diff --git a/Bias Evaluation & Explainability.ipynb b/Bias Evaluation & Explainability.ipynb
index 97b6427..51e86d9 100644
--- a/Bias Evaluation & Explainability.ipynb	
+++ b/Bias Evaluation & Explainability.ipynb	
@@ -2,30 +2,13 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 66,
    "metadata": {
     "slideshow": {
      "slide_type": "slide"
     }
    },
    "outputs": [
-    {
-     "ename": "ModuleNotFoundError",
-     "evalue": "No module named 'numpy.core._multiarray_umath'",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
-      "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'numpy.core._multiarray_umath'"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Using TensorFlow backend.\n"
-     ]
-    },
     {
      "data": {
       "text/html": [
@@ -91,15 +74,15 @@
     "import alibi\n",
     "\n",
     "params = {\n",
+    "          \"ytick.color\" : \"w\",\n",
+    "          \"xtick.color\" : \"w\",\n",
+    "          \"text.color\": \"white\",\n",
+    "          'figure.facecolor': \"#384151\",\n",
+    "          'legend.facecolor': \"#384151\",\n",
+    "          \"axes.labelcolor\" : \"w\",\n",
+    "          \"axes.edgecolor\" : \"w\",\n",
     "          'font.size': '20.0',\n",
     "          'figure.figsize': [20, 7],\n",
-    "#           \"ytick.color\" : \"w\",\n",
-    "#           \"xtick.color\" : \"w\",\n",
-    "#           \"text.color\": \"white\",\n",
-    "#           'figure.facecolor': \"#384151\",\n",
-    "#           'legend.facecolor': \"#384151\",\n",
-    "#           \"axes.labelcolor\" : \"w\",\n",
-    "#           \"axes.edgecolor\" : \"w\"\n",
     "    }\n",
     "\n",
     "plt.rcParams.update(params)\n",
@@ -351,7 +334,10 @@
     "    alibi_loan_model.fit(X_train, y_train)\n",
     "    \n",
     "    return X_train, X_test, y_train, y_test, \\\n",
-    "        alibi_category_map, alibi_feature_names, alibi_loan_model\n"
+    "        alibi_category_map, alibi_feature_names, alibi_loan_model\n",
+    "\n",
+    "X_train_alibi, X_test_alibi, y_train_alibi, y_test_alibi, \\\n",
+    "    category_map_alibi, feature_names_alibi, loan_model_alibi = get_alibi_data()\n"
    ]
   },
   {
@@ -414,71 +400,21 @@
     "<br>\n",
     "<br>\n",
     "\n",
-    "## 3) XAI - A practical framework to mitigate (not fully remove) bias\n",
-    "\n",
-    "<br>\n",
-    "<br>\n",
-    "\n",
-    "## 4) Applying the XAI framework to our example\n",
-    "\n",
-    "<br>\n",
-    "\n",
-    "<br><br><br>\n",
-    "\n",
-    "<hr>"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "slideshow": {
-     "slide_type": "subslide"
-    }
-   },
-   "source": [
-    "# Alibi - Black Box Model Explanations\n",
-    "\n",
-    "<br>\n",
-    "\n",
-    "## A set of proven scientific techniques to explain ML models as black boxes\n",
+    "## 3) Data Analysis\n",
     "\n",
     "<br>\n",
-    "\n",
-    "<img src=\"images/alibi-repo.jpg\" style=\"width=100vw\">\n",
-    "\n",
     "<br>\n",
     "\n",
-    "## https://github.com/SeldonIO/Alibi\n",
-    "\n",
+    "## 4) Model Evaluation\n",
     "\n",
-    "<br><br><br>\n",
-    "\n",
-    "<hr>"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "slideshow": {
-     "slide_type": "subslide"
-    }
-   },
-   "source": [
-    "# XAI - eXplainable AI \n",
     "\n",
     "<br>\n",
-    "\n",
-    "## A set of tools to explain machine learning data\n",
-    "\n",
     "<br>\n",
     "\n",
-    "<img src=\"images/xai.png\" style=\"width=100vw\">\n",
+    "## 4) Production Monitoring\n",
     "\n",
     "<br>\n",
     "\n",
-    "## https://github.com/EthicalML/XAI\n",
-    "\n",
-    "\n",
     "<br><br><br>\n",
     "\n",
     "<hr>"
@@ -596,7 +532,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 2,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -753,7 +689,7 @@
        "4             0              40            Cuba  False  "
       ]
      },
-     "execution_count": 3,
+     "execution_count": 2,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -766,7 +702,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -810,13 +746,13 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 864x576 with 2 Axes>"
       ]
      },
      "metadata": {
-      "needs_background": "light"
+      "needs_background": "dark"
      },
      "output_type": "display_data"
     },
@@ -825,18 +761,18 @@
      "output_type": "stream",
      "text": [
       "Log-loss (cost function):\n",
-      "training   (min:    0.080, max:    0.738, cur:    0.080)\n",
-      "validation (min:    0.073, max:    0.635, cur:    0.073)\n",
+      "training   (min:    0.081, max:    0.673, cur:    0.081)\n",
+      "validation (min:    0.069, max:    0.589, cur:    0.069)\n",
       "\n",
       "Accuracy:\n",
-      "training   (min:    0.481, max:    0.988, cur:    0.988)\n",
-      "validation (min:    0.859, max:    0.987, cur:    0.987)\n"
+      "training   (min:    0.627, max:    0.988, cur:    0.988)\n",
+      "validation (min:    0.949, max:    0.987, cur:    0.987)\n"
      ]
     },
     {
      "data": {
       "text/plain": [
-       "<keras.callbacks.History at 0x7f3e758ac128>"
+       "<keras.callbacks.History at 0x7f294c126128>"
       ]
      },
      "execution_count": 5,
@@ -855,7 +791,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 17,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -866,8 +802,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "1600/1600 [==============================] - 0s 47us/step\n",
-      "Error 0.0732: \n",
+      "1600/1600 [==============================] - 0s 60us/step\n",
+      "Error 0.0686: \n",
       "Accuracy 98.6875: \n"
      ]
     }
@@ -994,7 +930,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 18,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -1047,15 +983,15 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>-1.362248</td>\n",
-       "      <td>0</td>\n",
-       "      <td>15</td>\n",
-       "      <td>-0.031359</td>\n",
+       "      <td>-0.555822</td>\n",
        "      <td>4</td>\n",
-       "      <td>0</td>\n",
+       "      <td>9</td>\n",
+       "      <td>1.134722</td>\n",
+       "      <td>2</td>\n",
        "      <td>3</td>\n",
-       "      <td>4</td>\n",
        "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
        "      <td>-0.145918</td>\n",
        "      <td>-0.216656</td>\n",
        "      <td>-0.035429</td>\n",
@@ -1063,47 +999,47 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>-1.435559</td>\n",
+       "      <td>-0.482510</td>\n",
        "      <td>4</td>\n",
-       "      <td>15</td>\n",
-       "      <td>-0.031359</td>\n",
+       "      <td>11</td>\n",
+       "      <td>-0.420053</td>\n",
        "      <td>4</td>\n",
-       "      <td>12</td>\n",
-       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
        "      <td>4</td>\n",
        "      <td>1</td>\n",
        "      <td>-0.145918</td>\n",
        "      <td>-0.216656</td>\n",
-       "      <td>-0.440371</td>\n",
-       "      <td>39</td>\n",
+       "      <td>-0.035429</td>\n",
+       "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>1.863457</td>\n",
-       "      <td>6</td>\n",
-       "      <td>5</td>\n",
-       "      <td>-2.363521</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
+       "      <td>-0.629133</td>\n",
        "      <td>0</td>\n",
+       "      <td>9</td>\n",
+       "      <td>1.134722</td>\n",
        "      <td>4</td>\n",
+       "      <td>0</td>\n",
        "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
        "      <td>-0.145918</td>\n",
        "      <td>-0.216656</td>\n",
-       "      <td>-1.655199</td>\n",
+       "      <td>-0.035429</td>\n",
        "      <td>39</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>-1.435559</td>\n",
-       "      <td>4</td>\n",
+       "      <td>1.130342</td>\n",
+       "      <td>6</td>\n",
        "      <td>15</td>\n",
        "      <td>-0.031359</td>\n",
+       "      <td>2</td>\n",
+       "      <td>12</td>\n",
+       "      <td>0</td>\n",
        "      <td>4</td>\n",
        "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0</td>\n",
        "      <td>-0.145918</td>\n",
        "      <td>-0.216656</td>\n",
        "      <td>-0.035429</td>\n",
@@ -1111,18 +1047,18 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>-0.922379</td>\n",
-       "      <td>7</td>\n",
-       "      <td>9</td>\n",
-       "      <td>1.134722</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
+       "      <td>-1.508870</td>\n",
        "      <td>4</td>\n",
        "      <td>0</td>\n",
+       "      <td>-1.586134</td>\n",
+       "      <td>4</td>\n",
+       "      <td>12</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
        "      <td>-0.145918</td>\n",
        "      <td>-0.216656</td>\n",
-       "      <td>3.204112</td>\n",
+       "      <td>-2.465084</td>\n",
        "      <td>39</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -1131,28 +1067,28 @@
       ],
       "text/plain": [
        "        age  workclass  education  education-num  marital-status  occupation  \\\n",
-       "0 -1.362248          0         15      -0.031359               4           0   \n",
-       "1 -1.435559          4         15      -0.031359               4          12   \n",
-       "2  1.863457          6          5      -2.363521               2           3   \n",
-       "3 -1.435559          4         15      -0.031359               4           1   \n",
-       "4 -0.922379          7          9       1.134722               4           1   \n",
+       "0 -0.555822          4          9       1.134722               2           3   \n",
+       "1 -0.482510          4         11      -0.420053               4           6   \n",
+       "2 -0.629133          0          9       1.134722               4           0   \n",
+       "3  1.130342          6         15      -0.031359               2          12   \n",
+       "4 -1.508870          4          0      -1.586134               4          12   \n",
        "\n",
        "   relationship  ethnicity  gender  capital-gain  capital-loss  \\\n",
-       "0             3          4       0     -0.145918     -0.216656   \n",
-       "1             3          4       1     -0.145918     -0.216656   \n",
-       "2             0          4       1     -0.145918     -0.216656   \n",
-       "3             3          4       0     -0.145918     -0.216656   \n",
-       "4             1          4       0     -0.145918     -0.216656   \n",
+       "0             0          4       1     -0.145918     -0.216656   \n",
+       "1             1          4       1     -0.145918     -0.216656   \n",
+       "2             1          4       0     -0.145918     -0.216656   \n",
+       "3             0          4       1     -0.145918     -0.216656   \n",
+       "4             3          4       1     -0.145918     -0.216656   \n",
        "\n",
        "   hours-per-week  native-country  \n",
        "0       -0.035429              39  \n",
-       "1       -0.440371              39  \n",
-       "2       -1.655199              39  \n",
+       "1       -0.035429               4  \n",
+       "2       -0.035429              39  \n",
        "3       -0.035429              39  \n",
-       "4        3.204112              39  "
+       "4       -2.465084              39  "
       ]
      },
-     "execution_count": 7,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1166,7 +1102,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 19,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -1177,8 +1113,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "110/110 [==============================] - 0s 102us/step\n",
-      "Accuracy 55.4545: \n"
+      "110/110 [==============================] - 0s 108us/step\n",
+      "Accuracy 54.5455: \n"
      ]
     }
    ],
@@ -1191,7 +1127,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 24,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -1200,14 +1136,12 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
+       "<Figure size 1440x504 with 2 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -1217,7 +1151,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 25,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -1226,24 +1160,21 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 1440x504 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     },
     {
      "data": {
       "text/plain": [
-       "([array([0., 0., 1.]), array([0.  , 0.02, 1.  ])],\n",
-       " [array([0., 0., 1.]), array([0.  , 0.02, 1.  ])])"
+       "([array([0., 1.]), array([0., 1.])], [array([0., 1.]), array([0., 1.])])"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 25,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1254,7 +1185,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 26,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -1270,20 +1201,18 @@
        "[Text(0, 0, 'Rejected'), Text(0, 0, 'Approved')]"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 26,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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6dcB1PVg0MzNbA35y3MzMCnHgMDOzQhw4zMysEAcOMzMrxIHDzMwKceAwM7NCHDjMzKwQBw4zMyvEgcPMzApx4DAzs0IcOMzMrBAHDrM6Sd0h3yvp2jQ+StKdklokXZ7eAG3W8Bw4zOrnWGBBbvyHwBkRsRWwEphUSqnMCnLgMKsDScOBfwZ+kcYF7AVckbLMBA4sp3RmxThwmNXHmWSdmL2VxgcBz0XE6jTeCgzraEZJkyXNkzRv2bJltS+pWRccOMxqTNJngaURcU935o+IaRHRHBHNQ4YM6eHSmRVX9z7Hzfqg3YEDJO0PrA9sBJwFDJC0TjrrGA4sLrGMZlWr2RmHpOmSlkp6KJc2UNIcSY+m701SuiSdnVqXPCBpx9w8E1P+RyVNrFV5zWolIk6MiOER0QQcBtwYEUcANwEHp2wTgatLKqJZIbW8VDUDGNcu7QRgbkSMBuamcYD9gNHpMxk4B7JAQ9ZX+S7AzsDJbcHGbC3wLeA4SS1k9zwqdq1s1khq2ef4LZKa2iWPB/ZMwzOBm8l2nvHAhRERwB2SBkjaLOWdExErACTNIQtGl9aq3Ga1FBE3k9V7ImIh2QGRWa9S75vjQyPi6TS8BBiahocBi3L52lqYVEo3M7OSlNaqKp1dRE8tz00Wzczqo96B45l0CYr0vTSlLwZG5PK1tTCplP4ebrJoZlYf9Q4cs8laj8C7W5HMBiak1lW7As+nS1o3APtI2iTdFN8npZmZWUlqdnNc0qVkN7cHS2olax31A2CWpEnAk8ChKft1wP5AC/AycBRARKyQ9D3g7pTv1LYb5WZmVo5atqo6vMKksR3kDeDoCsuZDkzvwaKZmdka8CtHzMysEAcOMzMrxIHDzMwKceAwM7NCHDjMzKwQBw4zMyukqsAhaW41aWZru7Fj39Oa3PuC9TmdPschaX3gA2QP8W0CKE3aCL9s0PqQV199lZdffpnly5ezcuVKgP7ptf/eF6zP6eoBwP8NfB3YHLiHdwLHC8BPa1gus4Zy3nnnceaZZ/L3v/+dnXbaCWAM2T7hfcH6nE4vVUXEWRExCviPiPhQRIxKn+0iwjuL9RnHHnssjz/+OKeffjoLFy4EeND7gvVVVb1yJCL+R9IngKb8PBFxYY3KZdaQpkyZwm233QYwUNKEtnTvC9aXVBU4JF0EbAncB7yZkgPwzmJ9ypFHHsljjz0GsAHw8ZTsfcH6lGpfctgMjEkvIzTrs+bNm8f8+fPp16/fUxExpezymJWh2uc4HgL+oZYFMesNtt12W5YsWVJ2McxKVe0Zx2BgvqS7gNfaEiPigJqUyqxBLV++nDFjxgCMljS7Ld37gvUl1QaOqbUshFlvMXXqVAD23HPPp4H/LrUwZiWptlXVH2tdELPeYI899mgbXOX9wvqqaltVvUjWcgRgPWBd4KWI2KhWBTNrRBtuuCGSAHaQ9CreF6wPqurmeERsGBEbpZ3j/cAXgJ93d6WS/l3Sw5IeknSppPUljZJ0p6QWSZdLWi/lfV8ab0nTm7q7XrM19eKLL/LCCy8A3EsP7AtmvVHht+NG5jfAvt1ZoaRhwNeA5ojYFugPHAb8EDgjIrYCVgKT0iyTgJUp/YyUz6x01e4L6cDoLkn3pwOmU1J6hwdLZo2u2ktVn8+N9iN7ruPVNVzv+yW9QfYSxaeBvYAvpukzyW7InwOM552b81cAP5UkP1NiZbjyyivbBgdIOpjq9oXXgL0iYpWkdYFbJf0OOI7sYOkySeeSHSSdU6Oim/WYaltVfS43vBp4guwfemERsVjS6cBTwCvA78leFvdcRKxO2Vp5542jw4BFad7Vkp4HBgHL88uVNBmYDDBy5MjuFM2sS9dcc03b4ACyM40n6GJfSAc5q9LouukTVD5YMmto1baqOqqnVphezz4eGAU8B/wKGLemy42IacA0gObmZp+NWE1ccMEFAMyYMeOJiPjXaueT1J/sAGkr4GfAY1Q+WGo/rw+KrKFU25HTcElXSVqaPr+WNLyb6/wM8HhELIuIN4Argd3JTv3bAtlwYHEaXgyMSOVYB9gYeLab6zZbI62trRx00EEA2xXZFyLizYjYnqxu7wx8pNp1RsS0iGiOiOYhQ4Z0u+xmPaXam+MXALPJ+uXYHLgmpXXHU8Cukj6grF3jWGA+cBNwcMozEbg6Dc9O46TpN/r+hpXlqKOO4oADDgC4n27sCxHxHFld343KB0tmDa3awDEkIi6IiNXpMwPo1qFPRNxJdpP7L8CDqQzTgG8Bx0lqIbuHcX6a5XxgUEo/DjihO+s16wnLli3jqKOyK7fV7guShkgakIbfD+wNLKDywZJZQ6v25vizkr4EXJrGD2cNLhdFxMnAye2SF5KdwrfP+ypwSHfXZdaTBg0axMUXXwy8fd+imn1hM2Bmyt8PmBUR10qaD1wm6ftkz4Wc39lCzBpFtYHjK8D/kD1HEcBtwJdrVCazhjV9+nSmTJkCsB1ZM/Iu94WIeADYoYP0Dg+WzBpdtZeqTgUmRsSQiNiULJCcUrtimTWmk046iZkzZwLc733B+qpqA8fHImJl20hErKCDIyiztd0DDzzAJpts8va49wXri6oNHP3S8xcASBpI9Ze5zNYab731FitXvn0M5X3B+qRqK/x/A7dL+lUaPwQ4rTZFMmtcxx9/PLvtthvA5pK+h/cF64OqfXL8QknzyF6RAPD5iJhfu2KZNaYJEybQ3NzMNtts8wbwDN4XrA+q+hQ77RzeQazPS13HLouIn5ZdFrMyFH6tupmZ9W0OHGZmVogDh5mZFeLAYWZmhThwmJlZIQ4cZmZWiAOHmZkV4sBhZmaFOHCYmVkhDhxmZlZIKYFD0gBJV0j6q6QFknaTNFDSHEmPpu9NUl5JOltSi6QHJO1YRpnNzCxT1hnHWcD1EfERsp7UFpD1JT43IkYDc3mnb/H9gNHpMxk4p/7FNTOzNnUPHJI2Bv6J1L9yRLweEc8B44GZKdtM4MA0PB64MDJ3AAMkbVbnYpuZWVLGGccoYBlwgaR7Jf1C0geBoRHxdMqzBBiahocBi3Lzt6a0d5E0WdI8SfOWLVtWw+KbmfVtZQSOdYAdgXMiYgfgJd65LAVARAQQRRYaEdMiojkimocMGdJjhTUzs3crI3C0Aq0RcWcav4IskDzTdgkqfS9N0xcDI3LzD09pZmZWgroHjohYAiyStHVKGkvWQdRsYGJKmwhcnYZnAxNS66pdgedzl7TMzKzOqu4BsIdNAS6RtB6wEDiKLIjNkjQJeBI4NOW9DtgfaAFeTnnNzKwkpQSOiLgPaO5g0tgO8gZwdM0LZWZmVfGT42ZmVogDh1mNSRoh6SZJ8yU9LOnYlN7h2xLMGp0Dh1ntrQaOj4gxwK7A0ZLGUPltCWYNzYHDrMYi4umI+EsafpHsFTvDqPy2BLOG5sBhVkeSmoAdgDup/LaE9vP4rQjWUBw4zOpE0gbAr4GvR8QL+WmdvS3Bb0WwRuPAYVYHktYlCxqXRMSVKbnS2xLMGpoDh1mNSRLZ26AXRMRPcpMqvS3BrKGV9eS4WV+yO3Ak8KCk+1Lat4Ef0PHbEswamgOHWY1FxK2AKkx+z9sSzBqdL1WZmVkhDhxmZlaIA4eZmRXiwGFmZoU4cJiZWSEOHGZmVogDh5mZFVJa4JDUX9K9kq5N46Mk3SmpRdLlqVtZJL0vjbek6U1lldnMzMo94ziW7PXSbX4InBERWwErgUkpfRKwMqWfkfKZmVlJSgkckoYD/wz8Io0L2Au4ImXJ902Q77PgCmBsym9mZiUo64zjTOCbwFtpfBDwXESsTuOtZB3dkL4XAaTpz6f87+I+C8zM6qPugUPSZ4GlEXFPTy7XfRaYmdVHGS853B04QNL+wPrARsBZwABJ66SziuHA4pR/MTACaJW0DrAx8Gz9i21mZlDCGUdEnBgRwyOiCTgMuDEijgBuAg5O2fJ9E+T7LDg45e+wpzQzM6u9RnqO41vAcZJayO5hnJ/SzwcGpfTjgBNKKp+ZmVFyfxwRcTNwcxpeCOzcQZ5XgUPqWjAzM6uokc44zMysF3DgMDOzQhw4zMysEAcOMzMrxIHDzMwKceAwM7NCHDjMzKwQBw4zMyvEgcPMzApx4DCrA0nTJS2V9FAubaCkOZIeTd+blFlGs2o5cJjVxwxgXLu0E4C5ETEamIvfw2a9hAOHWR1ExC3AinbJ+d4t871emjU0Bw6z8gyNiKfT8BJgaEeZ3LulNRoHDrMGkPqY6bCfGfduaY3GgcOsPM9I2gwgfS8tuTxmVXHgMCtPvnfLfK+XZg3NgcOsDiRdCtwObC2pVdIk4AfA3pIeBT6Txs0aXt17AJQ0AriQ7EZgANMi4ixJA4HLgSbgCeDQiFgpScBZwP7Ay8CXI+Iv9S632ZqIiMMrTBpb14KY9YAyzjhWA8dHxBhgV+BoSWOo3KZ9P2B0+kwGzql/kc3MrE3dA0dEPN12xhARLwILgGFUbtM+HrgwMncAA9puKJqZWf2Veo9DUhOwA3Anldu0DwMW5WZrTWlmZlaC0gKHpA2AXwNfj4gX8tM6a9PeyfL8kJSZWR2UEjgkrUsWNC6JiCtTcqU27YuBEbnZh6e0d/FDUmZm9VH3wJFaSZ0PLIiIn+QmVWrTPhuYoMyuwPO5S1pmZlZndW+OC+wOHAk8KOm+lPZtsjbss1L79ieBQ9O068ia4raQNcc9qr7FNTOzvLoHjoi4FVCFye9p057udxxd00KZmVnV/OS4mZkV4sBhZmaFOHCYmVkhDhxmZlaIA4eZmRXiwGFmZoU4cJiZWSEOHGZmVogDh5mZFeLAYWZmhThwmJlZIQ4cZmZWiAOHmZkV4sBhZmaFOHCYmVkhDhxmZlaIA4eZmRXiwGFmZoWU0ed4t0gaB5wF9Ad+ERE/KLlIfcZTp3607CLU3ciTHqzLelyvrTfqFWcckvoDPwP2A8YAh0saU26pzNaM67X1Vr0icAA7Ay0RsTAiXgcuA8aXXCazNeV6bb1Sb7lUNQxYlBtvBXbJZ5A0GZicRldJeqROZStiMLC8jBXr9IllrLYnlLPNTlZXObbogbV0Wa/BdbsrvbRul7a9uqjbVdXr3hI4uhQR04BpZZejM5LmRURz2eXoTbzNXLfXRr19e/WWS1WLgRG58eEpzaw3c722Xqm3BI67gdGSRklaDzgMmF1ymczWlOu19Uq94lJVRKyWdAxwA1mzxekR8XDJxeqOhr7c0KDW2m22FtVrWIv/TjXSq7eXIqLsMpiZWS/SWy5VmZlZg3DgMDOzQhw4OiHpTUn3SXpI0jWSBlQxz23dXNeB3XlqWNKq7qyvp6Xyh6SPlF2WrjTKNiuL63X1XK875sDRuVciYvuI2BZYARzd1QwR8YlurutAstdO9FaHA7em7zUmqVc03OilXK+r53rdAQeO6t1O9qQvAJK+IeluSQ9IOiWXvqqKPBNS2v2SLpL0CeAA4MfpSHDL9Lle0j2S/tR2xJOabt4u6UFJ36/LL++CpA2ATwKTyJqUImlPSbdI+q2kRySdK6lfmrZK0hmSHpY0V9KQlH6zpDMlzQOOldQk6ca0reZKGilpY0lP5pb1QUmLJK3bm7ZZA3G9rsD1uhMR4U+FD7AqffcHfgWMS+P7kDWnE1nwvRb4p3bzdJgH2Ab4GzA45RuYvmcAB+fWPRcYnYZ3AW5Mw7OBCWn46Lb1lbydjgDOT8O3ATsBewKvAh9K229O2+8DAjgiDZ8E/DQN3wz8PLfca4CJafgrwG/S8NXAp9Pwv5C9VbZXbTPX68b/G7led7Jtyv7jNPIHeBO4D1gG3AL0T+mnA0+kafcBLcCkNG1VZ3mAKcBpHazr7R0M2AB4JTfvfcCCNO1ZYN00vFGD7GDXAnun4a+l374ncEsuz1eAM3PbdZ00/CHgvjR8M7BHbp7lud+6LrA8DX8RODcNXwXs3du2met14/+NXK8rf9aK62019EpEbC/pA2QPaR0NnE12tPVfEXFeJ/N2mEfSlCrW2w94LiK2rzC9YR6+kTQQ2Av4qKQgOwoL4Le8t5yVyp1Pf6mK1c4G/jOteyfgRuCD9JJt1gBcr7vget053+OoQkS8THbEcbyym1s3AF9J10CRNEzSpu1mq5T/2SblAAABVElEQVTnRuAQSYNS+sCU/0Vgw7S+F4DHJR2S8kjSdinfn0nXW8lOpct2MHBRRGwREU0RMQJ4HPgUsHO6DtuP7NT71jRPvzQfZEdZt7ZfaHIb7/6tfwKIiFVkr+s4C7g2It7sZdusIbhed8r1ujNlnw428od2p35k1yaPTMPHAg+mz+3Alin9xVz+SnkmAg8B9wMzUtruwHzgXmBLYBRwfcozHzgp5RuVlvUg8P32ZSxhG91EukaeS/sasIDsMshvgUeAc4F+bdsV+EnaBjcCQ1L6zUBzbjlbpOkPkF3nHZmbdjDZ0dYeubResc3K/rheu16v6cevHOlB6WjrLxGxRdllKZukPYH/iIjPdjBtVURsUP9SWXe4Xr/D9TrjS1U9RNLmZNH/9LLLYtZTXK+tIz7jMDOzQnzGYWZmhThwmJlZIQ4cZmZWiAOHmZkV4sBhZmaF/H958q00KlmOSAAAAABJRU5ErkJggg==\n",
