n",
     "                              label='With intensities',\n",
-    "                              plot_intensities=True)\n",
+    "                              plot_intensities=True,\n",
+    "                              pivot = True,\n",
+    "                              n_resamples=1000,\n",
+    "                              n_jobs=24)\n",
     "plt.show()"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
diff --git a/Untitled.ipynb b/Untitled.ipynb
deleted file mode 100644
index 36ec886..0000000
--- a/Untitled.ipynb
+++ /dev/null
@@ -1,376 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import matplotlib.pyplot as plt\n",
-    "import matplotlib as mpl\n",
-    "import pandas as pd\n",
-    "import numpy as np\n",
-    "\n",
-    "from mct import *\n",
-    "from skmisc import loess"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "df = pd.read_csv('../../data/test_data.csv')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "preds = df.Pred.values\n",
-    "labels = df.Tar.values"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/Tom/Projects/Calibration/source/model_calibration_tools/mct.py:176: MatplotlibDeprecationWarning: Since 3.2, the parameter *where* must have the same size as [0.31400369644165 0.32400369644165 0.33400369644165 0.34400369644165\n",
-      " 0.35400369644165003 0.36400369644165004 0.37400369644165005\n",
-      " 0.38400369644165006 0.39400369644165006 0.4040036964416501\n",
-      " 0.4140036964416501 0.4240036964416501 0.4340036964416501\n",
-      " 0.4440036964416501 0.4540036964416501 0.4640036964416501\n",
-      " 0.47400369644165014 0.48400369644165014 0.49400369644165015\n",
-      " 0.5040036964416501 0.5140036964416501 0.5240036964416501\n",
-      " 0.5340036964416501 0.5440036964416501 0.5540036964416502\n",
-      " 0.5640036964416502 0.5740036964416502 0.5840036964416502\n",
-      " 0.5940036964416502 0.6040036964416502 0.6140036964416502\n",
-      " 0.6240036964416502 0.6340036964416502 0.6440036964416502\n",
-      " 0.6540036964416502 0.6640036964416502 0.6740036964416503\n",
-      " 0.6840036964416503 0.6940036964416503 0.7040036964416503\n",
-      " 0.7140036964416503 0.7240036964416503 0.7340036964416503\n",
-      " 0.7440036964416503 0.7540036964416503 0.7640036964416503\n",
-      " 0.7740036964416503 0.7840036964416504 0.7940036964416504\n",
-      " 0.8040036964416504 0.8140036964416504 0.8240036964416504\n",
-      " 0.8340036964416504 0.8440036964416504 0.8540036964416504\n",
-      " 0.8640036964416504 0.8740036964416504 0.8840036964416504\n",
-      " 0.8940036964416505 0.9040036964416505 0.9140036964416505\n",
-      " 0.9240036964416505 0.9340036964416505 0.9440036964416505\n",
-      " 0.9540036964416505 0.9640036964416505 0.9740036964416505\n",
-      " 0.9840036964416505] in fill_betweenx(). This will become an error two minor releases later.\n",
-      "  ax.fill_between(x_values, calibration_ci[0], calibration_ci[1], 'C0', alpha=0.3, edgecolor='C0', label='Confidence Interval')\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "display_calibration(preds, labels)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "plt.plot(preds, labels, 'o', alpha=0.4)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "x_values, calibration, ici, calibration_ci, ici_ci, pos_intensity, all_intensity = kde_calibration_curve(preds, labels, alpha=0.05)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [],
-   "source": [
-    "plot_calibration_curve(x_values, calibration, calibration_ci, ici=ici, ici_ci=ici_ci)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "res = plt.fill_between(x_values, calibration_ci[0], calibration_ci[1], 'C0', alpha=0.3, label='Confidence Interval')\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "res[0]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "model = loess.loess(preds, labels, span=0.5)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "model.fit()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "res = model.predict(XX)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "plt.plot(XX, res.values)\n",
