diff --git a/RELEASE-NOTES.md b/RELEASE-NOTES.md
index f56d2a3f40..7ba2e26a50 100644
--- a/RELEASE-NOTES.md
+++ b/RELEASE-NOTES.md
@@ -22,6 +22,8 @@
   the unconditioned model.
 - SMC: remove experimental warning, allow sampling using `sample`, reduce autocorrelation from
   final trace.
+- Add `model_to_graphviz` (which uses the optional dependency `graphviz`) to
+  plot a directed graph of a PyMC3 model using plate notation.
 
 ### Fixes
 
diff --git a/docs/source/notebooks/multilevel_modeling.ipynb b/docs/source/notebooks/multilevel_modeling.ipynb
index 25d20e0dfb..b11c02c2d7 100644
--- a/docs/source/notebooks/multilevel_modeling.ipynb
+++ b/docs/source/notebooks/multilevel_modeling.ipynb
@@ -64,15 +64,24 @@
    "cell_type": "code",
    "execution_count": 1,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Running on PyMC3 v3.4.1\n"
+     ]
+    }
+   ],
    "source": [
     "%matplotlib inline\n",
     "import numpy as np\n",
     "import pandas as pd\n",
+    "from pymc3 import __version__\n",
     "import matplotlib.pyplot as plt\n",
     "import seaborn as sns\n",
-    "sns.set_context('notebook')\n",
-    "sns.set_style('white')\n",
+    "plt.style.use('seaborn-darkgrid')\n",
+    "print('Running on PyMC3 v{}'.format(__version__))\n",
     "\n",
     "from pymc3 import get_data\n",
     "\n",
@@ -130,18 +139,18 @@
      "data": {
       "text/html": [
        "<div>\n",
-       "<style>\n",
-       "    .dataframe thead tr:only-child th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: left;\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
        "    }\n",
        "\n",
        "    .dataframe tbody tr th {\n",
        "        vertical-align: top;\n",
        "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
        "</style>\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
@@ -382,9 +391,9 @@
    "outputs": [
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeQAAAFJCAYAAABKLF7JAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x11e41a588>"
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -431,9 +440,68 @@
    "cell_type": "code",
    "execution_count": 8,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/svg+xml": [
+       "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
+       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
+       " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
+       "<!-- Generated by graphviz version 2.38.0 (20140413.2041)\n",
+       " -->\n",
+       "<!-- Title: %3 Pages: 1 -->\n",
+       "<svg width=\"335pt\" height=\"182pt\"\n",
+       " viewBox=\"0.00 0.00 335.49 182.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
+       "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 178)\">\n",
+       "<title>%3</title>\n",
+       "<polygon fill=\"white\" stroke=\"none\" points=\"-4,4 -4,-178 331.493,-178 331.493,4 -4,4\"/>\n",
+       "<g id=\"clust1\" class=\"cluster\"><title>cluster2</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M20,-91C20,-91 136,-91 136,-91 142,-91 148,-97 148,-103 148,-103 148,-154 148,-154 148,-160 142,-166 136,-166 136,-166 20,-166 20,-166 14,-166 8,-160 8,-154 8,-154 8,-103 8,-103 8,-97 14,-91 20,-91\"/>\n",
+       "<text text-anchor=\"middle\" x=\"136.5\" y=\"-98.8\" font-family=\"Times,serif\" font-size=\"14.00\">2</text>\n",
+       "</g>\n",
+       "<g id=\"clust2\" class=\"cluster\"><title>cluster919</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M35,-8C35,-8 131,-8 131,-8 137,-8 143,-14 143,-20 143,-20 143,-71 143,-71 143,-77 137,-83 131,-83 131,-83 35,-83 35,-83 29,-83 23,-77 23,-71 23,-71 23,-20 23,-20 23,-14 29,-8 35,-8\"/>\n",
+       "<text text-anchor=\"middle\" x=\"124.5\" y=\"-15.8\" font-family=\"Times,serif\" font-size=\"14.00\">919</text>\n",
+       "</g>\n",
+       "<!-- beta -->\n",
+       "<g id=\"node1\" class=\"node\"><title>beta</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"78\" cy=\"-140\" rx=\"62.2891\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"78\" y=\"-136.3\" font-family=\"Times,serif\" font-size=\"14.00\">beta ~ Normal</text>\n",
+       "</g>\n",
+       "<!-- y -->\n",
+       "<g id=\"node3\" class=\"node\"><title>y</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"83\" cy=\"-57\" rx=\"51.9908\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"83\" y=\"-53.3\" font-family=\"Times,serif\" font-size=\"14.00\">y ~ Normal</text>\n",
+       "</g>\n",
+       "<!-- beta&#45;&gt;y -->\n",
+       "<g id=\"edge2\" class=\"edge\"><title>beta&#45;&gt;y</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M79.0604,-121.822C79.7166,-111.19 80.5737,-97.306 81.3208,-85.2035\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"84.8183,-85.3499 81.9412,-75.1533 77.8316,-84.9186 84.8183,-85.3499\"/>\n",
+       "</g>\n",
+       "<!-- sigma -->\n",
+       "<g id=\"node2\" class=\"node\"><title>sigma</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"243\" cy=\"-140\" rx=\"84.485\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"243\" y=\"-136.3\" font-family=\"Times,serif\" font-size=\"14.00\">sigma ~ HalfCauchy</text>\n",
+       "</g>\n",
+       "<!-- sigma&#45;&gt;y -->\n",
+       "<g id=\"edge1\" class=\"edge\"><title>sigma&#45;&gt;y</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M213.233,-122.921C195.533,-113.455 172.587,-101.348 152,-91 142.29,-86.1194 131.736,-80.9866 121.87,-76.2616\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"123.205,-73.0208 112.672,-71.8781 120.194,-79.3399 123.205,-73.0208\"/>\n",
+       "</g>\n",
+       "</g>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<graphviz.dot.Digraph at 0x7fd697f36f98>"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "from pymc3 import Model, sample, Normal, HalfCauchy, Uniform\n",
+    "from pymc3 import Model, sample, Normal, HalfCauchy, Uniform, model_to_graphviz\n",
     "\n",
     "floor = srrs_mn.floor.values\n",
     "log_radon = srrs_mn.log_radon.values\n",
@@ -446,12 +514,12 @@
     "    theta = beta[0] + beta[1]*floor\n",
     "    \n",
     "    y = Normal('y', theta, sd=sigma, observed=log_radon)\n",
-    "    "
+    "model_to_graphviz(pooled_model)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -459,22 +527,21 @@
      "output_type": "stream",
      "text": [
       "Auto-assigning NUTS sampler...\n",
-      "Initializing NUTS using ADVI...\n",
-      "Average Loss = 1,166.9:  22%|██▏       | 11171/50000 [00:01<00:03, 10644.19it/s]\n",
-      "Convergence archived at 12100\n",
-      "Interrupted at 12,100 [24%]: Average Loss = 1,568.2\n",
-      "100%|██████████| 2000/2000 [00:02<00:00, 967.95it/s]\n"
+      "Initializing NUTS using jitter+adapt_diag...\n",
+      "Multiprocess sampling (4 chains in 4 jobs)\n",
+      "NUTS: [sigma, beta]\n",
+      "Sampling 4 chains: 100%|██████████| 8000/8000 [00:02<00:00, 3192.66draws/s]\n"
      ]
     }
    ],
    "source": [
     "with pooled_model:\n",
-    "    pooled_trace = sample(1000, n_init=50000, tune=1000)"
+    "    pooled_trace = sample(1000, tune=1000)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -483,14 +550,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAd8AAAFJCAYAAADaPycGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nsf8HAEv1QU2N07EAAAAASUVORK5CYII=\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x1363ba1d0>"
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -512,9 +579,78 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 12,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/svg+xml": [
+       "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
+       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
+       " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
+       "<!-- Generated by graphviz version 2.38.0 (20140413.2041)\n",
+       " -->\n",
+       "<!-- Title: %3 Pages: 1 -->\n",
+       "<svg width=\"496pt\" height=\"182pt\"\n",
+       " viewBox=\"0.00 0.00 495.94 182.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
+       "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 178)\">\n",
+       "<title>%3</title>\n",
+       "<polygon fill=\"white\" stroke=\"none\" points=\"-4,4 -4,-178 491.944,-178 491.944,4 -4,4\"/>\n",
+       "<g id=\"clust1\" class=\"cluster\"><title>cluster85</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M20,-91C20,-91 146,-91 146,-91 152,-91 158,-97 158,-103 158,-103 158,-154 158,-154 158,-160 152,-166 146,-166 146,-166 20,-166 20,-166 14,-166 8,-160 8,-154 8,-154 8,-103 8,-103 8,-97 14,-91 20,-91\"/>\n",
+       "<text text-anchor=\"middle\" x=\"143\" y=\"-98.8\" font-family=\"Times,serif\" font-size=\"14.00\">85</text>\n",
+       "</g>\n",
+       "<g id=\"clust2\" class=\"cluster\"><title>cluster919</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M204,-8C204,-8 300,-8 300,-8 306,-8 312,-14 312,-20 312,-20 312,-71 312,-71 312,-77 306,-83 300,-83 300,-83 204,-83 204,-83 198,-83 192,-77 192,-71 192,-71 192,-20 192,-20 192,-14 198,-8 204,-8\"/>\n",
+       "<text text-anchor=\"middle\" x=\"293.5\" y=\"-15.8\" font-family=\"Times,serif\" font-size=\"14.00\">919</text>\n",
+       "</g>\n",
+       "<!-- beta0 -->\n",
+       "<g id=\"node1\" class=\"node\"><title>beta0</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"83\" cy=\"-140\" rx=\"66.8882\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"83\" y=\"-136.3\" font-family=\"Times,serif\" font-size=\"14.00\">beta0 ~ Normal</text>\n",
+       "</g>\n",
+       "<!-- y -->\n",
+       "<g id=\"node4\" class=\"node\"><title>y</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"252\" cy=\"-57\" rx=\"51.9908\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"252\" y=\"-53.3\" font-family=\"Times,serif\" font-size=\"14.00\">y ~ Normal</text>\n",
+       "</g>\n",
+       "<!-- beta0&#45;&gt;y -->\n",
+       "<g id=\"edge1\" class=\"edge\"><title>beta0&#45;&gt;y</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M105.514,-122.911C120.248,-112.859 140.19,-100.136 159,-91 173.285,-84.0617 189.418,-77.8214 204.188,-72.6833\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"205.318,-75.9959 213.664,-69.4697 203.07,-69.3667 205.318,-75.9959\"/>\n",
+       "</g>\n",
+       "<!-- sigma -->\n",
+       "<g id=\"node2\" class=\"node\"><title>sigma</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"252\" cy=\"-140\" rx=\"84.485\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"252\" y=\"-136.3\" font-family=\"Times,serif\" font-size=\"14.00\">sigma ~ HalfCauchy</text>\n",
+       "</g>\n",
+       "<!-- sigma&#45;&gt;y -->\n",
+       "<g id=\"edge3\" class=\"edge\"><title>sigma&#45;&gt;y</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M252,-121.822C252,-111.19 252,-97.306 252,-85.2035\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"255.5,-85.1532 252,-75.1533 248.5,-85.1533 255.5,-85.1532\"/>\n",
+       "</g>\n",
+       "<!-- beta1 -->\n",
+       "<g id=\"node3\" class=\"node\"><title>beta1</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"421\" cy=\"-140\" rx=\"66.8882\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"421\" y=\"-136.3\" font-family=\"Times,serif\" font-size=\"14.00\">beta1 ~ Normal</text>\n",
+       "</g>\n",
+       "<!-- beta1&#45;&gt;y -->\n",
+       "<g id=\"edge2\" class=\"edge\"><title>beta1&#45;&gt;y</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M398.486,-122.911C383.752,-112.859 363.81,-100.136 345,-91 330.715,-84.0617 314.582,-77.8214 299.812,-72.6833\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"300.93,-69.3667 290.336,-69.4697 298.682,-75.9959 300.93,-69.3667\"/>\n",
+       "</g>\n",
+       "</g>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<graphviz.dot.Digraph at 0x7fd68c6bb908>"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "with Model() as unpooled_model:\n",
     "    \n",
@@ -525,12 +661,12 @@
     "    theta = beta0[county] + beta1*floor\n",
     "    \n",
     "    y = Normal('y', theta, sd=sigma, observed=log_radon)\n",
-    "    "
+    "model_to_graphviz(unpooled_model)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -538,17 +674,16 @@
      "output_type": "stream",
      "text": [
       "Auto-assigning NUTS sampler...\n",
-      "Initializing NUTS using ADVI...\n",
-      "Average Loss = 2,073:  37%|███▋      | 18378/50000 [00:02<00:04, 6463.24it/s]  \n",
-      "Convergence archived at 18600\n",
-      "Interrupted at 18,600 [37%]: Average Loss = 2,394.1\n",
-      "100%|██████████| 2000/2000 [00:05<00:00, 366.96it/s]\n"
+      "Initializing NUTS using jitter+adapt_diag...\n",
+      "Multiprocess sampling (4 chains in 4 jobs)\n",
+      "NUTS: [sigma, beta1, beta0]\n",
+      "Sampling 4 chains: 100%|██████████| 8000/8000 [00:06<00:00, 1164.07draws/s]\n"
      ]
     }
    ],
    "source": [
     "with unpooled_model:\n",
-    "    unpooled_trace = sample(1000, n_init=50000, tune=1000)"
+    "    unpooled_trace = sample(1000, tune=1000)"
    ]
   },
   {
@@ -560,16 +695,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 14,
    "metadata": {
     "scrolled": false
    },
    "outputs": [
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaQAAAOFCAYAAAAlI5aPAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3X1YlGXePvCTV7VICRMxwSgy0kYt01KfzFJTE6ZRwU1A\nyrLULaWsKGd0NUl5UQtfMnsyylIHX0qZMDfCTEuDHi22Bjerw0IFFPWHsiAqMMzvD5pZUYYZELiu\ne+b8HMccozDKOe7ufPe67+s+bzez2WwGERGRYO6iAxAREQEcSEREJAkOJCIikgIHEhERSYEDiYiI\npMCBREREUuBAIqewfv16jB49GhqNBi+99BLOnTtn/d79998PjUZjfXz22WcAgN27d2PUqFEIDw+H\n0Wi0vn7u3Ln47rvvGv15R44cwaxZs6BWq/HYY49h8uTJOHjw4DW/j7S0NMyZM6dejsLCQtxzzz0N\nvn7VqlVISEho0s/Ytm0bpk+fbvd1W7duxcaNG5v0dzdHY++PXIun6ABE1yo3Nxdr167Fli1bEBAQ\ngIyMDMyfPx8rV67EH3/8AV9fXxgMhqv+3KpVq7BhwwYUFxdj7dq1WLlyJX7++WdUVFRgyJAhNn/e\nH3/8gSeffBJJSUkYOnQoACAnJwczZsxAeno6evbs2SLva/HixQDqPrBF+OGHH1rsvRA5ggOJFO/Q\noUMYMmQIAgICAACjRo3CvHnzUFVVhby8PLi7uyM6Ohrl5eUYPXo0/v73v8PDwwPe3t6orKxEeXk5\nvLy8YDabsXTpUqSkpDT689auXYuIiAjrMAKAwYMH480330T79u1RWFiImJgYhISEoKioCOvXr0dh\nYSGWLVuGCxcuwN3dHTNnzsTDDz+M6upqLFq0CN999x06d+6Mzp0744YbbgAAxMbGIiYmBiqVCrW1\ntZg7dy4OHToET09PzJs3D3fffXe9XCUlJUhISMCJEydQXV2NsLAwzJgxo9H3smrVKhQVFeH06dMo\nKipC165dsXTpUvz000/YvXs39u/fj/bt2yMmJgZr1qzBl19+idraWnTv3h0LFixA165dERsbi06d\nOuGPP/7A448/jnfeeQfffvstvL29YTKZ8NBDD2HdunUoLy/H0qVLUVVVhdOnT2PIkCFITEysl+fI\nkSOYO3cuqqqqYDabERkZiZiYGIf/u0DKxoFEitevXz+sX78eRUVF6N69O7Zt24bq6mqcO3cOJpMJ\nQ4YMwcsvv4yamhpMmzYNPj4+mDJlCuLj4/HSSy+hXbt2WLRoEbZu3YpBgwbh5ptvbvTn5efn45VX\nXrnq68OGDQNQt6I5efIk3nzzTQwYMABlZWXQarVIS0tDYGAgSkpK8Le//Q2hoaHIzs5GQUEBPv/8\nc9TU1GDy5MnWgXS5ixcv4n/+53+wePFi7Nu3Dy+88AKys7PrvSY+Ph5TpkzB8OHDcenSJTz77LPo\n0aMHxo4d2+j7OXjwIDIyMuDj44MZM2Zg06ZNiIuLw1dffYWePXsiJiYGGRkZ+O2337B161Z4enpi\n8+bNmDdvHtauXQsA6NixI3bu3AkAyM7Oxu7duzFmzBjs27cPgYGBCAkJwUsvvYS4uDjcf//9OH/+\nPEaMGIH8/Hz4+vpas6SlpWH48OGYNm0aTp8+jcTERERFRcHdnWcXXAEHEinegAED8Pzzz2PmzJlw\nc3NDREQEfH194eXlhb/97W/1XvvUU09h/fr1mDJlCgYMGIBt27YBAMrKyrB161Zs2LAB7777Ln74\n4QfccccdiI+Pv+rnubm5oba2ttFMnp6e1hXMv/71L5w+fRrPP/98vb/j119/RU5ODsLDw+Ht7Q1v\nb2+o1Wr8+uuvV/19HTt2tA6WBx54AEDdoUOLyspKHDhwAGVlZVixYoX1a4cPH7Y7kO677z74+PgA\nAHr37o2ysrKrXvP111/DaDQiIiICAFBbW4sLFy5Yvz9gwADrryMjI7F9+3aMGTMG27Zts/5nkJyc\njG+++Qbvvvsu/vjjD1y6dAmVlZX1BtIjjzyC1157DT///DMGDx6MefPmcRi5EA4kUryKigrcd999\nmDhxIoC6Q1crV66Er68vMjIycOedd+LOO+8EAJjNZnh6Xv1f++XLl2PGjBkoLi5GTk4OPvroI8yd\nOxc5OTkYPHhwvdfefffd+Ne//oWHH3643tfffvtt9OjRA/3794e3t7f155hMJoSEhGDr1q3W15aU\nlMDPzw+bN2+u93d4eHg0+B6v/FCura2Fl5dXvd+bzWZs2rQJHTp0AACUlpaiXbt2tv/h/tK+fXvr\nr93c3NBQvWVtbS2eeeYZREdHAwCqqqrqDa7rrrvO+utHH30UycnJOHLkCA4cOIDk5GQAwOTJkxEa\nGoqhQ4fi0UcfxU8//XTVz3r44YeRlZWF7777Djk5OVi9ejW2bdtmPRxLzo3/14MU79SpU4iNjUVF\nRQUAYM2aNQgLC4Obmxt+//13rFy5EiaTCRcvXsTGjRuvWjEcPnwYJ06cwIgRI1BVVWUdJO7u7vVW\nARZTp07F1q1bsW/fPuvXvvnmG6xfv946+C5399134+jRozhw4AAA4JdffsHo0aNRUlKCoUOHIiMj\nA5cuXcKlS5esh72udO7cOXz99dcA6nYHtm/fHrfccov1+z4+Prj77rvx4YcfAgD+85//ICoqCl99\n9ZXD/45X8vDwQE1NDYC6Vdknn3xi/TdesWIFXn311Qb/XLt27RAWFoY5c+Zg1KhR6NChA/7zn//A\naDTilVdewahRo3Dy5EkcO3bsqpXmyy+/jJ07dyIsLAwLFiyAj48Pjh071uz3QMrCFRIp3m233YZp\n06Zh4sSJqK2txb333ov58+cDAGbOnImEhASo1WrU1NRgzJgx1pWURXJyMhYsWAAACA0NRefOnfHI\nI4/g9ttvr7dxweKWW27Bu+++i+XLlyMlJQW1tbXw8/PDmjVrcMcdd1y1K87Pzw8rV67EkiVLcOnS\nJZjNZixZsgSBgYGYNGkSjh07hvDwcPj6+tYbMpfr3LkzvvzySyxfvhwdOnTAqlWrrlrpLVu2DG+8\n8QbUajWqqqoQHh6Oxx57rNn/rg8++KB1dfPss89az325ubmhW7du1u81ZOLEidiwYQNef/11AHWH\nHKdNm4bx48fjuuuuQ9euXdG/f38cPXoUQUFB1j/33HPPYe7cudi8eTM8PDwwcuRIDBw4sNnvgZTF\njbefICIiGfCQHRERSYEDiYiIpMCBREREUuBAIiIiKbjcLruamhqcPHlSdAwiIpcVEBDQ4PWALjeQ\nTp48iREjRoiOQUTksr766isEBgZe9fVGt31///33eOONN7Bjx44m/bCtW7eiqqrKbiliaWkpXn31\nVRQXF8Pd3R0JCQno37//Va+LjY1FUVERJkyYgJkzZwKou/AvJiYGiYmJ6NOnD7Kzs5GamooTJ04g\nLy/P5s8UuUKaOnUqgLq+LiIiV9WmKyRHa+sXLlyIAQMGYMaMGfjll18wbdo0fPnll9bqk8u9+uqr\nGDNmDABg7969SExMRFFRkfX7jzzyCHr16gW1Wt3oz/T09GxwMrcFS0eZqJ9PRCQzuwOpsrIScXFx\nOHr0KDp27IiEhATceuutqKqqwrJly3DgwAGYTCb07t0b8+bNQ05OTr3a+tGjR2P+/Pn4f//v/+H0\n6dPo3r07li9fjk6dOmHPnj3WK+R79eqF4OBgfPvttxg1alSjmT7++GMsXboUL774Ysv8K7SRK6v2\nqU5uLrB3LzBsGDBokOg0RCSK3V12J06cwJQpU2AwGBAeHm7tr3rvvffg4eGBbdu24bPPPoO/vz+W\nLVuGRx55BMOHD8eUKVMQExODzz//HHfffTc2b96Mr776Cu3bt4fBYMDZs2etlSsWXbt2dehwWlpa\nGvr27XsNb1uM6OhoazmlMwgLA9zcrv0xeDAwZ07d87X+XWFhov9ViKi57K6QQkNDred1xo8fj9df\nfx3l5eXYs2cPysvLrbd6rq6uRufOna/6808++SQOHjyIDz/8EAUFBfj999/Rr18/1NbWws3Nrd5r\nzWazzbZjZ6DX6wGgRYaSSgUcOnTNf43T2bmzbjDJ4K67gPx80SmIlMPuQLqy9t7NzQ2enp6ora2F\nTqez3pTs/PnzuHTp0lV/funSpfj5558RERGB+++/HzU1NTCbzejcuTPMZjPOnTtnvR/KqVOn0LVr\n15Z4X1LS6XQAWmYgOcsHXW4uMHQoUFMDeHoC337Lw3ZErsruIbtff/0Vv/zyCwBg8+bNuPfee9Gh\nQwc88MAD2LhxI6qqqlBbW4t//OMfeOuttwDUr63ft28fnnzySYwbNw6dO3fGd999B5PJBE9PTzz0\n0EPYsmULgLpbABw5cgT3339/a71X4VQqFVQqlegYUhk0qG4IJSdzGBG5OrsrpNtuuw1vv/02jh8/\njs6dO1sr55977jmkpKRg/PjxMJlM6NWrF+bMmQOgfm39888/jyVLlmDFihXw8vJC//79rfc3WbBg\nAebNm4fw8HC4ublhyZIlDd6+2Vk0dfu8qxg0iIOIiBRy+4nY2FjExMRYt33bUlhYCLVa3eh1SERE\nJCfFdNktWbIEb7/9ts3vZ2dnY9q0aW2YqOmCg4MRHBwsOgYRkZQUMZCSkpJw4sQJZGdnw2g04qmn\nnoJGo8HYsWPxwQcfAADy8/NRWVmJ++67T3BaIiJqDsV02VmuX4qKisKECRMwceJElJeXIzIyEr16\n9cLs2bNxyy23ICsrS3RUmzIzM0VHICKSlmIGkkVkZCTGjh0LALjhhhvQo0cPFBcXC07lmD59+oiO\nIDU2NhC5NsUNpIiICOuvv/nmG+Tl5WHx4sUCEzlOq9UCqDsE6erCwuouYnXU2LHA55+3Xh4iEk8R\n55AakpGRgfj4eKxcuRL+/v6i4zgkPT0d6enpomO0OpXKfsVPU4YR8N8GBnsPXuZFpFyKWyGZzWak\npKQgKysL69atQ69evURHclhUVJToCG2iOS0SbGwgIsUNpCVLluDAgQP49NNP6xWzKgEP1dlmaWzg\nOSQi16WogXTy5EmsW7cO3bp1w1NPPWX9+hNPPFHv3JKsjEYjAG5usIWNDUSuTVEDKSAgwNqrp0SW\nmwcWFBSIDUJEJCHFbGq4ePEiNBqNzYGUmpqKlStXtnEqIiJqKYpaIQFARUUFJk2ahMrKSri7u2P2\n7NkYNmwYTp06herqanTv3l10RJu4MiIisk0xA8nS1KBWq/HCCy9g5MiR+O233/D444/j+++/R1JS\nElatWoWzZ8+KjkpERM2gmIFksX37dutdZY8dO4aOHTsq5i6z4eHhAHgbClfA1gmiplPcQPL09ITZ\nbMbIkSNRVFSEuXPnKmYg5TvLbV6dSFMbI0RhUwW5AsUNJKDuNuq7du3C8ePHERMTg5CQEAwePFh0\nLLsSExNFR2gWlQo4dEh0CtdmaaqQyV13Ne8iaCJbFDWQqqqqkJ2djUcffRTu7u4ICgrCkCFD8Msv\nvyhiIEVHR4uO0Cz80Gkatk4QNY9itn0DgLe3N5YvX47P/zp2UVJSgu+//x4DBw4UnMwxer0eer1e\ndAxqZZbWieRkDiOiplDUCgkA3n77bSQkJOD999+Hu7s74uPjFdN8oNPpACh3pUSOY+sEUdMpbiCF\nhoZi48aNomM0i4pV1ERENinmkJ29pgatVotNmza1caqm2bFjB7d8ExHZoJiBdKWysjKMGDECX3zx\nBQDA398fXl5eKCoqEpyMiIiaQzGH7CxNDUDdPZFee+01VFRUWL8/e/Zs3HLLLcjKyhIV0a7g4GAA\nrBAiImqIYgbS5d555x2Ehobi/PnzoqMQNYqNDUSOU9xA2r9/Pw4cOIC0tDRMmTJFdJwmyczMFB2B\nmkB0iwPbGcjVKGogFRcXIzk5GR988IFi6oIup5Tt6TJzpdYIEe0MbF8gkRQ1kL744gtcuHABzzzz\nDIC6ctUlS5bg7NmziIqKEpzOPq1WC4C3Mr8WSvqwZGMDUdMoaiA9/fTTePrpp62/j42NRUxMDMaM\nGSMwlePS09MBcCC5CktjA88hETlGUQNJ6ZSwiqOWxcYGIscpeiCtX79edIQm4cqIiMg2xVwYa6+p\nITU1FStXrmzjVE1jNBphNBpFxyAikpKb2Ww2iw7hKnhhLBGRbYpYIRUWFqJXr17QaDQ4ePAg7rnn\nHmg0Guvjjz/+QGpqKh566CFMnz5ddFwiImoGxZxDslQHbdq0CeHh4XjjjTfqfV8J1UFcGTkPNjAQ\ntTzFDCSLvLw8HD9+HOPHj4eHhwemTZuGUaNGiY5FEhPduGAPGxmI6ihuIHXo0AFhYWGYNGkSCgoK\nMHnyZHTr1k0RLQjh4eEA4DK3oHClVoVrIaKRoSFsaSDRFDeQXn/9deuvQ0JCMHbsWHz99deKGEj5\nLva/dmd9u2xgIGodihpIJpMJ7733HmJjY+Hj4wOg7lYUnp7KeBuJiYmiI1ALYAMDUetQxif5Xzw8\nPLB79260a9cOTz/9NIqKivDll1/io48+Eh3NIdHR0aIjUAthAwNRy1PUQAKAZcuWYcGCBdi+fTtM\nJhN0Oh1CQkJEx3KIXq8HwMFERNQQxQ2kW265BevWrRMdo1l0Oh0ADiQiooYo4sJYwDmqg1QqFVQq\nlegYRERSUtwK6eLFi0hISMCPP/6ICxcuYOLEidb7I8nOVbZ7ExE1h2IGkqWpYdGiRSgrK8Onn36K\nyspKaDQaDBgwQBFNDeT82OBA1HyKGUhA3RZvg8GATz75BB4eHrjhhhvw0UcfoVOnTqKjOYTlqvKQ\nvb3BFrY6kDNTzDkkACgtLcX58+fx3XffITY2FhqNBrt370bHjh1FR3NJKlVdw4ASH0ocRsB/Wx3a\n+sFTn9QWFLVCqqmpgclkwrFjx/DRRx+htLQUsbGx6N69O0aOHCk6nl2ZmZmiI7QoZ21iaC42OBBd\nG0UNpBtvvBFeXl4YN24c3N3dcdNNN+Ghhx5CXl6eIgaSEuqNqPnY4EB0bRR1yM7b2xsPP/wwMjIy\nAMB6+E4pH/RarRZarVZ0DGpFgwYBr73GYUTUHIoaSADwxhtv4MyZMxg7diwmTJiARx55BGPGjBEd\nyyHp6elIT08XHYOISEqKOmQHAL6+vli6dKnoGM0SFRUlOgIRkbQUs0JyhqaGpKQkJCUliY5BRCQl\nxa2QLLvqLH777Te8+uqrOHXqFKqrq+t9TzZGoxEANzcQETVEMQPJ0tRwufXr1yMrKwuTJ0+Gl5cX\nVq1ahbNnzwpKaJ9arQbAC2OJiBqimIF0paNHj2LNmjX45JNP4OXlJToOkbRYZ0RKodiBlJqaismT\nJ+Pmm28WHcVhXBlRS2qt+iPWE5EoitnUcLkTJ05g3759eOKJJ0RHIWq2a61eaq36o5asJ2LlEDWF\nIgdSVlYWHnnkEfj4+IiO0iTh4eEIDw8XHYMkkZ8PmM2t+8jJqasxAuqec3Ja/2de/mC9FDWFIg/Z\n/d///R9Gjx4tOkaT5fN/ndTGWGdESqLIgXT06FGpt3fbkpiYKDoCuaBBgziISBkUOZA+V+gZ1+jo\naNERiIikpZhzSPaaGrRaLTZt2tTGqZpGr9dDr9eLjkFEJCXFrZAuXLiAqVOn4vTp0zCbzXjmmWeg\n0WhEx3KITqcDwJUSEVFDFDOQLE0Nc+bMQd++ffHCCy+gpKQEY8aMwZAhQ5CUlCR9U4OKe2CJiGxS\nzECyMJlMKC8vh9lsxoULF+Dp6Ql3d2UcedyxY4foCORi2NJASqK4gfTyyy8jOjoaX3zxBc6ePYvX\nXnsNnTt3Fh2LqEW1VgtDc7G9gdqC4gbSK6+8gmeeeQbR0dEoKChAbGws7r77bvTt21d0NLuCg4MB\nsEJISVQq4NAh0SnEs7Q3iHbXXbzY1pkp41jXX0pLS/HDDz/gb3/7G4C6D/j/+Z//wYEDBwQnI2fV\nFm0KztrSwOYHaipFrZBuvPFGBAQEICsrC2FhYSgtLcWBAwcQGRkpOppDMjMzRUcgF8KWBlIaRQ0k\nNzc3rFmzBm+88QbeeecduLu7Y/r06RgwYIDoaA7hjfmorbGlgZREUQMJAO68805s3LhRdIxm0Wq1\nAMDbmBMRNUAx55CcoakhPT0d6enpomMQEUlJcSuk8vJyTJo0CRUVFfDx8cELL7yAwYMHi47lkKio\nKNERiIik5WY2m82iQ9hTWFgItVqNvLw8DB8+HM8//zwiIiJw+vRpTJ48GRs2bECXLl2sTQ3z588X\nHZmIiJpIMYfsgLpt3ydOnMC4ceMAAF26dEFoaCi+/fZbwckcYzQaYTQaRcdQvNxcICWl7pmInIei\nDtn5+fkhMDAQ27dvR2RkJI4fP44ffvgBd911l+hoDlGr1QB4YayFiDYCNg4QyUtRAwkA1qxZg5SU\nFHz00UcIDQ3FsGHD4OXlJTqW03OWxoLWbhxgkwBR8yluINXW1mLNmjXw/OsS9KeffhrDhw8XnMox\nSl4ZyfIhm5sLDB0K1NTUtQ98+y2vsyFyFoo6hwQA8+fPx65duwAAP/74I37//XcMGTJEcCpqK5b2\ngeRkDiMiZ6O4FVJCQgLmzZuH1atX47rrrsOaNWtw3XXXiY7lkPDwcAC8DcW1YvsAkXNS3EC64447\nsGXLFtExmiVfluNeREQSUswhO