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\n",
       "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
+       "<Figure size 1440x504 with 2 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -1392,7 +1321,7 @@
     "<br>\n",
     "<br>\n",
     "\n",
-    "## 1) Statistical (A-posteriori) bias \n",
+    "## 1) Statistical bias \n",
     "\n",
     "##### The \"error\" between from where you are to where you CAN be.\n",
     "\n",
@@ -1412,20 +1341,7 @@
     }
    },
    "source": [
-    "# Visualising these two types of bias\n",
-    "\n",
-    "![](images/bias5.jpg)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "slideshow": {
-     "slide_type": "subslide"
-    }
-   },
-   "source": [
-    "# Errors in project decisions (Bias a-posteriori)\n",
+    "# Statistical bias: Errors in project decisions\n",
     "\n",
     "<br>\n",
     "\n",
@@ -1462,7 +1378,7 @@
     }
    },
    "source": [
-    "# Societal bias (Bias a-priori)\n",
+    "# A-priori bias: Bias introduced through societal or scope diversions\n",
     "\n",
     "<br>\n",
     "\n",
@@ -1508,15 +1424,15 @@
     "<br>\n",
     "<br>\n",
     "\n",
-    "* To assess whether you have bias\n",
+    "* To identify and evaluate undersired biases\n",
     "\n",
     "<br>\n",
     "\n",
-    "* For compliance of processes\n",
+    "* For definitions of regulatory demands (GDPR)\n",
     "\n",
     "<br>\n",
     "\n",
-    "* For definitions of regulation (GDPR)\n",
+    "* For compliance of processes\n",
     "\n",
     "<br>\n",
     "\n",
@@ -1561,37 +1477,11 @@
     }
    },
    "source": [
-    "# Tackling undesired bias through tools and humans\n",
-    "\n",
-    "<br>\n",
-    "\n",
-    "## Focusing on process and best practices\n",
-    "\n",
-    "* In cybersecurity it's impossible to avoid all hacking attacks, but best practices help mitigate\n",
-    "* Similarly, it's impossible to avoid all undesired bias, but it's possible to mitigate by having the right experts at the right touchpoints\n",
-    "\n",
-    "<br>\n",
-    "\n",
-    "## Using the right tools with the right domain experts\n",
-    "\n",
-    "* There are numerous techniques at the disposal of data scientists to analyse datasets and evaluate models\n",
-    "* These should be use in conjunction with domain experts to understand explanatory/predictive modelling\n",
-    "\n",
-    "<br>\n",
-    "\n",
-    "## Ensure humans are leveraged\n",
-    "\n",
-    "* In some use-cases the level of scrutiny is higher due to the critical nature of the project\n",
-    "* In those cases, the level of human review may be higher, and it may be necessary to have human-in-the-loop processes\n",
+    "# Remember our workflow? Let's add three new steps:\n",
     "\n",
     "<br>\n",
     "\n",
-    "\n",
-    "<br><br><br>\n",
-    "\n",
-    "<hr>\n",
-    "\n",
-    "<br><br><br>"
+    "<img src=\"images/mlall.png\" style=\"width=100vw\">"
    ]
   },
   {
@@ -1602,11 +1492,18 @@
     }
    },
    "source": [
-    "# Remember our workflow? Let's add three new steps:\n",
+    "# Augmenting the data science workflow\n",
     "\n",
     "<br>\n",
     "\n",
-    "<img src=\"images/mlall.png\" style=\"width=100vw\">"
+    "<img src=\"images/gml.png\" style=\"width=100vw\">\n",
+    "\n",
+    "\n",
+    "<br><br><br>\n",
+    "\n",
+    "<hr>\n",
+    "\n",
+    "<br><br><br>"
    ]
   },
   {
@@ -1617,57 +1514,41 @@
     }
    },
    "source": [
-    "# Mitigating undesired bias through three steps\n",
+    "# The Explainability Tradeoff\n",
     "\n",
     "<br>\n",
     "\n",
-    "## 1) Data analysis\n",
-    "\n",
-    "* Class imbalances\n",
-    "* Protected features\n",
-    "* Correlations\n",
-    "* Data representability\n",
+    "## Introducing fail-safe mechanisms, removing features, and using simpler models may have an impact on accuracy\n",
     "\n",
     "<br>\n",
     "\n",
-    "## 2) Model Evaluation\n",
+    "## Not all usecases demand the same level of scrutiny\n",
     "\n",
-    "* Feature importance analysis\n",
-    "* Model specific explainability methods\n",
-    "* Domain knowledge abstraction \n",
-    "* Model metrics analysis\n",
+    "<br>\n",
     "\n",
+    "## The ones that are more critical do require a more strict process\n",
     "\n",
     "<br>\n",
     "\n",
-    "## 3) Production monitoring\n",
-    "\n",
-    "* Thresholds set for evaluation metrics \n",
-    "* Manual human review on critical decisions \n",
-    "* Monitoring of anomalies and out-of-range predictions\n",
+    "## Similar to enterprise software, the overhead to offer accountability and governance is introduced\n",
     "\n",
     "\n",
     "<br><br><br>\n",
     "\n",
     "<hr>\n",
     "\n",
-    "<br><br><br>"
+    "<br><br><br>\n"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {
     "slideshow": {
-     "slide_type": "subslide"
+     "slide_type": "slide"
     }
    },
    "source": [
-    "# Augmenting the data science workflow\n",
-    "\n",
-    "<br>\n",
-    "\n",
-    "<img src=\"images/gml.png\" style=\"width=100vw\">\n",
-    "\n",
+    "# 1) Data Analysis\n",
     "\n",
     "<br><br><br>\n",
     "\n",
@@ -1680,34 +1561,21 @@
    "cell_type": "markdown",
    "metadata": {
     "slideshow": {
-     "slide_type": "subslide"
+     "slide_type": "-"
     }
    },
    "source": [
-    "# The Explainability Tradeoff\n",
+    "#### Points to cover\n",
     "\n",
-    "<br>\n",
-    "\n",
-    "## Introducing fail-safe mechanisms, removing features, and using simpler models may have an impact on accuracy\n",
-    "\n",
-    "<br>\n",
-    "\n",
-    "## Not all usecases demand the same level of scrutiny\n",
-    "\n",
-    "<br>\n",
-    "\n",
-    "## The ones that are more critical do require a more strict process\n",
-    "\n",
-    "<br>\n",
-    "\n",
-    "## Similar to enterprise software, the overhead to offer accountability and governance is introduced\n",
+    "1.1) Data imbalances\n",
     "\n",
+    "1.2) Upsampling / downsampling\n",
     "\n",
-    "<br><br><br>\n",
+    "1.3) Correlations\n",
     "\n",
-    "<hr>\n",
+    "1.4) Train / test set\n",
     "\n",
-    "<br><br><br>\n"
+    "1.5) Further techniques"
    ]
   },
   {
@@ -1718,90 +1586,43 @@
     }
    },
    "source": [
-    "# Many tools available\n",
-    "\n",
-    "\n",
-    "<br>\n",
-    "\n",
-    "* Alibi - Seldon's open source framework for model evaluation and monitoring\n",
-    "\n",
-    "<br>\n",
-    "\n",
-    "* XAI - eXplainableAI - An eXplainability toolbox for machine learning.\n",
-    "\n",
-    "<br>\n",
-    "\n",
-    "* SHAP - SHapley Additive exPlanations is a unified approach to explain the output of any machine learning model.\n",
+    "# XAI - eXplainable AI \n",
     "\n",
     "<br>\n",
     "\n",
-    "* LIME - Local Interpretable Model-agnostic Explanations for machine learning models.\n",
+    "## A set of tools to explain machine learning data\n",
     "\n",
     "<br>\n",
     "\n",
-    "* ELI5 - \"Explain Like I'm 5\" is a Python package which helps to debug machine learning classifiers and explain their predictions.\n",
+    "<img src=\"images/xai.jpg\" style=\"width=100vw\">\n",
     "\n",
     "<br>\n",
-    "<br>\n",
-    "<br>\n",
-    "\n",
     "\n",
-    "## More tools at our \"Awesome MLOps List\" \n",
-    "\n",
-    "https://github.com/EthicalML/awesome-machine-learning-operations\n",
+    "## https://github.com/EthicalML/XAI\n",
     "\n",
     "\n",
     "<br><br><br>\n",
     "\n",
-    "<hr>\n",
-    "\n",
-    "<br><br><br>"
+    "<hr>"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {
     "slideshow": {
-     "slide_type": "slide"
+     "slide_type": "subslide"
     }
    },
    "source": [
-    "# 1) Data Analysis\n",
-    "\n",
-    "<br><br><br>\n",
-    "\n",
-    "<hr>\n",
-    "\n",
-    "<br><br><br>"
+    "## Let's get the new training dataset"
    ]
   },
   {
-   "cell_type": "markdown",
+   "cell_type": "code",
+   "execution_count": 69,
    "metadata": {
     "slideshow": {
-     "slide_type": "subslide"
-    }
-   },
-   "source": [
-    "# Points to cover\n",
-    "\n",
-    "1.1) Data imbalances\n",
-    "\n",
-    "1.2) Upsampling / downsampling\n",
-    "\n",
-    "1.3) Correlations\n",
-    "\n",
-    "1.4) Train / test set\n",
-    "\n",
-    "1.5) Further techniques"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {
-    "slideshow": {
-     "slide_type": "subslide"
+     "slide_type": "-"
     }
    },
    "outputs": [
@@ -1955,7 +1776,7 @@
        "4             0              40            Cuba  False  "
       ]
      },
-     "execution_count": 12,
+     "execution_count": 69,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1974,63 +1795,62 @@
     }
    },
    "source": [
-    "## 1.1) Data imbalances"
+    "## 1.1) Data imbalances\n",
+    "#### We can visualise the imbalances by looking at the number of examples for each class"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 70,
    "metadata": {
     "slideshow": {
      "slide_type": "-"
     }
    },
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "WARNING:root:No categorical_cols passed so inferred using np.object, np.int8 and np.bool: Index(['workclass', 'education', 'marital-status', 'occupation',\n",
-      "       'relationship', 'ethnicity', 'gender', 'native-country', 'loan'],\n",
-      "      dtype='object'). If you see an error these are not correct, please provide them as a string array as: categorical_cols=['col1', 'col2', ...]\n"
-     ]
-    },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 1440x504 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
    "source": [
-    "im = xai.imbalance_plot(df_display, \"gender\", threshold=0.55)"
+    "im = xai.imbalance_plot(df_display, \"gender\", threshold=0.55, categorical_cols=[\"gender\"])"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 14,
+   "cell_type": "markdown",
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
     }
    },
+   "source": [
+    "#### We can evaluate imbalances by the product of multiple categories"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "-"
+    }
+   },
    "outputs": [
     {
      "data": {
-      "image/png": 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gqaee4qSTTqJ169bstNNODBo0CIA33niDV199lcGDBwOFBwjV3g0VVr/1t5lZKRpNDhFxUiPLdy2aDuCcBvrdAdxRT/t0oGJvR/nZZ5/Rvn371Z6pXKz4ltuN3ecqIujduzd//etf611efOtvM7NS+ArpDB144IH84Q9/YNmyZXz88cf88Y9/ZPPNN6dbt251t8SOCF5++eW1bueggw5i3LhxrFq1ipqaGh5//HGgcPvphQsX1iWHFStWMGvWrA37psxso1TRQ1qae+jpvvvuy/Dhw+nbty877LADffr0YZtttuGee+7hW9/6Fj/60Y9YsWIFJ554Yt2tmutz7LHH8thjj9GrVy922WUX9t9/fwA22WQT7r//fs4//3w+/PBDVq5cyYUXXkjv3r2b6y2a2UbCt+zO2Mcff8yWW27J0qVLOeigg7jtttvYZ599Gl/RrB6+ZbdlbV1v2V3RRw55GD16NLNnz2bZsmWMGjXKicHMypKTQ8Z+97vf5R2CmVnJKu6EdLmWyczW5O+y5amikkO7du1YtGiR/6eyshcRLFq0iHbt2uUdim2kKqqs1LVrV6qrq1m4cGHeoZiVrF27dnTt2rXxjmYbQEUlh7Zt29KtW7e8wzAzK3sVVVYyM7NsODmYmVmKk4OZmaU4OZiZWYqTg5mZpTg5mJlZipODmZmlODmYmVmKk4OZmaU4OZiZWUqjyUHSHZLel/RqUdtPJb0u6RVJD0pqX7TsMklzJb0haWhR+7Ckba6kS4vau0malrSPk7RJlm/QzMzW37ocOfwGGLZG22Rgz4joC7wJXAYgqRdwItA7WecWSa0ltQZuBg4HegEnJX0BrgV+HhHdgSXAGSW9IzMzK1mjySEingIWr9H2SESsTGafBWpvHTkCGBsRyyPibWAuMCD5mxsRb0XEp8BYYIQkAYOA+5P1xwDHlPiezMysRFmcczgd+HMy3QWYX7SsOmlrqL0j8EFRoqltNzOzHJWUHCR9F1gJ3JNNOI2+3mhJ0yVN9zMbzMw2nCYnB0mnAkcBJ8fnj15bAOxc1K1r0tZQ+yKgvaQ2a7TXKyJui4iqiKjq1KlTU0M3M7NGNCk5SBoGXAwMj4ilRYsmACdK2lRSN6AH8BzwPNAjGZm0CYWT1hOSpPI4MDJZfxQwvmlvxczMsrIuQ1nvBf4K9JRULekM4BfAVsBkSS9J+iVARMwC7gNmAw8D50TEquScwrnAJOA14L6kL8AlwH9JmkvhHMTtmb5DMzNbb40+JjQiTqqnucEf8Ij4MfDjetonAhPraX+LwmgmMzNrIXyFtJmZpTg5mJlZipODmZmlODmYmVmKk4OZmaU4OZiZWYqTg5mZpTg5mJlZipODmZmlODmYmVmKk4OZmaU4OZiZWYqTg5mZpTg5mJlZipODmZmlODmYmVmKk4OZmaU4OZiZWcq6PEP6DknvS3q1qG1bSZMlzUn+7ZC0S9KNkuZKekXSPkXrjEr6z5E0qqi9v6SZyTo3SlLWb9LMzNbPuhw5/AYYtkbbpcCUiOgBTEnmAQ4HeiR/o4FboZBMgCuAgRSeF31FbUJJ+pxVtN6ar2VmZs2s0eQQEU8Bi9doHgGMSabHAMcUtd8VBc8C7SV1BoYCkyNicUQsASYDw5JlW0fEsxERwF1F2zIzs5w09ZzDDhFRk0z/A9ghme4CzC/qV520ra29up52MzPLUcknpJM9/sgglkZJGi1puqTpCxcubI6XNDPbKDU1ObyXlIRI/n0/aV8A7FzUr2vStrb2rvW01ysibouIqoio6tSpUxNDNzOzxjQ1OUwAakccjQLGF7Wfkoxa2g/4MCk/TQKGSOqQnIgeAkxKln0kab9klNIpRdsyM7OctGmsg6R7gUOA7SRVUxh1dA1wn6QzgL8DJyTdJwJHAHOBpcBpABGxWNJVwPNJvx9GRO1J7rMpjIjaDPhz8mdmZjlqNDlExEkNLDq0nr4BnNPAdu4A7qinfTqwZ2NxmJlZ8/EV0mZmltLokcPGZJ+Bt+QdQqNemHZ23iGY2UbARw5mZpbi5GBmZilODmZmluLkYGZmKU4OZmaW4uRgZmYpTg5mZpbi5GBmZilODmZmluLkYGZmKU4OZmaW4uRgZmYpTg5mZpbi5GBmZilODmZmluLkYGZmKU4OZmaWUlJykHSRpFmSXpV0r6R2krpJmiZprqRxkjZJ+m6azM9Nlu9atJ3LkvY3JA0t7S2ZmVmpmpwcJHUBzgeqImJPoDVwInAt8POI6A4sAc5IVjkDWJK0/zzph6ReyXq9gWHALZJaNzUuMzMrXallpTbAZpLaAJsDNcAg4P5k+RjgmGR6RDJPsvxQSUrax0bE8oh4G5gLDCgxLjMzK0GTk0NELACuA96hkBQ+BGYAH0TEyqRbNdAlme4CzE/WXZn071jcXs86q5E0WtJ0SdMXLlzY1NDNzKwRpZSVOlDY6+8G7ARsQaEstMFExG0RURURVZ06ddqQL2VmtlErpax0GPB2RCyMiBXA/wEHAu2TMhNAV2BBMr0A2BkgWb4NsKi4vZ51zMwsB6Ukh3eA/SRtnpw7OBSYDTwOjEz6jALGJ9MTknmS5Y9FRCTtJyajmboBPYDnSojLzMxK1KbxLvWLiGmS7gdeAFYCLwK3AX8Cxkr6UdJ2e7LK7cDdkuYCiymMUCIiZkm6j0JiWQmcExGrmhqXmZmVToWd9/JTtdVWMb1//0y3Of2FdzPd3oZQtc9OeYdgOSiH7yb4+1kO9OSTMyKiqrF+vkLazMxSmlxWyl3PnvDEE5lucvTAWzLd3obwwhNn5x2C5aAcvpvg72dZkNapm48czMwsxcnBzMxSnBzMzCzFycHMzFKcHMzMLMXJwczMUpwczMwsxcnBzMxSnBzMzCzFycHMzFKcHMzMLKV8761kZtZEsejuvENYJ+r4jdxe20cOZmaW4uRgZmYpTg5mZpbi5GBmZiklJQdJ7SXdL+l1Sa9J2l/StpImS5qT/Nsh6StJN0qaK+kVSfsUbWdU0n+OpFGlvikzMytNqUcONwAPR8TuwF7Aa8ClwJSI6AFMSeYBDgd6JH+jgVsBJG0LXAEMBAYAV9QmFDMzy0eTk4OkbYCDgNsBIuLTiPgAGAGMSbqNAY5JpkcAd0XBs0B7SZ2BocDkiFgcEUuAycCwpsZlZmalK+XIoRuwELhT0ouSfi1pC2CHiKhJ+vwD2CGZ7gLML1q/OmlrqN3MzHJSSnJoA+wD3BoRewOf8HkJCYCICCBKeI3VSBotabqk6QsXLsxqs2ZmtoZSkkM1UB0R05L5+ykki/eSchHJv+8nyxcAOxet3zVpa6g9JSJui4iqiKjq1KlTCaGbmdnaNDk5RMQ/gPmSeiZNhwKzgQlA7YijUcD4ZHoCcEoyamk/4MOk/DQJGCKpQ3IiekjSZmZmOSn13krnAfdI2gR4CziNQsK5T9IZwN+BE5K+E4EjgLnA0qQvEbFY0lXA80m/H0bE4hLjMjOzEpSUHCLiJaCqnkWH1tM3gHMa2M4dwB2lxGJmZtnxFdJmZpbi5GBmZilODmZmluLkYGZmKU4OZmaW4uRgZmYpTg5mZpbi5GBmZilODmZmluLkYGZmKU4OZmaW4uRgZmYpTg5mZpbi5GBmZilODmZmluLkYGZmKU4OZmaW4uRgZmYpJScHSa0lvSjpj8l8N0nTJM2VNC55vjSSNk3m5ybLdy3axmVJ+xuShpYak5mZlSaLI4cLgNeK5q8Ffh4R3YElwBlJ+xnAkqT950k/JPUCTgR6A8OAWyS1ziAuMzNropKSg6SuwJHAr5N5AYOA+5MuY4BjkukRyTzJ8kOT/iOAsRGxPCLeBuYCA0qJy8zMSlPqkcP1wMXAZ8l8R+CDiFiZzFcDXZLpLsB8gGT5h0n/uvZ61jEzsxw0OTlIOgp4PyJmZBhPY685WtJ0SdMXLlzYXC9rZrbRKeXI4UBguKR5wFgK5aQbgPaS2iR9ugILkukFwM4AyfJtgEXF7fWss5qIuC0iqiKiqlOnTiWEbmZma9Pk5BARl0VE14jYlcIJ5cci4mTgcWBk0m0UMD6ZnpDMkyx/LCIiaT8xGc3UDegBPNfUuMzMrHRtGu+y3i4Bxkr6EfAicHvSfjtwt6S5wGIKCYWImCXpPmA2sBI4JyJWbYC4zMxsHWWSHCLiCeCJZPot6hltFBHLgOMbWP/HwI+ziMXMzErnK6TNzCzFycHMzFKcHMzMLMXJwczMUpwczMwsxcnBzMxSnBzMzCzFycHMzFKcHMzMLMXJwczMUpwczMwsxcnBzMxSnBzMzCzFycHMzFKcHMzMLMXJwczMUpwczMwsxcnBzMxSnBzMzCylyclB0s6SHpc0W9IsSRck7dtKmixpTvJvh6Rdkm6UNFfSK5L2KdrWqKT/HEmjSn9bZmZWilKOHFYC346IXsB+wDmSegGXAlMiogcwJZkHOBzokfyNBm6FQjIBrgAGAgOAK2oTipmZ5aPJySEiaiLihWT6X8BrQBdgBDAm6TYGOCaZHgHcFQXPAu0ldQaGApMjYnFELAEmA8OaGpeZmZUuk3MOknYF9gamATtERE2y6B/ADsl0F2B+0WrVSVtD7WZmlpOSk4OkLYEHgAsj4qPiZRERQJT6GkWvNVrSdEnTFy5cmNVmzcxsDSUlB0ltKSSGeyLi/5Lm95JyEcm/7yftC4Cdi1bvmrQ11J4SEbdFRFVEVHXq1KmU0M3MbC1KGa0k4HbgtYj4WdGiCUDtiKNRwPii9lOSUUv7AR8m5adJwBBJHZIT0UOSNjMzy0mbEtY9EPgGMFPSS0nbfwPXAPdJOgP4O3BCsmwicAQwF1gKnAYQEYslXQU8n/T7YUQsLiEuMzMrUZOTQ0RMBdTA4kPr6R/AOQ1s6w7gjqbGYmZm2fIV0mZmluLkYGZmKU4OZmaW4uRgZmYpTg5mZpbi5GBmZimlXOdg1qDne+yedwjrZN85r+cdglmL5CMHMzNLcXIwM7MUJwczM0txcjAzsxQnBzMzS3FyMDOzFCcHMzNLcXIwM7MUJwczM0txcjAzsxQnBzMzS2kxyUHSMElvSJor6dK84zEz25i1iOQgqTVwM3A40As4SVKvfKMyM9t4tYjkAAwA5kbEWxHxKTAWGJFzTGZmG62Wkhy6APOL5quTNjMzy0FZPc9B0mhgdDL7saQ38oxnHW0H/DOrjUnnZLWpcpTpZwmAlOnmykzmn6e/nxl/Pzkl280V/Me6dGopyWEBsHPRfNekbTURcRtwW3MFlQVJ0yOiKu84KoE/y2z588xWpX2eLaWs9DzQQ1I3SZsAJwITco7JzGyj1SKOHCJipaRzgUlAa+COiJiVc1hmZhutFpEcACJiIjAx7zg2gLIqg7Vw/iyz5c8zWxX1eSoi8o7BzMxamJZyzsHMzFoQJwczM0tpMeccKo2kLYBlEbEq71jKmaR+wJeBnYB/A68CUyLiw1wDK1OSOvD5ZzkvIj7LOSRroXzOISOSWlEYgnsysC+wHNiUwkUxfwL+NyLm5hdheZH0DeACCte7zADeB9oBXwT2B14AroiI6tyCLBOStgHOAU4CNgEWUvgsdwCeBW6JiMfzi7D8JEPujyC94/KniCiHi3Mb5eSQEUlPAo8C44FXa/fIJG0LfAX4T+DBiPhtflGWD0kXAL+OiE8aWF4FdIiIyc0bWfmRNBm4C/hDRHywxrL+wDeAmRFxex7xlRtJ3weOA54ivePyFUDAdyLi1dyCzICTQ0YktY2IFaX2MbOWTdKIiBi/luWdgZ0j4rlmDCtzPiGdkeIffUlfknRaMt1JUrc1+9i6kdRd0iRJLyfzfSVdlndc5UgFX5d0eTK/i6QBecdVbtZMDJI2XWN5TbknBnByyJykK4BLgNofsLaAS0lN92vgB0DtidOZwNfzC6es3ULhfM1Jyfy/KDxHxZpA0kBJM4E5yfxekm7KOazMODlk71hgOPAJQES8C2yVa0TlbYuI+EvtTBTqoD4Ca5qBEXEOsAwgIpZQOEFtTXMDcBSwCCAiXqZwzqEiODlk79PkByygbkirNd2ipCxX+3keA/wj35DK1orkqYu1n2UnPj8is/XXKiL+vkZbxQxd93UO2btP0v8C7SWdBZwO/CrnmMrZucAELECQAAANMElEQVTtwO6S/g7U8HlZxNbPjcCDwPaSfgyMBL6Xb0hlbX5yziaSpHse8GbOMWXGo5U2AEmDgSEUhrRN8nDL0iVj9bXmUExbP5J2Bw6l8N2cEhGv5RxS2ZK0PYWEe1jS9ChwbkRk/MCffDg5ZKz4ymhJPYGewJ89UqlpJP13fe0R8T/NHUu5k7QbUB0RyyUdAvQF7nLCtfq4rJS9p4AvJ7cpeBiYDnyNwpXTtv6Ka7jtgCMBP+ujaR4AqiR1B/6XwgO1fkfhSl9bT5J+RXL+plhEjK6ne9lxcsieImKppDOAWyPiJ5JeyjuochUR1xbPS7qWQtK19fdZ8mCt44BfRMRNkl7MO6gy9mjRdDsKIxXn5xRL5pwcsidJ+1M4UjgjaWudYzyVZlMKzxi39bdC0kkUnlp/dNLWNsd4ylpEjCuel3Q3MDWncDLn5JC9CylcAPdgRMyS9AXANzVromTPtvbQvTXQGfD5hqY5Dfgm8OOIeDsZInx3zjFVkm4UbmZYEXxC2lq05CRqrZXAPyJieV7xmNWStITPd1xaAYuBSyPivvyiyo6TQ0Yk/YF6Tk7ViojhzRhORUjGjr8SEb3zjqWcJbd4WNt3s28zhlMRJAnYmcIt5aFwPqeifkxdVsrOdXkHUGmS4cBvSeoSEQsaX8MacFTeAVSaiAhJEyNiz7xj2VCcHDISEU/mHUOF2hJ4TdJfSe5XBRARx+UXUnmp5xYPlo2XJO0dERU54stlpYxJ6gFcDfSiMLwNgIj4Qm5BlTFJh9bXHhFTmjuWcidpP+AmYA8KN9xrDXwSEVvnGliZkjSLwkWuf6Ow4yIKBxX75BpYRnzkkL07gSuAn1O4Q+Np+AaH603SIxExxEkgU7+g8Cjb3wNVFIa0fjHXiMqQpDYRsZLC3Zcrlo8cMiZpRkT0lzQzIvoUt+UdWzmR9GJE7J13HJVE0vSIqJL0Su1JaH/O60/SC5VydLA2PnLI3nJJrYA5ks6lMJphy5xjKkfbJFfy1isi/q85g6kQSyVtQqFW/hMKd7j1Ue36U94BNAcfOWRM0r7Aa0B74Cpga+CnEfFsroGVGUmLgPHU/z9iRMTpzRxS2ZP0H8B7FM43XARsA9wSEXNzDazMSKoGftbQ8ohocFk5cXLISFEd0jKwsRy6NwdJu0TEO3nHUSkk1QC30sARRET8oHkj2jBcVsrOc8A+AJJuiojzco6n3G0Uh+7N5CE+/24+EBFfzTmeclcTET/MO4gNzfXG7BT/mB2YWxSV4xt5B1BBir+bHlJduo1ix8XJITuuz2UoIl7NO4YKEg1MW9PUe+1NpfE5h4xIWgrMpbBXsVsyDZ9fGOP711guJK3i84u0NgOW1i6i8N30RXCW4nMO2dkj7wDM6hMRfp6IrTcfOVhZkTSGwp7vzS49mW04Pudg5eYXFB7P6BPW1qJIelTSnyVVxF1wfeRgZUHS5hGxtPGeZvmQtBOFJxXuFxE35x1PqXzkYC2apAMkzQZeT+b3knRLzmGZASBpM0k9ASLi3YiYUQmJAZwcNjhJYyTdKqliHwqygf0cGAosAoiIl4GDco2oQlRaGaS5SToaeAl4OJnvJ2lCvlFlx8lhw3ONvEQRMX+NplW5BFJ5TgG+B/xH3oGUqSuBAcAHABHxEtAtz4Cy5KGsG0htjTwingeeBx7IO6YyNV/SAUBIagtcQOHGhtYEkjYDdomINyLiXeBdYEbOYZWrFRHxYeFx0nUq5iSujxwy5hp55r4JnAN0oXD7837JvK2nSi+D5GCWpP8EWkvqIekm4C95B5UVj1bKmKRpwEhgQu1DVCS9WskPIrfyIGkGMAh4oui7WfdQKls/kjYHvgsMoXC1+STgqohYlmtgGXFZaQOIiPlrHGq6Rr6ekr2wBvdcIuL8ZgynUlR0GaS5JUOrv5v8VRwnh+y5Rp6N6XkHUIFWK4MA51NBZZDmIukPrH3HpSKeLe2yUsYkbQfcABxG4VDzEeCCiFiUa2C20av0MkhzkXTw2pZHxJPNFcuG5ORgLZqkTsAlQC+gXW17RAzKLSizjYDLShlxjXyDuQcYBxxJYeTSKGBhrhGVmY2lDNLcktLc1aR3XCrigUpODtlxjXzD6BgRt0u6IDlcf1LS83kHVWauyzuACnUncAWFq/i/ApxGBV0e4OSQkYgYk3cMFWpF8m+NpCMpXLS1bY7xlJ1KqYG3QJtFxBRJioi/A1cmw4UvzzuwLDg5ZMw18sz9SNI2wLeBm4CtgYvyDak8VXoZJAfLJbUC5kg6l8JFmlvmHFNmnByy5xp5hiLij8nkhxQO3a3pKroMkoMLgM0pDAm+isIFhqNyjShDHq2UMUkzIqK/pFdqnxst6fmI2Dfv2MqRpG7AecCuFO3M+CTq+iv6btZdFV3blnds1vL4yCF7rpFn6yHgduAPwGc5x1LuKroM0lwaux9Vpey4+MghY8m98Z8GdubzGvkPIsI3OGsCSdMiYmDecVQCSftSuFq/PYUyyDbATyLi2VwDKzOSFgLzgXuBaRQuKKxTKQMAnBysRUtu99CDwpXmy2vbI+KF3IKyjZqk1sBg4CSgL/An4N6ImJVrYBlzcsiYa+TZknQ1hQcl/Y3Py0rh0V/rbmMpg+RB0qYUksRPKVQIfpFzSJnxOYfsuUaereOBL0TEp3kHUsb2Zy1lEFt/SVI4kkJi2BW4EXgwz5iy5uSQvWURcWPeQVSQVynUyN/PO5AytiOfl0H+kwotgzQXSXcBewITKRwtvJpzSBuEy0oZc408W5KeoFDXfZ7VP0+XQpqgkssgzUXSZ8AnyWzxD6golDy3bv6osucjh+z1oVAjH0RRjTyZt/V3Rd4BVIKNoQzSXCJio7hw0EcOGZM0F+jlGnl2JP0H0CMiHk2eSdA6Iv6Vd1zlYo0yyNhKLYNYtpwcMibpIWB0RLhGngFJZwGjgW0jYrfk/kC/jIhDcw6tbGwsZRDLlstK2WsPvJ7cVto18tKdAwygMMqGiJgjaft8QyovG0sZxLLl5JA918iztTwiPpUKoy8ltWEtD64x29CSW3Sv9Tu4Ln1aOu9RZCy5dH4e0DaZfh7wSKWme1LSfwObSRoM/J7CNSRmeXlc0nmSdilulLSJpEGSxlABd2f1OYeMuUaereRGcWcAQyjUyCcBvy73vTIrX5LaAacDJwPdgA8oPB+jNYUh7LdExIv5RZgNJ4eMSXqJpEYeEXsnbXW3SLZ1I2mXiHgn7zgqwcZSBsmDpLbAdsC/I+KDvOPJkstK2VtePIzVNfIme6h2QtIDeQZSATaKMkgeImJFRNRUWmIAn5DeENaskZ+Na+RNUXz/Hz/GsjTDKJRB7k1uDLlmGeT6SiiDWLZcVsqYa+TZkPRCROyz5rSVppLLIJYtJ4eMuEaeLUmrKFy4JWAzYGntInzhltkG53MO2XGNPEMR0Toito6IrSKiTTJdO+/EYLaBOTlkxzVyM6sYTg7ZiQamzczKjs85ZMQ1cjOrJE4O1iL5wi2zfLmsZC2VL9wyy5GPHKxF2ljuX2PWUjk5WIvnC7fMmp+TQ0ZcIzezSuJzDtlxjdzMKoaPHDLiGrmZVRInhw3ANXIzK3dODmZmluJzDmZmluLkYGZmKU4OZk0g6TeSRpaw/qmSfpFlTGZZcnIwawbJs8TNyoaTg1U8Sd+X9IakqZLulfQdSbtJeljSDElPS9o96fsbSTdK+oukt2qPDlTwi2Q7jwLbF22/v6Qnk21NktQ5aX9C0vWSpgMXrCW+XSU9JukVSVNqr5WRdLSkaZJelPSopB2S9isl3ZFs/y1J52+4T882Vk4OVtEk7Qt8FdgLOByoShbdBpwXEf2B7wC3FK3WGfgScBRwTdJ2LNAT6AWcAhyQbL8tcBMwMtnWHcCPi7a1SURURcT/W0uYNwFjIqIvcA9wY9I+FdgvIvYGxgIXF62zOzAUGABckcRhlhkf6lqlOxAYHxHLgGWS/kDh4sQDgN9LdQ/w27RonYci4jNgdu3eOnAQcG9ErALelfRY0t4T2BOYnGyrNVBTtK1x6xDj/sBxyfTdwE+S6a7AuORIZBPg7aJ1/hQRy4Hlkt4HdgCq1+G1zNaJk4NtjFoBH0REvwaWLy+aVgN9ipfPioj9G1j+yfoGV+Qm4GcRMUHSIcCVRcuKY1yF/1+2jLmsZJXuGeBoSe0kbUmhVLQUeFvS8VB3PmGvRrbzFPA1Sa2TPfmvJO1vAJ0k7Z9sq62k3vVtQNKxkq6uZ9FfgBOT6ZOBp5PpbYAFybTvy2XNysnBKlpEPA9MAF4B/gzMBD6k8CN8hqSXgVnAiEY29SAwB5gN3AX8Ndn+p8BI4NpkWy+RnI+ox27AR/W0nwecJukV4Bt8fvL6SgqlrxnAPxt7r2ZZ8u0zrOJJ2jIiPpa0OYUjgNER8UIOcfwWuCgiFjb3a5utLycHq3iSfkdhlFE7CqOC6ivtmFkRJwczM0vxOQczM0txcjAzsxQnBzMzS3FyMDOzFCcHMzNLcXIwM7OU/w+kIz+0//jPgAAAAABJRU5ErkJggg==\n",
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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 1440x504 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -2046,51 +1866,66 @@
     }
    },
    "source": [
-    "## 1.2) Upsampling / Downsampling"
+    "#### For numeric datasets we can break it down in bins"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
-   "metadata": {
-    "slideshow": {
-     "slide_type": "-"
-    }
-   },
+   "execution_count": 34,
+   "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING:root:No categorical_cols passed so inferred using np.object, np.int8 and np.bool: Index(['workclass', 'education', 'marital-status', 'occupation',\n",
+      "       'relationship', 'ethnicity', 'gender', 'native-country', 'loan'],\n",
+      "      dtype='object'). If you see an error these are not correct, please provide them as a string array as: categorical_cols=['col1', 'col2', ...]\n"
+     ]
+    },
     {
      "data": {
-      "image/png": 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       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 1440x504 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
    "source": [
-    "im = xai.balance(df_display, \"gender\", categorical_cols=[\"gender\"],\n",
-    "                upsample=0.5, bins=5)"
+    "im = xai.imbalance_plot(df_display, \"age\" , bins=10)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "## 1.2) Upsampling / Downsampling"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
-   "metadata": {},
+   "execution_count": 105,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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tTysrK1XyqajYCxfvYlcoKkdHh7+8ALWDgz3LX1hAi2aNtC/80B3XOzs5qkoVXx07fuoudgWUD8x9xUOoBQAAAAAAAMOxvv0uAIzAy7OCWgU0VZeObSzdCgAYhoO9verUqqGmjetbuhWg3HF2clRFL09LtwGUK8x7uNfYWroBlA1uri7q2rmdatbwk7OTo6Z+8a0kyd3NVT4+FXX6zFllZnL3mbLIr1oVvfz8k2rZookkKUdS18D7JOXewvff/3pB7378pbbv3GfBLlGQ4UP7qV/vbqpZw0+OTg7q0f9+Sbl3ixo8oLd+WbRS0WfPW7hLFMSvamX16dUl9/g5OuiVNz6SlHu5ad06/toXfkgpKakW7hLmVPTy1HNPT1C3zu1kY2Od57OzeZOGevG5JzTty++4ZLSMGtS/l/r17qqa/n5ydHRU36EPS5Lq1PZX/z7dtGjZb3/p0g2UHAcHez36yBj169NNFb0q5Pnda9ywrsY/dJ++/d/POnLspEX7hHmtAprmfm/xz533xj0xRZJU3a+K2rZqoZDfwxQfn2DhLmEO857xMfeZR6gF9evTTS/+/Qk5OjrIyspKOTk5plCrko+3Zs34jz6Y9hV3PSyDKvv66Jsv35ezs5NW/bZRvpW81SqgqWn7/ohI2Vhbq3f3zoRaZYyNjY2mffCa2rRspuTkFKVnZMrV1dm0PSY2TkGDA3U1MUnfz55vwU5RkAfHDNOTEx6Qjc2ftzO/wcHBXv9595+a9uV3WrR0jaVaRAG8PCvo++kfqWJFT4Vt260KHm5q3LCeafuByCPy8a6o3j068eW+jLGxttaH77ysju1aKT0jQ2lpGXJ2cjRtj7t4SaNHDFZqalq5WSDXSJydHPXV5++pbm1/HT9xWsnJKapRvapp+/GTZ9S6ZVOdOt2VUKsM+sffn9CwwYGysrJSVlaWrK3/vOgnLS1DL0x+VI6ODpq7YIkFu4Q5zHvGxtxXOC4/LOdaBTTVv16erNi4i3rz3U+1dMW6PNuPHj+pU2fOqlvndhbqEIV5dNwYuTg7a+Kzr+m9//xXe29Z0DM7O1v7Ig6pCacXlzkPjg5S21bNNWtOsAaM+JuWrFibZ3tiUrL27T+k9m0CLNQhCtO9S3s99fhDCj9wWBP//pp+/mVpnu3RZ88r6ugJdevEZ2dZ9Oi40apY0VMvvPyOXvrXB9q6Y2+e7VlZWdobflABzRpbqEMU5P77hqpT+9aau2Cp+g59RAuXrs6z/erVJO2POKQO7VpaqEMUZvxD96lubX99MHW6Hn78Ba3f9Eee7Wlp6dqz76DatGpuoQ5RkCED+2j4kL5avzFUQWMe1+y5C/Nsj7t4SREHo9SpfSsLdYjCMO8ZG3Nf4Qi1yrmHHxiuK1eu6snJr2r9pj8Ud+lyvn2OHD2p2jWrW6A73E77Ni20acs2RUYdK3Cf2AsX5VOR9SrKmn6B3RRxMErfzZ6v7Oxss3fVO3c+VpV9fSzQHW5nzKjBOh9zQc+//I7CDxxWSmpavn1OnDyT5wwElB2d2rfWlj92aMfu/QXuE3vhory9vUqxKxTFgMDuOhh5VNO//VFZWVlmPzujz8Xw2VlG9ezWQdt37tPy62f/mzt+MTEXVMm7Ymm3htsYNrivTpw8o7fe/1wXL8WbPXZnos+pWtXKFugOt8O8Z2zMfYUj1CrnGjespy1hO5SUnFLgPrFxF+XlVaEUu0JRebi763zshUL3yc7OkYODfSl1hKKqVsVX4QciC93namKiPNzdSqkjFEf9OrW0dfseZWRmFrjPxUuX5eXJZ2dZ5OVZQaejzxW6T2ZmppwcHUqpIxSVX7XK2h9xqNB9EhIS5c5nZ5nk41PxtpcVpqSmyeWmy/FRNtTy99OO3fvN/mP6hkuXr8jT06MUu0JRMe8ZG3Nf4Qi1yjkHe7vbLmLs6uKsnOyCJzBYTsLVq6riW6nQffxrVFPcxfxn4MGy0jMy5eJS+Jd230o+SkpKLqWOUBzW1tbKvFb4zTM8PNxvuw8sIzEp6bZngvhVq6JLl6+UUkcoqozMa3J2cip0H99K3kpO5gYNZVFqapo8K7gXuk/VKpWUkJBYSh2hqLKzs2Vra1PoPhUreiotNb2UOkJxMO8ZG3Nf4Qi1yrmY2DjVr1ur0H0aNairM9x9rUzas++AunZqW+CpprVr1lD7tgHasavgU41hGUeOnlC71i1ka2v+fh3Ozk5q16aFDh4+UsqdoSjOnotRk0aFr1XXrEkDnTwVXUodoTj2R0Sqa6e28qxg/oyCalV91bFdK+3ed6CUO8PtHD12Um1aNzfdoOFWTo6Oate6hSKjjpZyZyiKQ5FH1alDGzk5Oprd7uVZQR3atbrtmcwofafOnC10vSUbGxu1atFER46fLL2mUGTMe8bG3Fc4Qq1y7vc/dqhliybq0qmt2e19e3dTg3q1tWnLtlLuDEXxw8+LZGVtpa8+e1eBvbrI3c1VkuTj7aXAXl009YPXlJGRwV1oyqClK9ersq+PXn9lcr4v987OTnrtxWfk7uaqxct+s1CHKEzI5jA1blhXw4f0Nbv9/lGD5V+9mtZvDC3lzlAUcxcskYOjg/77yb/VtnULOdjbSZLs7GzVtnUL/efdV5WjHM275QYAsLzlqzeoauVKevUfT8nezi7PNgcHe70yZaI8PNy0ZPnaAp4BlrRg0QpV8HDT1PdflV+1Knm2+VWronffmCIHB3stWLjCQh2iIGvWbVbtWjX05ISxZrc/9fjD8q3krVW/bSzdxlAkzHvGxtxXOKsOPYdzXVk55u7uqtkzpsm7oqd+W/+7PDzc1aFtgD76dIYCmjVSYK8uiomN0/gn/2F2IWRYXs9uHfWvl5+Rg33uullWVlam9Q7SMzL05nufacsfOyzZIgrw+suT1T+wuzIzM3U1MVlenh46dPiY6tSqIQcHey1e/pv+89k3lm4TZjg6Ouj76R/Jv3o17dl3QDa2NmrepKH+NydYAc0aqWWLJjpy7KQef+afusYliGXS0EF9NGXy47Kxyf/3vezsbL0/dbpWr91kgc5wO//+1wvq3aOTUtPSlZiYJB9vL+0LP6T6dWvJ2dlJK9eE6L3//NfSbaIAj4+/X+MfGqWcnBxlZl6TnZ2triRcVQUPd1lZWWnG93P1w88Lb/9EKFU2Njb6cupbat60oc6dj1V6eoZq1ayu1Ws3qXnThqpWtbK279yn5195x9KtogDMe8bG3FcwQi2oahVfvf3a82rcsK5pLCcnR1ZWVjoYeVSvvzNNMbFxFuwQt+Nd0VNDBwWqaaP68vBwU1JSig4citKiZWtYT6uMGzKwj8aMGKRaN91h9PSZc/o5eKmWrlhnwc5wOx7ubnrp+Ynq3qWdrKys8mzbtGWbPpz2la4mJlmoOxSFf/VqGjlsgJo0qi8Pd1clJ6co4lCUflm0kktHy7hRwwZo9IhBee60FhMbp5+Dlyl40UoLdoaiaNu6hUaPGKgmjerL3c1VySmpOnAwSj8HL9OOXfss3R4KYG9npycfHaugwX3zLCienp6hRct+09ffz1FmJn/IKcuY94yNuc88Qi2YNG5YV00bN5CHu5uSklN04GCU9rOmAVAqnBwd5e7uqqTkFCUXcjdSlD0+3l7Xvxxe/+w8FMUfAoBS4u7uavrdi49PsHQ7QLlgY2OjurX9TX9IPXrsZKF3AwZwdzH35UWoBQAAAAAAAMMxf9stlHsuLs5q1qSB0tPStWf/QUu3gwLUqe1f5H2PHT9Vgp2guFxcnOXl6aHzMXF51lzqH9hd3Tq3U1pauhYsXKHIqGMW7BK4N9WtXVNNGtXTuo2hpjMjHRzsNWXyY+rWub1S09I0Z94i/bpktYU7Be4tvpW85V+jmvZHRCotLV2SZG1trXFjR6pbl3ZKTUvT3PlLtCVsp4U7Be4tzHu4lxFqlXNDBvbRgMDueuWNj0xrv9StXVOffvS6PCu4S5LCDxzWcy/9W+kZGZZsFWb88M0006Lwt9Ml8L4S7gbFMemxh9Q/sLsGjfybbmRaI4P66/lnHjWtz9Sjawf9beKLOnXmrAU7hTnPP/NokfbLycnRZ/+dWcLdoLgeHjtcLZs30ZIVf94laNJjD2lQ/15KT8+Qs7Ojnn/mUZ0+c047du+3YKe41Y/fflKk/XIkPfL4CyXbDIrtsXFj1K1zOw0cOcE0Nv7BkXp03BjT42aNG+jJZ1/VwcjyeWv6surjd/9ZpP1ycnL08usflnA3KC7mPWNj7iscoVY517d3Vzk4OORZzPiZiY/Is4K71m7YIi/PCmrdsqmGDemr+b8ut2CnMOeXRSvNhlquri5qVL+OatWsrm079hKKlEEtmjbUrj3hSk//Myx+cMwwXbp8RW+9/5kqelXQv156Rg+MHqoPp31lwU5hzqhhAwrdfuNmG4RaZVOj+nW0e2+E6bGNtbUG9uupyKhjeur51+Xu5qZZM6bqvhGD+HJfxnh7e5md95ydnWRnm/u1NikpWVnZ2aXdGoqgaeMG2rF7v7KyskxjI4MG6Ez0OT338juq6OWpzz56XWNGDdGb735qwU5xq84dWhe6/eZ5D2UP856xMfcVjlCrnKvhV1Vh23ebHru7uap1y2ZauSZE70+dLkma+dXH6tu7G6FWGXS7fyyPGTlYEx6+T598+V0pdYSi8vb20q6bvlz416gm30re+uq7n7Rn3wFJuWdqtWzexFItohAPPfa82XE3Fxc1alhXDz8wXLv2RmjWnOBS7gxF4eVZQRfiLpkeN2xQVy7OTlq87Delp2coLv2Sfv9ju9q1CbBglzBnwPDxZsetrKxUt7a//v7U35SZeU3/eO390m0MReLlVUGhW/+8tLB+3VqqUMFd/5vzi2Ji4xQTG6ff/9ih5k0bWrBLmNN78INmx91cXdSoQV09+ehYHT1+Sh/xh7gyiXnP2Jj7Cmdt6QZgWR7urrocf8X0uHnThrKSFPL7VtPYnn0HVbVKJQt0h79q/q/LdezEaU16/GFLt4JbODo4KD093fS4edNGysnJ0fade01j0Wdj5OPtZYn2cBsnTp4x+9/+A5Ga/+tyPTH5VXXu0Eb16tSydKsogI3Nn1+BWjTL/f3bve/PoDk+PkFe1y/DR9mXk5OjI8dO6sXXPpB/jWoa/9AoS7cEM2xtbZSd/efZBs2bNlROTo527gk3jcVeuKiKXp6WaA+FSEtLN/tf3MXL2hy6Xc+88KbatGyuwQN6W7pVFIB5797D3JeLUKucS0xKkYe7m+lxyxZNlCNpf0SkaSw7O0sO9vYW6A53w6HDR9U6oKml28AtLl66rBrVq5ked2gboOSUVB05dtI05urqwlp2BnXufKx+D92usaOHWroVmBETG6fGDeuZHnfp1EZxFy/r7LlY05h3RU9dTUy2RHv4C1LT0rRtx14NCOxu6VZgRlzcJdW96SY3Hdu3UkJCok6eijaNVajgrpSUVEu0h78g/kqC/ti6U8OH9LN0KzCDee/eVt7nPi4/LOdOnY5W5w5tNN1ljnKys9W7R2dFHj5muiuGJFWpXEmXbjqbC8bi5VlB9vZ2lm4Dt9i994D6BXbT8CF9lZ6RqS4d22rTlm15rpevVtU3z6niMJZLl+PVo2sHS7cBMzZsDtOEh+/Tv//1gjIyMtS8SUP9smhlnn38a/jp3PnYAp4BZVl6Roa8Ocu1TPpj227dN2KQJj3+kDIyMtWuTYBWrg7Js08Nv6qKuRBnoQ7xV1xNTFaVyj6WbgNmMO/d+8rz3EeoVc79snil3n/zRS2Z/62yrl2Ti4uzvp01L88+jRvWU9TRExbqEH9Fz24d1btHJx06fMzSreAWs+f+qh5d22vKs4/LyspKqWnp+v6H+abtzk6OCmjWWCvWhBTyLCjLApo35myDMmreL0vVsV0r9e7RSZJ07MRpzfxhgWl7ZV8fNW5YVz/+vMhSLeIOubg4q1vndrp48bKlW4EZP85bpG6d2+mhMcMk5Yb/383+c+6r4OGuZk0a6JdFqyzVIu6Qra2tOrQLUMLVpNvvjFLHvHdvK+9zH6FWObfp92367L8zFTS4ryTpp/lLtGL1BtP2li2ayMvTQ9t37rNUiyjErBlTzY7bWFvLx7uiXF2dlZ2drW//93Mpd4bbOXc+Vg8++px69+gsSdocul3nYy6Ytlf3q6plq9Zr9dpNlmoRhahfr7bZcVsba1Xy8daQgb3VsH4drfptY+k2hiJJSU3T48+8onp1akrK/XKffdMdg6ysrPSvf0/TgUNHLNQhCnL/qCFmx21sbORbyVs9u3WUZwV3fT97gdn9YFnx8Ql68NHn1P76YtS79kbkuTrA09NDX333k/7YtstSLaIA3bu2Nztua22jSpW81T+wu/yrV8t39g/KBuY9Y2PuK5xVh57Due8qYFC/Lf3R7O1dc7JzlJiUpIORRzQveLkOHT5qge6Ae1fouuBCb1tuZWWlyKhjev6Vd3SVv1oDd82N3z0rKyuz2zMyMrVw6Rp9+fWs0m0MuMcVNu/d+H3ctGWb3nrvM2VkZpZma8A9j7mvcIRaAAAU0+SJ48x+uc++KVDetSfCTCWAv6JT+9Zmx7NzspWYmKxjJ04pLS3d7D4A7tyoYQPMz3s5OUpMTNKhw0fzLDoO4O5h7iscoVY541nB445r468k3MVOcDfUqe2v9LR0RZ+LsXQruI1xY0feUV1OTo5++HnhXe4GKF8++/iNO6rLycnR8y+/c5e7AcqPl1+YeGeFOdJHn359d5sByhHmPZQnrKlVziwP/r7QS2YKkiOpa+B9d78h/CU/fDNNS1eu00ef8MWvrHtiwgN3VEeoVTY9/8yjOnk6WouWrrF0KyiCtq2a31HdncyXKFk/fvuJduzery++mmXpVlAEQwf2uaO6nJwcQq0y5uN3/6mDkUc0a06wpVtBETDv3VuY+wpHqFXOrN/4h3LEh9W9IuFqYp4FVlF2/f3Fty3dAu6iYYP7at6vyyzdBoqoa9/Rlm4Bd0nVqr7K2Mp6PUYx+pGnLd0C7pJ2rZvr+InTlm4DRcS8d29h7iscoVY588a7n1i6BdxF+yMi1bhhPUu3gSLYuSfc0i3gLoq9ECcPdzdLt4EiuvkOTzC2k6fOqkplH0u3gSJijaV7R/S5WPl4e1m6DRQR8969hbmvcNaWbgDAnftm5s9qUL+2xo4OsnQrQLmybmOo2rcJkLOTo6VbAcqVhUtXq3PHtqpRvaqlWwHKlZVrQtSxfStV9PK0dCtAucPcVzgWigcM7NlJ41W3tr9aBTTV2XOxijxyTJcvX8l3PXxOjsrtLV6BkmBvZ6ep778qJycnTf/2Rx06fLRc33XGyLw8K8jH20v29nZmt4cfOFzKHaEw9evV1mPjxqhF04ZasGilDkUe1aXL8WYXVog6crzU+0PxuLu7yt7O/O/exUvxpdwNClPBw12vvvi0avn76X9zgnXocO7vnrlfvquJ/8/efYfXdP9xAH/fRAbZUxAjxAqZdu2iiNYOajR2q0ZbLX4trWqp0lJq75o1i9rEFopIgthiRWTvLeP8/qC3IkMS5HvPPe/X8/yex7nnmz7v3xPXST73nO87ufQDUpHxuic/vPYVjkMtAgDUcKiCJo3cYWNtCb38friQJPz6+4rSD0aF8vUp2madkiShBTf61zgWFmbw7t8LTRu5wdraCvp6eZ8IlySgdae+AtJRYXz2bIBKRwVDAwP1EDk94+mzb9gLJElCh66DRESkV2jgXh+ffToU1atVLnQd/+3ULL4+2yFJElQq1Ss3NOb3TjNVq2qPUcMHoqGHMwz09fNdw4IizVPU9x6/d5qL1z354rWvcNxTizDpi0/wgWc79ZtEpVKpz7345uFQS/N4j/xKdAQqIWsrC6xcNAvWVhZ4GBKKsoYGiIiKQXZWFuzsbKGjUiH4/iMWAWioR4+fvDy/IhlxquOIuTO/RWJSMnbtOYweXTvi8tUbCHkcBlfnOqhsXxFnzvkh+N5D0VHpJZu372E7l4xVqVwRyxfMhK6uDgIuX0ezxu4Ivv8I8fEJqOVYHSYmRgi4fA2R0TGio9JLTpw+j3xvyyJZ4HVP3njtKxyHWgrXo2tHdO3SHj4nfLF9534snT8D23cdwInT/8DDrT4+9OoK33MXsWrdVtFRKR937z0QHYFKaOigPrC2ssCXX8/Aeb9A+Ppsx979Pli9fhvsyttg0vhPYGNtha8m/yQ6KuVj6KiJoiPQa/iofy9kZmVh2KcTERkVgx5dO8LP/wpWr98GlUqFkUM+hFcPTyxesV50VHrJgqVrRUeg1zBkoBcM9PUx7NNJuHvvAXx9tuPEqXNYvX4bypU1xJfjRqBRA1dMmzlfdFR6yeRpv4iOQK+B1z1547WvcNwoXuHe7/QuHoeGY+r039TPTyckJCLg8jWsWrsF476aijYtm6FubUfBSelfpw5tgfeAXqJj0Gtq0sgNF/wu47xfYJ5z4RFRmPz9LyhXrixGDO4nIB3lp3OHNqhRvaroGPQGODvVxpmzFxEZ9d/dICqdZz8SSZKEZas3ISQ0DCOHfCgqIr1g8oTRaPFOI9Ex6A3wcKsP33/8cn8o9/wJgdS0dPz062KkpqZi5ND+YgJSLkMHecHNxUl0DHoDeN2TH177io5DLYWrWsUeF/2v5HpNV1dX/efrN+/i7PlL8OrhWdrRqAC6urrQ1eFbV+6srCwQfP+/W7xzcnKg/8LeIqlp6bjgF4hWzRuLiEf5mDJpDFrz+6EVjI2NEB4RpT7OzMpCWUODXGsuX70BN5d6pR2N8uHZsS1q1agmOga9AeZmpggJDVMfZ2dnw8BAP9exX0AQmjR0FRGPXjLMuy88XPnvoDbgdU9+eO0rOv5mrHAqFZCcnKI+TkvPgImJca41jx4/QbUq9qUdjUirpaSkoUyZ/54AT0xKgY215UtrUmFhblba0Yi0XnxCIoyNjdSIo0+gAAAgAElEQVTHcXEJqFihfK41uro6MDTMfxNrIiqZxKRklDU0VB8nJCbDrrxNrjWZmZkwNjJ6+UuJ6DXwukfajEMthYuOjoO1lYX6ODw8ErVrVs+1xr6iHTIynpZ2NCKtFh4RBVsba/Vx8L0HaODurK42V6lUaOjhkus2cSJ6Mx49foJKFf/7Yf76zTto3MAV9hXtADxrJm3TshkePw4r6D9BRCXwJCwi1xDr1p17aOThAjNTEwCAgYE+WrzTCGERkaIiEmklXvdIm3GopXA3bt1FrReGWP9cDEC9ujUxoG83VKpYHh90bodWzRvj+q07AlMSaZ9LAVfRwK2++nHfA4dPwsbaEssW/IRRwwdgybzpqOFQBcdOnhWclEj7/HMhAO6u9WDy/FPrrX/tg4GhAf5YPgfLF8zE5jW/w8LcFFv+2ic4KZF2Oe8XCA+3+upHDnftPQwzUxOsXT4H06Z8gQ0rf0OF8jbYe+CY4KRE2oXXPdJmbD9UuJNnzsO5Xm1UsLNFWHgkNmzehXZtmmPU8IEYNXwgVCoVklNSsWTFRtFR6QWd32sDF+e6RV4vSRK+mPTjW0xExbXngA9SUlNhYW6K6Jg4HDhyAnXrOKJn146o5egAADh+6hz+2LBdcFJ6kbGxEcrbWr964QsiIqPfUhoqqV17D+Nq0E1k5+QAeLaPyNTpczFyyIeoU6s6wiOisGz1n9h/6LjgpPSvmo4O6NyhTbG+5sCRE28lC5Xc3/uO4HFoOMoaGiIj4ynOnL2IhcvWYeggL7Rv0xyZmZn4c9vf2Lx9j+io9FwFO9tibxYfeOX6W0pDJcXrnjzx2lc0qqZte0iiQ5BmMTU1Rs+unVCpoh3CwiOx98BRPgKlQXx9ij/kkCQJLTp4vYU09KZZWpjDvqIdwiIiERUdKzoOvcDXZzskqXiXTAlAS773iF5LSd57AHjdkxFdHR1YWpojOiauRN9rejt43SMSh9e+ouOdWpRHYmIy7w7RcAcOn8DBIydFx6C3IDYuHrFx8aJjUAFSUtNylWsQUem4e+8h7gQ/EB2D3pLsnBx+kKOhIiKjERbOPc6IROC1r2g41CKSoSdhEfALuCo6BhVT5w5tcDv4PoLvPRQdhUpoy/Y9WL1+m+gYVAKTJ4zGSd8LOHP2ougoVAKnzpzne0+mhg7ygv/la3wkTab2HTzG955M8bonf7z2FQ03ilegU4e2wHtAr1yvVa9WBe+921JQIiJlmDJpDFo3b5zrNc/32mDBnGmCEhEph2fHtqhVo1qu14Z+1Aenj/CHRaK3aZh3X3i41sv1Wp+eXbB9w2JBiYiUgdc9UgoOtRRIV1cXujq5v/VtWjXFd1+PE5SISLns7GzhXswNWInozVGJDkCkQMbGRrArbyM6BpEi8bpH2oZDLSIiIiIiIiIikh3uqUUkMz/PWYJbd+6JjkFERFQqAi5fQ1h4lOgYRIoTHhGFJJajEAnBa1/RcahFJDN7DhwVHYFIkZq37y06ApEijflyqugIRIrUa8Ao0RGIFIvXvqLjUIuIqBRJkugERMpVwc4Wbi/sYVfBzhYA4OpcFypV/ruMsLGN6PUZGxuhvK21+tjE2AgAYGtjVeB7LyIyulSyEWkzXvdICVRN2/bgr1gK4+uzHbfu3Mv1CFvtmtVRy9Gh4LuAJGDWb0tLKSGRdvL12Q6pmFMtCUDLDl5vJxCRghT0/lOpVAW+L/n+I3p9vPYRicHrHikF79RSqNo1q6N2zep5Xu/q2T7f9ZIkcahF9AYU9KlYgevfUg4ipQm8cr3Yv1gT0euLiIzme49IAF73SCl4p5YCfdC5XYm+jns5EREREREREZGm4FCLiIiIiIiIiIhkR0d0ACIiIiIiIiIiouLiUItIiznXqw2nOo6iYxARERERERG9cbr2DnW/Fx2CiN6OnX8uwwed2+G99q2QkfEUwfcecsNIolIwecJovNO0AdLS0hEWHik6DpFibN+wGD27dYK5mSnu3nuIjKdPRUciUoQFc6ahY/tW0NXVxT3+vElUqpR+7eOeWkRabOn8GVCpVKhW1R7GRuUQFR2L7v1Gio5FpPV8fbYDeNYce/3mXazbtANnzvkJTkWk/f597wFAWnoGdu89ggVL/xAXiEghXrzuRUbHYtPW3di+c7/gVETKoPRrH4daRApRq2Z1uLs4YcuOvaKjEGk9z/faQKWjgxoOVeDhVh81HKqg5Xt9RMci0np25W2gUqlQo3pVeLjWg5uLE4aOmig6FpHWc3dxynXdc6lXB116DxUdi0gRlH7t41CLiIjoLStXrixSU9NExyAiIiIi0ircKJ6IiKiYyttaw9LCvMjrOdAiKl2mJsaiIxBpFTcXJ9SsUU10DCKiPLhRPJEWsLG2RK9uneDVowu6dmmPlu80QsUKdggLj+Iv00RvwaFda2FuZorTZy+KjkKkKOPHDse5C/6FrjE2Kof5v0zF7n1HSikVkfbbvmExABXOnr8kOgqRolWtXAluLk6oW9sRd+89FB1HI5QRHYA0m3O92sjOzsb1m3dFR6ECvN/pXXw5bgT09MpApVKpX2/bqhmGe/fBnAWrsGe/j8CEVBKTJ4xGVnY2jhw7A//AINFx6CXJyamIT0gUHYPeku0bFiMrOxs+x85g61/7kJiULDoSPderWydEREZh45bd+Z4va2iI32Z9h1qODqWcjN6EBXOmIfv5te/g4RPIzskRHYmeS0hIQkaGshrVlITXPc1Xs0Y1fP3Vp7mubwePnATwbE+7uT9/i29/nKPIYiIOtahQS+fPgCRJePwkHBs378L+Q8f5A4YG8XCrj/99OQrp6RnYsmMvLgVcRXRsHKwtLdDA3Rm9u3fGxC8+RuiTcA5GZMazY1sAwAed27E9TwMF3biNWo7VRcegt6SCnS0AYMggL/Tz6qq4FiFNduL0eXwyfCAiIqPhc9w31zkDA33M/XkKnOo4YuGydYIS0uvwcK0HAGjo7oxh3n3ZoKdB/C9fg3O92qJj0FvC655mq2xfAYt++xE6OjrY+tc+VLGviKaN3dXnA65cR2JSMtq2aqbI3xf4+CEVqnEDV0RFx6KCnS3ebf0O3u/cDpu37xEdi56b8NlIWFqYY+inE3Hs5Fk8CYtAfHwinoRFwC/gKo6dOof3O7ZFeVtrHD56WnRcKobw8EicOeeHsPBI2FeqAK8enlizfpvoWPRcyOMwDBvcFzGx8bh9557oOPSG7T90HNt27selwCAkJibB3dWJj7JpiNNnL6CBmzN6de+My1dvIDwiCgCgr6eHOT9NhpuLE1b8sRkbNu8UnJRKIiAwCAeOnMTtu/ehr6eHTu1aYdPW/O/Ko9J1J/gBPvqwB8qVLYvAqzcgSewa0ya87mm28WOGo3q1Khj26UQc8jkFe/sKcHeth9Uv/G7gXK82atZwwI7dBwUmFYN3alGhPvlssvrPtWpWh7uLk8A09DKnOjVx9ORZhDwOy/f849AwHDt5Dq1bNCnlZPS69h8+keu4XLmyYoJQvpo1dkdA4DVM+uJj9OzaEddv3kFMbDzw0g/5kgSs2cBhpNz8OygJC4/EGe6bplEyM7MwYfJPWL5gJn7+YRJGfTYFD0NCMevH/8HDrT7WbtqBPzZsFx2TSijgynUAgH9gELbxDi2N4t2/J4IfPMJH/Xvi/c7tcDf4AWLi8rvuSfjp18WCUlJJ8bqn2Rp6OOPE6X/w4OHjAtdEREajUQPXUkylOTjUoiK7fece70jQMIaG+oiPL3xfn7j4BBga6pdSIiqq8rbWyMzMQmxcfJHWc8N/zTLMu6/6z7UcHQrcv0eSJA61ZMzUxJj7imig5JRUjP96OpYvmIm5P09B8P2HaNzQFVt27MXy1X+KjkeFcHNxQkpKKu4EPxAdhYrp320RAMDK0hxWlm75ruNQi+jNMzE2RmR0TKFrVCoV9Mooc7yjzP/XRFoiIjIGHm71C13j7loPEZGF/yNIpW/HxiU4cPgEZvyySHQUKoEx478THYFew/ixwzF3wcpC1xgblcO82d9h6KiJpZSKiiM8Igrj/zcdS+b9iCYN3bDz70P4fckfomPRKyycMw279h7Br/OXi45CxdRrwCjREegNqVq5EqpVtUfZsobqjcZJs8XGxcO+YoVC1zhUq4yIqOhSSqRZONQiAICNtSU6dWiNWo7VYWxcDikpqbh5+x4O+ZxC1CumwiTOyTPn0b9PV4wfOxxLV23MdTdPWUNDjBjSD/Xq1sSmrX8LTEn5YXuevP37iAzJExv05GPoIK9Cz1+/eRc1HashNj4h11o++quZ2KAnX/8+nkbyxfY8+boUcBUd3m2JKpUr4lHIkzzn69Z2REN3Z0XupwVwqEUA3u/0Lr4cNwJ6emWgUqnUr7dt1QzDvftgzoJV2LPfR2BCKsjaTTvQ8p1G6Nm1Izq2b4Xbd+8jJiYOVpbmqOXoAGNjI4SEhmHtph2io9JL2J5HJA4b9OTjxUd9C133UZ9cx3z0VzOxQY9IDLbnydu6P//Cu63fwZLfpmPlui2wsbIE8OzuLDcXJwz7qA9S09IVW6yhatq2B6srFMzDrT5+/2Uq0tMzsH3XAVwKuIro2DhYW1qggbszenfvDANDA3w2YRr8A4NEx6V8mBgbYewn3ujwbkvo6+upX8/MzMTho6excNk67gmjgerWdsSS+dMx5/eVHBrLWI3qVfFeu5aoVsUeZQ0NMG7CNACAXXkb1KtTExcuXUZScorglPQyPb0y+P2X71G3jiO+mPQjAi5fA/C8QW/mZHi41ceKPzZzw3EN8DoFNbyjUvPYV6qAVYt+xo7dB7Fq3VZkZ2eLjkTF1KJZQ7zXrtWzx9cMDeA1aDQAoGqVSmjRrBEOHz2FqOhYwSnpZd9/8zlat2iCIaMm4MHDxxj6UR8MHeSFFh3+u8N1xtSv4FC1MvoP/UxgUipI00bumDblCxg9L49SqVSQJAkqlQrJySn4ZtovuBSgzN/XeaeWwg3s2x1paekY+unEXA169x+E4KL/Few9eAxrlszGgL7dONTSUEnJKfjp18WYPW85HKraw9ioHJJTUvHg0WNkZmaJjkcFYHue/I0Y3A8fDegFned3uL5Yb66jo4NpU77AvMVrsJ0NXhqHDXrywcGUdmGDnrx9O2ksOrZvBQDIePoUBvr/FRElJaXgk+EDoFKpsGHzTlERqQBsz5O/fy4GoFf/T+DZsS3qOdWCmakJUlJSEXT9NvYdPKbomxg41FI4pzo1cfTk2VwDrRc9Dg3DsZPn0LpFk1JORsWVlZXFNiEZYXuevLVv2xyDB/bG+YuBWLRiPdq3aY5BH/ZQn38SFoGbt4PRslkjDrU0FBv0iEofG/Tkq1e3TujUoTX2HjiG35f+gX69P8CQgb3V52Pj4nE16CbeaerBoZYGYnuedkhOScXWv/YBf+0THUWj8G+twhka6iM+vvDNquPiE2BoqF/oGiIqHrbnyVufnl3wODQcE7/9GVlZWfkO/h88fPzKdlISiw168tPQ3Rkd27fCstWbEB0Tl+e8tZUFPh7aH/sPn1A/Vkqagw168vWBZ3vcDX6AmXOeDRslKe8ONiGPw9CkUf6DShKL7XnyNnnCaJz0vYAzZy8WuKZ50wZo07KpIpvVOdRSuIjImFf+0uXuWg8RkWxA1FTWVhbo0/N91HSsBlsbK5TRzfu2liChn/dYAemoIHykRt6qO1TF/kPHkZVV8CO+0TFxsLQwK8VUVBA26GmP3j08Ua1KpXwHWsCz9119p9owMirHoZYGYoOefFWxr4hdew8XuiYuPgHm5qallIiKg+158ubZsS3CwiMLHWo51qiGzu+14VCLlOfkmfPo36crxo8djqWrNiI1NU19rqyhIUYM6Yd6dWti09a/Baakgri5OGHuzCkwMNBHjiQhPj6Rm64SlQKVCsjJySl0jaWFGTKeZpZSIioMG/S0R+2a1eHnf6XQNZeDbqBxQ94tQvQmZWdnQ1+/8Cc3bKwtkZaWXkqJqDjYnqf99PX0XvmzqbbiUEvh1m7agZbvNELPrh3RsX0r3L57HzExcbCyNEctRwcYGxshJDQMazftEB2V8jHm449QpowuZvyyCIeOnES2Qv8hkzO258nT48dhcK5Xp8DzKpUKLs51cf9BSCmmooLwcV/tYWFhhqiYwpvVYuPiYcm7RTQaG/Tk5/7Dx/BwrVfgeX09PTRwd8btO/dLMRUV1aOQJ/jm+18wbcoX+HLscADPflZZv2Kuuj3v66mzEBHJxw81VT5P/Krp6ZWBm4vTs9IpBeJQS+FSUlIxcuzXGPuJNzq82zLXxSozMxP7Dh7DwmXrkJKSKjAlFcSxelUcOXYG+w8dFx2FSoDtefJ19MRZjBz6IT706oo/t+W9k9V7QC/YV7TD1h3cyFMT8HFf7ZGSnIryNtaFrilvY4209IxSSkTFxQY9eTp45CS+HDccn48eivmL1+Q6p6Ojg3GfDoG1lQUWr9ggKCG9Ctvz5GX7htxlGf16v48undrmWaejqwsLM1Po6ZXBrj2FPyKsrTjUIiQlp+CnXxdj9rzlcKhqD2OjckhOScWDR4+RmVnwfjEkXmJSChISk0THoBJge568bdmxF++2eQejRw5CuzbvqD89G/uJN1yd66JOrRq4duMOdr9i/xEiKp7rt+6gVfPGsLQwR2xc3k+kra0s0Kp5Y1y5dlNAOnoVNujJ1669h9HynUbw6uGJd1s3U29ZMmPqBNR3qgVrKwucPnsRh4+eEpyUCsP2PPnQ0dFRf+AtSRKgUkH1/IPwF2VnZSH4/kP4+V9V7JYJHGqRWlZWFu4EPxAdg4rh3Hl/uLk4iY5BJcD2PHnLePoUo8d/hy9GD0XH9q2go6MDAOjX+wPkSBIO+ZzCnN9X8JFgDcUGPfnatnM/3mnSAEvnT8fvS9fi/MUAZGZmQU+vDJo2cse4UYNRtqwhtv3FDwM0ERv05CsnJwdffTMDgwd5oXf3zqhsbwEAaNOyCZKTU7Bm/TasWa/MX6jlgO158tOz/yfqP/v6bMeW7Xuwmu+xfHGoRSRjS1ZuwMpFP+OLMcOwePl6ZDx9KjoSFRHb8+QvJSUV02cvxO9L/kDd2o4wMzVBckoqrt+8g/iERNHxqBBs0JOvC36XsWb9NgwZ5IWfp02EBCApKRkmJsZQ4dkeMWvWb8M/FwNER6V8sEFP3rJzcrBq7RasWrsFVSpXVF/3Hj4KVewG1XLB9jx5GzP+O4SxPbZAHGoRrK0s0Kfn+6jpWA22NlYoo5v3r4UECf28xwpIR4WJT0jEZxOnYdWi2ej8Xhs8CglFcj77n0mShC8m/SggIRWE7XnaIzEpGef9AkXHoGJgg568rVy7BVeu3YRXD0841akFE+NySExMxrUbt7Ft535cvHRZdEQqABv0tMejkCeiI9AbpuT2PE3HvUELx6GWwrm5OGHuzCkwMNBHjiQhPj4R2dnZomNREVWtUgmL5v4AExMjAEDd2o75rsvv9n4Si+15ROKwQU/+LvhdxgU/Dq/khg16ROKwPU8+OndoAwA4eeYfpKalq4+L4sCRE28lkybjUEvhxnz8EcqU0cWMXxbh0JGT3P9FZj4bNQQW5mZYvX4b9h86juiYWGRn83soB2zPk5fJE0aX6OskScJPvy5+9UIqVWzQIxKDDXryZl+pAvr26gKnOjVhYmyk3k/yRRIAr4Gfln44yoPtefI1ZdIYSJKEoBu3kPo4TH1cGJVKBUmSONQi5XGsXhVHjp3B/kPHRUehEnCuVxsnTp/HqrVbREehYmJ7nrx4dsz7QyDwbGiVXxPNv69zqKWZ2KBHJAYb9OSrvlMt/P7L9zAw0Ed2djZi4xLyfboj7xWRRGF7nnzN+GURIEmIeb7354zZCwUn0myqpm178LkkBft760r4HD+D35f8IToKlcDBnWux9+BRLFy2TnQUKgEjo3J52vMAIEeScPh5e14q9xXRCHblbXIdq1QqfPbpELg5O2Hrzn0ICAxCTFw8rCzM4eHuDK/ungi8eh3zF69BWHikoNRUkMYNXfHbz98i9El4gQ16Fexs8dU3P3HDcQ1kZWmBIQN7o0kjN9hYW6JMmfz2AgVadvAq/XD0Sro6OuoGPVMTY/Xryckp2LZzP9as38YnBzTQork/wMW5Ln6dtxx7Dxzl90hmfH22Y9XaLWzPI63EoZbCff3lp6jpWA1DR00UHYVKYOa0iTA1Mcbo8d+JjkKvwdTEmO15MtOv9/sYPMALgz/5CuH5tNFUsLPFH0t/wer127Blx14BCelVhnv3xZBBXpAkqcAGvZW8C1bj2FhbYtXiWbCwMMf9ByGo4VAF4RFRyMzMRMUK5aGrq4s7wQ+QnJyCMV9OFR2XXoENevJxbN8mnDnnh++mzxUdhUrA3cUJYRFR+f7MQiR3uvYOdb8XHYLECbp+C149PFGpoh0CAq9xk3iZuXU7GIMH9EaOJOHqtVui41AJZTx9itAn4Qi+/wghoWFIz+A+Pppu8oQxOHv+Eg4fPZ3v+eTkFFSqYIfWLZpgx+6DpZyOisL/8jUEXb8FU1NjmJqYwMS4HJKSUuAfGIS5C1Zh74GjoiNSPsZ+7A03FyeMn/QjFi1fh2Ef9cGWHXsx+Yc52HvwOByqVoa5mSk+n/gDnrI9VuMlJCYhMioG8fGJLLXRcP37doN/4FVcvFR4cyxppvCIqHwb0om0AffUUrj4hER8NnEaVi2ajc7vtcGjkNB8/8GTJAlfTPpRQEIqzIB+3XEn+D4+HTEQ3bp0wO2795GckpJ3oQTM+m1p6Qck0lIV7GyQ7JvPe+0FicnJqGBnW0qJqCTYoCc/TRq54Z+Lgbjon/cX66joGEye9is2rp6H4YP74beFqwQkJNJOV6/dQi3H6qJjUBGxPU/7uLs4YUDf7qhbpyZMTYzy39MVynz0nkMthatapRIWzf0BJiZGAIC6tR3zXcdPzzRTV8/26j/bV7KDfSW7fNdJksShlmBsz9Mu8QlJaNLIHUtWbixwTdOGbkhITCrFVETaz9LSHEdP+KqPc3JyYGCgrz5OS0/HhUuX0bJ5Yw61NBQb9ORp6cqNWL7gJ3Tq0BoHj5wUHYdege152uWdJg0w68dJ0NHRQURkNIJCQvmE1Qs41FK4z0YNgYW5GVav34b9h44jOiYW2dncz0Au+nxUskEJlT6252mXYyfPom+v9zH9uy+xaPn6XJvBV7CzxeiRg1CjelXup0X0hqWkpEFPT099nJiUAhtrq5fWpMLCzLS0o1ERsEFPPoYOynu3x6XAq5gycQy6erbHzdvBSE7Oe8eyJIENehqA7XnaZZh3X2RlZWPSdzN4h3k+ONRSOOd6tXHi9Hms4ma4shT6JEJ0BCqiXgNG5TouTnseaZ4VazbD1bku2rZqhtYtmiAqOhaxcfGwtDCHjbUldHR0cOPWXaz8g/+2aio26MlTeEQUbG3+G2LdDX6ABu7OMDDQR0bGU6hUKjRu4IrIqBiBKakgo4YPhJ6+Hmb/towNehpumHffAs+5OteFq3PdfM9JksShlgbYf+h47uPDJ8QEoTeihkNlHDnuy4FWATjUUrjs7ByEhXMwQvS2vdw206/3+3BzdsrTnvco5AkCrlzH/kPH8cfSX9CqeWPe7aOB0tLT8fG4yRjQpxu6dGqLShXtUN7WGgDwODQc+w4ew6ZtfyMrK0twUsrPyw16enp6BTbokWbxC7iC7l06QFdXF9nZ2dh/+Di++984LF8wExcvXYZL/bpwqFYZ6zb9JToq5aNubUccP3kOu/cdER2FXmEMm7WJNEZqWjoSE5NFx9BYHGopXMCVawXuo0Wax9rKAgAQExsPSZLUx0UR/fz2Y9IM3bq8h6MnfQusVg4Lj8Sxk+fQrUsHDrU0VFZWFtZu2oG1m3agrKEhjI3LITk5FWnp6aKj0SsMHdQHlhbm+GLSj7jofwW+Ptux7+AxrF6/DTbWVvj6y1GoYGeLsVOnio5KL9mz/yiSklJgbmaKmNg4HPI5hTq1aqB3D084Vq8KAPA5fgZ/bNguOCnlJzMrCxGR+V/3SLMEXLkuOgIRPefnfxXO9WqJjqGxONRSuEXL1mHlolno36cbNm3dLToOvcLuLSuQI0noP2QcQh6HYfeWFUXaxJ+P0Ggetudpl7T0dA6zZIQNevL1ODQMGzbvzPXa/MVrsHbjDlSsUB5hEZGIi0sQlI5ehQ168tW5QxvcDr6P4HsPC1xTvVoV1K5ZnRuNayi258nX4hXrsWrRLAwe2Jsf2uSDQy2FG9CvO+4E38enIwaiW5cOuH33PpJT8vlFWwLb8zTA4aOnIUFCckpqrmOSH7bnEYnDBj3tE5+QiPiERNEx6BXYoCdfUyaNwaq1WwodarVs3ggjBvfjUEsDsT1PXvJrTb/3MATDvfvi/U7vFrhFglILpjjUUriunu3Vf7avZAf7Snb5rpMkiUMtDTBt5vxCj0k+2J4nf/zEU77YoEdUOtigpyy6Ojr8qFVDsT1PXgpqTQee/Z5Q0JMcHGqRIvX5KO8UmLSPsVE59d1dpBnYnidv/MRT3tigJx/5fVpdFEr9wV7TsEFPWSrbV0RSEjez1kRsz5OXl1vTqXAcailc6BM2H8rZZ58OwfzFawpdU65cWcz/ZSqGfTqplFJRUbA9T974iae8sUFPPgr7tLowHGppBjboydvLQ+VWLZrke4eIjo4Oyttaw9XFCWf/uVRa8agY2J4nLwUVSVH+ONQikrE+PbsgIjIKm7fn/4iagYE+5s36FrVrclNWTcT2PPniJ57yxgY9+eCn1fLGBj15e3GoLEkSataohpo1quW7VpIkXL9555UftpIYbM+TH5f6dRB0/TZycnJER9F4qqZte/DRZwWxtrIAAMTExkOSJPVxUUTHxL2tWFRCP/8wCc2bNcTU6XNx7OS5XOcM9PUx9+cpcHNxwpKVG/O0RRFRye3/aw0OHGKHMF0AACAASURBVD6JBUv/EB2F3iBzM1M26BG9RWzQkxe78jbqP+/YuARbduzF1r/25VmXnZ2DpORkpKdnlGY8Kga78jZYtWgWtu3azw9sZMLXZzvS0tIRePUG/PyvwM//Ku7eeyA6lkbiUEthfH22I0eS0H/IOIQ8DoOvz3ZI0qv/CnCzY82kr6eHBXOmoXZNB3w28QdcvnoDAKCnVwa/zpiMhh7OWL1+G1at5b5MRG/SD1PGw668NUaO/UZ0FCIi2fD12Y5Va7dg9fqC98vyHtALIwb3Qwv+3KlRhn7UB/6BQQjk3XeykN9+hHZ2tnB3cUJ4RBTb82Rg8W8/wqluTeiVKaP+fT0hMRn+gUHw87+Ci/5X8CSMWwkBfPxQcQ4fPQ0JknrT8H+PSZ6eZmZiwuSfsHzhTMz+8X8YOe4bPH4chpnTJqGhhzM2bNnFgZYGY3uefC1esR6rFs3C4IG9+YknkWDt2jSHU52a0NFRwT8wCKfPXhQdiV4DG/Q00+p1W0VHoGJge578ffrFtzDQ14eLc100dK+Phh4uqOXogHdbN0PbVk0BABGR0fDzvwq/gCvwC7iq2LvMeacWkRaoYGeLFQtn4mlmFoLvPcA7TRpg2879mLdotehoVICX2/MiIqMLbM8b8+XUUk5HrzJ5wmh+4ikjbNCTvw8828O7f0+Ym5vhxq27+GXeMjwJi8T82d+pG/RUKhUkScKZc37433ezBCem/BTlTq2pX3+GJo3c4NlzSCkmo1extbHC+53bwaV+HVhbWQIAomNiceXqDew9eIxtsRrmxUdHi4ublGuucuXKwsOtPhq6O6OhhwscqtoDgPpOrvsPQjBoxHiREYXgUIuKxNionPruLtJMtWpWx+K5P8DQ0AB/7/PB7HnLREeiQqxaPBvVq1XGpO9+5mbjMuTrU7S7syRJ4iM0GqCo36+X8funGZo2csecmZNzvXb/QQgOHT2FT4YNwJWgm7h+8w5MjI3QumVTGJUri1lzl2LPgaOCEtOLXhwqe3ZsizvBD3Dn7v08615u0Jv07c+lGZMK4T2gF4YO6gNdXZ08d5VLkoTs7BysXr8VazfuEJSQSJnMzUzRpJEbBvTtjhoOVRT7cwsfP1S4zz4d8sqWknLlymL+L1Mx7NNJpZSKCuLdv1eh54Nu3EYtRwdERsfkWitJEtb9yWp6TcL2PHljI5u88Pslb727d0ZWVja+mz4XF/wuo3FDV/wwZTw+9OqKHbsPYu6Cleq1q9dvw4ZV89D5vTYcamkINujJ26jhAzCgb3dkZ+fg+Kl/cOHSZURGRgMAbG2t0biBK1o1b4wRg/uhXFlDLFm5UXBi+hfb87RXjepV0cjDGQ3cneHq7ASjcmUBAFHRsYKTicGhlsL16dkFEZFR2Lx9b77nDQz0MW/Wt6hds3opJ6P8jBz6YZHWjRjcL9cxh1qaJzUtHYmJyaJjUAnx1nx54fdL3urUroGz5y/h5JnzAICTZ87j7PlLaPlOI2zZsSfX2vCIKJzyPY93GjcQEZXy8eJQmQ168lKnVg0M7NcDT8IjMWnKz7j34FGeNXv2+8ChWmXMnv41BvTtjuOn/sHN28EC0tLLlsybzvY8LWFfqYJ6iOXuWh9mpsZQqVSIiY3HufOXcCkwCP4BQXj8JFx0VCE41FK402cvYvTH3oiMisGxk+dynTPQ18fcmVNQr24tfuqiIT6bME10BHpD/PyvwrleLdExiIg0npmpCR6FhOZ67dlxI4SF5x1YhkdEwci4XCmlo1d5cai8at1W+AcGcdAsE726d0ZmVha++mYGHj4KLXDd/Qch+OqbGVi3fC56deuEGb8sKsWUVJDLV2/AqW5NNGvsjqaN3ACwPU9OPN9rgwbuzvBwqw8ba0uoVCrExyfCPzAI/oFX4R94DQ9DCn5fKgmHWgr33Y9zsWDONHz3v3GIiY3H5as3AAB6emUwe/rXcHNxenYr/+adgpMSAPgFXBUdgd4QtudpDx0dHZiZmUBfTy/f8xHPH9MgzcYGPc2lo6ODjIynuV7LeJoJAPk+VpOVlY28XbKkCdigJy9uLk644He50IHWvx4+CsV5v0C4u9YrhWRUFGzPk7fJE8cgR5Jw7rw/Nm7ZhUuBQbj/IER0LI3EoZbCPc3MxITJP2H5wpmY/eP/MHLcN3j8OAwzp01CQw9nbNiyC6vWbhEdk0jrDPuoD+49DMFw7754v9O7bM+ToRoOVTBqxCA0cKsPPb38L6cSgJYK3LBTUxW1Qc+rhycb9IjeAjboyYu1pQWOnfAt8vr7Dx6hkYfLW0xExZXx9CkuXrqMi5cuA9iYb3ve+53fRZdOz/a+U2p7nqbSUanQwP3Zz5kGBgYwNDDAzdvB6rZDeoZDLUJiUjK+mPQjViycid9mfYfgew/QrLE7tu3cjyUrNoiOR4Uob2uNqlUq4UrQTfUeFDo6OvDu3wutWjRGWno6Nm3ZjTPn/AQnpZe9uHFuBTtbVLCzzXcdh1qaqWqVSli2YCYA4MKly2jRrCHuBj9AbFwCatWsDnMzk2eP2PAuLY3RtJE7/jf+E/Wxh2s9/DR1Ag4dPQU3F6c8DXotmjXEB53bcbNxDVHBzhZuLk65jgHA1blunja2gv49JbEKatBzqGqPhu7O8B7Qmw16GiYrKwtlyuR/F3J+ypTRQ1ZW1ltMRK8rNTUNZ85exJnndyO/3J7nUK2y4IT0rw+8hqOhhwsautdHA3dnNG7gCkmSkJqWjstXr+NSwFVcCgjCneAHoqMKx6EWAQDCwiMx/usZWDz3BzRr7IHde49g3qLVomPRKwz37otWzRvDs9dQ9WuDB/TCMO++6mNnp9r4eNw3uH7zroiIVAC2scnbkIFeKFNGF8NGTUTw/Ufw9dmOk2fOY/X6bTA0NMD4McPQrEkD/Dhrgeio9Bwb9OSt83tt0Pm9NrleU6lUWDT3hzxrVSoVP8XWMGzQk6cn4ZFwqV+nyOtd6tdBGPdLkwW252m+2Lh4HD56CoePngIAVKxQHg2ff888XOvjnSYNIEkSkpJTEHD52rMhV2AQHjx8LDh56eNQS2G8+/cq9HzQjduo5eiAyOiYXGvZnqeZ6jvVxkX/K8jOzla/1qtbZ4Q8foLPJ/0IK0sLzJv1Lfr2/gBTp/8mMCm9jJvkypuHWz34nruE4PsvNEE9v/MgPT0Ds+YuxfqVv2HkkA8xffZCQSnpRWzQk6/AK9c5pJIxNujJ1wW/QHzo1RWtWzRR/9tZkFbNG8OpjiM2btldSumoONieJ39PwiLw974I/L3PBwDgUK0yGrg7o6G7Mxq41Uer5o0Vu+0Fh1oKM3Loh0VaN2Jwv1zHHGppJktLc/j+89+jhbUcHWBuboo1G7YhPCIK4RFROH32YrE+ZSOiVzMzNcXj0Cfq4+zsbBgaGPx3nJMD/8AgtGrRREQ8ygcb9ORr9PjvREeg18AGPfnasmMvenbrhKlff4bfFq3Gnv0++a77oHM7fD5mKNIzMrD1r72lnJIKwvY87ZaYmPz8f0lITUuHsbERoNAPgDjUUpjPJkwTHYHeoDJldJGT898/Xi7160CSpFwtiRGR0bCytBARj4qI7Xnyk5iUjLJly6qP4xOSUL68da41mVlZMDbiUERTsEGPSAw26MlXdEwcps9aiB+mfIFJX3yMYR/1gf/lIERGPtvQ39bWCh6u9WFtZQEJwPfTf0N0TJzY0KTG9jztYmJsBA/3+s/vzHJGlcoVAUC9R+H9ByG5fgdUEg61FEapf9G1VVRUDByrV1UfN2vigYSEpFzPUpubmyI1NU1EPHoFtufJV+iTcFSws1Ef37oTjMYNXGFhboa4+AQYGhqg5TuN8CQ8UmBKIiLx2KAnb8dPncPnk5Iw4fOPUblSBXRs10r9OPC/v0w/Dg3Hr/OX46L/FZFRKR9sz5MvQ0MDuLk4PRtiuTvDsUY1qPDf++5JeCQuBVyFn/8VXAoIQlx8gtjAAnGoRSRjZ8/7w6tnF4waMRBPn2aicUM37D94PNeaKvYVER7J/Zs0Ddvz5O2CXyAG9OsOQ0MDpKdnYOffh/FOkwZYu/xXXL12C7VrVoddeRssWLpWdFR6ARv0iEofG/Tk71JAEPp5j4W7az24OteF9fMnAGJi43E56AYCLl/jkEQDsT1P3g7tWperLTY2LkE9xPILuMr9eV/AoZbClbe1RtUqlXAl6CbS0zMAPHtEw7t/L7Rq0Rhp6enYtGU3zpzze8V/iURYv3knWjVvjIF9uwMAYmLjsHLtFvV5czNTONerjW07D4iKSAVge5687d7ng4chT2Cgr4/09AycPX8J8xevwbCP+qBNy6ZIz8jAhs27sPWvfaKj0gvYoEdU+tigpz0CLl9DwOVromNQEbE9T94ynj6Ff2AQ/J4Psvh9KRiHWgo33LsvWjVvDM9eQ9WvDR7QC8O8+6qPnZ1q4+Nx3+D6zbsiIlIh4uISMGDY52jS0A0AcCkwCCkpqerzFhZmWLJyI85d8BcVkQrA9jx5i4mNw9GXHqfZ+tc+bN91AGZmJoiLU+4t4JqKDXpEYrBBj0gzsD1PXjp2+4g/txQRh1oKV9+pNi76X0F2drb6tV7dOiPk8RN8PulHWFlaYN6sb9G39weYOv03gUmpIBkZT3HK90K+5+4/COGGkBqK7XnaKScnhwMtDcUGPSIx2KBHpJnYnqfZONAqOg61FM7S0hy+//z3aGEtRweYm5tizYZtCI+IQnhEFE6fvVis28bp7bK2skBKShrS0tOLtN7G2gp25a1x9dqtt5yMioPteUREpARs0CPSDGzPI23FoZbClSmji5yc/6bALvXrQJKkXP+gRURGw+r5hpAk3q7Ny7Fq7Vas2bBN/VrXLu3RrUsHDPt0Up71H3i2w9BBXmjBW4k1Ctvz5GXBnGkl+0JJwtivvn+jWYiI5IYNekSlj+15pBQcailcVFQMHKtXVR83a+KBhISkXBvRmZubIjU1TUQ8yodKpcJLJV2wtrJE7ZrVxQSiEmF7nrx4uNYr0dfx1nGi12Ogr4+Mp0+F/zfo9bFBj6h0sT2PlIJDLYU7e94fXj27YNSIgXj6NBONG7ph/8HjudZUsa+I8Ej+o0f0JrE9T16at+8tOgKRIu3YtATrNv2FnXsOITMzq1hf61i9GkYM6Yebt4Jz3d1MYrFBj6h0sD2PlIJDLYVbv3knWjVvjIF9uwN41ui1cu0W9XlzM1M416uNbTsPiIpIpJXYnkdE9GrnLwZi3KjBGPZRH/ic8MXRE2dx7frtAu+8qlihPJo0ckPnDm3gVMcRkVEx2LhlVymnJiISj+15pBQcailcXFwCBgz7HE0augEALgUGISUlVX3ewsIMS1ZuxLkL/qIiEikK2/Pkz8TYCJlZWUhPzxAdhUj2fpy1ANt3HcDHw/qjW5cO6NalA3JycvDgUShiYuKQmJwMA319mJoao6p9JZiZmUClUiEuPgHLVm/C5u17in2HFxHx0V9twIEWKQWHWoSMjKc45Xsh33P3H4Tg/oOQUk5ERKTZGro7o0kjN6zb9BeSklMAABbmZpgx9Su41K+D7Owc7Nh9AL8v+UNsUCItcOPWXXw+8QfYV6qADzzboaG7C2o5VkMNhyq51sXHJ+LkmfM4fuocjp/6B9nZ2YISE8kfH/0lEodD5eLhUEuBrK0skJKShrT09CKtt7G2gl15a1y9dustJ6Oi4gcv8sP2PO3Su4cnajhUwaLl69Wvjf3EG67OdfE4NBxlyxqiT88uuHb9No6ePCswKZH2eBwahiUrNgAADAz0YWNtBTNTE2RkPEVcfAJiYuMEJyTSHnz0l0gcDpWLh0MtBdq1eTlWrd2a6y951y7t0a1LBwz7dFKe9R94tsPQQV5o0cGrNGNSIfr06oJOHVqrj01NjQEAW9YuzLP233MkFtvztEvNGtVybXRsoK+Ptq2a4cKly/hi0o8oV9YQG1bNQ/euHTnU0gD8xFP7ZGQ8xePQMDwODRMdhUgr8dFfInE4VC4eDrUUSKVS4Xmzq5q1lSVq16wuJhAVm6mJMUxN8g6r7CvZ5buegxHx2J6nXSzMzRAd899dIU51a0JfXw/7Dz1rj01NS4fvP35o3aKJqIj0An7iSURUfHz0l0gMDpWLh0MtIpnp89Fo0RGIFC8zMxMGBvrqYzdnJ0iShMAr19WvpaSk5Tt8ptLHTzyJiEqOj/4SlT4OlYuOQy0imQl9EiE6Ar1lbM/TfE/CI9HA3Vl93KZVUzwODUNUdKz6NVtbK8QnJImIRy/hJ55EYvDRX+3DR3+JSheHyq/GoRYRkQBsz5O3/YeO4/PRQ7Fy0c/IzMxCDYcqWL1ua641jtWr4VFIqKCE9DJ+4klU+vjoL5EYHChrJw6V88ehFpEW6d3DE17dPdHXe4zoKPQKbM+Tt7/+PoT6TrXQrk1zqFQqnDnnh/Wbd6rPV69WBTUcqmDFH5sFpqT88BNPotLDR3+JxOBAmZSEQy2F4r7h2snUxBiVKpYXHYOKgO158padnY2pM+Zh1m/LAElCalp6rvMxsXHwHvkVwiIiBSWkouAnnkRvFx/9JRKDA2VSEg61FKpPry7o1KG1+tjU9NlmxlvWLsyz9t9zRPTmsD1PO6SmpuX7ekJiEhISuZ8WEREf/SUqfRwok5JwqKVQpibG+bZy2Veyy3e9xFu7iN4otucREZGS8NFfotLFgTIpBYdaCtTno9GiIxApHtvz5GfBnGnF/yJJwtivvn/jWYiI5IyP/hKVHg6USdtxqKVAoU8iREegt+TM2YuIiooRHYOKgO158uPhWq/YX8O7XImIiEhTcKBM2ohDLSItcvvufdy+e190DCoCtufJz5jx34mOQEREREREL1A1bduDHyOTWu8envDq7om+3mNERyFShHLlyubbnmdmagIbayuERUQiJSVVUDoiIiIiIiLNxTu1KBdTE2NUqlhedAwqhkoVy8OrRxc41XGEibExdHR08qyRIKGf91gB6ehV2J5HRERERERUMhxqEcmYUx1H/P7rNJQ1NECOJCE+PpGNJUQCeL7XBp07tsXYL6eKjkJEREREpBgcahHJ2KcjBsHQQB9zfl+Jv/f7ICsrS3QkKgTb87SXnZ0t3F2cRMcgIiIiIlIUDrWIZKxuHUccP/UP/vr7oOgoVARszyMiIiIiInpzONSiXM6cvYioqBjRMaiIsrNzEB4RKToGFRHb84iIiIiIiN4cDrUol9t37+P23fuiY1ARBV27Bcca1UTHoCIKuHJddAQiIiIiIiKtoWvvUPd70SGIqGTuPwzBiMH98CQsAvfuPxIdh0i5JAnhkdEIuHxNdBIiIiIiIsVQNW3bgxu2KFyliuXh1aMLnOo4wsTYGDo6OnnWSJDQz3usgHRUGO/+veBUtyaaN22AgMvXcPN2MJKTU/OskyQJ6/78S0BCKiq25xERERERERUPHz9UOKc6jvj912koa2iAHElCfHwisrOzRceiIho59EP1nz3c6sPDrX6+6zjU0nxsz5MXczNTVKtqj9t37iE1LT3P+XLlyqKWowPuPwhBQmKSgIRERERERNqPQy2F+3TEIBga6GPO7yvx934fZGVliY5ExfDZhGmiIxAp0uCBvdGlY1u87zUs3/M5OTn4ZfrX+Hv/USxY+kfphiMiIiIiUggOtRSubh1HHD/1D/76+6DoKFQCfgFXRUcgUqTGDVxx4dIVZGQ8zfd8enoGLly6jCaN3LBgaSmHIyIiIiJSiLybJ5GiZGfnIDwiUnQMIiJZsbW1RuiT8ELXhD6JQHkbq1JKRERERESkPLxTS+GCrt2CY41qomMQKV5AYBBWiw5BRSdJ0NMr/BKqp1cGOrr87IiIiIiI6G3hUEvhlq7aiGW//4QO77bAkWNnRMehErCwMIN3/15o2sgN1tZW0M/nF21JAlp36isgHRVVwJXrCLhyXXQMKqKHIU/QpKFboWuaNHTD49DC7+YiIiIiIqKS41BL4Zo19sCFS5cx9evP0NWzPW7eDkZycmqedWzP00zWVhZYuWgWrK0s8DAkFGUNDRARFYPsrCzY2dlCR6VC8P1HSEnJ+z0lsdieJ2/HT53DqOED8OW44Vi4dB0ynv63t5aBvj7GfuKNKpUrYvnqPwWmJCIiIiLSbqqmbXtIokOQOL4+24u0TpIktOjg9ZbTUHFN/PxjdO3SHl9+PQPn/QLh67Mdq9Zuwer122BX3gaTxn8CG2srfDzuGw62NMzno4eq2/Py22zc0NAAe7auZHuehjLQ18fyhTNRw6EKYmLjEXjlGqKiY2FjbQk3l3qwtrLA3eAHGDn2m1wDLyIiIiIienN4p5bCfTZhmugI9BqaNHLDBb/LOO8XmOdceEQUJn//Czasno8Rg/th3iLu2KRJ2J4nbxlPn2L0F99iwucj8W6b5mjftoX6XI4k4fDR05jz+woOtIiIiIiI3iIOtRTOL+Cq6Aj0GqysLHDs5Fn1cU5ODvT19dXHqWnpuOAXiFbNG3OopWFsba1x5pxfoWtCn0SgcQPXUkpExZWckoqpM+bht4WrUbeOI0yMjJCUkoLrN+7wkVEiIiIiolLAoRaRjKWkpKFMmf/exolJKbCxtnxpTSoszM1KOxq9CtvztEZ8QiLOnfcXHYOIiIiISHH42xKRjIVHRMHWxlp9HHzvARq4O0NfTw8AoFKp0NDDBZFRMaIiUgHYnkdERERERPR6eKcWwcLCDN79e6FpIzdYW1tBP5+7RyQJaN2pr4B0VJhLAVfR1bM9dHV1kZ2djQOHT2LKpDFYtuAnXPALhKuzE2o4VMH6P3eKjkovYXuedqhb2xFNGrnBxtpSPUx+kSRJ+OnXxQKSERERERFpPw61FM7aygIrF82CtZUFHoaEoqyhASKiYpCdlQU7O1voqFQIvv+IzXkaas8BH6SkpsLC3BTRMXE4cOQE6tZxRM+uHVHL0QHAs+HJHxuK1nJJpWfbX/vQ4d0W6PFBR7Rq3qTA9rwtO/aKjkoF+HbSWHRs3woqlQqSJEGlUqnP/XvMoRYRERER0dujatq2hyQ6BIkz8fOP0bVLe3z59Qyc9wuEr892rFq7BavXb4NdeRtMGv8JbKyt8PG4bzjYkhFLC3PYV7RDWEQkoqJjRcehAhgblVO35+m8MBDJkST4HDuDOb+vQDLfdxqpdw9PfDF6KA4cPoGtO/djzZLZ2LJjL46eOAsPt3oY9GFPnDt/CUtWbkR4RJTouEREREREWol3ailck0ZuuOB3Gef9AvOcC4+IwuTvf8GG1fMxYnA/tufJSGxcPGLj4kXHoFdge558eb7XBo9CnmD67IXq15KTU3Dtxm1cu3Eb5y8GYsXCn3Hh0hXsO3hMYFIiIiIiIu3FjeIVzsrKAsH3H6qPc3JyoK+vrz5OTUvHBb9AtGreWEQ8IkX4tz3v8LHTOHfenwMtGahapRIuBVzN9Zqurq76z7fv3ofvP37o2bVTaUcjIiIiIlIM3qmlcCkpaShT5r+/BolJKbCxtnxpTSoszM1KOxrlY9L4TwAJWL7mT8TFJzw7LgoJmPXb0rcbjkhhXnw0NC09A6amxrnOh4SGofErGi6JiIiIiKjkONRSuPCIKNjaWKuPg+89QAN3Z+jr6eFpZiZUKhUaerggMipGYEr6V1fP9pAkCZu27UZcfAK6erYv0tdJksShloZie548/bup/7+ehEWgds0audZUrlQB6enppR2NiIiIiEgxONRSuEsBV9HVsz10dXWRnZ2NA4dPYsqkMVi24Cdc8AuEq7MTajhUwfo/d4qOSgD6fDQaABAWHpXrmOSJ7Xnydf3mHdSu9d8Q69wFfwzo0w1DBnrhxJl/4OFaDy2bN4bvOT+BKYmIiIiItBuHWgq354APUlJTYWFuiuiYOBw4cgJ16ziiZ9eOqOXoAAA4fuoc/tiwXXBSAoDQJxGFHpN89O7hiU4dWhepPY80z4lT/6BuLUdUsLNFWHgkNm7ehXat38HwwX0xzLsPVCoVEpOSsWTFBtFRiYiIiIi0lqpp2x6S6BCkeSwtzGFf0Q5hEZGIio4VHYdI66xeMhtlDQ3x4ZBxAABfn+1YtXYLVq/fBgCo5eiAFQt/xux5y9ieJxNGRuXQrUsHVKpYHmHhUThw+ARiYuNExyIiIiIi0lq8U4vyFRsXj9i4eNEx6CXWVhYl/troGP5yrUmqVqmEA4dO5HqtoPY8DrXkISUlFZu27hYdg4iIiIhIMTjUIpKR3VtWQJKKf3OlBKBlB683H4heC9vz5MnVuS6c6tSEJEm4fuMOrly7KToSEREREZEicailMJPGfwJIwPI1fyIuPuHZcVFIYHueBjh89DQk5B5q2ZW3gWv9ukhNTcPdew8RGxcPSwtzOFavinLlyuJy0A2ER0QJSkwFYXue/Ojo6ODHb79E6xaNc71+8sx5TPlhTokGzkREREREVHIcailMV8/2kCQJm7btRlx8Arp6ti/S10mSxKGWBpg2c36uY/tKFbBi4Uxs27kfK//YnOvOH2Ojchg5tD86vNsCP81eVNpR6RXYnic/3d9/D21aNkFGxlP4X74GlQpwd6mH1i2aoPsH72Hn34dERyQiIiIiUhRuFK8wlSqWBwCEhUchJydHfVwUbNrTPDOnTYS5mSlGfT6lwDVL589AbFw8vvn+l1JMRq/SqnljjBo+EOO/no6w8EiYmhhj9ZLZqGBnC0mS1O15n4ybjIchoaLjEoBlv/+EmjWqYcioCXj46Nn3xKFaZaxaNAt37z3AyLHfCE5IRERERKQsvFNLYV4eTHFQJW/uLvWwc0/hd4cEXrmObu93KKVEVFSnfC/glO8F9XFiUjK8P/6K7XkarFpVe5w4/Y96oAUA9x+E4OSZ82jerKHAZEREREREysShFpGM6emXgaWFeaFrrCzNoa+vV0qJ6HWwPU+zGZUriydheT8IeBIWgbJlDQUkIiIiIiJSNg615m4kZgAAIABJREFUFMbayqLEXxsdwztGNM3d4Ido/25zbN25D8H3HuY5X7NGNbRr0xy37twTkI4KwvY8eVKpVMjJycnzenZODlQC8hARERERKR2HWgqze8uKEjV0SQBadvB684HotaxetxW/zpyMVYtn4cDhEwi8ch2xcQmwtDCDu2s9dOrQGrq6uli9fpvoqAS252kDY2MjlLe1zvWaibERAMDWxgoqVd7xVkRkdKlkIyIiIiJSGm4UrzBTv/4MEnJ/y+3K28C1fl2kpqbh7r2HiI2Lh6WFORyrV0W5cmVxOegGwiOi8MPM3wWlpsK0a9McE7/4GMZG5XINRVQqFZJTUjH7t2U4esJXYEL6V8+unfDluOF52vP09fUwZ8FKtudpOF+f7cUePPIDASIiIiKit4d3ainMtJnzcx3bV6qAFQtnYtvO/Vj5x2Ykp6Sqzxn/v707D4uy3P84/hlAUGRxzQ0VEQFRVMw1d3G0FNeOppZLWmqZLZ6237EsK09ZnU55WsxS08wyt3JBMVTc93BFxT1BXEBAAQWB+f1RUgQoovIwzPt1XV0XM/c9z/OZQU2+3vf9LeusUSMGy9y5rf79/mdFHRUFtCZ8s7Zu360ObVvJ18dLZcs6KyUlVUeiTmj9pm1KvXrN6Ij4Q7cu7ZWWlp5n97yHzB0oahVz5y/EsZoOAAAAKEZYqWXj3p30ssq5u+mp51/Ld860TybrUkKi/vXmB0WYDCh5Qn+eo81bd+mt93Kuenzj/55Tm9bN1LXXEIOSAQAAAID1sTM6AIwV2KiB9uyLvOmcPfsiFdi4QRElAkouuucBAAAAwN3D9kMbV8rRQRXKl7vpnIoVysnRsVQRJUJh1KvrKX+/enJ1dZG9Xe5atcVi0ZzvFxuQDH9F97ySy9m5jFxdynIoPAAAAFCEKGrZuGPHT6tL5zb6cckKHT9xOtd4vbqeCurYRkeOnjAgHW7FuUxpTX7zJTVv2kiS8uy8JlHUKk7onlcyDfxHT40Y0l9tORQeAAAAKDIUtWzczDk/6sN3J2jG51O0cnW49uyL1KWEJFUo767Axg30oLmD7O3tNfPbBUZHRR7Gjh6qFvc31oHIKC1ftVYXLsQpMzPT6Fi4iQH9emhAvx55ji2eNy3Xc3TPAwAAAIC8UdSycdt37dGbkz/Wyy+MVq/uXdTzoaDsMZPJpOSUVL3/3y+1c/deA1MiP+3btNTR46f01POv5bmtDcUL3fMAAAAA4O6hqAWtCd+srdt3q0PbVvL18VLZss5KSUnVkagTWr9pm1KvXjM6IvLh6uKs0LD1FLSsRL/BY4yOAAAAAAAlBkUtSJJSr17Tyl/CtfKXcKOj4DZEx5xT+XLuRscAbJ7JZMr3TDsAAAAA90buNmkArMbipaFq06qZKlYob3QU3CFn5zK5DpCH9fhh4TI9/OhTRscAAAAAbAortSDp9y6H/n715OrqInu73LVOuucVTxu37FBg4waaNnWyZsyer8NRx5WcnJLn3Lj4hCJOh9tB9zzrlpKSqpSUVKNjAAAAADaFopaNcy5TWpPffEnNmzaSpHy3z1DUKp5++mG6LBaLTCaTXnv5mXzn0UEPuHecnBzl5uoiuzz+QUD6vUEAAAAAgLuPopaNGzt6qFrc31gHIqO0fNVaXbgQp8zMTKNjoYBWr9koi+imBxjhQXMHPTawrzxr1ch3DgVlAAAA4N6hqGXj2rdpqaPHT+mp51+jg54VmvTuJ0ZHAGxS926dNOGlscrKytLe/Yd0/mKcMjP5MxQAAAAoShS1bJyri7NCw9ZT0AIMRvc86zJ4QG9duZKi0c/9S6d/izE6DgAAAGCTKGrZuOiYcypfzt3oGIDN+2HhMq1YtdboGCggjxpVFbJqHQUtAAAAwEAUtWzc4qWhGvX4IFWsUF7xl+iOZw2GDX64UK+bPW/RXU6Cu4nuedbl8uVkpV+/bnQMAAAAwKZR1LJxG7fsUGDjBpo2dbJmzJ6vw1HHlZyckufcuHiKXsXBqBGDZLEU/HB4k8kki8VCUasYo3ue9dm8bZeaNmlodAwAAADAppladepL6zQbtjlsoSwWS3bhIz908Co+Ro0YpMI0PJw+6/u7HwZ3hO551svNzUXTp/5bEXsjNfWLb3T12jWjIwEAAAA2h5VaNm71mo2yFKZCAsNMn0lxqiSge551m/zGS7qWlq6e3YNkDmqn6JhYXclrlavFonEvvlnk+QAAAABbQFHLxk169xOjIwA2ie551q1p4wbZX5cp7aR6dT3znHc7W4UBAAAA3B6KWkAJ0jigvpoE+HN+lhWge551a9PlH0ZHAAAAAGxe3qcSA7BK9wcG6MnHBxodAwVA9zwAAAAAuDOs1LJBwwY/XKjXsfoHuHvongcAAAAAd4ailg0aNWLQbZ3zcqMzIkUt4O754uu5mj7133rlhTF0z7NylStVVOVKFeToWCrP8T37Ios4EQAAAGAbKGrZoNnzFomGh4Cx6J5n/Vo0a6znnn5ctWvWuOm8tub+RZQIAAAAsC0UtWzQ9JnfGx0B98j5C3Haf/CI0TFQAHTPs24N6vvow8n/UmLSZS38aaX69+2uiL0H9duZs2rcqL48a3lo45adijp20uioAAAAQIlFUQuwYlXuq6Tr1zN0KSFRkrRi1VqtWLXW4FQoCLrnWbehg/spPf26Rjz1suLiE9S/b3f9uueAZn67QJL05PCBGti/p76cOc/gpAAAAEDJRfdD5NA4oH6hD5JH0Vv03Rd66olHjY4B2JyG/r7auGWn4uITsp8z2f35v9SvvvlBp07H6IlhdCMFAAAA7hWKWsjh/sAAPfk4P4RZi+TkVCUmXTY6BmBzXMo66/yFuOzH1zMyVKa0U445+w8eVpNG/kUdDQAAALAZbD8ErNiBQ1Hy8fYyOgbuEN3zrE9CYpJcXcv++TghSTWqV80xx8HeXk5OjkUdDQAAALAZFLUAKzZj9nx98ck76tm9i5aFhBkdB7eJ7nnW60z02RxFrIOHotSqRVPV9KimM9GxqlC+nDq2b6XomFgDUwIAAAAlG0UtwIq1bhGoiD0H9coLo9WvVzdFHj6q+EuJ0t865lks0qy5CwxKibzQPc+6bdsZoVGPD5abq4suX0nWj4tWqEO7Vpr95X908nS0anpUk3OZ0vrsy2+NjgoAAACUWBS1kMP5C3Haf/CI0TFQQCOHPZL9tY93Hfl418lznsVioahVzNA9z7otWbZaEXsjlZGRIUnad/CwXpv0oZ58fJDq1qmp2HMX9dnCZVr5S7ixQQEAAIASjKKWjatyXyVdv56hSwmJkqQVq9Zqxaq1BqdCQT0zfqLREVBIBeme16pFUz0xbKAmTPrAiIi4idTUq4o8fDTHc+s3bdf6TdsNSgQAAADYHopaNm7Rd19o5epwTf7gM6OjoBAiOEDcahW0e565c7uijgYAAAAAVsHu1lNQkiUnpyox6bLRMQCbQ/c8AAAAALgzrNSycQcORcnH28voGLhDdb1qq2tQO3nW8lCZ0k569qVJkqSqVSqrgV897di9V1eSUwxOib+ie551WTj3c1kkPfvim4o9d0EL535eoNdZJPV/7Ol7mg0AAACwVazUsnEzZs9X40b11bN7F6OjoJCeHD5Q33z5oR57pI/atm6mpk0aZo/Z2dlp0msvqJu5g4EJkZdtOyMU2KiB3FxdJEk/LlohJydHzf7yP5rx+fv6Yfb/VM7dTfMXLjc4KaTffy/ZmUw5HptMplv+99fXAAAAALi7TK069bUYHQLGGTGkvwIa+Kn5/Y109PgpRR4+qvhLiZIl5y8Li0V0zyuGunRqo0kTXtD2nXv02VffqkvHNhoyqK/amvtnz/n6s/eUknJVz708ycCk+Dtn5zLyrOWhU6fPKPXqNUlSh7Yt9eTjg+RRvYpiz13UDwuX6ecVvxicFAAAAACKJ7Yf2riRwx7J/trHu458vOvkOc9isVDUKoYG9Ouh6Jhzevn195SRkaEObVvmmnPqdHSO1VsoHuieBwAAAAB3hqKWjXtm/ESjI+AOeNWprZDQdcrIyMh3Tlx8giqUdy/CVIDtsre3V906tXQtLU2/nTlrdBwAAACgRKOoZeMi9kUaHQF3wGSSsrKybjqnQnl3paVfL6JEgG0I6vCAOnVorff/+6UuX0mWJNWoXkUfvfu6alSvIknauGWnXpv0oTJv8XsUAAAAQOFQ1AKsWHR0rAIa+OU7bjKZ1Cigvk6eOlOEqZAXuueVLMEPBalSxfLZBS1JGjdmuDxqVNXuiP1yd3NVuweaq8dDnbV0RZiBSQEAAICSi+6HkCTV9aqtp558TFPeflVTP3gj+/mqVSorqMMDcnUpa2A65GdN+Bb51qujQf175Tk+7NGH5VG9qlav2VjEyfB3dM8rWTxre+jQkWPZj52dy+iBlk21JnyLnn1pkkY8/YpOn4lR8IOdDUwJAAAAlGys1IKeHD5QQx99OPuHZ8tfOh/a2dlp0msv6OPPZ2nhkhCjIiIf8xctV+eOD2jsqCEK6vhAdtPKcWOGqXFAffn51NXBQ0f18/LVxgaF+g0ec9PHsC7ly7kp7lJC9uMAf1/Z29srbN0mSVJmZqZ27t4nc6e2RkUEAAAASjxWatm4Lp3aaPhj/9DOXXs1dNQ/NWfe4hzjZ2PP63DUcbVr3dyghLiZtPR0jR0/Uat+WS/fel7y9/OWyWTSwH/0lK9PXYWGbdALr7zFmT7AXZaSek0uZf9cwRrYuIEsFov27j+U/VxaerqcncsYEQ8AAACwCazUsnED+vVQdMw5vfz6e8rIyFCHti1zzTl1OlpNmzQ0IB0KIiUlVe+8/6mmfvGN6vt6y93NVckpqYo8fFSJSZeNjofbRPc86xAdE6vWLQJVqpSDLBYpqOMDOn7itJIuX8meU7VKZSUkJhmYEgAAACjZKGrZOK86tRUSuk4ZGRn5zomLT1CF8u5FmAqFcflKsrbv2mN0DBQQ3fOs28/LV2vCy8/oxzmfKSMzU9WqVNYnn8/KMcevXl2doEkDAAAAcM+w/dDGmUxS1i1+YK5Q3l1p6deLKBFgG4IfClLtmjXy7J73654DOn7idHb3PBQ/IavD9e33S1S6tJNcyjpr4U8rteAv5w4GNPDN/l4CAAAAuDdYqWXjoqNjFdDAL99xk8mkRgH1dZLVBsWWk5OjenbvIp+6nqpcuaIcHPL4bW2xaNyLbxZ5NuTPs7aHdu7em/34r93zJr7zkezt7TXnq/8o+MHOWroizMCkyM+0Gd9p2ozv8hw7dOS4uvYeqqtXrxVxKgAAAMB2UNSycWvCt2jUiEEa1L+Xvl+wNNf4sEcflkf1qvpx0QoD0uFW6nrV1ifvT1Q5dzeZ/uhemZe/drRE8UD3vJItIyNDNapXUZ/grrm2JQIAAAC4Oyhq2bj5i5arc8cHNHbUEAV1fEA3ah/jxgxT44D68vOpq4OHjurn5auNDYo8PT92hMq5u+nr2fO1cnW4LsZduuV2UhQPdM8rmUqVclBQxzbq3cOsgAa+kkRRCwAAALhHKGrZuLT0dI0dP1EvjB2hbl3ay87u92PWBv6jp7IsFoWGbdB/pn7FQdXFVMP6PgrfuE3fzF1odBTcJrrnlSxenrXUO9isbkHt5eLiLJPJpLOx57UsZI3R0QAAAIASi6IWlJKSqnfe/1RTv/hG9X295e7mquSUVEUePqrEpMtGx8NNpF69pnPnLxodA4VA9zzr5+ToqC6d26p3D7P8/byztwAfO35KU6d9o90RHBIPAAAA3EsUtZDt8pVkbd+1x+gYuA27I/bLv349o2OgEEJWh6tWzRrqHWyWpHy75/284hejIiIf3l6e6hNsljmonco6l5HJZNLhqBMKCV2r8eOeUOSRYxS0AAAAgCJgatWpLydIA1aqerUq+vqz9/T9gqX69vslRsfBXeTg4CAnJ0ddvXqNc9KKiZ7du6hPsFm+9bxkMpkUfylRq9ds0IrQddkdYjeHLdTSkDBN+WiawWkBAACAko+VWpCTk6N6du8in7qeqly5ohwc8vhlYbFo3ItvFnk23NzZ2PMa89wETZ/6rnr1MOvosZNKSUnNNc9isejfH35uQEIUFt3zip9Xx49RlsWi8I3bFBIarm07Iyg4AgAAAAaiqGXj6nrV1ifvT1Q5d7fs82DyYrGwoK84qlypoqa89apcXcvK1bWsqle9L895FLWsB93zijeTJG+v2vKqU0tHjp5Q/KUEoyMBAAAANouilo17fuwIlXN309ez52vl6nBdjLvEygMr8vzYEapVs7qWr1yrkNXrFBd/SZmZfP+sEd3zir8xz01Qn+Cu6tS+tZ564lGNHjFIO3bvVciqdVq/eYcyMjKMjggAAADYFIpaNq5hfR+Fb9ymb+YuNDoKCqFZYENt37lH7/6HVVjWiO551mX/wSPaf/CIPvp0hh4yd1CvHma1ah6ols2a6EpyitaEbzE6IgAAAGBTKGrZuNSr13Tu/EWjY6CQTHZ2On7ytNExcJvonmfdUlJStfCnlVr400r5+9VTn2CzOndso749u0qSWrdoqkH9e2nl6nAlJl02OC0AAABQclHUsnG7I/bLv349o2OgkA5GRsmrTi2jY6CA8uqetywkLEf3vPHjnjA4JW5H5OGjijx8VB9/NlPdzB3Uq3sX+XjX0dhRQzR65GBt3rpLEyZ9aHRMAAAAoESy96hT/02jQ8A4R46e0NDB/WRnZ6d9Bw4bHQe36dTpaD05fJBizp7TiT+KIii+Zn3xvipUKK/1G7fp8+lz9eHUr7R91x4lJv65mmfk0AE6cvSENm/dZWBS3K7rGRk6fOS4fl7+izZv3SU7OzvVqV1T3l61NfPbBUbHAwAAAEokVmrZuLOx5zXmuQmaPvVd9eph1tFjJ5WSkpprHt3ziqc2re7X7oj9evNfz6tvz246HHVCKSkpueZZLNKsufxgXRzQPa/kO3L0hKZ8NE2ffD5L5s7tjI4DAAAAlFimVp36WowOAeNUrlRRUz94Q7VqVr/pPIvForbm/kWUCgW1OaxgB/zz/SseAhr4ZnfPc3JyVFZWVq7ueZvDFmppSJimfDTN6LgAAAAAUKyxUsvGPT92hGrVrK7lK9cqZPU6xcVfUmZmltGxUEDPjJ9odATcBrrnAQAAAMDdw0otGxf602wdPHRU4//vHaOjADbpr93zypR2kiRdjLuk+YuW0z0PAAAAAG7CzugAMJbJzk7HT542Ogbuodq1aui5px83OgbyEXn4qP794efq1X+kPpz6laKOnVTlShU0dtQQ/TR/uia/8aLREQEAAACgWGL7oY07GBklrzq1jI6Bu6xUKQcFdWyj3j3MCmjgK0n65PNZBqfCzaRevaYlS0O1ZGmofOt5qU/PrjJ3bqcObVsaHQ0AAAAAiiW2H9o433pemvbJZE3+4FOFrdtsdBzcIS/PWuodbFa3oPZycXGWyWTS2djzWhayRnO+X2x0PNym0qWdZO7cTstCwoyOAgAAAADFDkUtGzdiSH/5+9VTqxaB2rv/kA5HnVBKSkqueRaLNGvuAgMS4lacHB3VpXNb9e5hlr+ft0wmkyTp2PFTmjrtG+2OOGBwQgAAAAAA7j62H9q4kcMeyf66SSN/NWnkn+c8i8VCUauY8fbyVJ9gs8xB7VTWuYxMJpMOR51QSOhajR/3hCKPHKOgBdwlTo6OSktPN/waAAAAAP5EUcvGPTN+otERcJt6du+iPsFm+dbzkslkUvylRC0LCdOK0HU6eeqMJGn8uCcMTgmULIvmfaE58xZrybJQXb+ecVuv9fby1JOPD9ThI8f5xwEAAADgLqKoZeMi9kUaHQG36dXxY5RlsSh84zaFhIZr284IZWVlGR0LKNG279yjZ58arpFDBygsfLPWhG/RwciofFdeVa9WRS2bN9FD5o7y9/PWhYvx+m7+T0WcGgAAACjZKGrhlmrXqqE+wV3pnleMmCR5e9WWV51aOnL0hOIvJRgdCSjR3p7yPy38aaVGjxys3j3M6t3DrKysLJ36LUbx8Qm6nJwsJ0dHubm5qLZHDbm7u8pkMikhMUlfzpynHxYuu+0VXgAAAABujoPikadSpRwU1LGNevcwK6CBrySprbm/wakgSQENfNUnuKs6tW8tJydHZWVlacfuvQpZtU7rN+9QRkaGNoct1NKQME35aJrRcYESx6NGNfXsHqRmgY3k4+0pOzu7HOOJiZe1Z3+k1m3YqnUbtikzM9OgpAAAAEDJxkot5ODlWUu9g83qFtReLi7OMplMOht7XstC1hgdDX/Yf/CI9h88oo8+naGHzB3Uq4dZrZoHqmWzJrqSnKI14VuMjgiUaNExsfriq7mSJCcnR1WuVFHubq5KS0tXQmISKycBAACAIsJKLcjJ0VFdOrdV7x5m+ft5y2QySZKOHT+lqdO+oYOeFfD3q6c+wWZ17thGZUo7SZIuxl3S/EXLtXJ1uBKTLhucEHTPAwAAAIC7y96jTv03jQ4BY3h7eWrEkP567ZVx6tyhte6rXFFHjp7UnHmL1LplU23atksLloQYHRMFcDHukjZu2amFS0J0IS5elSpWUC2P6mp+fyMNeDhY9ep6au16VnAZ6ef505WRkamoYydv+2B/by9PvTJ+jKpVvU97aO4AAAAAAJLYfmiTenbvoj7BZvnW85LJZFL8pUQtCwnTitB1OnnqjCRp/LgnDE6Jwki9ek1LloZqydJQ+dbzUp+eXWXu3E4d2rY0OprNo3seAAAAANxdbD+0QZvDFirLYtH6jdsUEhqubTsjcq0c4aDxkqN0aSeZO7fTspAwo6PYvPq+3ho9crCaBQZIUoG7581ftJzueQAAAADwN6zUslEmSd5eteVVp5aOHD3BwcYl2LVraRS0iolDR47p+ZffytU9r26dWjnmJSZe1vpN2+meBwAAAAA3wUotGxTQwFd9gruqU/vWcnJyVFZWlnbs3quQVeu0fvMOZWRksFILKCJ0zwMAAACAwmGllg3af/CI9h88oo8+naGHzB3Uq4dZrZoHqmWzJrqSnKI14RwoDhSVtLR0RcfEKjom1ugoAAAAAGBV6H5ow65fv67Iw8e0ZFmotu2IkL29nbzreiqgga8kqUL5cjKZTIqOidW1tDSD0wIAAAAAAPyJ7YfIwblMaXUzd1Cv7l3k411HFotFGZmZ2rx1lyZM+tDoeAAAAAAAAJIoauEmfOt5qU/PrjJ3bqfSTo5qa+5vdCQAAAAAAABJFLVQAKVLO8ncuR0d9AAAAAAAQLFBUQuwIk6OjkpLTzf8GgAAAAAAGM3O6AAACm7RvC80oF8PlSp1+41Lvb08NeXtVzV4QO97kAwAAAAAgKJ1+z8ZAzDM9p179OxTwzVy6ACFhW/WmvAtOhgZle/Kq+rVqqhl8yZ6yNxR/n7eunAxXt/N/6mIUwMAAAAAcPex/RCwMvV9vTV65GA1CwyQJGVlZenUbzGKj0/Q5eRkOTk6ys3NRbU9asjd3VUmk0kJiUmav2i5fli4TNevZxj8DgAAAAAAuHMUtQAr5VGjmnp2D1KzwEby8faUnV3O3cSJiZe1Z3+k1m3YqnUbtikzM9OgpAAAAAAA3H0UtYASwMnJUZUrVZS7m6vS0tKVkJik+EsJRscCAAAAAOCe4UwtoARIS0tXdEysomNijY4CAAAAAECRoPuhjXFydCwW1wAAAAAAALgTFLVszKJ5X2hAvx4qVer2F+l5e3lqytuvavCA3vcgGQAAAAAAQMGx/dDGbN+5R88+NVwjhw5QWPhmrQnfooORUUpLT89zfvVqVdSyeRM9ZO4ofz9vXbgYr+/m/1TEqQEAAAAAAHLioHgbVN/XW6NHDlazwABJUlZWlk79FqP4+ARdTk6Wk6Oj3NxcVNujhtzdXWUymZSQmKT5i5brh4XLdP16hsHvAAAAAAAA2DqKWjbMo0Y19ewepGaBjeTj7Sk7u5y7URMTL2vP/kit27BV6zZsU2ZmpkFJAQAAAAAAcqKoBUmSk5OjKleqKHc3V6WlpSshMUnxlxKMjgUAAAAAAJAnztSCJCktLV3RMbGKjok1OgoAAAAAAMAt0f0QAAAAAAAAVoeiFgAAAAAAAKwORS0AAAAAAABYHYpaAAAABbB43jQtnjftnt6je7dO2rp2sbp361ToaxRFzvwENm6grWsXa+SwRwy5PwAAsC0UtQAAACR99tFb2rp2sdEx7om7USwDAAAobuh+CAAAUEys37RdByOjFHcpodDXGPfiG3cxEQAAQPFFUQsAAKCYSElJVUpK6h1dI+bs+buUBgAAoHijqAUAAEo0f796evSRPmoc4Cc3VxddSkjS1u2/asac+YqLT1DVKpW15Psvs+f/dQvir3sOaOz4iTmuV7q0k54Y9oiCOrZRhfLldOFinH5eEaa5PyzJMe/GdVesWquvZ8/X008OUfP7G6lMmdI6cfI3zZg9X5u37c7xmu7dOun1V8bp7Sn/U0jouhxjlStV1GMD+6h1i0DdV7mi0tLSFX32nDZt2aVZcxdkz7txnla/wWMk/b6tsmmThpKk118Zp9dfGZc9t++g0erbs6uGDn5Yb783VSGrw3N9fr71vPTNlx9q89ZdenHCv2/5eefHo0Y1jRjSX82aBqicu5sSk65o16/7NPPbBYqOic0xt1LF8urVvYtaNg9UjepV5ObqosSkK4rYe0Cz5i7UqdPROeYX5rMGAADWj6IWAAAosYIf7KxX/vmUrqdf18atO3XhQpxqelRXz+5BatO6mZ585lUlJ6fo69nz1aNbJ1Wrep++nj0/+/Wx5y7kuJ6Dg70+njJRlSqW17YdEcrMzFT7ti00dtQQOTqW0sw5P+bKULVKZc34/H2djT2vVb+sl5uri4I6tdGUt1/Vsy9N0q97Dtzyffj51NXHUybK3d1VEXsPKnzjdpUu7aQ6tT00ctiAHEWtv1sRuk5XklPUoW0PJtlhAAAH20lEQVRLrd+0XUePn8oeS05O0ZJlq/XoI33UO7hrnkWtPj27SpKWLAu9Zc781Pf11tQP3pCzcxlt3LJTp05Hq3atGurWpb3aPdBcz740SYeOHMue36SRv4YM6qfdew4ofMM2pV69ppoe1dSpfWu1faC5Ro+boGMnTuW6z934rAEAgPWgqAUAAEqkmh7V9PILo3Xu3AU9/cLruhh3KXusWWCAPn5/ol54ZqRenThFM2bPV9PGDVSt6n2a8Zei1t9VrlRRR4+f0nMvTVJaerokacacHzV/zqca+I+emv3dImVmZuZ4zf2BAfrqmx9yFLxWr9moj9+fqEcf6X3LQouDg4Mmv/Gi3N1d9cY7/9XqtRtzZbqZGyu+OrRtqQ2bd+RaAZackqptOyLUpnUzeXnW0olTv2WPOZcpLXPndjp3/qK27oi46X1uZuKrz8rFpazemPyxVq/ZkP18UMc2emfiP/XG/z2rQY8/J4vFIknaHXFAPR5+XKlXr+W4jreXp77832Q9/eRjGv9/7+S6z51+1gAAwLrQ/RAAAJRI/Xo9qFKlSum/n87MUdCSpF0R+7Vp6y61ad1MzmVK39Z1//u/GdkFLUlKSEzSxs075OpSVrVr1sg1P/bcBX0zd2GO57bv2qPY8xfl71fvlvdr27qZqlerog2bd+QqaEnSxbj428qfl8VLf1+FdWNV1g1dg9qrrHMZLQsJU1ZWVqGu3aiBnzxre2j/wcM5ClqStCZ8s/bsi1TtWh5qHFA/+/mExKRcBS1JOnbilHZHHFDTwIayt7fPNX6nnzUAALAurNQCAAAlUkN/X0lSYGN/1ffzzjVevpy7HOztVdOjuo4cPVGga15JTlH02XO5nj9/MU6S5OpaNtdY1LGTeRaELlyIU0N/n1ve88acbTt+LVDGwti641fFnD2nB80d9Nn0OUpL+71o1zvYrIyMDC0NCSv0tX18vCT9XkjMy+6I/WrSyF8+3nW0Z19k9vMPtLxffXt1lZ+Pt8q5u8rBIedfW8u5uyn+b10i7/SzBgAA1oWiFgAAKJHc3VwkSY8N7HvTebezUis5OSXP5zMzfy+k2NnlXgSf/2sy81xt9HcuLr8Xyv6+2uxuslgs+mn5Lxo7aoi6dGqrFavWyreel/x86mr9pu2Ki0+49UXy4VLWWZIUn881bhSmbrxPSRrQr4deeGakLl++oh279+n8hYu6di1NFknt27SQj3cdlSqV+6+xd/pZAwAA60JRCwAAlEjJKamSpKDgR5WaetXgNIV3o1BTuVKFe3qf5SvX6Inhj6hPcFetWLU2eyviT8tW39F1b3wfKlYon+f4jedT/phnb2enkcMeUVx8goaPfjHXaixWXAEAgBs4UwsAAJRIBw9FSZKaBPgXaP6NbWt5rbYy0oHI399HqxZNC32NG+/N/ibvLTHpstat36qG/j5q1MBP5s7tFHP2nLbv2lPo+0pS1B9bOwMbN8hzvGlgQ0nK3gLq7u4mN1cX7T94OFdBq0zp0vKt53VHeQAAQMlRvP7WBgAAcJcsXLJS169f13NPP66aHtVyjTs4OOQ4nDzp8hVJUpX7KhVZxoLYtHWXzsaeV/s2LWTu3DbX+K26H0oFf29L/jgw/u2J/1RZ5zJauiIsuyPhX1WtUllb1y7W4nnTbnnvfQcO6/Rv0WrSyF+d2rfOMdapfWsFNmqg02ditHf/IUm/HxJ/9eo1+fnUVZnSf24Ntbe31wvPjFD5cu63vCcAALANbD8EAAAl0ukzMZr8wWea8NJYzZv5ibbtjNBvZ2Ll4GCvKvdVUpMAfyUmJWng8GclSbt+3a+gjm303qSXtWX7r0pLT9e58xe16pf1hr6PjIwMTZj0oT55f6Leem28+gR31YFDUXJydFTtWjXUrGkjtTP3v+k1Dhw8oqtXr+mRh4Pl7u6q+EuJkqQFS0Kyt/1J0r6DhxV17KR8vOvo+vXrWrZqTZ7Xu7GaLTMzs0Dv4a33/qepH7yht18fr41bdur0bzGqVbO62rdpoZSUVL317tTs4pnFYtGCJSs0dPDDmjvjv9q4ZaccHBx0f5OGcnN10a6I/WoWGFCg+wIAgJKNohYAACixQsM26NjxUxrUv5eaBgaoxf1NdO3aNV2MT9C6DVsVFr4pe+7SkDBVrVJZXTq10WMD+8jBwUG/7jlgeFFLkg5HHdfQUf/UkEH91LpFoAIa+Co19Zqiz8bq61k/3PL1V5JT9K83P9CIoQPUvVsnOZcpI0la9cv6HEUtSVqxaq18nhmpjVt2KiEhKc/r1a1TS5L0y7pNeY7/XeThoxrx9Msa/tg/1LxpY7Vt3UyJSVf0y9pNmjV3gX47czbH/Okzv1dC4mX16t5FfYLNSk5J1Y7dezV95vd6YtgjBbonAAAo+UytOvXNvaYcAAAANum1l59Rjwc7a9w/39CuiP15znn2qeHqE9xVfQeNzt7aCAAAUNQ4UwsAAACSpPsqV1SXzm118tSZfAta0u+Hvi8NCaOgBQAADMX2QwAAABvXtXM71axZXeZObeTk6Kjps76/6fzHx7xURMkAAADyR1ELAADAxvUONqtJI3+dvxivjz+bqfCN24yOBAAAcEucqQUAAAAAAACrw5laAAAAAAAAsDoUtQAAAAAAAGB1KGoBAAAAAADA6lDUAgAAAAAAgNWhqAUAAAAAAACr8/+uKNcm6JzM5AAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 1440x504 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -2107,7 +1942,8 @@
     }
    },
    "source": [
-    "## 1.3 Correlations hidden in data"
+    "## 1.3 Correlations hidden in data\n",
+    "#### We can identify potential correlations across variables through a dendogram visualiation"
    ]
   },
   {
@@ -2144,32 +1980,6 @@
     "corr = xai.correlations(df_display, include_categorical=True)"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 44,
-   "metadata": {
-    "slideshow": {
-     "slide_type": "subslide"
-    }
-   },
-   "outputs": [
-    {
-     "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": [
-    "corr = xai.correlations(df_display, include_categorical=True, plot_type=\"matrix\")"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {
@@ -2183,16 +1993,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "??xai.balanced_train_test_split"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 73,
+   "execution_count": 37,
    "metadata": {
     "slideshow": {
      "slide_type": "-"
@@ -2201,14 +2002,12 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 1440x504 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -2232,16 +2031,11 @@
     }
    },
    "source": [
-    "## 1.5 Shoutout to other tools and techniques"
+    "## 1.5 Shoutout to other tools and techniques\n",
+    "https://github.com/EthicalML/awesome-production-machine-learning#industrial-strength-visualisation-libraries\n",
+    "![](images/dataviz.jpg)"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
   {
    "cell_type": "markdown",
    "metadata": {
@@ -2263,11 +2057,11 @@
    "cell_type": "markdown",
    "metadata": {
     "slideshow": {
-     "slide_type": "subslide"
+     "slide_type": "-"
     }
    },
    "source": [
-    "## Points to cover\n",
+    "#### Points to cover\n",
     "\n",
     "2.1) Standard model evaluation metrics\n",
     "\n",
@@ -2278,6 +2072,34 @@
     "2.4) Other libraries available"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Alibi - Black Box Model Explanations\n",
+    "\n",
+    "<br>\n",
+    "\n",
+    "## A set of proven scientific techniques to explain ML models as black boxes\n",
+    "\n",
+    "<br>\n",
+    "\n",
+    "<img src=\"images/alibi-repo-new.jpg\" style=\"width=100vw\">\n",
+    "\n",
+    "<br>\n",
+    "\n",
+    "## https://github.com/SeldonIO/Alibi\n",
+    "\n",
+    "\n",
+    "<br><br><br>\n",
+    "\n",
+    "<hr>"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {
@@ -2317,7 +2139,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 76,
+   "execution_count": 39,
    "metadata": {
     "slideshow": {
      "slide_type": "-"
@@ -2326,7 +2148,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 864x576 with 2 Axes>"
       ]
@@ -2339,26 +2161,26 @@
      "output_type": "stream",
      "text": [
       "Log-loss (cost function):\n",
-      "training   (min:    0.306, max:    0.589, cur:    0.307)\n",
-      "validation (min:    0.312, max:    0.473, cur:    0.312)\n",
+      "training   (min:    0.310, max:    0.569, cur:    0.311)\n",
+      "validation (min:    0.312, max:    0.462, cur:    0.312)\n",
       "\n",
       "Accuracy:\n",
-      "training   (min:    0.710, max:    0.859, cur:    0.858)\n",
-      "validation (min:    0.800, max:    0.858, cur:    0.857)\n"
+      "training   (min:    0.746, max:    0.857, cur:    0.856)\n",