-    "plt.plot(diag, diag)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from pygam import LogisticGAM, s, f, l"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "gam = LogisticGAM(s(0, n_splines=10))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "gam.fit(preds, labels)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "XX = gam.generate_X_grid(term=0)\n",
-    "YY =  gam.partial_dependence(term=0, X=XX)\n",
-    "CI = gam.partial_dependence(term=0, X=XX, width=.95)[1]\n",
-    "P = 1 / (1 + np.exp(-YY))\n",
-    "PCI = 1 / (1 + np.exp(-CI))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "plt.plot(XX, gam.predict_proba(XX))\n",
-    "plt.plot(XX, gam.confidence_intervals(XX, width=.95), color='b', ls='--')\n",
-    "diag = np.arange(0, 1, .01)\n",
-    "plt.plot(diag, diag )"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "mct.display_calibration(preds, labels, bandwidth=0.05, include_intensities=False)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def conf_int(n_all, n_pos, z=1.96):\n",
-    "    r = n_pos\n",
-    "    n = n_all\n",
-    "    p = r / n\n",
-    "    q = 1 - p\n",
-    "    A = 2 * r + z**2\n",
-    "    B = z * np.sqrt(z**2 + 4 * r * q )\n",
-    "    C = 2 * (n + z**2)\n",
-    "    ci_low = (A - B) / C\n",
-    "    ci_high = (A + B) / C\n",
-    "    ratio = n_pos / n_all\n",
-    "    return (ratio, ci_low, ci_high)\n",
-    "    \n",
-    "    \n",
-    "    \n",
-    "    "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def display_calibration(probs,\n",
-    "                        actual,\n",
-    "                        *,\n",
-    "                        figure=None,\n",
-    "                        bins=100,\n",
-    "                        label=None,\n",
-    "                        ici=True,\n",
-    "                        kernel='gaussian',\n",
-    "                        bandwidth=0.1,\n",
-    "                        include_intensities=False):\n",
-    "    \"\"\"\n",
-    "    Generates and returns a matplotlib figure with two axes containing the\n",
-    "    model's kde-smoothed calibration curve and histograms.\n",
-    "    \"\"\"\n",
-    "    resolution = 1.0 / bins\n",
-    "\n",
-    "    if figure is None:\n",
-    "        figure = plt.gcf()\n",
-    "    ax1, ax2 = figure.subplots(\n",
-    "        nrows=2,\n",
-    "        ncols=1,\n",
-    "        sharex=True,\n",
-    "        gridspec_kw=dict(height_ratios=(3, 1)),\n",
-    "    )\n",
-    "    x_values, calibration, pos_intensity, all_intensity = kde_calibration_curve(\n",
-    "        probs,\n",
-    "        actual,\n",
-    "        resolution=resolution,\n",
-    "        kernel=kernel,\n",
-    "        bandwidth=bandwidth)\n",
-    "\n",
-    "    ax1 = plot_calibration_curve(\n",
-    "        x_values,\n",
-    "        calibration,\n",
-    "        pos_intensity=pos_intensity if include_intensities else None,\n",
-    "        all_intensity=all_intensity,\n",
-    "        label=label,\n",
-    "        ax=ax1)\n",
-    "    ratio, ci_low, ci_high = conf_int(all_intensity, pos_intensity)\n",
-    "    ax1.plot(x_values, ci_low)\n",
-    "    ax1.plot(x_values, ci_high)\n",
-    "    ax1.set_xlabel('')\n",
-    "    ax2 = plot_histograms(*histograms(probs, actual, bins=bins), ax=ax2)\n",
-    "    ax2.set_box_aspect(1. / 3.)\n",
-    "    ax1.xaxis.set_ticks_position('none')\n",
-    "    figure.tight_layout()\n",
-    "    return figure"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "display_calibration(preds, labels, bandwidth=0.05, include_intensities=False)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.8.2"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/mct.py b/mct.py
index b519b37..7437fb9 100644
--- a/mct.py
+++ b/mct.py
@@ -23,7 +23,7 @@
 plt.figure()
 mct.display_calibration(calibrated, labels, bandwidth=0.05)
 plt.show()
-"""
+""" 
 