2doakhMTERiYqLoGEREUpLqwtjCwkI88sgjuOOOO5CcnIxevXph\n3759WLp0KQwGg/V1e/bswZtvvomqqiqEhoYiMTER5eXlmDFjBo4cOYL09HQWmRIRKYx0K6T27dvD\nYDDg1ltvRWpqKmbPng2TyWT9fmlpKbRaLVatWoWsrCwEBQVh2bJl6NatGwwGA/z9/QWmb5xer4de\nrxcdg4hIStINJIt9+/bhwoULSE5Ovurrffr0sd59NSoqCpmZmZBooWeTTqeDTqcTHYPaANskiJpO\n2k0NI0eOxMiRI/H999/X+/rJkycREBBg/X1AQAAqKipw/vx5+Pj4tHXMJlGpVKIjkANENEhciY0S\n5IqkHUi21NbWwq2BS+3d3aVd7Flxu/e1c5bGCHtau1HCUWyeoLYk/6f4Fbp164ZTp05Zf19SUoJO\nnTop5lokujb5+YDZLPcjJ6euRQKoe87JEZ+puQ8OI2pLihtIDzzwAH766SdrDc+mTZswYsQIsaEc\nFBwcbD33Rc6LbRJEzaO4Q3adO3dGUlIS4uLiUF1djR49eiAlJUV0LKJ62CZB1HTSD6T777//qnMv\nw4YNw7BhwwQlar7MzEzREYiIpCXdITt7jQy2nDhxAhqNpt75Jdn06dOHF+wSEdkg3UC60r59+6DR\naK76utlsxmuvvYa0tDQBqZpHq9VCq9WKjkFEJCXpBpK9pgYAOHLkCJ588klkZWVZv6aEpob09HSk\np6eLjkFEJCVpzyFd3tSQmppa73sbN27ExIkTcfPNNwtK1zxRUVGiI1Az5eYCe/cCw4ZxswJRa5F2\nINlqagDqbtIHAPv372/rWNckKSlJdASXJUP7ggVbGIgaJu1AckZGoxEAXHJjg6s0LDhCVAsDWxdI\ndhxIbUitVgOA9aJeV6LkD8LcXGDoUKCmpq55gRe7ErUODiQiOyzNCzyHRNS6OJDakCuujJwFmxeI\nWp/0A6mhpgaLK++VREREyiXddUjO3NQQHh6O8PBw0TGIiKQk3UC6UkNNDQaDAY899hg0Gg0mTZoE\no9FovSDWy8sLRUVFIqLalZ+fj3wln90nImpF0h2yszQ1XLx4EampqdDr9ejatav1+3/88QeWLl2K\nbdu2wd/fH3v37sWsWbOwZ88eGAwGxMbGCkzfuMTERNERiIikJe0K6fKmhst5e3tj0aJF1hWRSqXC\nmTNnUFVVJSJmk0RHRyM6Olp0DJJYbi6QklL3TORqpFshWdhqaggMDERgYCCAuoLVpKQkDB8+HN7e\n3iJiNolerwcADiUnI1MLhC1shyAlkHYg2VNZWYk5c+bg5MmTeP/990XHcYhOpwPAgdQS2PzQNKLa\nIS7HpgiyR5EDqbi4GDNmzEBISAg+/vhjtG/fXnQkh6hUKtERnIYzfrCxEYJcneIGUkVFBWJjYzF+\n/HjMnDlTdJwmsXU9FRHARggixQ2kjRs3ori4GNnZ2cjOzrZ+fd26dbjxxhsFJiO6dmyEIFcm/UC6\nsqlh+vTpmD59usBEzRccHAyAFUJERA2Rbtt3c5saTCYTNBoNLzwlIlIo6VdI+/btw9KlS2EwGKxf\n27BhA9LT0+Hm5oagoCAsWrTIeh1SdXU1unfvLipuozIzM0VHICKSlnQrJEtTw6233orU1FTMnj0b\nJpPJ+v38/Hx88MEH2LRpE3bs2IHg4GCsWLEC3bp1g8FgsF4wK6M+ffq45M35iIgcId1AsrDV1KBS\nqZCVlYUbbrgBly5dQklJCXx9fQWlbBqtVgutVis6hlNhswGR85D2kJ2tpgagrkB1165dmDt3Lry9\nvREXFycgYdOlp6cDAJKSkgQnkYfolgM2GBDJQ9qBZI9lYG3ZsgVTp05FdnY23N2lXfABAKKiokRH\ncIgrtSCIaDBgYwFRw+T+BG/A0aNHcfDgQevvIyIiUFxcjLKyMoGpHJOUlKSI1VF+PmA2y//Iyalr\nNADqnnNyxGdy5MFhRNQwxQ2k06dP46WXXkJpaSmAup1rPXv2VMRFsUajEUajUXQMp2FpNkhOZs0O\nkTNQ3CG7AQMGYMaMGXjiiSfg4eEBf39/rF69WnQsh6jVagC8MLYlsdmAyHlIP5CubGoAeF8hIiJn\nJN0hu+Y2NZw4cQIajQanTp1qpWTXrqCggKsjIiIbpBtIV9q3bx80Gk2D39u1axfuueceALBeEOvl\n5YWioqI2y0dERC1DuoFkr6nBoqCgACkpKdbfe3h4wGAwSH3PofDwcISHh4uOQUQkJekGkoWtpgYA\nuHDhAuLj4zFnzhwByZovPz+f5a/UpthkQUoi7aaGxpoa5s+fj8cffxyhoaECkjVfYmKi6AjkJFq6\n4YKNFSQDaQeSLRs3boSnpyciIyNRWFgoOk6TcGcgXU6mRoyWbqxgGwU1h+IG0vbt26078aqrq62/\nfu+999Bmd1ehAAAgAElEQVS1a1fR8Rql1+sBcDBRndb+wM7NBYYOBWpq6posePEwyU5xA+mTTz6x\n/rqwsBBqtbrevZJkptPpAHAgUduwNFns3QsMG8ZhRPJT3EBSMpl3AJJzYpMFKYn0A6mhpgaLwMBA\n5OXltXGi5rP1PoiISMJt381tajCZTNBoNNxWTUSkUNINpCs11NSQnJyMhx56CBqNBhqNBi+++KKg\ndE0THByM4OBg0TGIiKQk3SE7S1PDxYsXkZqaCr1ef9Xuuby8PLz11lvo379/va8bDAbExsa2ZVwi\nImoh0q6QbDU1VFVV4d///jfef/99qNVqzJo1C8XFxYJSNk1mZiYyMzNFxyAHsOGAqO1Jt0KysNXU\nUFJSgkGDBuHFF19Ez549kZaWhueeew7bt2+HW1vfi7qJ+vTpIzqC02rp5oLWwDYEosZJu0KyJSgo\nCGvXrsUdd9wBNzc3TJ06FceOHVNEa4NWq4VWqxUdo0WoVHVX9svykH0YAf9tQ5DhwSsQSEaKG0iH\nDx9GRkZGva+ZzWZ4eXkJSuS49PR0pKeni47RIvLzAbPZOR85OXXNBkDdc06O+Ewt/eBmVJKRtIfs\nbHF3d8fixYtx7733IigoCHq9HqGhoQgICBAdza6oqCjREcgBbDggEkNxA+mOO+7AvHnz8Pe//x0m\nkwkBAQF46623RMdySFJSkugI5CA2HBC1PekHUkNNDZbrj5TGaDQC4OYGIqKGSHcOyZmbGtRqNdRq\ntegYRERSkm4gXamhpoZff/0VsbGxGDduHCZMmCD1ECIiIsdIN5AsTQ233norUlNTMXv2bJhMJuv3\nL1y4gKlTp+KZZ55BRkYGnnvuObzyyivw8PCAwWCQulG7oKAABQUFomMQEUlJuoFkYaupYf/+/QgK\nCsKwYcMAACNGjMDy5ctFRKQGsOGAiJpL2k0Ntpoa/vzzT3Tp0gU6nQ6HDx9Gx44dER8fLyhl04SH\nhwMQcxsKJTQZNAVbD4icj7QDyZaamhrs3bsXH3/8Mfr164ddu3Zh2rRp+Prrr+Ht7d0mGVQq4NCh\n5vzJukEkecORIlhaD5zNXXfxolVyXdIesrPF398fISEh6NevH4C6lZTJZMLx48fbLENzWwo2btRj\n40a98Kv02XAg74PDiFyZ4gbSgw8+iMLCQuvOugMHDsDNzQ2BgYGCk9kXHR2N6Oho0TFajaXhIDm5\n7pkXlhJRUyjukF2XLl2wevVqLFy4EBcuXIC3tzdWrVqFdu3aiY5ml16vBwCnH0ocRETUHG5ms9ks\nOoRFYWEh1Go18vLymv13xMbGIiYmBmPGjGnBZC3DcrdYbv0mIrqadIfsnLmpQaVSSX2dFBGRSFKt\nkIiIyHVJtUIqLCxEr1696q2QrqwOysjIsJarajQaDB8+HHfddReKioqg0WigUqmsJaZERKQc0m1q\nsFQHXbx4EampqdDr9ejatav1++PGjcO4ceMAANXV1Zg8eTKmTZuG7t27w2AwYPjw4aKi28VzSPLI\nzeX9johkI9UK6XK2qoMut3btWvj5+WHSpEltmIxECAtr2Vt4Dx4MzJlT99ySf29YmOh/KSLlkm6F\nZGGrOsiitLQUH374IbZt29bGyZovMzNTdIQW0fymCucna4MEGyBICaQdSPZs2bIFI0aMQFBQkOgo\nDnOWG/Mp/YMtNxcYOhSoqalrlOBFvERykPaQnT07d+7EhAkTRMdoEq1WC61WKzqGy2OjBJGcFLlC\nKisrw7Fjx3DPPfeIjtIk6enpAICkpCTBSYiNEkTyUeRAOnr0KLp06QIvLy/RUZokKipKdAQiImlJ\nP5Duv//+q+4f1LdvX2RnZwtK1HxcGRER2SbdOaTmVgedOHECGo0Gp06daqVk185oNPKiXSIiG6Qb\nSFe6sqkBALKzs6FWq6HRaPDEE0/g2LFjgtI1jVqthlqtFh2DiEhK0g0kS1PDrbfeitTUVMyePRsm\nk8n6/YsXLyI+Ph5vv/22tZlh0aJF6NatGwwGA/z9/QWmJ1nk5gIpKXXPRKQM0g0kC1tNDSaTCWaz\nGeXl5QCA8+fPK+JeSEBdZRBrg5qvKW0NzWliYMsCkVjSbmqw1dRw/fXXY+HChZg0aRJ8fX1RW1tr\n3U5N8lFSq0NrtCywIYHIcdKukGz59ddfsXr1auzcuRP79u3DjBkzMGvWLCjhLhrh4eEIDw8XHaNN\n5ecDZnPbPnJy6hoYgLrnnJy2z2B5cBgROU5xA2nfvn3o378/evToAQCIiYnB77//jrNnzwpOZl9+\nfr7UNxB0FmxiIFImaQ/Z2dK7d29s3LgRZ86cwU033YRdu3YhMDAQfn5+oqPZlZiYKDqCy2ATA5Hy\nKG4gDR48GFOnTkVsbCy8vLzQqVMnvPPOO6JjOSQ6Olp0BCIiaUk/kBpqaoiJiUFMTIygRM2n1+sB\ncDARETVEunNIztzUoNPpoNPpRMcgIpKSdAPpSg01Naxfvx6jR4+GRqPBSy+9hHPnzglK1zQqlQoq\nlUp0DCIiKUl3yM7S1HDx4kWkpqZCr9eja9eu1u/n5uZi7dq12LJlCwICApCRkYH58+dj5cqV1uYG\nWV156JHklZsL7N0LDBvGzRFEbUXaFZKtpoZDhw5hyJAhCAgIAACMGjUKu3fvRlVVlYiY5AQaaoCw\n1fTANgei1iPtQBo5ciR0Oh18fHzqfb1fv37Izc1FUVERAGDbtm2orq5WxGG74OBgBAcHi47hclSq\nxiuDdu50/O+ytDk09uBRWaLmkXYg2TJgwAA8//zzmDlzJiZMmAA3Nzf4+voq7mZ91Haa2hZxrU0P\nvPaZqHmkO4dkT0VFBe677z5MnDgRAFBSUoKVK1fC19dXcDL7MjMzRUcgB1iaHngOiahtKW4gnTp1\nClOmTMHOnTvh4+ODNWvWICwsDG4t3YrZCvr06SM6AjmITQ9EbU9xA+m2227DtGnTMHHiRNTW1uLe\ne+/F/PnzRcdyiFarBcBbmRMRNcTNLFFNdmFhIdRqNfLy8pr9dwwfPhwrVqyQcjVi2dDAeyIREV1N\nuk0NztzUEBUVhaioKNExiIikJO0hu5qaGjz11FMoLS1FdXU1IiMj8fTTTwMAfvrpJyQkJKCyshL+\n/v5YunSp9dblXl5eKCoqknKFxEN1RES2SbdCsjQ1JCYmYuzYsTAYDNi8eTM2b96MnJwcVFVVIS4u\nDjqdDv/85z8xevRozJ07Fx4eHjAYDFJX8xiNRhiNRtExiIikJN1AsoiMjLTeXfWGG25Ajx49UFxc\nDKPRCB8fH9x7773W1+Xk5CjiBn1qtRpqtVp0DFKQ3FwgJaXumcjZSTuQIiIi0KFDBwDAN998g7y8\nPAwdOhQnT5601gYBgLe3N/z8/FBSUiIqKpFVQzVE1/KwVWF0rQ9WIJGMpD2HZJGRkYGkpCSsXLkS\n/v7+qK2tveqaI7PZDA8PD0EJHcfdda1DpQIOHRKdQlksFUhKdNddbMNwVtIOJLPZjJSUFGRlZWHd\nunXo1asXAKBbt271dtJZeuwubwQn1+KsH065ucDQoUBNTV2F0bff8mJdcm7SDqQlS5bgwIED+PTT\nT+Hn52f9er9+/XDu3Dn8+OOP6N+/Pz799FPcfffd6Nixo8C0jrGcE+NtKMgRrDAiVyPlQDp58iTW\nrVuHbt264amnnrJ+/YknnkBERATefvttJCQk4MKFC/D19UVKSorAtI7Ld9b/K0+thhVG5EqkHEgB\nAQGNXhjbt29ffPLJJ22YqGUkJiaKjkBEJC3pdtk1t6nBZDJBo9FIvQqJjo5GdHS06BhERFKScoUE\nNN7UYLFixQqUlZUpplxVr9cDAIcSEVEDpFsh2WtqAOrOMcXFxeHDDz+0/jklNDXodDrodDrRMYiI\npCTtCikyMhJjx44FUL+pAQA++eQT3HfffQgJCUFZWZnImE0i87AkOeTmclcduS5pB1JERIT115am\nhsWLFwMAZs6cCQBYtWqVkGzNxe3eriUsrO4C1LYwdizw+edt87OIWou0A8niyqYGotag9LaH1mpe\nYCsCtSVpB5KtpgYl4w365CXDhy6bGcjVSTuQbDU1EDkrNjOQq5NyINlralCqzMxM0RFIcmxmIFcm\n5UCy19RgMWvWrDZI03JkvIstEZEspLsOyZmbGrRaLbRaregYRERSknKFBDTe1PDtt98iNTUVJpMJ\n7u7uePnll/HAAw/gpptuwokTJ1BUVCQ4fcPS09MBAElJSYKTEBHJR7qBZGlqiIqKwoQJEzBx4kSU\nl5cjMjISvXr1gkqlwiuvvIINGzagZ8+eOHz4MCZPnow9e/YgLS0Nc+bMEf0WbIqKihIdgYhIWtIN\nJAtbTQ2hoaFYsGABevbsCQC4/fbbYTabcfbsWfj4+IiMbJcrrozYPEBEjpJ2INlqavDz87MOKgBY\nuXIlgoODERQUJCJmkxiNRgDK3NzQlq0DFmwfIHIt0g4kC1tNDTU1NUhOTsY333yDdevWiQvYBGq1\nGsC1Xxir9FYBR7VW+0BD2EhAJJ60A6mxpoaysjLExcXBbDZj8+bNuPHGGwUmbXtK+eBk8wARNYW0\nA8lWU4PJZMK0adNw++23Y+HChfD0lPYtXMXVKoPYPEBETSHlp3ljTQ3t2rXDv/71L1RWVtY7z7Rk\nyRKEhoaKiEuNYPMAETlKyoFkr6khPDy8DdO0HEtu3oaCiOhqTtPUAABTp07F7t27WyFVy8jPz5e6\nSYKISCQpV0hA400N//znP7FmzRqYzWbceOONSEhIQFBQEM6cOYPq6mp0795dcPqGJSYmio5ARCQt\n6QaSvaaG22+/HQsWLMBnn32GgIAAbNiwAW+88QbS0tJgMBgQGxsr+i3YFB0dLToCEZG0pDtkZxEZ\nGWk953J5U0OXLl2wf/9+BAQEoKamBkVFRfD19RWc1jF6vR56vV50DGqm3FwgJaXumYhannQrJAtb\nTQ0A4OXlBaPRiBkzZuDixYt4//33RcVsEp1OB4ArpZYmokWiLbCpglyNtAPJwlZTQ58+fbB//358\n8803mD59Onbt2oWOHTsKTGqfSqUSHaFZXKUZQjZt2VTRltiKQbZIO5BsNTWUlJTgt99+w9ChQwEA\nDz74IHx8fHDs2DHpP/CVut2bHx5snSBqC9KeQ7q8qeHy2qCqqiq89NJLOHr0KAAgNzcXNTU1CAkJ\nERWVXICldSI5mcOIqLVIuUJqrKkhIiICixYtwqxZs+Dm5oaOHTvi3XffRYcOHQQmdkxwcDAA16sQ\nchZsnSBqXVIOJHtNDaNHj8bo0aPbMBEREbU26Q7ZNbepwWQyQaPRSN2EkJmZiczMTNExiIikJN1A\nsrA0NWg0GowdOxYffPDBVa/5+eefoVKpUFpaCg8PD9x0003w8vJCUVGRgMT29enTR5E35yMiagvS\nHbKz19QwePBgAEBpaSlef/11VFdXW/9sWloa5syZIyq6XVqtFoBr3sqciMgeaVdItpoaAKC2thbx\n8fGYPXu2yIhNlp6ejvT0dNExiOphAwXJQroVkkVjTQ0rVqxA3759rdciKUVUVJToCOTE2qqxgg0S\n1FqkHUgWVzY17NmzBz///DPS0tJER2syHqpzXc7UdtEWDRJsc3BN0g4kW00Nn376KU6ePInx48db\nX/vkk08iMTFR+g0DRqMRAKTPSS1P1g9XNlCQTKQdSJc3Nfj5+Vm/vmrVqnqvCw0NxUcffVTvNbJS\nq9UAeGEsycPSQLF3LzBsGIcRiSXlQLLX1EBELYcNFCQLKQeSvaaGy/3666+tnKblcGVERGSbdNu+\nm9vUAABTp07F7t27WyEVERG1NilXSMB/mxpKS0tRXV2NyMhIPP300wCA9evX491338VNN90EALj+\n+usVcSdWy3VVSr0NBRFRa5JuIDnS1JCXl4c5c+ZYNwlYyN7UIHPPHhGRaNINJIvIyEiMHTsWwNVN\nDXl5eaioqMB7770Hf39/vPrqqwgNDRUZ1yGJiYmiI5CTy83ljjlSLmkHkq2mhsrKStx222149tln\nMXDgQOzcuRPPPvss/vnPf+L6668XmNi+6Oho0RFIwVq6iYGNCyQb6TY1XCkjIwPx8fHWpobrrrsO\naWlpGDhwIABg7Nix6NSpk/WiU5np9XpFnOuilqdS1bUbXMujpWuBLI0L1/JQqVo2E7k2aVdItpoa\nioqKsHv3bsTGxtZ7raentG/FSqfTAeBKyRW1xelDti6Q0kn7KW6rqaFDhw5Yvnw5+vXrh759+2Lv\n3r24cOEC+vbtKzCtY1T8v5PUiti6QEon5UCy19SwfPlyzJ8/H9XV1fDx8cHq1avh7e0tMLFjuN2b\nWhtbF0jJpBxI9poahg4dqrhbTxARUeOk29TgzE0NwcHBCA4OFh2DiEhKUq6QgMabGoqLi7Fw4UKU\nlJTAZDLh1Vdf5YqJiEjhpBtIjjQ1zJgxA5MmTUJ0dDT+/e9/48knn8T+/fulb2rIzMwUHYGISFrS\nDSQLW00Nv/zyC8rKyqxbp3v37g29Xg+31r6FZQvgjfmUha0HRG1LunNIFhEREejQoQOA/zY1DB06\nFH/++Se6d++OpKQkTJw4EZMmTcLp06fh5eUlOLF9Wq0WWq1WdAxqRFjYfy/6HDwYmDOn7tnytbAw\n0QmJnJe0A8niyqaGmpoa/Pjjjxg4cCC2bt0KnU6H2bNno6SkRHRUu9LT05Geni46BsF2c4K9NoTG\n2g14mRnRtZH2kJ2tpgZ/f3907NgRI0eOBAD07dsXgYGBOHz4MLp27Soysl1RUVGiI9Bf7DUnsPWA\nqO1JO5BsNTX0798f3t7e+Prrr/Hwww/jyJEjOH78OO68806BaR2TlJQkOgI5iK0HRG1PyoFkr6kh\nLS0NixYtwptvvgmg7rYOsq+OAFgLYLm5QRnYekDUtqQcSPaaGkJDQ7F+/fo2TNQyLDcULCgoEBuE\niEhC0m1qcOamBiIisk3KFRJgu6nhu+++Q0pKivV1Fy9eREFBAT799FOcOXMG1dXV6N69u8DktnFl\nRERkm3QDyV5Tw5AhQ2AwGKyvj4uLw6hRo6BSqWAwGOrdJ4mIiJRDukN2FpGRkQgPDwdQv6nhcgaD\nAYWFhXjhhRdERGyy8PBw63siakxuLpCSUvdM5CqkWyFZREREWH9taWpYvHix9WtVVVVITU3FsmXL\nFHG3WADIb4vbhpJUwsJa/tbjjho7Fvj8czE/m6g5pP8kz8jIQFJSkrWpwSIrKwtBQUEYMGCAwHRN\nk5iYKDoC/UWlAg4dEp2idVlaJVrbXXe1zS3ayflJO5BsNTVY7Ny5ExMmTBCUrnkshbAknswfoGyJ\nIFcl7Tmky5sarhxGZrMZBw8exODBgwWlax69Xg+9Xi86BknO0hKRnMxhRK5FyhWSvaaGs2fPorKy\nEgEBAQJTNp1OpwPAlRLZx5YIckVSDiR7TQ1+fn44pMATACrWQRMR2STdIbvmNjWYTCZoNBqpd7Lt\n2LEDO3bsEB2DiEhKUq6QANtNDQBw8OBBJCYmwmQyoV27dvjHP/6B3r17C05MRETXQroVkqWpITEx\nEWPHjoXBYMDmzZuxefNm5OTkAABeffVVxMfHw2Aw4Nlnn8WcOXPg4eEBg8Eg9WGx4OBgBAcHi45B\nRCQl6QaSRWNNDSaTCf/5z38AAOfPn0e7du2E5STlYhsCkVykPWTXWFNDYmIinn/+eSxevBjl5eX4\n4IMPRMVskszMTNERnIbIBoTLsQ2BqOVIO5AsrmxqOHPmDP7xj39g/fr16NOnD3bt2oW4uDhkZWXh\nuuuuEx23Uc5+Yz5XaD+4Ulu1ITSGTQnkLKQ9ZGc2m5GcnIwVK1Zg3bp1GDJkCIC6DQ0333yz9cN9\n5MiR8PLywpEjR0TGdYhWq4VWqxUdo9Xk5wNmszIeOTl1LQhA3XNOjvhMzX1wGJGzkHYg2WpqCA0N\nxe+//44///wTAPDTTz/hwoULuPXWW0VFdVh6ejrS09NFxyCwDYFIRlIesrPX1PD6668jLi4OANCh\nQwesWrUKPj4+ouI6LCoqSnQEugzbEIjkIuVAstfU8Oijj+LRRx9tw0QtIykpSXQEIiJpSXfIzpmb\nGoxGI4xGo+gYRERSknKFBDTe1LBz506sXr0aHh4eCAgIwIIFCxRRtKpWqwEABQUFYoMQEUlIuoFk\naWqIiorChAkTMHHiRJSXlyMyMhK9evVCt27dsGDBAmzYsAGhoaE4cOAA4uLi8Omnn8JgMCA2Nlb0\nWyAiomaQbiBZREZGYuzYsQDqNzWUlZXhzjvvRGhoKABg4MCBKCoqQmFhIQIDA0VGtosro5aXmwvs\n3QsMG8YNCkRKJ905JIuIiAh06NABwH+bGoYOHYrevXvjt99+s55j2r17N86dO4fTp0+LjEt2hIXV\nXUDa0o/Bg4E5c+qeW+PvDwsT/S9H5DqkXSFZXNnUANRVBy1YsABVVVUYMWIE7rzzTnh5eQlOap+l\nm681b0Hhim0JrUmGJoaGsJ2BnJG0A8lsNiMlJQVZWVlYt26d9eLYqqoq3HLLLdiyZYv19x999JH0\nh+sAtMkOQFf6kMrNBYYOBWpq6toWeIErkbJJO5Aub2rw8/Ozfr2qqgpRUVH47LPP0K1bN6xbtw73\n3nsvfH19BaZ1TGJiougITsXStsBzSETOQcqBZK+p4Y033sCzzz4Lk8mEkJAQxVxwGh0dLTqC02Hb\nApHzkHIg2WtqGDNmDMaMGdOGiVqGXq8HwMFERNQQ6XbZOXNTg06ng06nEx2DiEhKbmaz2Sw6hKto\ni112RERKJdUKqbCwEL169YJGo8GBAwcwadIkPPbYYxg3bhz27t1rfd2ePXugVqsxevRoxMXFoaKi\nAidOnIBGo4FKpZK2L27Hjh0cRkRENkg1kID/VgclJCTgmWeewWeffYYlS5bgxRdfRFVVFUpLS6HV\narFq1SpkZWUhKCgIy5YtQ7du3WAwGKzXKpHy5eYCKSl1z0Tk/KTc1AAA27dvh4eHBwDg2LFj6Nix\nIzw8PLBv3z706dMHwcHBAOruMaTRaLBgwQK4yXgF42UsmV2xQigsrO4i09Y2dizw+eet/3OIqOVJ\nO5A8PT1hNpsxcuRIFBUVYe7cufDw8MDJkyfrNXsHBASgoqIC58+fV8RN+pREia0PrdmswHYEotYl\n7UACADc3N+zatQvHjx9HTEwMQkJCUFtb2+BKyN1duqOPV8nMzBQdoUlEfviyhYHI9Uj5KV5VVYXP\nP/8ctbW1AICgoCAMGTIEv/zyC7p164ZTp05ZX1tSUoJOnTrhuuuuExXXYX369EGfPn1Ex1AESwtD\ncjKHEZGrkHIgeXt7Y/ny5fj8r5MBJSUl+P777zFw4EA88MAD+Omnn6znYTZt2oQRI0YITOs4rVYL\nrVYrOoZiDBoEvPYahxGRq5D2kN3bb7+NhIQEvP/++3B3d0d8fLx1dZGUlIS4uDhUV1ejR48eSElJ\nEZzWMenp6QCgmKojIqK2JO1ACg0NxcaNGxv83rBhwzBs2LA2TnTtoqKiREcgIpKWdIfsmlsdZLkw\n9vLzS7JJSkri6oiIyAbpBpJFRUWFzaYGoO5+Sa+99hrS0tIEJWw6o9EobYsEEZFo0h2yszQ1qNVq\nvPDCCxg5ciR+++03PP744/j+++/h7e2NI0eOYOHChfj5559xxx13AIC1qWH48OGC34FtarUagGte\nGEvi5eby3lEkN+kGkoWtpgYA2LhxIyZOnIibb75ZZESiVtdWDRfNwVYMamnSDiRbTQ0AMH/+fADA\n/v37RUZsMq6M5KDEBgoZtWYrRmPYmOG8pB1IQMNNDYMHDxYdixTOFT/M2HxBSiDlpobGmhqULDw8\n3HpPJKK2xOYLUgIpV0iWpoba2lqo1WprU0NMTIzoaNdE5rvZkvMbNIiDiOQm5UACGm9qUKrExETR\nEYiIpCXtQGqsqcEiOTm5jdK0jOjoaNERiIikJd05JGduatDr9dDr9aJjEBFJSdoVkqWpobKyEu7u\n7pg9e7a1v85gMCAtLQ1ubm7o0KED5s6di969ewMAvLy8UFRUJOXhPZ1OB4ArJSKihkg3kOw1NRQW\nFmLp0qXYtm0b/P39sXfvXsyaNQt79uyBwWBAbGys6Ldgk0qlEh2BiEha0g0kC1tNDd7e3li0aBH8\n/f0B1H3InzlzBlVVVfD29hYZ2a4dO3aIjkCXYZUOkVykHUi2mhoCAwMRGBgIoK5gNSkpCcOHD5d+\nGFHLkLlKB2CdDtG1kHYgAY03NVRWVmLOnDk4efIk3n//fcFJHRMcHAxA2RVCrN1pnKg6HXtYt0NK\nIN0uO8B+U0NxcTEmTZoEDw8PfPzxx+jYsaPIuC4lPx8wm5X/yMmpq9AB6p5zcsRnas0HhxEpgZQr\npMaaGioqKhAbG4vx48dj5syZoqM2SWZmpugI9BdLlQ7PIRHJQ8qBBNhuavjf//1fFBcXIzs7G9nZ\n2dbXr1u3DjfeeKPAxPbJuBXdlbFKh0gu0g4kW00N06dPx/Tp0wUkunZarRYAeBtzIqIGSHcOqblN\nDSaTCRqNRuoC0/T0dKSnp4uOQUQkJWlXSI01NWzYsAHp6elwc3NDUFAQFi1ahKqqKgBAdXU1unfv\nLjK6TVFRUaIjEBFJy81sNptFh7AoLCyEWq1GXl6ezaaG3377DXFxcTAYDLjhhhuQkpKC8+fPIyEh\nAQAwfPhwrFixgudriIgURtoVkq2mBpVKhaysLHh5eeHSpUsoKSmxXigrO6PRCICbG0g8tlSQjKQd\nSLaaGoC6AtVdu3Zh7ty58Pb2RlxcnOC0jlGr1QCUfWEsiSVbUwWbKaglSbep4XKWpoYvv/wS7733\nHnJycqzfGzlyJL7//nvMmjULU6dOtV5ES9TSVKq69gUZHjINI+C/zRSyPNhfrGxSDqTGmhqOHj2K\ngwcPWl8bERGB4uJilJWViYrrsIKCAq6OFMhZ2ilcoaVC4k225AApB5KlqeHzv44FWJoaBg4ciNOn\nT+rVbYMAACAASURBVOOll15CaWkpgLr2g549e0p/USyRLCwtFcnJdc88h0SykPYckq2mBgCYMWMG\nnnjiCXh4eMDf3x+rV68WnNYx4eHhAHgbChKPLRUkI2kHkq2mBqDujqtKvOuqzBftEhGJJt0hu+Y2\nNZw4cQIajQanTp1qpWTXLjExEYmJiaJjEBFJSbqBZGFpanjssccwbtw47N2796rX7Nq1C/fccw8A\nWO8g6+XlhaKiojbN6iilruyIiNqCdIfs2rdvD4PBYLOpwXJn2IKCAqSkpFj/nIeHBwwGA2JjY0VF\nt0uv1wMAhxIRUQOkXSFt374dI0aMAFC/qQEALly4gPj4eMyZM0dkxCbT6XTQ6XSiY5AAublASkrd\nMxE1TLoVkkVjTQ3z58/H448/jtDQUMEpm0bFq/YUQbY2BHvYlkDOQtqBBPy3qeH48eOIiYlBSEgI\n/vjjD3h6eiIyMhKFhYWiIzYJt3s3TqUCDh0SnUJ5LG0JSnLXXbyIla4m5SG7xpoatm/fDqPRCI1G\ng2nTpll35ZWUlAhOTdfK2RoRXKEZgY0K1JKkXCFZmhpqa2uhVqutTQ0xMTF4+umnra+z3K7CYDAI\nTOu44OBgACxXdTWWZgS2axM1TsqBBDTe1ECkNGxGILJP2oHUWFODRWBgIPLy8too0bXLzMwUHYGI\nSFrSnUNqblODyWSCRqORup6nT58+XOUREdkg7QrJ0tRQWVkJd3d3zJ49G8OGDQMAJCcn44svvkCn\nTp0AALfeeivefPNNkXEdotVqAQBJSUmCkxARyUe6geRIU0NeXh7eeust9O/fv96flb2pIT09HQAH\nEhFRQ6QbSBbbt2+3Xgh7eVNDVVUV/v3vf+P999/H8ePHERwcDK1Wi5tvvllwYvuioqJER5BKbi53\nnhHRf0k7kGw1NRQXF2PQoEF48cUX0bNnT6SlpeG5557D9u3b4Sb51YHOujIS0WzAdgIi5yPtQAIa\nbmoYPHgw1q5da33N1KlT8c4776CwsBBBQUEC09pnNBoBQNjGBmdqQhDRTsB2AaLWJd0uO6DxpobD\nhw8jIyOj3uvNZjO8vLxERG0StVoNtVot7OfL1ISgxPYCDiOi1iXlQLI0NXz+1zEZS1PDwIED4e7u\njsWLF+P48eMA6m7pEBoaioCAAJGRqYks7QXJyXXPPIdERNIesmusqWHevHn4+9//DpPJhICAALz1\n1luC0zqGlUH1sb2AiC4n7UBqrKlBo9FAo9G0cSIiImpN0h2yc+amhvDwcISHh4uOQUQkJWlXSI01\nNfz6669YtGgRysvL4e7ujoSEBPTq1UtwYvtkHpZERKJJN5DsNTWYTCZMnToVixcvxrBhw7Br1y68\n8sor+OKLL6RvakhMTBQdgYhIWtINJAtbTQ3ffPMNgoKCrKulESNGIDAwUGRUh0VHR4uOQERXYGOI\nPKQdSLaaGv7880906dIFOp0Ohw8fRseOHREfHy86rkP0ej0ADiYiR4hoAGkLbBmxTdqBBDTc1FBT\nU4O9e/fi448/Rr9+/bBr1y5MmzYNX3/9Nby9vUVHbpROpwPAgUTXzplaN1yNiJaRltSajSXS7bID\nGm9q8Pf3R0hICPr16wcAGDlyJEwmk/VCWZmpVCqoVCrRMcgJyNS6oeSHEhtDRD9ac2+WlAOpsaaG\nBx98EIWFhdYdawcOHICbm5siziPt2LEDO3bsEB2DiP7CxhC5SHvIrrGmhtWrV2PhwoW4cOECvL29\nsWrVKrRr105wYiJSIjaGyEPagdRYU8PAgQOxdevWNk507YKDgwGwQoiIqCHSHbJz5qYGIiKyTdoV\nkq2mhoyMDHz44YfW15WXl6OkpARffvklAKC6uhrdu3cXFbtRmZmZoiMQEUnLzWw2m0WHsCgsLIRa\nrUZeXp7NpobLt3ZXV1dj8uTJGD9+PCZNmgQAGD58OFasWCHsJnhERNQ80q6QbDU1XG7t2rXw8/Oz\nDiPZabVaAHLeypxXqxORaNIOJFtNDRalpaX48MMPsW3bNoEpmyY9PR1A2wyktrrKnVedE1FLkXYg\nAQ03NQwePBgAsGXLFowYMQJBQUGCUzouKioKgHNdZd+aV5235hXhRCQf6XbZAY03NVjs3LkTEyZM\nEBWxWZKSkpCUlCTdVfayXq3OYUTkWqQcSI01NQBAWVkZjh07hnvuuUdkzCYzGo0wGo2iY1yFV6sT\nkQykPWTXWFPD0aNH0aVLF3h5eQlO2TRqtRqAnBfG8mp1IhJN2oHUWFND3759kZ2d3caJiIioNUl3\nyK65TQ0nTpyARqPBqVOnWinZtSsoKJBydUREJANpV0i2mhoAIDs7GytXroS7uzs6deqERYsWKe7w\nHRER1SfdQGrfvj0MBoPNpoba2lrEx8fDYDDglltuwbp167Bo0SK89957MBgMGD58uOi3YFN4eDgA\n8BYUREQNkG4gWdhqaqiurobZbEZ5eTkA4Pz584q59QSLX6mlsFmDnJG0A8lWU8P111+PhQsXYtKk\nSfD19UVtba21AUF2iYmJoiOQQG3VntFcbN0g0aQdSEDDTQ1+fn5YvXo1du7ciR49euDjjz/GrFmz\nYDAY4Cb5jeqjo6NFR3BZztSO0Vpas3XDUWzncG3S7bIDGm9q2LdvH/r3748ePXoAAGJiYvD777/j\n7NmzIiM7RK/XQ6/Xi47hkmRrx3DGZg22c9C1knIgNdbU0Lt3bxw4cABnzpwBAOzatQuBgYHw8/MT\nGdkhOp0OOp1OdAxSODZrkLOS9pBdY00NU6dORWxsLLy8vNCpUye88847gtM6RqVSiY5AToLNGuSM\npL1BX3PxBn1ERMok3SE7Z25qICIi26Q9ZNdYU8P69euxYcMGtG/fHiEhIZg/f77gtI4JDg4GIGe5\nKhGRaNINJHtNDT/++CPWrl2LLVu2ICAgABkZGZg/fz5WrlwpfVMDERHZJt1AsrDV1HDo0CEMGTIE\nAQEBAIBRo0Zh3rx5qKqqgre3t8jIdmVmZoqOQArAFgZyVdIOJFtNDf369cP69etRVFSE7t27Y9u2\nbaiursa5c+fg7+8vOnajuNHC+cnWxsD2BVISaQcS0HBTw+DBg/H8889j5syZcHNzQ0REBHx9fRXR\n9q3VagHU3cqcWh7bGK4mon2BbQvUXNLtsgMab2qoqKjAfffdh+3bt2Pbtm0YOXIkAMDX11dkZIek\np6crpndPiZyhjcEZWhg4jKi5pFwhWZoaamtroVarrU0NMTExOHXqFKZMmYKdO3fCx8cHa9asQVhY\nmPQ9dgAQFRUlOgJJztLCwHNI5IqkHEjA/2fv3sObrO/+gb9LTRHtykHkIFQKCAVs6wHwEjfkEZAi\nJIucNlqpbFYOm9I9c4JNVYpQ0lZURIf6IEUYmDCe4hbKQZSrgoDtlIcKKRPxYVZoOf+Acmh92ob8\n/sgSaUnS9JTvJ+n7dV33FUmDvnHX8vF739/7fXtvapg5cyamTJmCa9euYfDgwQGz7Zun6sgXbGGg\n1krsQIqOjsaHH37o9mfTpk3DtGnT/Jyo6axWKwBubiAickfcNaRgbmrQ6XTQ6XSqYxARiSRuINVV\nXl6OUaNG4eOPP3a9d+DAAUyaNAmPPfYYpk+fjjNnzri2fGs0GpSVlamKS0REjSRuIDmbGgYOHAi7\n3Y4XXngBV65ccf28qqoKKSkpSEtLw7Zt2xAfH++6R8lisYhu1C4pKWFtEBGRB+IG0vXeeecdREdH\no3///q73rFYrwsPDMXjwYADA5MmTUVBQEBAP6CMKFoWFQHa245WouYgdSHv37sVXX32FlJSUWu+f\nOnXKVRsEOLaId+rUCadPn/Z3xAbTarXQarWqY1ArNn6840bZph7DhgGpqY7X5vj7XX+MH6/63xKp\nInKX3YkTJ5CVlYVVq1a5+uycrl27dsM9R3a7/YbPSVTMOwaDEhsimpeKdglv2DzhPyIH0scff4zK\nyko8/fTTABzlqq+++iouXLiAfv361dpJ5+yx69q1q6q4PjMajaojUAtobV9WhYXA8OFATY2jTYKP\nUafmInIgPfXUU3jqqadcv05KSsITTzyBsWPHugbQ/v37cf/992Pjxo249957ERERoTCxbxITE1VH\nIGoytklQSxE5kLzRaDSuFofKykp06NAB2dnZqmP5xGQyAeBgosDHNglqCQExkNauXVvr13FxccjN\nzVWUpvHS0tIAcCAREbkjbpddY5sabDYb9Hq96I0DMTExou+TIiJSSdxAqstdU4PTsmXLsHDhQgWp\nGmfz5s3YvHmz6hhERCKJG0j1NTUAjnuRUlJS8MEHH7jeC4SmBiIi8kz0NSRnU8PVq1drvZ+bm4sH\nHngAffv2RXl5uaJ0DRcVFQUArA8ivygs5E44CiziVkhOnpoaAODZZ5/FtGnT0KaN2PhEzaIpzQqN\nbVNgUwKpInKF5K2pIZDl5eWpjkAtLBhaG1qqKYGNB1QfkQPJW1NDID8GnA/mC35SvnDZpkCBSORA\n8tbUEMgMBgMAPsqcWh7bFCgQiRxIwcpsNgPgQCL/YJsCBZqAGEh1mxqc5syZ4+ckTRPIpxuJiFqa\nuIHkbGrIysrCwIEDff59NpsNEydOxLFjx1owXdNwZURE5FmI3W63qw7RWlitVgDc3EBE5I6oG3lK\nS0sxcODAWl127qqDdu/ejYkTJ0Kv12PChAnYs2cPACA5ORkPPPAAcnJylOSvj06ng06nUx2DiEgk\ncafsnNVBANxWB12+fBnPP/881q1bh379+uHw4cOYNm0adu7ciZycHKSmpqqKTkGGTQdE/iVuIF3P\nXXVQdXU10tPT0a9fPwDAXXfdBbvdjgsXLiA8PFxVVJ+wMuhG48c7bsSkxhk3DtiyRXUKouYh6pTd\n9TxVB3Xq1Anjxo1z/fqtt95CVFQUIiMj/R2xxcTENL4uJtAODqOmcbYq8Gj4wR5meUSukHypDqqp\nqUFWVhY+//xzrF692r8BG0mr1QJAvY+gkHK3f2vGpgMi/xM5kOqrDiovL0dKSgrsdjv++te/omPH\njooT+0bywwOpNjYdEPmfyIHkrTrIZrNh5syZuOuuu/DKK6/gpptE/hHcMhqNqiNQA7DpgMi/Aufb\n/N+2bduGr7/+GhUVFZg0aZLr/VdffRXR0dEKk9UvMTFRdQQiIrECYiBdXx2k1Wpd12ICjclkAsDB\nRETkjrhdds7qIOeNsQ2RnJyM/Pz8FkjVPNLS0pCWlqY6BhGRSOIGUl3umhq2bduGX/7yl9DpdHjy\nySdRUlICm82Gc+fOobq6Gj169FCY2LOYmBjEcK8pEZFb4k7Z1dfUcPbsWaSnp2PTpk3o1q0b1q1b\nh0WLFiEnJwcWiwVJSUmqotervu3eFNzY/EDknbiBdD13TQ2333479u7dC41Gg5qaGpSVlaFDhw4K\nU1Jr5Y+WCTYxUGsi9pSdp6YGANBoNLBarRgxYgQ2bNiAadOmKUjYcFFRUYiKilIdo9Vo6cYLf7RM\n+KuJgWeSSQKRA8nZ1LBkyRKPTQ2xsbHYu3cvli5dilmzZuHSpUt+TknSFRcDdruMo6DA0fgAOF4L\nCtRnuv7gPdskgchTdt6aGkaOHIkjR45g+PDhAICHH34Y4eHhOHbsmPgNA3l5eaojkCJsfiCqn8iB\n5K2p4fjx43juueeQm5uLXr16obCwEDU1Nejbt6/CxL7hg/laNzY/EHknciB5ExkZiYyMDMyZMwch\nISGIiIjAe++9h3bt2qmOVi+DwQCAjzInInInIAbS9U0NABAfH4/4+HhFaRrPbDYD4EAiInJH3KaG\nxjY12Gw26PV60Y3aCQkJSEhIUB2DiEgkcQOpLndNDU4HDx5ETEwMzp8/j9DQUHTu3BkajQZlZWUK\nktYvMzOTqyMiIg/EDSRnU8PAgQPdNjU4nT9/HgsWLEB1dbXrvZycHIwcOdKfcRvEarXCarWqjhGU\nCguB7GzHKxEFJtHXkNw1NQDAtWvXMHfuXPzxj390bQ0PBDqdDgBQUlKiNohA/mg98IRtCEQyiFsh\nOXlrali2bBni4uJc9yJR82vplgMVrQeetGQbgvBb44hEEblCcjY1rFq16oamhp07d+LgwYPIyclR\nlK7xAmllJHhvyA0KC4Hhw4GaGkcLwu7dvN+HKBCJHEjemhq++OILnDp1ChMmTHB9fvr06TAajbzx\ntJViCwJRcBA5kLw1NdTdNh0dHY01a9agU6dO/o7ZYM4n3fIxFM2PLQhEgU/kQApWku+RIiJSLSAG\nUt2mhut9++23fkzSNEajUXUEIiKxxO2ya2xTAwAkJycjPz+/BVI1j8TERCQmJqqOQUQkkriBVJe7\npoa1a9fi5z//OfR6PfR6fcB8yZtMJphMJtUxiIhEEnfKztnUAMBjU0NRURFSU1NdN5o65eTkIDU1\n1W9ZGyotLQ0AAmaAEhH5k7iBdD1PTQ1FRUW4cuUKVqxYgS5dumDevHmIjo5WlNJ30h8g2JoVFnLb\nOJFqYgeSs6khJycHv/nNb1zvV1RUoE+fPpgxYwaGDh2KrVu3YsaMGdi2bRtuvfVWdYF9wO3e/tcS\nlUSsGiJqGSKvITmbGpYsWXJDU8Mtt9yCnJwcDB06FAAwbtw4tG/fnqWlQag56otaopKopaqGuICm\n1k7kCslbU8PDDz+M/Px8JCUluT5vt9tx000i/yi1REVFAQisCiGV/HXbFquHiGQQ+S3uranh/Pnz\nePPNN3HPPfcgLi4Ou3btQmVlJeLi4hQmpkDG6iEiGUQOJG86deqEN998E/Pnz0d1dTXCw8OxfPly\nhIWFqY5Wr7y8PNURyANWDxGpFxADqW5Tw/DhwwPy0RMsfyUi8kzcpoZgbmowGAwwGAyqYxARiSRu\nINXlrqnhxIkTmDVrFh5//HHodDrs3r1bYULfmc1mmM1m1TGIiEQSd8rOl6aG2bNnY+rUqUhMTMQ/\n//lPTJ8+HXv37hXf1FD30RlERPQTcQPpeu6aGr755huUl5e76ncGDRoEk8mEkJAQVTF9lpmZqTpC\nq8dGBiK5xJ6yczY1pKSk1Hr/+++/R48ePZCZmYkpU6Zg6tSpOHv2LDQajaKkvrNarbyBt4nGj2/a\nzafDhgGpqY7Xpvx9xo9X/W+CKPiIXCE5mxpWrVp1Q1NDTU0N9u/fj6eeegoGgwEHDx7EjBkzsGnT\nJnTt2lVRYt84y2CD5cbYmBjg0CHVKdRwtjX42913+++GYSJ/EzmQvDU19O7dGxERERg9ejQAIC4u\nDj179sThw4fFD6RgE2hfjGxkIJJN5EDy1tRQVVWFsLAwfPbZZ3jkkUdw9OhRHD9+HAMGDFCY2DfB\nsjIKVGxkIJJN5EDyJiwsDDk5OcjIyMDrr78OwPFocK6OyBdsZCCSKyAGUt2mhujo6BveCwRarRYA\nH0NBROSOuF12wdzUUFxcjOJAu/BCROQn4ldI5eXlmDhxIubOnYuxY8fiiy++QHZ2tuvnP/74I0pK\nSrBx40acO3cO1dXV6NGjh8LEnhmNRtURiIjEEjeQ6mtqeOihh1w/B4CUlBSMGTMGMTExsFgstZ6T\nJI3zZl4iIrqRuIF0PXdNDdezWCwoLS3FG2+84edkjWMymQBwMPmKrQpErYvYgeRsasjJycFvfvOb\nG35eVVWFpUuX4rXXXguIp8UCQFpaGoDAH0jjx7fMo8FVGTcO2LJFdQoiEvlN7q2pwWn79u2IjIzE\nkCFD/Jyu8WJiYv792nobDiRS1brQXNjeQMFC5EDy1tTgbMzeunUrJk6cqDJmg3G7t+/YqkDU+ogc\nSN6aGgDHZod9+/YhPT1dVURqYWxVIGp9RA6k+ly4cAEVFRXo1q2b6igNEhUVBYAVQr5iqwJR6xIQ\nA6luK0OnTp1wiBdhiIiCStA0NdhsNuj1etFNCHl5ecjLy1Mdg4hIJHEDqa7y8nKMGjUKH3/8seu9\nffv2YeLEidDr9fjVr34VMA+9i42NRWxsrOoYREQiiRtIzqaGgQMHum1qAIB58+Zh7ty5sFgsmDFj\nBlJTUxEaGgqLxeLaWi2RwWCAwWBQHYOISCRxA+l6zqaG/v3713rfZrPh0qVLAICrV6+ibdu2KuI1\nmNlshtlsVh2jVSksBLKzHa9EJJvYTQ3emhqMRiOeeeYZLF68GJcvX8aqVavUhGwg5z1U1Dj+bohg\ngwORf4kcSN6aGs6dO4eXX34Za9euRWxsLHbs2IGUlBRs374dt9xyi6LEvsnMzFQdoUUEa/NESzY4\nsF2B6EYiB5K3poaOHTvijjvucG0OGD16NIxGI44ePSp+w4Bz84X0nA0l9YuVbQ9EgUXkQPLW1PD9\n99/ju+++w/fff4/evXvjwIEDqKysRO/evRUm9o1OpwPAG2P9hW0PRIFF5EDypnfv3liwYAFSUlIA\nAO3atcPbb7+N8PBwxclIIrY9EAWOgBhIdZsaHnvsMTz22GOK0jQeV0ZERJ6J2/YdzE0NRETkmbiB\nVJe7poatW7di/Pjx+OUvf4mZM2eirKxMYULfabVaaLVa1TGIiEQSd8rO2dQAwG1TQ0lJCdLT07Fu\n3TpER0fjq6++QkpKCjZu3AiLxYKkpCRV0evF1RsRkWfiBtL1nE0NV69edb13+PBhDBgwANHR0QCA\noUOHoqysDKWlpejZs6eqqD4xGo2qI5BAhYXcCUgECB5InpoaBg0ahCNHjuCbb77BwIEDkZ+fj4sX\nL+Ls2bPiB1JiYqLqCORnzd0uwfYICmYiB5K3poY777wTRqMR6enpqKqqwqhRozBgwABoNBpFaX1n\nMpkAcDAFAqntE83RHsGWCJJK5EDy1tQwadIk9OrVCxs2bAAAVFVVYc2aNeJXRwCQlpYGgAMpEPjr\nC5ttEkQ/ETmQvDU1XLlyBQkJCdi0aRO6d++O1atXY/DgwejQoYPCxL6R/GgMUoNtEkQ/ETmQvAkP\nD8eiRYswY8YM2Gw29O3bN2BKSzdv3qw6AgnENgkih4AYSHWbGsaOHYuxY8cqSkNERC1B3I2xwdzU\nEBUVhaioKNUxiIhEErtCunr1Ku677z7ceeedrveWLl2KPn364MCBA1i4cCEqKirQpUsXLFmyBLfd\ndpvCtERE1FTiBpKzqWH9+vXQarVYtGhRrZ9XVVUhJSUFb7zxBgYPHgyTyYQXX3wR77//vvimhry8\nPNURiIjEEnfKzqmoqAhHjx7FhAkTMHnyZHzyyScAHA+5Cw8Px+DBgwEAkydPRkFBAS5cuKAyrk9i\nY2OD7uF8RE1RWAhkZzteicStkJzatWuH8ePHY+rUqSgpKcG0adPQvXt3nDp1Ct26dXN9LiwsDJ06\ndcLp06fRsWNHhYnrZzAYAATvo8xJhuZuh2ht2IahjtiBtGDBAtdf9+3bF+PGjcNnn32G3r17I6TO\nrep2u/2GRgeJzGYzAA6khpDamEDBqznaMAKV6hYPkQPJZrNhxYoVSEpKcj0J1m6346abbkL37t1x\n5swZ12erq6tx8eJFdO3aVVVcnyUkJKiOEHAEb5qkJmJLBdUlciCFhoYiPz8fbdu2xVNPPYWysjJ8\n8sknWLNmDe68805cvHgR+/fvx/3334+NGzfi3nvvRUREhOrY9eLKiOgnbKmgukQOJAB47bXXkJ6e\njr/97W+w2WxIS0tD3759AQB//vOfsXDhQlRWVqJDhw7Izs5WnNY3VqsVALixgejf2FJB1xM7kHr1\n6oXVq1e7/VlcXBxyc3P9G6gZ6HQ6AI6HDBIRUW3itn0Hc1MDERF5JnaF5K2pwWnZsmUoLy/H/Pnz\nVURsMK6MiIg8E7dCcjY1/O///i+0Wi0sFovrcA6jU6dOISUlBR988IHr94WGhsJisfARD0REAUrs\nCqmoqAjHjx/HhAkTEBoaipkzZ2LMmDEAgNzcXDzwwAPo27cvysvLFSf1nVarBcDHUJB8hYXc/Ub+\nJ3YgeWpqiI2NxbPPPgsAePvttxWnbBhe36KWJrWlge0H5AuxA8lTU0Mgb5k2Go2qI1AzY5OEb6S2\nH6huJqDaRA4kb00NgSwxMVF1BGpmwfhlxgYFUkXcpgbgp6aGDRs2AICrqSE+Pl5xsqYxmUwwmUyq\nYxB55WxQyMriMCL/Ervk8NbUEKjS0tIAcKVE8rFBgVQQO5C8NTU4zZkzxz9hmgm3pBMReSbulF0w\nNzVs3ryZW76JiDwQu0Ly1tSwe/duLF26FDabDW3atMGf/vQn/OIXv0Dnzp1x8uRJlJWVKUxORESN\nIW4gOZsa1q9fD61Wi0WLFtX6+eXLl/H8889j3bp16NevHw4fPoxp06Zh586dyMnJQWpqqqLk9YuK\nigLACiEiInfEnbJzKioqwtGjRzFhwgRMnjwZn3zyCQDHA/nS09PRr18/AMBdd90Fu92OCxcuqIxL\npExhIZCd7XglCmTiVkhO3poaxo0b5/rcW2+9haioKERGRipM65u8vDzVEUghqS0K9WHLAvmL2IFU\nX1NDTU0NsrKy8Pnnn9e7G0+KQG6ZCERsUWgeUlsW3GHzQmATecrOZrPh3XffxZUrV1zvXd/UUF5e\njuTkZBw5cgR//etfcccdd6iK2iAGgwEGg0F1jFajuBiw24P7KChwtCkAjteCAvWZVB4cRoFN5EDy\n1tRgs9kwc+ZM9OzZE6tWrULHjh0Vp/Wd2WyG2WxWHYOCCFsVKJiIPWXnqalh8+bN+Prrr1FRUYFJ\nkya5Pv/qq68iOjpaYeL6JSQkqI5AQYitChQsxA4kT00NWq3W9VyhQJOZmak6AhGRWOJO2TW2qQEA\nkpOTkZ+f3wKpmofVaoXValUdg4hIJLErJG9NDdu2bcO7774Lu92Ojh07YuHChYiMjMS5c+dQXV2N\nHj16KEzumU6nA8AbY4mI3BE3kOprajh79izS09OxadMmdOvWDevWrcOiRYuQk5MDi8WCpKQkRcmJ\niKgpxA0kp6KiIhw/fhwTJkxAaGgoZs6ciTFjxuD222/H3r17odFoUFNTg7KyMnTo0EF1XJ9wiAkT\nHAAAIABJREFUZSRHYSGwaxcwYgQ3BBBJIXYgeWtq0Gg0sFqtmD17Nn788UesXLlSdVxqIYHabuDE\nlgMi34kdSPU1NcTGxmLv3r34/PPPMWvWLOzYsQMRERGK0vrGuTtQwiMo2GLgH9JbDthsQJKI22UH\neG9qOH36NHbv3u16/+GHH0Z4eDiOHTumImqDFBcXi3leU2toMWC7AZsNKLCIXCE5mxratm2Lp556\nytXUsGbNGlRVVeG5555Dbm4uevXqhcLCQtTU1ATE482NRqPqCISf2g14DYlIFpEDCfDc1AAAGRkZ\nmDNnDkJCQhAREYH33nsP7dq1U5y4fomJiaoj0L+x3YBIHrEDyVNTAwDEx8cjPj7ev4GagclkAsDB\nRETkjrhrSI1tarDZbNDr9WKu0biTlpaGtLQ01TGIiEQSu0Ly1tTgdPDgQSQmJuLzzz9Hp06d0Llz\nZ5w8eRJlZWUqItcrJiZGdQQiIrHEDaT6mhqczp8/jwULFqC6utr1Xk5ODlJTU/0VtcEkbPcmIpJK\n3Ck7p6KiIhw9ehQTJkzA5MmT8cknn7h+du3aNcydOxd//OMfFSakYFNYCGRnO16JyP/ErZCcvDU1\nLFu2DHFxcRg+fLjqmA0SFRUFgBVCqjWl/YHNC0QtR+xA8tTU8P/+3//DwYMHkZOToy4cKSGhXaKh\nzQtsQiDynchTdt6aGjZu3IhTp05hwoQJ0Ov1AIDp06cHxHOG8vLykJeXpzpGwGrJdomWam/gMCLy\nncgVkremht///ve1PhsdHY01a9agU6dOitL6ztnDR/KwvYFIPZEDCfDe1BCoDAYDAD7KXCq2NxCp\nJXYgeWtquN63337b8mGaidlsBsCBRETkjrhrSI1tagCA5ORk5Ofnt0Cq5pGQkICEhATVMYiIRAqx\n2+121SGIiIhErZBKS0sxcOBA6PV67Nu3D/fddx/0er3r+Ne//gUAWLt2LX7+85+73neWlSYnJ+OB\nBx4QuyXcarUGxG5AIiIVxF1D8qU6qKioCKmpqdDpdLXel14d5MzLG2Nbr8JC7uQj8kTcQHIqKirC\n8ePHMWHCBISGhmLmzJkYM2aM62dXrlzBihUr0KVLF8ybNw/R0dGKE1Nr0pS2h8ZgQwS1BmIHkqfq\noL59+6JPnz6YMWMGhg4diq1bt2LGjBnYtm0bbr31VtWxveLKyP8ktDs0h4Y2RDQVGyZIBVHXkK63\nYMECPPHEEwgNDa1VHXTLLbcgJycHQ4cOBQCMGzcO7du357UZcqsl2x2ktEG0xMFhRCqIHEjeqoPK\nysqwdu3aWp93/kw6rVYLrVarOgYp4myDyMpyvPIaElFtIr/FvVUHtWvXDm+++SbuuecexMXFYdeu\nXaisrERcXJzq2PWS/DRb8g+2QRB5JnIgAd6rg958803Mnz8f1dXVCA8Px/LlyxEWFqY4cf2MRqPq\nCEREYokdSN6qg4YPHx5wz0IC4LpfioiIbiTuGlIwVweZTCaYTCbVMYiIRBK7Qrp69Sruu+8+3Hnn\nna73li5dij59+uDEiRN45ZVXcPr0adhsNsybNy8gVkxpaWkAuFIiInJH3EDypalh9uzZmDp1KhIT\nE/HPf/4T06dPx969e8U3NcTExKiO0CqxHYEoMIgbSE6emhq++eYblJeXu1YZgwYNgslkQog/7xps\npM2bN6uOIJa/mw+aA9sTiJqX2IHkqanh+PHj6NGjBzIzM7F//36EhoYiJSUF/fr1Ux05IARLc4EE\n/m5P8IStChQsxA6kBQsWuP76+qaGqKgo7N+/H0899RQMBgMOHjyIGTNmYNOmTejatau6wD6IiooC\noLZCqLV9cRUWAsOHAzU1jnYE3pBKJJe4XXaA96aGLl26ICIiAqNHjwYAxMXFoWfPnjh8+LCquCQY\n2xGIAofIFZK3pobIyEiEhYXhs88+wyOPPIKjR4/i+PHjGDBggOrY9crLy1MdoVViOwJRYBA5kADv\nTQ05OTnIyMjA66+/DsDRgCD9dB0AxMbGqo5ARCSW2IHkrakhOjr6hoLVQGAwGAAAmZmZipMQEckj\n7hpSMDc1mM1mmM1m1TGIiEQSu0Ly1NRw6tQpZGdnu9778ccfUVJSgo0bN+LcuXOorq5Gjx49VESu\nV0JCguoIRERihdjtdrvqEE6lpaXQ6XQoKirC+vXrcejQIbdNDddLSUlBr1698Kc//QkAkJSUhCee\neAJjx471R2QiImom4k7ZORUVFeHo0aOYMGECJk+ejE8++eSGz1gsFpSWluIPf/iDgoQNZ7VaW+2T\nbQsLgexsxysRkTtiT9l5ampw7lSrqqrC0qVL8dprrwXE02IBQKfTAVB7Y2xjSaj2YVUPUXAT+03u\nqanBOZC2b9+OyMhIDBkyRFFCdVpr/Y+Kqh7W8hD5j8hTdt6aGpy2bt2KiRMnqojXaCUlJc2yOiou\nBuz2wDkKChy1PYDjtaBAfSZfDw4jIv8ROZCcTQ0bNmwAAFdTQ3x8PADHcNq3bx+GDRumMib5iPU9\nROQLsafsvDU1XLhwARUVFejWrZvilA2j1WoBtM7HULC+h4jqI3YgeWtq6NSpEw4F4EWUYp7/ISLy\nSNxAcjY1ZGVlYeDAgT7/PpvNhokTJ+LYsWMtmK5pjEaj6ghERGKJG0hOnpoa+vTpg3379sFoNMJm\ns6Ft27Z4+eWXMWjQIIVpfeN8yi0REd1I3EC6+eabYbFYsH79emi1WrdNDfPmzcPixYsxbNgwfPrp\np0hNTcWWLVtgsViQlJSkILVvTCYTAA4mIiJ3xA0kp6KiIhw/fhwTJkxAaGgoZs6ciTFjxgBwnJ67\ndOkSAMdKqm3btiqj+iwtLQ0ABxI1XWEhsGsXMGIEN4tQ8BA7kLw1NRiNRjzzzDNYvHgxLl++jFWr\nVqmO65OYmBjVEUgRCU0X3rAFgyQQO5A8NTV0794dL7/8MtauXYvY2Fjs2LEDKSkp2L59O2655RZ1\ngX3QGrd7q9ZaWy0aSkULhq/YltF6iLwx1ltTw759+3DHHXe4KoRGjx4NjUaDo0ePqopLggVaq0Ww\nN1+wLYO8ETmQvDU1REdH47vvvsP3338PADhw4AAqKyvRu3dvlZF9EhUVhaioKNUxKMCx+YKCldhT\ndt6aGhYsWICUlBQAjmtNb7/9NsLDw1XGJfIrNl9QMBI7kLw1NTz22GN47LHH/BuoGeTl5amOQEQk\nlrhTds6mhm+++aZBv89ms0Gv14uu54mNjXVd+yIiotrErpC8NTVs3boVy5cvR2hoKLp164b09PSA\nKFo1GAwAgMzMTMVJiIjkCbHb7XbVIZxKS0uh0+lQVFSE9evX49ChQzc0NZSUlGDKlClYt24doqOj\n8dVXXyErKwsbN24EACQlJeGJJ57A2LFjVfwRvHJuaAjEJ8YSEbU0sSskT00Nhw8fxoABAxAdHQ0A\nGDp0KMrKylBaWoqePXsqTu1dQkKC6ggkFJsXiAQPJE9NDYMGDcKRI0fwzTffYODAgcjPz8fFixdx\n9uxZ8QOJp+qCk7QWBrYuUKASO5A8NTWkpKTAaDQiPT0dVVVVGDVqFAYMGACNRqMurI+sVisAcGND\nM2ADg2dSWhfYsEANJXIg2Ww2rFixAklJSa77i5xNDVVVVejVq5frptmqqiqsWbNG/OoIAHQ6HQBe\nQ2oOwfRFV1gIDB8O1NQ4mhd4syu1VuK2fQPemxqqqqqQkJCAkydPAgBWr16NwYMHo0OHDiojEzUa\nmxeIHESukADvTQ2LFi3CjBkzYLPZ0Ldv34C5NsOVEXnC5gUiwQPJW1PD2LFjRW7rJiKixhN3yi6Y\nmxq0Wi20Wq3qGEREIoldIf34449YuHAh9u/fj8rKSkyZMgVPP/00AEfD98KFC1FRUYEuXbpgyZIl\nuO222xQnrp/kYUlEpJq4FdLNN98Mi8WCLVu2oLy8HBs3bkRubi5MJhO+/vprVFVVISUlBWlpadi2\nbRvi4+Px4osvIjQ0FBaLRfRTWY1GI4xGo+oYREQiiVwh2e12WCwW5ObmIjQ0FD/72c+wZs0atG/f\nHlarFeHh4Rg8eDAAYPLkyTAajbhw4QI6duyoOLl3iYmJqiNQHWxIIJJD5EA6f/48rl69ii+++AIv\nvfQSLl26hIkTJ2L69Ok4depUrSLVsLAwdOrUCadPnxY/kEwmEwAOJl9Iaz9obmxTILqRyIFUU1MD\nm82GY8eOYc2aNTh//jySkpLQo0cPXLt2DSF1bkO32+0IDQ1VlNZ3aWlpAJpnILGpILBJaVNoLmxl\noOYgciB17NgRGo0Gjz/+ONq0aYPOnTvjP/7jP1BUVIRHHnkEZ86ccX22uroaFy9eRNeuXRUm9k1z\nXt/i//mbjg0JRLKI29QAOE7DPfLII/j73/8OAK7Td7Gxsbjnnntw8eJF7N+/HwCwceNG3HvvvYiI\niFAZ2SebN2/G5s2bVcegf2NDApEsIldIgKONYfHixRg3bhxsNht0Op3rZtg///nPWLhwISorK9Gh\nQwdkZ2crTkuBig0JRHKIHUgdOnTAkiVL3P4sLi4Oubm5fk7UdHxAHxGRZ+JO2QVzUwMREXkmdoXk\nranBadmyZSgvL8f8+fMVpWyYvLw81RGIiMQSt0Kqr6kBAE6dOoWUlBR88MEHrt8XCE0NsbGxfDgf\nEZEHIldI3poaACA3NxcPPPAA+vbti/LycsVpfWcwGADwUeb+xjYGosAgboUE1G5qSEpKgl6vR35+\nvmtr97PPPotp06ahTRuR8T0ym80wm82qYwSd8eMdN5l6OoYNA1JTHa91fzZ+vOr0ROQkcoXkralh\n9OjRquM1WkJCguoIAcUfbRRNaUxgOwFR8xI5kLw1NQTyQOKpuoZpji97tjEQBQ6R57y8NTUEMqvV\nCqvVqjpGq8I2BqLAIXKFBHhvaghUOp0OAG+M9Te2MRAFBrEDyVtTg9OcOXP8lIaIiFqauFN2wdzU\nUFJSwtUREZEH4gaSk7Op4fHHH0d8fDxWrlzp+tnu3bsxceJE6PV6TJgwAXv27EFoaCg6d+4MjUaD\nsrIyhcmJiKgxxJ2yczY1ZGRkuJoaKioqoNfrMWTIEPTt2xfPP/881q1bh379+uHw4cOYNm0adu7c\niZycHKSmpqr+I3ik1WoBgI+gICJyQ9xAArw3NVRXVyM9PR39+vUDANx1112w2+24cOECwsPDFSf3\nTvLpRApebKqgQCFyIF3f1PDSSy/h0qVLmDhxIqZPnw4AGDdunOuzb731FqKiohAZGakqrs+MRqPq\nCBRgxo933Lyr2rhxwJYtqlNQsBM5kHxpaqipqUFWVhY+//xzrF69Wm1gHyUmJqqOQA3gj6aIQNGU\nRovGYhNG6yNyU4O3pgYAKC8vR3JyMo4cOYK//vWvuOOOOxQn9o3JZILJZFIdg3xUXAzY7YF9FBQ4\nGioAx2tBgfpMvh4cRq2PyIHkranBZrNh5syZ6NmzJ1atWoWOHTsqTuu7tLQ0pKWlqY5BrQibKiiQ\niDxlB3huati8eTO+/vprVFRUYNKkSa7Pv/rqq4iOjlaYuH6Sn9VEwYtNFRQoxA4kT00NWq3WtX06\n0HC7NxGRZ+JO2TW2qQEAkpOTkZ+f3wKpiIiopYldITmbGvbv34/KykpMmTIFTz/9NABg27ZtePfd\nd2G329GxY0csXLgQkZGROHfuHKqrq9GjRw/F6d2LiooCwHJVIiJ3xK2QnE0NW7ZscTU15ObmwmQy\n4euvv8bZs2eRnp6OFStWIC8vD2PGjMGiRYsQGhoKi8XC6zRERAFK5ArJW1NDREQE9u7dC41Gg5qa\nGpSVlaFDhw6qI/skLy9PdQQSgu0JRDcSOZDqa2rQaDSwWq2YPXs2fvzxx1rFq5IF+gMGWxMpDQmN\nxWYFCkQiB5IvTQ2xsbHYu3cvPv/8c8yaNQs7duxARESE4uTeGQwGAK37UeZsP/APFc0KjcE2Brqe\nuGtIgPemhtOnT2P37t2uzz788MMIDw/HsWPHFCb2jdlshtlsVh1DqWBoP2jN7QlsY6CWJHIgeWtq\nqKqqwnPPPYcffvgBAFBYWIiamhr07dtXZWSfJCQkICEhQXUMUoztCUTuiTxlB3huagCAjIwMzJkz\nByEhIYiIiMB7772Hdu3aKU5cv9Z8qo5qY3sC0Y3EDiRPTQ0AEB8fj/j4eD8najqr1QqAmxuIiNwR\nd8qusU0NNpsNer1e9EPwdDoddDqd6hhERCKJG0hOzqaGxx9/HPHx8W63dh88eBAxMTE4f/48QkND\n0blzZ2g0GpSVlSlITERETSFuINXX1OB0/vx5LFiwANXV1a73cnJyMHLkSBWxfVJSUsLaICIiD8QN\nJOCnpoaUlJRaTQ19+vQBAFy7dg1z587FH//4R8VJifyrsBDIzna8EgUbkZsa6mtqWLZsGeLi4jB8\n+HDFSRvG+dgMPoaCAP+1QbC1gQKFyIHkranhpptuwsGDB5GTk6M6ZoNJ3nBBvgu0tomWaG1gwwK1\nBJEDyVtTw7Fjx3Dq1ClMmDDB9fnp06fDaDSK305tNBpVR6BmoOqLuLAQGD4cqKlxNDzwploKNiIH\n0vVNDS+88ILr9N3vfvc7zJ07t9Zno6OjsWbNGnTq1ElRWt8lJiaqjkABzNnwwJZwClYiBxLgvakh\nUJlMJgAcTNR4bHigYCZ2IHlrarjet99+64c0zSMtLQ0ABxIRkTvitn03tqkBAJKTk5Gfn98CqZpH\nTEwMn2hLROSB2BWSs6lh//79qKysxJQpU/D0008DANauXYv33nsPnTt3BgDceuutrtNhknG7NxGR\nZ+IGkrOpISMjw9XUUFFRAb1ejyFDhuDee+9FUVERUlNTb+iFy8nJQWpqqqLkRETUFOIGEvBTU0Nu\nbm6tpob27dsDAIqKinDlyhWsWLECXbp0wbx58xAdHa04df2ioqIAgPVBghUWchcbkSririEBtZsa\nkpKSoNfrkZ+fj4iICFRUVKBPnz6YMWMG8vLyMGnSJMyYMQNXr15VHZua2fjxjhs6/XkMGwakpjpe\n/fHPGz9e9b9lIjlErpC8NTWMHj26VkvDuHHj8O6778JqteJB4f9Jm5eX1yJ/30BrDqCftESLQnNh\nGwP5m8iB5K2pYeDAgcjPz0dSUpLr83a7HTfdJPKPUktLNUnwS6N5sAmBSC2Rp+yub2oA4Dp9Fxsb\ni3bt2uHNN9/EwYMHAQC7du1CZWUl4uLiVEb2icFggMFgUB2DPHA2IWRlcRgRqSB2WeGtqeHNN9/E\n/PnzUV1djfDwcCxfvhxhYWGKE9fPbDYDADIzMxUnIU/YhECkjtiB5K2pYfjw4QH36AkASEhIUB2B\niEgscafsgrmpITMzk6sjIiIPxA0kJ2dTw+OPP474+HisXLnS9bMTJ05g1qxZePzxx6HT6bB7926F\nSX1ntVphtVpVxyAiEkncQHI2NWzZssXV1JCbmwuTyYSvv/4aADB79myMGDECf//735GdnY3nnnsO\nVVVVyMnJwciRIxX/CTzT6XQ3tEsQEZGDyGtI3poavvnmG5SXl7saswcNGgSTyYQQqTdzEHnAVgii\n2kQOpOubGl566SVcunQJEydOxPTp07Fnzx706NEDmZmZ2L9/P0JDQ5GSkoJ+/fqpjl0vVgYFv/Hj\nHTe7toRx44AtW1rm700kgciB5K2poaamBvv378dTTz0Fg8GAgwcPYsaMGdi0aRO6du2qOjoFkEBr\nuGiOVge2L5Bk4q4hAd6bGrp06YKIiAiMHj0aABAXF4eePXvi8OHDilPXT6vVQqvVqo5B/1ZcDNjt\nao6CAkcbBOB4LSjwzz+Xw4gkEzmQvDU13H///QgLC8Nnn30GADh69CiOHz+OAQMGqIzsk+LiYhTz\nG4HAVggid0SesgO8NzXk5OQgIyMDr7/+OgDAaDQGxOk6o9GoOgIJwlYIotrEDiRvTQ3R0dFYu3at\nnxM1nXNnIBER3UjcKbtgbmowmUwB8ah1IiIVQux2u111iNaCT4wlIvJM1Cm70tJSPProo+jfvz8W\nLFiAvLw87N+/H5WVlZgyZQqefvppfPHFF8jOznb9nh9//BElJSXYuHEjXnzxRRw7dgyZmZmu602S\nxMTEqI5ARCSWqIEE/FQdlJGR4aoOqqiogF6vx5AhQ/DQQw/BYrG4Pp+SkoIxY8YgJiYGFoul1oP7\npNm8ebPqCBSg2OpArYG4gQR4rw66nsViQWlpKd544w1FSYkar6VaHdjoQIFK3KYGoHZ1UFJSEvR6\nPfLz8xEREeH6TFVVFZYuXYq0tLSAeHw54LiG5LyORIErJsbRmNDUo6UqhpyNDs198IwztTSR3+Te\nqoOcDQ3bt29HZGQkhgwZojgttTb+vre5sBAYPhyoqXG0OvBGWgpWIgeSt+og50DaunUrJk6cqDhp\nw+Tl5amOQAHI2erAa0gU7ESesvNWHQQ4rjHt27cPw4YNUxmzwWJjY11/BqKGePBB4IUXOIwouIkc\nSICjOujcuXMYN24cJk6ciEcffdS1lfvChQuoqKhAt27dFKdsGIPBAIPBoDoGEZFIIk/ZAd6rgzp1\n6oRDgfTcgH8zm80AgMzMTMVJiIjkEbdCamx1kM1mg16vF92mnZCQgISEBNUxiIhEErtC+vHHH7Fw\n4cIbmhoAYN++fTAajbDZbGjbti1efvllDBo0SHHi+nFlRETkmbgVkrOpYcuWLa6mhtzcXJhMJnz9\n9dcAgHnz5mHu3LmwWCyYMWMGUlNTERoaCovFIrqex2q1wmq1qo4RtAoLgexsxysRBR6RK6T6mhps\nNhsuXboEwLEDr23btirj+kyn0wFguaovWqrFwB02GxDJIHIgXd/U8NJLL+HSpUuYOHEipk+fDsDx\noLtnnnkGixcvxuXLl7Fq1SrFiVufmBggAPeVuOVsNvC3u+/mI8WJridyIHlrarj33nvx8ssvY+3a\ntYiNjcWOHTuQkpKC7du345ZbblEd3atgWhlJ+yJlmwFR4BN3DQnw3tSwb98+3HHHHa4bTEePHg2N\nRoOjR48qTk0qOdsMsrI4jIgClciB5K2pITo6Gt999x2+//57AMCBAwdQWVmJ3r17q4zsE61WC61W\nqzpG0GKbAVFgE3nKDnA0NSxevBjjxo2DzWaDTqdzNTUsWLAAKSkpAIB27drh7bffRnh4uMq4PpF8\njxQRkWpiB5K3pobHHnsMjz32mJ8TNZ3RaFQdgYhILHGn7IK5qSExMRGJiYmqYxARiSR2heStqWHr\n1q1Yvnw5QkND0a1bN6SnpwdE0arJZAIADiUiIjfEDSRnU0NGRoarqaGiogJ6vR5DhgxBhw4dkJ6e\njnXr1iE6OhpfffUVUlJSsHHjRlgsFiQlJan+I3iUlpYGgANJksJCPmeISApxAwnw3tTwxRdfYMCA\nAYiOjgYADB06FGVlZSgtLUXPnj0VJ/dOcq1RoPBng0NDsO2BqOnEXUMCajc1JCUlQa/XIz8/HxER\nERg0aBCOHDniusaUn5+Pixcv4uzZs4pT12/z5s3YvHmz6hiNFhPjaDRQeUgcRsBPbQ/+PvjfOBRM\nRK6QvDU1jB49GkajEenp6aiqqsKoUaMwYMAAaDQa1bGDnuD9Io3CdgciWUQOJG9NDQ8//DB69eqF\nDRs2AACqqqqwZs0a8afrACAqKgpAcFUIBTJnuwOvIRHJIPKUnbemhqqqKiQkJODkyZMAgNWrV2Pw\n4MHo0KGDysgUoNjuQCSHyBUS4L2pYdGiRZgxYwZsNhv69u0bMA++y8vLUx2BiEgssQPJW1PD2LFj\nXcMpkDgLYYmI6EbiTtkFc1ODwWCAwWBQHYOISCSxKyTnrjqnI0eOYN68efjtb3+LnTt34vXXX0dV\nVRWio6NhNBpx+fJlAEB1dXWt3yeJ2WwGgIA5xUhE5E/iBpKzqeF6a9euxfbt2zFt2jScP38eBoMB\nZrMZUVFRWLJkCV577TUsWLAAFosFI0eOVJS8fgkJCaojEBGJJW4g1fXDDz/g3XffRW5uLjQaDfbs\n2YPY2FjXFuqEhATo9Xqkp6cjRMVzqBuAKyPvWOND1LqJH0hLly7FtGnTcMcddwAATp06VatItVu3\nbrhy5QquXr0q/plIVqsVADc3XK++KiBW8hC1HqIH0smTJ7Fnzx5kZGS43rt27ZrblVCbNuL2Z9xA\np9MBaJ03xsbEAIcONfz3OSt53Ln77uBrjyBqzUR/i2/fvh2PPvporZVP9+7dcebMGdevT58+jfbt\n2+OWW25REZF8VFwM2O2ej4ICR30P4HgtKPD+ebudw4go2IgeSF9++SUerHMx4Re/+AUOHDjgWmWs\nX78eo0aNUpCu4UpKSlrl6sgXzhqfrCx2yhG1VqJP2f3www83bOG+7bbbkJmZiZSUFFRXV+POO+9E\ndna2ooTUnB58kIOIqDUTPZC2eLiaPWLECIwYMcLPaZpOq9UCQEA/goKIqKWIO2XX2KaGkydPQq/X\n17q+JE1xcbHoJgkiIpXErpC8NTUAjqfKpqamon///khOTlYVs0GMRqPqCEREYokbSPU1NQDA0aNH\n8corr+DgwYPo378/AMfuO+lNDYmJiaojEBGJJW4g1VW3qQEAPvzwQ0yZMsV1s2ygMJlMADiYgg0b\nJoiah/iBVLepAQDmz58PANi7d6+qWI2SlpYGgAMpENXXKFEfNk4Q1U/0QHLX1BDIYmJiVEeg6zS2\nPaIxvDVO1IeNFNRaiB5I7poaAhm3e8vSHF/yhYXA8OFATY2jYYI39RI1nuiB9OWXXyI+Pl51DCKP\nnA0TvIZE1HSiB5K7poZA5nxkBuuDggsbJoiah+iB5KmpwSkrK8tPSYiIqKWxqcGP8vLykJeXpzoG\nEZFIYldI3poaLBYLcnJyEBISgnbt2uHFF1/EoEGDAAAajQZlZWUiH4InMRMRkRTiBlJ9TQ3/+te/\nsGTJEnz00Ufo0qULdu3ahTlz5mDnzp2wWCxISkpSlLx+BoMBAB9lTkTkjrhTdnU5mxoeVAcIAAAa\nXUlEQVReffVVaDQahIWFISMjA126dAHguLfn3LlzqKqqUpy0fmazGWazWXUM8rPCQiA72/FKRJ6J\nWyHVVbepoWfPnujZsycAR8FqZmYmRo4cibCwMJUxfZKQkKA6AjWDprY21IetDtRaiR5I3poaKioq\nkJqailOnTmHlypUK0jUcT9Wp4c9GhubQlFYHd9j0QIFC9Ck7T00NJ06cwNSpUxEaGoq//OUviIiI\nUJSwYaxWK6xWq+oYrU5xMWC3qzkKChwNDoDjtaDA/xk4jChQiF4huWtquHLlCpKSkjBhwgQ8++yz\nipI1jk6nA8AbY1sTNjkQ+U70QHLX1PDhhx/ixIkT+PTTT/Hpp5+63l+9ejU6duzo74hE9WKTA5Fv\nRA8kd00Ns2bNwqxZsxSkaTqujIiIPBN3DamxTQ02mw16vR7FPGFORBSQxK6QvDU1rFu3DmazGSEh\nIYiMjERGRobrPqTq6mqxhaxarRYAH0NBROSOuIFUX1NDcXExVq1aBYvFgp/97GfIzs7GsmXLsHDh\nQlgsFowcOVJR8vpx9UZE5Jm4gVSXs6khNzcXGo0GMTEx2L59OzQaDf7v//4Pp0+fdt0oK53RaFQd\ngQJQYSF36VHrIH4g1W1qABwFqjt27MCLL76IsLAwpKSkKEzou8TERNURqJm0dFuDSmyKIFXEbWq4\nnrOp4cknn7zhZ6NHj8Y//vEPzJkzB8nJybh27ZqChA1jMplgMplUxxArJsbRUBAIR7AOI+CnpgiJ\nR0yM6n871JJEDyR3TQ0//PAD9u3b5/r1pEmTcOLECZSXl6uI2CBpaWlIS0tTHUMslY0KUg8JTQ+S\nDl6GDW6iB9KXX36JB+ucND979iyee+45nD9/HoDjoXf9+vULiJtiY2JiEMP/xKMGcDY9ZGU5XnkN\niYKZ6GtI7poahgwZgtmzZ+PJJ59EaGgounTpguXLlytK2DDc7k2NwaYHai1EDyR3TQ2AY3MANwgQ\nEQUXcafsGtvUcPLkSej1epw5c6aFkjVdVFQUoqKiVMcgIhJJ3EBySkpKgl6vdx0DBw7EBx98UOsz\nO3bswH333QcArifIajQalJWV+T0vERE1jbhTdvU1NTiVlJQgOzvb9evQ0FBYLBYkJSX5LWtD5eXl\nqY5ARCSW2BWSk7Op4dVXX4VGowEAVFZWYu7cuUhNTVWcrmFiY2MRGxurOkZAKiwEsrMdr0QUnMSt\nkOpy19Qwf/58/PrXv0Z0dLTCZA1nMBgAtK5HmUtuNGAjAZEsoldI7poaPvzwQ9x0002YPHmywmSN\nYzabYTab/fLPktJ6IHUYAbIaCXh7GpHwFZK7poa//e1vrp141dXVrr9esWIFunbtqjBt/RISEvz2\nzwqmO9oLC4Hhw4GaGkdbAW8QJQpOogfSl19+ifj4+Frv5ebmuv66tLQUOp3uhk0QUrWmU3XNydlW\nwMZrouAmeiC5a2oIZFarFQC4saER2FZAFPxEDyRPTQ1OPXv2RFFRkZ/SNJ1OpwPg2LJORES1idvU\n0NimBpvNBr1ez6eyEhEFKLErpKSkpFqn644cOYJ58+bht7/9LbKysvDxxx+jffv2AIDevXvj9ddf\nVxXVZ1wZERF5Jm4g+dLUUFRUhDfeeAP3339/rc9Jb2ogIiLPxA2kupxNDbm5udBoNKiqqsI///lP\nrFy5EsePH0dUVBQMBkOtG2el0mq1APgYCrpRYSF3ERKJH0h1mxpOnz6NBx98EP/5n/+Jfv36IScn\nB7///e/xt7/9DSEhIYrTesfrW8FBcvtEXWyjoEAieiA5mxoyMjJc70VGRuL99993/To5ORnvvPMO\nSktLERkZqSKmz4xGo+oIosTEAIcOqU4R3JxtFJLcfXdw3bhNzUf0QHLX1HD48GEcPnwYjz/+uOs9\nu93uKl6VjA8VrI1fSg5soiByELft+3pffvklHqzz/8w2bdpg8eLFOH78OADAZDIhOjoa3bp1UxGx\nQUwmE0wmk+oYJIyziSIri8OIWjfRKyR3TQ39+/fHSy+9hN/97new2Wzo1q0b3njjDUUJGyYtLQ0A\nV0p0IzZREAkfSJ6aGpxPkQ00Max0JiLySNwpu2Buati8eTO3fBMReSB2heStqeHbb79FRkYGLl++\njDZt2mDhwoUYOHCgwrRERNRU4gZSfU0NlZWVSE5OxuLFizFixAjs2LEDzz//PD7++GPxTQ1RUVEA\nWCFEROSOuIFUV92mhl27diEyMhIjRowAAIwaNQo9e/ZUnJJILrZAUKAQP5DqNjV8//33uP3225GW\nlobDhw8jIiICc+fOVZzSN3l5eaojUACQ3gTB9gdqKaIHkrumhpqaGuzatQt/+ctfcM8992DHjh2Y\nOXMmPvvsM4SFhSlMWz8+mC8wsEHCO0ntD2x9CC7idtldz11TQ5cuXdC3b1/cc889AIDRo0fDZrO5\nbpSVzGAwwGAwqI5B9SguBuz24DgKChztD4DjtaBAfabmPDiMgovogeSuqeHhhx9GaWmpa3v3V199\nhZCQkIC4jmQ2m2E2m1XHoFaELRAUSESfsnPX1HD77bdj+fLleOWVV1BZWYmwsDC8/fbbaNu2raKU\nvktISFAdgVohtkBQoBA9kDw1NQwdOhT//d//7ec0TZeZmak6AhGRWOJO2QVzU4PVaoXValUdg4hI\nJLErJE9NDR07dsQHH3zgev/y5cs4ffo0PvnkEwBAdXX1Daf5pNDpdAB4YywRkTviBlJ9TQ0ajcb1\nLKTq6mpMmzYNM2fORI8ePWCxWDBy5EgVsYmIqInEDaS66jY1XO/9999Hp06dMHXqVEXpGoYrI2oq\nti5QMBM/kOo2NTidP38eH3zwAT766CNFyYgaTnULA1sWSDJxmxqu52xqePLJJ2/42YYNGzBq1ChE\nRkYqSNY4Wq0WWq1WdQzyIibG0ULQUofqSiBny4K/Dj4CjBpC9ArJXVOD09atW/HSSy8pSNV4kncA\nkoPk/4kKC4Hhw4GaGkfrAm90pWAjeiB9+eWXiI+Pv+H98vJyHDt2DPfdd5+CVI1nNBpVR6AA5mxd\n4DUkClaiB5K7pgbn+7fffvsNmxykS0xMVB2BAhxbFyiYiR5Inpoa4uLi8Omnn/o5TdOZTCYAHExE\nRO6I29TQ2KaGkydPQq/X48yZMy2UrOnS0tKQlpamOgYRkUhiV0iemhp++9vf4tNPP8Vbb72FNm3a\noH379sjIyAiI03cx3HJERORRiN1ut6sO4VRaWgqdToeioqJa7zubGj744APYbDY8+OCDsFgs6NWr\nF1avXo0vvvgCK1asAACMHDkSy5Yt48PwiIgCjNgVklPdpoaqqirY7XZcvnwZAHD16tWAePQEycYG\nBCL1xA+kuk0Nt956K1555RVMnToVHTp0wLVr1wLmoXdRUVEAWCHU3FS3HzixBYGoacRtarieu6aG\nb7/9FsuXL8fWrVuxZ88ezJ49G3PmzIGgM4+tWks3HUhsP3DydwsCmxEo2IgeSO6aGvbs2YP7778f\nd955JwDgiSeewHfffYcLFy6oiumzvLw85OXlqY7RooqLAbs9sI6CAkfzAeB4LShQn6mxh+SmCaL6\niD5l566pYdCgQfjwww9x7tw5dO7cGTt27EDPnj3RqVMnRSl9x40WMrEBgUgG0QPJXVPDsGHDkJyc\njKSkJGg0GrRv3x7vvPOOooQNYzAYAPBR5hKxAYFIvYDY9t0Qkrd9c1MDEZFn4q4hBXNTQ0JCAhIS\nElTHICISSewpO29NDWvXrsW6detw8803o2/fvpg/f77CpL7jqToiIs/EDaSbb74ZFoul1nvOpoZp\n06ahsLAQ77//PjZs2IBu3brh73//O+bPn4+33noLFosFI0eOVJS8flarFQA3NxARuSNuINVVt6nh\n0KFDeOihh9CtWzcAwJgxY/DSSy+hqqoKYWFhitN6p9PpAATfNSS2HBBRcxB3Damuuk0N99xzDwoL\nC1FWVgYA+Oijj1BdXY2LFy+qjBmQxo9vnpsxhw0DUlMdr811g+f48ar/7RCRv4leITmbGjIyMlzv\nDRkyBM888wyeffZZhISEYNKkSejQoUNAtH2Hh5fg0CHHFy5552w9UOnuu3mjKZE/iR5I7poarly5\nggceeABTpkwBAJw+fRpvvfUWOnTooCqmz4Lxy62wEBg+HKipcbQc7N7N03ZE1DiiT9l9+eWXeLDO\nt9uZM2eQlJSEK1euAADeffddjB8/HiGq/3PaB1qtFlqtVnWMZuVsOcjK4jAioqYRvUJy19TQp08f\nzJw5E1OmTMG1a9cwePDggNn2XRyMSySw5YCImofogbTFQ5f/tGnTMG3aND+naTqj0ag6AhGRWOJO\n2QVzU0NiYiISExNVxyAiEklUl12wM5lMAMChRETkhqiBVFpaikcffRT9+/dHeno6li9fjrNnz8Ju\nt+Ppp5+GXq8HAOzcuROvv/46qqqqEB0dDaPRiMuXL2P27Nk4evQozGazyDYElqsSEXkm7pSdszpo\nw4YNiIuLw6ZNm7By5UosWLAAZ8+exfnz52EwGPD2229j+/btiIyMxGuvvYbu3bvDYrGgS5cuqv8I\nHsXExCCGj/QUr7AQyM52vBKR/4jd1GCz2XD58mXY7XZUVlbipptuQps2bbBnzx7Exsa6VhsJCQnQ\n6/VIT08Xv/V78+bNqiPQdcaPb/jjz8eNAzzstSGiJhI7kP70pz8hMTERH3/8MS5cuIAXXngBt912\nG06dOuXqsQOAbt264cqVK7h69WqtG2iJYmKAQ4ea9+/Z0AYJtj0Q+U7cKTun559/Hk8//TT27NmD\nLVu24P3338fBgwdx7do1tyuhNm3E/lFcoqKiXCs7annFxYDd3rCjoMDROAE4XgsKGv73uP7gMCLy\nncgV0vnz5/E///M/WL16NQDHF/nPf/5zfPXVV+jevTsOHDjg+uzp06fRvn173HLLLYrSUjBxNk+w\nvZzI/0QuKzp27Ihu3bph+/btABwD6quvvsI999yDX/ziFzhw4IBrp9r69esxatQohWl9l5eXh7y8\nPNUxqB4PPgi88AKHEZG/iVwhhYSE4N1338WiRYvwzjvvoE2bNpg1axaGDBkCwPHk1ZSUFFRXV+PO\nO+9Edna24sS+kbgVnYhICpEDCQAGDBiADz/80O3PRowYgREjRvg5UdMZDAYAfJQ5EZE74k7ZBXN1\nkNlshtlsVh2DiEgksSukyspKJCcnu21qAAC73Y7U1FT0798fycnJCpP6LiEhQXUEIiKxxA0kZ1ND\namoq4uLi8Ic//AGnT5/G2LFj8dBDD+H222/H0aNH8corr+DgwYPo378/ALiaGkaOHKn4T+AZT9UR\nNU1hIXdABjNxA8nJU1MDAHz44YeYMmUK7rjjDsUpG8ZqtQLg5gYKbo1pwJCALRzqiR1InpoaALge\nyLd3716VERtMp9MBYLkqNb+WaKVobRrawiFJsDSCiB1IzqaGxMRElJSUICkpCffeey/i4uJURyMS\nJxi+jOpTWAgMHw7U1DhaNHbv5mm7YCNyIHlragjkgcSVEVHjsUUj+Inb9g14b2ogotaLLRrBTeQK\nqb6mhkCl1WoB8DEURETuiBxIgPemBqesrCw/pWkexa3hRD8RUSOJO2UXzE0NRqMRRqNRdQwiIpHE\nrpC8NTVYLBbk5OQgJCQE7dq1w4svvohBgwYBADQaDcrKykTe65OYmKg6AhGRWOIGUn1NDZcvX8aS\nJUvw0UcfoUuXLti1axfmzJmDnTt3wmKxICkpSfUfwSOTyQSAg4mIyB1xA8nJU1NDWFgYMjIy0KVL\nFwBATEwMzp07h6qqKoSFhSlO7V1aWhoADiQKTKztoZYmdiB5a2ro2bMnAEfBamZmJkaOHCl+GAGO\n4UlUn0Ct3lGJtT/BQexAqq+poaKiAqmpqTh16hRWrlypOK1vuN3bO9bfUGMFcu2PP0mvGBK3yw74\nqanhV7/6FYDaTQ0AcOLECUydOhWhoaH4y1/+goiICJVxqZkUFwN2Ow+JR0GBo64HcLwWFKjPxKPh\nh+RhBAgdSN6aGq5cuYKkpCSMGTMGS5cuxc0336w4re+ioqIQFRWlOgZRgzlre7Ky2CFHLUfkKTtv\nTQ3/9V//hRMnTuDTTz/Fp59+6vo9q1evRseOHRWmJgpuDz7IQUQtS+RAAjw3NcyaNQuzZs1SkKjp\n8vLyVEcgIhJL3Cm7xjY12Gw26PV60fU8sbGxIm/YJSKSQOwKyVtTw7p162A2mxESEoLIyEhkZGSg\nqqoKAFBdXY0ePXqojO6RwWAAwEeZExG5I26F5Gxq2LBhA+Li4rBp0yasXLkSCxYswNmzZ1FcXIxV\nq1Zh/fr12Lx5M6KiorBs2TJ0794dFovFdcOsRGazGWazWXUMIiKRxK6QPDU1xMTEYPv27dBoNPi/\n//s/nD592nWjrHQJCQmqI5BibDsg8kzsQPLW1KDRaLBjxw68+OKLCAsLQ0pKiuK0vuGpuuDVEu0K\nbB+g1kbcKTsnZ1PDnj17sGXLFrz//vs4ePCg6+ejR4/GP/7xD8yZMwfJycm4du2awrS+sVqtsFqt\nqmPQv8XEOO7ub46jJap+nO0DzXmwvYokEzmQvDU1/PDDD9i3b5/rs5MmTcKJEydQXl6uKq7PdDod\ndDqd6hj0b/5uhpDQdiB4EyqRzIHkranh7NmzeO6553D+/HkAjnt7+vXrx5tiSTy2HRB5J/Iakrem\nBgCYPXs2nnzySYSGhqJLly5Yvny54sS+KSkpUR2BFGPbAZFnIgcS4LmpAXA8T4jPFCIiCi7iTtk1\ntqnh5MmT0Ov1OHPmTAslazqtVgutVqs6BhGRSOIGkpOzqeGXv/wldDodLBbLDZ/ZsWMH7rvvPgBw\n3RCr0WhQVlbm16y+Ki4uFl1tRESkkrhTds6mhtTUVMTFxeEPf/gDTp8+jbFjx+Khhx7C7bffDsBx\nPSY7O9v1+0JDQ2GxWJCUlKQqer2MRqPqCEREYoldIXlqagAcq6e5c+ciNTVVccqG4bUvAhxtDdnZ\njlci+om4FZKTt6aG+fPn49e//jWio6MVp2wYk8kEABxKQaglmhqux9YGag3EDiRnU0NiYiJKSkqQ\nlJSEe++9F1arFTfddBMmT56M0tJS1TEbJC0tDQAHkiQxMcChQ6pT1M/Z2tBYd9/Nm2JJPpEDydnU\nsHr1agC1mxq2bdvm2olXXV3t+usVK1aga9euaoPXI4a9LeL4+0u68P+3d/cgbfRxHMC/Gq2VBhTf\nyKDFLi0OanHSITjYVmmQFBGaVuKggigkCiI2RUNB1DjUpRCEOKsdKmI7VDB1anmWoiKoSwdf8AV1\nKVowJt4zSK598CX3GJv//8z3AyInl8uXDPfzLnff+wcwm4Fg8LStgTfIEv0m5UD6s6nBYrGoTQ21\ntbVobGxU19vY2LjwCjwZffr0SXQEEizc1sDGb6KzpBxIkZoaiPSMbQ1E55NyIAGXNzWE5ebmYm5u\nLkaJopefnw+AFUJEROeR7rLvqzY1hEIhWK1W3nhKRKRT0h4hhZsadnd3oSgKmpqaYLVaAQAejwef\nP39GWloaAODevXt4+/atyLiafPz4UXQEIiJpSTeQtDQ1zM3NYWhoCCUlJf95rexNDYWFhaIjEBFJ\nS7pTdmEXNTUEAgEsLS1hZGQE1dXVcDgc2NzcFB1XE5fLBZfLJTpG3GJDApHcpB1IHR0d+PLlC8xm\nMywWCxwOBzIzM7Gzs4PS0lK0t7djamoKxcXFaG1thaIooiNHNDY2hrGxMdExpGCxXP/juSP9lJUB\nr16d/o7l+1osoj9tIn2Q7pRd2EVNDUVFRfD5fOp6jY2N8Hq92NjYQF5ensDEkb148ULTenppDyBt\nom1ZiAU2OZAMpBxIlzU13Lp1CysrK3j27Jm6vqIoSE5OFpRWu4GBAU3rccdw/diQQCQ/KU/Z/dnU\nAEBtaiguLkZiYiL6+vqwvr4O4LSw9MGDBzCZTCIja7K4uIjFxUXRMeJSuCHB4+EwIpKVlEdIkZoa\nuru70dLSglAoBJPJhKGhIcGJtamurgbAG2NFYUMCkdykHEjA5U0NVqtVvSfp/woGg9je3o4mWtT0\n1lJORHSdTCYTkpLOjh/pBlK4qcHj8aCgoEDz60KhEGpqarC2tnbpetvb26ioqIg25pWkpKQAgLD3\nJyKSgd/vR25u7pm/Jyh6uF76GslwhEREFM8uOkKKu4FERERykvIqOyIiij8cSEREJAUOJCIikgIH\nEhERSYEDKUZOTk7gdrvx/Plz2O12rK6uio6kGwsLC1I/VkRGx8fH6OzsxMuXL1FbWwu/3y86ki6E\nQiG4XC7YbDbU1dVFvI2Eftvf30d5eTl+/Phx5W1wIMXIzMwMAoEA3r9/j46ODng8HtGRdMHn86G7\nuxtHR0eio+jK1NQU0tPTMTo6Cp/Ph97eXtGRdGF2dhYAMD4+DqfTqbl/Mt4dHx/D7Xbj9u3bUW2H\nAylGvn//DrPZDAB4+PAhH7Wu0d27d/Hu3TvRMXSnqqoKbW1t6rLBYBCYRj8ePXqkDu/NzU1kZWUJ\nTqQPg4ODsNlsyMnJiWo7HEgxcnBwAKPRqC4bDAYEg0GBifShsrLy3Bvo6HJ37tyB0WjEwcEBnE4n\n2tvbRUfSjaSkJHR1daG3txeVlZWi40hvYmICGRkZ6j/c0eBAihGj0YjDw0N1+eTkhDta+qu2trZQ\nX18Pq9WqFvuSNoODg5ienkZPTw9+/folOo7UPnz4gG/fvsFut2N5eRldXV3Y3d290ra4R4yRkpIS\nzM7O4unTp5ifn8f9+/dFR6IbbG9vDw0NDXC73SgrKxMdRzcmJyexs7OD5uZmpKamIiEhgac7I/iz\nBNtut+PNmzfIzs6+0rY4kGLk8ePH+Pr1K2w2GxRFQX9/v+hIdIMNDw/j58+f8Hq98Hq9AE4vEIn2\nS+eb7smTJ3C5XKirq0MwGMTr16/VUmT6+9hlR0REUuB3SEREJAUOJCIikgIHEhERSYEDiYiIpMCB\nREREUuBAIiIiKXAgERGRFDiQiIhICv8CFzv9gfW5uLsAAAAASUVORK5CYII=\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x130cd35c0>"
