diff --git a/anp-rnn_1d_regression.ipynb b/anp-rnn_1d_regression.ipynb
index f9156d3..0ac900b 100644
--- a/anp-rnn_1d_regression.ipynb
+++ b/anp-rnn_1d_regression.ipynb
@@ -1,5 +1,22 @@
 {
  "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This notebook tests various neural processes on a toy 1d regression problem. The problem is from the [deep mind papers](https://github.com/deepmind/neural-processes).\n",
+    "\n",
+    "Results:\n",
+    "\n",
+    "|model|test_loss|\n",
+    "|-----|---------|\n",
+    "|ANP-RNN| -0.62|\n",
+    "| ANP-RNN(impr)| -1.3217|\n",
+    "| ANP| -0.4228|\n",
+    "| ANP(impr)| -0.3182|\n",
+    "| NP|   |"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 1,
@@ -309,10 +326,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 11,
    "metadata": {
     "ExecuteTime": {
-     "start_time": "2020-02-15T07:25:34.900Z"
+     "end_time": "2020-02-15T10:06:22.218184Z",
+     "start_time": "2020-02-15T07:25:36.804556Z"
     },
     "scrolled": true
    },
@@ -839,6 +857,2207 @@
       "\n",
       "train: 12000 loss=-0.4814 val_loss=-0.6354\n"
      ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "b737deeb0113494abe28e7b1115a6558",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 13000 loss=-0.4139 val_loss=-0.5292\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "81f02bc5462c40949d235cf95e216213",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 14000 loss=-1.457 val_loss=-0.5155\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "7a539477d0144a37837b68e592b68f07",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 15000 loss=-1.4 val_loss=-0.2926\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "9c78e100e79046af95a2bfd21a370282",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 16000 loss=-1.184 val_loss=-0.3271\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "e79712e5f1854d16a0918daaf00ee6d5",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 17000 loss= 0.2559 val_loss= 0.325\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "e938213befc1432da7e70aaf197a11e8",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 18000 loss=-0.1159 val_loss=-0.619\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "75af1142f4de4328a6ca332bfca60bb0",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 19000 loss=-1.764 val_loss=-0.7266\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "27bb488abb074397a5a838c59263d2bf",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 20000 loss= 0.1455 val_loss= 0.1659\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "faaadf0d2fbb40c0a48dee417d810dad",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 21000 loss=-0.6126 val_loss=-0.09824\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "b3de8d099c7543359dad5b75f9abfd07",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 22000 loss=-1.925 val_loss=-0.6129\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "df300776ef6a4745baf6f1bc4a824a4d",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 23000 loss=-1.154 val_loss=-0.1765\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "17052a2ef4054bb689926253897e063e",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 24000 loss= 0.4868 val_loss= 0.6587\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "586a7857af2d4776b1f620871a2709d0",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 25000 loss=-1.98 val_loss=-0.7969\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "71afde9de3d34c0e88c515f1e64fc99b",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 26000 loss=-1.149 val_loss=-0.2651\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "42301d7c719140c89ada91c1f7607ff5",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 27000 loss=-1.52 val_loss=-0.6924\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "5b82a0c59b044a37ac48fd79ef84a0b8",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 28000 loss=-0.9515 val_loss=-0.6465\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "95aab3c382804f43860af690c8c059be",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 29000 loss= 0.3101 val_loss=-0.7457\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "07d838e9e5654bf7ad908fecc7a88da2",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 30000 loss=-1.204 val_loss=-0.7007\n"
