diff --git a/docs/source/tutorial_i.ipynb b/docs/source/tutorial_i.ipynb
index ac3bf510..ca704abb 100644
--- a/docs/source/tutorial_i.ipynb
+++ b/docs/source/tutorial_i.ipynb
@@ -3,7 +3,12 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-06-20T15:47:48.935139Z",
+     "start_time": "2024-06-20T15:47:47.824987Z"
+    }
+   },
    "outputs": [],
    "source": [
     "import os\n",
@@ -115,7 +120,12 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-06-20T15:47:48.943236Z",
+     "start_time": "2024-06-20T15:47:48.936955Z"
+    }
+   },
    "outputs": [],
    "source": [
     "def causal_model(stress_prob, smokes_cond_prob, cancer_cond_prob):\n",
@@ -150,63 +160,17 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-06-20T15:47:49.512475Z",
+     "start_time": "2024-06-20T15:47:48.941465Z"
+    }
+   },
    "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 6.0.2 (20221011.1828)\n",
-       " -->\n",
-       "<!-- Pages: 1 -->\n",
-       "<svg width=\"112pt\" height=\"188pt\"\n",
-       " viewBox=\"0.00 0.00 112.49 188.00\" 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(4 184)\">\n",
-       "<polygon fill=\"white\" stroke=\"none\" points=\"-4,4 -4,-184 108.49,-184 108.49,4 -4,4\"/>\n",
-       "<!-- stress -->\n",
-       "<g id=\"node1\" class=\"node\">\n",
-       "<title>stress</title>\n",
-       "<ellipse fill=\"white\" stroke=\"black\" cx=\"70.7\" cy=\"-162\" rx=\"30.59\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"70.7\" y=\"-158.3\" font-family=\"Times,serif\" font-size=\"14.00\">stress</text>\n",
-       "</g>\n",
-       "<!-- smokes -->\n",
-       "<g id=\"node2\" class=\"node\">\n",
-       "<title>smokes</title>\n",
-       "<ellipse fill=\"white\" stroke=\"black\" cx=\"37.7\" cy=\"-90\" rx=\"37.89\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"37.7\" y=\"-86.3\" font-family=\"Times,serif\" font-size=\"14.00\">smokes</text>\n",
-       "</g>\n",
-       "<!-- stress&#45;&gt;smokes -->\n",
-       "<g id=\"edge1\" class=\"edge\">\n",
-       "<title>stress&#45;&gt;smokes</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M62.88,-144.41C59.03,-136.25 54.3,-126.22 49.98,-117.07\"/>\n",
-       "<polygon fill=\"black\" stroke=\"black\" points=\"53.12,-115.51 45.69,-107.96 46.79,-118.49 53.12,-115.51\"/>\n",
-       "</g>\n",
-       "<!-- cancer -->\n",
-       "<g id=\"node3\" class=\"node\">\n",
-       "<title>cancer</title>\n",
-       "<ellipse fill=\"white\" stroke=\"black\" cx=\"70.7\" cy=\"-18\" rx=\"33.6\" ry=\"18\"/>\n",
-       "<text text-anchor=\"middle\" x=\"70.7\" y=\"-14.3\" font-family=\"Times,serif\" font-size=\"14.00\">cancer</text>\n",
-       "</g>\n",
-       "<!-- stress&#45;&gt;cancer -->\n",
-       "<g id=\"edge2\" class=\"edge\">\n",
-       "<title>stress&#45;&gt;cancer</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M76.37,-144.04C79.52,-133.74 83.1,-120.27 84.7,-108 86.76,-92.13 86.76,-87.87 84.7,-72 83.56,-63.28 81.42,-53.95 79.15,-45.58\"/>\n",
-       "<polygon fill=\"black\" stroke=\"black\" points=\"82.51,-44.6 76.37,-35.96 75.79,-46.54 82.51,-44.6\"/>\n",
-       "</g>\n",
-       "<!-- smokes&#45;&gt;cancer -->\n",
-       "<g id=\"edge3\" class=\"edge\">\n",
-       "<title>smokes&#45;&gt;cancer</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M45.69,-72.05C49.5,-63.97 54.14,-54.12 58.39,-45.11\"/>\n",
-       "<polygon fill=\"black\" stroke=\"black\" points=\"61.68,-46.33 62.78,-35.79 55.35,-43.34 61.68,-46.33\"/>\n",
-       "</g>\n",
-       "</g>\n",
-       "</svg>\n"
-      ],
-      "text/plain": [
-       "<graphviz.graphs.Digraph at 0x7fb2c83bdba0>"
-      ]
+      "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 11.0.0 (20240428.1522)\n -->\n<!-- Pages: 1 -->\n<svg width=\"115pt\" height=\"188pt\"\n viewBox=\"0.00 0.00 115.04 188.00\" 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(4 184)\">\n<polygon fill=\"white\" stroke=\"none\" points=\"-4,4 -4,-184 111.04,-184 111.04,4 -4,4\"/>\n<!-- stress -->\n<g id=\"node1\" class=\"node\">\n<title>stress</title>\n<ellipse fill=\"white\" stroke=\"black\" cx=\"72.07\" cy=\"-162\" rx=\"31.39\" ry=\"18\"/>\n<text text-anchor=\"middle\" x=\"72.07\" y=\"-156.95\" font-family=\"Times,serif\" font-size=\"14.00\">stress</text>\n</g>\n<!-- smokes -->\n<g id=\"node2\" class=\"node\">\n<title>smokes</title>\n<ellipse fill=\"white\" stroke=\"black\" cx=\"39.07\" cy=\"-90\" rx=\"39.07\" ry=\"18\"/>\n<text text-anchor=\"middle\" x=\"39.07\" y=\"-84.95\" font-family=\"Times,serif\" font-size=\"14.00\">smokes</text>\n</g>\n<!-- stress&#45;&gt;smokes -->\n<g id=\"edge1\" class=\"edge\">\n<title>stress&#45;&gt;smokes</title>\n<path fill=\"none\" stroke=\"black\" d=\"M64.25,-144.41C60.56,-136.59 56.07,-127.06 51.9,-118.23\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"55.14,-116.88 47.71,-109.33 48.81,-119.86 55.14,-116.88\"/>\n</g>\n<!-- cancer -->\n<g id=\"node3\" class=\"node\">\n<title>cancer</title>\n<ellipse fill=\"white\" stroke=\"black\" cx=\"72.07\" cy=\"-18\" rx=\"34.97\" ry=\"18\"/>\n<text text-anchor=\"middle\" x=\"72.07\" y=\"-12.95\" font-family=\"Times,serif\" font-size=\"14.00\">cancer</text>\n</g>\n<!-- stress&#45;&gt;cancer -->\n<g id=\"edge2\" class=\"edge\">\n<title>stress&#45;&gt;cancer</title>\n<path fill=\"none\" stroke=\"black\" d=\"M78.15,-144.07C81.52,-133.79 85.36,-120.31 87.07,-108 89.27,-92.15 89.27,-87.85 87.07,-72 85.92,-63.73 83.81,-54.93 81.53,-46.93\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"84.87,-45.91 78.59,-37.38 78.18,-47.96 84.87,-45.91\"/>\n</g>\n<!-- smokes&#45;&gt;cancer -->\n<g id=\"edge3\" class=\"edge\">\n<title>smokes&#45;&gt;cancer</title>\n<path fill=\"none\" stroke=\"black\" d=\"M47.06,-72.05C50.75,-64.23 55.22,-54.75 59.35,-45.98\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"62.41,-47.7 63.51,-37.16 56.08,-44.71 62.41,-47.7\"/>\n</g>\n</g>\n</svg>\n",
+      "text/plain": "<graphviz.graphs.Digraph at 0x7f86c8b27f10>"
      },
      "execution_count": 3,
      "metadata": {},
@@ -242,7 +206,12 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-06-20T15:47:49.564937Z",
+     "start_time": "2024-06-20T15:47:49.516223Z"
+    }
+   },
    "outputs": [
     {
      "name": "stdout",
@@ -281,13 +250,16 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-06-20T15:47:49.768256Z",
+     "start_time": "2024-06-20T15:47:49.540562Z"
+    }
+   },
    "outputs": [
     {
      "data": {
-      "text/plain": [
-       "[Text(0.5, 1.0, 'Observational Data - Fixed Parameters')]"
-      ]
+      "text/plain": "[Text(0.5, 1.0, 'Observational Data - Fixed Parameters')]"
      },
      "execution_count": 5,
      "metadata": {},
@@ -295,10 +267,8 @@
     },
     {
      "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
+      "text/plain": "<Figure size 640x480 with 1 Axes>",
+      "image/png": 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"
      },
      "metadata": {},
      "output_type": "display_data"
@@ -346,13 +316,16 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-06-20T15:47:51.714244Z",
+     "start_time": "2024-06-20T15:47:49.770529Z"
+    }
+   },
    "outputs": [
     {
      "data": {
-      "text/plain": [
-       "<Axes: title={'center': 'Observational Data - Fixed Parameters'}, xlabel='Proportion of Individuals w/ Cancer', ylabel='Density'>"
-      ]
+      "text/plain": "<Axes: title={'center': 'Observational Data - Fixed Parameters'}, xlabel='Proportion of Individuals w/ Cancer', ylabel='Density'>"
      },
      "execution_count": 6,
      "metadata": {},
@@ -360,10 +333,8 @@
     },
     {
      "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
+      "text/plain": "<Figure size 640x480 with 1 Axes>",
+      "image/png": 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"
      },
      "metadata": {},
      "output_type": "display_data"
@@ -462,7 +433,12 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-06-20T15:47:51.721958Z",
+     "start_time": "2024-06-20T15:47:51.713713Z"
+    }
+   },
    "outputs": [],
    "source": [
     "def intervened_causal_model_manual(\n",
@@ -513,13 +489,16 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-06-20T15:47:51.865169Z",
+     "start_time": "2024-06-20T15:47:51.719484Z"
+    }
+   },
    "outputs": [
     {
      "data": {
-      "text/plain": [
-       "[Text(0.5, 1.0, 'Intervened Data - Fixed Parameters')]"
-      ]
+      "text/plain": "[Text(0.5, 1.0, 'Intervened Data - Fixed Parameters')]"
      },
      "execution_count": 8,
      "metadata": {},
@@ -527,10 +506,8 @@
     },
     {
      "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
+      "text/plain": "<Figure size 640x480 with 1 Axes>",
+      "image/png": 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"
      },
      "metadata": {},
      "output_type": "display_data"
@@ -546,13 +523,16 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-06-20T15:47:53.477327Z",
+     "start_time": "2024-06-20T15:47:51.864055Z"
+    }
+   },
    "outputs": [
     {
      "data": {
-      "text/plain": [
-       "<Axes: title={'center': 'Interventional Data - Fixed Parameters'}, xlabel='Proportion of Individuals w/ Cancer', ylabel='Density'>"
-      ]
+      "text/plain": "<Axes: title={'center': 'Interventional Data - Fixed Parameters'}, xlabel='Proportion of Individuals w/ Cancer', ylabel='Density'>"
      },
      "execution_count": 9,
      "metadata": {},
@@ -560,10 +540,8 @@
     },
     {
      "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
+      "text/plain": "<Figure size 640x480 with 1 Axes>",
+      "image/png": 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"
      },
      "metadata": {},
      "output_type": "display_data"
@@ -594,13 +572,16 @@
   {
    "cell_type": "code",
    "execution_count": 10,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-06-20T15:47:53.881230Z",
+     "start_time": "2024-06-20T15:47:53.483154Z"
+    }
+   },
    "outputs": [
     {
      "data": {
-      "text/plain": [
-       "<Axes: title={'center': 'Interventional Data - Fixed Parameters'}, xlabel='Average Treatment Effect (ATE)', ylabel='Density'>"