+       "<Figure size 432x1008 with 2 Axes>"
       ]
      },
      "metadata": {},
@@ -585,7 +720,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -602,14 +737,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAe0AAAFaCAYAAAAzewU2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x13c847b38>"
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -635,14 +770,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAswAAAFyCAYAAADh+YyCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x13ca50ef0>"
+       "<Figure size 864x432 with 8 Axes>"
       ]
      },
      "metadata": {},
@@ -729,9 +864,88 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 18,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/svg+xml": [
+       "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
+       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
+       " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
+       "<!-- Generated by graphviz version 2.38.0 (20140413.2041)\n",
+       " -->\n",
+       "<!-- Title: %3 Pages: 1 -->\n",
+       "<svg width=\"421pt\" height=\"238pt\"\n",
+       " viewBox=\"0.00 0.00 420.54 238.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
+       "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 234)\">\n",
+       "<title>%3</title>\n",
+       "<polygon fill=\"white\" stroke=\"none\" points=\"-4,4 -4,-234 416.536,-234 416.536,4 -4,4\"/>\n",
+       "<g id=\"clust1\" class=\"cluster\"><title>cluster85</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M108.594,-91C108.594,-91 204.594,-91 204.594,-91 210.594,-91 216.594,-97 216.594,-103 216.594,-103 216.594,-154 216.594,-154 216.594,-160 210.594,-166 204.594,-166 204.594,-166 108.594,-166 108.594,-166 102.594,-166 96.594,-160 96.594,-154 96.594,-154 96.594,-103 96.594,-103 96.594,-97 102.594,-91 108.594,-91\"/>\n",
+       "<text text-anchor=\"middle\" x=\"201.594\" y=\"-98.8\" font-family=\"Times,serif\" font-size=\"14.00\">85</text>\n",
+       "</g>\n",
+       "<g id=\"clust2\" class=\"cluster\"><title>cluster919</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M135.594,-8C135.594,-8 267.594,-8 267.594,-8 273.594,-8 279.594,-14 279.594,-20 279.594,-20 279.594,-71 279.594,-71 279.594,-77 273.594,-83 267.594,-83 267.594,-83 135.594,-83 135.594,-83 129.594,-83 123.594,-77 123.594,-71 123.594,-71 123.594,-20 123.594,-20 123.594,-14 129.594,-8 135.594,-8\"/>\n",
+       "<text text-anchor=\"middle\" x=\"261.094\" y=\"-15.8\" font-family=\"Times,serif\" font-size=\"14.00\">919</text>\n",
+       "</g>\n",
+       "<!-- mu_a -->\n",
+       "<g id=\"node1\" class=\"node\"><title>mu_a</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"67.594\" cy=\"-212\" rx=\"67.6881\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"67.594\" y=\"-208.3\" font-family=\"Times,serif\" font-size=\"14.00\">mu_a ~ Normal</text>\n",
+       "</g>\n",
+       "<!-- a -->\n",
+       "<g id=\"node4\" class=\"node\"><title>a</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"156.594\" cy=\"-140\" rx=\"51.9908\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"156.594\" y=\"-136.3\" font-family=\"Times,serif\" font-size=\"14.00\">a ~ Normal</text>\n",
+       "</g>\n",
+       "<!-- mu_a&#45;&gt;a -->\n",
+       "<g id=\"edge1\" class=\"edge\"><title>mu_a&#45;&gt;a</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M88.2361,-194.765C100.199,-185.355 115.428,-173.378 128.474,-163.117\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"130.98,-165.599 136.676,-156.666 126.652,-160.097 130.98,-165.599\"/>\n",
+       "</g>\n",
+       "<!-- sigma_y -->\n",
+       "<g id=\"node2\" class=\"node\"><title>sigma_y</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"319.594\" cy=\"-140\" rx=\"92.8835\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"319.594\" y=\"-136.3\" font-family=\"Times,serif\" font-size=\"14.00\">sigma_y ~ HalfCauchy</text>\n",
+       "</g>\n",
+       "<!-- y_like -->\n",
+       "<g id=\"node5\" class=\"node\"><title>y_like</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"201.594\" cy=\"-57\" rx=\"69.5877\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"201.594\" y=\"-53.3\" font-family=\"Times,serif\" font-size=\"14.00\">y_like ~ Normal</text>\n",
+       "</g>\n",
+       "<!-- sigma_y&#45;&gt;y_like -->\n",
+       "<g id=\"edge4\" class=\"edge\"><title>sigma_y&#45;&gt;y_like</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M295.43,-122.413C277.457,-110.076 252.765,-93.1258 233.221,-79.7101\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"235.147,-76.7866 224.921,-74.0128 231.185,-82.5578 235.147,-76.7866\"/>\n",
+       "</g>\n",
+       "<!-- sigma_a -->\n",
+       "<g id=\"node3\" class=\"node\"><title>sigma_a</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"246.594\" cy=\"-212\" rx=\"92.8835\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"246.594\" y=\"-208.3\" font-family=\"Times,serif\" font-size=\"14.00\">sigma_a ~ HalfCauchy</text>\n",
+       "</g>\n",
+       "<!-- sigma_a&#45;&gt;a -->\n",
+       "<g id=\"edge2\" class=\"edge\"><title>sigma_a&#45;&gt;a</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M225.265,-194.411C213.241,-185.058 198.064,-173.254 185.037,-163.123\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"186.885,-160.126 176.843,-156.749 182.587,-165.651 186.885,-160.126\"/>\n",
+       "</g>\n",
+       "<!-- a&#45;&gt;y_like -->\n",
+       "<g id=\"edge3\" class=\"edge\"><title>a&#45;&gt;y_like</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M165.918,-122.217C172.031,-111.213 180.148,-96.6021 187.095,-84.0976\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"190.33,-85.4818 192.127,-75.0404 184.211,-82.0822 190.33,-85.4818\"/>\n",
+       "</g>\n",
+       "</g>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<graphviz.dot.Digraph at 0x7fd684f1bb00>"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "with Model() as partial_pooling:\n",
     "    \n",
@@ -750,12 +964,13 @@
     "    \n",
     "    # Data likelihood\n",
     "    y_like = Normal('y_like', mu=y_hat, sd=sigma_y, observed=log_radon)\n",
-    "    "
+    "    \n",
+    "model_to_graphviz(partial_pooling)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
@@ -763,29 +978,29 @@
      "output_type": "stream",
      "text": [
       "Auto-assigning NUTS sampler...\n",
-      "Initializing NUTS using ADVI...\n",
-      "Average Loss = 1,121.4:  40%|███▉      | 19762/50000 [00:02<00:05, 5411.41it/s]\n",
-      "Convergence archived at 20100\n",
-      "Interrupted at 20,100 [40%]: Average Loss = 1,434.7\n",
-      "100%|██████████| 2000/2000 [00:04<00:00, 442.70it/s]\n"
+      "Initializing NUTS using jitter+adapt_diag...\n",
+      "Multiprocess sampling (4 chains in 4 jobs)\n",
+      "NUTS: [sigma_y, a, sigma_a, mu_a]\n",
+      "Sampling 4 chains: 100%|██████████| 8000/8000 [00:10<00:00, 732.78draws/s]\n",
+      "The number of effective samples is smaller than 25% for some parameters.\n"
      ]
     }
    ],
    "source": [
     "with partial_pooling:\n",
-    "    partial_pooling_trace = sample(1000, n_init=50000, tune=1000)"
+    "    partial_pooling_trace = sample(1000, tune=1000)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAzkAAAFsCAYAAADvznd0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ncgAAAAAkCkEOAAAAgEQhyAEAAACQKP8/OXKZZoP1lxIAAAAASUVORK5CYII=\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x13d1ed160>"
+       "<Figure size 1008x432 with 2 Axes>"
       ]
      },
      "metadata": {},
@@ -855,9 +1070,98 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 21,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/svg+xml": [
+       "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
+       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
+       " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
+       "<!-- Generated by graphviz version 2.38.0 (20140413.2041)\n",
+       " -->\n",
+       "<!-- Title: %3 Pages: 1 -->\n",
+       "<svg width=\"515pt\" height=\"238pt\"\n",
+       " viewBox=\"0.00 0.00 514.59 238.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
+       "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 234)\">\n",
+       "<title>%3</title>\n",
+       "<polygon fill=\"white\" stroke=\"none\" points=\"-4,4 -4,-234 510.589,-234 510.589,4 -4,4\"/>\n",
+       "<g id=\"clust1\" class=\"cluster\"><title>cluster85</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M108.594,-91C108.594,-91 204.594,-91 204.594,-91 210.594,-91 216.594,-97 216.594,-103 216.594,-103 216.594,-154 216.594,-154 216.594,-160 210.594,-166 204.594,-166 204.594,-166 108.594,-166 108.594,-166 102.594,-166 96.594,-160 96.594,-154 96.594,-154 96.594,-103 96.594,-103 96.594,-97 102.594,-91 108.594,-91\"/>\n",
+       "<text text-anchor=\"middle\" x=\"201.594\" y=\"-98.8\" font-family=\"Times,serif\" font-size=\"14.00\">85</text>\n",
+       "</g>\n",
+       "<g id=\"clust2\" class=\"cluster\"><title>cluster919</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M239.594,-8C239.594,-8 371.594,-8 371.594,-8 377.594,-8 383.594,-14 383.594,-20 383.594,-20 383.594,-71 383.594,-71 383.594,-77 377.594,-83 371.594,-83 371.594,-83 239.594,-83 239.594,-83 233.594,-83 227.594,-77 227.594,-71 227.594,-71 227.594,-20 227.594,-20 227.594,-14 233.594,-8 239.594,-8\"/>\n",
+       "<text text-anchor=\"middle\" x=\"365.094\" y=\"-15.8\" font-family=\"Times,serif\" font-size=\"14.00\">919</text>\n",
+       "</g>\n",
+       "<!-- mu_a -->\n",
+       "<g id=\"node1\" class=\"node\"><title>mu_a</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"67.594\" cy=\"-212\" rx=\"67.6881\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"67.594\" y=\"-208.3\" font-family=\"Times,serif\" font-size=\"14.00\">mu_a ~ Normal</text>\n",
+       "</g>\n",
+       "<!-- a -->\n",
+       "<g id=\"node5\" class=\"node\"><title>a</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"156.594\" cy=\"-140\" rx=\"51.9908\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"156.594\" y=\"-136.3\" font-family=\"Times,serif\" font-size=\"14.00\">a ~ Normal</text>\n",
+       "</g>\n",
+       "<!-- mu_a&#45;&gt;a -->\n",
+       "<g id=\"edge1\" class=\"edge\"><title>mu_a&#45;&gt;a</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M88.2361,-194.765C100.199,-185.355 115.428,-173.378 128.474,-163.117\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"130.98,-165.599 136.676,-156.666 126.652,-160.097 130.98,-165.599\"/>\n",
+       "</g>\n",
+       "<!-- sd_y -->\n",
+       "<g id=\"node2\" class=\"node\"><title>sd_y</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"305.594\" cy=\"-140\" rx=\"79.0865\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"305.594\" y=\"-136.3\" font-family=\"Times,serif\" font-size=\"14.00\">sd_y ~ HalfCauchy</text>\n",
+       "</g>\n",
+       "<!-- y_like -->\n",
+       "<g id=\"node6\" class=\"node\"><title>y_like</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"305.594\" cy=\"-57\" rx=\"69.5877\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"305.594\" y=\"-53.3\" font-family=\"Times,serif\" font-size=\"14.00\">y_like ~ Normal</text>\n",
+       "</g>\n",
+       "<!-- sd_y&#45;&gt;y_like -->\n",
+       "<g id=\"edge4\" class=\"edge\"><title>sd_y&#45;&gt;y_like</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M305.594,-121.822C305.594,-111.19 305.594,-97.306 305.594,-85.2035\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"309.094,-85.1532 305.594,-75.1533 302.094,-85.1533 309.094,-85.1532\"/>\n",
+       "</g>\n",
+       "<!-- b -->\n",
+       "<g id=\"node3\" class=\"node\"><title>b</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"454.594\" cy=\"-140\" rx=\"51.9908\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"454.594\" y=\"-136.3\" font-family=\"Times,serif\" font-size=\"14.00\">b ~ Normal</text>\n",
+       "</g>\n",
+       "<!-- b&#45;&gt;y_like -->\n",
+       "<g id=\"edge5\" class=\"edge\"><title>b&#45;&gt;y_like</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M437.218,-122.948C425.544,-112.785 409.447,-99.9245 393.594,-91 382.599,-84.8104 370.217,-79.3491 358.289,-74.7409\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"359.449,-71.438 348.856,-71.2305 357.008,-77.9985 359.449,-71.438\"/>\n",
+       "</g>\n",
+       "<!-- sigma_a -->\n",
+       "<g id=\"node4\" class=\"node\"><title>sigma_a</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"246.594\" cy=\"-212\" rx=\"92.8835\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"246.594\" y=\"-208.3\" font-family=\"Times,serif\" font-size=\"14.00\">sigma_a ~ HalfCauchy</text>\n",
+       "</g>\n",
+       "<!-- sigma_a&#45;&gt;a -->\n",
+       "<g id=\"edge2\" class=\"edge\"><title>sigma_a&#45;&gt;a</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M225.265,-194.411C213.241,-185.058 198.064,-173.254 185.037,-163.123\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"186.885,-160.126 176.843,-156.749 182.587,-165.651 186.885,-160.126\"/>\n",
+       "</g>\n",
+       "<!-- a&#45;&gt;y_like -->\n",
+       "<g id=\"edge3\" class=\"edge\"><title>a&#45;&gt;y_like</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M173.97,-122.948C185.644,-112.785 201.741,-99.9245 217.594,-91 228.589,-84.8104 240.971,-79.3491 252.899,-74.7409\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"254.18,-77.9985 262.332,-71.2305 251.739,-71.438 254.18,-77.9985\"/>\n",
+       "</g>\n",
+       "</g>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<graphviz.dot.Digraph at 0x7fd684e51390>"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "with Model() as varying_intercept:\n",
     "    \n",
@@ -879,7 +1183,8 @@
     "    \n",
     "    # Data likelihood\n",
     "    y_like = Normal('y_like', mu=y_hat, sd=sd_y, observed=log_radon)\n",
-    "    "
+    "\n",
+    "model_to_graphviz(varying_intercept)"
    ]
   },
   {
@@ -891,7 +1196,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
@@ -899,39 +1204,28 @@
      "output_type": "stream",
      "text": [
       "Auto-assigning NUTS sampler...\n",
-      "Initializing NUTS using ADVI...\n",
-      "Average Loss = 1,084.1:  38%|███▊      | 19126/50000 [00:03<00:06, 5077.46it/s]\n",
-      "Convergence archived at 19300\n",
-      "Interrupted at 19,300 [38%]: Average Loss = 1,440.2\n",
-      "100%|██████████| 2000/2000 [00:05<00:00, 337.77it/s]\n"
+      "Initializing NUTS using jitter+adapt_diag...\n",
+      "Multiprocess sampling (4 chains in 4 jobs)\n",
+      "NUTS: [sd_y, b, a, sigma_a, mu_a]\n",
+      "Sampling 4 chains: 100%|██████████| 8000/8000 [00:10<00:00, 771.10draws/s]\n"
      ]
     }
    ],
    "source": [
     "with varying_intercept:\n",
-    "    varying_intercept_trace = sample(1000, n_init=50000, tune=1000)"
+    "    varying_intercept_trace = sample(1000, tune=1000)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
      "data": {
+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.gridspec.GridSpec at 0x13111f0f0>"
-      ]
-     },
-     "execution_count": 30,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAacAAAOFCAYAAADOFC2MAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nglReAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x1318755f8>"
+       "<Figure size 432x1008 with 2 Axes>"
       ]
      },
      "metadata": {},
@@ -942,30 +1236,19 @@
     "from pymc3 import forestplot, traceplot, plot_posterior\n",
     "\n",
     "plt.figure(figsize=(6,14))\n",
-    "forestplot(varying_intercept_trace, varnames=['a'])"
+    "forestplot(varying_intercept_trace, varnames=['a']);"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
      "data": {
+      "image/png": "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\n",
       "text/plain": [
-       "array([<matplotlib.axes._subplots.AxesSubplot object at 0x13cc13898>,\n",
-       "       <matplotlib.axes._subplots.AxesSubplot object at 0x13e5010f0>], dtype=object)"
-      ]
-     },
-     "execution_count": 31,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1QAAACoCAYAAADn2a+iAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x131c128d0>"
+       "<Figure size 864x180 with 2 Axes>"
       ]
      },
      "metadata": {},
@@ -973,7 +1256,7 @@
     }
    ],
    "source": [
-    "plot_posterior(varying_intercept_trace, varnames=['sigma_a', 'b'])"
+    "plot_posterior(varying_intercept_trace, varnames=['sigma_a', 'b']);"
    ]
   },
   {
@@ -985,28 +1268,62 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "b:\n",
-      "\n",
-      "  Mean             SD               MC Error         95% HPD interval\n",
-      "  -------------------------------------------------------------------\n",
-      "  \n",
-      "  -0.658           0.064            0.003            [-0.785, -0.534]\n",
-      "\n",
-      "  Posterior quantiles:\n",
-      "  2.5            25             50             75             97.5\n",
-      "  |--------------|==============|==============|--------------|\n",
-      "  \n",
-      "  -0.789         -0.701         -0.655         -0.613         -0.536\n",
-      "\n"
-     ]
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>mean</th>\n",
+       "      <th>sd</th>\n",
+       "      <th>mc_error</th>\n",
+       "      <th>hpd_2.5</th>\n",
+       "      <th>hpd_97.5</th>\n",
+       "      <th>n_eff</th>\n",
+       "      <th>Rhat</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>b</th>\n",
+       "      <td>-0.663514</td>\n",
+       "      <td>0.068519</td>\n",
+       "      <td>0.001185</td>\n",
+       "      <td>-0.799726</td>\n",
+       "      <td>-0.533691</td>\n",
+       "      <td>3035.212365</td>\n",
+       "      <td>0.999866</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       mean        sd  mc_error   hpd_2.5  hpd_97.5        n_eff      Rhat\n",
+       "b -0.663514  0.068519  0.001185 -0.799726 -0.533691  3035.212365  0.999866"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
@@ -1017,14 +1334,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAecAAAFMCAYAAADx1nR5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nG8MDCpkAAAAASUVORK5CYII=\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x13e4cdb70>"
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -1049,14 +1366,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/colin/miniconda3/envs/pymc33.6/lib/python3.6/site-packages/pandas/core/series.py:850: FutureWarning: \n",
+      "Passing list-likes to .loc or [] with any missing label will raise\n",
+      "KeyError in the future, you can use .reindex() as an alternative.\n",
+      "\n",
+      "See the documentation here:\n",
+      "https://pandas.pydata.org/pandas-docs/stable/indexing.html#deprecate-loc-reindex-listlike\n",
+      "  return self.loc[key]\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAswAAAFyCAYAAADh+YyCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEEIIcRayYBZCCCGEEOIs/j+AU2ioROBEzQAAAABJRU5ErkJggg==\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x13f95d6a0>"
+       "<Figure size 864x432 with 8 Axes>"
       ]
      },
      "metadata": {},
@@ -1104,9 +1434,98 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 28,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/svg+xml": [
+       "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
+       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
+       " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
+       "<!-- Generated by graphviz version 2.38.0 (20140413.2041)\n",
+       " -->\n",
+       "<!-- Title: %3 Pages: 1 -->\n",
+       "<svg width=\"569pt\" height=\"238pt\"\n",
+       " viewBox=\"0.00 0.00 568.94 238.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
+       "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 234)\">\n",
+       "<title>%3</title>\n",
+       "<polygon fill=\"white\" stroke=\"none\" points=\"-4,4 -4,-234 564.937,-234 564.937,4 -4,4\"/>\n",
+       "<g id=\"clust1\" class=\"cluster\"><title>cluster85</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M329.995,-91C329.995,-91 425.995,-91 425.995,-91 431.995,-91 437.995,-97 437.995,-103 437.995,-103 437.995,-154 437.995,-154 437.995,-160 431.995,-166 425.995,-166 425.995,-166 329.995,-166 329.995,-166 323.995,-166 317.995,-160 317.995,-154 317.995,-154 317.995,-103 317.995,-103 317.995,-97 323.995,-91 329.995,-91\"/>\n",