+     ]
+    },
+    {
+     "data": {
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "757bfb447f68473497cd340162f345e8",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 31000 loss=-1.449 val_loss=-0.8147\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "c40d5058f8e24a5b95d7b69bbaa3f62f",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 32000 loss=-0.05571 val_loss= 0.152\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "76cc174b20a743c39a825d8409f09133",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 33000 loss=-0.8461 val_loss=-0.3391\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "f830ffaea07b48ada3e9b9edb4b3ab2f",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 34000 loss=-1.113 val_loss=-0.5331\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "42eddc0768fb454eb91b97a23f4b6375",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 35000 loss=-0.9694 val_loss=-0.2654\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "fbf361652d6c42c99084105b3186c034",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 36000 loss= 0.1966 val_loss= 0.3088\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "c390ec1b314746eeab0f37dd30fb1e0e",
+       "version_major": 2,
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+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 37000 loss=-1.799 val_loss=-1.177\n"
+     ]
+    },
+    {
+     "data": {
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+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
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+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 38000 loss=-0.06064 val_loss=-0.7014\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
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+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 39000 loss=-1.48 val_loss=-0.8212\n"
+     ]
+    },
+    {
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+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
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+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 40000 loss=-1.815 val_loss=-0.9481\n"
+     ]
+    },
+    {
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
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+     },
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+    },
+    {
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+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 41000 loss=-2.706 val_loss=-1.005\n"
+     ]
+    },
+    {
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+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 42000 loss=-0.5594 val_loss=-0.2349\n"
+     ]
+    },
+    {
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+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
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+     "metadata": {},
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+    },
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+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 43000 loss=-1.219 val_loss=-1.056\n"
+     ]
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+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
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+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 44000 loss=-0.3377 val_loss=-1.179\n"
+     ]
+    },
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+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 45000 loss=-0.4061 val_loss=-0.4364\n"
+     ]
+    },
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+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
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+     "metadata": {},