+      "validation (min:    0.791, max:    0.858, cur:    0.858)\n"
      ]
     }
    ],
    "source": [
     "# Let's start by building our model with our newly balanced dataset\n",
     "model = build_model(X)\n",
-    "model.fit(f_in(X_train), y_train, epochs=50, batch_size=512, shuffle=True, validation_data=(f_in(X_valid), y_valid), callbacks=[PlotLossesKeras()], verbose=0, validation_split=0.05,)\n",
+    "model.fit(f_in(X_train), y_train, epochs=20, batch_size=512, shuffle=True, validation_data=(f_in(X_valid), y_valid), callbacks=[PlotLossesKeras()], verbose=0, validation_split=0.05,)\n",
     "probabilities = model.predict(f_in(X_valid))\n",
     "pred = f_out(probabilities)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 77,
+   "execution_count": 40,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -2367,7 +2189,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 1440x504 with 2 Axes>"
       ]
@@ -2382,7 +2204,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 78,
+   "execution_count": 45,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -2391,7 +2213,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1440x504 with 1 Axes>"
       ]
@@ -2406,21 +2228,31 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 88,
+   "execution_count": 61,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "# ??xai.precision_recall_curve\n",
-    "im = xai.(y_valid, pred)"
+    "im = xai.roc_plot(y_valid, pred, df=X_valid, cross_cols=[\"gender\"], categorical_cols=[\"gender\"])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 80,
+   "execution_count": 62,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -2429,7 +2261,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 1440x360 with 1 Axes>"
       ]
@@ -2444,7 +2276,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 81,
+   "execution_count": 63,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -2453,7 +2285,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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7dq3UuFGAfv5liw7+/ofZUYFK06JZU53KyDI7BlBuLZo11dbtu8ucsytmvzp1DLFTIqDizfh6TomFkrubq1q1uF5t27TQ+l+36rdDR0xIBxg3Z0GU0k9lqGv4DfKt660OIcFKOpmixBMnzY4GG1EooVQjht6k/v166sDBI/rsv19px659KiwsVI0aNRTavrX+9uA9urFPN+3as08LFq8wOy5QLvfeeYtOnz6jsROeV0pqukaOGKTtO2OKbv158P5RGjVyqD6f8Z3JSQHbTX7/9WKvB/Xvo9CQSx+P7lCjhur51lWD+r6KXr3eXvGAClenjqeSU9PKnJOWfkreXh52SgRUvOkzZ5c5Pqh/Hz392Dh9Pp3fWVB9rFyzoeiulw0r5ypy2Wpuwa9G2JQbpRoysJ8ST5zU3558Rdt2xBQ9arqwsFDbdsTob0/+Q4lJyRoy8EaTkwLlF9y6hX7+ZUux2yQsNf78V+N/v5ylo7HxGnffKDPiAeXSoX2bon+sVqsaNqhX7NjFf9oGt5Szk5NWrd2gjz77wuzYQLnlZOeqvq9PmXPq+/ooL7/ATokA+4tavkZ79x3Uw+PuMjsKUC7Tv/pB27ktuVphhRJK1TgoQAsXR6vg9OkSxwtOn9ZP6zdr+NAIOycDKo6bq4uSTqYUvT5z9qycnRyLzdmz94Ai+vawdzSg3LrdeFvRz399JC9wNdr32yH17NZJ3nW8lJZ+6pJxn7p11LNbJ+3ee8CEdID9HDr8h24ezO/mqJ5mfPWD2RFgECuUUCqrVZd9bCOPdUR1l34qQ+7urn++Ts+Qv1+DYnNqOjjI0bG2vaMBFeLtdz7Rug2bzY4BVKo5C6Lk4uKsKR+9pe5dw1Sr1vm/M61Vq6Z6dA3Tfz58S87OTpozP8rkpEDlqufrIwcH/ogHwD5YoYRSxR47rt49wvX59O9KXKXkWLu2enbrpKOxx01IB1SMuOMJxQqkvfsPKrxTBwUGNFTc8UR51/FS757hOh6faGJKoPyiVqw1OwJQ6TZv3aUvvp6jMfeM1D9ff15WSVlZ2XJ3d5NFksVi0Rdfz9HGLTvMjgpUiho1amjwgL7q06uLdu/Zb3YcANcICiWUasnSVXr2ifH67MO39J//fq0du/bq3IVNuUPatdaEcXerQX1ffTt7odlRgXLbuGWHxo+5Ux7ubsrMytYP8yLVq0e4Zn7+vv6IPa7AgIZycXbSp59/bXZUwCYh7VpLkvbtP6TTZ84UvbbFzt37KisWUOmmzZyt3XsPaOSIQWrdsrnc3VyUmZmtvfsPas6CKG3ZtsvsiMAVmfvNZyUed3BwkHcdLzk41NDZs2c1Zfq3dk4G4FplCe8z4tJnTwIXTHzpSUX07S6r1Sqr1arMzGx5eLjJYrHIYrFo1dpf9Opb/zY7JlBuLi7OatwoQEdj45Sbly9J6tW9sx4cM1oBfvWVeCJZs+Yu1qLIaJOTArbZsHKurFarRo95XHHHE4te26J7xMhKTgcAKK/5300p8d/nhVarsrKyte/A75qzIFKxx+JNSAfgWkShhMuK6NtdQwb0U/NmTeTm6qLsnFwdPPSHlixbxWOmAaCKeeC+O2S1WjV3QZQys7KLXtuCzTABAABgKwolAAAAAAAAGMIeSgCuaS2aNVW38Bu0YMkKpadnXDLuXcdLw4dE6OdftujQ4aP2DwgAsEld7zoac/dt6hwWIl8fb9WseemvuVZJPbi1E9VcXe866tihrXx96qp2rRKuc6v0xTdzTEgG4FpDoQTgmnbn7TerXXArzfi65F+80tJPacigGxXg31Bv/PNjO6cDrpy/X321a9NKGzZtVWZm9iXjnh7u6tr5Bu2K2a+ExCQTEgJXztfHW9M/+5fq1PHSH0fjVKtWLZ1IStaZM2fk17C+HBwcdOjwUWVn55gdFbgi4+67Q/eMvkUODjWKjlkslqJbmy/+TKEEwB4olFBkw8q5KrRadafBjVz52z5UZ8GtW2j7zpgy52zbscfQk7KAquSe0beoZ7dOWrH65xLHs3Ny9ejD92ntz7/q3Q+n2jkdUDHG3nO7vOt46am/v6kt23drw8q5ily2WjO+niNfn7p68ZkJatignh577TWzowLldlO/nhpzz0ht27FH8xYt0/9NfE5Ry9do09ad6tA+WEMH9dOqtRu0cPEKs6MCuEZQKKHIzt37ZLValZ9/uthr4GpW19tLJ5NTy5yTkpImH+86dkoEVKwO7dtoy/bdOnfuXInj586d05Ztu3RDaFs7JwMqTuewEG3cslNbtu++ZCw5JVUvv/6evp3xocbdP0offDLdhITAlbvl5v46mZyqp/7+ps4VFkqSEk+c1Mo1G7RyzQatW79J7016mYfmALAbCiUUeeTpV8t8DVyN8vNPy8vLo8w5Xl4eOn3mjJ0SARXL16eu1vz0a5lzkk4mq3vXMDslAiqet7eXVq3dUPS6sLBQjo61i17n5edr87Zd6tGtE4USqq3rmjRS9Or1RWWSJNWo8eetb5u27tSmLTt15x3DtP7XrWZEBHCNqXH5KQBw9Tp0+A/17NpJzk5OJY67uDirZ9dOOvT7H3ZOBlSMM2fPytXFpcw5Li7O53dxBaqpnJw81apVq+h1ZlaOfH3q/mVOrup4lv0XCEBVVrNmTWVkZhW9Lig4LTc312JzjvxxTM2aNrZzMgDXKgolGObh4aZe3Turc8eQYn8rAlRHC5dEy8vLQx+9+5quaxpUbOz6po310TuvydPTXYsio01KCFyZI38cU9fwG+Tg4FDieM2aNdUtvKP+iD1u52RAxTmRlKx6vn8WSL8fPqobQtsWrVKyWCzqdEP7y97iDFRlKWnp8qn75y34SSdTLvndxcenjs6dK/zrWwGgUnDLG0o14ub+Gty/j55+4S1lZp1/MlCLZk31wb/+IQ93N0nSgYOH9egzryk/v8DMqEC5rVq7QV06hWrgTb018/P3lJaeoeSUNPn6eMu7jqcsFouWrljLfgSotpavXKdnnxivt197Vu988LnS0k8VjXnX8dLzTz2ker519c2shSamBK7M1h27NXxwhBwcHHTu3DlFrVijV194XFMnT9KWbbvULriVmjQO1FffzTc7KlBuBw/9oaZNGhW93rZjj4YNidCAiF5a+/NGdWgfrL49u2h3zAETUwK4llAooVQ39u4mq1VFZZIkPfrwfXJ3d1PksjXy9vZU1843aMTQ/vp+zo8mJgWuzFvvfKI9e3/TyBGD1KRxoOp6e0k6v7LjhwVRWhy10uSEQPktXBKtXj3C1aNrmMJuaKfDR2KLStPrmgbJydFRW7bv1oLFy82OCpTb4qhVysrKkZenh1LT0rV85U9q2fw63TZikK6/sIJj5Zr1+vKbuSYnBcpvw8ateu6J8WrYoJ4ST5zUV9/PV78+3fTK84/qlecflSSdPXdOn8/43uSkAK4VlvA+I9g0ASX68Yf/asPGbfrXv6dIkjw93BU5b4YWR63Svz44f2zap/+Ug4ODxjz8nJlRgQrj6Fhb7m6uysrOUUHBabPjABXCwcFBD94/SiNu7i831z/3U8rOztG8H5dp+swfSn0KHFCdeXl6yK9hfSUmnVR6eobZcYAK17BBPd15+83yb9hAiUknNX/RMh3+45jZsQBcI1ihhFJ5eLgr/dSfv3y1C24pSVq3flPRsV179mtQ/z52zwZUloKC0xRJuOqcO3dOU6Z/q89nfKegRv5FpWnssXhZ2YwbV4GBEb2Vln5Km7buLHb8VEamTmVkmpQKqHyJJ07q/Y+nmR0DwDWKQgmlyszMlpfHn09DCW3fRlarVbv3/nlfttVqVe3atUp6O1CteHl6qE/PcAU1CpCzk5Mmvf9Z0XG/hvV0+MgxFZymaEL1ZrVadZTNt3EVeun5RzR3QdQlhRIAAKg8PKILpYo9dlzdu3aUh4eb3FxddGOf7tr/2+/Kzc0rmtOwQT2lpZ0q4yxA1Td0YD/N/26Knnn8QY0cMUiDB/y56s67jpemTp6km/r1MDEhAKAsaWmnZLFYzI4BAMA1hRVKKNXs+ZH61xt/14+z/6uz5wrl5Fhbn079qticNq2aa9+BQyYlBK5c2A3t9fenH9bhI7H678zZCu8YouFDbyoaP3L0mP44Gqee3Ttp8dJVJiYFbDP5/dclq1Vv/HOyklNSz7+2hdWqx56dWKnZgMqycfMO3RASLIvFwm2cAADYCYUSSrX+ly1654PPNWxIhCRpxaqftHzlT0Xjoe3byNnZSZu2sLwc1dc9o4YrNe2UJjz1D+Xm5qn59U0umfP7kVgFt2lhQjrAuA7t20iSnJxqF3t9OfwhHNXZlBnfaton/9RLzz2iT6bMVEZmltmRAAC46lEooUyLIqO1KDK6xLEdu/aq/7B77ZwIqFgtW1yvlavXF7uV869OpqSqbh0vO6YCyq/bjbeV+Rq4Gr3xytPKzsnVwIheiujTTYknkpWalq5LalJW4gEAUGEolABc02rVrKm8/IIy57i7uqqwsNBOiYArM3LEIO3df1D7DvxudhTAbv53JV6tWrXUKNBPjQL9LpnHSjwAACoOhRKK1K/nI0lKTklTYWFh0WtbJJ1MqaxYQKVKPHFSLZs3LXNOm1bNFBuXYKdEwJV58pGxmj5zdlGhtD56jqbP/EFffDPH5GRA5WElHgAA9keh9P/t3XlU1XX+x/HXvSwim8jmkgsiS4gKKIbmCi6UttGMOWrqpE4/G6tJp2bpZ2XLOEtTNtNUlpM/M3+WWqZNmpmmueQuCooK7juIIquAyPf3R7+hGLlXQOQL1+fjHM7xez8fznn+gZzL+34XVFiyYJYMw9DIR57UyVNnK46vx5DUd/Dwmx8I3AQbvtum0SMeUEL/Xvrm283XrA+7K0Edg9vr3TkLTKgDaq609IpcXFwqji0Wi3j4FQAAAOoaAyVU+HLVOhmSCgqLKh0Djmz+x0s1KL6PXpw2VfH9tsjTw12S9NMH7lZUl04a0DdOp06f1eLPVphcClTPmXOZiusRrUWfLVdOTq4kiat8AAAAUNcsPeOTeJsJ4JbWItBfz//uSUV37XTN2p7U/XrhDzN1PvuiCWVAzQ1PGqqnJo+vOMO0uo9R52xTNGZV/f62ZXdK2k0sAQDg1sEZSgBuadFdO6mwsEiTpz6vjsHt1aVTuJp5e6mgsFB709J1MOOI2YlAjSz+bIVyLuXqzp7dFeDnq27RnZWZla2z57LMTgNumrdef6naN9zuw+AUAIA6wRlKsMmnmbeC2rdResYRFV0uvmbd3b2pwkI66Oixk8rNyzehELhxG79erKVffK2//u09s1OAm2LT6k/0/gcLNedDbsoNxzVh3IgqB0penh6KCA9Rl8hwbdy8QwczjmjOvEUmFAIA4Hg4Qwk2/fzhn2pYYrzuGT6hyvXy8nK9+srv9fmKNXpz1tz6jQPqSG5uvkpKSs3OAG6a9+ct0q49+8zOAG6q9z9YaHd9aGK8pj4xUe++zwMWAACoK1azA9Bw3dE9Stt2ptj8Y7u4uETbdu5RXI/oei4D6s6uPfvUJTLc7AzgppkzbxH3jMEtb8VXa7UvLV2TJo42OwUAAIfBQAk2BQb66/SZc3b3nD6TqRYBfvVUBNS9d+csUPu2rfXoIyPl5ORkdg5ww1oE+qtFoL+sVmul4+p8AY4s4/DRGt28GwAA2Mclb7DNMOTiYv9HxMXFWVYn5pJovMaNelCHj53Q2FEP6p67B+rQ4WO6kHPpmuesG4ahGX9926RKoPqWLJglwzA08pEndfLU2Yrj6+Epb3B0gQH+cuI9CwAAdYaBEmw6fvKM4mLtX84WFxutU6ftn8UENGRDE+Mr/u3n6yM/36p/5hkoobH4ctU6GZIKCosqHQO3KqvVqmF3JSi+fy+lpO43OwcAAIfBU95g08M/S9JjE0dryecr9Y9Z81RS+sO9lJq4uuqJSeP0wL1D9N6cjzTvoyUmlgK117JFQLX3nss8fxNLAAC19cn8qgf+Tk5O8m3uIycnq8rKyvTE09OVuu9gPdcBAOCYOEMJNi1eslyDE/oo6d5E9esdp90p+3Q++6IC/H0V3TVS/n7NdejwMS389AuzU4FaY0gEAI2f1Wqt8tLOsqtXdfjocaUdOKTFny3X8ROnTagDAMAxcYYS7PL0cNczTz2qhAG9ZbVYKl4vNwyt/majXvv77IrLKgAADY9PM28FtW+j9IwjKrpcfM26u3tThYV00NFjJ5Wbl29CIQAAABojBkqoFp9m3oq4PUReHh7KLyxU2v4M/vAAgEbgqcnjNSwxXvcMn6CSktJr1t3cmuhfi/6pz1es0Zuz5tZ/IAAAABolLnlDtVzKzdPmrbvMzgAA1NAd3aO0bWdKlcMkSSouLtG2nXsU1yNab86q5zigjjRxdZWPj7cuXLyksrKya9ZdXJzl29xHOTm5Kr1yxYRCAAAcD89ORbW0b3ub+veJ012D+5udAgCogcBAf50+Y/9pnKfPZKpFgF89FQF1b/zY4Vr4wZtyb+pW5XpTNzd9PPdNjRv9k3ouAwDAcTFQgl2hHYM0552/6H/nvKE/vPC0pv3m8Yq1mK6dtHbFR+rTK9bEQgCAXYYhFxf7JyS7uDjL6sRbAjRePe/opu27UpSXX1Dlel5+gbbvSlFv3rMAAFBnePcIm9q2aaW3Zr6sdm1v06Ily7VlW3Kl9eSUNOXlFyi+Xy+TCgEA13P85BnFxUbb3RMXG61Tp+2fxQQ0ZK1aBurEybN295w8dUatWgTUUxEAAI6PgRJsmjB2hFycnTVx8m/193fmKu3goWv27E07qIjwEBPqAADVsXb9ZrVvd5t+/eRENXF1rbTWxNVVTz/5C7Vr21pr1m4yqRC4cc5OTjKMcrt7DMOQ63/8HwAAALXHTblhU2y3Llq3YYuOHT9lc09mVrZ6dI+qxyoAQE0sXrJcgxP6KOneRPXrHafdKft0PvuiAvx9Fd01Uv5+zXXo8DEt/PQLs1OBWjtzNlMxUZF298REdda5zPP1VAQAgOPjDCXY5OXpqazsC3b3WCwWuTgzlwSAhqqktFSTpzynNes2ydfXR4Pi+5/taTMAAAsBSURBVGjk8Ps0KL6PfH19tGrNBk2e+rxKSqt+ChzQGGz4brvCQ4M1esQDVa6PGZmk8NAOWr9paz2XAQDguJgEwKaLOZfUpnUru3s6BLVV5vnseioCANRGQWGRXvjDG5r5jzmKuD1EXh4eyi8sVNr+DOXm5ZudB9ywBYuWKXFQPz02cbQGDrhT23bs0fnsCwrw91Ncj2iFdgxSZla25n+81OxUAAAcBgMl2LQzOVWDE/qqXdvWOnHyzDXrEeEhio3pok+XrTShDgBQU5dy87R56y6zM4A6l19QqF9OeU4vTZuiyIgwhYcGyzAMWSwWSVLqvoOaPuMN5RcUmlwKAIDjYKAEm+Z9tEQJ/e/UOzNf0T/nLVSAn6+k789Kiu7aSRPGPqSiy8VasGiZyaUAgOpo3/Y2BbVvo6ZN3bTy62/NzgHq1LnM83r0iWcVFhqszhFh8vL0UH5BofbuT1d6xhGz8wAAcDiWnvFJhtkRaLh69ojRi9OmyMO9qaTv75n070/8CgoK9eyLr2pn8l6TKwEA9oR2DNLvn/6lwkI6VLzWZ/BwSVJM1056/U/P6bmXX9PGzTvMSgQAAEAjwxlKsGvL9mT9ZNQkDU2MV2SnMDXz9lJhYZH2pqVr+cpvlJdfYHYiAMCOtm1a6a2ZL8tqtWrRkuVq16a1et4RU7GenJKmvPwCxffrxUAJjVYTV1f5+HjrwsVLKisru2bdxcVZvs19lJOTq9IrV0woBADA8TBQwnUVFBZp0ZLl0pLlZqcAAGpowtgRcnF21iOPPaNjx09p/NiHKg2UJGlv2kFFhIeYVAjcuPFjh2vET+7RfQ/9osoPu5q6uenjuW9qwaJlmj33YxMKAQBwPFazA9Bwbfx6saY/+5TZGQCAGxDbrYvWbdiiY8dP2dyTmZUtf3/feqwC6lbPO7pp+64Um2dO5+UXaPuuFPXuFVvPZQAAOC4GSrCp6HKxMrPOm50BALgBXp6eysq+YHePxWKRizMnLaPxatUyUCdOnrW75+SpM2rVIqCeigAAcHwMlGBTesYRBbVva3YGAOAGXMy5pDatW9nd0yGorTLPZ9dTEVD3nJ2cZBjldvcYhiFXV9d6KgIAwPExUIJN8z9eqjvjuqlH9yizUwAAtbQzOVV9esWqXdvWVa5HhIcoNqaLtm7fXc9lQN05czZTMVGRdvfERHXWuUzOvAYAoK44tekQMd3sCDRMXSJvl4ursyaMG6GQ4CC1btVCbVq3VEhwkEI7Vv46dOSY2bkAgCocO3FK9w8brMSB/XS5uFjtbmut8NBgrd2wRfH9eum3Uyep3DD00h//psLCIrNzgVoJ8PdTQv87VVJ6Ran7DlyzPmZkkhIH9dMXX67Rjl2pJhQCAOB4LD3jkwyzI9AwbVr9iQzDkMViqfS6YfzwI2OxWGQYhvoMHl7feQCAaurZI0YvTpsiD/emkn743W2xWFRQUKhnX3xVO5P3mlwJ1J6Xp4c+eO81BQb4Kf3QUW3bsUfnsy8owN9PcT2iFdoxSJlZ2fr5fz2t/IJCs3MBAHAIDJRg09AhA6q9d8WqdTetAwBw4zw93DU0MV6RncLUzNtLhYVF2puWruUrv7H5ZCygMWnZIkAvTZuiyIgwSar0oVjqvoOaPuMNLnkDAKAOMVACAACAwwgLDVbniDB5eXoov6BQe/enKz3jiNlZAAA4HAZKuK6mbm7q3zdOYSEd5OnhroLCIh3MOKL1G7fpcnGx2XkAAAAAAKCeOZsdgIYtoX8v/eapSfL0dK90LyXDMFQwuUh/njlLa9dvNrEQAFAdQwb20713JygspIPcPdxVVFik9ENH9a8vv9GqNevNzgPqhJ9vc8V266IAfz+5ulz7NtcwpP+Zv9iEMgAAHA9nKMGmHt2j9PqfpskoL9dXazYoefdeXbh4SX6+PuoW3VlDBvaVxWLR1N+9ou27UszOBQBUwcnJSTOmP6PePbvLYrGovLxcl3Lz5dPMS1arVYZhaNOWnXp2+qu6evWq2blArU0cN0JjRj4oJydrxWv/vgH9j//Ng0QAAKgbnKEEm8aPGa4rpVc06alp19x7YMWqdfpk6Zd6541X9MjY4QyUAKCBGjfqQfXpFat9+9P1zuz52rP3gMrLy2W1WhXVJUKPTXxYvXt215iRSZo7/xOzc4FaGTKwnx4ZM1w7k1P16bKVmjH9Ga34aq227titblGdde/QgVqzbpOW/muV2akAADgM6/W34FYVFtpBa9ZtsnkjywPph7Vm3SaFhwbXcxkAoLruHjJAp06f0y+nPK/klDSVl5dLksrLy5W8Z58mT31OZ85malhivMmlQO09eF+iss5f0JTfvqxvN26VJJ09l6XVazfpL2+8q6efnaGEAb3l4eFucikAAI6DgRJsulJapuwLOXb3ZF/I0ZXSsnoqAgDUVECAnzZ8t01lZVX/rr5ypUwbvtuuAH/fei4D6k7HDu20eesuXf3/gakkWa0/vM3dumO3tm7frVEj7jcjDwAAh8RACTbtTk1T1863293TtfPt2p2aVk9FAICays6+KGdn+1e4Ozk56fx1PkAAGjJnZ2fl5uVXHJeUlMrT06PSniNHTyg0OKieywAAcFwMlGDT27M/VEhwez32i4fl5tak0pqbWxNNfnSMgoPa6e3ZH5pUCAC4nlXfbFB8v15yd29a5bqnh7sS+vfSqtU86Q2NV/bFHPn7Na84zszKVsfg9pX2+Ps319Wr5f/5rQAAoJa4KTdsGvOzJB06clyjH7pfDwwbrIMZR3QxJ1e+zZspPDRYHh7u2p2SpjE/S6r0fYZhaMZf3zapGgDwY3PmLVZwUDvNefvPmjNvsZJT0nQx55J8m/soJipS48f8VGkHDmnOhzxKHY1XesZRBXdoV3G8MzlV998zWHcN7q91G7aoW1RnJfTrpZS9B0ysBADAsVh6xicZZkegYdq0unZP++GRvADQcGz8+vtB0Y8fn/5jtl43JPXldzkaiaGJ8XrmV49q1Phf6ey5LAUG+OmD916T148ueyu7elWTpzyvffvTTSwFAMBxMFCCTS1bBNT6e89lnq/DEgBAbb31+ktVDoyq4/Ffv1DHNUD9adUyUKMeuk+3tWqps5lZWrJspQ4fPWF2FgAADoOBEgAAAAAAAGqEeygBAHAL8vb2VEzXSBUXl2j7rhSVl3OzYgAAAFQfAyUAABxY0n2JGpYYr6m/e0V5+QWSpPDQYM3883Py9vKUJB1IP6zHf/2CiotLzEwFAABAI2I1OwAAANw8gwb0lmGoYpgkSY9PGicvL08tX7lWm7ftUkR4iJLuTTSxEgAAAI0NAyUAABxY2zatdOjIsYrjZt5eiunaSV+sWKM/vva2nvnvP2r/wUMaMrCveZEAAABodBgoAQDgwLy9vZRzKbfiuGvn2yVJ327cWvHantT9N/RkTwAAANx6GCgBAODA8vIK5OPtXXEcExUpwzCUsu9AxWuGYcjV1cWMPAAAADRSDJQAAHBgx0+cUp87Y+Xt7SlPD3cNiu+j/QcPqajocsWeVi0DdfHiJRMrAQAA0NgwUAIAwIEtXLJcfr7N9fnC2Vq6cLZ8mzfTp8tWVtoTGRGmjMPHzAkEAABAo+RsdgAAALh5Nn63XX+Z+a7uv2ewJGnVmvX6avX6ivWYqEg1beqmrdt3m5UIAACARsjSMz7JMDsCAAAAAAAAjQeXvAEAAAAAAKBGGCgBAAAAAACgRhgoAQAAAAAAoEYYKAEAAAAAAKBGGCgBAAAAAACgRv4PaWOaNe6YMNcAAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 1440x360 with 1 Axes>"
       ]
@@ -2463,7 +2295,7 @@
     }
    ],
    "source": [
-    "im = xai.metrics_plot(y_valid, pred, X_valid, cross_cols=[\"gender\"], categorical_cols=\"gender\")"
+    "im = xai.metrics_plot(y_valid, pred, df=X_valid, cross_cols=[\"gender\"], categorical_cols=\"gender\")"
    ]
   },
   {
@@ -2479,7 +2311,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 89,
+   "execution_count": 64,
    "metadata": {
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       "text/plain": [
        "<Figure size 1440x504 with 1 Axes>"
       ]
@@ -2555,21 +2387,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 90,
-   "metadata": {
-    "slideshow": {
-     "slide_type": "subslide"
-    }
-   },
-   "outputs": [],
-   "source": [
-    "X_train_alibi, X_test_alibi, y_train_alibi, y_test_alibi, \\\n",
-    "    category_map_alibi, feature_names_alibi, loan_model_alibi = get_alibi_data()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 91,
+   "execution_count": 67,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -2591,7 +2409,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 95,
+   "execution_count": 68,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -2635,7 +2453,9 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## 1.5 Shoutout to other tools and techniques"
+    "## 1.5 Shoutout to other tools and techniques\n",
+    "https://github.com/EthicalML/awesome-production-machine-learning#explaining-black-box-models-and-datasets\n",
+    "![](images/modevallibs.jpg)"
    ]
   },
   {
@@ -2659,27 +2479,23 @@
    "cell_type": "markdown",
    "metadata": {
     "slideshow": {
-     "slide_type": "subslide"
+     "slide_type": "-"
     }
    },
    "source": [
-    "# Key points to cover\n",
-    "\n",
-    "<br>\n",
-    "\n",
-    "1) Challenges of reproducibility in production monitoring\n",
+    "#### Key points to cover\n",
     "\n",
     "<br>\n",
     "\n",
-    "2) Design patterns for explainers\n",
+    "1) Design patterns for explainers\n",
     "\n",
     "<br>\n",
     "\n",
-    "3) Live demo of explainers\n",
+    "2) Live demo of explainers\n",
     "\n",
     "<br>\n",
     "\n",
-    "4) Leveraging humans for explainers"
+    "3) Leveraging humans for explainers"
    ]
   },
   {
@@ -2690,22 +2506,37 @@
     }
    },
    "source": [
-    "## 3.1) Challenges of production monitoring\n",
+    "# Seldon Core - Production ML in K8s\n",
+    "\n",
+    "<br>\n",
+    "\n",
+    "## A language agnostic ML serving & monitoring framework in Kubernetes\n",
+    "\n",
+    "<br>\n",
+    "\n",
+    "<img src=\"images/seldon-core-repo.jpg\" style=\"width=100vw\">\n",
+    "\n",
+    "<br>\n",
+    "\n",
+    "## https://github.com/SeldonIO/seldon-core\n",
+    "\n",
+    "\n",
+    "<br><br><br>\n",
     "\n",
-    "When deploying a model in production, end-to-end explainability has a lot of challenges"
+    "<hr>"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {
     "slideshow": {
-     "slide_type": "skip"
+     "slide_type": "subslide"
     }
    },
    "source": [
-    "## Reproducibility per component\n",
+    "# 3.1) Design patterns for explainers\n",
     "\n",
-    "![](images/abstracting-steps.jpg)"
+    "![](images/deployment-overview.jpg)"
    ]
   },
   {
@@ -2716,283 +2547,333 @@
     }
    },
    "source": [
-    "## Reproducibility per component\n",
-    "\n",
-    "![](images/abstracting-pipeline.jpg)"
+    "#### Setup Seldon in your kubernetes cluster"
    ]
   },
   {
-   "cell_type": "markdown",
+   "cell_type": "code",
+   "execution_count": null,
    "metadata": {
     "slideshow": {
      "slide_type": "skip"
     }
    },
+   "outputs": [],
    "source": [
-    "## Audit trails\n",
-    "\n",
-    "![](images/audit-trail.jpg)"
+    "%%bash\n",
+    "kubectl create clusterrolebinding kube-system-cluster-admin --clusterrole=cluster-admin --serviceaccount=kube-system:default\n",
+    "helm init\n",
+    "kubectl rollout status deploy/tiller-deploy -n kube-system\n",
+    "helm install seldon-core-operator --name seldon-core-operator --repo https://storage.googleapis.com/seldon-charts\n",
+    "helm install seldon-core-analytics --name seldon-core-analytics --repo https://storage.googleapis.com/seldon-charts\n",
+    "helm install stable/ambassador --name ambassador"
    ]
   },
   {
-   "cell_type": "markdown",
+   "cell_type": "code",
+   "execution_count": 73,
    "metadata": {
     "slideshow": {
-     "slide_type": "subslide"
+     "slide_type": "skip"
     }
    },
+   "outputs": [],
    "source": [
-    "# A LOT of challenges\n",
+    "from sklearn.preprocessing import LabelEncoder, StandardScaler, OneHotEncoder\n",
+    "from sklearn.impute import SimpleImputer\n",
+    "from sklearn.pipeline import Pipeline\n",
+    "from sklearn.compose import ColumnTransformer\n",
     "\n",
-    "<br>\n",
+    "# feature transformation pipeline\n",
+    "ordinal_features = [x for x in range(len(alibi_feature_names)) if x not in list(alibi_category_map.keys())]\n",
+    "ordinal_transformer = Pipeline(steps=[('imputer', SimpleImputer(strategy='median')),\n",