+       "<text text-anchor=\"middle\" x=\"422.995\" y=\"-98.8\" font-family=\"Times,serif\" font-size=\"14.00\">85</text>\n",
+       "</g>\n",
+       "<g id=\"clust2\" class=\"cluster\"><title>cluster919</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M148.995,-8C148.995,-8 280.995,-8 280.995,-8 286.995,-8 292.995,-14 292.995,-20 292.995,-20 292.995,-71 292.995,-71 292.995,-77 286.995,-83 280.995,-83 280.995,-83 148.995,-83 148.995,-83 142.995,-83 136.995,-77 136.995,-71 136.995,-71 136.995,-20 136.995,-20 136.995,-14 142.995,-8 148.995,-8\"/>\n",
+       "<text text-anchor=\"middle\" x=\"274.495\" y=\"-15.8\" font-family=\"Times,serif\" font-size=\"14.00\">919</text>\n",
+       "</g>\n",
+       "<!-- a -->\n",
+       "<g id=\"node1\" class=\"node\"><title>a</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"51.9954\" cy=\"-140\" rx=\"51.9908\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"51.9954\" y=\"-136.3\" font-family=\"Times,serif\" font-size=\"14.00\">a ~ Normal</text>\n",
+       "</g>\n",
+       "<!-- y_like -->\n",
+       "<g id=\"node6\" class=\"node\"><title>y_like</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"214.995\" cy=\"-57\" rx=\"69.5877\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"214.995\" y=\"-53.3\" font-family=\"Times,serif\" font-size=\"14.00\">y_like ~ Normal</text>\n",
+       "</g>\n",
+       "<!-- a&#45;&gt;y_like -->\n",
+       "<g id=\"edge3\" class=\"edge\"><title>a&#45;&gt;y_like</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M68.9792,-122.93C80.6179,-112.63 96.823,-99.6219 112.995,-91 126.473,-83.8146 141.791,-77.8449 156.385,-73.0499\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"157.853,-76.2573 166.341,-69.9173 155.752,-69.58 157.853,-76.2573\"/>\n",
+       "</g>\n",
+       "<!-- sigma_y -->\n",
+       "<g id=\"node2\" class=\"node\"><title>sigma_y</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"214.995\" cy=\"-140\" rx=\"92.8835\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"214.995\" y=\"-136.3\" font-family=\"Times,serif\" font-size=\"14.00\">sigma_y ~ HalfCauchy</text>\n",
+       "</g>\n",
+       "<!-- sigma_y&#45;&gt;y_like -->\n",
+       "<g id=\"edge4\" class=\"edge\"><title>sigma_y&#45;&gt;y_like</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M214.995,-121.822C214.995,-111.19 214.995,-97.306 214.995,-85.2035\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"218.495,-85.1532 214.995,-75.1533 211.495,-85.1533 218.495,-85.1532\"/>\n",
+       "</g>\n",
+       "<!-- mu_b -->\n",
+       "<g id=\"node3\" class=\"node\"><title>mu_b</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"288.995\" cy=\"-212\" rx=\"68.4888\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"288.995\" y=\"-208.3\" font-family=\"Times,serif\" font-size=\"14.00\">mu_b ~ Normal</text>\n",
+       "</g>\n",
+       "<!-- b -->\n",
+       "<g id=\"node5\" class=\"node\"><title>b</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"377.995\" cy=\"-140\" rx=\"51.9908\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"377.995\" y=\"-136.3\" font-family=\"Times,serif\" font-size=\"14.00\">b ~ Normal</text>\n",
+       "</g>\n",
+       "<!-- mu_b&#45;&gt;b -->\n",
+       "<g id=\"edge1\" class=\"edge\"><title>mu_b&#45;&gt;b</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M309.637,-194.765C321.601,-185.355 336.83,-173.378 349.876,-163.117\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"352.381,-165.599 358.077,-156.666 348.054,-160.097 352.381,-165.599\"/>\n",
+       "</g>\n",
+       "<!-- sigma_b -->\n",
+       "<g id=\"node4\" class=\"node\"><title>sigma_b</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"467.995\" cy=\"-212\" rx=\"92.8835\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"467.995\" y=\"-208.3\" font-family=\"Times,serif\" font-size=\"14.00\">sigma_b ~ HalfCauchy</text>\n",
+       "</g>\n",
+       "<!-- sigma_b&#45;&gt;b -->\n",
+       "<g id=\"edge2\" class=\"edge\"><title>sigma_b&#45;&gt;b</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M446.667,-194.411C434.642,-185.058 419.465,-173.254 406.439,-163.123\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"408.286,-160.126 398.244,-156.749 403.989,-165.651 408.286,-160.126\"/>\n",
+       "</g>\n",
+       "<!-- b&#45;&gt;y_like -->\n",
+       "<g id=\"edge5\" class=\"edge\"><title>b&#45;&gt;y_like</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M361.012,-122.93C349.373,-112.63 333.168,-99.6219 316.995,-91 303.518,-83.8146 288.199,-77.8449 273.606,-73.0499\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"274.239,-69.58 263.65,-69.9173 272.138,-76.2573 274.239,-69.58\"/>\n",
+       "</g>\n",
+       "</g>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<graphviz.dot.Digraph at 0x7fd68278f6a0>"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "with Model() as varying_slope:\n",
     "    \n",
@@ -1127,12 +1546,13 @@
     "    \n",
     "    # Data likelihood\n",
     "    y_like = Normal('y_like', mu=y_hat, sd=sigma_y, observed=log_radon)\n",
-    "    "
+    "\n",
+    "model_to_graphviz(varying_slope)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
@@ -1140,43 +1560,34 @@
      "output_type": "stream",
      "text": [
       "Auto-assigning NUTS sampler...\n",
-      "Initializing NUTS using ADVI...\n",
-      "Average Loss = 1,136.6:  39%|███▉      | 19696/50000 [00:03<00:05, 6000.49it/s]\n",
-      "Convergence archived at 19700\n",
-      "Interrupted at 19,700 [39%]: Average Loss = 1,442.1\n",
-      " 99%|█████████▉| 1980/2000 [00:07<00:00, 311.89it/s]/Users/fonnescj/Repos/pymc3/pymc3/step_methods/hmc/nuts.py:440: UserWarning: The acceptance probability in chain 0 does not match the target. It is 0.577074482387, but should be close to 0.8. Try to increase the number of tuning steps.\n",
-      "  % (self._chain_id, mean_accept, target_accept))\n",
-      "/Users/fonnescj/Repos/pymc3/pymc3/step_methods/hmc/nuts.py:456: UserWarning: Chain 0 contains 1 diverging samples after tuning. If increasing `target_accept` does not help try to reparameterize.\n",
-      "  % (self._chain_id, n_diverging))\n",
-      "100%|██████████| 2000/2000 [00:07<00:00, 266.73it/s]\n"
+      "Initializing NUTS using jitter+adapt_diag...\n",
+      "Multiprocess sampling (4 chains in 4 jobs)\n",
+      "NUTS: [sigma_y, b, a, sigma_b, mu_b]\n",
+      "Sampling 4 chains: 100%|██████████| 8000/8000 [00:22<00:00, 363.62draws/s]\n",
+      "There were 1 divergences after tuning. Increase `target_accept` or reparameterize.\n",
+      "There were 71 divergences after tuning. Increase `target_accept` or reparameterize.\n",
+      "There were 1 divergences after tuning. Increase `target_accept` or reparameterize.\n",
+      "There were 32 divergences after tuning. Increase `target_accept` or reparameterize.\n",
+      "The acceptance probability does not match the target. It is 0.5938732117578109, but should be close to 0.8. Try to increase the number of tuning steps.\n",
+      "The estimated number of effective samples is smaller than 200 for some parameters.\n"
      ]
     }
    ],
    "source": [
     "with varying_slope:\n",
-    "    varying_slope_trace = sample(1000, n_init=50000, tune=1000)"
+    "    varying_slope_trace = sample(1000, tune=1000)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [
     {
      "data": {
+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.gridspec.GridSpec at 0x13ba402e8>"
-      ]
-     },
-     "execution_count": 37,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaYAAAOFCAYAAAAh1kayAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x13ba40278>"
+       "<Figure size 432x1008 with 2 Axes>"
       ]
      },
      "metadata": {},
@@ -1185,19 +1596,19 @@
    ],
    "source": [
     "plt.figure(figsize=(6,14))\n",
-    "forestplot(varying_slope_trace, varnames=['b'])"
+    "forestplot(varying_slope_trace, varnames=['b']);"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAegAAAFLCAYAAAAd2B9MAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x13c89fa20>"
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -1226,9 +1637,118 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 32,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/svg+xml": [
+       "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
+       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
+       " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
+       "<!-- Generated by graphviz version 2.38.0 (20140413.2041)\n",
+       " -->\n",
+       "<!-- Title: %3 Pages: 1 -->\n",
+       "<svg width=\"706pt\" height=\"238pt\"\n",
+       " viewBox=\"0.00 0.00 706.19 238.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
+       "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 234)\">\n",
+       "<title>%3</title>\n",
+       "<polygon fill=\"white\" stroke=\"none\" points=\"-4,4 -4,-234 702.186,-234 702.186,4 -4,4\"/>\n",
+       "<g id=\"clust1\" class=\"cluster\"><title>cluster85</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M251.942,-91C251.942,-91 469.942,-91 469.942,-91 475.942,-91 481.942,-97 481.942,-103 481.942,-103 481.942,-154 481.942,-154 481.942,-160 475.942,-166 469.942,-166 469.942,-166 251.942,-166 251.942,-166 245.942,-166 239.942,-160 239.942,-154 239.942,-154 239.942,-103 239.942,-103 239.942,-97 245.942,-91 251.942,-91\"/>\n",
+       "<text text-anchor=\"middle\" x=\"466.942\" y=\"-98.8\" font-family=\"Times,serif\" font-size=\"14.00\">85</text>\n",
+       "</g>\n",
+       "<g id=\"clust2\" class=\"cluster\"><title>cluster919</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M233.942,-8C233.942,-8 365.942,-8 365.942,-8 371.942,-8 377.942,-14 377.942,-20 377.942,-20 377.942,-71 377.942,-71 377.942,-77 371.942,-83 365.942,-83 365.942,-83 233.942,-83 233.942,-83 227.942,-83 221.942,-77 221.942,-71 221.942,-71 221.942,-20 221.942,-20 221.942,-14 227.942,-8 233.942,-8\"/>\n",
+       "<text text-anchor=\"middle\" x=\"359.442\" y=\"-15.8\" font-family=\"Times,serif\" font-size=\"14.00\">919</text>\n",
+       "</g>\n",
+       "<!-- sigma_y -->\n",
+       "<g id=\"node1\" class=\"node\"><title>sigma_y</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"148.942\" cy=\"-140\" rx=\"81.4863\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"148.942\" y=\"-136.3\" font-family=\"Times,serif\" font-size=\"14.00\">sigma_y ~ Uniform</text>\n",
+       "</g>\n",
+       "<!-- y_like -->\n",
+       "<g id=\"node8\" class=\"node\"><title>y_like</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"299.942\" cy=\"-57\" rx=\"69.5877\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"299.942\" y=\"-53.3\" font-family=\"Times,serif\" font-size=\"14.00\">y_like ~ Normal</text>\n",
+       "</g>\n",
+       "<!-- sigma_y&#45;&gt;y_like -->\n",
+       "<g id=\"edge6\" class=\"edge\"><title>sigma_y&#45;&gt;y_like</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M177.436,-123.015C194.371,-113.582 216.308,-101.475 235.942,-91 243.955,-86.7244 252.575,-82.2176 260.812,-77.9552\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"262.612,-80.9653 269.896,-73.2721 259.404,-74.7435 262.612,-80.9653\"/>\n",
+       "</g>\n",
+       "<!-- sigma_b -->\n",
+       "<g id=\"node2\" class=\"node\"><title>sigma_b</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"450.942\" cy=\"-212\" rx=\"92.8835\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"450.942\" y=\"-208.3\" font-family=\"Times,serif\" font-size=\"14.00\">sigma_b ~ HalfCauchy</text>\n",
+       "</g>\n",
+       "<!-- b -->\n",
+       "<g id=\"node7\" class=\"node\"><title>b</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"421.942\" cy=\"-140\" rx=\"51.9908\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"421.942\" y=\"-136.3\" font-family=\"Times,serif\" font-size=\"14.00\">b ~ Normal</text>\n",
+       "</g>\n",
+       "<!-- sigma_b&#45;&gt;b -->\n",
+       "<g id=\"edge4\" class=\"edge\"><title>sigma_b&#45;&gt;b</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M443.773,-193.697C440.507,-185.813 436.568,-176.304 432.94,-167.546\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"436.089,-166.003 429.028,-158.104 429.622,-168.683 436.089,-166.003\"/>\n",
+       "</g>\n",
+       "<!-- sigma_a -->\n",
+       "<g id=\"node3\" class=\"node\"><title>sigma_a</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"92.9418\" cy=\"-212\" rx=\"92.8835\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"92.9418\" y=\"-208.3\" font-family=\"Times,serif\" font-size=\"14.00\">sigma_a ~ HalfCauchy</text>\n",
+       "</g>\n",
+       "<!-- a -->\n",
+       "<g id=\"node6\" class=\"node\"><title>a</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"299.942\" cy=\"-140\" rx=\"51.9908\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"299.942\" y=\"-136.3\" font-family=\"Times,serif\" font-size=\"14.00\">a ~ Normal</text>\n",
+       "</g>\n",
+       "<!-- sigma_a&#45;&gt;a -->\n",
+       "<g id=\"edge2\" class=\"edge\"><title>sigma_a&#45;&gt;a</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M142.976,-196.791C171.335,-188.435 207.354,-177.315 238.942,-166 245.457,-163.666 252.298,-161.04 258.947,-158.39\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"260.538,-161.521 268.491,-154.521 257.909,-155.034 260.538,-161.521\"/>\n",
+       "</g>\n",
+       "<!-- mu_a -->\n",
+       "<g id=\"node4\" class=\"node\"><title>mu_a</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"271.942\" cy=\"-212\" rx=\"67.6881\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"271.942\" y=\"-208.3\" font-family=\"Times,serif\" font-size=\"14.00\">mu_a ~ Normal</text>\n",
+       "</g>\n",
+       "<!-- mu_a&#45;&gt;a -->\n",
+       "<g id=\"edge1\" class=\"edge\"><title>mu_a&#45;&gt;a</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M278.72,-194.055C281.871,-186.176 285.695,-176.617 289.224,-167.794\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"292.567,-168.86 293.032,-158.275 286.068,-166.26 292.567,-168.86\"/>\n",
+       "</g>\n",
+       "<!-- mu_b -->\n",
+       "<g id=\"node5\" class=\"node\"><title>mu_b</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"629.942\" cy=\"-212\" rx=\"68.4888\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"629.942\" y=\"-208.3\" font-family=\"Times,serif\" font-size=\"14.00\">mu_b ~ Normal</text>\n",
+       "</g>\n",
+       "<!-- mu_b&#45;&gt;b -->\n",
+       "<g id=\"edge3\" class=\"edge\"><title>mu_b&#45;&gt;b</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M589.343,-197.337C554.438,-185.59 504.124,-168.658 467.779,-156.426\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"468.517,-152.982 457.923,-153.109 466.284,-159.616 468.517,-152.982\"/>\n",
+       "</g>\n",
+       "<!-- a&#45;&gt;y_like -->\n",
+       "<g id=\"edge5\" class=\"edge\"><title>a&#45;&gt;y_like</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M299.942,-121.822C299.942,-111.19 299.942,-97.306 299.942,-85.2035\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"303.442,-85.1532 299.942,-75.1533 296.442,-85.1533 303.442,-85.1532\"/>\n",
+       "</g>\n",
+       "<!-- b&#45;&gt;y_like -->\n",
+       "<g id=\"edge7\" class=\"edge\"><title>b&#45;&gt;y_like</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M403.335,-123C391.562,-113.224 375.808,-100.768 360.942,-91 354.22,-86.5837 346.853,-82.2253 339.635,-78.1953\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"341.087,-75.0007 330.632,-73.2866 337.736,-81.1465 341.087,-75.0007\"/>\n",
+       "</g>\n",
+       "</g>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<graphviz.dot.Digraph at 0x7fd690141be0>"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "with Model() as varying_intercept_slope:\n",
     "    \n",
@@ -1250,12 +1770,14 @@
     "    y_hat = a[county] + b[county] * floor_measure\n",
     "    \n",
     "    # Data likelihood\n",
-    "    y_like = Normal('y_like', mu=y_hat, sd=sigma_y, observed=log_radon)"
+    "    y_like = Normal('y_like', mu=y_hat, sd=sigma_y, observed=log_radon)\n",
+    "    \n",
+    "model_to_graphviz(varying_intercept_slope)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [
     {
@@ -1263,41 +1785,33 @@
      "output_type": "stream",
      "text": [
       "Auto-assigning NUTS sampler...\n",
-      "Initializing NUTS using ADVI...\n",
-      "Average Loss = 1,110.8:  67%|██████▋   | 33292/50000 [00:07<00:03, 4380.03it/s]\n",
-      "Convergence archived at 33500\n",
-      "Interrupted at 33,500 [67%]: Average Loss = 2,055.3\n",
-      " 99%|█████████▉| 1976/2000 [00:13<00:00, 242.95it/s]/Users/fonnescj/Repos/pymc3/pymc3/step_methods/hmc/nuts.py:440: UserWarning: The acceptance probability in chain 0 does not match the target. It is 0.714423561207, but should be close to 0.8. Try to increase the number of tuning steps.\n",
-      "  % (self._chain_id, mean_accept, target_accept))\n",
-      "100%|██████████| 2000/2000 [00:13<00:00, 146.79it/s]\n"
+      "Initializing NUTS using jitter+adapt_diag...\n",
+      "Multiprocess sampling (4 chains in 4 jobs)\n",
+      "NUTS: [sigma_y, b, a, sigma_b, mu_b, sigma_a, mu_a]\n",
+      "Sampling 4 chains: 100%|██████████| 8000/8000 [00:26<00:00, 305.07draws/s]\n",
+      "There were 35 divergences after tuning. Increase `target_accept` or reparameterize.\n",
+      "The acceptance probability does not match the target. It is 0.7018759674375128, but should be close to 0.8. Try to increase the number of tuning steps.\n",
+      "There were 4 divergences after tuning. Increase `target_accept` or reparameterize.\n",
+      "The acceptance probability does not match the target. It is 0.6832205781644568, but should be close to 0.8. Try to increase the number of tuning steps.\n",
+      "The estimated number of effective samples is smaller than 200 for some parameters.\n"
      ]
     }
    ],
    "source": [
     "with varying_intercept_slope:\n",
-    "    varying_intercept_slope_trace = sample(1000, n_init=50000, tune=1000)"
+    "    varying_intercept_slope_trace = sample(1000, tune=1000)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [
     {
      "data": {
+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.gridspec.GridSpec at 0x14374b4a8>"
-      ]
-     },
-     "execution_count": 41,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaYAAAP/CAYAAACLb2gVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQgihKzIxCSGE0JX/AR+w1CjkXt7jAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x14374b550>"
+       "<Figure size 432x1152 with 2 Axes>"
       ]
      },
      "metadata": {},
@@ -1306,19 +1820,19 @@
    ],
    "source": [
     "plt.figure(figsize=(6,16))\n",
-    "forestplot(varying_intercept_slope_trace, varnames=['a','b'])"
+    "forestplot(varying_intercept_slope_trace, varnames=['a','b']);"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 35,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAecAAAFJCAYAAAChG+XKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMDAwSDD8f0rUPlpxJtMyAAAAAElFTkSuQmCC\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x144342ef0>"
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -1359,9 +1873,118 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 36,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/svg+xml": [
+       "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
+       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
+       " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
+       "<!-- Generated by graphviz version 2.38.0 (20140413.2041)\n",
+       " -->\n",
+       "<!-- Title: %3 Pages: 1 -->\n",
+       "<svg width=\"537pt\" height=\"310pt\"\n",
+       " viewBox=\"0.00 0.00 537.13 310.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
+       "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 306)\">\n",
+       "<title>%3</title>\n",
+       "<polygon fill=\"white\" stroke=\"none\" points=\"-4,4 -4,-306 533.134,-306 533.134,4 -4,4\"/>\n",
+       "<g id=\"clust1\" class=\"cluster\"><title>cluster85</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M372.193,-163C372.193,-163 500.193,-163 500.193,-163 506.193,-163 512.193,-169 512.193,-175 512.193,-175 512.193,-226 512.193,-226 512.193,-232 506.193,-238 500.193,-238 500.193,-238 372.193,-238 372.193,-238 366.193,-238 360.193,-232 360.193,-226 360.193,-226 360.193,-175 360.193,-175 360.193,-169 366.193,-163 372.193,-163\"/>\n",
+       "<text text-anchor=\"middle\" x=\"497.193\" y=\"-170.8\" font-family=\"Times,serif\" font-size=\"14.00\">85</text>\n",
+       "</g>\n",
+       "<g id=\"clust2\" class=\"cluster\"><title>cluster919</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M201.193,-8C201.193,-8 333.193,-8 333.193,-8 339.193,-8 345.193,-14 345.193,-20 345.193,-20 345.193,-143 345.193,-143 345.193,-149 339.193,-155 333.193,-155 333.193,-155 201.193,-155 201.193,-155 195.193,-155 189.193,-149 189.193,-143 189.193,-143 189.193,-20 189.193,-20 189.193,-14 195.193,-8 201.193,-8\"/>\n",
+       "<text text-anchor=\"middle\" x=\"326.693\" y=\"-15.8\" font-family=\"Times,serif\" font-size=\"14.00\">919</text>\n",
+       "</g>\n",
+       "<!-- sigma_y -->\n",
+       "<g id=\"node1\" class=\"node\"><title>sigma_y</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"100.193\" cy=\"-129\" rx=\"81.4863\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"100.193\" y=\"-125.3\" font-family=\"Times,serif\" font-size=\"14.00\">sigma_y ~ Uniform</text>\n",
+       "</g>\n",
+       "<!-- y_like -->\n",
+       "<g id=\"node8\" class=\"node\"><title>y_like</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"267.193\" cy=\"-57\" rx=\"69.5877\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"267.193\" y=\"-53.3\" font-family=\"Times,serif\" font-size=\"14.00\">y_like ~ Normal</text>\n",
+       "</g>\n",