+     "output_type": "display_data"
+    },
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+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 46000 loss=-0.08429 val_loss=-0.04039\n"
+     ]
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+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
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+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 47000 loss=-1.933 val_loss=-0.8617\n"
+     ]
+    },
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+     "metadata": {},
+     "output_type": "display_data"
+    },
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+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 48000 loss=-1.981 val_loss=-0.008101\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "e226688fc6ce4faf886ca6487f7226ca",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 49000 loss=-1.696 val_loss=-0.8103\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "f02603e939bf44d2ae5e56102f4392f2",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 50000 loss= 0.3421 val_loss=-0.7484\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
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+       "<Figure size 432x288 with 1 Axes>"
+      ]
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+    },
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+    },
+    {
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+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 51000 loss=-1.459 val_loss=-0.9305\n"
+     ]
+    },
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+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 52000 loss=-1.204 val_loss=-1.361\n"
+     ]
+    },
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+    },
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+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 53000 loss=-1.697 val_loss=-1.113\n"
+     ]
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+    },
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+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 54000 loss=-0.8891 val_loss=-0.4821\n"
+     ]
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+    },
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+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 55000 loss=-2.534 val_loss=-1.295\n"
+     ]
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+    },
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+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 56000 loss=-1.076 val_loss= 0.9785\n"
+     ]
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+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 57000 loss=-1.502 val_loss=-1.076\n"
+     ]
+    },
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+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 58000 loss=-2.099 val_loss=-1.415\n"
+     ]
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+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 59000 loss=-0.8996 val_loss=-0.643\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "f72522f407e741538d124b174da874ba",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 60000 loss=-0.7191 val_loss=-1.103\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "06c3be1fb38d456db9fecf96f3542e97",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 61000 loss=-0.9859 val_loss=-1.039\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "ac27fa924a4547fd91688fbf6c307205",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 62000 loss=-1.015 val_loss=-0.7608\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "94265f7ccab2488b84051666fc2734f0",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 63000 loss=-1.66 val_loss=-1.153\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "ae0d3dcb71c44b8a9d22d03633e8830f",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 64000 loss=-0.6775 val_loss= 