-      ]
+      "text/plain": "<Axes: title={'center': 'Interventional Data - Fixed Parameters'}, xlabel='Average Treatment Effect (ATE)', ylabel='Density'>"
      },
      "execution_count": 10,
      "metadata": {},
@@ -608,10 +589,8 @@
     },
     {
      "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
+      "text/plain": "<Figure size 640x480 with 1 Axes>",
+      "image/png": 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      },
      "metadata": {},
      "output_type": "display_data"
@@ -680,7 +659,12 @@
   {
    "cell_type": "code",
    "execution_count": 11,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-06-20T15:47:53.886804Z",
+     "start_time": "2024-06-20T15:47:53.881381Z"
+    }
+   },
    "outputs": [],
    "source": [
     "def intervened_causal_model(\n",
@@ -701,7 +685,12 @@
   {
    "cell_type": "code",
    "execution_count": 12,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-06-20T15:47:53.892433Z",
+     "start_time": "2024-06-20T15:47:53.885763Z"
+    }
+   },
    "outputs": [],
    "source": [
     "def population_intervened_causal_model(\n",
@@ -773,98 +762,17 @@
   {
    "cell_type": "code",
    "execution_count": 13,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-06-20T15:47:54.124098Z",
+     "start_time": "2024-06-20T15:47:53.893918Z"
+    }
+   },
    "outputs": [
     {
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+      "text/plain": "<graphviz.graphs.Digraph at 0x7f8699724c10>"
      },
      "execution_count": 13,
      "metadata": {},
@@ -892,7 +800,7 @@
     "\n",
     "def bayesian_population_causal_model(n_individuals):\n",
     "    stress_prob, smokes_cond_prob, cancer_cond_prob = parameter_prior()\n",
-    "    return population_intervened_causal_model(\n",
+    "    return population_causal_model(\n",
     "        n_individuals, stress_prob, smokes_cond_prob, cancer_cond_prob\n",
     "    )\n",
     "\n",
@@ -919,13 +827,16 @@
   {
    "cell_type": "code",
    "execution_count": 14,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-06-20T15:47:55.882017Z",
+     "start_time": "2024-06-20T15:47:54.125300Z"
+    }
+   },
    "outputs": [
     {
      "data": {
-      "text/plain": [
-       "<Axes: title={'center': 'Observational Data - Uncertain Parameters'}, xlabel='Proportion of Individuals w/ Cancer', ylabel='Density'>"
-      ]
+      "text/plain": "<Axes: title={'center': 'Observational Data - Uncertain Parameters'}, xlabel='Proportion of Individuals w/ Cancer', ylabel='Density'>"
      },
      "execution_count": 14,
      "metadata": {},
@@ -933,10 +844,8 @@
     },
     {
      "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
+      "text/plain": "<Figure size 640x480 with 1 Axes>",
+      "image/png": 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"
      },
      "metadata": {},
      "output_type": "display_data"
@@ -980,7 +889,12 @@
   {
    "cell_type": "code",
    "execution_count": 15,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-06-20T15:47:55.884914Z",
+     "start_time": "2024-06-20T15:47:55.882915Z"
+    }
+   },
    "outputs": [],
    "source": [
     "def bayesian_population_intervened_causal_model(n_individuals):\n",
@@ -993,13 +907,16 @@
   {
    "cell_type": "code",
    "execution_count": 16,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-06-20T15:47:57.474989Z",
+     "start_time": "2024-06-20T15:47:55.885689Z"
+    }
+   },
    "outputs": [
     {
      "data": {
-      "text/plain": [
-       "<Axes: title={'center': 'Interventional Data - Uncertain Parameters'}, xlabel='Proportion of Individuals w/ Cancer', ylabel='Density'>"
-      ]
+      "text/plain": "<Axes: title={'center': 'Interventional Data - Uncertain Parameters'}, xlabel='Proportion of Individuals w/ Cancer', ylabel='Density'>"
      },
      "execution_count": 16,
      "metadata": {},
@@ -1007,10 +924,8 @@
     },
     {
      "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
+      "text/plain": "<Figure size 640x480 with 1 Axes>",
+      "image/png": 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"
      },
      "metadata": {},
      "output_type": "display_data"
@@ -1028,13 +943,16 @@
   {
    "cell_type": "code",
    "execution_count": 17,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-06-20T15:47:57.860033Z",
+     "start_time": "2024-06-20T15:47:57.478089Z"
+    }
+   },
    "outputs": [
     {
      "data": {
-      "text/plain": [
-       "<Axes: title={'center': 'Interventional Data - Uncertain Parameters'}, xlabel='Average Treatment Effect (ATE)', ylabel='Density'>"
-      ]
+      "text/plain": "<Axes: title={'center': 'Interventional Data - Uncertain Parameters'}, xlabel='Average Treatment Effect (ATE)', ylabel='Density'>"
      },
      "execution_count": 17,
      "metadata": {},
@@ -1042,10 +960,8 @@
     },
     {
      "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
+      "text/plain": "<Figure size 640x480 with 1 Axes>",
+      "image/png": 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      },
      "metadata": {},
      "output_type": "display_data"
@@ -1075,7 +991,12 @@
   {
    "cell_type": "code",
    "execution_count": 18,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-06-20T15:47:57.865399Z",
+     "start_time": "2024-06-20T15:47:57.860887Z"
+    }
+   },
    "outputs": [],
    "source": [
     "def randomized_intervention(model, intervention_variable, n_individuals):\n",
@@ -1117,63 +1038,17 @@
   {
    "cell_type": "code",
    "execution_count": 19,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-06-20T15:47:58.092633Z",
+     "start_time": "2024-06-20T15:47:57.866092Z"
+    }
+   },
    "outputs": [
     {
      "data": {
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-       "<g id=\"node1\" class=\"node\">\n",
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-       "</g>\n",
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-       "<title>cancer</title>\n",
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-       "<!-- stress&#45;&gt;cancer -->\n",
-       "<g id=\"edge1\" class=\"edge\">\n",
-       "<title>stress&#45;&gt;cancer</title>\n",
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-       "<!-- stress&#45;&gt;smokes -->\n",
-       "<g id=\"edge2\" class=\"edge\">\n",
-       "<title>stress&#45;&gt;smokes</title>\n",
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-       "<!-- cancer&#45;&gt;smokes -->\n",
-       "<g id=\"edge3\" class=\"edge\">\n",
-       "<title>cancer&#45;&gt;smokes</title>\n",
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-      ],
-      "text/plain": [
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   {
    "cell_type": "code",
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-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-06-20T15:47:58.335336Z",
+     "start_time": "2024-06-20T15:47:58.096070Z"
+    }
+   },
    "outputs": [
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      "execution_count": 20,
      "metadata": {},
@@ -1350,13 +1138,16 @@
   {
    "cell_type": "code",
    "execution_count": 21,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-06-20T15:48:00.124604Z",
+     "start_time": "2024-06-20T15:47:58.336998Z"
+    }
+   },
    "outputs": [
     {
      "data": {
-      "text/plain": [
-       "<Axes: title={'center': 'Observational Data - Uncertain Parameters - Alternative Structure'}, xlabel='Proportion of Individuals w/ Cancer', ylabel='Density'>"
-      ]
+      "text/plain": "<Axes: title={'center': 'Observational Data - Uncertain Parameters - Alternative Structure'}, xlabel='Proportion of Individuals w/ Cancer', ylabel='Density'>"
      },
      "execution_count": 21,
      "metadata": {},
@@ -1364,10 +1155,8 @@
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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
+      "text/plain": "<Figure size 640x480 with 1 Axes>",
+      "image/png": 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"
      },
      "metadata": {},
      "output_type": "display_data"
@@ -1396,7 +1185,12 @@
   {
    "cell_type": "code",
    "execution_count": 22,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-06-20T15:48:00.133112Z",
+     "start_time": "2024-06-20T15:48:00.123956Z"
+    }
+   },
    "outputs": [],
    "source": [
     "def alt_bayesian_intervened_causal_model(n_individuals):\n",
@@ -1410,13 +1204,16 @@
   {
    "cell_type": "code",
    "execution_count": 23,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-06-20T15:48:01.913567Z",
+     "start_time": "2024-06-20T15:48:00.128056Z"
+    }
+   },
    "outputs": [
     {
      "data": {
-      "text/plain": [
-       "<Axes: title={'center': 'Interventional Data - Uncertain Parameters - Alternative Structure'}, xlabel='Proportion of Individuals w/ Cancer', ylabel='Density'>"
-      ]
+      "text/plain": "<Axes: title={'center': 'Interventional Data - Uncertain Parameters - Alternative Structure'}, xlabel='Proportion of Individuals w/ Cancer', ylabel='Density'>"
      },
      "execution_count": 23,
      "metadata": {},
@@ -1424,10 +1221,8 @@
     },
     {
      "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
+      "text/plain": "<Figure size 640x480 with 1 Axes>",