+    "                                      ('scaler', StandardScaler())])\n",
     "\n",
-    "### That's why we compiled them in a list: https://github.com/EthicalML/awesome-machine-learning-operations\n",
+    "categorical_features = list(alibi_category_map.keys())\n",
+    "categorical_transformer = Pipeline(steps=[('imputer', SimpleImputer(strategy='median')),\n",
+    "                                          ('onehot', OneHotEncoder(handle_unknown='ignore'))])\n",
     "\n",
-    "![](images/mlops-list.jpg)\n"
+    "preprocessor = ColumnTransformer(transformers=[('num', ordinal_transformer, ordinal_features),\n",
+    "                                               ('cat', categorical_transformer, categorical_features)])"
    ]
   },
   {
-   "cell_type": "markdown",
+   "cell_type": "code",
+   "execution_count": 75,
    "metadata": {
     "slideshow": {
-     "slide_type": "subslide"
+     "slide_type": "skip"
     }
    },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "ColumnTransformer(n_jobs=None, remainder='drop', sparse_threshold=0.3,\n",
+       "         transformer_weights=None,\n",
+       "         transformers=[('num', Pipeline(memory=None,\n",
+       "     steps=[('imputer', SimpleImputer(copy=True, fill_value=None, missing_values=nan,\n",
+       "       strategy='median', verbose=0)), ('scaler', StandardScaler(copy=True, with_mean=True, with_std=True))]), [0, 8, 9, 10]), ('cat', Pipeline(memory=None,\n",
+       "     steps=[(...oat64'>, handle_unknown='ignore',\n",
+       "       n_values=None, sparse=True))]), [1, 2, 3, 4, 5, 6, 7, 11])])"
+      ]
+     },
+     "execution_count": 75,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# 3.2) Design patterns for explainers\n",
-    "\n",
-    "![](images/deployment-overview.jpg)"
+    "preprocessor.fit(alibi_data)"
    ]
   },
   {
-   "cell_type": "markdown",
+   "cell_type": "code",
+   "execution_count": 76,
    "metadata": {
     "slideshow": {
-     "slide_type": "subslide"
+     "slide_type": "skip"
     }
    },
-   "source": [
-    "# Deploy the Seldon ML Orchestrator in Kubernetes"
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "RandomForestClassifier(bootstrap=True, class_weight=None, criterion='gini',\n",
+       "            max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
+       "            min_impurity_decrease=0.0, min_impurity_split=None,\n",
+       "            min_samples_leaf=1, min_samples_split=2,\n",
+       "            min_weight_fraction_leaf=0.0, n_estimators=50, n_jobs=None,\n",
+       "            oob_score=False, random_state=None, verbose=0,\n",
+       "            warm_start=False)"
+      ]
+     },
+     "execution_count": 76,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from sklearn.ensemble import RandomForestClassifier\n",
+    "\n",
+    "np.random.seed(0)\n",
+    "clf = RandomForestClassifier(n_estimators=50)\n",
+    "clf.fit(preprocessor.transform(X_train_alibi), y_train_alibi)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 99,
+   "execution_count": 78,
    "metadata": {
-    "scrolled": true
+    "slideshow": {
+     "slide_type": "skip"
+    }
    },
+   "outputs": [],
+   "source": [
+    "!mkdir -p pipeline/pipeline_steps/loanclassifier/"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Save the model artefacts so we can deploy them"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 79,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "import dill\n",
+    "\n",
+    "with open(\"pipeline/pipeline_steps/loanclassifier/preprocessor.dill\", \"wb\") as prep_f:\n",
+    "    dill.dump(preprocessor, prep_f)\n",
+    "    \n",
+    "with open(\"pipeline/pipeline_steps/loanclassifier/model.dill\", \"wb\") as model_f:\n",
+    "    dill.dump(clf, model_f)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "#### Build a Model wrapper that uses the trained models through a predict function"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 80,
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "NAME:   seldon-core-operator\n",
-      "LAST DEPLOYED: Wed Jun 19 04:59:42 2019\n",
-      "NAMESPACE: default\n",
-      "STATUS: DEPLOYED\n",
-      "\n",
-      "RESOURCES:\n",
-      "==> v1/ClusterRole\n",
-      "NAME                          AGE\n",
-      "seldon-operator-manager-role  1s\n",
-      "\n",
-      "==> v1/ClusterRoleBinding\n",
-      "NAME                                 AGE\n",
-      "seldon-operator-manager-rolebinding  1s\n",
-      "\n",
-      "==> v1/Pod(related)\n",
-      "NAME                                  READY  STATUS             RESTARTS  AGE\n",
-      "seldon-operator-controller-manager-0  0/1    ContainerCreating  0         0s\n",
-      "\n",
-      "==> v1/Secret\n",
-      "NAME                                   TYPE    DATA  AGE\n",
-      "seldon-operator-webhook-server-secret  Opaque  0     1s\n",
-      "\n",
-      "==> v1/Service\n",
-      "NAME                                        TYPE       CLUSTER-IP    EXTERNAL-IP  PORT(S)  AGE\n",
-      "seldon-operator-controller-manager-service  ClusterIP  10.98.121.87  <none>       443/TCP  0s\n",
-      "\n",
-      "==> v1/StatefulSet\n",
-      "NAME                                READY  AGE\n",
-      "seldon-operator-controller-manager  0/1    0s\n",
-      "\n",
-      "==> v1beta1/CustomResourceDefinition\n",
-      "NAME                                         AGE\n",
-      "seldondeployments.machinelearning.seldon.io  1s\n",
-      "\n",
-      "\n",
-      "NOTES:\n",
-      "NOTES: TODO\n",
-      "\n",
-      "\n"
+      "Writing pipeline/pipeline_steps/loanclassifier/Model.py\n"
      ]
     }
    ],
    "source": [
-    "!helm install /home/alejandro/Programming/kubernetes/seldon/helm-charts/seldon-core-operator --name seldon-core-operator "
+    "%%writefile pipeline/pipeline_steps/loanclassifier/Model.py\n",
+    "import dill\n",
+    "\n",
+    "class Model:\n",
+    "    def __init__(self, *args, **kwargs):\n",
+    "        \n",
+    "        with open(\"preprocessor.dill\", \"rb\") as prep_f:\n",
+    "            self.preprocessor = dill.load(prep_f)\n",
+    "        with open(\"model.dill\", \"rb\") as model_f:\n",
+    "            self.clf = dill.load(model_f)\n",
+    "        \n",
+    "    def predict(self, X, feature_names=[]):\n",
+    "        X_prep = self.preprocessor.transform(X)\n",
+    "        proba = self.clf.predict_proba(X_prep)\n",
+    "        return proba"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "#### Add the dependencies for the wrapper to work"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%writefile pipeline/pipeline_steps/loanclassifier/requirements.txt\n",
+    "scikit-learn==0.20.1\n",
+    "dill==0.2.9\n",
+    "scikit-image==0.15.0\n",
+    "scikit-learn==0.20.1\n",
+    "scipy==1.1.0\n",
+    "numpy==1.15.4"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "!mkdir pipeline/pipeline_steps/loanclassifier/.s2i"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 100,
+   "execution_count": 83,
    "metadata": {
-    "scrolled": true
+    "slideshow": {
+     "slide_type": "skip"
+    }
    },
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "NAME:   seldon-core-analytics\n",
-      "LAST DEPLOYED: Wed Jun 19 04:59:57 2019\n",
-      "NAMESPACE: default\n",
-      "STATUS: DEPLOYED\n",
-      "\n",
-      "RESOURCES:\n",
-      "==> v1/ConfigMap\n",
-      "NAME                       DATA  AGE\n",
-      "alertmanager-server-conf   1     0s\n",
-      "grafana-import-dashboards  11    0s\n",
-      "prometheus-rules           0     0s\n",
-      "prometheus-server-conf     1     0s\n",
-      "\n",
-      "==> v1/Job\n",
-      "NAME                            COMPLETIONS  DURATION  AGE\n",
-      "grafana-prom-import-dashboards  0/1          0s        0s\n",
-      "\n",
-      "==> v1/Pod(related)\n",
-      "NAME                                      READY  STATUS             RESTARTS  AGE\n",
-      "alertmanager-deployment-b9c99d4-6rf5c     0/1    ContainerCreating  0         0s\n",
-      "grafana-prom-deployment-687bc94bbb-c28j5  0/1    ContainerCreating  0         0s\n",
-      "grafana-prom-import-dashboards-fk4vl      0/1    ContainerCreating  0         0s\n",
-      "prometheus-deployment-668c446668-rfbrl    0/1    Pending            0         0s\n",
-      "prometheus-node-exporter-sdt7j            0/1    ContainerCreating  0         0s\n",
-      "\n",
-      "==> v1/Secret\n",
-      "NAME                 TYPE    DATA  AGE\n",
-      "grafana-prom-secret  Opaque  1     0s\n",
-      "\n",
-      "==> v1/Service\n",
-      "NAME                      TYPE       CLUSTER-IP      EXTERNAL-IP  PORT(S)       AGE\n",
-      "alertmanager              ClusterIP  10.105.240.71   <none>       80/TCP        0s\n",
-      "grafana-prom              NodePort   10.98.43.210    <none>       80:31968/TCP  0s\n",
-      "prometheus-node-exporter  ClusterIP  None            <none>       9100/TCP      0s\n",
-      "prometheus-seldon         ClusterIP  10.106.238.159  <none>       80/TCP        0s\n",
-      "\n",
-      "==> v1/ServiceAccount\n",
-      "NAME        SECRETS  AGE\n",
-      "prometheus  1        0s\n",
-      "\n",
-      "==> v1beta1/ClusterRole\n",
-      "NAME        AGE\n",
-      "prometheus  0s\n",
-      "\n",
-      "==> v1beta1/ClusterRoleBinding\n",
-      "NAME        AGE\n",
-      "prometheus  0s\n",
-      "\n",
-      "==> v1beta1/DaemonSet\n",
-      "NAME                      DESIRED  CURRENT  READY  UP-TO-DATE  AVAILABLE  NODE SELECTOR  AGE\n",
-      "prometheus-node-exporter  1        1        0      1           0          <none>         0s\n",
-      "\n",
-      "==> v1beta1/Deployment\n",
-      "NAME                     READY  UP-TO-DATE  AVAILABLE  AGE\n",
-      "alertmanager-deployment  0/1    1           0          0s\n",
-      "grafana-prom-deployment  0/1    1           0          0s\n",
-      "prometheus-deployment    0/1    1           0          0s\n",
-      "\n",
-      "\n",
-      "NOTES:\n",
-      "NOTES: TODO\n",
-      "\n",
-      "\n"
+      "Writing pipeline/pipeline_steps/loanclassifier/.s2i/environment\n"
      ]
     }
    ],
    "source": [
-    "!helm install /home/alejandro/Programming/kubernetes/seldon/helm-charts/seldon-core-analytics --name seldon-core-analytics"
+    "%%writefile pipeline/pipeline_steps/loanclassifier/.s2i/environment\n",
+    "MODEL_NAME=Model\n",
+    "API_TYPE=REST\n",
+    "SERVICE_TYPE=MODEL\n",
+    "PERSISTENCE=0"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "#### Use the source2image command to containerize code"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 103,
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "!s2i build pipeline/pipeline_steps/loanclassifier seldonio/seldon-core-s2i-python3:0.8 loanclassifier:0.1"
+   ]
+  },
+  {
+   "cell_type": "markdown",
    "metadata": {
-    "scrolled": true
+    "slideshow": {
+     "slide_type": "subslide"
+    }
    },
+   "source": [
+    "#### Define the graph of your pipeline with individual models"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 84,
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "NAME:   ambassador\n",
-      "LAST DEPLOYED: Wed Jun 19 05:01:21 2019\n",
-      "NAMESPACE: default\n",
-      "STATUS: DEPLOYED\n",
-      "\n",
-      "RESOURCES:\n",
-      "==> v1/Deployment\n",
-      "NAME        READY  UP-TO-DATE  AVAILABLE  AGE\n",
-      "ambassador  0/3    3           0          0s\n",
-      "\n",
-      "==> v1/Pod(related)\n",
-      "NAME                        READY  STATUS             RESTARTS  AGE\n",
-      "ambassador-c8f5c967c-lhsss  0/1    ContainerCreating  0         0s\n",
-      "ambassador-c8f5c967c-rctpp  0/1    ContainerCreating  0         0s\n",
-      "ambassador-c8f5c967c-tvcrq  0/1    ContainerCreating  0         0s\n",
-      "\n",
-      "==> v1/Service\n",
-      "NAME               TYPE          CLUSTER-IP      EXTERNAL-IP  PORT(S)                     AGE\n",
-      "ambassador         LoadBalancer  10.108.196.164  <pending>    80:30209/TCP,443:31506/TCP  0s\n",
-      "ambassador-admins  ClusterIP     10.107.102.11   <none>       8877/TCP                    0s\n",
-      "\n",
-      "==> v1/ServiceAccount\n",
-      "NAME        SECRETS  AGE\n",
-      "ambassador  1        0s\n",
-      "\n",
-      "==> v1beta1/ClusterRole\n",
-      "NAME        AGE\n",
-      "ambassador  0s\n",
-      "\n",
-      "==> v1beta1/ClusterRoleBinding\n",
-      "NAME        AGE\n",
-      "ambassador  0s\n",
-      "\n",
-      "==> v1beta1/CustomResourceDefinition\n",
-      "NAME                                          AGE\n",
-      "authservices.getambassador.io                 0s\n",
-      "consulresolvers.getambassador.io              0s\n",
-      "kubernetesendpointresolvers.getambassador.io  0s\n",
-      "kubernetesserviceresolvers.getambassador.io   0s\n",
-      "mappings.getambassador.io                     0s\n",
-      "modules.getambassador.io                      0s\n",
-      "ratelimitservices.getambassador.io            0s\n",
-      "tcpmappings.getambassador.io                  0s\n",
-      "tlscontexts.getambassador.io                  0s\n",
-      "tracingservices.getambassador.io              0s\n",
-      "\n",
-      "\n",
-      "NOTES:\n",
-      "Congratuations! You've successfully installed Ambassador.\n",
-      "\n",
-      "For help, visit our Slack at https://d6e.co/slack or view the documentation online at https://www.getambassador.io.\n",
-      "\n",
-      "To get the IP address of Ambassador, run the following commands:\n",
-      "NOTE: It may take a few minutes for the LoadBalancer IP to be available.\n",
-      "     You can watch the status of by running 'kubectl get svc -w  --namespace default ambassador'\n",
-      "\n",
-      "  On GKE/Azure:\n",
-      "  export SERVICE_IP=$(kubectl get svc --namespace default ambassador -o jsonpath='{.status.loadBalancer.ingress[0].ip}')\n",
-      "\n",
-      "  On AWS:\n",
-      "  export SERVICE_IP=$(kubectl get svc --namespace default ambassador -o jsonpath='{.status.loadBalancer.ingress[0].hostname}')\n",
-      "\n",
-      "  echo http://$SERVICE_IP:\n",
-      "\n"
+      "Writing pipeline/pipeline_steps/loanclassifier/loanclassifiermodel.yaml\n"
      ]
     }
    ],
    "source": [
-    "!helm install /home/alejandro/Programming/kubernetes/seldon/helm-charts/charts/stable/ambassador --name ambassador"
+    "%%writefile pipeline/pipeline_steps/loanclassifier/loanclassifiermodel.yaml\n",
+    "apiVersion: machinelearning.seldon.io/v1alpha2\n",
+    "kind: SeldonDeployment\n",
+    "metadata:\n",
+    "  labels:\n",
+    "    app: seldon\n",
+    "  name: loanclassifier\n",
+    "spec:\n",
+    "  name: loanclassifier\n",
+    "  predictors:\n",
+    "  - componentSpecs:\n",
+    "    - spec:\n",
+    "        containers:\n",
+    "        - image: loanclassifier:0.1\n",
+    "          name: model\n",
+    "    graph:\n",
+    "      children: []\n",
+    "      name: model\n",
+    "      type: MODEL\n",
+    "      endpoint:\n",
+    "        type: REST\n",
+    "    name: loanclassifier\n",
+    "    replicas: 1"
    ]
   },
   {
@@ -3003,26 +2884,248 @@
     }
    },
    "source": [
-    "# Save the binaries of the models in the folder"
+    "#### Deploy your model!"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 85,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "seldondeployment.machinelearning.seldon.io/loanclassifier created\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!kubectl apply -f pipeline/pipeline_steps/loanclassifier/loanclassifiermodel.yaml"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "#### Now we can send data through the REST API"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
    "metadata": {
     "slideshow": {
      "slide_type": "-"
     }
    },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[52,  4,  0,  2,  8,  4,  2,  0,  0,  0, 60,  9]])"
+      ]
+     },
+     "execution_count": 88,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X_test_alibi[:1]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 90,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{\n",
+      "  \"meta\": {\n",
+      "    \"puid\": \"4hpn9qa987oqcgg5t6gmq35bm7\",\n",
+      "    \"tags\": {\n",
+      "    },\n",
+      "    \"routing\": {\n",
+      "    },\n",
+      "    \"requestPath\": {\n",
+      "      \"model\": \"loanclassifier:0.1\"\n",
+      "    },\n",
+      "    \"metrics\": []\n",
+      "  },\n",
+      "  \"data\": {\n",
+      "    \"names\": [\"t:0\", \"t:1\"],\n",
+      "    \"ndarray\": [[0.86, 0.14]]\n",
+      "  }\n",
+      "}"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current\n",
+      "                                 Dload  Upload   Total   Spent    Left  Speed\n",
+      "\r",
+      "  0     0    0     0    0     0      0      0 --:--:-- --:--:-- --:--:--     0\r",
+      "100   356  100   264  100    92    800    278 --:--:-- --:--:-- --:--:--  1082\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%bash\n",
+    "curl -X POST -H 'Content-Type: application/json' \\\n",
+    "    -d \"{'data': {'names': ['text'], 'ndarray': [[52,  4,  0,  2,  8,  4,  2,  0,  0,  0, 60,  9]]}}\" \\\n",
+    "    http://localhost:80/seldon/default/loanclassifier/api/v0.1/predictions"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "#### We can also reach it with the Python Client"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 106,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "meta {\n",
+      "  puid: \"kehftagrqvvfr8rek0scpoqdcq\"\n",
+      "  requestPath {\n",
+      "    key: \"model\"\n",
+      "    value: \"loanclassifier:0.1\"\n",
+      "  }\n",
+      "}\n",
+      "data {\n",
+      "  names: \"t:0\"\n",
+      "  names: \"t:1\"\n",
+      "  ndarray {\n",
+      "    values {\n",
+      "      list_value {\n",
+      "        values {\n",
+      "          number_value: 0.86\n",
+      "        }\n",