0.09393\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "de66f52fd7724edc8d224adbb961f26b",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 65000 loss=-0.2821 val_loss=-1.129\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "727a59810b434dd08be971f4cd7693aa",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 66000 loss=-1.5 val_loss=-0.8615\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "94cfacb7e85a48e0944cd07597ad0068",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 67000 loss=-2.826 val_loss=-1.278\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "a42f2602fcae4d6996bcf32da96e0cdf",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 68000 loss=-0.6377 val_loss=-1.593\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "c538c140fa2c4d1e92ea7651a75d154d",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 69000 loss=-2.587 val_loss=-1.243\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "7a630c82791748d9bf854386fe0a0f15",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 70000 loss=-2.64 val_loss=-1.237\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
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+     },
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+    },
+    {
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+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
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+     "metadata": {},
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+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 71000 loss=-2.188 val_loss=-1.022\n"
+     ]
+    },
+    {
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+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 72000 loss=-1.259 val_loss=-0.9904\n"
+     ]
+    },
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+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
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+    },
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+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 73000 loss=-3.012 val_loss=-1.546\n"
+     ]
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+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
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+    },
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+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 74000 loss=-2.061 val_loss=-1.265\n"
+     ]
+    },
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+    },
+    {
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+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 75000 loss=-2.419 val_loss=-0.8466\n"
+     ]
+    },
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+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
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+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 76000 loss=-0.596 val_loss=-0.3414\n"
+     ]
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+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
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+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 77000 loss=-1.105 val_loss=-0.6784\n"
+     ]
+    },
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+     "output_type": "display_data"
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+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 78000 loss=-2.874 val_loss=-1.526\n"
+     ]
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+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 79000 loss= 0.04059 val_loss= 0.2409\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "2e10be0e802941d49a83f2c2b71753b3",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 80000 loss=-1.818 val_loss=-0.9628\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "148b2b1c00354389ab5fc443894a6a5b",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 81000 loss=-3.03 val_loss=-1.472\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "59d3d0789d7b4157aa2f35188a275bec",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 