+      "image/png": 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OnTu4ffu2/jJPXo891apVQ+PGjbF//359i8z+/fvRrl07mJub49atW/o7yV5cDm9vb1hZWeHXX3995c0Ao0ePxoABA/DLL7/g9OnTOHv2LPbu3Yt9+/Zh6tSp6N+//yvze3nb58XrjhkFVbt2bYji/y425fc3UBhYABnB3Nzc4LMoiq9s0kxISEB4eDjCw8OzjbO3tzf4XKFCBYPPTZs2ReXKlbF//340bNgQ+/btg5eXl77zZ0JCAh4/fpxrc+Tjx4/1O5GFhYVReb8sMTFRf3B/kYODAyRJMmgOft28fvnlF8ydOxd///03LC0t4eLiAktLSwDyPWciNTUViYmJcHR0BAB9s3hYWBhSUlJQuXJluLu7w8zM7LVx5syZgx9++AEZGRmoVq0aPDw8oFarc831/v37aNOmjcGwefPmoXv37tmmzVpX6enpOcbKGv7yOn3VfpiQkABbW1uDA86Lsu4serG/wosePXqk//8KFSq8tkjLzzrKy3K8yurVq1GxYkUAgImJCezs7FCpUqV85/Xyvh0XF4eQkBAcOXIEgiCgevXqaNy4MYDs+2hOnexf3l4vMuZ3+/L37ty5k+v3XjzRv7w806ZNg6OjI/bs2YNZs2YByCzcPvnkkxw7+J47dw7vv/++wbDNmzejSZMm2abdtWsXdDodOnbsmG3ctm3b8lwAybFfvu7Yc/XqVcyaNQtXr16Fubk5nJycULVqVQDGHXu6du2KmTNnIj4+HtHR0bh165ZB3xYAmDVrln5d57YcuSlfvjw6deqETp06AQCuXbuGSZMmYdGiRejSpYu+qM5JTsfp13ndMaOgXs4pv7+BwsACqBBZW1ujefPmGDhwYLZxWdetcyMIAjp37owffvgBwcHBOHHiBEJCQgxi16hRA4sWLcrx+y/fJVMQ5cuXN+hMmOXx48cAMv+Vm5cf9t27dxEcHIw2bdpg7dq1+n/FhYWF5bvvR07Onj0LrVYLb29vAMC6deuwadMmzJw5E+3atdO3ZPXs2fOVcUJDQ3Ho0CEsW7YMzZs3R7ly5QAAzZo1y/U7b7zxBnbu3GkwLLdtkXUSz23dRUdHw9TU1KiDgbW1NRISEqDT6QwOaH/99RcyMjJgY2MDILM/RI0aNbJ939gDaH7WUUE5Ozu/dv8uSF4TJkzArVu38NVXX8HT0xOmpqZ4/vw5duzYUeDc8/u7tba2ho+PDyZNmpTjeFNT01znaWpqiuHDh2P48OGIiorCsWPHsGrVKowfPz7HW9ZdXV2z7cM1a9bMNt21a9fw119/YeTIkfDx8TEYd/ToUWzatEnfgv06cu+XL0tOTsbgwYPh4uKCffv26Vsljh8/jkOHDhkV65133sGcOXNw+PBh3LlzB5UrV9Yvf9ZyTJo0Kds6AZDrbzkmJgY9evTA6NGj0atXL4Nx9evXx5gxY/Q30LyqAHpZVqGo1WqhUqkAwKDFHnj9McPNzS3XuC/fDPLs2TP9P2hzU5TnrtdhJ2gZvVxB+/j4IDIyEvXq1YObmxvc3NzQoEEDbNq0CYcPH35tvMDAQMTExGDFihUQBAHvvPOOQeyHDx+iQoUK+thubm44ffo0NmzYoN/Z85P3y7y9vXHs2DF9Mz6Q+YPav38/3NzcXnnwfdEff/yBtLQ0DBs2zKAJO6v4kaMFKCMjA6tXr4aDg4P+UsnFixfh5OSEnj176oufmJgY3Lhxw+AH/PJ6uHjxIpo0aYK2bdvqT6B//PEH4uLicr0LzNTU1GB7uLm55XrAcnR0xFtvvYWDBw9mG6fVanHkyBF4e3sbtS29vLyg0Whw/Phx/TBJkjBt2jSsXr0aDRs2hImJCWJiYgxyNDExweLFi1/70EU51lFRKEheFy9eRLt27dC0aVP9vn3ixAkA2Q/4xsrr7zanY8nt27dRs2ZNg+/t2bMHO3bsyHUfSU1NRbt27fR3fVWpUgVBQUHo2LEjoqOjc/yOlZVVtn04p5aunTt3wtTUFAMGDECTJk0M/gYNGgSVSoVt27blOI+Xl6+g++Xr/P3330hISMD777+POnXq6Of/8nbNSyuItbU1/Pz88NNPP+HgwYPo3Lmz/nu1atVChQoVcP/+fYPlcHR0xOLFi7M90DCLg4MD1Go1tm7dirS0tBzzNzMzQ/Xq1fOcJ/C/FsoXn+Hzckf+1x0zcppfTnETExOzdcjPiZznroJiC5CMbGxscOnSJZw/fx5eXl4YMWIE+vTpg2HDhqFv374wMzPD9u3bceTIESxfvvy18ZycnODq6oqtW7ciICDAoA9O9+7dsWXLFgwcOBAffvghKleujFOnTmH9+vV47733DJ4jkZe8nzx5guPHj6NevXrZxo8cORInTpzA+++/j6FDh8LU1BRbtmzBvXv3sGHDhjzPx9XVFWq1Gp999hk++OADpKenY9euXfoHj+Wl/8eL7t69q384mEajwf3797Ft2zb8+eef+OKLL/RN4u7u7vpnaDRq1Ah37tzB2rVrkZ6ebnDpwMbGBteuXcO5c+fg7u4Od3d3HDhwAN988w1q166NiIgIrF69GoIgyPbAywkTJmDMmDH48MMP0aNHD31r2rZt2/DgwQPMnz/fqHitW7eGh4cHpk6ditGjR6N69erYu3cvbty4gRkzZsDOzg6DBw/G559/juTkZDRp0gQxMTH4/PPPIQgC6tat+8r4xbGO8qMgebm7u2Pv3r1wdXWFo6MjLl26hLVr18qyTHn93b68ngcMGIAffvgBAwYMwAcffAA7OzuEh4fj22+/1d+6nRNzc3O4urpi5cqVMDExgYuLC27fvo3du3ejXbt2+V6O9PR07N+/H61atTI4LmV544030KJFC4SHh+eYX1ZLyeHDh9GyZUvUrl27QPvl69SsWRNWVlZYs2YN1Go11Go1Dh06pG/pytquOeWVk65duyI4OBharRZdunTRD1epVBg7diw++eQTqFQq+Pn54enTp1i1ahViYmJyveyjUqkwc+ZMBAcHo0ePHggKCkLt2rXx/Plz/PrrrwgLC8Po0aP1LUivO2ZnadWqFebNm4cZM2ZgyJAhiI6OxsqVKw1aaV53zMia36VLl3D69GnUr18fLi4uqFy5MlauXAlra2uIooh169a98vJvFjnPXQXFAkhGH374IVatWoUhQ4YgPDwcdevWRVhYGJYuXYpJkyZBkiQ4Ozvjiy++yNZPJDeBgYH4888/DX5kQOazIcLCwrB48WJ89tlnSEpKQtWqVTF+/Hh88MEHRuXdvXt3HD9+HMHBwfjoo4/QoUMHg/F16tTB1q1bsWTJEnz88ccQBAHu7u7YvHkzvLy88jyf6tWrY/HixVi5ciWGDx+O8uXLo1GjRvjvf/+Lfv364cKFC0a9gmT16tX6f6GYmZmhUqVK8PLywqxZswwOmMOGDUN8fDw2b96ML774ApUrV0ZgYCAEQcDatWv1ne4++OADzJ07F4MGDcJXX32FKVOmQKPRYNmyZUhPT0e1atUwfPhwREZG4ujRowbNyvmV9a/zTZs2ISQkBE+fPoW9vT28vb3x7bff6jt+5pVKpcL69euxePFirFixAikpKahbty42bNig77A7ZswYVKxYEVu3bsWGDRtQvnx5NGvWDOPGjcvxZPai/Kyj4lCQvObPn485c+Zgzpw5AIAaNWpg1qxZ2LNnDy5cuFCgvPL6u315PXt5eWHbtm1YvHgxZs6cibS0NNSoUQOhoaGvvZQ7e/ZsLFu2DBs3bsTjx49RoUIF9OzZE6NHj873chw5cgQJCQn6fio56datG06cOIHdu3dnK2CaNGmC5s2bY/HixTh9+jTWrVtXoP3ydaytrbFq1SosXLgQo0ePhqWlJerVq4ctW7ZgyJAhuHDhAvz9/XPMKyf/+c9/UL58eTg6Omb7jfbq1QuWlpbYsGEDtm/fjnLlysHT0xOLFi3Cm2++mWuOrVu3xrfffosvv/wSa9asQVxcHExNTVG/fn0sXboUb7/9tn7a1x2zs9SsWRMLFizA6tWrMXToUNSuXdtg3wbydswICgrCH3/8gSFDhmDevHno3Lkzli9fjrlz52LcuHFwcHBA//798ffff+P27duv3BZynrsKSpDk6nlKREREVEqwDxAREREpDgsgIiIiUhwWQERERKQ4LICIiIhIcVgAERERkeKwACIiIiLFYQFEREREisMCiIiIiBRHsU+CjotLQjG+qogACAJQoYI1YmOTwMdxFi9ui5KF26Pk4LYoOUQRsLcv2FPBX6TYAkiSwJ25hOC2KDm4LUoWbo+Sg9ui+Mm9/nkJjIiIiBSHBRAREREpDgsgIiIiUhzF9gEiIiqtJEmCTqeFjndyFDpBAFJTU6HRpJfqPkCiKEIUVRAEobhTKTFYABERlSIZGRokJsZBo0kt7lQUIy5OLBPFpqmpOWxs7KFWmxR3KiUCCyAiolJCkiTExkZDFEWUL+8AlUrNf9EXAZVKgFZbept/JEmCVpuB5OQExMZG4403qnG/AQsgIqJSIyNDA0nSoXz5ijA1NS/udBRDrRaRkVHaW4DMoFKpEBcXg4wMDUxMTIs7oWLHTtBERKWMIPDQTcbjfmOILUBERGWAKAoQxaK7rKHTSdDpSu9lISIWQEREpZwoCrC1KweVWHT/wtfqdEiIT2ERRKUWCyAiolJOFAWoRBHLDl/H/biUQp9fNftyGBPgAlEUymQBlJycDI1GAzs7u+JOhQoRCyAiojLiflwKbj95Vtxp5Khnz86Ii4uFSqUCkHlnUrVqb6FHj3fRuXPXYs3t4cMo9OrVBcuXr4Gnpxf69OmK2bPnw87OK8fpr1z5HRs3rkNExDVotVo4OlZGhw5d0KdPUKHcXeXr66XPjeTDAoiIiIrEhAlT0aFDZwCARqPBqVO/YO7cWUhMTMB77w0otrzMzMz+/W/mnXUJCQm5ThsV9QBjxgRj0qSP8dlnn0OlUuHatT8xffokpKWlYsCAwUWRMsmABRARkYzk7IysUmX26SmLHY5NTEzQqpU/EhMTsWzZInTr1hOWllaIjn6IVauW47ffLkAURTRu7I3g4DFwcHAAAFy/HoGVK5fi5s0bsLW1RbduPfHuu/8HQRDw5MljzJs3B9eu/QFzc3PUq+eKceMmw8HBAaGhM2FqaorHjx/j0qWLsLW1w7vv9kWvXn1gb18BDg4VUbu2E/r27Q4AmDBhNAYNGoqgoP4Gef/11zWYmKjh7x8AE5PMBwo2aOCGUaPG4eHDBwCA3367gLlzZ6F7917Yti0MaWmp6N79Xbi6NsDKlZ8jNvYJfHyaICQkFKampkhLS8WXX67FkSM/IiUlBU5OdRAcPBr16rlmW2/h4XuxfPkSzJ+/GI0aeeLBg/v4/PPF+PPPKzA3t8Dbb7fHBx8M1edGueM9cUREMsnqjGxnZ1ngPwD6/7e1Kwe1umwerps3/w/S09Nw9eoVZGRkYMyYYIiiiG3bdiMsbCckScLkyWORkZGBJ08eY/ToD9G6dRvs23cY8+Ytxu7dO/HDD7sAAGvWrMQbb7yBvXt/RFjYDjx/noItWzbp5xUevhe9evXGgQNHERT0PlauXIrHjx8BAL7//gDMzc3xzTeZsRYt+jxb8QMAnp6NYW5ujsGD++Hrr7/ExYvnkZLyDG3aBBi0YkVHP0Rs7BPs2rUfM2fOxX//+xW+++5brFu3CV9//Q1+++0ifvrpx3/nNR9nz57B8uVrsHfvj2jZ0g+jR49AdHS0wbz37v0eq1Ytx7JlX6BRI088f/4co0cPR61atbFrVzhWrdqACxfO4csv18q5icqssvmLIiIqBiqVCFVhxBVF2JY3R1l8eK+trS0A4OnTRFy+fAkPHz7AxIlTYWVlBWtra0ya9DEiI28gIuIvHDoUjurVa6JHj3ehVqtRs2Yt9O3bD7t2fQsg81LWlSu/48iRQ0hJScHixSswZswE/bw8PLzg7d0UarUanToFQqvV4sGD+0bla2dnj02bvsF//tMaJ078jHHjRqJ9e39MmPAR7t27azBtv34fQK1Ww8enKQCga9eesLGxQZUqVVGrVm1ERz9EWloajhw5hA8/DEa1am/CxMQE777bF9WrV8fhwwf1sfbt+wELF4Zi4cKlqFu3PgDg1KmT0Gg0GDYsGGZmZqhUyRFDhgzHrl07jN4OSlRsl8BOnz6NJUuW4NatW7CwsMA777yDiRMnwtzcHJcvX8ann36KyMhI2NnZYfjw4ejVq5f+u7t378aqVavw+PFj1KpVCzNmzICHh0dxLQoREYDMFiCIIqL3zUFyzO0CxRIgQIIEM7WIN2vWhdByQpE+56eoxMfHAQDs7OwQFxeL8uVtYWlppR9frpwlbGzKIzo6Cg8fPsT163/hnXda68frdBLEf2//HzNmIjZv3ohvvvkvQkNnwsmpDsaMmYiGDTPPDxUqVNB/T61W//t945/wbGdnjyFDhmPIkOFITU3F1auX8dVX6zF2bDC2b/9eP1358uUBQN/x29raWj9OEATodDokJSVBo9GgSpVqBvOoXLkqoqOj9J+vXPkdNWrURHj4XtSv3wAAEB0dhYSEeLRv76efTpIkZGRoEB8fBzs7e6OXTUmKpQCKi4vDsGHDMHPmTHTt2hVPnjzBoEGDsG7dOvTv3x9Dhw7FRx99hN69e+P8+fMIDg6Gi4sL3N3dcfbsWcyZMwfr16+Hu7s7wsLCMHz4cBw7dgwWFhbFsThERAY0sXeQGn2jQDEEQYAkSYCJCvj3klhZ9OuvJ2BhUQ6urm74++9bSExMwLNnyfoiKDk5GYmJCahQwQFvvPEGPD29sWTJCv33ExMTkJKSeev/9esRCAzsgUGDhiE+Ph6bNq3HtGkTsW/fEdnynTNnBtLTNZgzZz4AwNzcHN7eTWBvXwH9+/dBUlKSftq83BFmb28PU1MzPHhwH9Wr19APf/DgPlq0+I/+86RJ02Bra4uhQwfA17cVmjZtjooVK6Fq1WrYuvU7/XQpKc8QFxcHW1vewv86xXIJzN7eHqdOnUL37t0hCAISEhKQlpYGe3t7/Pjjj7C1tUVQUBDUajWaNWuGzp07IywsDACwY8cOdOzYEY0bN4aJiQkGDBgAOzs7hIeHF8eiEBGVGNXsy6Gmg2Wh/1WzL1fgXNPT0/HTTz9izZovMHToCJQrZ4m6deujRo1a+OyzeUhOTkZycjIWLZqHqlWrwc2tId5+uz3+/PMKfvzxwL99gp5g0qSxWLFiKQBg8+aNWLp0AZ49S4a1tTXMzS1Qvryt0bmZmpri2bPkHMe1bfsOTp48jh07tuHJk8eQJAnR0dEIC/sajRp56i/p5ZUoiujYsQvWrv0C9+/fg0ajwbfffoPbt/9G27bt9NOp1Wo4O9dFv34DMX/+HDx9+hQtWvgiJSUFW7duRnp6OpKSkjBnTgg++WQqX3aaB8V2CczKKrO6b9WqFWJiYuDl5YXu3btj2bJlcHZ2NpjWyckJO3fuBABERkaiR48e2cZHREQYNX9BQJm8nl6aZK1/bofiV9K3hVot6i9zyCXzDdm6MnF3lU4nQavTYUyAS5HNU6szft0tWjQPS5cuBJDZX+ett2pg4sSP0aZNAIDMk/zChUuxcuUy9O3bHRpNOry8fLB06Sqo1Wo4OlbG4sUrsHr1Cixd+hlUKhWaN/fF6NHjAWS2kixePB+9egVCo9Ggbt16+pYaY3Tp0h0zZ07Du+/+H4YNCzYY16xZCyxcuBRhYZuxceM6pKWlwdbWFq1a+WPs2ElGzwsAgoNHY+PGtRg9ejiePn2K2rWdsGTJCrz1VvVs0/bvPwi//HIcixfPx6xZc7Fs2SqsXLkUW7duhlarg6dnYyxYsOSV8yut5z+5cxYkSSrWX39qaioSExMxYcKEfztxVYJGo8HChQv10+zYsQPr1q3D4cOHERAQgGHDhqFnz5768RMnToSpqSlCQ0OLYxGIqJBJOi0EsRC6F+t0QCG8PuLe10Pw9IFx/yjLjbmJCrVdGgJdPkdqaipu3fobDg6OMDU1M5hOEIr+XWDFfPogI6Wnp+HJk2jUrl0L5ubmxZ1OsSv25wCZm5vD3NwcEydORK9evdCvXz+Da6hAZpFkaZl5DdzCwgKpqanZxhv7yPK4uCTko+8byUgQgAoVrBEbmwQeR4uWKAoobyv/u6O0Oh0SE+R9P5SpqRo2NhaIDQ9FyuOCdSzOYqJSwfGtOkDLCXj69Dm0WnkOBiYmKlhZmQMoeHGQ1QfoxTiJiSnQ6XTQaiVkZPAAVlTUarFMrG+tVoJOp0N8/DOYmGiKOx2jiSJgb2/9+gnzqFgKoN9++w0ff/wx9uzZA1NTUwCZ14NNTEzg5OSEX3/91WD6yMhI1KlTBwBQp04d3Lx5M9v4li1bGpWDJIEn3RKC26LoCUL2d0ep1SpkZGjzHTPr/VD6zrsyS3l8G4n35WtVQaXKgE4HGxv5b55QlcbrC6QYpfWYK3fOxVIAubi4IDU1FYsXL8b48ePx+PFjLFiwAD179kS7du2wePFibNq0CUFBQbh48SL27t2LVatWAQB69uyJ4OBgtG/fHo0bN0ZYWBhiY2MREBBQHItCVKq9+O4oExMVNJr8F0CljqklIIrIOLYQUvzd10+fB8Kb3lB79y+Tt6sTlTXFUgBZWlpiw4YNmDt3Llq0aAFra2t07twZwcHBMDU1xcaNGxEaGorly5fD3t4e06dPR9OmmQ+SatasGUJCQjBz5kzExMTAyckJ69evN7rnPVFpIeerFbJkvWKBACnhLqTYSHmC2VZ7/TREVCIUWx8gJycnbNy4Mcdxbm5u2LZtW67fDQwMRGBgYGGlRlRiiKIAezuLQusAbFuO7wsSANluL2G7D1HpUeydoIkodyqVmFn8nFgEJNyTL7Dtm0DLCbA0U+YhQC1mPmVZAKBWqQC1TAWmqjBehEFEhUGZRz+iUiLr0lf03ZtIjpKnAzAA2L6ZBgcAb1ibo6ZD5h2WBe0EXdWu9DyJXSUKEP5tr4l++hzJj5Je8428qeCYjsz7UdkWRFTSsQAiKgU0Wi1SZeygrDOzBXQ6BDWrgaBmNWSLC52u1D2BVqPVybZutcX4UMXC6Cv2KjqdVCYeIknKxQKISIFEcytAFBEbHor4h7cA/O/lm/llVakmHDvN4B1QxaBQ+4rlQtJpERf/nEUQlVosgIgUTBN3V//SzoI+v8dMzTvLiosoChBEFTKOLoAkZ1+xXAi2b0LtPxmiKBhVAD19+hTr1q3CqVO/4OnTRFhaWsLbuymGDh2BN96oJGuOoaEzAQDTps2UNS6VHSyAiIjKCCnhnny39BeCkJCpsLKyxvr1X6NCBQfExcXi888XYezYYHz99Tao1TwlUdHhP9mIiKhIXLnyO1q2bI0KFRwAAPb2FfDRR+NRv34DJCUloWfPzti2bQv69++LNm1aYPjwQbh+PQITJnyEgID/4L33euHatT/08U6c+BkffPAe3n67Ffr27Y5vv90KXQ7vOIqOfohevQKxfPliSJIEjUaDDRvWoFevQLRv748JEz7C/fv/aznbvXsn3n03EO+80xr9+/fBDz/sLvyVQ0WOBRARERWJtm3bYdGieVi0aD5++ukwoqMfokIFB0ybNlP/Psd9+37AZ58tw549hxAfH49Ro4ZhwIDB2L//J9Sq5YQ1a1YCAH777QI++WQKgoL6Izz8J8ycORfbtoVhx45vDOYZFfUAI0cOxTvvdMBHH42HIAj6y3Cff74K339/AK6ubhg7diTS0tLw4MF9rFixBIsWfY6DB3/GiBGjsWTJQjx58qTI1xcVLhZARERUJCZPno5x4ybj0aNofPZZKHr27Izevbvixx8P6Kfp0KEL3nijEiwtreDq6gpPz8Zo0MAdpqam8PFpiocPHwIA9u/fg//8pzXatAmAWq2Gi0tdvPfeAPzwwy59rIcPozBy5FA0bdoCgwYNAwBIkoTvv9+JYcNGokqVqjAzM8OAAYORkaHB6dMnoVKp/53mO1y58jsaN/bGsWO/wsHBoWhXFhU6XnAlIqIiIYoi2rXrgHbtOkCSJPzzz20cOhSOOXM+gb19BQBA+fLlX5heBWtrG4PvS1LmJa74+DjUqeNiEL9y5SqIjn6o/3zlyu/w9m6KkyePY+jQEbCxsUFCQjyeP3+OGTOmGNyxqNFo8PDhQ7Ru3QYrVqxFWNhmTJo0FjqdDp06dcGwYSNhZmZWKOuFigcLICKSlSgKUMt4Rxhvqy8bzp49jenTJ+G77/bBxqY8BEFAzZq18OGHI3Hu3BncuHEdAPL8HClHx8p48OC+wbCoqPv6/kUA4O8fgBkzZmP48EFYvHg+Zs2ai/LlbWFqaoYlS1aiQQM3/bR37/4DB4c3EB8fB61Wh3nzFkGn0+Hq1SuYPn0SqlZ9Ez16vCvDmqCSgpfAiEgWKkt7QKeDlZU57OwsZfuzsjLPjF/KHrBIhho18oCdnT3mzp2FW7cikZGRgZSUZ/jxxwO4f/8emjf3NSpex46BOHnyOI4ePQKtVosbNyIQFrYZHTt20U9jYmIClUqFjz8OwS+/HMdPP/0IURTRqVMXrFmzAo8exUCn0+HAgX3o16837t+/i5iYaIwdG4yLF89DFEX9pS++cLvsYQsQEclCNMt8uKL22ELo4u/KFld40xtq7/5sCcoDwfbNEjsfMzNzrFr1JTZuXIvJk8ciPj4OJiYmcHV1x9KlX6BGjZpGxXN1bYBPP12AjRvXY9682Shfvjy6du2BoKD+2aatUaMmBg0aisWLF6BhQw8EB4/Bxo3rEBw8BImJiahSpSo+/XQBnJ3rAgDGjZuEzz6bh9jYx7CyskaPHr3g7x9g9DJTycYCiIhkJSXclfdZNLbV5ItVRul0EiSdFmr/yUU2T0mnNfop0A4ODpg0aVqu43fu3Gvw+eWHGHbo0BkdOnTWf/b1