+      "        values {\n",
+      "          number_value: 0.14\n",
+      "        }\n",
+      "      }\n",
+      "    }\n",
+      "  }\n",
+      "}\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "from seldon_core.seldon_client import SeldonClient\n",
+    "\n",
+    "batch = X_test_alibi[:1]\n",
+    "\n",
+    "sc = SeldonClient(\n",
+    "    gateway=\"ambassador\", \n",
+    "    gateway_endpoint=\"localhost:80\",\n",
+    "    deployment_name=\"loanclassifier\",\n",
+    "    payload_type=\"ndarray\",\n",
+    "    namespace=\"default\",\n",
+    "    transport=\"rest\")\n",
+    "\n",
+    "client_prediction = sc.predict(data=batch)\n",
+    "\n",
+    "print(client_prediction.response)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "#### Now we can create an explainer for our model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 98,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Anchor: Marital Status = Separated AND Sex = Female\n",
+      "Precision: 0.96\n",
+      "Coverage: 0.11\n"
+     ]
+    }
+   ],
+   "source": [
+    "from alibi.explainers import AnchorTabular\n",
+    "\n",
+    "predict_fn = lambda x: clf.predict(preprocessor.transform(x))\n",
+    "explainer = AnchorTabular(predict_fn, alibi_feature_names, categorical_names=alibi_category_map)\n",
+    "explainer.fit(X_train_alibi, disc_perc=[25, 50, 75])\n",
+    "\n",
+    "explanation = explainer.explain(X_test_alibi[0], threshold=0.95)\n",
+    "\n",
+    "print('Anchor: %s' % (' AND '.join(explanation['names'])))\n",
+    "print('Precision: %.2f' % explanation['precision'])\n",
+    "print('Coverage: %.2f' % explanation['coverage'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 99,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
    "outputs": [],
    "source": [
-    "import dill\n",
     "\n",
-    "with open(\"pipeline/pipeline_steps/loanclassifier/preprocessor.dill\", \"wb\") as prep_f:\n",
-    "    dill.dump(preprocessor, prep_f)\n",
+    "def predict_remote_fn(X):\n",
+    "    from seldon_core.seldon_client import SeldonClient\n",
+    "    from seldon_core.utils import get_data_from_proto\n",
     "    \n",
-    "with open(\"pipeline/pipeline_steps/loanclassifier/model.dill\", \"wb\") as model_f:\n",
-    "    dill.dump(clf, model_f)"
+    "    kwargs = {\n",
+    "        \"gateway\": \"ambassador\", \n",
+    "        \"deployment_name\": \"loanclassifier\",\n",
+    "        \"payload_type\": \"ndarray\",\n",
+    "        \"namespace\": \"default\",\n",
+    "        \"transport\": \"rest\"\n",
+    "    }\n",
+    "    \n",
+    "    try:\n",
+    "        kwargs[\"gateway_endpoint\"] = \"localhost:80\"\n",
+    "        sc = SeldonClient(**kwargs)\n",
+    "        prediction = sc.predict(data=X)\n",
+    "    except:\n",
+    "        # If we are inside the container, we need to reach the ambassador service directly\n",
+    "        kwargs[\"gateway_endpoint\"] = \"ambassador:80\"\n",
+    "        sc = SeldonClient(**kwargs)\n",
+    "        prediction = sc.predict(data=X)\n",
+    "    \n",
+    "    y = get_data_from_proto(prediction.response)\n",
+    "    return y\n"
    ]
   },
   {
@@ -3033,7 +3136,72 @@
     }
    },
    "source": [
-    "# Build a Model wrapper with a predict function"
+    "#### But now we can use the remote model we have in production"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Summary of the predict_remote_fn\n",
+    "def predict_remote_fn(X):\n",
+    "    ....\n",
+    "    sc = SeldonClient(...)\n",
+    "    prediction = sc.predict(data=X)\n",
+    "    y = get_data_from_proto(prediction.response)\n",
+    "    return y"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "#### And train our explainer to use the remote function"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 107,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Anchor: Marital Status = Separated AND Sex = Female\n",
+      "Precision: 0.96\n",
+      "Coverage: 0.10\n"
+     ]
+    }
+   ],
+   "source": [
+    "from seldon_core.utils import get_data_from_proto\n",
+    "\n",
+    "explainer = AnchorTabular(predict_remote_fn, alibi_feature_names, categorical_names=alibi_category_map)\n",
+    "explainer.fit(X_train_alibi, disc_perc=[25, 50, 75])\n",
+    "\n",
+    "explanation = explainer.explain(X_test_alibi[idx], threshold=0.95)\n",
+    "\n",
+    "print('Anchor: %s' % (' AND '.join(explanation['names'])))\n",
+    "print('Precision: %.2f' % explanation['precision'])\n",
+    "print('Coverage: %.2f' % explanation['coverage'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "#### To containerise our explainer, save the trained binary\n"
    ]
   },
   {
@@ -3042,21 +3210,10 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%%writefile pipeline/pipeline_steps/loanclassifier/Model.py\n",
     "import dill\n",
     "\n",
-    "class Model:\n",
-    "    def __init__(self, *args, **kwargs):\n",
-    "        \n",
-    "        with open(\"preprocessor.dill\", \"rb\") as prep_f:\n",
-    "            self.preprocessor = dill.load(prep_f)\n",
-    "        with open(\"model.dill\", \"rb\") as model_f:\n",
-    "            self.clf = dill.load(model_f)\n",
-    "        \n",
-    "    def predict(self, X, feature_names=[]):\n",
-    "        X_prep = self.preprocessor.transform(X)\n",
-    "        proba = self.clf.predict_proba(X_prep)\n",
-    "        return proba"
+    "with open(\"pipeline/pipeline_steps/loanclassifier-explainer/explainer.dill\", \"wb\") as x_f:\n",
+    "    dill.dump(explainer, x_f)"
    ]
   },
   {
@@ -3067,7 +3224,7 @@
     }
    },
    "source": [
-    "# Use the source2image command to containerize code"
+    "#### Expose it through a wrapper"
    ]
   },
   {
@@ -3076,7 +3233,36 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "!s2i build pipeline/pipeline_steps/loanclassifier seldonio/seldon-core-s2i-python3:0.8 loanclassifier:0.1"
+    "%%writefile pipeline/pipeline_steps/loanclassifier-explainer/Explainer.py\n",
+    "import dill\n",
+    "import json\n",
+    "import numpy as np\n",
+    "\n",
+    "class Explainer:\n",
+    "    def __init__(self, *args, **kwargs):\n",
+    "        \n",
+    "        with open(\"explainer.dill\", \"rb\") as x_f:\n",
+    "            self.explainer = dill.load(x_f)\n",
+    "        \n",
+    "    def predict(self, X, feature_names=[]):\n",
+    "        print(\"Received: \" + str(X))\n",
+    "        explanation = self.explainer.explain(X)\n",
+    "        print(\"Predicted: \" + str(explanation))\n",
+    "        return json.dumps(explanation, cls=NumpyEncoder)\n",
+    "\n",
+    "    \n",
+    "    \n",
+    "    \n",
+    "class NumpyEncoder(json.JSONEncoder):\n",
+    "    def default(self, obj):\n",
+    "        if isinstance(obj, (\n",
+    "        np.int_, np.intc, np.intp, np.int8, np.int16, np.int32, np.int64, np.uint8, np.uint16, np.uint32, np.uint64)):\n",
+    "            return int(obj)\n",
+    "        elif isinstance(obj, (np.float_, np.float16, np.float32, np.float64)):\n",
+    "            return float(obj)\n",
+    "        elif isinstance(obj, (np.ndarray,)):\n",
+    "            return obj.tolist()\n",
+    "        return json.JSONEncoder.default(self, obj)"
    ]
   },
   {
@@ -3087,7 +3273,7 @@
     }
    },
    "source": [
-    "# Define the graph of your pipeline with individual models"
+    "#### Add config files to build image with script"
    ]
   },
   {
@@ -3096,28 +3282,62 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%%writefile pipeline/pipeline_steps/loanclassifier/loanclassifiermodel.yaml\n",
+    "!s2i build pipeline/pipeline_steps/loanclassifier-explainer seldonio/seldon-core-s2i-python3:0.8 loanclassifier-explainer:0.1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 108,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "!mkdir -p pipeline/pipeline_steps/loanclassifier-explainer"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 109,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Writing pipeline/pipeline_steps/loanclassifier-explainer/loanclassifiermodel-explainer.yaml\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%writefile pipeline/pipeline_steps/loanclassifier-explainer/loanclassifiermodel-explainer.yaml\n",
     "apiVersion: machinelearning.seldon.io/v1alpha2\n",
     "kind: SeldonDeployment\n",
     "metadata:\n",
     "  labels:\n",
     "    app: seldon\n",
-    "  name: loanclassifier\n",
+    "  name: loanclassifier-explainer\n",
     "spec:\n",
-    "  name: loanclassifier\n",
+    "  name: loanclassifier-explainer\n",
     "  predictors:\n",
     "  - componentSpecs:\n",
     "    - spec:\n",
     "        containers:\n",
-    "        - image: loanclassifier:0.1\n",
-    "          name: model\n",
+    "        - image: loanclassifier-explainer:0.1\n",
+    "          name: model-explainer\n",
     "    graph:\n",
     "      children: []\n",
-    "      name: model\n",
+    "      name: model-explainer\n",
     "      type: MODEL\n",
     "      endpoint:\n",
     "        type: REST\n",
-    "    name: loanclassifier\n",
+    "    name: loanclassifier-explainer\n",
     "    replicas: 1"
    ]
   },
@@ -3129,28 +3349,91 @@
     }
    },
    "source": [
-    "# Deploy graph definition of your model "
+    "#### Deploy your remote explainer"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 110,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "seldondeployment.machinelearning.seldon.io/loanclassifier-explainer created\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!kubectl apply -f pipeline/pipeline_steps/loanclassifier-explainer/loanclassifiermodel-explainer.yaml"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "#### Now we can request explanations throught the REST API"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 104,
+   "execution_count": 113,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "2019/06/19 05:06:20 Seldon Core already present in namespace\n",
-      "2019/06/19 05:06:21 Seldon Core Analytics already present in namespace\n",
-      "2019/06/19 05:06:21 Ambassador already present in namespace\n",
-      "2019/06/19 05:06:21 Seldon Income Classifier Example not found - installing\n",
-      "2019/06/19 05:06:21 Seldon income Explainer Demo setup completed\n"
+      "{\n",
+      "  \"meta\": {\n",
+      "    \"puid\": \"kghjjshtgi73rlqgp53fbaq4gp\",\n",
+      "    \"tags\": {\n",
+      "    },\n",
+      "    \"routing\": {\n",
+      "    },\n",
+      "    \"requestPath\": {\n",
+      "      \"model-explainer\": \"loanclassifier-explainer:0.1\"\n",
+      "    },\n",
+      "    \"metrics\": []\n",
+      "  },\n",
+      "  \"strData\": \"{\\\"names\\\": [\\\"Marital Status = Separated\\\", \\\"Sex = Female\\\"], \\\"precision\\\": 0.9536585365853658, \\\"coverage\\\": 0.1013, \\\"raw\\\": {\\\"feature\\\": [3, 7], \\\"mean\\\": [0.8888888888888888, 0.9536585365853658], \\\"precision\\\": [0.8888888888888888, 0.9536585365853658], \\\"coverage\\\": [0.1753, 0.1013], \\\"examples\\\": [{\\\"covered\\\": [[62, 4, 4, 2, 2, 0, 4, 1, 0, 0, 45, 9], [47, 6, 1, 2, 2, 0, 4, 1, 0, 0, 60, 9], [24, 4, 0, 2, 2, 3, 4, 0, 0, 0, 40, 9], [52, 4, 1, 2, 8, 4, 4, 0, 0, 0, 40, 0], [33, 4, 4, 2, 1, 1, 4, 0, 6849, 0, 50, 9], [56, 4, 3, 2, 6, 4, 4, 0, 0, 0, 40, 9], [39, 4, 6, 2, 8, 1, 4, 1, 0, 0, 50, 9], [20, 4, 4, 2, 6, 1, 1, 0, 0, 0, 25, 9], [26, 4, 4, 2, 6, 1, 4, 0, 0, 0, 50, 9], [46, 2, 4, 2, 2, 0, 4, 1, 0, 1902, 40, 9]], \\\"covered_true\\\": [[61, 4, 0, 2, 4, 0, 4, 1, 0, 0, 40, 9], [42, 2, 4, 2, 2, 0, 4, 1, 0, 0, 40, 8], [26, 0, 4, 2, 0, 5, 4, 0, 0, 0, 20, 9], [52, 4, 4, 2, 1, 1, 4, 0, 0, 0, 50, 9], [78, 4, 4, 2, 7, 1, 2, 0, 2964, 0, 40, 9], [18, 4, 4, 2, 7, 3, 4, 0, 0, 0, 20, 5], [71, 6, 3, 2, 2, 0, 4, 1, 0, 0, 10, 9], [52, 4, 3, 2, 2, 4, 4, 1, 0, 0, 40, 9], [56, 1, 1, 2, 1, 1, 4, 1, 0, 0, 40, 9], [25, 2, 4, 2, 2, 3, 4, 1, 0, 0, 40, 9]], \\\"covered_false\\\": [[41, 7, 2, 2, 5, 0, 4, 1, 0, 0, 50, 9], [33, 5, 2, 2, 5, 0, 4, 1, 0, 0, 40, 6], [38, 4, 6, 2, 5, 0, 4, 1, 99999, 0, 70, 9], [79, 1, 2, 2, 8, 1, 4, 1, 0, 0, 6, 9], [42, 4, 5, 2, 8, 0, 4, 1, 0, 0, 40, 9], [44, 6, 4, 2, 8, 0, 4, 1, 0, 1977, 45, 9], [47, 5, 1, 2, 8, 0, 4, 1, 0, 0, 50, 9], [37, 4, 5, 2, 8, 0, 4, 1, 0, 0, 60, 9], [41, 4, 1, 2, 2, 0, 4, 1, 7688, 0, 55, 9], [48, 5, 1, 2, 8, 0, 4, 1, 7298, 0, 50, 9]], \\\"uncovered_true\\\": [], \\\"uncovered_false\\\": []}, {\\\"covered\\\": [[26, 4, 1, 2, 6, 1, 4, 0, 0, 0, 40, 9], [31, 4, 4, 2, 8, 4, 4, 0, 0, 0, 12, 9], [33, 4, 1, 2, 6, 1, 4, 0, 0, 0, 40, 9], [36, 4, 4, 2, 1, 3, 1, 0, 0, 0, 40, 7], [46, 2, 4, 2, 5, 1, 4, 0, 0, 0, 40, 9], [90, 4, 4, 2, 7, 1, 2, 0, 0, 2206, 40, 9], [22, 4, 4, 2, 6, 1, 4, 0, 0, 0, 20, 9], [25, 4, 0, 2, 8, 3, 4, 0, 0, 0, 40, 9], [51, 2, 4, 2, 4, 0, 4, 0, 0, 0, 40, 9], [24, 2, 0, 2, 5, 3, 4, 0, 0, 0, 2, 9]], \\\"covered_true\\\": [[45, 4, 4, 2, 1, 1, 4, 0, 0, 0, 28, 9], [33, 4, 4, 2, 1, 4, 2, 0, 0, 0, 40, 9], [32, 0, 1, 2, 0, 1, 4, 0, 0, 0, 20, 0], [54, 4, 1, 2, 6, 0, 4, 0, 3103, 0, 40, 9], [43, 7, 1, 2, 1, 0, 4, 0, 0, 0, 50, 9], [24, 2, 0, 2, 5, 3, 4, 0, 0, 0, 2, 9], [19, 0, 4, 2, 0, 3, 4, 0, 1055, 0, 12, 9], [38, 4, 4, 2, 7, 4, 4, 0, 0, 0, 20, 9], [32, 4, 4, 2, 2, 3, 4, 0, 0, 0, 40, 9], [31, 5, 4, 2, 8, 5, 1, 0, 0, 0, 70, 4]], \\\"covered_false\\\": [[52, 7, 5, 2, 8, 4, 4, 0, 4787, 0, 44, 9], [47, 4, 4, 2, 1, 4, 4, 0, 0, 0, 50, 9], [38, 7, 1, 2, 5, 0, 1, 0, 7688, 0, 60, 1], [49, 4, 5, 2, 8, 0, 4, 0, 0, 0, 40, 9], [42, 6, 2, 2, 5, 1, 4, 0, 0, 0, 45, 9], [31, 4, 6, 2, 5, 1, 4, 0, 0, 0, 45, 9], [51, 6, 4, 2, 8, 1, 4, 0, 99999, 0, 35, 9], [32, 4, 1, 2, 8, 0, 4, 0, 7688, 0, 40, 9], [39, 4, 1, 2, 5, 5, 4, 0, 7688, 0, 20, 9], [51, 4, 4, 2, 5, 4, 4, 0, 0, 0, 40, 9]], \\\"uncovered_true\\\": [], \\\"uncovered_false\\\": []}], \\\"all_precision\\\": 0, \\\"num_preds\\\": 1000101, \\\"names\\\": [\\\"Marital Status = Separated\\\", \\\"Sex = Female\\\"], \\\"instance\\\": [[52.0, 4.0, 0.0, 2.0, 8.0, 4.0, 2.0, 0.0, 0.0, 0.0, 60.0, 9.0]], \\\"prediction\\\": 0}}\"\n",
+      "}"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current\n",
+      "                                 Dload  Upload   Total   Spent    Left  Speed\n",
+      "\r",
+      "  0     0    0     0    0     0      0      0 --:--:-- --:--:-- --:--:--     0\r",
+      "100    92    0     0  100    92      0    444 --:--:-- --:--:-- --:--:--   442\r",
+      "100    92    0     0  100    92      0     76  0:00:01  0:00:01 --:--:--    76\r",
+      "100    92    0     0  100    92      0     41  0:00:02  0:00:02 --:--:--    41\r",
+      "100  3492  100  3400  100    92   1242     33  0:00:02  0:00:02 --:--:--  1275\n"
      ]
     }
    ],
    "source": [
-    "!/home/alejandro/Programming/kubernetes/seldon/seldon-deploy/seldonctl/seldonctl demo income-explainer"
+    "%%bash\n",
+    "curl -X POST -H 'Content-Type: application/json' \\\n",
+    "    -d \"{'data': {'names': ['text'], 'ndarray': [[52,  4,  0,  2,  8,  4,  2,  0,  0,  0, 60, 9]] }}\" \\\n",
+    "    http://localhost:80/seldon/default/loanclassifier-explainer/api/v0.1/predictions"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Now we have an explainer deployed!\n",
+    "\n",
+    "![](images/deployment-overview.jpg)"
    ]
   },
   {
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diff --git a/pipeline/pipeline_steps/loanclassifier-explainer/loanclassifiermodel-explainer.yaml b/pipeline/pipeline_steps/loanclassifier-explainer/loanclassifiermodel-explainer.yaml
new file mode 100644
index 0000000..c0311e2
--- /dev/null
+++ b/pipeline/pipeline_steps/loanclassifier-explainer/loanclassifiermodel-explainer.yaml
@@ -0,0 +1,22 @@
+apiVersion: machinelearning.seldon.io/v1alpha2
+kind: SeldonDeployment
+metadata:
+  labels:
+    app: seldon
+  name: loanclassifier-explainer
+spec:
+  name: loanclassifier-explainer
+  predictors:
+  - componentSpecs:
+    - spec:
+        containers:
+        - image: loanclassifier-explainer:0.1
+          name: model-explainer
+    graph:
+      children: []
+      name: model-explainer
+      type: MODEL
+      endpoint:
+        type: REST
+    name: loanclassifier-explainer
+    replicas: 1
diff --git a/pipeline/pipeline_steps/loanclassifier/.s2i/environment b/pipeline/pipeline_steps/loanclassifier/.s2i/environment
new file mode 100644
index 0000000..4e5ffe6
--- /dev/null
+++ b/pipeline/pipeline_steps/loanclassifier/.s2i/environment
@@ -0,0 +1,4 @@
+MODEL_NAME=Model
+API_TYPE=REST
+SERVICE_TYPE=MODEL
+PERSISTENCE=0
diff --git a/pipeline/pipeline_steps/loanclassifier/Model.py b/pipeline/pipeline_steps/loanclassifier/Model.py
new file mode 100644
index 0000000..3141c1d
--- /dev/null
+++ b/pipeline/pipeline_steps/loanclassifier/Model.py
@@ -0,0 +1,14 @@
+import dill
+
+class Model:
+    def __init__(self, *args, **kwargs):
+        
+        with open("preprocessor.dill", "rb") as prep_f:
+            self.preprocessor = dill.load(prep_f)
+        with open("model.dill", "rb") as model_f:
+            self.clf = dill.load(model_f)
+        
+    def predict(self, X, feature_names=[]):
+        X_prep = self.preprocessor.transform(X)
+        proba = self.clf.predict_proba(X_prep)
+        return proba
diff --git a/pipeline/pipeline_steps/loanclassifier/loanclassifiermodel.yaml b/pipeline/pipeline_steps/loanclassifier/loanclassifiermodel.yaml
new file mode 100644
index 0000000..05bdb07
--- /dev/null
+++ b/pipeline/pipeline_steps/loanclassifier/loanclassifiermodel.yaml
@@ -0,0 +1,22 @@
+apiVersion: machinelearning.seldon.io/v1alpha2
+kind: SeldonDeployment
+metadata:
+  labels:
+    app: seldon
+  name: loanclassifier
+spec:
+  name: loanclassifier
+  predictors:
+  - componentSpecs:
+    - spec:
+        containers:
+        - image: loanclassifier:0.1
+          name: model
+    graph:
+      children: []
+      name: model
+      type: MODEL
+      endpoint:
+        type: REST
+    name: loanclassifier
+    replicas: 1
diff --git a/pipeline/pipeline_steps/loanclassifier/model.dill b/pipeline/pipeline_steps/loanclassifier/model.dill
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