+       "<!-- sigma_y&#45;&gt;y_like -->\n",
+       "<g id=\"edge6\" class=\"edge\"><title>sigma_y&#45;&gt;y_like</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M136.429,-112.811C161.83,-102.164 195.93,-87.8704 222.939,-76.5492\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"224.302,-79.7733 232.171,-72.6796 221.596,-73.3175 224.302,-79.7733\"/>\n",
+       "</g>\n",
+       "<!-- gamma_1 -->\n",
+       "<g id=\"node2\" class=\"node\"><title>gamma_1</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"83.1926\" cy=\"-212\" rx=\"83.3857\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"83.1926\" y=\"-208.3\" font-family=\"Times,serif\" font-size=\"14.00\">gamma_1 ~ Normal</text>\n",
+       "</g>\n",
+       "<!-- a -->\n",
+       "<g id=\"node7\" class=\"node\"><title>a</title>\n",
+       "<polygon fill=\"none\" stroke=\"black\" points=\"323.193,-147 211.193,-147 211.193,-111 323.193,-111 323.193,-147\"/>\n",
+       "<text text-anchor=\"middle\" x=\"267.193\" y=\"-125.3\" font-family=\"Times,serif\" font-size=\"14.00\">a ~ Deterministic</text>\n",
+       "</g>\n",
+       "<!-- gamma_1&#45;&gt;a -->\n",
+       "<g id=\"edge4\" class=\"edge\"><title>gamma_1&#45;&gt;a</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M111.704,-194.837C129.629,-185 153.408,-172.537 175.193,-163 185.071,-158.676 195.713,-154.465 206.133,-150.577\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"207.425,-153.832 215.61,-147.105 205.017,-147.259 207.425,-153.832\"/>\n",
+       "</g>\n",
+       "<!-- b -->\n",
+       "<g id=\"node3\" class=\"node\"><title>b</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"405.193\" cy=\"-129\" rx=\"51.9908\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"405.193\" y=\"-125.3\" font-family=\"Times,serif\" font-size=\"14.00\">b ~ Normal</text>\n",
+       "</g>\n",
+       "<!-- b&#45;&gt;y_like -->\n",
+       "<g id=\"edge7\" class=\"edge\"><title>b&#45;&gt;y_like</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M376.933,-113.666C356.557,-103.33 328.797,-89.2484 306.295,-77.8345\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"307.828,-74.6878 297.327,-73.2854 304.662,-80.9306 307.828,-74.6878\"/>\n",
+       "</g>\n",
+       "<!-- sigma_a -->\n",
+       "<g id=\"node4\" class=\"node\"><title>sigma_a</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"436.193\" cy=\"-284\" rx=\"92.8835\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"436.193\" y=\"-280.3\" font-family=\"Times,serif\" font-size=\"14.00\">sigma_a ~ HalfCauchy</text>\n",
+       "</g>\n",
+       "<!-- eps_a -->\n",
+       "<g id=\"node6\" class=\"node\"><title>eps_a</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"436.193\" cy=\"-212\" rx=\"67.6881\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"436.193\" y=\"-208.3\" font-family=\"Times,serif\" font-size=\"14.00\">eps_a ~ Normal</text>\n",
+       "</g>\n",
+       "<!-- sigma_a&#45;&gt;eps_a -->\n",
+       "<g id=\"edge1\" class=\"edge\"><title>sigma_a&#45;&gt;eps_a</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M436.193,-265.697C436.193,-257.983 436.193,-248.712 436.193,-240.112\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"439.693,-240.104 436.193,-230.104 432.693,-240.104 439.693,-240.104\"/>\n",
+       "</g>\n",
+       "<!-- gamma_0 -->\n",
+       "<g id=\"node5\" class=\"node\"><title>gamma_0</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"267.193\" cy=\"-212\" rx=\"83.3857\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"267.193\" y=\"-208.3\" font-family=\"Times,serif\" font-size=\"14.00\">gamma_0 ~ Normal</text>\n",
+       "</g>\n",
+       "<!-- gamma_0&#45;&gt;a -->\n",
+       "<g id=\"edge3\" class=\"edge\"><title>gamma_0&#45;&gt;a</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M267.193,-193.822C267.193,-183.19 267.193,-169.306 267.193,-157.204\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"270.693,-157.153 267.193,-147.153 263.693,-157.153 270.693,-157.153\"/>\n",
+       "</g>\n",
+       "<!-- eps_a&#45;&gt;a -->\n",
+       "<g id=\"edge2\" class=\"edge\"><title>eps_a&#45;&gt;a</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M413.342,-194.954C398.398,-184.919 378.191,-172.199 359.193,-163 350.144,-158.619 340.355,-154.498 330.654,-150.751\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"331.605,-147.37 321.013,-147.134 329.146,-153.924 331.605,-147.37\"/>\n",
+       "</g>\n",
+       "<!-- a&#45;&gt;y_like -->\n",
+       "<g id=\"edge5\" class=\"edge\"><title>a&#45;&gt;y_like</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M267.193,-110.697C267.193,-102.983 267.193,-93.7125 267.193,-85.1124\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"270.693,-85.1043 267.193,-75.1043 263.693,-85.1044 270.693,-85.1043\"/>\n",
+       "</g>\n",
+       "</g>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<graphviz.dot.Digraph at 0x7fd67bc5b780>"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "from pymc3 import Deterministic\n",
     "\n",
@@ -1392,12 +2015,13 @@
     "    \n",
     "    # Data likelihood\n",
     "    y_like = Normal('y_like', mu=y_hat, sd=sigma_y, observed=log_radon)\n",
-    "    "
+    "\n",
+    "model_to_graphviz(hierarchical_intercept)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 37,
    "metadata": {},
    "outputs": [
     {
@@ -1405,31 +2029,31 @@
      "output_type": "stream",
      "text": [
       "Auto-assigning NUTS sampler...\n",
-      "Initializing NUTS using ADVI...\n",
-      "Average Loss = 1,090.9:  65%|██████▍   | 32391/50000 [00:06<00:03, 5310.72it/s]\n",
-      "Convergence archived at 32500\n",
-      "Interrupted at 32,500 [65%]: Average Loss = 2,042.8\n",
-      " 99%|█████████▉| 1985/2000 [00:08<00:00, 296.78it/s]/Users/fonnescj/Repos/pymc3/pymc3/step_methods/hmc/nuts.py:440: UserWarning: The acceptance probability in chain 0 does not match the target. It is 0.393053556431, but should be close to 0.8. Try to increase the number of tuning steps.\n",
-      "  % (self._chain_id, mean_accept, target_accept))\n",
-      "100%|██████████| 2000/2000 [00:08<00:00, 239.78it/s]\n"
+      "Initializing NUTS using jitter+adapt_diag...\n",
+      "Multiprocess sampling (4 chains in 4 jobs)\n",
+      "NUTS: [sigma_y, b, eps_a, gamma_1, gamma_0, sigma_a]\n",
+      "Sampling 4 chains: 100%|██████████| 8000/8000 [00:18<00:00, 436.44draws/s]\n",
+      "There were 2 divergences after tuning. Increase `target_accept` or reparameterize.\n",
+      "The acceptance probability does not match the target. It is 0.6586914850689609, but should be close to 0.8. Try to increase the number of tuning steps.\n",
+      "The estimated number of effective samples is smaller than 200 for some parameters.\n"
      ]
     }
    ],
    "source": [
     "with hierarchical_intercept:\n",
-    "    hierarchical_intercept_trace = sample(1000, n_init=50000, tune=1000)"
+    "    hierarchical_intercept_trace = sample(1000, tune=1000)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 38,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfYAAAFXCAYAAABQq2z3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkcAuhBBCxBAJ7EIIIUQM+Qdjr0ovF7ipqwAAAABJRU5ErkJggg==\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x144df9438>"
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -1473,7 +2097,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 39,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1483,9 +2107,122 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 40,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/svg+xml": [
+       "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
+       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
+       " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
+       "<!-- Generated by graphviz version 2.38.0 (20140413.2041)\n",
+       " -->\n",
+       "<!-- Title: %3 Pages: 1 -->\n",
+       "<svg width=\"529pt\" height=\"329pt\"\n",
+       " viewBox=\"0.00 0.00 529.18 329.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
+       "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 325)\">\n",
+       "<title>%3</title>\n",
+       "<polygon fill=\"white\" stroke=\"none\" points=\"-4,4 -4,-325 525.185,-325 525.185,4 -4,4\"/>\n",
+       "<g id=\"clust1\" class=\"cluster\"><title>cluster3</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M171.243,-238C171.243,-238 313.243,-238 313.243,-238 319.243,-238 325.243,-244 325.243,-250 325.243,-250 325.243,-301 325.243,-301 325.243,-307 319.243,-313 313.243,-313 313.243,-313 171.243,-313 171.243,-313 165.243,-313 159.243,-307 159.243,-301 159.243,-301 159.243,-250 159.243,-250 159.243,-244 165.243,-238 171.243,-238\"/>\n",
+       "<text text-anchor=\"middle\" x=\"313.743\" y=\"-245.8\" font-family=\"Times,serif\" font-size=\"14.00\">3</text>\n",
+       "</g>\n",
+       "<g id=\"clust2\" class=\"cluster\"><title>cluster919</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M182.243,-8C182.243,-8 314.243,-8 314.243,-8 320.243,-8 326.243,-14 326.243,-20 326.243,-20 326.243,-218 326.243,-218 326.243,-224 320.243,-230 314.243,-230 314.243,-230 182.243,-230 182.243,-230 176.243,-230 170.243,-224 170.243,-218 170.243,-218 170.243,-20 170.243,-20 170.243,-14 176.243,-8 182.243,-8\"/>\n",
+       "<text text-anchor=\"middle\" x=\"307.743\" y=\"-15.8\" font-family=\"Times,serif\" font-size=\"14.00\">919</text>\n",
+       "</g>\n",
+       "<g id=\"clust3\" class=\"cluster\"><title>cluster85</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M358.243,-155C358.243,-155 486.243,-155 486.243,-155 492.243,-155 498.243,-161 498.243,-167 498.243,-167 498.243,-218 498.243,-218 498.243,-224 492.243,-230 486.243,-230 486.243,-230 358.243,-230 358.243,-230 352.243,-230 346.243,-224 346.243,-218 346.243,-218 346.243,-167 346.243,-167 346.243,-161 352.243,-155 358.243,-155\"/>\n",
+       "<text text-anchor=\"middle\" x=\"483.243\" y=\"-162.8\" font-family=\"Times,serif\" font-size=\"14.00\">85</text>\n",
+       "</g>\n",
+       "<!-- sigma_y -->\n",
+       "<g id=\"node1\" class=\"node\"><title>sigma_y</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"81.2428\" cy=\"-129\" rx=\"81.4863\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"81.2428\" y=\"-125.3\" font-family=\"Times,serif\" font-size=\"14.00\">sigma_y ~ Uniform</text>\n",
+       "</g>\n",
+       "<!-- y_like -->\n",
+       "<g id=\"node7\" class=\"node\"><title>y_like</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"248.243\" cy=\"-57\" rx=\"69.5877\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"248.243\" y=\"-53.3\" font-family=\"Times,serif\" font-size=\"14.00\">y_like ~ Normal</text>\n",
+       "</g>\n",
+       "<!-- sigma_y&#45;&gt;y_like -->\n",
+       "<g id=\"edge6\" class=\"edge\"><title>sigma_y&#45;&gt;y_like</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M117.479,-112.811C142.88,-102.164 176.98,-87.8704 203.99,-76.5492\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"205.352,-79.7733 213.221,-72.6796 202.646,-73.3175 205.352,-79.7733\"/>\n",
+       "</g>\n",
+       "<!-- b -->\n",
+       "<g id=\"node2\" class=\"node\"><title>b</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"386.243\" cy=\"-129\" rx=\"51.9908\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"386.243\" y=\"-125.3\" font-family=\"Times,serif\" font-size=\"14.00\">b ~ Normal</text>\n",
+       "</g>\n",
+       "<!-- b&#45;&gt;y_like -->\n",
+       "<g id=\"edge7\" class=\"edge\"><title>b&#45;&gt;y_like</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M357.983,-113.666C337.607,-103.33 309.847,-89.2484 287.345,-77.8345\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"288.879,-74.6878 278.377,-73.2854 285.712,-80.9306 288.879,-74.6878\"/>\n",
+       "</g>\n",
+       "<!-- sigma_a -->\n",
+       "<g id=\"node3\" class=\"node\"><title>sigma_a</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"428.243\" cy=\"-287\" rx=\"92.8835\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"428.243\" y=\"-283.3\" font-family=\"Times,serif\" font-size=\"14.00\">sigma_a ~ HalfCauchy</text>\n",
+       "</g>\n",
+       "<!-- eps_a -->\n",
+       "<g id=\"node8\" class=\"node\"><title>eps_a</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"422.243\" cy=\"-204\" rx=\"67.6881\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"422.243\" y=\"-200.3\" font-family=\"Times,serif\" font-size=\"14.00\">eps_a ~ Normal</text>\n",
+       "</g>\n",
+       "<!-- sigma_a&#45;&gt;eps_a -->\n",
+       "<g id=\"edge2\" class=\"edge\"><title>sigma_a&#45;&gt;eps_a</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M426.97,-268.822C426.183,-258.19 425.154,-244.306 424.258,-232.204\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"427.743,-231.867 423.513,-222.153 420.762,-232.385 427.743,-231.867\"/>\n",
+       "</g>\n",
+       "<!-- gamma -->\n",
+       "<g id=\"node4\" class=\"node\"><title>gamma</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"242.243\" cy=\"-287\" rx=\"74.9875\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"242.243\" y=\"-283.3\" font-family=\"Times,serif\" font-size=\"14.00\">gamma ~ Normal</text>\n",
+       "</g>\n",
+       "<!-- mu_a -->\n",
+       "<g id=\"node5\" class=\"node\"><title>mu_a</title>\n",
+       "<polygon fill=\"none\" stroke=\"black\" points=\"316.743,-222 179.743,-222 179.743,-186 316.743,-186 316.743,-222\"/>\n",
+       "<text text-anchor=\"middle\" x=\"248.243\" y=\"-200.3\" font-family=\"Times,serif\" font-size=\"14.00\">mu_a ~ Deterministic</text>\n",
+       "</g>\n",
+       "<!-- gamma&#45;&gt;mu_a -->\n",
+       "<g id=\"edge1\" class=\"edge\"><title>gamma&#45;&gt;mu_a</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M243.515,-268.822C244.303,-258.19 245.331,-244.306 246.228,-232.204\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"249.724,-232.385 246.972,-222.153 242.743,-231.867 249.724,-232.385\"/>\n",
+       "</g>\n",
+       "<!-- a -->\n",
+       "<g id=\"node6\" class=\"node\"><title>a</title>\n",
+       "<polygon fill=\"none\" stroke=\"black\" points=\"304.243,-147 192.243,-147 192.243,-111 304.243,-111 304.243,-147\"/>\n",
+       "<text text-anchor=\"middle\" x=\"248.243\" y=\"-125.3\" font-family=\"Times,serif\" font-size=\"14.00\">a ~ Deterministic</text>\n",
+       "</g>\n",
+       "<!-- mu_a&#45;&gt;a -->\n",
+       "<g id=\"edge4\" class=\"edge\"><title>mu_a&#45;&gt;a</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M248.243,-185.7C248.243,-177.245 248.243,-166.869 248.243,-157.373\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"251.743,-157.176 248.243,-147.176 244.743,-157.176 251.743,-157.176\"/>\n",
+       "</g>\n",
+       "<!-- a&#45;&gt;y_like -->\n",
+       "<g id=\"edge5\" class=\"edge\"><title>a&#45;&gt;y_like</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M248.243,-110.697C248.243,-102.983 248.243,-93.7125 248.243,-85.1124\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"251.743,-85.1043 248.243,-75.1043 244.743,-85.1044 251.743,-85.1043\"/>\n",
+       "</g>\n",
+       "<!-- eps_a&#45;&gt;a -->\n",
+       "<g id=\"edge3\" class=\"edge\"><title>eps_a&#45;&gt;a</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M395.497,-187.364C377.466,-177.246 352.919,-164.279 330.243,-155 324.948,-152.834 319.395,-150.754 313.78,-148.784\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"314.902,-145.469 304.307,-145.577 312.657,-152.099 314.902,-145.469\"/>\n",
+       "</g>\n",
+       "</g>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<graphviz.dot.Digraph at 0x7fd68c3abf28>"
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "with Model() as contextual_effect:\n",
     "    \n",
@@ -1513,12 +2250,13 @@
     "    \n",
     "    # Data likelihood\n",
     "    y_like = Normal('y_like', mu=y_hat, sd=sigma_y, observed=log_radon)\n",
-    "    "
+    "\n",
+    "model_to_graphviz(contextual_effect)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 41,
    "metadata": {},
    "outputs": [
     {
@@ -1526,77 +2264,107 @@
      "output_type": "stream",
      "text": [
       "Auto-assigning NUTS sampler...\n",
-      "Initializing NUTS using ADVI...\n",
-      "Average Loss = 1,130.7:  62%|██████▏   | 30915/50000 [00:06<00:03, 5601.80it/s]\n",
-      "Convergence archived at 31000\n",
-      "Interrupted at 31,000 [62%]: Average Loss = 2,133.5\n",
-      "100%|██████████| 2000/2000 [00:09<00:00, 203.41it/s]\n"
+      "Initializing NUTS using jitter+adapt_diag...\n",
+      "Multiprocess sampling (4 chains in 4 jobs)\n",
+      "NUTS: [sigma_y, b, eps_a, gamma, sigma_a]\n",
+      "Sampling 4 chains: 100%|██████████| 8000/8000 [00:19<00:00, 407.55draws/s]\n",
+      "There were 2 divergences after tuning. Increase `target_accept` or reparameterize.\n",
+      "There were 1 divergences after tuning. Increase `target_accept` or reparameterize.\n",
+      "The acceptance probability does not match the target. It is 0.6922214272506528, but should be close to 0.8. Try to increase the number of tuning steps.\n",
+      "The estimated number of effective samples is smaller than 200 for some parameters.\n"
      ]
     }
    ],
    "source": [
     "with contextual_effect:\n",
-    "    contextual_effect_trace = sample(1000, n_init=50000, tune=1000)"
+    "    contextual_effect_trace = sample(1000, tune=1000)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": 42,
    "metadata": {},
    "outputs": [
     {
      "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>mean</th>\n",
+       "      <th>sd</th>\n",
+       "      <th>mc_error</th>\n",
+       "      <th>hpd_2.5</th>\n",
+       "      <th>hpd_97.5</th>\n",
+       "      <th>n_eff</th>\n",
+       "      <th>Rhat</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>gamma__0</th>\n",
+       "      <td>1.427291</td>\n",
+       "      <td>0.048235</td>\n",
+       "      <td>0.001048</td>\n",
+       "      <td>1.330803</td>\n",
+       "      <td>1.516513</td>\n",
+       "      <td>2024.872123</td>\n",
+       "      <td>1.001484</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>gamma__1</th>\n",
+       "      <td>0.698287</td>\n",
+       "      <td>0.087482</td>\n",
+       "      <td>0.001630</td>\n",
+       "      <td>0.527938</td>\n",
+       "      <td>0.869216</td>\n",
+       "      <td>3172.220320</td>\n",
+       "      <td>1.000012</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>gamma__2</th>\n",
+       "      <td>0.390631</td>\n",
+       "      <td>0.196336</td>\n",
+       "      <td>0.004177</td>\n",
+       "      <td>-0.004603</td>\n",
+       "      <td>0.771079</td>\n",
+       "      <td>2233.710720</td>\n",
+       "      <td>0.999814</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
       "text/plain": [
-       "<matplotlib.gridspec.GridSpec at 0x148788a20>"
+       "              mean        sd  mc_error   hpd_2.5  hpd_97.5        n_eff  \\\n",
+       "gamma__0  1.427291  0.048235  0.001048  1.330803  1.516513  2024.872123   \n",
+       "gamma__1  0.698287  0.087482  0.001630  0.527938  0.869216  3172.220320   \n",
+       "gamma__2  0.390631  0.196336  0.004177 -0.004603  0.771079  2233.710720   \n",
+       "\n",
+       "              Rhat  \n",
+       "gamma__0  1.001484  \n",
+       "gamma__1  1.000012  \n",
+       "gamma__2  0.999814  "
       ]
      },
-     "execution_count": 49,
+     "execution_count": 42,
      "metadata": {},