bQVf31Y5xnr5u0FB/Q2Ko+HDR2H48FE5frdTp0B06hSo/6xWi8jIyH57PZVuLICIiEoJlSrnXgs6nYS4+Od8FxiREVgAERGVYGox8x1tAgArK3OIogiVSp6O5pIEaLVs2SBlYgFERFSCqUQBAjJbdjad/BsNbNKRYZIKQVWwN9ibqkVUsjGXI0WiUol3gREREZHisAWIiOQl5P1ZLnkMRxZ2gE6HAb61cOvW33AobwZTUxlabyRAEDIvhVHZJ3FDG2ABRESyyHpOj1pUAWqVjIFljFVamVoCooi4n5ZCY98UychAOdOCrReV2gwmtpVlSpBKg/T0NACASsVTP8ACiIhkIvx7B1LsszTEP0qSLW4Fx3RkviaTbUHaJ7eApxok1WwFqZwVTMT8rxWtToKUnpZ5Cz0bBl5JpxOg1ZbelSRJEtLT05CcHA8LCyuIInu/ACyAiEhmGq2EVE3BOui+SMtbrQ2o/j4MLYCkak0gqNTIbwkkqkygyhD/vZWd6/hVRFGETlf675azsLCCjY19cadRYrAAIiIqRQRIUP/9I6Q7xyGZ2WR24skH60q1ULnbp0hOTkV6unwFa1kjCICdnSXi45+V6pYylUrNlp+XsAAiIiqFBG0ahJTH+f6+Ot0e5ubmSE+XIEkZMmZWtggCYG5uDhMTTakugCg7loNERESkOCyAiIiISHFYABEREZHisAAiIiIixWEBRERERIrDu8CIZCSKAkRRvgf2yRmLiIj+hwUQkUxEUYCtXTmo+KwNIqISjwUQkUxEUYBKFLHs8HXcj0uRJaZ/vUro4F5FllhERPQ/LICIZHY/LgW3nzyTJVb8szRZ4hDlRhQFqNXytVrqdNK/r9cgKtlYABERKZDq31doWFmZyxpXq9MhIT6FRRCVeCyAiIgUKKuD/dYzd/DbnThZYlazL4cxAS4QRYEFEJV4LIBIkeS+WwsAVKrMywhV7Sxki2lnaSpbLKKcPHqaKtslW6LShAUQKY4oCrC3s4AgquQPrtNi7Nt1ZQ/LO8uIiOTFAogURxQFCKIKGUcXQEq4J1tc4U1vqL37IzY8FPEPb8kS08GlBWx9B0EU+DwgIiI5sQAixZIS7kGKjZQvoG01AIAm7g5So2/IEjKjci1Z4hARkSG2qxMREZHisAWIiEjBKlqboaaDpSyxsm4AEHjJlkoBFkBERAoklrMHdDoENauBoGY1ZI1d3sYMcfHPeSs8lWgsgIiIFEg0twJEUdZO+2ZqEW/WrAuh5QQ+C4hKPBZAREQKpom7K1unfZioADt5LqcRFTZ2giYiIiLFYQFEREREisMCiIiIiBSHBRAREREpTrEUQBERERg4cCB8fHzQokULTJo0CXFxmW8jDgkJQYMGDeDh4aH/2759u/67u3fvRkBAABo1aoTu3bvj0qVLxbEIREREVIoVeQGUmpqKwYMHw8PDAydPnsS+ffuQkJCAjz/+GABw9epVzJkzB5cuXdL/9e7dGwBw9uxZzJkzB/Pnz8f58+fRpUsXDB8+HM+fPy/qxSAiIqJSrMgLoKioKNStWxfBwcEwNTWFnZ0devfujfPnzyM9PR03btxAgwYNcvzujh070LFjRzRu3BgmJiYYMGAA7OzsEB4eXsRLQWWCkPnEWtn+int5iMowURSgVouy/4kif7lKVeTPAapVqxY2bNhgMOzQoUNwdXVFREQEMjIysHz5cly8eBHW1tbo0aMHBg8eDFEUERkZiR49ehh818nJCREREUbnIQiZf1R8stZ/UW+HrAOeiUoFqFXyBVbJGIuoDJDrty2KAuxsLSCI8v/GJJ0W8Qm5P7W6uI5TlJ3c26BYH4QoSRKWLVuGY8eOYcuWLXjy5Al8fHzQr18/LFmyBH/99ReCg4MhiiIGDx6MZ8+ewcLCwiCGubk5UlJSjJ63vb21XItBBVShQvFsi5ikVCQ/TpYtXgXHdNjif61KcsiKIgjyvl8pt7gFmUdR51qgmAZxSu72yr4vldxcM2P9L45dYTwQ8cQiIOGefPFs34TQcgLs7a1eO2lxHaeo8BRbAZScnIypU6fizz//xJYtW+Di4gIXFxe0aNFCP427uzv69++P8PBwDB48GBYWFkhNTTWIk5qaCjs7O6PnHxeXBJ2uwItBBSAImQeV2NgkSEX4xHxTUzVsbCyQnqHF8/QM2eJm/PsvSEnKLO7lkBVFzpi5xRUEoUDzKMpcCxzTII5UIrdX1vYoDbnqY74QJz7+GbRaeQ6yKpUIOztLaJ78Ayk2UpaYACBkaGGCV+daXMcpyk4U5W28KJYC6O7duxgyZAiqVKmCnTt3wt7eHgBw5MgRPHnyBH369NFPm56eDnNzcwBAnTp1cPPmTYNYkZGRaNmypdE5ZP7oC7AQJBtuC6Kyx8REBZVKnm6mRdFP53XHIB6nip/c67/IC6DExET0798fTZs2RWhoKETxfz8QSZIwb948VK9eHU2bNsXvv/+OzZs3Y+rUqQCAnj17Ijg4GO3bt0fjxo0RFhaG2NhYBAQEFPViEBHRS9SiAMnCFoJOBysrc/lnwH44JKMiL4B27dqFqKgoHDhwAAcPHjQYd+nSJUydOhUzZ85ETEwMHBwcMGrUKAQGBgIAmjVrhpCQEP14JycnrF+/Hra2tkW9GERE9BKVKEAw/d9b5lMe35YlrnXtZrD1HQQB/7t0R1RQRV4ADRw4EAMHDsx1fJ8+fQwugb0sMDBQXxAREVHJlPL4NhLvG3+Hbk5M7N/K/B+ZO9iTshXrXWBERESvo/q36FGL8j66QlLzbVBKxgKIiIhKNOHfTtCxz9IQ/yhJlphmahXetM+Mm5fO2sZ06NbppFyfK0QlBwsgIiIqFTRaCakarSyx1KIACRIEADY2Fq+d3pjnGml1OiTEp7AIKuFYABERkeKoRAFZL7BZ+mMEHsTn/k5JtVqFjIy8FV7V7MthTIALRFFgAVTCsQCiEk8UBVmfA8J3/xBRYZHzIaBUuFgAUYkmigJs7cpBJbKzIhHJzMIO0Okw9u268sbV6Xi3WinAAohKNFEUoBJFLDt8HffjjH/nW07861VCB/cqssQiolLM1BIQRUTvm4PkmNyfWSQgs79QXlhVqgnHTjPY0lwKsACiUuF+XApuP3kmS6z4Z2myxCGiskETewep0TdyHW/Me/LMeGt9qcECiEqFqnavv0sjr+wsTWWLRUREpRMLICrRBEEonGv0APsVEREpGAsgKtFEUcjTNXpjOLi0gK3vIIjspEhEpFgsgKhUeN01emNkVK4lSxwiIiq9eA2AiIiIFIcFEBERESkOCyAiIiJSHBZAREREpDgsgIiIiEhxWAARERGR4rAAIiIiIsVhAURERESKwwKIiIiIFIcFEBERESkOCyAiIiJSHBZAREREpDgsgIiIiEhxWAARERGR4rAAIiIiIsVhAURERESKwwKIiIiIFEdd3AlQ2SGKAkRRMPp7KlXudXh+4hEREb0OCyCShSgKsLUrB5VofKOinZ1lIWRERESUOxZAJAtRFKASRYSd+QePnqbm+XsqlQparTbX8d41K8C3TkU5UiQiItJjAUSyEAQB0OkQ1LRGocTPT8sSERFRblgAkSxEUQBEEdH75iA55naevydAgAQp1/EOLi1g6zsIosC+QEREJB8WQCQrTewdpEbfyPP0giBAknIvgDIq15IjLSIiIgO8rkBERESKwwKIiIiIFIcFEBERESkOCyAiIiJSHBZAREREpDgsgIiIiEhxWAARERGR4rAAIiIiIsVhAURERESKwwKIiIiIFIcFEBERESkOCyAiIiJSHBZAREREpDjFUgBFRERg4MCB8PHxQYsWLTBp0iTExcUBAC5fvoxevXrBw8MD/v7+2LFjh8F3d+/ejYCAADRq1Ajdu3fHpUuXimMRiIiIqBQr8gIoNTUVgwcPhoeHB06ePIl9+/YhISEBH3/8MRITEzF06FB07doV58+fR2hoKObNm4crV64AAM6ePYs5c+Zg/vz5OH/+PLp06YLhw4fj+fPnRb0YREREVIoVeQEUFRWFunXrIjg4GKamprCzs0Pv3r1x/vx5/Pjjj7C1tUVQUBDUajWaNWuGzp07IywsDACwY8cOdOzYEY0bN4aJiQkGDBgAOzs7hIeHG52HIPBPzj8iIjJU3MflsvgnJ7W84V6vVq1a2LBhg8GwQ4cOwdXVFTdv3oSzs7PBOCcnJ+zcuRMAEBkZiR49emQbHxERYXQe9vbWRn+H8kKAYORe+qrpBf00r57OqPkVQszCilvUuRZkHqVqvRrEMX6fzTWuPr48uQrCy7mV3FwzY5XdXPM+38zpbGws8pcYFZkiL4BeJEkSli1bhmPHjmHLli3YvHkzLCwMdxpzc3OkpKQAAJ49e/bK8caIi0uCTpf/3MmQqan63x+8BEmS8vw9QRBeOX3WGEmCUXFfpTBiFlbcosz1ddsiPzHlUCjr1SCOcfvsK+Pq4xc816ztURpy1ccso7ka99vInO7p0+dIT8/If4KUjSjK23hRbAVQcnIypk6dij///BNbtmyBi4sLLCwskJSUZDBdamoqLC0tAQAWFhZITU3NNt7Ozs7o+Wf+kPKfPxER0avwHCMvuddnsdwFdvfuXfTo0QPJycnYuXMnXFxcAADOzs64efOmwbSRkZGoU6cOAKBOnTqvHE9ERESUF0VeACUmJqJ///7w9PTEl19+CXt7e/24gIAAPHnyBJs2bYJGo8GZM2ewd+9efb+fnj17Yu/evThz5gw0Gg02bdqE2NhYBAQEFPViEBERUSlW5JfAdu3ahaioKBw4cAAHDx40GHfp0iVs3LgRoaGhWL58Oezt7TF9+nQ0bdoUANCsWTOEhIRg5syZiImJgZOTE9avXw9bW9uiXgwiIiIqxYq8ABo4cCAGDhyY63g3Nzds27Yt1/GBgYEIDAwsjNSIiIhIIfgqDCIiIlIcFkBERESkOMX6HCAqHqIoQBTlfaSm3PGIiIgKEwsghRFFAbZ25aAS2fhHRETKxbOgwoiiAJUoIiOjcJ5QysKKiIhKA7YAKZRarca972chLfaOLPEcXFrA1ncQRL4ZlYiISgEWQAqWFnsHqdE3ZImVUbmWLHGIiMoCURSgVsvXIq7TSdDp+G4NObEAIiIikonq31ZwKytzWeNqdTokxKewCJIRCyAiIiKZZN0Ru/XMHfx2J06WmNXsy2FMgAtEUWABJCMWQERERDJ79DQVt588K+406BV4yw4REREpDluAiIiIZFbR2gw1HSxliVXVzgIAIPAuW1mxACIiIpKJWM4e0OkQ1KwGgprVkDV2eRszxMU/Zz8gmbAAIiIikolobgWIImLDQxH/8JYsMc3UIt6sWRdCywnsCC0jFkBEREQy08Tdle05azBRAXbyXE6j/2EnaCIiIlIcFkBERESkOCyAiIiISHFYABEREZHi5KsAunfvntx5EBERERWZfBVA7du3R79+/fDDDz8gNTVV7pyIiIiIClW+CqDjx4/Dz88PX375JXx9fTFjxgxcunRJ7tyIiIiICkW+CqAKFSrggw8+wJ49e7B582bY2NhgypQpaN++PTZs2IC4OHnegEtERERUGArUCTojIwNRUVGIiopCbGwsLCwscPnyZbz99tvYvXu3XDkSERERySpfT4L+/fff8cMPP+DAgQMQBAGdO3fGli1bULduXQDA4cOHMW3aNHTr1k3WZImIiIjkkK8CKCgoCL6+vpg1axb8/f1hYmJiML5evXrw9/eXJUEiIiIiueWrAPrvf/8LT0/PbMNPnDiBli1bolq1apg/f36BkyMiIiIqDPnqAzR48OBsw5KTkzF69OgCJ0RERERU2PLcAnTnzh107NgRWq0WkiShXr162abJqVWIiIiIqKTJcwFUvXp17NixA0+fPsXQoUOxfv16g/FmZmZwdnaWPUEiIiIiuRnVByir1Wffvn148803CyUhIiIiosJmVAE0c+ZMzJw5E6tWrcp1mnnz5hU4KSIiIqLCZFQnaEmSCisPIiIioiJjVAvQrFmzALCVh4iIiEq3fN0G/+TJE8ydOxcAcOHCBTRv3hydOnXCrVu3ZE2OiIiIqDDkqwCaNWsWbt26BUmSEBoaig4dOsDPzw+zZ8+WOz8iIiIi2eXrSdBXr15FeHg4Hj9+jIiICGzcuBHW1tZo0qSJ3PkRERERyS5fLUDPnz+Hubk5Tp8+DWdnZ9jZ2SE1NRVqdb7qKSIiIqIila+Kxd3dHTNnzsTFixfRvn17PHnyBLNnz4aPj4/c+RERERHJLl8tQKGhoUhPT4eXlxeGDRuGBw8eID09HSEhIXLnR0RERCS7fLUAvfHGGwZve2/YsCHWrFkjW1JEREREhSlfBdCzZ8+wdetW/PPPP9DpdAbj+IwgIiIiKunydQls6tSp2Lx5M9LS0uTOh4iIiKjQ5asF6OzZs9i5cydfiEpERESlUr5agMzMzFCpUiW5cyEiIiIqEvkqgP7v//4P8+fPR1xcnNz5EBERERW6fF0C+/bbbxEVFYVvvvkm27i//vqrwEkRERERFaZ8FUAv3gJfUHFxcejduzc+/fRT/as0QkJC8N1338HExEQ/3ZQpU9C7d28AwO7du7Fq1So8fvwYtWrVwowZM+Dh4SFbTkRERFS25asAynric2JiIu7du4f69esjIyMDpqamRsW5ePEipkyZgrt37xoMv3r1KubMmYNu3bpl+87Zs2cxZ84crF+/Hu7u7ggLC8Pw4cNx7NgxWFhY5GdxiIiISGHy1Qfo2bNnGD9+PJo0aYL33nsP//zzDwICAvD333/nOcbu3bsxYcIEjB071mB4eno6bty4gQYNGuT4vR07dqBjx45o3LgxTExMMGDAANjZ2SE8PDw/i0JEREQKlK8CaOHChUhJScGBAwdgYmKCN998E35+fggNDc1zDF9fXxw+fBgdOnQwGB4REYGMjAwsX74czZs3R7t27bBu3Tr9AxcjIyPh7Oxs8B0nJydEREQYtQyCoMw/IiIq3Yr7PFJWzmH5ugR27Ngx7N27F+XLl4cgCDAxMcGUKVPQsmXLPMeoWLFijsOTkpLg4+ODfv36YcmSJfjrr78QHBwMURQxePBgPHv2LNulLnNzc6SkpBi1DPb21kZNXxYJECDItEdlRcncSY2L+arpCxK3KGMWVtyizrUg8yhV69UgTsn4HeQYT3g5t5Kba2assptrXudb2Lna2VnKEpPyWQDpdDp9fx9JkrINK4gWLVqgRYsW+s/u7u7o378/wsPDMXjwYFhYWCA1NdXgO6mpqbCzszNqPnFxSXjpLR6KoFKJ+h+QBEm//QoqK4okwaiYgiC8cvr8xn2VwohZWHGLMtfXbYv8xJRDoaxXgzjF/zvISdb2KA256mOW0VyN+W0Udq7x8c+g1Srw5AVAFOVtvMjXJbCmTZti9uzZeP78ub4yXbZsmb5zdEEcOXIE27ZtMxiWnp4Oc3NzAECdOnVw8+ZNg/GRkZGoU6eOUfPJ3DmV90dERKVbcZ9Hyso5LN/vAvv777/h7e2NpKQkeHh44Pz585g8eXKBE5IkCfPmzcPp06chSRIuXbqEzZs362+B79mzJ/bu3YszZ85Ao9Fg06ZNiI2NRUBAQIHnTURERMqQr0tg5ubmGDFiBK5evYratWujYsWK8PDwgEqlKnBCAQEBmDp1KmbOnImYmBg4ODhg1KhRCAwMBAA0a9YMISEh+vFOTk5Yv349bG1tCzxvIiIiUgajC6ANGzZg5cqVSEtL01+XtLS0xLhx4xAUFJSvJK5fv27wuU+fPujTp0+u0wcGBuoLIiIiIiJjGVUA7dixA2vWrMG0adPQunVr2NnZITY2FkePHsXSpUvh4OCAdu3aFVauRERERLIwqgDaunUr5s2bZ9DfplKlSujbty/Kly+P//73vyyAiIiIqMQzqhP0P//8Az8/vxzHtW3b1qgnQRMREREVF6MKIEEQoFbn3Ghkamqa7fk8RERERCVRvm6DJyIiIirNjOoDlJGRge+//z7X8VqttqD5EBERERU6owogBwcHLF++PNfxFSpUKHBCRERElDMTExVUKvku3mi1OmRkKPPVGkYVQEePHi2sPIiIiCgHalGAZGELQaeDlZW5rLElnRYJiamKLILy9SRoIiIiKhoqUYBgagWIImLDQ5Hy+LYscctVrIkKHaZBpRJZABEREVHJlfL4NhLvR8gWT8kdV3gXGBERESkOW4BKOFEUIIqCbPHk7DxHRERUWrEAKsFEUYC9nQUEUVUo8dUiiyEiIlImFkAlmCgKEEQVMo4ugJRwT56gAmBS3QfwfB9sDCIiIqViAVQKSAn3IMVGyhJLEATAvrossYiIiEortgEQERGR4rAAIiIiIsVhAURERESKwwKIiIiIFIedoEsD4d/Oy/KEIiIiUjwWQCVYVtFjolIB6sJ5FhAREZESsQAqwbKeAB39NBXJj5JkiWllroajLJGIiIhKLxZApYBGq0WqRitLLDM1u30RERHxbEhERESKwwKIiIiIFIcFEBERESkOCyAiIiJSHBZAREREpDgsgIiIiEhxWAARERGR4rAAIiIiIsVhAURERESKwwKIiIiIFIcFEBERESkOCyAiIiJSHBZAREREpDgsgIiIiEhxWAARERGR4rAAIiIiIsVRF3cCZYUoChBFQfaYREREJD8WQDIQRQG2duWgEtmgRkREVBqwAJKBKApQiSKWHb6O+3EpssX1r1cJHdyryBaPiIjoZaIoQK2W9x/wOp0EnU6SNabcWADJ6H5cCm4/eSZbvPhnabLFIiIiepHK0h7Q6WBlZS57bEmnRVz88xJdBLEAIiIiUiATc2tAFIETi4CEe7LFlcpXg9BqIkRRYAFEREREJYvw7402sQ8iEX/vL1limqlVeNNJllCFjgWQjGzLmaCmg6Vs8ewsTWWLRURElBONVkKqRlvcaRQ5FkAymvxOXZiYyL9KeXcZERGRvFgAycjERI17389CWuwdWeI5uLSAre8giAKfB0RERCSnYi+A4uLi0Lt3b3z66ado0qQJAODy5cv49NNPERkZCTs7OwwfPhy9evXSf2f37t1YtWoVHj9+jFq1amHGjBnw8PAorkUwkBZ7B6nRN2SJlVG5lixxiIiIyFCxXlu5ePEievfujbt37+qHJSYmYujQoejatSvOnz+P0NBQzJs3D1euXAEAnD17FnPmzMH8+fNx/vx5dOnSBcOHD8fz58+LazGIiIiolCm2Amj37t2YMGECxo4dazD8xx9/hK2tLYKCgqBWq9GsWTN07twZYWFhAIAdO3agY8eOaNy4MUxMTDBgwADY2dkhPDy8OBaDiIiISqFiK4B8fX1x+PBhdOjQwWD4zZs34ezsbDDMyckJERERAIDIyMhXjs8rQZDvj4iIiLKT81wr9/m22PoAVaxYMcfhz549g4WFhcEwc3NzpKSk5Gl8XtnbWxs1fV4JECDItJWyomRueJliGsQpGbm+avpCWQeFELOw4hZ1rgWZR6laryXwd5BjPOHl3Epurpmxym6ueZ1vScg1z3H18QsnVzs7+R4LUxiKvRP0yywsLJCUlGQwLDU1FZaWlvrxqamp2cbb2dkZNZ+4uCTodAXLNYtKJeo3tAQJkiTPky+zokgS5ItpEKf4cxUE4ZXTF8o6KISYhRW3KHN93bbIT0w5KOF3kJOs7VEactXHLKO5GvPbKO5cjYqrj184ucbHP4NWK9OJFpkPrZaz8aLEPWDG2dkZN2/eNBgWGRmJOnXqAADq1KnzyvF5lbnB5fkjIiKi7OQ818p9vi1xBVBAQACePHmCTZs2QaPR4MyZM9i7dy969OgBAOjZsyf27t2LM2fOQKPRYNOmTYiNjUVAQEAxZ05ERESlRYm7BGZnZ4eNGzciNDQUy5cvh729PaZPn46mTZsCAJo1a4aQkBDMnDkTMTExcHJywvr162Fra1u8iRMREVGpUSIKoOvXrxt8dnNzw7Zt23KdPjAwEIGBgYWdFhEREZVRJe4SGBEREVFhYwFEREREisMCiIiIiBSHBRAREREpDgsgIiIiUhwWQERERKQ4LICIiIhIcVgAERERkeKwACIiIiLFYQFEREREisMCiIiIiBSHBRAREREpDgsgIiIiUhwWQERERKQ4LICIiIhIcVgAERERkeKwACIiIiLFYQFEREREisMCiIiIiBSHBRAREREpDgsgIiIiUhwWQERERKQ4LICIiIhIcVgAERERkeKwACIiIiLFYQFEREREisMCiIiIiBSHBRAREREpDgsgIiIiUhwWQERERKQ4LICIiIhIcVgAERERkeKwACIiIiLFYQFEREREisMCiIiIiBSHBRAREREpDgsgIiIiUhwWQERERKQ4LICIiIhIcVgAERERkeKwACIiIiLFYQFEREREisMCiIiIiBSHBRAREREpDgsgIiIiUhwWQERERKQ46uJOoLiIoghRpvJPpWIdSUREVJootgCys7MslLhquaoqIiIiKjQlsgAKDw/HhAkTYGZmph/Wtm1bfPbZZ7h8+TI+/fRTREZGws7ODsOHD0evXr2MnkfG8aWQYm/Jk7AAmFT3ATzfBxuDiIiISr4SWQBdvXoVgYGBmDdvnsHwxMREDB06FB999BF69+6N8+fPIzg4GC4uLnB3dzdqHtLTB0CcPAWQAAD21WWJRURERIWvxBZA7du3zzb8xx9/hK2tLYKCggAAzZo1Q+fOnREWFmZ0AWSiEgG1SpZ8iYiIqHQpcQWQTqfDn3/+CQsLC2zYsAFarRatWrXChAkTcPPmTTg7OxtM7+TkhJ07dxo9n5ikNCQ9SpIlZytzNRxliURERFQ2yH+DkCRrtBJXAMXFxaF+/fpo164dli9fjvj4eEyePBkTJ05ExYoVYWFhYTC9ubk5UlJSjJ6PRqtDWoZOlpzNtS9uFAGCIMgSNyuKIEC+mAZxSkaur5q+UNZBIcQsrLhFnWtB5lGq1msJ/B3kGE94ObeSm2tmrLKba17nWxJyzXNcfXz5cjVRiZAgQQBgY2Px2umNodOV8QLIwcEBYWFh+s8WFhaYOHEi3n33XXTv3h2pqakG06empsLSMj93dEmQJHlWpmEcGePq4788jwLELGG5CoLwyukLZR0UQszCiluUub5uW+QnphyU8DvISdb2KA256mOW0VyN+W0Ud65GxdXHly9XUQAEC3tAp4Nsz5rJig0J/yvbCq7EFUARERHYt28fxo8fr69I09PTIYoi3N3d8fXXXxtMHxkZiTp16hRHqkRERPQyU0tAFBG9bw6SY27LEtKqUk04dpohS6wsJa4AsrW1RVhYGMqXL4+BAwfi0aNH+Oyzz9CtWze0a9cOixcvxqZNmxAUFISLFy9i7969WLVqVXGnTURERC/QxN5BavQNWWKZqeV/xkyJe2qNo6Mj1q5di59++gk+Pj7o0aMH3Nzc8Mknn8DOzg4bN27EwYMH0aRJE0yfPh3Tp09H06ZNizttIiIiKkVKXAsQAPj4+GDbtm05jnNzc8t1HBEREVFelLgWICIiIqLCxgKIiIiIFIcFEBERESkOCyAiIiJSHBZAREREpDgsgIiIiEhxWAARERGR4rAAIiIiIsVhAURERESKwwKIiIiIFIcFEBERESkOCyAiIiJSHBZAREREpDgsgIiIiEhxWAARERGR4rAAIiIiIsVhAURERESKwwKIiIiIFIcFEBERESkOCyAiIiJSHBZAREREpDgsgIiIiEhxWAARERGR4rAAIiIiIsVhAURERESKwwKIiIiIFIcFEBERESkOCyAiIiJSHBZAREREpDgsgIiIiEhxWAARERGR4rAAIiIiIsVhAURERESKwwKIiIiIFIcFEBERESkOCyAiIiJSHBZAREREpDgsgIiIiEhxWAARERGR4rAAIiIiIsVhAURERESKwwKIiIiIFIcFEBERESkOCyAiIiJSHBZAREREpDgsgIiIiEhxWAARERGR4pTKAig2NhYjRoyAl5cXmjRpgtDQUGRkZBR3WkRERFRKlMoCaMyYMShXrhx++eUX7Ny5E6dPn8amTZuKOy0iIiIqJUpdAXTnzh2cO3cOEydOhIWFBd58802MGDECYWFhxZ0aERERlRLq4k7AWDdv3oStrS0qVaqkH1a7dm1ERUXh6dOnsLGxyVOccpXqyJaThYkaKF8NAGBZ2QWCibkscc0qvJUZ37EObEUTWWKWvFwFAFIhxM1dYcQsrLhFm+urt0X+YhacMn4HOcncHqUj10xlN9e8/zaKP9e8K025lnOoLkucFwmSJOX/iFcMfvjhByxduhQ///yzftjdu3cREBCA48ePw9HRsfiSIyIiolKh1F0CK1euHJ4/f24wLOuzpaVlcaREREREpUypK4Dq1KmDhIQEPHnyRD/s1q1bcHR0hLW1dTFmRkRERKVFqSuAatSogcaNG2Pu3LlITk7GvXv3sGrVKvTs2bO4UyMiIqJSotT1AQKAJ0+eYPbs2Th79ixEUUTXrl0xYcIEqFSq4k6NiIiISoFSWQARERERFUSpuwRGREREVFAsgIiIiEhxWAARERGR4rAAIiIiIsVhAURERESKUyYLoNjYWIwYMQJeXl5o0qQJQkNDkZGRkeO0x48fR+fOndGoUSO0b98ex44dK+JsyzZjtsU333yDdu3awcPDA+3ateMLbmVmzLbIcuPGDTRs2BBnz54toiyVwZhtce7cOfTq1QseHh5o1aoV1q5dW8TZln3GbI+vv/4a/v7+8PT0ROfOnXHo0KEizlYZ4uLiEBAQ8MpjT4HP31IZ9N5770njx4+XUlJSpLt370odO3aU1q9fn22627dvS25ubtLhw4cljUYj7d+/X3J3d5eio6OLIeuyKa/b4vDhw5KXl5d06dIlSafTSb/99pvk5eUlHTx4sBiyLpvyui2ypKSkSJ06dZKcnZ2lM2fOFGGmZV9et0VkZKTUsGFDadeuXZJOp5P++usvycfHRzpw4EAxZF125XV7/Pzzz1KzZs2kW7duSZIkSQcPHpTq1q0r3bt3r6hTLtMuXLggtW3b9pXHHjnO32WuBejOnTs4d+4cJk6cCAsLC7z55psYMWJEjq0Ju3fvhpeXF9q2bQu1Wo0OHTrA29sb27dvL4bMyx5jtkVMTAyGDBmCRo0aQRAEeHh4oEmTJjh//nwxZF72GLMtssyaNQtt27YtwiyVwZhtsXXrVrRp0wbdunWDIAioW7cutm3bhsaNGxdD5mWTMdvj77//hiRJ+j+VSgUTExOo1epiyLxs2r17NyZMmICxY8e+drqCnr/LXAF08+ZN2NraolKlSvphtWvXRlRUFJ4+fWowbWRkJJydnQ2GOTk5ISIiokhyLeuM2RZBQUEYOnSo/nNsbCzOnz+PBg0aFFm+ZZkx2wIAvv/+e9y5cwcjR44syjQVwZhtceXKFVSrVg3jxo1DkyZN0L59e5w7dw4VK1Ys6rTLLGO2R8eOHeHg4IAOHTrA1dUVo0ePxvz58+Ho6FjUaZdZvr6+OHz4MDp06PDK6eQ4f5e5AujZs2ewsLAwGJb1OSUl5bXTmpubZ5uO8seYbfGix48fY8iQIWjQoAE6depUqDkqhTHb4tatW1i6dCkWL17M18sUAmO2RWJiIjZv3owuXbrg119/xezZs7FgwQIcPHiwyPIt64zZHhqNBnXr1sWOHTvw+++/Y/bs2Zg2bRquX79eZPmWdRUrVsxTi5oc5+8yVwCVK1cOz58/NxiW9dnS0tJguIWFBVJTUw2GpaamZpuO8seYbZHl999/R8+ePVGzZk2sXr2aTcsyyeu2SEtLw9ixY/Hxxx+jSpUqRZqjUhjzuzA1NUWbNm3QunVrqNVqeHt7IzAwEAcOHCiyfMs6Y7bHnDlzUKdOHbi7u8PU1BQ9evRAo0aNsHv37iLLlzLJcf4ucwVQnTp1kJCQgCdPnuiH3bp1C46OjrC2tjaY1tnZGTdv3jQYFhkZiTp16hRJrmWdMdsCAHbu3IkBAwagf//+WLx4MUxNTYsy3TItr9vi6tWr+OeffzBt2jR4eXnBy8sLAPDhhx9i5syZRZ12mWTM76J27dpIT083GKbVaiHxFY6yMWZ7REVFZdsearUaJiYmRZIr/Y8s5285emyXNH379pXGjh0rJSUl6Xv0L1++PNt0kZGRkpubm7R//359L3I3Nzfp77//Loasy6a8bouDBw9Krq6u0okTJ4ohS2XI67Z4Ge8Ck19et8WpU6ek+vXrS99//72k0+mkc+fOSY0aNZKOHDlSDFmXXXndHkuXLpWaNGki/fHHH5JWq5UOHDggubm5SdeuXSuGrMu+Vx175Dh/l8kC6PHjx9KoUaMkHx8fqWnTptL8+fOljIwMSZIkqVGjRtIPP/ygn/bEiRNSly5dpEaNGkkdO3aUfv755+JKu0zK67bo1KmTVLduXalRo0YGfzNmzCjO9MsUY34XL2IBJD9jtsXPP/8sde/eXfLw8JDatGkjffPNN8WVdpmV1+2h0Wik5cuXS35+fpKnp6fUrVs3/qOtEL187JH7/C1IEttSiYiISFnKXB8gIiIiotdhAURERESKwwKIiIiIFIcFEBERESkOCyAiIiJSHBZAREREpDgsgIiIiEhxWAARlSGPHj3iy3yJiPKABRBRHvj7+8PNzQ0eHh7w8PBAo0aN4OvriwULFkCn0xV3egCAJ0+eoF27doiLiwMArFmzBoMHDy6WXDZt2gRvb294e3sjIiIi23gXFxecPXs2X7HPnj0LFxcXAJnvZvLw8EBUVNRrv+fh4YELFy68NmZBTZkyBVOmTJElVm4kSYKfn59+W7/s0aNHmDVrFvz9/eHh4YHWrVsjJCTE4H1XRErHV20T5dGsWbPQvXt3/efr169jwIABsLCwwEcffVSMmWVKTU01aP358MMPiy2XrVu3YsSIERg4cGChzqdKlSq4dOlSnqbN63SlweXLl1G1alXY29tnG3fnzh28++67eOeddxAWFobKlSsjOjoa8+bNQ9++fbF7925YWVkVQ9ZEJQtbgIjyycXFBd7e3rh27RoAoF+/fpgyZQr8/PzQunVrJCcn4/r16xgyZAh8fHzQsmVLzJw5E0lJSQCAXbt24d1338Unn3wCT09P+Pr6YtWqVfo3faempmLhwoVo1aoVvL290a9fP1y5csVg/p9++imaNGmCDz/8EJ06dQIAdOrUCeHh4VixYgX69eunn/7IkSPo3r07PD090a5dO2zatEnfejVlyhR88skn+PDDD+Hh4YE2bdpg8+bNuS77gwcPMGbMGDRr1gwtWrTA+PHj8ejRIwBAixYtcPfuXSxZsgTvv//+a9fj6+b96NEjfPjhh/D09ESbNm3w66+/6sfdv38fLi4uuH//Pj7//HP06dPHIPZnn32GoUOH6tdXVqtTXmNmeXFdSpKEdevWoXPnzvDy8oK3tzfGjx+P1NTUbMsWExODwYMH67f/yJEj9evpRVu2bEFgYKD+865du+Di4oJbt24BAJ4+fYoGDRrg3r17AIAff/wRAQEBOa7P0NBQuLu7Y9asWahcuTIAwNHREQsXLkS9evX0b9C+desWhg0bhtatW8Pd3R0dOnTAsWPHDNbBjh074O/vj8aNG2PgwIGIjo7Wz2fv3r3o1KkTPDw80L59e4SHh+vH7d+/H507d0bjxo3RvXt3nDx5Uj8up98JUXFgAUSUDxqNBmfPnsWZM2fQokUL/fBTp05h27Zt2LNnDzQaDd5//304OTnhxIkT+O6773D79m1MmjRJP/3ly5dhYWGB06dPY/Xq1fj666+xc+dOAMDMmTNx8uRJbN68Gb/++ivatm2LAQMGGFzuuXv3Ln7++WcsXLgQ+/btAwDs27cPHTp0MMj3zJkzGDNmDAYPHoxz585hyZIl+OqrrwwKjV27dqFfv344f/48hgwZgvnz5yMmJibHZf/ggw+gUqnw448/4sCBAwAyW5wyMjLw66+/okqVKpg1a9Yri6gXvWreY8eOhVqtxokTJ7BlyxacOHEixxg9e/bE5cuX8c8//wAAtFot9uzZg549e2abNq8xc3LgwAFs3rwZK1aswIULF7Bt2zacPHkSe/fuzTbtkiVL4OjoiF9//RXh4eFISUnBunXrsk3Xtm1bXL9+Xb/MJ0+ehLm5ub4wO378OGrXro0333wTAPDTTz/lWAClp6fjl19+QceOHbONMzMzw/Lly+Hh4QEAGDVqFJydnXH48GFcuHABvr6+mDlzpsF3fv75Z3z//fc4dOgQnjx5glWrVgHIvGT48ccfY+LEibh48SKmTp2KSZMmITIyEsePH0dISAg++eQTnDt3DqNGjcKoUaP0hRdg+DthaxQVFxZARHk0a9YseHl5wcvLC82aNcOcOXMwcOBAvPfee/ppWrZsiUqVKsHGxgY//fQTTExMMGHCBJibm6NixYqYMWMGjh49isePHwMAbG1tMWHCBJiZmcHNzQ29e/fGnj17kJaWhn379mH8+PGoXr06TE1N0b9/f9SqVUtf6ACZrT0WFhawsbF5Ze67du1CmzZt0KFDB6jVari6umLo0KHYtm2bfpomTZqgRYsWUKvV6NGjB7RaLe7evZst1oULF3Dv3j3MmjUL1tbWsLGxwaxZsxAREYE//vgjX+s2t3k/ePAAFy5cwIQJE2BlZYXKlStj5MiROcaoWrUqmjdvju+//x5AZhGh1Wrh5+dnMJ0xMXPSsmVL7Ny5EzVq1EBcXBzi4+Nha2ubY7FoZmaGixcvYv/+/Xj27Bk2bNiA6dOnZ5vO0dERrq6u+OWXX6DT6XDq1Cn06dMHp06dAgAcPXpUX/BERETAysoKVapUyRYnMTEROp0OFStWfO1yrF27FqNGjYIkSXjw4AFsbGyyLcOQIUNgY2MDBwcH+Pv764vL77//Hm+//TZatWoFURTRsmVLbN26FZUqVcKWLVvQt29feHt7Q6VSwc/PD/7+/gb72ou/E6Liwj5ARHkUEhJi0AcoJ2+88Yb+/2NjY1GlShWoVCr9sGrVqgHIPAkDmSdtExMT/fjKlSvj0KFDSExMhEaj0U//4vdfvDTz4vxeJTY2FvXq1csWKysPAAYnzayccurgHRsbCzs7O4N/uVtZWcHW1hYPHjxAo0aN8pTTi3Kbd9YJ+cWT/VtvvZVrnF69emHhwoUYPXo0du/ejcDAQIP1C8DomC+TJAlLly7FsWPHYG9vj3r16kGj0egvXb5o+vTpWLt2Lb788ktMmTIFdevWxfTp0+Hl5ZVt2oCAAJw4cQLOzs6wtbVFt27dEBQUhNTUVJw4cQIjRowA8OrLX7a2tjAxMdEX2C+LjY2Fvb09BEFAREQERowYgcePH6N27dqwt7fPtgwODg76/1er1frxjx49Qv369Q2mdXd3B5C5b587dw7ffPONfpxWq0XTpk31n/O63xIVJrYAEclIEAT9/1etWhVRUVHQarX6YVktKlkn/EePHhmcdO7fv48qVarAwcEBZmZm+j4fL37/xZPHi/N7lapVq2Zrzbl3716eWgpyihUfH2/QdyMpKQnx8fH5ivcqjo6OAGCwHl7sh/KyNm3a4Pnz5zhx4gSOHj2a4+Wv18XMKlg1Go1+WHx8vP7/Fy1ahKioKBw9ehQHDx7E0qVLYWlpmWM+165dQ+/evbF3716cOnUKjRs3zrW1qW3btjh16hROnDgBX19f1K1bFxYWFtiwYQMcHBxQp04dAMDhw4dzLYBMTEzg6+tr0B8nS3p6OgIDA7Fu3TrExMRg9OjRGDt2LM6cOYOwsDB9H7K8qFy5crY77zZu3IjffvsNjo6OCA4OxoULF/R/+/fvR2hoqH7avO63RIWJBRBRIWnVqhWAzBNmamoqHj9+jNDQUDRt2hRVq1YFADx+/Bjr1q2DRqPBlStXsGPHDvTq1QuiKKJHjx5YsmQJ7ty5g/T0dHz99deIjIzMsX8HkHm5BUCOnUp79OiBo0eP4sCBA9Bqtbh27RrWr1+PHj16GL1cbm5ucHJyQkhICJKSkpCUlISZM2firbfegqenp9HxXqVKlSrw9fXFvHnzkJiYiMePH2PlypW5Tm9iYoKuXbti1qxZcHV1Re3atY2OWaFCBZQvXx779++HJEn4888/cfDgQf345ORkmJmZQaVSIS0tDRs3bsSNGzcMCqYsa9aswZw5c5CcnAwbGxtYWFjAzs4ux9ydnJxQoUIFbNmyRd+vrHnz5tiwYQPefvttAJl3eOl0uhyXK8ukSZNw8eJFzJkzR9/a9c8//2DkyJGwtLRE79698ezZM2i1WlhYWAAAIiMj8cUXXwDILJRep1u3bjh8+DBOnjwJnU6HX375BStWrIC1tTXeffddbN68Wd9h/+rVq+jevbvBpVuikoAFEFEhsba2xldffYUbN26gVatW6NSpE6pWrYrPP/9cP03FihVx//59+Pr6YsyYMRg9erS+A/OkSZPg6+uLAQMGoEmTJjhw4AC+/PJL1KxZM8f5OTg4ICAgAL179za4/AAADRs2xOeff47169fDy8sLI0eORN++ffN1q7xarcbatWuRkZGBdu3awc/PDxqNBl999RXUavmvqi9evBjW1tbw8/NDjx490Lx581dO36tXLzx48CDH1p+8xDQ1NcWcOXNw4MABeHp6Yv78+Xj33Xf148eMGYPU1FQ0b94c/v7++P333xEYGIgbN25km8/s2bOh0+nQpk0beHt74/Llywbb/2UBAQFITk6Gj48PAMDX1xfPnz/Xt/gcOnQIbdu2feXy16pVCzt37kRiYiJ69uwJDw8PDBw4EFWqVEFYWBhsbW1Rq1YtTJo0CRMnTkTjxo0xevRo9OjRAyYmJjkux8saN26MBQsWYMGCBfDy8sLChQuxZMkS1KlTB++88w7GjRuHjz/+GJ6enhg9ejQGDBhgcEciUUkgSDlduCaiQrdr1y6sXLkSR48eLe5UiIgUhy1AREREpDgsgIiIiEhxeAmMiIiIFIctQERERKQ4LICIiIhIcVgAERERkeKwACIiIiLFYQFEREREisMCiIiIiBSHBRAREREpDgsgIiIiUpz/B8qsGMdvSqpJAAAAAElFTkSuQmCC"
      },
      "metadata": {},
      "output_type": "display_data"
@@ -1446,13 +1241,16 @@
   {
    "cell_type": "code",
    "execution_count": 24,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-06-20T15:48:02.314654Z",
+     "start_time": "2024-06-20T15:48:01.912778Z"
+    }
+   },
    "outputs": [
     {
      "data": {
-      "text/plain": [
-       "<Axes: title={'center': 'Interventional Data - Uncertain Parameters - Alternative Structure'}, xlabel='Average Treatment Effect (ATE)', ylabel='Density'>"
-      ]
+      "text/plain": "<Axes: title={'center': 'Interventional Data - Uncertain Parameters - Alternative Structure'}, xlabel='Average Treatment Effect (ATE)', ylabel='Density'>"
      },
      "execution_count": 24,
      "metadata": {},
@@ -1460,10 +1258,8 @@
     },
     {
      "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
+      "text/plain": "<Figure size 640x480 with 1 Axes>",
+      "image/png": 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"
      },
      "metadata": {},
      "output_type": "display_data"
@@ -1489,7 +1285,12 @@
   {
    "cell_type": "code",
    "execution_count": 25,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-06-20T15:48:02.324033Z",