 import matplotlib as mpl
 import matplotlib.pyplot as plt
@@ -31,9 +31,11 @@
 from sklearn.neighbors import KernelDensity
 from collections import namedtuple
 from scipy import interpolate
+from joblib import delayed, Parallel
+from tqdm import tqdm
 
 KdeResult = namedtuple('KdeResult',
-                       'orig calibrated ici pos_intensity all_intensity')
+                       'orig calibrated ici pos_intensity all_intensity e_max e_90 e_50')
 """Encapsulates the components of a KDE calibration.
     
     Args:
@@ -54,7 +56,7 @@ def histograms(probs, actual, bins=100):
     Calculates two histograms over [0, 1] by partitioning `probs` with `actual`
     and sorting each partition into `bins` sub-intervals.
     """
-    actual = actual.astype(np.bool)
+    actual = actual.astype(bool)
     edges, step = np.linspace(0., 1., bins, retstep=True, endpoint=False)
     idx = np.digitize(probs, edges) - 1
     top = np.bincount(idx, weights=actual, minlength=bins)
@@ -69,6 +71,13 @@ def _compute_intensity(x_values, probs, kernel, bandwidth, **kde_args):
 
     # We want the area under `intensity` to be the number of samples
     intensity = np.exp(log_density) * len(probs)
+    
+    # TODO: Figure out a way to disregard regions on the predicted probability 
+    # line that have a very low data density (theshold ~ 10/resolution; maybe
+    # 5 of each label class). Estimations of intensity there are unreliable and 
+    # give problems computing ICI and using calibrators to correct probabilities
+    # that fall in those regions.
+    
     return intensity
 
 
@@ -80,35 +89,46 @@ def _compute_single_calibration(x_values, probs, actual, kernel, bandwidth,
                                        **kde_args)
     calibrated = pos_intensity / all_intensity
     ici = compute_ici(x_values, calibrated, all_intensity)
+    e_max = compute_cal_error(x_values, calibrated, 'max') # E_max
+    e_50 = compute_cal_error(x_values, calibrated, 50) # E_50
+    e_90 = compute_cal_error(x_values, calibrated, 90) # E_90
+
     return KdeResult(orig=x_values,
                      calibrated=calibrated,
                      ici=ici,
                      pos_intensity=pos_intensity,
-                     all_intensity=all_intensity)
-
+                     all_intensity=all_intensity,
+                     e_max=e_max,
+                     e_90=e_90,
+                     e_50=e_50
+                     )
+    
+def _resample_calibration_wrapper(*args):
+    cal = _compute_single_calibration(*args)
+    return cal.calibrated, cal.ici, cal.pos_intensity, cal.all_intensity, cal.e_max, cal.e_90, cal.e_50
 
 def _resample_calibration(num_iterations, x_values, probs, actual, kernel,
-                          bandwidth, **kde_args):
-    calibrated = []
-    ici = []
-    pos_intensity = []
-    all_intensity = []
-    for _ in range(num_iterations):
-        indices = np.random.randint(probs.size, size=probs.size)
-        samp_probs = probs[indices]
-        samp_actual = actual[indices]
-        cal = _compute_single_calibration(x_values, samp_probs, samp_actual,
-                                          kernel, bandwidth, **kde_args)
-        calibrated.append(cal.calibrated)
-        ici.append(cal.ici)
-        pos_intensity.append(cal.pos_intensity)
-        all_intensity.append(cal.all_intensity)
+                          bandwidth,n_jobs=1,**kde_args):
+    calibrated,ici,pos_intensity,all_intensity, e_max, e_90, e_50 = zip(*Parallel(n_jobs=n_jobs)(
+        delayed(_resample_calibration_wrapper)(
+            x_values,
+            probs[idx], 
+            actual[idx],
+            kernel,
+            bandwidth,
+            **kde_args) for idx in tqdm([
+            np.random.choice(probs.size, size=probs.size, replace=True) for _ in range(num_iterations)
+            ])
+        ))
+
     return KdeResult(orig=x_values,
                      calibrated=np.vstack(calibrated),
                      ici=ici,
                      pos_intensity=np.vstack(pos_intensity),
-                     all_intensity=np.vstack(all_intensity))
-
+                     all_intensity=np.vstack(all_intensity),
+                     e_max=e_max,
+                     e_90=e_90,
+                     e_50=e_50)
 
 def create_calibrator(orig, calibrated):
     """Create a function to calibrate new predictions.
@@ -143,6 +163,7 @@ def compute_kde_calibration(probs,
                             n_resamples=None,
                             bandwidth=0.1,
                             alpha=None,
+                            n_jobs=1,
                             **kde_args):
     """Generate a calibration curve using kernel density estimation.
 
@@ -198,7 +219,8 @@ def compute_kde_calibration(probs,
             # Choose a number of iterations such that there are about 50 points outside each end of the confidence interval.
             n_resamples = int(100 / alpha)
         samples = _resample_calibration(n_resamples, x_values, probs, actual,
-                                        kernel, bandwidth, **kde_args)
+                                        kernel, bandwidth,n_jobs=n_jobs, **kde_args)
+        # Quantiles (empirical) confident intervals
         calibration_ci = np.quantile(samples.calibrated,
                                      (alpha / 2, 1 - alpha / 2),
                                      axis=0)
@@ -207,12 +229,23 @@ def compute_kde_calibration(probs,
                              axis=0)
         all_ci = np.quantile(samples.all_intensity, (alpha / 2, 1 - alpha / 2),
                              axis=0)
-
-    ci = KdeResult(orig=x_values,
-                   calibrated=calibration_ci,
-                   ici=ici_ci,
-                   pos_intensity=pos_ci,
-                   all_intensity=all_ci)
+        e_max_ci = np.quantile(samples.e_max, (alpha / 2, 1 - alpha / 2),
+                             axis=0)
+        e_90_ci = np.quantile(samples.e_90, (alpha / 2, 1 - alpha / 2),
+                             axis=0)
+        e_50_ci = np.quantile(samples.e_50, (alpha / 2, 1 - alpha / 2),
+                             axis=0)
+        
+        ci = KdeResult(orig=x_values,
+                    calibrated=calibration_ci,
+                    ici=ici_ci,
+                    pos_intensity=pos_ci,
+                    all_intensity=all_ci,
+                    e_max=e_max_ci,
+                    e_90=e_90_ci,
+                    e_50=e_50_ci
+                    ) 
+        
     return (estimate, ci)
 