      "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiMAAAF8CAYAAAAdGrsOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3X2UjfX+//HX3Bj3suhEJU2p0c3WQSqU5F7mkuVupk2k\nUzlOnFpEdcWhpdoIJ+GUkpWWbMTRaGORsNzk5mCJa7fIWYRD7lZyO8wYc/3+8LO/TczoMptPrp6P\ntVrN7GvPdb0+QzPv3td7f3aC67quAAAADEk0HQAAAPyxUYwAAACjKEYAAIBRFCMAAMAoihEAAGAU\nxQgAADCKYgTwoSlTpqhVq1Zq166d+vXrpyNHjsSOPfTQQ2rXrl3sny+//FKStGTJErVs2VKWZclx\nnNjzBw4cqFWrVhV5ve3bt+vvf/+72rZtqyeeeEJPPfWU1q9fX+x1TJo0Sa+99lqBHHv27FGdOnUu\n+vxx48Zp6NChnq4xe/Zs/fWvf73k82bOnKmpU6d6OvflKGp9gF8lmw4AIL7WrFmjiRMn6vPPP1fV\nqlWVlZWlwYMHa+zYsdqxY4cqVqyoOXPmXPB148aN02effaYff/xREydO1NixY7V582adOHFCDRs2\nLPR6O3bs0NNPP61hw4apUaNGkqTVq1erV69emjZtmu688864rOvtt9+WdO6XtQkbNmyI21oAFEQx\nAvjMd999p4YNG6pq1aqSpJYtW2rQoEHKzc3Vxo0blZiYqC5duuj48eNq1aqV/va3vykpKUkpKSnK\nzs7W8ePHVaJECbmuq5EjR2rEiBFFXm/ixInq2LFjrBCRpAYNGmj06NEqVaqU9uzZo65du6pGjRra\nu3evpkyZoj179mjUqFE6deqUEhMT1adPHzVp0kRnzpzRW2+9pVWrVqly5cqqXLmyypcvL0nq1q2b\nunbtqkAgoPz8fA0cOFDfffedkpOTNWjQINWuXbtArgMHDmjo0KHat2+fzpw5o/T0dPXq1avItYwb\nN0579+7VoUOHtHfvXlWpUkUjR47Upk2btGTJEn3zzTcqVaqUunbtqg8++EBfffWV8vPzdfPNN2vI\nkCGqUqWKunXrpuuuu047duxQZmam3n//fa1YsUIpKSk6e/asHnvsMU2ePFnHjx/XyJEjlZubq0OH\nDqlhw4YKhUIF8mzfvl0DBw5Ubm6uXNdVp06d1LVr19/8dwG4VlCMAD7z5z//WVOmTNHevXt18803\na/bs2Tpz5oyOHDmis2fPqmHDhnr55ZeVl5ennj17qly5curRo4cGDBigfv36qWTJknrrrbc0c+ZM\n1a9fXzfddFOR14tGo+rfv/8Fjzdu3FjSuU7G/v37NXr0aNWrV09Hjx6VbduaNGmSqlWrpgMHDigj\nI0M1a9bUokWLtHPnTs2bN095eXl66qmnYsXIL50+fVoPP/yw3n77ba1cuVIvvfSSFi1aVOA5AwYM\nUI8ePdS0aVPl5OTo+eefV/Xq1dWmTZsi17N+/XplZWWpXLly6tWrl6ZPn64XX3xRixcv1p133qmu\nXbsqKytL27Zt08yZM5WcnKwZM2Zo0KBBmjhxoiSpQoUKmj9/viRp0aJFWrJkiVq3bq2VK1eqWrVq\nqlGjhvr166cXX3xRDz30kE6ePKlmzZopGo2qYsWKsSyTJk1S06ZN1bNnTx06dEihUEjBYFCJidxh\nh79QjAA+U69ePfXu3Vt9+vRRQkKCOnbsqIoVK6pEiRLKyMgo8NxnnnlGU6ZMUY8ePVSvXj3Nnj1b\nknT06FHNnDlTn332mSZMmKANGzYoLS1NAwYMuOB6CQkJys/PLzJTcnJyrHPx7bff6tChQ+rdu3eB\nc3z//fdavXq1LMtSSkqKUlJS1LZtW33//fcXnK9ChQqxouKRRx6RdO520XnZ2dlat26djh49qvfe\ney/22NatWy9ZjDz44IMqV66cJOmee+7R0aNHL3jO0qVL5TiOOnbsKEnKz8/XqVOnYsfr1asX+7hT\np0764osv1Lp1a82ePTv2ZzB8+HAtX75cEyZM0I4dO5STk6Ps7OwCxUiLFi306quvavPmzWrQoIEG\nDRpEIQJfohgBfObEiRN68MEH1blzZ0nnbleMHTtWFStWVFZWlu666y7dddddkiTXdZWcfOGPgTFj\nxqhXr1768ccftXr1an366acaOHCgVq9erQYNGhR4bu3atfXtt9+qSZMmBR4fP368qlevrrp16yol\nJSV2nbNnz6pGjRqaOXNm7LkHDhxQpUqVNGPGjALnSEpKuugaf/0LOT8/XyVKlCjwueu6mj59ukqX\nLi1JOnz4sEqWLFn4N+7/K1WqVOzjhIQEXeztu/Lz8/Xcc8+pS5cukqTc3NwCRUuZMmViHz/++OMa\nPny4tm/frnXr1mn48OGSpKeeeko1a9ZUo0aN9Pjjj2vTpk0XXKtJkyZauHChVq1apdWrV+tf//qX\nZs+eHbsFB/gFJTbgMwcPHlS3bt104sQJSdIHH3yg9PR0JSQk6L///a/Gjh2rs2fP6vTp05o6deoF\nnYKtW7dq3759atasmXJzc2NFRGJiYoH/+z/v2Wef1cyZM7Vy5crYY8uXL9eUKVNiRc8v1a5dW7t2\n7dK6deskSVu2bFGrVq104MABNWrUSFlZWcrJyVFOTk7sVsevHTlyREuXLpV07lVApUqV0q233ho7\nXq5cOdWuXVuffPKJJOnYsWMKBoNavHjxb/4+/lpSUpLy8vIknevGzJo1K/Y9fu+99/TKK69c9OtK\nliyp9PR0vfbaa2rZsqVKly6tY8eOyXEc9e/fXy1bttT+/fu1e/fuCzpML7/8subPn6/09HQNGTJE\n5cqV0+7duy97DcDvFZ0RwGduv/129ezZU507d1Z+fr7uv/9+DR48WJLUp08fDR06VG3btlVeXp5a\nt24d66CcN3z4cA0ZMkSSVLNmTVWuXFktWrTQHXfcUWBI9bxbb71VEyZM0JgxYzRixAjl5+erUqVK\n+uCDD5SWlnbBq18qVaqksWPH6p133lFOTo5c19U777yjatWq6cknn9Tu3btlWZYqVqxYoMD4pcqV\nK+urr77SmDFjVLp0aY0bN+6CDs+oUaP05ptvqm3btsrNzZVlWXriiScu+/v66KOPxroazz//fGzW\nJSEhQTfeeGPs2MV07txZn332md544w1J524z9ezZU+3bt1eZMmVUpUoV1a1bV7t27dItt9wS+7oX\nXnhBAwcO1IwZM5SUlKTmzZvrgQceuOw1AL9XCe7FepAAAABXCbdpAACAURQjAADAKIoRAABgFAOs\nhcjLy9P+/ftNxwAAwDeqVq160e0EKEYKsX//fjVr1sx0DAAAfGPx4sWqVq3aBY/zappCFNYZOb/b\n4y/3VAAAAJdGZ8Sj5OTki1ZvwWBQki56DAAAeEdnBAAAGMWraTxyHEeO45iOAQCAb9AZ8Sg1NVWS\ntHPnTqM5AADwCzojAADAKDojAADAKDojAADAKIoRjyzLkmVZpmMAAOAb7DPiUTQaNR0BAABfoRjx\nKBQKmY4AAICvMMAKAACMYmbEo3A4rHA4bDoGAAC+QWfEIzY9AwAgvpgZ8SgQCJiOAACAr9AZAQAA\nRjEzAgAAjKIY8Sg1NTU2NwIAAIqPYgQAABjFAKtHkUjEdAQAAHyFAVYAAGAUt2k8sm1btm2bjgEA\ngG/QGfGITc8AAIgvZkY8CgaDpiMAAOArdEYAAIBRzIx45DiOHMcxHQMAAN+gM+IRMyMAAMQXnREA\nAGAUnREAAGAUnREAAGAUxYhHlmXJsizTMQAA8A32GfEoGo2ajgAAgK9QjHgUCoVMRwAAwFcYYAUA\nAEYxM+JROBxWOBw2HQMAAN+gM+IRm54BABBfzIx4FAgETEcAAMBX6IwAAACjmBkBAABGUYx4lJqa\nGpsbAQAAxUcxAgAAjGKA1aNIJGI6AgAAvsIAKwAAMIrbNB7Zti3btk3HAADAN+iMeMSmZwAAxBcz\nIx4Fg0HTEQAA8BU6IwAAwChmRjxyHEeO45iOAQCAb9AZ8YiZEQAA4ovOCAAAMIrOCAAAMIrOCAAA\nMMpXxUjTpk3VqlUrzZw5M/bYvn371KhRIx0+fFiSNHXqVLVo0UKWZV3WNSzLuuyvBQAAF/LdPiOj\nRo1SrVq1JElZWVkaO3asDh48GDvetWtX3XHHHXrzzTcv6/zRaDQuOQEA+K3WrJGWLZMaN5bq1zed\nJv4uWYx89NFHmjVrlsqWLat69epp8eLFWrJkiX744QcNHTpUJ0+e1KFDh3TXXXdpzJgxKlmypGrV\nqqVnnnlGq1atUnZ2tvr06aMFCxZo27ZtuuGGGzRhwgSVKVPmNz9v1qxZmjFjhs6cOaOjR4/q+eef\nV5cuXYrMfeDAAX399deaNGmSWrduHbdvWCgUitu5AABIT5fmz4/Pudq0kebNi8+5riq3CMuXL3db\ntWrlHj161M3Pz3dt23abNGniuq7rDh8+3M3KynJd13Vzc3Ndy7LcBQsWuK7rumlpae6nn37quq7r\nfvjhh26dOnXc/fv3u2fPnnXbt2/vfvnll7/5eSdOnHAzMjLcw4cPu67ruhs3bnRr16590bxNmjRx\nN2/efMHjaWlp7k8//RT7fM2aNW56enpRSwcA4De5917Xlfz1z733Xt3vYZGdkWXLlql169aqUKGC\npHO3ONasWSNJGjBggL755htNnDhRO3fu1MGDB5WdnR372latWkmSqlevrrS0NFWpUkWSVK1aNR09\nevQ3P69s2bKaMGGCli1bpp07d2rr1q0FrnO1hcNhSbpkZwYA8Mdwpe/er1kjNWok5eVJycnSihX+\nu1VTZDGSnJws9xev/E1KSop93K9fP509e1aPP/64HnvsMe3bt6/Ac0uUKHHRj3/tUs/bv3+/MjMz\nlZGRofvvv1+tW7fW0qVLL7GsK+f111+XRDECALg66tc/V4D4eWakyFfTNG7cWF999ZWOHz8uSZo1\na1bs2MqVK9W7d2+1adNGkrRp0yadPXs27gGj0agqVaqkF154QY888kisELkS1/otAoGAAoGAkWsD\nAP6Y6teXXn3Vn4WIdInOSIMGDZSRkaHMzEyVKlVKd955p0qXLi1J6tu3r3r37q0yZcqoXLlyeuCB\nB7R79+64B3z44Yc1a9YstW7dWgkJCXrwwQdVqVIl7dq1S7fffnvcr3cpc+fOverXBADAz4rcgdVx\nHG3cuFHdu3eXJH3yySfatGmTxowZc9UCetG0aVO99957sZf2Fmbt2rV68803KSwAAPgdKPI2zW23\n3ab169fLsiy1bdtWq1evlm3bVyvbZenfv3+BTc9+berUqRo0aNBlnz81NTX2ZnkAAKD4eG8aj3jX\nXgAA4st3O7BeaZFIxHQEAAB8hc4IAAAwyldvlHc12Lb9u5+bAQDgWkJnxCNmRgAAiC9mRjwKBoOm\nIwAA4Ct0RgAAgFHMjHjkOI4cxzEdAwAA36Az4hEzIwAAxBedEQAAYBSdEQAAYBSdEQAAYBTFiEeW\nZcmyLNMxAADwDfYZ8SgajZqOAACAr1CMeBQKhUxHAADAVxhgBQAARjEz4lE4HFY4HDYdAwAA36Az\n4hGbngEAEF/MjHgUCARMRwAAwFfojAAAAKOYGQEAAEZRjHiUmpoamxsBAADFRzECAACMYoDVo0gk\nYjoCAAC+wgArAAAwits0Htm2Ldu2TccAAMA36Ix4xKZnAADEFzMjHgWDQdMRAADwFTojAADAKGZG\nPHIcR47jmI4BAIBv0BnxiJkRAADii84IAAAwis4IAAAwis4IAAAwimLEI8uyZFmW6RgAAPgG+4x4\nFI1GTUcAAMBXKEY8CoVCpiMAAOArDLACAACjmBnxKBwOKxwOm44BAIBv0BnxiE3PAACIL2ZGPAoE\nAqYjAADgK3RGAACAUcyMAAAAoyhGPEpNTY3NjQAAgOKjGAEAAEYxwOpRJBIxHQEAAF9hgBUAABjF\nbRqPbNuWbdumYwAA4Bt0Rjxi0zMAAOKLmRGPgsGg6QgAAPgKnREAAGAUMyMeOY4jx3FMxwAAwDfo\njHjEzAgAAPFFZwQAABhFZwQAABhFZwQAABhFMeKRZVmyLMt0DAAAfIN9RjyKRqOmIwAA4CsUIx6F\nQiHTEQAA8BUGWAEAgFHMjHgUDocVDodNxwAAwDfojHjEpmcAAMQXMyMeBQIB0xEAAPAVOiMAAMAo\nZkYAAIBRFCMepaamxuZGAABA8VGMAAAAoxhg9SgSiZiOAACArzDACgAAjOI2jUe2bcu2bdMxAADw\nDTojHrHpGQAA8cXMiEfBYNB0BAAAfIXOCAAAMIqZEY8cx5HjOKZjAADgG3RGPGJmBACA+KIzAgAA\njKIzAgAAjKIzAgAAjKIY8ciyLFmWZToGAAC+wT4jHkWjUdMRAADwFYoRj0KhkOkIAAD4CgOsAADA\nKGZGPAqHwwqHw6ZjAADgG3RGPGLTMwAA4ouZEY8CgYDpCAAA+AqdEQAAYBQzIwAAwCiKEY9SU1Nj\ncyMAAKD4KEYAAIBRDLB6FIlETEcAAMBXGGAFAABGcZvGI9u2Zdu26RgAAPgGnRGP2PQMAID4YmbE\no2AwaDoCAAC+QmcEAAAYxcyIR47jyHEc0zEAAPANOiMeMTMCAEB80RkBAABG0RkBAABG0RkBAABG\nUYx4ZFmWLMsyHQMAAN9gnxGPotGo6QgAAPiKr4qRPXv2qEWLFkpLS9Nbb72lf/7znzp8+LDOnDmj\nTp066S9/+YveffddzZkzRzVr1tSHH37o+RqhUOgKJAcA4I/LV8WIJJUqVUpz5sxRMBhUhw4d1Llz\nZx0/flydOnXS3Xffrb59++rWW2/VwoULL+v8Xbp0iXNiAAD+2Hw7M9KpU6fYbEf58uVVvXp1/fjj\nj8U+bzgcVjgcLvZ5AL9Zs0YaMeLcvwHAC991Rs7r2LFj7OPly5dr48aNevvtt4t93tdff10SHRL4\nQ3q6NH++6RQXatNGmjfPdAoAV4tvi5HzsrKyNGzYMI0dO1Y33HBDsc8XCATikAq4tEBA+u470ynM\nmD9fSkgwneL/3HuvxOw6cOX4thhxXVcjRozQwoULNXnyZN19991xOe/cuXPjch7gUq6lX35r1kiN\nGkl5eVJysrRihVS/vulUAK4Vvi1G3nnnHa1bt07//ve/ValSJdNxAF+rX/9cAbJsmdS4MYUIAG98\nWYzs379fkydP1o033qhnnnkm9nj37t0LzJJcDt4oD7i4+vUpQgBcHl8WI1WrVtWWLVtMxwAAAL+B\n717ae/r0abVr167QYuTdd9/V2LFjL/v8kUhEkUjksr8eAAAUxLv2AgAAo3zXGbnSbNuWbdumYwAA\n4Bt0RjxigBUAgPjy5QDrlRQMBk1HAADAV+iMAAAAo5gZ8chxHDmOYzoGAAC+QWfEI2ZGAACILzoj\nAADAKDojAADAKDojAADAKIoRjyzLkmVZpmMAAOAb7DPiUTQaNR0BAABfoRjxKBQKmY4AAICvMMAK\nAACMYmbEo3A4rHA4bDoGAAC+QWfEIzY9AwAgvpgZ8SgQCJiOAACAr9AZAQAARjEzAgAAjKIY8Sg1\nNTU2NwIAAIqPYgQAABjFAKtHkUjEdAQAAHyFAVYAAGAUt2k8sm1btm2bjgEAgG/QGfGITc8AAIgv\nZkY8CgaDpiMAAOArdEYAAIBRzIx45DiOHMcxHQMAAN+gM+IRMyMAAMQXnREAAGAUnREAAGAUnREA\nAGAUxYhHlmXJsizTMQAA8A32GfEoGo2ajgAAgK9QjHgUCoVMRwAAwFcYYAUAAEYxM+JROBxWOBw2\nHQMAAN+gM+IRm54BABBfzIx4FAgETEcAAMBX6IwAAACjmBkBAABGUYx4lJqaGpsbAQAAxUcxAgAA\njGKA1aNIJGI6AgAAvsIAKwAAMIrbNB7Zti3btk3HAADAN+iMeMSmZwAAxBczIx4Fg0HTEQAA8BU6\nIwAAwChmRjxyHEeO45iOAQCAb9AZ8YiZEQAA4ovOCAAAMIrOCAAAMIrOCAAAMIpixCPLsmRZlukY\nAAD4BvuMeBSNRk1HAADAVyhGPAqFQqYjAADgKwywAgAAo5gZ8SgcDiscDpuOAQCAb9AZ8YhNzwAA\niC9mRjwKBAKmIwAA4Ct0RgAAgFHMjAAAAKMoRjxKTU2NzY0AAIDioxgBAABGMcDqUSQSMR0BAABf\nYYAVAAAYxW0aj2zblm3bpmMAAOAbdEY8YtMzAADii5kRj4LBoOkIAAD4Cp0RAABgFDMjHjmOI8dx\nTMcAAMA36Ix4xMwIAADxRWcEAAAYRWcEAAAYRWcEAAAYRTHikWVZsizLdAwAAHyDfUY8ikajpiMA\nAOArFCMehUIh0xEAAPAVBlgBAIBRzIx4FA6HFQ6HTccAAMA36Ix4xKZnAADEFzMjHgUCAdMRAADw\nFTojAADAKGZGAACAURQjHqWmpsbmRgAAQPFRjAAAAKMYYPUoEomYjgAAgK8wwAoAAIziNo1Htm3L\ntm3TMQAA8A06Ix6x6RkAAPHFzIhHwWDQdAQAAHyFzggAADCKmRGPHMeR4zimYwAA4Bt0RjxiZgQA\ngPiiMwIAAIyiMwIAAIyiMwIAAIyiGPHIsixZlmU6BgAAvsE+Ix5Fo1HTEQAA8BWKEY9CoZDpCAAA\n+AoDrAAAwChmRjwKh8MKh8OmYwAA4Bu+6ozs2bNHLVq0UFpamgYNGqTRo0crOztbiYmJ6tu3rxo3\nbizbtrV8+XK1atVKgwcP9nwNNj0DACC+fDczUqpUKc2ZM0dt27bVSy+9pObNm2vbtm3KzMzU2rVr\nNWzYMI0bN04///zzZZ0/EAjEOTF+L9askZYtkxo3lurXN50GAP44fFeMnPfFF18oKSlJkrR7925V\nqFAh9nlxzJ07t9jn+CNLT5fmzzed4trTpo00b57pFABwZfi2GElOTpbrumrevLn27t2rgQMHxqUY\nKa5AQPruO9MpcK2ZP19KSDCd4tpw770Sr8AHri2+LUYkKSEhQV9//bX+97//qWvXrqpRo4YaNGhQ\nrHMWd2aEH5K/T2vWSI0aSXl5UnKytGIFt2oA4Grx5atpcnNzNW/ePOXn50uSbrnlFjVs2FBbtmwx\nnAy/V/XrnytAhg+nEAGAq82XnZGUlBSNGTNG+fn5atu2rQ4cOKC1a9eqa9euxT53JBKJQ0L8HtWv\nTxECACb4shiRpPHjx2vo0KH6+OOPlZiYqAEDBqhWrVrFPm88zgEAAP6Pb4uRmjVraurUqXE/r23b\nkqRhw4bF/dwAAPwR+W5m5PTp02rXrl2h8yG2bWv69OmXff5p06Zp2rRpl/31AACgIF/twHo10BkB\nACC+KEYAAIBRvrtNc6U5jiPHcUzHAADAN+iMeMQb5QEAEF90RgAAgFF0RgAAgFF0RgAAgFEUIx5Z\nliXLskzHAADAN3y7A+uVEuVtdwEAiCuKEY9CoZDpCAAA+AoDrAAAwChmRjwKh8MKh8OmYwAA4Bt0\nRjxi0zMAAOKLmRGPAoGA6QgAAPgKnREAAGAUMyMAAMAoihGPUlNTY3MjAACg+ChGAACAUQywehSJ\nRExHAADAVxhgBQAARnGbxiPbtmXbtukYAAD4Bp0Rj9j0DACA+GJmxKNgMGg6AgAAvkJnBAAAGMXM\niEeO48hxHNMxAADwDTojHjEzAgBAfNEZAQAARtEZAQAARtEZAQAARlGMeGRZlizLMh0DAADfYJ8R\nj6LRqOkIAAD4CsWIR6FQyHQEAAB8hQFWAABgFDMjHoXDYYXDYdMxAADwDTojHrHpGQAA8cXMiEeB\nQMB0BAAAfIXOCAAAMIqZEQAAYBTFiEepqamxuREAAFB8FCMAAMAoBlg9ikQipiMAAOArDLACAACj\nuE3jkW3bsm3bdAwAAHyDzohHbHoGAEB8MTPiUTAYNB0BAABfoTMCAACMYmbEI8dx5DiO6RgAAPgG\nnRGPmBkBACC+mBkpRF5envbv31/o8T179lzFNAAAXPuqVq2q5OQLSw86I4XYs2ePmjVrZjoGAAC+\nsXjxYlWrVu2CxylGCnGpzggAAPCGzggAAPhd4tU0AADAKIoRAABgFMUIAAAwimIEAAAYRTECAACM\nohgpRH5+vgYPHqzMzEx169ZNu3btKnD8888/V4cOHZSRkaGlS5caSll8l1rn5MmT1blzZ3Xu3Fnj\nx483lLL4LrXO88957rnnNG3aNAMJ4+dSa122bJkyMjKUkZGhN954Q9fqC+outc5JkyapQ4cO6tix\noxYtWmQoZfxs2rRJ3bp1u+DxJUuWqGPHjsrMzNTnn39uIFl8FbbOuXPnqnPnznryySc1ePBg5efn\nG0gXP4Wt87x//OMfGjVq1FVMZJiLi1q4cKH76quvuq7ruhs3bnR79eoVO3bw4EHXsiw3JyfHPXbs\nWOzja1FR69y9e7fbvn17Ny8vzz179qybmZnpbtmyxVTUYilqneeNHj3a7dSpkxsOh692vLgqaq3H\njx9309PT3Z9++sl1Xdf96KOPYh9fa4pa59GjR93GjRu7OTk57pEjR9zHHnvMVMy4+Oijj1zLstzO\nnTsXeDw3N9dt3ry5e+TIETcnJ8ft0KGDe/DgQUMpi6+wdZ46dcpt1qyZm52d7bqu6/bt29f9+uuv\nTUSMi8LWed60adPcjIwMd+TIkVc5mTl0RgqxYcMGNWrUSJJUu3ZtRaPR2LHNmzerTp06SklJUfny\n5VW9enVt3brVVNRiKWqdVatW1ccff6ykpCQlJiYqLy9PJUuWNBW1WIpapyQtWLBACQkJevTRR03E\ni6ui1rpx40alpaVpxIgR6tKli66//npVqlTJVNRiKWqdpUuX1k033aRTp07p1KlTSkhIMBUzLqpX\nr65x48Zd8Pj27dtVvXp1XXfddUpJSdH999+v9evXG0gYH4WtMyUlRdOnT1fp0qUl6Zr+WSQVvk7p\n3H+jmzZtUmZm5lVOZRbFSCFOnDihcuXKxT5PSkpSXl5e7Fj58uVjx8qWLasTJ05c9YzxUNQ6S5Qo\noUqVKsl1XY0YMUL33HOPbrvtNlNRi6WodW7btk1z587VSy+9ZCpeXBW11p9//llr165V//79NXHi\nRH366ae69jtjAAAC30lEQVT64YcfTEUtlqLWKUk33nij0tPT1b59e3Xv3t1ExLhp1arVRXet9NPP\nIqnwdSYmJur666+XJE2ZMkXZ2dl6+OGHr3a8uClsnQcPHtT48eM1ePBgA6nM4o3yClGuXDmdPHky\n9nl+fn7sL8+vj508ebLAD4RrSVHrlKScnBy9/vrrKlu2rIYMGWIiYlwUtc6srCwdOHBATz/9tPbu\n3asSJUro5ptvvma7JEWttWLFiqpVq5b+9Kc/SZLq1aunLVu2XJNFZlHrXL58uQ4ePKjFixdLkp59\n9lnVrVtX9913n5GsV4qffhZdSn5+vkaOHKkffvhB48aNu+a7XRezYMEC/fzzz+rZs6cOHTqk06dP\n6/bbb1eHDh1MR7vi6IwUom7dulq+fLkk6dtvv1VaWlrs2H333acNGzYoJydHx48f1/bt2wscv5YU\ntU7XdfXCCy+oZs2aGjp0qJKSkkzFLLai1vnKK69o5syZmjJlitq3b68ePXpcs4WIVPRaA4GAtm3b\npsOHDysvL0+bNm3SHXfcYSpqsRS1zuuuu06lSpVSSkqKSpYsqfLly+vYsWOmol4xNWrU0K5du3Tk\nyBHl5uZq/fr1qlOnjulYV8TgwYOVk5Oj999/P3a7xm+6d++u2bNna8qUKerZs6csy/pDFCISnZFC\ntWjRQt98842efPJJua6rUCikTz75RNWrV1ezZs3UrVs3denSRa7rqm/fvtfs/cui1pmfn6///Oc/\nys3N1YoVKyRJ/fr1uyZ/2F3qz9NPLrXWl19+Wc8995wkqXXr1tdsIX2pda5atUoZGRlKTExU3bp1\nr+m2/q9FIhFlZ2crMzNTr732mp599lm5rquOHTuqSpUqpuPFzfl1BgIBzZo1S/Xq1dPTTz8t6dwv\n7hYtWhhOGB+//PP8o+KN8gAAgFHcpgEAAEZRjAAAAKMoRgAAgFEUIwAAwCiKEQAAYBTFCAAAMIpi\nBAAAGPX/AD5LmRQ18C4uAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x1487885f8>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "forestplot(contextual_effect_trace, varnames=['gamma'])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 50,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "gamma:\n",
-      "\n",
-      "  Mean             SD               MC Error         95% HPD interval\n",
-      "  -------------------------------------------------------------------\n",
-      "  \n",
-      "  1.427            0.047            0.003            [1.338, 1.520]\n",
-      "  0.686            0.089            0.004            [0.531, 0.871]\n",
-      "  0.408            0.193            0.010            [0.053, 0.799]\n",
-      "\n",
-      "  Posterior quantiles:\n",
-      "  2.5            25             50             75             97.5\n",
-      "  |--------------|==============|==============|--------------|\n",
-      "  \n",
-      "  1.339          1.396          1.427          1.457          1.521\n",
-      "  0.523          0.620          0.684          0.747          0.868\n",
-      "  0.030          0.277          0.410          0.541          0.793\n",
-      "\n"
-     ]
     }
    ],
    "source": [
@@ -1634,7 +2402,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": 43,
    "metadata": {},
    "outputs": [
     {
@@ -1643,7 +2411,7 @@
        "69"
       ]
      },
-     "execution_count": 51,
+     "execution_count": 43,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1665,9 +2433,142 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": 44,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/svg+xml": [
+       "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
+       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
+       " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
+       "<!-- Generated by graphviz version 2.38.0 (20140413.2041)\n",
+       " -->\n",
+       "<!-- Title: %3 Pages: 1 -->\n",
+       "<svg width=\"651pt\" height=\"329pt\"\n",
+       " viewBox=\"0.00 0.00 651.18 329.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
+       "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 325)\">\n",
+       "<title>%3</title>\n",
+       "<polygon fill=\"white\" stroke=\"none\" points=\"-4,4 -4,-325 647.185,-325 647.185,4 -4,4\"/>\n",
+       "<g id=\"clust1\" class=\"cluster\"><title>cluster3</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M293.243,-238C293.243,-238 435.243,-238 435.243,-238 441.243,-238 447.243,-244 447.243,-250 447.243,-250 447.243,-301 447.243,-301 447.243,-307 441.243,-313 435.243,-313 435.243,-313 293.243,-313 293.243,-313 287.243,-313 281.243,-307 281.243,-301 281.243,-301 281.243,-250 281.243,-250 281.243,-244 287.243,-238 293.243,-238\"/>\n",
+       "<text text-anchor=\"middle\" x=\"435.743\" y=\"-245.8\" font-family=\"Times,serif\" font-size=\"14.00\">3</text>\n",
+       "</g>\n",
+       "<g id=\"clust2\" class=\"cluster\"><title>cluster919</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M304.243,-8C304.243,-8 436.243,-8 436.243,-8 442.243,-8 448.243,-14 448.243,-20 448.243,-20 448.243,-218 448.243,-218 448.243,-224 442.243,-230 436.243,-230 436.243,-230 304.243,-230 304.243,-230 298.243,-230 292.243,-224 292.243,-218 292.243,-218 292.243,-20 292.243,-20 292.243,-14 298.243,-8 304.243,-8\"/>\n",
+       "<text text-anchor=\"middle\" x=\"429.743\" y=\"-15.8\" font-family=\"Times,serif\" font-size=\"14.00\">919</text>\n",
+       "</g>\n",
+       "<g id=\"clust3\" class=\"cluster\"><title>cluster85</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M480.243,-155C480.243,-155 608.243,-155 608.243,-155 614.243,-155 620.243,-161 620.243,-167 620.243,-167 620.243,-218 620.243,-218 620.243,-224 614.243,-230 608.243,-230 608.243,-230 480.243,-230 480.243,-230 474.243,-230 468.243,-224 468.243,-218 468.243,-218 468.243,-167 468.243,-167 468.243,-161 474.243,-155 480.243,-155\"/>\n",
+       "<text text-anchor=\"middle\" x=\"605.243\" y=\"-162.8\" font-family=\"Times,serif\" font-size=\"14.00\">85</text>\n",
+       "</g>\n",
+       "<!-- sigma_y -->\n",
+       "<g id=\"node1\" class=\"node\"><title>sigma_y</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"81.2428\" cy=\"-129\" rx=\"81.4863\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"81.2428\" y=\"-125.3\" font-family=\"Times,serif\" font-size=\"14.00\">sigma_y ~ Uniform</text>\n",
+       "</g>\n",
+       "<!-- stl_pred -->\n",
+       "<g id=\"node2\" class=\"node\"><title>stl_pred</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"206.243\" cy=\"-57\" rx=\"76.0865\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"206.243\" y=\"-53.3\" font-family=\"Times,serif\" font-size=\"14.00\">stl_pred ~ Normal</text>\n",
+       "</g>\n",
+       "<!-- sigma_y&#45;&gt;stl_pred -->\n",
+       "<g id=\"edge9\" class=\"edge\"><title>sigma_y&#45;&gt;stl_pred</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M109.607,-112.116C127.267,-102.226 150.173,-89.3992 169.251,-78.7157\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"170.976,-81.7611 177.991,-73.8212 167.555,-75.6535 170.976,-81.7611\"/>\n",
+       "</g>\n",
+       "<!-- y_like -->\n",
+       "<g id=\"node8\" class=\"node\"><title>y_like</title>\n",
+       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"370.243\" cy=\"-57\" rx=\"69.5877\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"370.243\" y=\"-53.3\" font-family=\"Times,serif\" font-size=\"14.00\">y_like ~ Normal</text>\n",
+       "</g>\n",
+       "<!-- sigma_y&#45;&gt;y_like -->\n",
+       "<g id=\"edge6\" class=\"edge\"><title>sigma_y&#45;&gt;y_like</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M133.914,-115.242C184.081,-103.091 259.464,-84.8323 311.539,-72.2188\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"312.41,-75.6093 321.305,-69.8535 310.762,-68.806 312.41,-75.6093\"/>\n",
+       "</g>\n",
+       "<!-- b -->\n",
+       "<g id=\"node3\" class=\"node\"><title>b</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"232.243\" cy=\"-129\" rx=\"51.9908\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"232.243\" y=\"-125.3\" font-family=\"Times,serif\" font-size=\"14.00\">b ~ Normal</text>\n",
+       "</g>\n",
+       "<!-- b&#45;&gt;stl_pred -->\n",
+       "<g id=\"edge10\" class=\"edge\"><title>b&#45;&gt;stl_pred</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M225.949,-111.055C223.023,-103.176 219.472,-93.6165 216.195,-84.794\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"219.422,-83.4309 212.659,-75.2753 212.86,-85.8682 219.422,-83.4309\"/>\n",
+       "</g>\n",
+       "<!-- b&#45;&gt;y_like -->\n",
+       "<g id=\"edge7\" class=\"edge\"><title>b&#45;&gt;y_like</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M260.502,-113.666C280.878,-103.33 308.639,-89.2484 331.141,-77.8345\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"332.774,-80.9306 340.109,-73.2854 329.607,-74.6878 332.774,-80.9306\"/>\n",
+       "</g>\n",
+       "<!-- sigma_a -->\n",
+       "<g id=\"node4\" class=\"node\"><title>sigma_a</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"550.243\" cy=\"-287\" rx=\"92.8835\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"550.243\" y=\"-283.3\" font-family=\"Times,serif\" font-size=\"14.00\">sigma_a ~ HalfCauchy</text>\n",
+       "</g>\n",
+       "<!-- eps_a -->\n",
+       "<g id=\"node9\" class=\"node\"><title>eps_a</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"544.243\" cy=\"-204\" rx=\"67.6881\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"544.243\" y=\"-200.3\" font-family=\"Times,serif\" font-size=\"14.00\">eps_a ~ Normal</text>\n",
+       "</g>\n",
+       "<!-- sigma_a&#45;&gt;eps_a -->\n",
+       "<g id=\"edge2\" class=\"edge\"><title>sigma_a&#45;&gt;eps_a</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M548.97,-268.822C548.183,-258.19 547.154,-244.306 546.258,-232.204\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"549.743,-231.867 545.513,-222.153 542.762,-232.385 549.743,-231.867\"/>\n",
+       "</g>\n",
+       "<!-- gamma -->\n",
+       "<g id=\"node5\" class=\"node\"><title>gamma</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"364.243\" cy=\"-287\" rx=\"74.9875\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"364.243\" y=\"-283.3\" font-family=\"Times,serif\" font-size=\"14.00\">gamma ~ Normal</text>\n",
+       "</g>\n",
+       "<!-- mu_a -->\n",
+       "<g id=\"node6\" class=\"node\"><title>mu_a</title>\n",
+       "<polygon fill=\"none\" stroke=\"black\" points=\"438.743,-222 301.743,-222 301.743,-186 438.743,-186 438.743,-222\"/>\n",
+       "<text text-anchor=\"middle\" x=\"370.243\" y=\"-200.3\" font-family=\"Times,serif\" font-size=\"14.00\">mu_a ~ Deterministic</text>\n",
+       "</g>\n",
+       "<!-- gamma&#45;&gt;mu_a -->\n",
+       "<g id=\"edge1\" class=\"edge\"><title>gamma&#45;&gt;mu_a</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M365.515,-268.822C366.303,-258.19 367.331,-244.306 368.228,-232.204\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"371.724,-232.385 368.972,-222.153 364.743,-231.867 371.724,-232.385\"/>\n",
+       "</g>\n",
+       "<!-- a -->\n",
+       "<g id=\"node7\" class=\"node\"><title>a</title>\n",
+       "<polygon fill=\"none\" stroke=\"black\" points=\"426.243,-147 314.243,-147 314.243,-111 426.243,-111 426.243,-147\"/>\n",
+       "<text text-anchor=\"middle\" x=\"370.243\" y=\"-125.3\" font-family=\"Times,serif\" font-size=\"14.00\">a ~ Deterministic</text>\n",
+       "</g>\n",
+       "<!-- mu_a&#45;&gt;a -->\n",
+       "<g id=\"edge4\" class=\"edge\"><title>mu_a&#45;&gt;a</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M370.243,-185.7C370.243,-177.245 370.243,-166.869 370.243,-157.373\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"373.743,-157.176 370.243,-147.176 366.743,-157.176 373.743,-157.176\"/>\n",
+       "</g>\n",
+       "<!-- a&#45;&gt;stl_pred -->\n",
+       "<g id=\"edge8\" class=\"edge\"><title>a&#45;&gt;stl_pred</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M330.124,-110.876C306.181,-100.657 275.727,-87.6579 251.006,-77.1061\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"252.064,-73.7523 241.493,-73.0456 249.316,-80.1904 252.064,-73.7523\"/>\n",
+       "</g>\n",
+       "<!-- a&#45;&gt;y_like -->\n",
+       "<g id=\"edge5\" class=\"edge\"><title>a&#45;&gt;y_like</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M370.243,-110.697C370.243,-102.983 370.243,-93.7125 370.243,-85.1124\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"373.743,-85.1043 370.243,-75.1043 366.743,-85.1044 373.743,-85.1043\"/>\n",
+       "</g>\n",
+       "<!-- eps_a&#45;&gt;a -->\n",
+       "<g id=\"edge3\" class=\"edge\"><title>eps_a&#45;&gt;a</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M517.497,-187.364C499.466,-177.246 474.919,-164.279 452.243,-155 446.948,-152.834 441.395,-150.754 435.78,-148.784\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"436.902,-145.469 426.307,-145.577 434.657,-152.099 436.902,-145.469\"/>\n",
+       "</g>\n",
+       "</g>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<graphviz.dot.Digraph at 0x7fd682dba4a8>"
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "with Model() as contextual_pred:\n",
     "    \n",
@@ -1698,12 +2599,13 @@
     "    \n",
     "    # St Louis county prediction\n",
     "    stl_pred = Normal('stl_pred', mu=a[69] + b, sd=sigma_y)\n",
-    "    "
+    "\n",
+    "model_to_graphviz(contextual_pred)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": 45,
    "metadata": {},
    "outputs": [
     {
@@ -1711,39 +2613,31 @@
      "output_type": "stream",
      "text": [
       "Auto-assigning NUTS sampler...\n",
-      "Initializing NUTS using ADVI...\n",
-      "Average Loss = 1,131.4:  61%|██████▏   | 30703/50000 [00:06<00:03, 5430.03it/s]\n",
-      "Convergence archived at 31000\n",
-      "Interrupted at 31,000 [62%]: Average Loss = 2,134.9\n",
-      "100%|██████████| 2000/2000 [00:09<00:00, 203.38it/s]\n"