+     "start_time": "2024-06-20T15:48:02.314909Z"
+    }
+   },
    "outputs": [],
    "source": [
     "def bayesian_population_causal_model_uncertain_structure(n_individuals):\n",
@@ -1524,13 +1325,16 @@
   {
    "cell_type": "code",
    "execution_count": 26,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-06-20T15:48:05.648084Z",
+     "start_time": "2024-06-20T15:48:02.319733Z"
+    }
+   },
    "outputs": [
     {
      "data": {
-      "text/plain": [
-       "<Axes: title={'center': 'Observational Data - Uncertain Parameters and Structure'}, xlabel='Proportion of Individuals w/ Cancer', ylabel='Density'>"
-      ]
+      "text/plain": "<Axes: title={'center': 'Observational Data - Uncertain Parameters and Structure'}, xlabel='Proportion of Individuals w/ Cancer', ylabel='Density'>"
      },
      "execution_count": 26,
      "metadata": {},
@@ -1538,10 +1342,8 @@
     },
     {
      "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
+      "text/plain": "<Figure size 640x480 with 1 Axes>",
+      "image/png": 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"
      },
      "metadata": {},
      "output_type": "display_data"
@@ -1578,7 +1380,12 @@
   {
    "cell_type": "code",
    "execution_count": 27,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-06-20T15:48:05.651020Z",
+     "start_time": "2024-06-20T15:48:05.647672Z"
+    }
+   },
    "outputs": [],
    "source": [
     "def bayesian_intervened_causal_model_uncertain_structure(n_individuals):\n",
@@ -1593,13 +1400,16 @@
   {
    "cell_type": "code",
    "execution_count": 28,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-06-20T15:48:08.818802Z",
+     "start_time": "2024-06-20T15:48:05.655568Z"
+    }
+   },
    "outputs": [
     {
      "data": {
-      "text/plain": [
-       "<Axes: title={'center': 'Interventional Data - Uncertain Parameters and Structure'}, xlabel='Proportion of Individuals w/ Cancer', ylabel='Density'>"
-      ]
+      "text/plain": "<Axes: title={'center': 'Interventional Data - Uncertain Parameters and Structure'}, xlabel='Proportion of Individuals w/ Cancer', ylabel='Density'>"
      },
      "execution_count": 28,
      "metadata": {},
@@ -1607,10 +1417,8 @@
     },
     {
      "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
+      "text/plain": "<Figure size 640x480 with 1 Axes>",
+      "image/png": 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"
      },
      "metadata": {},
      "output_type": "display_data"
@@ -1629,13 +1437,16 @@
   {
    "cell_type": "code",
    "execution_count": 29,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-06-20T15:48:09.479978Z",
+     "start_time": "2024-06-20T15:48:08.820077Z"
+    }
+   },
    "outputs": [
     {
      "data": {
-      "text/plain": [
-       "<Axes: title={'center': 'Interventional Data - Uncertain Parameters and Structure'}, xlabel='Average Treatment Effect (ATE)', ylabel='Density'>"
-      ]
+      "text/plain": "<Axes: title={'center': 'Interventional Data - Uncertain Parameters and Structure'}, xlabel='Average Treatment Effect (ATE)', ylabel='Density'>"
      },
      "execution_count": 29,
      "metadata": {},
@@ -1643,10 +1454,8 @@
     },
     {
      "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
+      "text/plain": "<Figure size 640x480 with 1 Axes>",
+      "image/png": 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6okmTJhVul+FzOysrC1FRUdi/fz8UCgWeffZZtG3bFkDJ56ixm/YN95cuc163hvNdvny51Pl03+AY1jN16lQ4Oztj586dmDVrFoAHIWbGjBlo2bKl0eVduXIFM2bMQHJyMqytrfHCCy9IYdNwG5S1H7Ozs40+H3XDRnmaNWuGiIgIREREQKPRYP/+/ZgyZQo+/vjjcr/KwfC4aoq7d++WuGm/MhnuH3POE3LBQFQL1a9fHx06dJC61HVZW5e9yxUKBfr06YMdO3Zg7NixOHLkCKKiovSW/dxzz2HhwoVG56/MF3TDhg1LfO8HAOmSlKOjo96JtDRXrlzB2LFjpfsStL0PsbGxFb53xJiUlBQUFxejXbt2AIAvv/wSMTExmDlzJnr06CH1dOl2WxsTHR2N77//Hp999hk6dOiAunXrAnjQnV2aJ554AvHx8XrDStsX2pNCadvur7/+go2NjdETZGnq16+Pu3fvQqPR6J2Efv/9dxQVFaFBgwYAgIULF+K5554rMb+x4FuWimyjh+Xm5lbu8/th2jVx4kRcunQJ69evR5s2bWBjY4O8vDy9S8MVVdHXbf369eHr64tJkyYZHW9jY1PqOm1sbDBmzBiMGTMGN27cwMGDB7FixQpMmDBB74MHWhqNBiNHjoRSqcS2bdvQsmVLWFtbIz09vURvVHkcHR1x584dFBcXo06dOtJwbTAvzffff4+oqChs3rwZzz//vDTcysoK3bt3R2pqKrZt22ZWW7SKi4v1Hhv2StavXx9ZWVkl5ktKSkKzZs3w9NNPlxinfeOgW6duz3lZHuY8UVvxpupawPBdkK+vL9LT09GiRQt4enrC09MTrVq1QkxMDPbt21fu8kJDQ3Hz5k0sXboUCoVC7x4jX19f/Pe//0WjRo2kZXt6eiIpKQlr1qzRO/iY225D7dq1w8GDB6Vuf+DBC//bb7+Fp6dnmQdjXb/++isKCgowatQovUsx2jBUGT1ERUVFWLlyJR5//HHp0srx48fh4uKC8PBwKQzdvHkTFy9e1Pu0i+F2OH78OPz8/NCtWzfphPrrr78iKyur1E/J2NjY6O0PT0/PUu/VcHZ2xjPPPCPdz6WruLgY+/fvR7t27czalz4+PlCr1Th8+LA0TAiBqVOnYuXKlWjdujWUSiVu3ryp10alUolFixaV+yWQlbGNqsPDtOv48ePo0aMH2rdvLz23jxw5AgAPXZOpr1tjx5I///wTzz//vN58O3fuRFxcXKnPkfz8fPTo0UP6VNlTTz2FiIgIhISE4K+//jI6z507d/Dnn38iPDwcXl5e0km5ItvA398fRUVF0j1AwIOez59//rnM+VxdXXH37l189dVXRsdnZGToXXoq7xim9dhjj5Wo2/BGeR8fH5w6dUrvhuasrCy8/fbb+OGHH4yuT9tT+N///rfU5ZbmYc8TtZE8Y2At06BBA5w8eRKpqanw8fHBO++8g9deew2jRo3C66+/DltbW2zduhX79+/XuwmyNC4uLvDw8MCmTZsQHBysdw9PWFgYNm7ciGHDhmH06NF48skncfToUaxevRqDBg2CUqk0q923b9/G4cOH0aJFixLj3333XRw5cgRvvvkmRo4cCRsbG2zcuBFXr17FmjVrTF6Ph4cHrK2tsWDBArz11lsoLCzE9u3bcejQIQAl36mV58qVKzh16hSAB/c1XLt2DVu2bMG5c+ewfPly6dKFl5cXVqxYgS+//BLe3t64fPkyVq1ahcLCQr1LDQ0aNMBvv/2GX375BV5eXvDy8sKePXuwefNmvPjiizh//jxWrlwJhUJh1j1YZZk4cSLee+89jB49Gv3795d627Zs2YLr169j3rx5Zi2vS5cuUKlUmDJlCsaPH49nn30WiYmJuHjxIqZPnw5HR0eMGDECn3/+Oe7duwc/Pz/cvHkTn3/+ORQKRblfamiJbVQRD9MuLy8vJCYmwsPDA87Ozjh58iRWrVpVKTWZ+ro13M5Dhw7Fjh07MHToULz11ltwdHTE7t27sW3bNkyZMqXU9dnZ2cHDw0P6YIS7uzv+/PNPJCQkoEePHkbnadSoEZo2bYrY2Fg4OzujQYMG+Omnn6RwYs428Pf3R6dOnTBt2jRkZmaiadOm2LBhA7Kyssq8nPXCCy9g5MiRWLVqFW7cuIG+ffvC2dkZmZmZ2LFjB5KSkrB+/XppesPtVZrAwEAcOHAA0dHR6NatG44fP45vvvlGb5qhQ4fim2++wfDhwzF69GjY2tpi1apVeOKJJ9CvXz9pfbrH+s6dO2Pu3LmYPn063n77bfz1119YtmyZdDtAWR72PFEbMRDVAqNHj8aKFSvw9ttvY/fu3WjevDliY2OxePFiTJo0CUIIuLm5Yfny5SXuMylNaGgozp07h759++oNr1u3LmJjY7Fo0SIsWLAAOTk5aNq0KSZMmIC33nrLrHaHhYXh8OHDGDt2LMaNGyd9AkzL1dUVmzZtwqeffop///vfUCgU8PLywoYNG+Dj42Pyep599lksWrQIy5Ytw5gxY9CwYUN4e3vjP//5DwYPHoxjx46Z9ZMpK1euxMqVKwEAtra2aNKkCXx8fDBr1iy9E/uoUaNw584dbNiwAcuXL8eTTz6J0NBQKBQKrFq1SrqR9a233sKcOXMwfPhwrF+/HpGRkVCr1fjss89QWFiIZs2aYcyYMUhPT8eBAwdKXAaoCO2795iYGERFReGff/6Bk5MT2rVrh23btkk3OJuqTp06WL16NRYtWoSlS5ciNzcXzZs3x5o1a6SbX9977z00btwYmzZtwpo1a9CwYUP4+/vjgw8+0AvdxlRkG1nCw7Rr3rx5mD17NmbPng0AeO655zBr1izs3LkTx44de6h2mfq6NdzOPj4+2LJlCxYtWoSZM2eioKAAzz33HKKjo8u99PvRRx/hs88+w7p16/D333+jUaNGCA8Px/jx40udZ8WKFYiOjkZkZCRsbGzg4uKClStXYs6cOTh27FiJ7/Ipy7Jly7Bw4UIsWbIEBQUF6NWrF1599VWpt6U0H3zwAVq0aIG4uDh8/PHHuHfvHho0aAAfH58S30huuL1K079/f1y5cgUJCQnYunUrfH198fnnn+P111+XpnnyySexadMmLFiwAFOmTIGNjQ18fX2xYMEC6UMYhsf6559/HvPnz8fKlSsxcuRIvPjii3rPobJUxnmitlEI/lIcERERyRzvISIiIiLZYyAiIiIi2WMgIiIiItljICIiIiLZYyAiIiIi2WMgIiIiItljICIiIiLZYyAiIiIi2ZPtN1VnZeXAgj95VO0UCqBRo/rIzMyBnL6Kk3Wzbjlg3axbDqysACensr/V/mHINhAJAVk9kbRYt7ywbnlh3fIit7qrulZeMiMiIiLZYyAiIiIi2WMgIiIiItljICIiIiLZs1gg2r17N1q2bAmVSiX9ffjhhwCA06dPY8CAAVCpVAgKCkJcXJzevAkJCQgODoa3tzfCwsJw8uRJS5RAREREtYTFPmV29uxZhIaGYu7cuXrDs7OzMXLkSIwbNw4DBw5Eamoqxo4dC3d3d3h5eSElJQWzZ8/G6tWr4eXlhdjYWIwZMwYHDx6Evb29haohIiKimsxiPURnz55Fq1atSgzfu3cvHBwcEBERAWtra/j7+6NPnz6IjY0FAMTFxSEkJARt27aFUqnE0KFD4ejoiN27d1d3CURERFRLWKSHSKPR4Ny5c7C3t8eaNWtQXFyMzp07Y+LEiUhLS4Obm5ve9C4uLoiPjwcApKeno3///iXGnz9/3qw2KBQP/uRCW6ucagZYN+uWB9Zt2XZUN7nXXVUsEoiysrLQsmVL9OjRA0uWLMGdO3cwefJkfPjhh2jcuHGJS192dnbIzc0FANy/f7/M8aaqym+7fJQ1asS65YR1ywvrlhe51l1VLBKIHn/8cekSGADY29vjww8/xKuvvoqwsDDk5+frTZ+fn4969epJ0xob7+joaFYb+NMd8sC6WbccsG7WLQe18qc7zp8/j127dmHChAlQ/K8PrLCwEFZWVvDy8sJXX32lN316ejpcXV0BAK6urkhLSysxPiAgwKw2yO0rz7VYt7ywbnlh3fIit7pr5U93ODg4IDY2FmvWrEFRURFu3LiBBQsW4JVXXkGPHj1w+/ZtxMTEQK1WIzk5GYmJidJ9Q+Hh4UhMTERycjLUajViYmKQmZmJ4OBgS5RCREREtYBCCMvky19++QWffvopLl68CFtbW4SEhODDDz+Era0tzp49i+joaFy8eBFOTk545513EBYWJs27Y8cOrFy5Ejdv3oSLiwumTZuG1q1bm7X+zEz5XTJ7/PH6uH1bXl2srJt1ywHrZt1yYGVVtfdNWSwQWRoDkTywbtYtB6ybdctBVQci/nQHEdUaCgXw/taTsvs4MhE9PAYiIqpV8tXFlm4CEdVADEREREQkewxEREREJHsMRERERCR7DEREREQkewxEREREJHsMRERERCR7DEREREQkewxERFQrKBTAnH1p5U9IRGQEAxER1Rr5ahn9Hg8RVSoGIiIiIpI9BiIiIiKSPQYiIiIikj0GIiIiIpI9BiIiIiKSPQYiIiIikj0GIiIiIpI9BiIiIiKSPQYiIiIikj0GIiIiIpI9BiIiIiKSPQYiIiIikj0GIiIiIpI9BiIiIiKSPQYiIiIikj0GIiIiIpI9BiIiIiKSPQYiIiIikj0GIiIiIpI9BiIiIiKSPQYiIiIikj0GIiIiIpI9BiIiIiKSPQYiIiIikj0GIiIiIpI9BiIiIiKSPQYiIiIikj0GIiIiIpI9BiIiIiKSPQYiIiIikj0GIiIiIpI9BiIiIiKSPQYiIiIikj0GIiIiIpI9BiIiIiKSPQYiIiIikj0GIiIiIpI9BiIiIiKSPQYiIiIikj0GIiIiIpI9BiIiIiKSPQYiIiIikj0GIiKqVWytrRC15wIUCku3hIhqEgYiIqp18tUaSzeBiGoYBiIiIiKSPQYiIiIikj0GIiIiIpI9BiIiIiKSPQYiIiIikj0GIiIiIpI9BiIiIiKSPYsGouLiYgwePBiRkZHSsNOnT2PAgAFQqVQICgpCXFyc3jwJCQkIDg6Gt7c3wsLCcPLkyepuNhEREdUyFg1Ey5Ytw7Fjx6TH2dnZGDlyJPr164fU1FRER0dj7ty5OHPmDAAgJSUFs2fPxrx585Camoq+fftizJgxyMvLs1QJREREVAtYLBAlJSVh79696N69uzRs7969cHBwQEREBKytreHv748+ffogNjYWABAXF4eQkBC0bdsWSqUSQ4cOhaOjI3bv3m2pMoiIiKgWsLbESjMzMzF16lSsWLECMTEx0vC0tDS4ubnpTevi4oL4+HgAQHp6Ovr3719i/Pnz581ug0IBWf3WkbZWOdUMsG451W1Yqxxrl1PNAOuWa91VpdoDkUajwYcffohhw4ahefPmeuPu378Pe3t7vWF2dnbIzc01abw5nJzqmz1PbdCoEeuWE7nVrVRaSf/KrXZAfvtbi3VTZaj2QLRq1SrY2Nhg8ODBJcbZ29sjJydHb1h+fj7q1asnjc/Pzy8x3tHR0ex2ZGXlQCOj339UKB68eDIzcyCEpVtTfVi3fOpWKAC1WgOl0gpqtUZ2tcttfwOsW251W1lVbWdGtQeiHTt24NatW/Dx8QEAKeDs378fkyZNws8//6w3fXp6OlxdXQEArq6uSEtLKzE+ICDA7HYIAVk9kbRYt7zItW5AnrXLsWaAdctFVdda7TdVf/fddzhx4gSOHTuGY8eOoXfv3ujduzeOHTuG4OBg3L59GzExMVCr1UhOTkZiYqJ031B4eDgSExORnJwMtVqNmJgYZGZmIjg4uLrLICIiolrEIjdVl8bR0RHr1q1DdHQ0lixZAicnJ0ybNg3t27cHAPj7+yMqKgozZ87EzZs34eLigtWrV8PBwcGyDSciIqIazeKBaN68eXqPPT09sWXLllKnDw0NRWhoaFU3i4iIiGSEP91BREREssdARERERLLHQERERESyx0BEREREssdARERERLLHQERERESyx0BEREREssdARERERLLHQERERESyx0BEREREssdARERERLLHQERERESyx0BEREREssdARERERLLHQERERESyx0BEREREssdARERERLLHQERERESyx0BEREREssdARERERLLHQERERESyx0BERDWeQvHgj4iooqwt3QAiooehUACRib/D1prv74io4ngEIaIaL09djPyiYks3g4hqMAYiIiIikj0GIiIiIpI9BiIiIiKSPQYiIiIikj0GIiIiIpI9BiIiIiKSPQYiIiIikj0GIiIiIpI9BiIiIiKSPQYiIiIikj0GIiIiIpI9BiIiIiKSPQYiIiIikj0GIiIiIpI9BiIiIiKSPQYiIiIikj0GIiIiIpI9BiIiIiKSPQYiIiIikj0GIiIiIpI9BiIiIiKSPQYiIiIikj0GIiIiIpI9BiIiIiKSPQYiIiIikj0GIiIiIpI9BiIiIiKSPQYiIiIikj0GIiIiIpI9BiIiIiKSPQYiIiIikj0GIiIiIpI9BiIiIiKSPQYiIiIikj0GIiIiIpI9BiIiIiKSPQYiIiIikj2LBaKkpCQMGDAAbdq0QceOHTF79mzk5+cDAE6fPo0BAwZApVIhKCgIcXFxevMmJCQgODgY3t7eCAsLw8mTJy1RAhEREdUSFglEWVlZGDVqFF5//XUcO3YMCQkJ+OWXX/Dll18iOzsbI0eORL9+/ZCamoro6GjMnTsXZ86cAQCkpKRg9uzZmDdvHlJTU9G3b1+MGTMGeXl5liiFiIiIagGLBCInJyccPXoUYWFhUCgUuHv3LgoKCuDk5IS9e/fCwcEBERERsLa2hr+/P/r06YPY2FgAQFxcHEJCQtC2bVsolUoMHToUjo6O2L17tyVKISIiolrA2lIrfuyxxwAAnTt3xs2bN+Hj44OwsDB89tlncHNz05vWxcUF8fHxAID09HT079+/xPjz58+btX6F4sGfXGhrlVPNAOuWQ92l1SiH2rXktL91sW7LtqO6VXW9FgtEWnv37kV2djYmTpyIcePGoUmTJrC3t9ebxs7ODrm5uQCA+/fvlzneVE5O9R+u4TVUo0asW07kUrdSaQWltRWUSivpsVxq1yXHmgHWTZXD4oHIzs4OdnZ2+PDDDzFgwAAMHjwYOTk5etPk5+ejXr16AAB7e3vp5mvd8Y6OjmatNysrBxrNw7W9JlEoHrx4MjNzIISlW1N9WHftr1uhANRqDeoAqAMFlEorqNUaWdSuJaf9rYt1y6tuK6uq7cywSCA6ceIE/v3vf2Pnzp2wsbEBABQWFkKpVMLFxQU///yz3vTp6elwdXUFALi6uiItLa3E+ICAALPaIARk9UTSYt3yIte6AXnWLseaAdYtF1Vdq0VuqnZ3d0d+fj4WLVqEwsJCXL9+HfPnz0d4eDh69OiB27dvIyYmBmq1GsnJyUhMTJTuGwoPD0diYiKSk5OhVqsRExODzMxMBAcHW6IUIiIiqgUs0kNUr149rFmzBnPmzEHHjh1Rv3599OnTB2PHjoWNjQ3WrVuH6OhoLFmyBE5OTpg2bRrat28PAPD390dUVBRmzpyJmzdvwsXFBatXr4aDg4MlSiEiIqJawGL3ELm4uGDdunVGx3l6emLLli2lzhsaGorQ0NCqahoRERHJDH+6g4iIiGSPgYiIiIhkj4GIiIiIZI+BiIiIiGSvQoHo6tWrld0OIiIiIoupUCDq2bMnBg8ejB07dpT41mgiIiKimqZCgejw4cMIDAzE2rVr0alTJ0yfPh0nT56s7LYRERERVYsKBaJGjRrhrbfews6dO7FhwwY0aNAAkZGR6NmzJ9asWYOsrKzKbicRERFRlXmom6qLiopw48YN3LhxA5mZmbC3t8fp06fRvXt3JCQkVFYbiYiIiKpUhb6p+tSpU9ixYwf27NkDhUKBPn36YOPGjWjevDkAYN++fZg6dSpeeeWVSm0sERERUVWoUCCKiIhAp06dMGvWLAQFBUGpVOqNb9GiBYKCgiqlgURERERVrUKB6D//+Q/atGlTYviRI0cQEBCAZs2aYd68eQ/dOCIiIqLqUKF7iEaMGFFi2L179zB+/PiHbhARERFRdTO5h+jy5csICQlBcXExhBBo0aJFiWmM9RoRERERPepMDkTPPvss4uLi8M8//2DkyJFYvXq13nhbW1u4ublVegOJiIiIqppZ9xBpe4V27dqFp59+ukoaRERERFTdzApEM2fOxMyZM7FixYpSp5k7d+5DN4qIiIioOpl1U7UQoqraQURERGQxZvUQzZo1CwB7gYiIiKh2qdDH7m/fvo05c+YAAI4dO4YOHTqgd+/euHTpUqU2joiIiKg6VCgQzZo1C5cuXYIQAtHR0ejVqxcCAwPx0UcfVXb7iIiIiKpchb6p+uzZs9i9ezf+/vtvnD9/HuvWrUP9+vXh5+dX2e0jIiIiqnIV6iHKy8uDnZ0dkpKS4ObmBkdHR+Tn58PaukL5ioiIiMiiKpRgvLy8MHPmTBw/fhw9e/bE7du38dFHH8HX17ey20dERERU5SrUQxQdHY3CwkL4+Phg1KhRuH79OgoLCxEVFVXZ7SMiIiKqchXqIXriiSf0fs2+devW+OKLLyqtUURERETVqUKB6P79+9i0aRMyMjKg0Wj0xvE7iojoUaBQAPwuWSIyVYUumU2ZMgUbNmxAQUFBZbeHiOih2VpbIWrPBSgUlm4JEdUUFeohSklJQXx8PH/glYgeWflqTfkTERH9T4V6iGxtbdGkSZPKbgsRERGRRVQoEL3xxhuYN28esrKyKrs9RERERNWuQpfMtm3bhhs3bmDz5s0lxv3+++8P3SgiIiKi6lShQKT7kXsiIiKimq5CgUj7jdTZ2dm4evUqWrZsiaKiItjY2FRq44iIiIiqQ4XuIbp//z4mTJgAPz8/DBo0CBkZGQgODsYff/xR2e0jIiIiqnIVCkSffPIJcnNzsWfPHiiVSjz99NMIDAxEdHR0ZbePiIiIqMpV6JLZwYMHkZiYiIYNG0KhUECpVCIyMhIBAQGV3T4iIiKiKlehHiKNRiPdLyT+9934usOIiIiIapIKBaL27dvjo48+Ql5eHhT/+278zz77TLrZmoiIiKgmqfBvmf3xxx9o164dcnJyoFKpkJqaismTJ1d2+4iIiIiqXIXuIbKzs8M777yDs2fP4sUXX0Tjxo2hUqlQp06dym4fERERUZUzOxCtWbMGy5YtQ0FBgXT/UL169fDBBx8gIiKi0htIREREVNXMCkRxcXH44osvMHXqVHTp0gWOjo7IzMzEgQMHsHjxYjz++OPo0aNHVbWViIiIqEqYFYg2bdqEuXPnIjg4WBrWpEkTvP7662jYsCH+85//MBARERFRjWPWTdUZGRkIDAw0Oq5bt278pmoiIiKqkcwKRAqFAtbWxjuVbGxskJ+fXymNIiIiIqpOFfrYPREREVFtYtY9REVFRfjmm29KHV9cXPyw7SEiIiKqdmYFoscffxxLliwpdXyjRo0eukFERERE1c2sQHTgwIGqagcRERGRxfAeIiIiIpI9BiIiIiKSPQYiIiIikj0GIiIiIpI9BiIiIiKSPQYiIiIikj0GIiIiIpI9BiIiIiKSPQYiIiIikj0GIiIiIpI9BiIiIiKSPQYiIiIikj2LBKLz589j2LBh8PX1RceOHTFp0iRkZWUBAE6fPo0BAwZApVIhKCgIcXFxevMmJCQgODgY3t7eCAsLw8mTJy1RAhEREdUi1R6I8vPzMWLECKhUKvz000/YtWsX7t69i3//+9/Izs7GyJEj0a9fP6SmpiI6Ohpz587FmTNnAAApKSmYPXs25s2bh9TUVPTt2xdjxoxBXl5edZdBREREtUi1B6IbN26gefPmGDt2LGxsbODo6IiBAwciNTUVe/fuhYODAyIiImBtbQ1/f3/06dMHsbGxAIC4uDiEhISgbdu2UCqVGDp0KBwdHbF79+7qLoOIiIhqEevqXuELL7yANWvW6A37/vvv4eHhgbS0NLi5uemNc3FxQXx8PAAgPT0d/fv3LzH+/PnzZrdDoXjwJxfaWuVUM8C65VB3WTXKoX5AXvtbF+u2bDuqW1XXW+2BSJcQAp999hkOHjyIjRs3YsOGDbC3t9ebxs7ODrm5uQCA+/fvlzneHE5O9Sve8BqsUSPWLSdyqVuptILS2gpKpZX0WKOQT/1acqtXi3VTZbBYILp37x6mTJmCc+fOYePGjXB3d4e9vT1ycnL0psvPz0e9evUAAPb29sjPzy8x3tHR0ez1Z2XlQKOpePtrGsX/Tg6ZmTkQwtKtqT6su/bXrVAAarUGdQDUgQJKpRXUag3URRpZ1A/Ia3/rYt3yqtvKqmo7MywSiK5cuYK3334bTz31FOLj4+Hk5AQAcHNzw88//6w3bXp6OlxdXQEArq6uSEtLKzE+ICDA7DYIAVk9kbRYt7zItW4tudUvt3q1WLc8VHWt1X5TdXZ2NoYMGYI2bdpg7dq1UhgCgODgYNy+fRsxMTFQq9VITk5GYmKidN9QeHg4EhMTkZycDLVajZiYGGRmZiI4OLi6yyAiIqJapNp7iLZv344bN25gz549+O677/TGnTx5EuvWrUN0dDSWLFkCJycnTJs2De3btwcA+Pv7IyoqCjNnzsTNmzfh4uKC1atXw8HBobrLICIiolpEIYScOtz+X2am/O4hevzx+rh9W17XnFl37a9boQDGb/8Vdkor2FnXke4hKijSYF6fFrW+fkBe+1sX65ZX3VZWVXsjOX+6g4iIiGSPgYiIiIhkj4GIiIiIZI+BiIiIiGSPgYiIajS5/XwBEVUNBiIiqrEUCmDOvrTyJyQiKgcDERHVaPlqGX1/BhFVGQYiIiIikj0GIiIiIpI9BiIiqrV4wzURmYqBiIhqJVtrK0TtucBQREQmYSAiolqLN1wTkakYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9iweiLKyshAcHIyUlBRp2OnTpzFgwACoVCoEBQUhLi5Ob56EhAQEBwfD29sbYWFhOHnyZHU3m4iIiGoRiwai48ePY+DAgbhy5Yo0LDs7GyNHjkS/fv2QmpqK6OhozJ07F2fOnAEApKSkYPbs2Zg3bx5SU1PRt29fjBkzBnl5eZYqg4iIiGo4iwWihIQETJw4Ee+//77e8L1798LBwQERERGwtraGv78/+vTpg9jYWABAXFwcQkJC0LZtWyiVSgwdOhSOjo7YvXu3JcogIiKiWsDaUivu1KkT+vTpA2tra71QlJaWBjc3N71pXVxcEB8fDwBIT09H//79S4w/f/68WetXKB78yYW2VjnVDLDu2l63KfXV9m0AyGd/G2Ldlm1Hdavqei0WiBo3bmx0+P3792Fvb683zM7ODrm5uSaNN5WTU32zpq8tGjVi3XJS2+uO/Po0lEorKIusoLS2glL5oNNb+69GUfu3gS451aqLdVNlsFggKo29vT1ycnL0huXn56NevXrS+Pz8/BLjHR0dzVpPVlYONJqHa2tNovjfiSEzMwdCWLo11Yd11966FQogJ1cNAFCrNagDoA4UUCqtoFY/eHGrizS1ehtoyWF/G8O65VW3lVXVdmY8coHIzc0NP//8s96w9PR0uLq6AgBcXV2RlpZWYnxAQIBZ6xECsnoiabFueZFr3brktA3kVKsu1i0PVV2rxT92byg4OBi3b99GTEwM1Go1kpOTkZiYKN03FB4ejsTERCQnJ0OtViMmJgaZmZkIDg62cMuJiIiopnrkeogcHR2xbt06REdHY8mSJXBycsK0adPQvn17AIC/vz+ioqIwc+ZM3Lx5Ey4uLli9ejUcHBws23AiIiKqsR6JQHThwgW9x56entiyZUup04eGhiI0NLSqm0VEREQy8chdMiMiIiKqbgxEREREJHsMRERERCR7DEREREQkewxEREREJHsMRERERCR7DEREREQkewxEREREJHsMRERERCR7DEREREQkewxEREREJHsMRERERCR7DEREREQkewxEREREJHsMRERERCR7DEREREQkewxEREREJHsMRERUqykUlm4BEdUEDEREVGvZWlshas8FhiIiKhcDERHVavlqjaWbQEQ1AAMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMREdVI/G4hIqpMDEREVOMoFMCcfWmWbgYR1SIMRERUI/ELF4moMjEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQEVGtp1BYugVE9KhjICKiWs3W2gpRey4wFBFRmRiIiKjWy1drLN0EInrEMRARERGR7DEQERERkewxEBFRjcP7gYiosjEQEVGNolAAc/alWboZRFTLMBAR1UCPcg9JZbTN2DJ0h1XkJmlT21WZ7bf0fipt/ZZuF9GjiIGIqIZRKICZ31Xfx8jNOblXRtuMLeNhl2vqR+8rs/1WVtW7n0prh+H6q/v5Q1RTMBAR1UBV9THy0k6ehif3sk6mldE2Y8vQDqvoiby0+Q0fV2b7K3s/mVt7aevn1xAQlcRARGRhlflOvbxLTeXNa6xnxvDkbkoPg7mXpxSKsufRne5h7h8ybLtu4KusS2rm7E9zpzW1Z4e9P0TmYyAisiBjJ+iypjVnWaUNK4tuz0FZ4aOsHobyLk8ZCyORib8jMvF3o/NYWem342F7NwznFwKYvLP09Ru2vbTLUNo/UwNbefvG2PDyate2wdxLYuUFUiI5YCAiWajqg73uCdHcdZvS86I7rqzwlK/WlHsJyJxtYe682vG6NenOo730ZmWlP12euhh56uIS02sDRlVf4tGu37AOY8FHdxtr26sb6Eprq7Hnh7FpFYqS28nUfaYNouZsL8P2VyWGLnqUMRCRLFTWb1kZO1EqFMDc/WlGTyoP00NjbJw2IJTWC2M43LC3wliwMlaj7jhba6tS16kbBA17crTbRXd9c/alQQjj+8NO+WA9hm2urvtdtOvX1qkbSnTbbzheoSgZqHRp59VuC93lacfrTjt3f5redjJ2/1ZpgU2Iil1SLKv9pSkv/BsLk7yZmx5lDERU65R3qaGiB2TdSzyGB/Z8tabUk4q5J3RjvSSG6yprudqTYuTXp0u9Obm0e2e04cdYfYbr1J68tWFwxu4LJdaXr9boDSuv7brTGwt7lfn9Q2U9T7T/areldnsYji9v3+qGyHy1RlqeNvQYC5m628DwX939U9qn2B42QJp6+dYwpOm2p7TwU1bbKvK6ZLiiysRARBZXmQc1U+7L0D1oG+spKeudr6knQmOhxtg4w3f9hic83R4Dc9b34KRa9jt+w5O9/rymnVS10+api5FfVPr6StsfpYWc0nrAKqu3yJzeirK2h277tT1MhsMNe220yzPluWRs++gGK1O3h7Hne2k9VIZhq7QeKe26tfeAGQZiY5cWja1Pd72l9T6WVk/Ungsllmls2vKmIQIYiMgElX0gqcglJVPaoD1IltYbpBtqdHs3SvvUkZbuycHwBFXawVp3ubondysr/Usn2l6CyTsfnFC07dO9rFReQNE9IZW3fQD9GrTLLu0ymSHdy2dlhTTd8cbCjWEbjKmqS2XadZsTRMqq11gPWFn/N1dFto9ue3Wf64Y9U7qXObWBTjeoGV7qMxZa5uxL0wvEus8z7TqMrdewl7K03seyPiggBDBm4zFM3mn8/qeyenVN8TC9yVTz1MhAlJmZiXfeeQc+Pj7w8/NDdHQ0ioqKLN2sWsmUwFJWb4zheGP3Qxi7EVj3BG34btXY8hWKkqFA9x2k7klZ94RoLGzohhHtAd/Yya2sbaP7Ll77WHdZhr0DxnpYTDmJGjshlTadblt1l20YyMpbv6m9ZOUFgur+LhzDEFZeqDN2+a+qlNUbYuq8hgy3f2k9U6XtJ93XiW6PlLHeSN15dMOv7ny6lyG102g/4Wf4utV9I6C7TmPPX91L1ca2g2FvmrHjSGk9xcbCmOF6DOct7XhFj74aGYjee+891K1bFz/++CPi4+ORlJSEmJgYSzerxiuva7ysd2ClHUx0b0zVvhvVHuB0e0h0D6KG70p15zG8R8HwxlbDd6m6B07DgGKsdsNeJGPTAv9/sijvJlbDez8MH5ujtF4LU+5jKW+68gKVJVT2PUNA5YWcymybNpBG7blQ6jLL67GbvPN3vLflRKW0s7TeO90QWVYvobFLhIYMA43u69bwErF2PcZ6i3QZHh+MBSjD3lvtG6moPRdK9Awb67UyPKZp549M/F16bOx4RTVDjQtEly9fxi+//IIPP/wQ9vb2ePrpp/HOO+8gNjbW0k2rEFNfLIa9IZW1Dt0Dh+4L2/CGW8NLSaUFJsOeH+D/D5DaA4XuQdWwe173AKY7zvCkrrt8wwOuYW9Q5NenS7TVcPo5+9L0epgMQ1pp93IYLlP3PhJD5p6My1qnqcvQna4qAoapKrru6u5FMkdltk0bCspaZlk9dnnq4lLvGTPl/idT59GOK6+XsCLPbcOeW2PrNOUNiO7lNmPT6i5f942U7qf6tMFGyzBY6fZy5amLISD0LnEbO15VhLHeKVOmNWdcRaarrawt3QBzpaWlwcHBAU2aNJGGvfjii7hx4wb++ecfNGjQwKTlaHsozFEVT5ZFB//AhMAXTJ5u2Y8ZKCjSmDSP4bxRO37F+Jee1Runuzw75YMNolAADeyssfynDACAQ11radinhx4sS7fdDnWt9e5F+HewK5b9mIEn6ttg+U8ZaGj//08zW2v9ja77eO7+/59fO4/h/Np16S5f+69jXSVsra2kZWrnVVpbwcq+/Ke6ndJKb35j6zdsvy5tADNchil05zVkyrKMza9U1oHauuRJ0tjyylq/KUydv7Txlbn+0uo2df6HXb+l5q9nZ406FZjX1trKYu03tm5TlqF7bLEptoL6f0FIO1x3Gdr/FxY/mKahvTUKizXSccTwuKE9xtlaW0nHG+3xTne92uVp59e+oTN2vDL1OG9Idz5jy9A9h5W1DnPPM9VJCNOnrerAphDCnOZY3o4dO7B48WIcOnRIGnblyhUEBwfj8OHDcHZ2tlzjiIiIqEaqcZfM6tati7y8PL1h2sf16tWzRJOIiIiohqtxgcjV1RV3797F7du3pWGXLl2Cs7Mz6tevb8GWERERUU1V4wLRc889h7Zt22LOnDm4d+8erl69ihUrViA8PNzSTSMiIqIaqsbdQwQAt2/fxkcffYSUlBRYWVmhX79+mDhxIurUqcgthURERCR3NTIQEREREVWmGnfJjIiIiKiyMRARERGR7DEQERERkewxEBEREZHsMRARERGR7NXaQJSXl4eBAwdi+/btZU53+vRpDBgwACqVCkFBQYiLi9Mbn5CQgODgYHh7eyMsLAwnT56symZXWG5uLqZMmQI/Pz+0bdsWkyZNwv37941OO2PGDKhUKr2/Fi1aYPjw4dI0PXv2ROvWrfWmuXTpUnWVYzJz6gaAqKgotGrVSq+urVu3SuNr4/4GgO+//x6hoaFo06YNgoKCsGzZMmg0//8Dmo/y/s7MzMQ777wDHx8f+Pn5ITo6GkVFRUanPXz4MPr06QNvb2/07NkTBw8e1Bu/evVqBAQEwNvbG4MHD8Yff/xRHSVUiDl1b968GT169IBKpUKPHj30fuxao9FApVLB29tbb//m5uZWVylmMafuESNGwNPTU6+uI0eOSONr4/4eMWJEieO3u7s7ZsyYAaDm7W+trKwsBAcHIyUlpdRpqvz1LWqhixcvildeeUW4ubmJr7/+utTp7t69K3x9fcXGjRuFWq0WR48eFSqVSpw+fVoIIURycrJQqVTi2LFjorCwUKxfv174+fmJ3Nzc6irFZJGRkWLIkCHizp074vbt22LQoEFi5syZJs37448/Cl9fX3Hx4kUhhBA5OTnC3d1dXLt2rSqbXCnMrfuVV14R27dvNzqutu7vs2fPCi8vL3HgwAFRXFws0tPTRWBgoFi7dq0Q4tHf34MGDRITJkwQubm54sqVKyIkJESsXr26xHR//vmn8PT0FPv27RNqtVp8++23wsvLS/z1119CCCG2b98uXnrpJXHx4kWRn58v5s6dK0JCQoRGo6nukkxiat379u0TPj4+4uTJk0Kj0YgTJ04IHx8f8d133wkhhLhw4YLw8PAQBQUF1V1ChZhatxBC+Pn5iZSUFKPjauv+NhQXFyc6d+4sbt68KYSoeftbCCGOHTsmunXrJtzc3ERycrLRaarj9V3rAtHRo0eFv7+/2LBhg+jSpUuZgWjbtm2ie/fuesNmzJghJk2aJIQQYsKECWLatGl6419++WURHx9f+Q1/CLm5ucLDw0McP35cGnbq1Cnh5eVV7sk8MzNT+Pn5iR07dkjDkpKShJ+fX5W1t7KYW3dBQYHw8PCQgp+h2rq/v/vuOzFnzhy9YXPmzBGjR48WQjza+zsjI0O4ublJBz0hhPj2229Fly5dSkz76aefimHDhukNGz58uPj888+FEEK89tprYuXKldK4wsJCoVKpRFJSUhW1vuLMqXvjxo1i1apVesPGjh0rZs+eLYQQIj4+XoSFhVVtgyuJOXVfuXJFNG/eXOTk5BhdVm3d37ouXbokvLy8RGpqqjSsJu1vIR4EmS5duohvv/22zEBUHa/vGnfJLD8/H5cvXzb6l5ubi+bNm+PgwYMYPHgwFApFmctKS0uDm5ub3jAXFxecP38eAJCenl7m+OpUVt2XL1+GWq3Wa+uLL76I/Px