 
@@ -221,6 +254,13 @@ def compute_ici(orig, calibrated, all_intensity):
            np.sum(all_intensity))
     return ici
 
+def compute_cal_error(orig, calibrated, error_type='max'):
+    if error_type == 'max':
+        return np.max(abs(orig-calibrated))
+    elif isinstance(error_type, int):
+        return np.percentile(a=abs(orig-calibrated), q=error_type)
+    else:
+        raise ValueError('Only `max` (E_max) or integer (E_`percentile`, eg E_50 or E_90) allowed.')
 
 def plot_histograms(top, bot, edges, resolution, *, ax=None):
     """
@@ -237,8 +277,8 @@ def plot_histograms(top, bot, edges, resolution, *, ax=None):
               linestyle='dashed',
               color='black',
               alpha=0.2)
-    ax.bar(edges, top, width=resolution)
-    ax.bar(edges, -bot, width=resolution)
+    ax.bar(edges, top, width=resolution) #positives
+    ax.bar(edges, -bot, width=resolution) # negatives
     # Set some sensible defaults - these can be overridden after the fact,
     # since we return the axes object
     ax.set_xlim((-0.05, 1.05))
@@ -326,7 +366,8 @@ def display_calibration(probs,
                         n_resamples=None,
                         kernel='gaussian',
                         bandwidth=0.1,
-                        plot_intensities=False):
+                        plot_intensities=False,
+                        n_jobs=1):
     """Generates a calibration display.
     
     The display contains by default a calibration curve with confidence intervals, an 
@@ -367,7 +408,10 @@ def display_calibration(probs,
                                            resolution=resolution,
                                            kernel=kernel,
                                            bandwidth=bandwidth,
-                                           alpha=alpha)
+                                           alpha=alpha,
+                                           n_resamples=n_resamples,
+                                           n_jobs=n_jobs
+                                           )
 
     ax1 = plot_calibration_curve(
         orig=estimate.orig,
@@ -383,5 +427,6 @@ def display_calibration(probs,
     ax2 = plot_histograms(*histograms(probs, actual, bins=bins), ax=ax2)
     ax2.set_box_aspect(1. / 3.)
     ax1.xaxis.set_ticks_position('none')
+    figure.subplots_adjust(hspace=0)
     figure.tight_layout()
     return figure, estimate, ci
diff --git a/test_mct.py b/test_mct.py
index 4491bdb..c7d6356 100644
--- a/test_mct.py
+++ b/test_mct.py
@@ -8,7 +8,7 @@
 
 
 bool_mask = np.arange(10) % 2 == 0
-ints_mask = bool_mask.astype(np.int)
+ints_mask = bool_mask.astype(int)
 
 
 @pytest.mark.parametrize('mask',
@@ -29,3 +29,15 @@ def test_histogram_masking(mask):
     assert np.allclose(edges, exp_edges)
     assert np.allclose(top, exp_top)
     assert np.allclose(bot, exp_bot)
+    
+    
+def toy_test_compute_kde_calibration():
+    # Test pivot based ci
+    # toy example
+    probs = np.array([0.1, 0.2, 0.3, 0.4, 0.5, 0.75, 0.98, 0.55, 0.01, 0.05, 0.9])
+    actual = np.array([0, 0, 1, 1, 1, 1, 1, 1, 0, 0, 0])
+    estimate, ci_pivot = mct.compute_kde_calibration(probs, actual, pivot=True, n_resamples=10,alpha=0.05)
+    _, ci_emp = mct.compute_kde_calibration(probs, actual, pivot=False, n_resamples=100, alpha=0.05)
+
+if __name__ == '__main__':
+    toy_test_compute_kde_calibration()
\ No newline at end of file