82000 loss=-0.1856 val_loss=-0.01173\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "2c410b8d5b6a4db596836607a6935edc",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 83000 loss=-2.686 val_loss=-1.294\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "0360427548c048feb7d053b5a04a631a",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 84000 loss=-2.666 val_loss=-1.241\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "7c67618c9e4a473bba1682e1a60ea92d",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 85000 loss=-2.82 val_loss=-1.511\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "3789cb7935b646cda80bdc50627e4b07",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 86000 loss=-3.039 val_loss=-1.678\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "b5feda3611ad4f6b913686411eb29b50",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 87000 loss= 1.321 val_loss= 1.231\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "8407d401919a4cb0ae14cccbe62f02c5",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 88000 loss=-0.5502 val_loss=-0.5921\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "70f4d93e462b46e0a97f9375c1d7afa1",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 89000 loss= 0.01962 val_loss= 0.2895\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "f1e77f88e72f4f1fa8dc2abf2817bc3d",
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+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 90000 loss=-1.609 val_loss=-0.61\n"
+     ]
+    },
+    {
+     "data": {
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "63204ee438a24f8cb7d9f2f64f6e8ae8",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 91000 loss=-2.439 val_loss=-1.29\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "fca5fdf030014b66ad50746b596188c5",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 92000 loss=-1.392 val_loss=-0.8917\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "0121e704e93e4812a158c76a06eaf630",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 93000 loss=-1.926 val_loss=-1.707\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "e0ee6323bc5743b4bec0e709194994d7",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 94000 loss=-1.669 val_loss=-1.171\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "63f406cf633b4cd4b09f315227ec6ff4",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 95000 loss=-1.912 val_loss=-1.561\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "2729728205f54b6785fb1d02dd18c5ba",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 96000 loss=-0.2664 val_loss=-1.414\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "f800deee5a6e4c16b39fba0655db1d6e",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 97000 loss=-1.909 val_loss=-0.4816\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "b20ed1b7128e47e89e5a1bb38530751a",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 98000 loss= 0.2464 val_loss=-0.8018\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "fef567efb5124ac38aee15b64fb2d4a5",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 99000 loss=-1.368 val_loss=-1.498\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "9e2ba173380e4465b9ae033ff7ed0bf9",
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+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0, max=300.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "val loss (n=300) tensor(-0.6238, device='cuda:0', grad_fn=<MeanBackward0>)\n"
+     ]
+    },
+    {
+     "data": {