8ZGRklLnchQsXolWrVujbt6807OzZs7C3t8egQYPg5+eHsLCwEl2T1aUy6z5//jyKioqwZMkSdOjQAT169MCXX34pXTqqrfu7R48emDJlit6yDx06BA8PDwCP1v42lJaWBgcHBzRp0kQa9uKLL+LGjRv4559/9KYtb/8ZjlcqlXjuuecssn/LY07dERERGDlypPQ4MzMTqampaNWqFYAH+7egoAD9+/dH+/btERERgRMnTlRPIWYyp+6zZ8+iXr16eP/999G+fXv07t0b8fHx0vjaur91zZo1C/369YOPj480rCbtbwDo1KkT9u3bh169epU5XXW8vq3NaPcj4fTp03jzzTeNjlu+fDm6detm8rLu378Pe3t7vWF2dnbStdbyxlensuoeP348AKBu3brSMG27y7qv5OrVq9i5c2eJ+6YUCgU8PT3xwQcf4KmnnsJ3332Hf/3rX9i4cSO8vb0fshLzVGbdOTk58PX1xeDBg/Hpp5/i999/x9ixY2FlZYURI0bU+v0NAPfu3cP48eNhZ2eHoUOHAni09rchY/tE+zg3NxcNGjQoc9pH9fVcHnPq1vX3339j1KhRaNWqFXr37g3gQY1eXl4YP348GjZsiNjYWAwfPhw7d+7E008/XbWFmMmcugsLC+Ht7Y33338frq6uSElJwb/+9S/Uq1cPPXv2rPX7+9ixYzh9+jQWLlyoN7wm7W8AaNy4sUnTVcfru8YFIj8/P1y4cKFSlmVvb4+cnBy9Yfn5+ahXr540Pj8/v8R4R0fHSlm/Ocqq+7fffsPnn3+OvLw8qe15eXkAgMcee6zUZX799dfSDdW6RowYofe4b9++2LVrF77//vtqP0FWZt0dO3ZEx44dpcdeXl4YMmQIdu/ejREjRtT6/f3HH39g3LhxaNSoETZs2CBN+yjtb0N169aVatPSPtbWrlXa/ivv9Wy4nEeBOXVrnTp1CuPHj4ePjw/mzp0La+sHh/fIyEi96YYPH47t27fj8OHDGDRoUBW0vuLMqbtfv37o16+f9LhTp07o168f9uzZg549e9b6/b1161b07NmzRKCoSfvbHNXx+q5xl8wqk5ubG9LS0vSGpaenw9XVFQDg6upa5vhHxfPPPw+lUon09HRp2KVLl6Quw9Ls3bsXoaGhJYavXbsWSUlJesMKCwtha2tbaW2uDObWvX//fmzZskVvWGFhIezs7ADU7v19+PBhDBgwAC+99BLWrl2Lhg0bSuMe5f3t6uqKu3fv4vbt29KwS5cuwdnZGfXr19eb1tzXs1qtRkZGRolu+EeBOXUDQHx8PIYOHYohQ4Zg0aJFsLGxkcYtXrwYv/32m970j8r+NWRO3fHx8dizZ4/eMN26avP+Lioqwg8//KB3q4NWTdrf5qiW13cF7oGqMQIDA8u8qTorK0v4+PiI9evXi8LCQpGUlKR3E5b2U2dJSUnSp47atWsn7ty5U00VmG7ixIli0KBBIjMzU2RmZopBgwaJyZMnlzp9VlaWcHNzExkZGSXGzZ49W/To0UNcuXJFqNVqERcXJ7y8vIxOa2nm1L13717h5eUljh49Kn0ax8/PT3zzzTdCiNq7v0+ePCk8PDxEXFyc0fGP+v5+/fXXxfvvvy9ycnKkT98sWbKkxHTp6enC09NTfPvtt9KnUDw9PcUff/whhHjwIYqXXnpJ/P7779KnUIKDg0VhYWF1l2QSU+v+7rvvhIeHhzhy5IjR5YwePVq88cYb4tatW6KgoEAsXbpUtG/f/pF8Xgthet3r168X/v7+4ty5c6K4uFgcPHhQ7wbj2rq/hRDi119/FS1bthT5+fklxtW0/a2rrJuqq+P1LbtA1KtXL7070c+cOSMGDhwoVCqV6Nq1a4npv/nmG9GjRw/h7e0twsPDxalTp6ql7ebKyckR06ZNEx06dBDt2rUTkZGR4v79+9J4Y3W7ubmJvLy8EssqKCgQ0dHRolOnTqJ169aif//+pT5JLc3cujdv3iy6d+8uWrduLbp27So2btyot7zauL9HjRol3N3dhbe3t97f8OHDhRCP/v7++++/xb/+9S/h6+sr2rdvL+bNmyeKioqEEEJ4e3vrfULyyJEjom/fvsLb21uEhISIQ4cOSeM0Go1Yu3atCAoKEt7e3mLw4MHSwfRRZGrdvXv3Fs2bNy+xf6dPny6EEOLOnTsiMjJS+Pv7S3X//vvvFqurPKbWrdFoxPLly0VgYKDw8vISISEhYs+ePdJyauv+FkKIPXv2CH9/f6PLqWn7W5dhIKru17dCCCEqpT+LiIiIqIaS9T1ERERERAADEREREREDEREREREDEREREckeAxERERHJHgMRERERyR4DEREREckeAxERPbIyMjIstu7Lly9bbN3lseR2IaqtGIiIqkhsbCzc3d0RExNj6aY8tJ07d0KlUkGlUsHb2xvu7u7w9vaWhn3xxReVvs7Y2FhMnz690pdrivnz52PlypWljg8KCoKnp6dUv+7fsWPHADz4naWXX34ZKpUKixYtwu7du+Hv74+2bdvi4MGDFW7bb7/9Jv2SfVnGjBmD48eP6w0z9pw0Zd9eu3atxHDdP+DBb0e99tpruHbtWoVrI7KkGvdr90Q1RWxsLF5//XVs2LABgwYNkn59vCbq27ev9EOS165dQ9euXbFr1y40a9asytaZlZVVZcsuz507d8qdZtasWQgLCyt1/L59+2BnZ4djx46hTp06GDZsGEJCQjBt2rSHaltOTg7UanWZ08TFxaFu3bpo27at3nBjz0lT9q025JS1z5VKJcaNG4fJkycjNjb2YUoksgj2EBFVgaSkJGRmZiIyMhIajQbff/89AGDSpEmYMGGC3rTvvfceZs2aBQC4cuUKRo8eDT8/PwQGBmLx4sUoLCwEAGzfvh1hYWF466234OPjg8TERNy8eRPvvfcegoKC0Lp1a3Tt2hXx8fHSsq9du4bhw4ejTZs2ePnllxETEwN3d3dp/Llz5zB48GC0a9cO3bt3R0xMDCr6az5BQUGYMWMGOnbsiH79+kGj0ZS5/MLCQsyfPx89e/aESqWCv78/Zs+eDSEEEhISsGrVKhw7dgw+Pj7S8tevX4++ffuidevWeP3113Hu3Dm8/fbbUKlU6NWrF86cOSO15+jRowgPD4ePjw9CQkKwc+dOaVxkZCRmzJiB0aNHQ6VSoWvXrtiwYQMAYPny5UhMTERiYqLRXxM3xbx587B8+XJcuHABPj4+8PX1RXJyMrZs2YJu3boBKHtfA0BiYiJ69+4NlUqFnj17Yvfu3bh69SrefvttAIBKpcLJkydLrLuwsBDLli3Dm2++qTe8tOdkZerQoQOysrJw+PDhSl82UZV7qF9iIyKjxowZIxYuXCiEEGLVqlUiLCxMCCFEamqq8PLyEjk5OUIIIbKzs4Wnp6f49ddfxf3790VgYKBYuHChyM/PFzdu3BDh4eHScr7++mvh5uYmtm/fLgoKCkReXp4YMWKEmDhxosjNzRVFRUVi3bp1wsvLS9y7d08UFRWJXr16ST/8eu3aNREaGirc3NyEEEL89ddfom3btmLjxo2isLBQpKWlieDgYLF58+Yya7t69apwc3MTV69e1RseGBgoQkNDRXZ2tsjOzi53+V9++aUICQkRN2/eFEIIceLECdGyZUtx9OhRIYQQS5YsEYMGDdJbfs+ePcV///tfkZOTI7p37y5UKpU4ceKEKCgoEOPHjxeDBw8WQgjx+++/Cy8vL/H999+LoqIicfz4ceHn5yf9IvzkyZOFh4eH+Omnn4RarRabN28WLVq0EH/99Zc0fvLkyaVuA2M/HG3IsP2DBg2Sfr28vH2dnJwsWrVqJQ4dOiSKi4vF4cOHhYeHh0hLSxPJycnSPjRm9+7dolu3biWGl/ac1FXavi1tuDFLly4VI0eOLHc6okcNe4iIKtn169fx448/IiIiAgDw6quvIj09Hb/88gt8fHzw5JNPYs+ePQAeXIJ44YUX4OHhgUOHDqGwsBAffPABbG1t8eSTT2L8+PF6lx+USiVCQ0NhY2MDOzs7fPzxx4iKioJSqcSNGzdQr1495OfnIzs7G6dOnUJGRgamT5+OunXromnTpnj//felZe3cuRMvvvgiIiIioFQq4eLiguHDhz/U5Y4ePXqgQYMGaNCgQbnLf/XVVxETE4PGjRvj1q1byM/PR7169XDz5s1Sl9+/f384Ozvjscceg5eXF/z8/KBSqWBjY4NOnTrh+vXrAIAtW7aga9eu6N69O+rUqYM2bdrg1Vdf1avNz88PHTt2hLW1Nfr374/i4mJcuXLF5FpnzZoFHx8fvb8+ffqYNG95+/qbb75B9+7d0blzZ1hZWSEgIACbNm1CkyZNyl12cnIyvL299YaV9Zw0R9++fUvUPHPmTL1p2rRpg5SUlAr3NBJZSs29qYHoEbVp0yYUFRUhNDRUGlZUVIR169bB19cXAwYMwI4dOzBgwAAkJCRgwIABAB6ctLKystCuXTtpPiEE1Go1MjMzAQCNGzeGldX/v4+5evUqPvnkE2RkZOC5557Ds88+CwDQaDT466+/4OjoiLp160rT697/cf36dZw7d066JKWdr06dOhWu/YknnjB5+Xl5efjoo4+QmpoKZ2dntGzZEkIIaDSaUpfv4OAg/b9OnTpo2LCh9NjKyko6CV+/fh3Jycl66y4uLsYzzzwjPW7cuLH0f6VSKbXPVFFRUWXeQ1SW8vb1rVu30LJlS715vLy8TFr2f//7X7i5uekNK+85aaqdO3eWe99YkyZNkJeXhzt37sDJycnkZRNZGgMRUSUqKChAfHw8oqOj0aFDB2n4xYsXMXLkSFy6dAmvvPIKPvvsMxw9ehQXLlyQPjHk7OyMZ555Bt999500371795CZmSmdWBQKhTROrVZj1KhR+OCDD/DGG29AoVDg119/le6Veeqpp5CVlYW8vDzY29sDAG7cuCHN7+zsDD8/P6xdu1YadufOHdy/f7/C9eu2r7zlT5s2DQ0bNsRPP/0EW1tbaDQavYBQ3vLL4uzsjFdeeQUfffSRNOzWrVuPTK9Fefv6ySef1NtXALBu3boSPT/GWFlZ6QU7U56TL7744sMX9T/FxcUA8FDBmsgSeMmMqBIlJiZCoVCgT58+cHZ2lv4CAgLg5uaGmJgYODk5ITAwENOmTUP37t2lXo7AwEDcv38fa9asQWFhIf755x9MnjwZ77//vtEgoFarkZ+fDzs7OygUCty4cQMLFiyQxrVu3RouLi6YN28e8vLycPPmTSxZskSav0+fPjh16hR27tyJoqIi3Lp1C6NHj8a8efMqZVuUt/x79+7B1tYWVlZWuHfvHj755BPcu3dP+gSVra0t7t27V6EQEx4ejl27duGnn36CRqNBRkYGBg0ahHXr1pk0v42NDXJycsxer6nK29evvPIK9u3bJ7X/xx9/xNKlS1G/fn3Y2toCQKnte+qpp/QuO5rynKxMt27dQt26dfV674hqAgYiokq0adMm9OnTR7oEo2vgwIHYsWMHMjMz8eqrr+L69esIDw+Xxj/22GOIiYlBSkoKAgIC0K1bN1hZWZX6fTh169bFnDlzsHz5cqhUKrz55pvo2LEjHn/8cVy8eBFWVlZYsmQJMjIy4O/vjyFDhqBdu3ZS25o2bYo1a9Zg69at6NChA0JDQ/HCCy9UWiAqb/nTpk3D+fPn4evri5dffhn37t3DSy+9hIsXLwJ4EBru3r2Ltm3b4p9//jFr3a1bt8ann36KTz/9FO3atcOgQYMQFBRU4hN+penVqxdOnDiBLl26lDpNVFSU0e/kWb16dbnLL29ft23bFvPnz8f8+fPh4+ODTz75BJ9++ilcXV3h5uaGtm3b4qWXXjL6aa6OHTvqffrM1OekKbSfejP8013f8ePH8dJLL5m0PKJHiUI8Kn3IRFSp8vPzcfLkSfj6+kqXLw4cOICoqCj8+OOPFm4dVZXCwkJ07doVy5YtQ+vWrat9/T179sSUKVMQEBBQ7esmehjsISKqpZRKJd577z1s27YNGo0GmZmZWLduHQIDAy3dNKpCNjY2GDduHNavX1/t6z58+DAaNWrEMEQ1EgMRUS1Vp04dLF++HAkJCWjXrh369OkDV1dXREZGWrppVMXCw8ORl5cn/YxIdVCr1Vi2bBnmzp1bbeskqky8ZEZERESyxx4iIiIikj0GIiIiIpI9BiIiIiKSPQYiIiIikj0GIiIiIpI9BiIiIiKSPQYiIiIikj0GIiIiIpK9/wM28TZfcntsyQAAAABJRU5ErkJggg=="
      },
      "metadata": {},
      "output_type": "display_data"
@@ -1719,17 +1528,22 @@
   {
    "cell_type": "code",
    "execution_count": 30,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-06-20T15:48:09.551960Z",
+     "start_time": "2024-06-20T15:48:09.479842Z"
+    }
+   },
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
       "Counterfactual indices ---  IndexSet({'smokes': {0, 1}})\n",
-      "smokes_factual ---  tensor([0., 0., 0.,  ..., 0., 0., 0.])\n",
+      "smokes_factual ---  tensor([0., 1., 1.,  ..., 0., 1., 0.])\n",
       "smokes_counterfactual ---  tensor([0., 1., 0.,  ..., 1., 0., 1.])\n",
-      "cancer_factual ---  tensor([1., 1., 1.,  ..., 0., 1., 1.])\n",
-      "cancer_counterfactual ---  tensor([1., 0., 0.,  ..., 0., 1., 0.])\n"
+      "cancer_factual ---  tensor([1., 1., 1.,  ..., 1., 1., 1.])\n",
+      "cancer_counterfactual ---  tensor([1., 1., 1.,  ..., 1., 1., 1.])\n"
      ]
     }
    ],
@@ -1789,7 +1603,12 @@
   {
    "cell_type": "code",
    "execution_count": 31,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-06-20T15:48:09.561639Z",
+     "start_time": "2024-06-20T15:48:09.504726Z"
+    }
+   },
    "outputs": [],
    "source": [
     "data_stress_prob = torch.tensor([0.5])\n",
@@ -1820,7 +1639,12 @@
   {
    "cell_type": "code",
    "execution_count": 32,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-06-20T15:48:09.561867Z",
+     "start_time": "2024-06-20T15:48:09.509925Z"
+    }
+   },
    "outputs": [],
    "source": [
     "counterfactual_model_conditioned = condition(bayesian_population_counterfactual_model, data)\n",
@@ -1871,22 +1695,27 @@
   {
    "cell_type": "code",
    "execution_count": 33,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-06-20T15:48:20.909212Z",
+     "start_time": "2024-06-20T15:48:09.524294Z"
+    }
+   },
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[iteration 0001] loss: 2.8358\n",
-      "[iteration 0101] loss: 2.1855\n",
-      "[iteration 0201] loss: 2.1230\n",
-      "[iteration 0301] loss: 2.1202\n",
-      "[iteration 0401] loss: 2.1156\n",
-      "[iteration 0501] loss: 2.1058\n",
-      "[iteration 0601] loss: 2.1024\n",
-      "[iteration 0701] loss: 2.1031\n",
-      "[iteration 0801] loss: 2.1036\n",
-      "[iteration 0901] loss: 2.1133\n"
+      "[iteration 0001] loss: 2.7679\n",
+      "[iteration 0101] loss: 2.1620\n",
+      "[iteration 0201] loss: 2.1152\n",
+      "[iteration 0301] loss: 2.0960\n",
+      "[iteration 0401] loss: 2.1227\n",
+      "[iteration 0501] loss: 2.1109\n",
+      "[iteration 0601] loss: 2.1179\n",
+      "[iteration 0701] loss: 2.1184\n",
+      "[iteration 0801] loss: 2.1131\n",
+      "[iteration 0901] loss: 2.1117\n"
      ]
     }
    ],
@@ -1931,7 +1760,12 @@
   {
    "cell_type": "code",
    "execution_count": 34,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-06-20T15:48:35.160924Z",
+     "start_time": "2024-06-20T15:48:20.911117Z"
+    }
+   },
    "outputs": [],
    "source": [
     "predictive_counterfactual_posterior = pyro.infer.Predictive(\n",
@@ -1957,13 +1791,16 @@
   {
    "cell_type": "code",
    "execution_count": 35,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-06-20T15:48:36.148633Z",
+     "start_time": "2024-06-20T15:48:35.156912Z"
+    }
+   },
    "outputs": [
     {
      "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x7fb2fa471840>"
-      ]
+      "text/plain": "<matplotlib.legend.Legend at 0x7f868da0a910>"
      },
      "execution_count": 35,
      "metadata": {},
@@ -1971,10 +1808,8 @@
     },
     {
      "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
+      "text/plain": "<Figure size 640x480 with 1 Axes>",
+      "image/png": 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"
      },
      "metadata": {},
      "output_type": "display_data"