+      "Initializing NUTS using jitter+adapt_diag...\n",
+      "Multiprocess sampling (4 chains in 4 jobs)\n",
+      "NUTS: [stl_pred, sigma_y, b, eps_a, gamma, sigma_a]\n",
+      "Sampling 4 chains: 100%|██████████| 8000/8000 [00:20<00:00, 395.41draws/s]\n",
+      "There were 176 divergences after tuning. Increase `target_accept` or reparameterize.\n",
+      "The acceptance probability does not match the target. It is 0.48972929484728844, but should be close to 0.8. Try to increase the number of tuning steps.\n",
+      "The estimated number of effective samples is smaller than 200 for some parameters.\n"
      ]
     }
    ],
    "source": [
     "with contextual_pred:\n",
-    "    contextual_pred_trace = sample(1000, n_init=50000, tune=1000)"
+    "    contextual_pred_trace = sample(1000, tune=1000)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
+   "execution_count": 46,
    "metadata": {},
    "outputs": [
     {
      "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAGwNJREFUeJzt3Xl0VPX9//FnZkKAkEAgBBCQRZTrrrgj7ii2amvd+621de/Xr0tdKmJxQdxRrAturVurVltttQeqv7Za64bgUhDFelEUlX1NIIQtyfz+CKYCUWYwyXwmPB/ncJLJ3Dvzvh/mzuvez/3ce/NSqRSSJIUmke0CJElqiAElSQqSASVJCpIBJUkKkgElSQqSASVJCpIBJX2DKIqOW/tzRBRF5zXD+y1s6veQcoUBJX2NKIr6AP+T7TqkzVV+tguQQhFFUS/gMaCGunWjGtgxiqKr0pj3EaAS2BboDJwGLFn7epXAGKACuAFYA3wBnAXUAr8HugLvNOoCSTnOPSjpv44H/hHH8cHAz4G/AS/HcTwyzfnz4zg+FLgS+DLUBgAnx3E8DrgTODqO40OAecAJwBCgVRzHBwJ/AEobbWmkHGdASf/1d+AnURSNBloDEzKc/4W1P98AorW/T4/jeFEURV2BbYA/R1H0L+BgoAewPTAeII7jicCKb7UEUgtiF5+0VhzH70dRtAt1ezU3Ag9l+BJfbvDlAV9e5HL1V37OiuP4oK/OEEXRpdR1863/GtJmz5VBWiuKoh8CO8Zx/CxwBXAqdXtS6dpv7c+BwAdffSKO4yVr32P7tT/Pj6JoZyAG9lj7t30zfD+pRXMPSvqvacB9URRVUjdQ4mrg8SiKfkXdAIeNaRtF0TigJ3BKA8+fATwcRdFqYDbwa+A/wOlRFL0MvAvM+vaLIbUMed5uQ/r21o7ie3rtYAhJjcA9KClNURQVUDeQYn1xc9cibQ7cg5IkBclBEpKkIBlQkqQgpX0MasGCZfYFpqGoqDWVlauyXUZOsK0yY3tlxvbKTHO3V1lZcd7GpnEPqpHl5yezXULOsK0yY3tlxvbKTIjtZUBJkoJkQEmSgmRASZKCZEBJkoJkQEmSgmRASZKCZEBJkoJkQEmSgpT2xWJXrFidCvFErtAkkwlqamo3PqFsqwzZXpmxvTLT3O3VqlVyo1eSSPtSR14yJD0lJYWUl1dlu4ycYFtlxvbKjO2VmeZur7Ky4o1O4/2gpCzr0LEdBfnp9baXlRWzurqWiiXLm7gqKfsMKCnLCvIT3DRpYdrTDxvQuQmrkcLhIAlJUpAMKElSkAwoSVKQDChJUpAMKElSkBzFJ32DTIaAAw4BlxqRASV9A4eAS9ljF58kKUgGlCQpSAaUJClIHoOSGlF1bSqti2BK2jgDSmpE+Ym8jAZVgAMrpK9jF58kKUgGlCQpSAaUJClIBpQkKUgGlCQpSAaUJClIBpQkKUgGlCQpSAaUJClIBpQkKUhe6khq4bzponKVASXlmE25IK03XVQuMqCkHJPpBWkNHOUqj0FJkoLkHpTUDFZXVfLyXSNYXbWcVm3acuD5I2hd1L7++S/+PZ73x/6+/vGiGTHHjv49hZ3KAJj17kT+fuPFnPbk6wBM/tPDzJz8BqRS9NxtELsee2qzLo/UHAwoqRlMfe6PdNt+ADt972T+8/c/M+Uvj7Hnyf9X//yWu+3LlrvtC8DSuTN567Ex9eFUvXoVU559lLYdSwGYOXMmSz6fzlHX/pra2hr+fPGP6H/QkfXTSy1F2gFVVNSa/PxkU9bSIiSTCUpKCrNdRk7IRls9++wzvP32WyxZUs706R9zwQU/57nnnmP69I+5+eZRfPDBB4wbN45EIo9DDhnMWWedyfJF83nl7pEA1NbUsP85w2nfrSdP//xEeu1xAPOnTaGgsJjDLruFe++9l+f/9vI67znwjEuY8/7b7Pe/vwSg1x778+Itl31tjZOefpBdjzu9/vGUZ3/Htocfy9uP3Q1Az549Ofii6wBYXbmMvLw8WhW2a9R2agmfYdfFzITYXmkHVGXlqqaso8UoKSmkvLwq22XkhGy0VVXVaqZP/5R77nmAsWOf5f777+ehhx7n+efHcs8997J8+XLuuuvXAJxzzhkceeQRVJUvYtfjTmOLHXZn2kvj+PAfz7DXKeezbP5stj7gO+x1ynmMu+IsFn/+MZefcw4V+5ywwfuuKF9Mm/YlALQt6URVecODHKoWL2BlxWJK+/YHoGL25yz+7GN2O/Gs+oD60oRHbufTN15grx+fT6s2jfvF0hI+w66LmWnu9kpnJKpdfNrsbLvt9uTl5VFa2pl+/bYhmUzSsWMp06d/THV1Neef/zMAqqqWM2vWLNp26MTEZ3/HpKceZNXyZXTuGwFQ0LYdnXpvDUBhpy6sqfr6c4dSpL7yIEUeeQ1O9/Erz7PVoCH1j9989E72/umFDU67z6kXMuD403l+5Pl0iXaiuEv3jNpBCp0Bpc1OMpls8PelSysYPHgIQ4cOr/9bWVkxI86+iB4778W2hx3DjAkv8cW/6wYq5CXX7fJOpVJf28XXrmMZK8oXUVBYRNXihfXHk9b3xaQ3OOiCawBYvngBFbM+45UxdY+ryhfx3DXn8tN7b2fh9I/p3G87Whe1p2u0Ewun/8eAUotjQElrRdF2/Pvf77By5Upat27NHXeM5sorL2fVsgqKu/YglUrx+duvkqqt/drXOOdruvi677wnn054iV2PPZUZb/6LHrvs0+D8y+bPol1pFwDadSrj+Dufqn/uqfOO44ir72bx4nm88eCtHHnt/ZCXx8JPYvoP/v63XHopPAaUtFbXrt046KDBnHvuWSQSCQ444CDatGlDNPhoJj5yO0Vl3dju8OMZ/5ubmfXuxIxee/vvnsArY0by3NXnUNCumAPOuwqAib+9nS86/wxoy8plFRS0Ldroa+2www703utA/nrVOUCKngP2pbRP/01YYilsealUauNTAQsWLEtvws2cB2bTlwttVVZWnPFVGzKZflPmaY7pFyxYlvb0ocqFz1dIsjBIouEDsV/hlSQkSUGyi0+blUyv7C0pewwobVYK8hNeaFXKEW5KSpKCZEBJkoJkQEmSgmRASZKC5CAJ5TRH5UktlwGlnOaoPKnlctNTkhQkA0qSFCQDSpIUJANKkhQkA0qSFCQDSpIUJANKkhQkA0qSFCQDSpIUJANKkhQkA0qSFCQDSpIUJANKkhQkA0qSFCQDSpIUJANKkhSktG9YWFTUmvz8ZFPW0iIkkwlKSgqzXUZOsK3C1RL+X/x8ZSbE9ko7oCorVzVlHS1GSUkh5eVV2S4jJzRGW5WVFTdSNfqqlvAZdl3MTHO3Vzrrrl18kqQgGVCSpCAZUJKkIKV9DEpqah06tqMg320mSXUMKAWjID/BTZMWZjTPsAGdm6gaSdnm5qokKUgGlCQpSAaUJClIBpQkKUgGlCQpSAaUJClIBpQkKUgGlCQpSJ6oK2kd1bWpjK8Sv7q6looly5uoIm2uDChJ68hP5HlFDwXBLj5JUpAMKElSkAwoSVKQDChJUpAMKElSkAwoSVKQDChJUpAMKElSkAwoSVKQDChJUpAMKElSkAwoSVKQvFispG8t0yuge/VzpcOAkvStZXoFdK9+rnTYxSdJCpIBJUkKUtpdfEVFrcnPTzZlLS1CMpmgpKQw22XkBNtq89bU//d+vjITYnulHVCVlauaso4Wo6SkkPLyqmyXkRPWb6tMbzOu3NbU64nrYmaau73SWd/t4pMkBcmAkiQFyYCSJAXJgJIkBcmAkiQFyYCSJAXJgJIkBcmAkiQFyYCSJAXJgJIkBcmAkiQFyYCSJAXJgJIkBcmAkiQFyYCSJAXJgJIkBcmAkiQFyYCSJAXJgJIkBSk/2wUod3To2I6C/PS3aVZX11KxZHkTViSpJTOglLaC/AQ3TVqY9vS/2KWUsrLib5xmY89L2nwZUGoy+Ym8jAJt2IDOTViNpFzjMShJUpAMKElSkAwoSVKQDChJUpAMKElSkAwoSVKQHGYuqdlV16YyOgfOk743TwaUpGbnOXJKR9oBVVTUmvz8ZFPW0iIkkwlKSgqzXYbU4mS6XrkuZibE9ko7oCorVzVlHS1GSUkh5eVV2S6jSXhZImVTputVS14Xm0Jzt1c63ycOkpAkBcmAkiQFyYCSJAXJgJIkBcmAkiQFyYCSJAXJgJIkBcmAkiQFyYCSJAXJgJIkBcmAkiQFyYCSJAXJgJIkBcmAkiQFyRsWSgreptyBl1SqCStSczCgJAVvU+7Au2ZNTRNWpOZgF58kKUgGlCQpSAaUJClIBpQkKUgGlCQpSAaUJClIBpQkKUgGlCQpSAaUJClIBpQkKUgGlCQpSAaUJClIBpQkKUhezXwz1qFjOwry3UaRFCYDajNWkJ/I+BYGktRc0g6ooqLW5Ocnm7KWFiGZTFBSUpjtMqTNnutiZkJsr7QDqrJyVVPW0WKUlBRSXl6V7TLSkskdSqVcU1NTmzPrYgia+7srne8fD0BIkoJkQEmSgmRASZKCZEBJkoJkQEmSguR5UJJanOraFK1aJTMaqbq6upaKJcubsCplyoCS1OLkJ/IyOgkdPBE9RHbxSZKC5B6U1IBUbS3jH7iFHy75gjkrYeCZl1LSozcTHr6N+R+9T6vWdWfc7/i9H9F95z158dZhrFq2lCHXXQl5vQB44ZbLGHj6JbQr7bLOay+bP4eXbh/O9294qP5vk556kNbFHdj+O8fz1HnH0a60C3mJJDXVq+m+057sduJZLJs/h2eHnsLUnXfis2WrSea3YsCJZ9Jlmx2br2GkZmRASQ34/O1XWV1Vydgnn+SXz09m4m/v4LDLbmHNyhUMOnsYpX361087692JdI12pt/+h/PEE7+l9EeX8cWk8XTqvfUG4ZSuwy4fTas2haRqa/nb9Rcy78N3KezUhQ7de/Hoo49y06SFLJ07kxdvHcahl95McdcejbXoUjDs4pMasHTuTMq23h6A9t16UrlwLrW1NaxZseGlYFYuq6Bth04UlnRm8eLF1NbW8MFzf2Sn7//4W9eRl0jQud92LJ07c4Pn2nfryY7f+xHvjX38W7+PFCL3oKQGdNxyK6Y+9wdqav6PitmfUTl/NquWVlC9agWT//QwqyuXUVhaxj6nXkS70i7MmjyBijmf0717dz765zi2GnQYU/7yKCuWLGS7w4+ntG//dV6/YvbnPH/NeQBMLW7Fx598zg5H/c8GdVSvXsWcqf+m3/6HN1hnaZ9t+OifYxu/AaQAGFBSA3oOGMi8ae9x8sknU1Xamw49epMiRTT4aEp69qVD9168+8xvmfTUA+z90wv56KVxTHjkV4y55pf8/Lpb2eUHP2HZ/Nnsc9rF/OuOqzh06Kh1Xr9D91589+oxQN3osZN+efM6z//jxkvIS9TdPSAa/H06brkVy+bP2aDO2urq+umklsaAkr7G7iedzbABnblp0kKevuAE2rbvSO+9Dqx/vveeBzD+wVvJSyTY//+uAOCll37PTt/7EZUL51LUuRv5rds02C24MV8eg9qYhZ98SKc+22T8+lIu8BiU1IDFn33Ea/fdAMDMyRMo7RuRl0jwwi1DqVw4F4A5H0yi45Zb1c9TtXgBn332GVvssDttO3Ri+aJ5VK9aSbKgoElqXDp3JlP/+gd2OPKkJnl9Kdvcg5Ia0HHLfqRqaznppJNYkGpTv4e03ZDjeOm24eS3bkt+mzbs97/D6+eZ/OeHufPS83lyCXTbfgBTn/sDz488n12O/Wmj1VUx+3NOOeUUZlSsJC+RYL9zhlPUuVujvb4UEgNKasCX3XZfdvF9qccue9Njl70bnGffM4fSp09nWLKQRDKfwy67tcHpirtssc45UAADTjij/vcTxvzpa+c75ZEXNqhJaqns4pMkBck9qBaiQ8d2FOS7vSGp5TCgWoiC/IQXx5TUorjJLUkKkgElSQqSASVJCpIBJUkKkgElSQqSASVJCpIBJUkKkudBSRJQXZuirKw47elXV9dSsWR5E1YkA0qSgPxEXkYnu3uie9Ozi0+SFKS096CKilqTn++dOzcmmUxQUrLxG81Jyn0taV0P8bsr7YCqrFzVlHW0GCUlhZSXZ34H1W8rk75zSY0jG+t6U2nu7650vrPs4pMkBcmAkiQFyVF8krQJHJbe9AwoSdoEDktvenbxSZKC5B5UoLyFu6TNnQEVqExv4W73gaSWxoBqZG+8MZ7bbruNRCLJwIGDOPXUMzeY5s47RzN58iQKCgq46qpr6d69B/PmzWXEiOFUV6+hf/9tGTXqRqpXreTVe69nRcVialavZtdjT2XL3QdlYakkAbz1+N3M+/BdUjU17HbRuVC2W/1zc6a+wztP3EdeIkmH7r0YdPYwFs2Yxou3DqN9155MLW7Fllv24aKLhvL++1O4++47yM/Pp1WrAq68ciQdO3bM4pKFyT6kRnbjjTdw3XWjuPfeB5kwYTyffvrJOs+/8cZrzJo1k4ceeoxTTjmNN9+cAMCYMbfzwx/+mN/85nckEklmz57N5++8RuettuWIq+/m4Auv5c1H78rGIkmiLoCWfPEJR137aw67/DZuuOGGdZ5//TejOPii6zly5H2sWVHFzHcnUL1yBX32PojvXj2GRx99lIsuGgrAk08+zhVXXMNdd93PjjvuxNixz2RjkYLnHlQjmjVrJh06lNC1azcABg4cxDvvvEnfvlvVT/P6668yZMgRAAwatD8AtbW1TJkyiREjrgfgkksuo6ysmK32PbR+vuWL5lFYWtZciyJpPV2325XO/bYHoHW7YlasWEFtbQ2JRN0l4L5/w0MUFLYDoE37ElYtWwq1qfr5vzos/f777wEglUpRWVnO7rvvvsGQdYelG1CNavHiRevsppeWljJr1qx1ppkzZw6dOn3K0KEXAnDxxZdRUFBAu3ZFPPDAfbz33rvsuOPOXHHFsPp5xl35M6oWL+DQoaOaZ0EkbSCRSJJo0xaAaf8cywEHHFAfTkB9OFUtWcis995iwIlnMfu9t5gXT+HvN17Ce62q6fzdn7DFDrsDMHPyBCY+cjsdevSm8Afn8+F6x5w9rmwXX6NKpVLrPW54moKCAkaNup3Bg4cwZsztpFIpFiyYz1FHHc0dd9zLtGkxL7/8cv08R117P4MvvYlX7h65wXtIal6fvf0q014ax1VXXbXBcysqlvDCLUMZeNrFtCnuQKfeW7Prsacx5PLRXHfddbx6z/XUVK8BoOeu+3Dsr56gQ/feTPnLo829GDnBgGoEzzzzNOeddzZ//OMTLFr0362gBQvm07nzultBnTp1Ytdd6w6s7rXXQGbM+KS+W7BHj54kk0n22GNPPvroIxZ+8iGVC+cBUNqnP7U1NaxcWt58CyZpHbPenciUZ37LkMtHU1y8Xpdc1XL+cdMl7HbCWfTYZW8ASnr0odcedV35ffv2pW1JJ6oWL+CzN+s2QPPy8uiz90HMi6c074LkCAOqERxzzPGMGfNrrrvuZiorK5kzZzbV1dWMH/8ae+65D1B3XlNZWTFDhgzmvffeoaysmLlzZ7D11v3YYouO9OnTm+XLF1FWVsyMGR/Tt29f5v1nMlP/+gQAK8oXU71yBW2KO2RzUaXN1uqqSt56/G4OHXoLrYvab/D8W4/dxQ5HnETPAQPr/zbtpXF88PxTACxYsIAVFYsp7FTGpKcfYtGMaXV//3gqHbbo1TwLkWM8BtXIrrzyakaMGA7AIYccRq9evVm0aCF33XULhcdcQG23PZj4/Kv86ZgfkkqlGHTWZdw0aSGlPziHUy8ZTs2a1ZT07MshhxzChOLteP2+G3nu6nOoXrOKfU6/mLyE2xRSNnw6/kVWLivnX7dfCcDU4las6b0THbfsR49d9ubjV/4fS+fMZNo/xwKw1aDD6LPPwbw85hpmTHyJdwpSDDzjFyTzW7Hfz4bxxoOjSSSTJAtac8C5G3YXyoBqdHvssQf33//wOn8rLe3MyJEjuWnSwrrzo874xQbzte/Wk+9ccUf940QiQX5Baw68YERTlywpDdGhRxMdenT942EDOq9zMv1PH/tXg/MNGTZ6g+k799uOo669v+mKbSHcHJckBcmAkiQFyS4+SQpQpvebgpZ3cq8BJUkByvR+U9DyTu41oDbRN90OI9OtHknShgyoTeTtMCSpaTlIQpIUJPeg8O61khQiA4rMu+sgO1120996jb/cOJQFMz7a4LnLN+H1Mp0ntOmb4z1chjDeI9vLUNZnG46+fBT99txvE15Zm8rdhhzyzPWXNBhOkprWghkf8cz1l2S7jM2OASVJCpIBlUOOGT6aLn37Z7sMabPTpW9/jhk+OttlbHZy4hhUpoMY1tSmaJXIa8KKsqPfnvtx0Z9eb/C59S9cmY5M5wlt+hBrchlyc/pNnSc0mV59IvQrT2QloDZl1FxTf5glKddlevWJX+xSuk6gbSzcmj3QUqmU/xrx34gRI0Zku4Zc+Wdb2V62Vzj/Qmwvj0E1vquzXUAOsa0yY3tlxvbKTHDtZUBJkoJkQDW+a7JdQA6xrTJje2XG9spMcO2Vl0qlsl2DJEkbcA9KkhQkA0qSFCQDSpIUpJy4kkQuiaLoQOAp4PQ4jsdlu55QRVH0K2AfIAX8PI7jt7JcUtCiKNoR+AvwqziOx2S7ntBFUTQK2J+677gb4zj+c5ZLClIURYXAI0BXoA1wbUjfW+5BNaIoivoBFwOvZbuWkK0N8W3iOB4InAn4hfsNoihqB9wFvJjtWnJBFEUHAzuu/Xx9B7g9yyWF7HvA23EcHwicCNyW5XrWYUA1rjnAscDSbBcSuMHAswBxHH8AdIyiqH12SwraKuAIYHa2C8kRrwAnrP19CdAuiqJkFusJVhzHf4jjeNTah1sCM7NZz/rs4mtEcRxXAURRlO1SQtcNeOcrj+et/ZvB3oA4jquBaj9X6YnjuAb48oJxZwLPrf2bvkYUReOBnsBR2a7lqwyoTRRF0ZnUffi/6uo4jv+WjXpyzPqXms+j7liU1GiiKDoaOAMYku1aQhfH8b5RFO0KPBZF0S5xHAexPhpQmyiO4weAB7JdR46aRd0e05e6A3OzVItaoCiKDgeGA9+J47gi2/WEKoqi3YH5cRx/Ecfx5CiK8oEyYH6WSwM8BqXs+DtwPEAURQOA2XEcL8tuSWopoijqANwCHBXH8eJs1xO4A4BLAKIo6goUAcHcFMtLHTWiKIqOBC4FtgUWAHPiOLZ7oQFRFN1E3cpRC5wbx/G7WS4pWGu3ckcDfYA11O2BHuuXb8OiKDobGAFM+8qffxLH8efZqShcURS1BR6kboBEW+CaOI7HZreq/zKgJElBsotPkhQkA0qSFCQDSpIUJANKkhQkA0qSFCQDSpIUJANKkhSk/w8rbq+dQ1pm4QAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "array([<matplotlib.axes._subplots.AxesSubplot object at 0x143c26358>], dtype=object)"
-      ]
-     },
-     "execution_count": 54,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1QAAACoCAYAAADn2a+iAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/0I+iEKH74xEAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x144827d68>"
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -1751,7 +2645,7 @@
     }
    ],
    "source": [
-    "plot_posterior(contextual_pred_trace, varnames=['stl_pred'])"
+    "plot_posterior(contextual_pred_trace, varnames=['stl_pred']);"
    ]
   },
   {
@@ -1784,9 +2678,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "pymc33.6",
    "language": "python",
-   "name": "python3"
+   "name": "pymc33_6"
   },
   "language_info": {
    "codemirror_mode": {
@@ -1798,9 +2692,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.1"
+   "version": "3.6.5"
   }
  },
  "nbformat": 4,
- "nbformat_minor": 1
+ "nbformat_minor": 2
 }
diff --git a/pymc3/__init__.py b/pymc3/__init__.py
index 79c2180ac0..9e3c13f992 100644
--- a/pymc3/__init__.py
+++ b/pymc3/__init__.py
@@ -8,6 +8,7 @@
 from . import gp
 from .math import logaddexp, logsumexp, logit, invlogit, expand_packed_triangular, probit, invprobit
 from .model import *
+from .model_graph import model_to_graphviz
 from .stats import *
 from .sampling import *
 from .step_methods import *
diff --git a/pymc3/model_graph.py b/pymc3/model_graph.py
new file mode 100644
index 0000000000..f181554387
--- /dev/null
+++ b/pymc3/model_graph.py
@@ -0,0 +1,174 @@
+from theano.gof.graph import inputs
+
+from .util import get_default_varnames
+import pymc3 as pm
+
+
+class ModelGraph(object):
+    def __init__(self, model):
+        self.model = model
+        self.var_names = get_default_varnames(self.model.named_vars, include_transformed=False)
+        self.var_list = self.model.named_vars.values()
+        self.transform_map = {v.transformed: v.name for v in self.var_list if hasattr(v, 'transformed')}
+        self._deterministics = None
+
+    def get_deterministics(self, var):
+        """Compute the deterministic nodes of the graph"""
+        deterministics = []
+        attrs = ('transformed', 'logpt')
+        for v in self.var_list:
+            if v != var and all(not hasattr(v, attr) for attr in attrs):
+                deterministics.append(v)
+        return deterministics
+
+    def _inputs(self, var, func, blockers=None):
+        """Get inputs to a function that are also named PyMC3 variables"""
+        return set([j for j in inputs([func], blockers=blockers) if j in self.var_list and j != var])
+
+    def _get_inputs(self, var, func):
+        """Get all inputs to a function, doing some accounting for deterministics
+
+        Specifically, if a deterministic is an input, theano.gof.graph.inputs will
+        return only the inputs *to the deterministic*.  However, if we pass in the
+        deterministic as a blocker, it will skip those nodes.
+        """
+        deterministics = self.get_deterministics(var)
+        upstream = self._inputs(var, func)
+        parents = self._inputs(var, func, blockers=deterministics)
+        if parents != upstream:
+            det_map = {}
+            for d in deterministics:
+                d_set = {j for j in inputs([func], blockers=[d])}
+                if upstream - d_set:
+                    det_map[d] = d_set
+            for d, d_set in det_map.items():
+                if all(d_set.issubset(other) for other in det_map.values()):
+                    parents.add(d)
+        return parents
+
+    def _filter_parents(self, var, parents):
+        """Get direct parents of a var, as strings"""
+        keep = set()
+        for p in parents:
+            if p == var:
+                continue
+            elif p.name in self.var_names:
+                keep.add(p.name)
+            elif p in self.transform_map:
+                if self.transform_map[p] != var.name:
+                    keep.add(self.transform_map[p])
+            else:
+                raise AssertionError('Do not know what to do with {}'.format(str(p)))
+        return keep
+
+    def get_parents(self, var):
+        """Get the named nodes that are direct inputs to the var"""
+        if hasattr(var, 'transformed'):
+            func = var.transformed.logpt
+        elif hasattr(var, 'logpt'):
+            func = var.logpt
+        else:
+            func = var
+
+        parents = self._get_inputs(var, func)
+        return self._filter_parents(var, parents)
+
+    def make_compute_graph(self):
+        """Get map of var_name -> set(input var names) for the model"""
+        input_map = {}
+        for var_name in self.var_names:
+            input_map[var_name] = self.get_parents(self.model[var_name])
+        return input_map
+
+    def _make_node(self, var_name, graph):
+        """Attaches the given variable to a graphviz Digraph"""
+        v = self.model[var_name]
+
+        # styling for node
+        attrs = {}
+        if isinstance(v, pm.model.ObservedRV):
+            attrs['style'] = 'filled'
+
+        # Get name for node
+        if hasattr(v, 'distribution'):
+            distribution = v.distribution.__class__.__name__
+        else:
+            distribution = 'Deterministic'
+            attrs['shape'] = 'box'
+
+        graph.node(var_name,
+                '{var_name} ~ {distribution}'.format(var_name=var_name, distribution=distribution),
+                **attrs)
+
+    def get_plates(self):
+        """ Rough but surprisingly accurate plate detection.
+
+        Just groups by the shape of the underlying distribution.  Will be wrong
+        if there are two plates with the same shape.
+
+        Returns
+        -------
+        dict: str -> set[str]
+        """
+        plates = {}
+        for var_name in self.var_names:
+            v = self.model[var_name]
+            if hasattr(v, 'observations'):
+                shape = v.observations.shape
+            elif hasattr(v, 'dshape'):
+                shape = v.dshape
+            else:
+                shape = v.tag.test_value.shape
+            if shape == (1,):
+                shape = tuple()
+            if shape not in plates:
+                plates[shape] = set()
+            plates[shape].add(var_name)
+        return plates
+
+    def make_graph(self):
+        """Make graphviz Digraph of PyMC3 model
+
+        Returns
+        -------
+        graphviz.Digraph
+        """
+        try:
+            import graphviz
+        except ImportError:
+            raise ImportError('This function requires the python library graphviz, along with binaries. '
+                              'The easiest way to install all of this is by running\n\n'
+                              '\tconda install -c conda-forge python-graphviz')
+        graph = graphviz.Digraph(self.model.name)
+        for shape, var_names in self.get_plates().items():
+            label = ' x '.join(map('{:,d}'.format, shape))
+            if label:
+                # must be preceded by 'cluster' to get a box around it
+                with graph.subgraph(name='cluster' + label) as sub:
+                    for var_name in var_names:
+                        self._make_node(var_name, sub)
+                    # plate label goes bottom right
+                    sub.attr(label=label, labeljust='r', labelloc='b', style='rounded')
+            else:
+                for var_name in var_names:
+                    self._make_node(var_name, graph)
+
+        for key, values in self.make_compute_graph().items():
+            for value in values:
+                graph.edge(value, key)
+        return graph
+
+
+def model_to_graphviz(model=None):
+    """Produce a graphviz Digraph from a PyMC3 model.
+
+    Requires graphviz, which may be installed most easily with
+        conda install -c conda-forge python-graphviz
+
+    Alternatively, you may install the `graphviz` binaries yourself,
+    and then `pip install graphviz` to get the python bindings.  See
+    http://graphviz.readthedocs.io/en/stable/manual.html
+    for more information.
+    """
+    model = pm.modelcontext(model)
+    return ModelGraph(model).make_graph()
diff --git a/pymc3/tests/test_model_graph.py b/pymc3/tests/test_model_graph.py
new file mode 100644
index 0000000000..c261410cc9
--- /dev/null
+++ b/pymc3/tests/test_model_graph.py
@@ -0,0 +1,79 @@
+import numpy as np
+import pymc3 as pm
+from pymc3.model_graph import ModelGraph, model_to_graphviz
+
+from .helpers import SeededTest
+
+
+def radon_model():
+    """Similar in shape to the Radon model"""
+    n_homes = 919
+    counties = 85
+    uranium = np.random.normal(-.1, 0.4, size=n_homes)
+    xbar = np.random.normal(1, 0.1, size=n_homes)
+    floor_measure = np.random.randint(0, 2, size=n_homes)
+    log_radon = np.random.normal(1, 1, size=n_homes)
+
+    d, r = divmod(919, 85)
+    county = np.hstack((
+        np.tile(np.arange(counties, dtype=int), d),
+        np.arange(r)
+        ))
+    with pm.Model() as model:
+        sigma_a = pm.HalfCauchy('sigma_a', 5)
+        gamma = pm.Normal('gamma', mu=0., sd=1e5, shape=3)
+        mu_a = pm.Deterministic('mu_a', gamma[0] + gamma[1]*uranium + gamma[2]*xbar)
+        eps_a = pm.Normal('eps_a', mu=0, sd=sigma_a, shape=counties)
+        a = pm.Deterministic('a', mu_a + eps_a[county])
+        b = pm.Normal('b', mu=0., sd=1e15)
+        sigma_y = pm.Uniform('sigma_y', lower=0, upper=100)
+        y_hat = a + b * floor_measure
+        y_like = pm.Normal('y_like', mu=y_hat, sd=sigma_y, observed=log_radon)
+
+    compute_graph = {
+        'sigma_a': set(),
+        'gamma': set(),
+        'mu_a': {'gamma'},
+        'eps_a': {'sigma_a'},
+        'a': {'mu_a', 'eps_a'},
+        'b': set(),
+        'sigma_y': set(),
+        'y_like': {'a', 'b', 'sigma_y'}
+    }
+    plates = {
+        (): {'b', 'sigma_a', 'sigma_y'},
+        (3,): {'gamma'},
+        (85,): {'eps_a'},
+        (919,): {'a', 'mu_a', 'y_like'},
+    }
+    return model, compute_graph, plates
+
+
+class TestSimpleModel(SeededTest):
+    @classmethod
+    def setup_class(cls):
+        cls.model, cls.compute_graph, cls.plates = radon_model()
+        cls.model_graph = ModelGraph(cls.model)
+
+    def test_inputs(self):
+        for child, parents in self.compute_graph.items():
+            var = self.model[child]
+            found_parents = self.model_graph.get_parents(var)
+            assert found_parents == parents
+
+    def test_compute_graph(self):
+        assert self.compute_graph == self.model_graph.make_compute_graph()
+
+    def test_plates(self):
+        assert self.plates == self.model_graph.get_plates()
+
+    def test_graphviz(self):
+        # just make sure everything runs without error
+
+        g = self.model_graph.make_graph()
+        for key in self.compute_graph:
+            assert key in g.source
+        g = model_to_graphviz(self.model)
+        for key in self.compute_graph:
+            assert key in g.source
+
diff --git a/requirements-dev.txt b/requirements-dev.txt
index cc01fa79f4..d8cfdee554 100644
--- a/requirements-dev.txt
+++ b/requirements-dev.txt
@@ -1,5 +1,6 @@
 bokeh>=0.12.13
 CommonMark==0.5.4
+graphviz>=0.8.3
 h5py>=2.7.0
 ipython
 Keras>=2.0.8
diff --git a/scripts/create_testenv.sh b/scripts/create_testenv.sh
index 881a303c0e..15d8bbafbf 100755
--- a/scripts/create_testenv.sh
+++ b/scripts/create_testenv.sh
@@ -34,6 +34,7 @@ then
     fi
 fi
 conda install --yes numpy scipy mkl-service
+conda install --yes -c conda-forge python-graphviz
 
 pip install --upgrade pip