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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rraexZctyDj/8GbZvvyy1dAMQY9gwuOQSuOgiGD4chgyBI4/MvNllSDrSDLTXr/TTTdm+A9j/AHCQgzebzmnxetuTmfmeFg/tM61aCPUBc7r33bJlTzamlncAHS33F7/4xbTHQXeWs+XdZV2d+65d7ps2RT8rK6Nqkp073XfsiK6Ct25137LF/eOPo+U2bnT/6CP3Dz90X78+evBZUdEd32DH7dkTlWP5cvdXX3W/9tr7/Oijz/Fx47Z6cXHj397PHG52eM/z891PP939qquiKp4//tH9gw/cq6t7p/z9CSHdAXT2qjEvr5hLL51NPJ7g9NOnNs0vK3uaysqNvPDCd9i3L5O24nFyc+s47TQ47zyoqprLo4/OYM+emrRrJJNJ7r//fm666aYDepY2V1BQwNVXX33I3TG01qMWIJFIZPXKv3EfJSUlzJkzp0vbWbVqFbNnz+bRRx+lqqqK/Px8Jk6cyPz586mpSf+9d1wxeXkVTcMJN8rJiYYJGDw4+tn4e+N01FFRx6TW5OZGr+fmRkMPJBL7f8/NjTo7dVV9fdSpqXGqqoK1azeQm3scv/sdLF4Mf/nLF4AXgQeB6zjiiGg8nE99Cj75yWhcnKIiGDgwKu9hh3W9XKHoyB1Avw+AVatWZdRLs7mcnBxuuOGGNk8EmQWLkZ//D+zZkxrMg43AMRmXI5Ny5ubmHjKDknXmu+pO2apWaTwWG8OtpqamU9WSBzOgDohhFp2kY7Fo0LL2DBq0PwyaB8OJJ8LQoenXi8VaD4dlyxazfn05V1zxZYqLBx40hHF19f4Tfk1NdD1fVwfl5c7MmReyYcNizFbhPjy1n1cYOXIHl156CWedNYDBg6MOV4MGRSf9QYOifUvHBdUTeMSIEcybN6/Vq8p0cnNzueWWW9pcZsaMGTz88MNtbi+ZLGD58l/yiU/Aa6/BwoWVzJ2bQ/RH23V1dXXU1dUdNChZf5XJ+DtdEYvFaGhoIB6PH1DPn0gkSCQSzJs3L6uf4YQJE1i+fDmlpaU89thj3bBF56KLJvBf//X/mq7MGxpg8+ZovJj334+GN9i8ef/08cfRtHNnNK1YcfBWx42LQqCoqBr3VQwalGDUqJMZNAhisS3Mnj2ZhoYGZs1a1LTO7bfPYOXKvzBgwGmMGXMWAFVVFSSTRanncLBpk/PSS0t57bUXgdspL4+xb58BQ4BCzN7mrLOGM348nHfeBXziE1E9fuNJP9FDnV+lmUzrijozEQ2hNw+oAHYBC4DjM1m3Mz2BG1tzkKZeNScnp0MtLDrTD6C764KbT739jKCrzyy6oz19fn6+T5kyxQsLCw+YX1hY6NOnT/dFixa126qnu7U8Ft3bPnbi8XjazmyNUzwe9wEDBvhdd93VtM2qqipfsGCBf/zxx03z6uuj+v8PPnB/442o/fvLL7v/5jfuc+a43367e0mJ++WXu48b1/xZlzs8mtrfV5rNq0nNy/ERI+p83Dj3iy5yHzPmdh816mqfOrXMb7jBfcoU9+OOm+LJ5CgfM+b3fthh7tDgcFxq/T87uA8d6v7Zz37kN99c4888E9X/N7bcUaOd7KAvNAMFksBK4G3gcuAy4C1gFTCgvfU7GgAtZdK8LxMd3U53dhpqbWoePj35EDmT3taJRKLNnq4dCcf+1Dwy3bGY7thZtGhRRn1MVqxY4dXNnno+9NBDDnhJSUnTvI0bN/rQoUN9/Pjx7h49LN661X3GjLt86tRbfd68D33x4mi4hO985yH/8pfv8X/+5x0+fbr7xRf/tw8YcLIfffTNfsopUe/ZZNIdXnR4y6G+RWA0n/Y5jHCIOax2cC8udj/uuDt9zJhv+a23rvSFC71p32++GT2QPhR73vY1HQmArD0DMLNvAbOAk9y9PDXvRKJQuM3dZ7W1fn8dDbQnmjIC5OXlEYvFqKurO+hhamN1R3c9N+ho3X1eXh5PP/00l1xyCW+9tYklS47mscfg9deLgfZH4CwsLORrX/ta00PWwsJCpk6dyi233NInq8E6cyy29TA83ff31FNPcc8993D55Zfz/e9/H4D33nuPMWPGMHr0aFY0q+8ZPXo0K1euZPnydxky5GR27oSbb/4azz//CF//+t1MnvzdtGXbu3d/FVLzaceOaFjlZDIa+TKZrGPXrtc56aSzGTYMjjkmGvo4FmscEjmq2ikuVvVOT+oTD4HNbBGQ7+7ntpj/KoC7n9/W+v01AHr7QWejzjzwTNd3YdeuXfzmN7/pUKglEvnEYoPZuxfgAyBGPH4j9fU/Ixp+N9163dNSpyd19lhs2ZqoM0FXW1vLRx99RG1tLSNHjmya/8gjj/DRRx8xbdo0Bg4cCMCcOXN49dXfc889PyWZHERtLezbF/2n5c1/37eP1MiZ7Wv8Lw0bW+wUF0e/9+b/cxu6PtEPANgE/LSV+f8BbGlv/a5WAfWmTAeny+bUsh15e9VF3T8EgzkMcBji55+/2p94wn358kNzeI2+fCx2VkNDNCpmZWVUX79pU9SXYM2aqH/Bjh3RwGyqx+976CNVQPuAWe7+3Rbz7wS+6+4HtUAysxKgBGDw4MFn/OpXv0q7/cYrpr7qww8/5KmnnuKll16ipqamqYVKtj7v1iSTSZ577jlee+01SktLqa2tPaB1TDweJ5FIcNNNN3H//fd3ey/XRCLJr3/93AFtuNsrS2lpKZ/+9Ke7tRzZ1tePRQnL5z73uT5xB7AP+HEr8+8E6tpbvz/fAbSmJ8a5aTmZxfyJJ9rfb+O4NN29/1gslvaz6OmWOtnU345FObTRgTuAWEYp0Tk7gNb67x2eei0ojf0VkskkiRZPxFr+u7u4FzJ58r1UV+9tc7n6+nrqMq307YB0V8UjRoxgzpw5VFRUUF9fT0VFBXPmzOmTD3hFDmXZDIAyYGwr808B3snifvusxo5CJSUlFBcXE4vFKC4upqSkhClTpnRrEMTjCcaOnUos9hhtPXTNFjNj6tSp7S8oIr0mmwHwLPAZMxveOMPMhgHnpl4LUrqr3zvuuCOjAMjJySE/P5+8dIO9pOTlJVi48BbcM/u/b7tbfn5+u72tRaR3ZTMAfg6sARaa2WVm9k/AQmA98NMs7rdfaquKqFEymeSGG27g7bff5umnn05bnZRMJpuGPeiNh5N5eXnMnz9fVToifVzWAsDddwMXAO8DjwKPA6uBC7y3Lkv7uHRVRNOnT6e8vJzdu3c31ZW3VZ20fPnypk5EV155Zbt3Fjk5OeR0cGD1nJwcRo0adcC2c3NzmTJlCmVlZYfE4HUih7p+PxqotC2TjmmZDE/d2jqHwgB13UHHovQlHekIls0qIOkD2mt91FhddO211x5wR2GprpzWoktnyyomEem/FAAByLS6qPkD6oaGBsrLy7nxxhvbXEdE+i9VAYl0kY5F6UtUBSQiIu1SAIiIBEoBICISKAWAiEigFAAiIoFSAIiIBEoBICISKAWAiEigFAAiIoFSAIiIBEoBICISKAWAiEigFAAiIoFSAIiIBEoBICISKAWAiEigFAAiIoFSAIiIBEoBICISKAWAiEigFAAiIoFSAIiIBEoBICISKAWAiEigFAAiIoFSAIiIBEoBICISKAWAiEigFAAiIoFSAIiIBEoBICISKAWAiEigFAAiIoFSAIiIBEoBICISKAWAiEigFAAiIoFSAIiIBEoBICISKAWAiEigFAAiIoFSAIiIBEoBICISKAWAiEigFAAiIoFSAIiIBEoBICISKAWAiEigFAAiIoFSAIiIBEoBICISKAWAiEigFAAiIoFSAIiIBEoBICISKAWAiEigFAAiIoFSAIiIBEoBICISKAWAiEigFAAiIoFSAIiIBEoBICISKAWAiEigFAAiIoFSAIiIBEoBICISKAWAiEigFAAiIoFSAIiIBEoBICISKAWAiEigFAAiIoFSAIiIBEoBICISKAWAiEigFAAiIoFSAIiIBEoBICISKAWAiEigFAAiIoFSAIiIBEoBICISKAWAiEigFAAiIoFSAIiIBEoBICISKAWAiEigFAAiIoFSAIiIBEoBICISKAWAiEigFAAiIoHKSgCY2Wgzu8/MlptZlZltNLNnzey0bOxPREQ6Llt3AJ8HPgc8DPwjcCNwJLDUzM7I0j5FRKQDcrK03V8BD7i7N84ws1eANcC3gKuytF8REclQVgLA3be2Mq/CzN4Hjs3GPkVEpGN67CGwmR0OfBJ4t6f2KSIi6WWrCqg19wMG/J90C5hZCVCS+meVma1oY3tHAAfdaYj0Ah2L0peclOmC1qyaPv1CZhcBL2WwvVfdfXwr638PuAu4zt1/mWnh2inTMncf1x3bEukKHYvSl3TkeMz0DuCPwJgMlqtupTDfIDr5/6C7Tv4iItJ1GQWAu1cD73V042Y2FfgP4F53n9nR9UVEJHuy9hDYzP4n8BDwoLt/Owu7+FkWtinSGToWpS/J+HjM6BlAR5nZZ4EXgTLgJqCh2ct73f0v3b5TERHpkGy1AroAyANOB/7Q4rW1wLAs7VdERDKUlTsAERHp+/r9aKAaeE56g5kNNbN5ZlZhZrvMbIGZHd/b5ZLwmNkkM5tvZmvNrMbMVpjZ3WZW1O66/f0OwMy+SdR57GHgTWAQcBvwd8B57v5GLxZPDkFmlgT+BuwFfgA4cCeQBE519929WDwJjJktBdYBC4ENwN8DpUQtN89x94a06x4CAXAEsK3FwHMDiQae+627a+A56VZm9i1gFnCSu5en5p0IrARuc/dZvVk+CYuZHenuW1rMu4roovhCd38l3br9vgrI3bd6ixRz9wpAA89JtvwTsLTx5A/g7quJGjxc1mulkiC1PPmnvJ762eY5sN8HQGs08Jxk2Vjg7VbmlwGn9HBZRFpzfupnm+fAQzIAyGDgOZEuOBzY0cr87cBhPVwWkQOY2bHAvwEvu/uytpbtcwFgZheZmWcwLUmz/veAycA3m9+ii4gc6syskOhhcB1wTXvL9+Rw0JnSwHPS1+2g9Sv9dHcGIllnZgXAb4HhwPnuvqG9dfpcAGjgOekHyoieA7R0CvBOD5dFBDNLAPOAccDF7v5WJuv1uSqgzuiBgedEmnsW+IyZDW+cYWbDgHNTr4n0GDOLAY8TDcFzubsvzXjdQ6AfgAaekx5lZgOIOoLVsL8j2I+AIqKOYFW9WDwJjJnNBb4BzAT+b4uXN7RVFXQoBEAp8MM0L69192E9VxoJRWrYh9nAxUQtzhYBN7v7mt4sl4THzNYAJ6R5+Q53L027bn8PABER6ZxD4hmAiIh0nAJARCRQCgARkUApAEREAqUAEBEJlAJARCRQCgARkUApAEREAvX/AdiMizXj3iNqAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
     }
    ],
    "source": [
@@ -911,43 +3130,6 @@
     "    test(model, dataset_train, writer, plot=True, global_step=-1, seed=i, title='train_final')"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2020-02-15T07:08:23.115092Z",
-     "start_time": "2020-02-15T07:08:18.360092Z"
-    }
-   },
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2020-02-15T01:35:16.595569Z",
-     "start_time": "2020-02-15T01:35:16.586714Z"
-    }
-   },
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2020-02-15T07:11:03.865437Z",
-     "start_time": "2020-02-15T07:09:00.100Z"
-    },
-    "scrolled": true
-   },
-   "outputs": [],
-   "source": []
-  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -973,6 +3155,11 @@
    "outputs": [],
    "source": []
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": []
+  },
   {
    "cell_type": "markdown",
    "metadata": {
@@ -984,22 +3171,2744 @@
    "source": [
     "## Improved\n",
     "\n",
-    "These have no been extensively tested:\n",
-    "\n",
-    "- use torches ~50% faster multiheaded attention\n",
-    "- calc loss in log domain for stability (and untested changes to clipping)\n",
-    "- dropout"
+    "These have no tbeen extensively tested:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 16,
    "metadata": {
     "ExecuteTime": {
-     "start_time": "2020-02-15T07:25:34.900Z"
+     "end_time": "2020-02-15T18:22:45.530470Z",
+     "start_time": "2020-02-15T16:03:08.871316Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "runs/Feb16_00-03-08_mjcdesktop-anp-rnn_1d_impr\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "821a15a2387a4b9d9646752d6de49b8d",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0, max=100000.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "e0cecade98614628bb3c4bc479752361",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 0 loss= 1.569 val_loss= 1.586\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "bbfba94cb4134873a09cef24a952008f",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 1000 loss= 0.4848 val_loss= 0.4808\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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cefNqmTdv9x67M2fO55FHlqS9JhFr67a07fZ5eQFOPvmU1td33HENa9f+kf33L+eww44B4IgjvsSGDS9TUjK4dblRo47kf//3j914V9nzxhsvUldXQzBYwDHHTGXkyNG9ejzSs/r9mf38+Z231+bl5fVqQDkX6/wTiUA4DC0tsWnnTmhqik2Nje2nRHliam6OTTt37lo/HI5tM9G1PZ2NG+uprq5Ie6fJwoVzmTt3IUVFJbudBQcCQYqKSqiurutTt11mKtHUk+69XXTRDQSDBWm3U1BQyOmnz2h9ffTRkxk/fjINDR+1lk2bdh6/+tVaTj31rOy+iT00atQ4Lr/8Hn7wg9rWoI9EOr8oLQPDgL7PPi8vn2g0TF5ePvPnv8TgwaPZuZPWKRTaFZxtp0SghkKxKRKJPYbDqadE4CamRLBHIvVEowuAZUADUAbMAuYDuQnM5N69icdweA7h8GIg3cXsIKWlsxkypIrt22toaFiKcw3k5ZUxZEglw4dXUVJS3jqkRCAQm1I972h+R1PyMvn56V93VNbZ9P779dx9d8edwTrrVNYT99n3pEcfvY1f//pizjrrUk47bXZO9vHGGy9w++3XMH36dznyyIkAvPvu36mtvZDy8nGce+4VrcuuXfswhYXFfPazx3g7DES/HC7BzEYCNcBkwIBVwDzn3D+yuZ/EYFo//WkNS5YsJRGs0Wgl8DHR6BFcc83B2dwlUA+kC/IVQAWxcE2ExnZgMbCEQKCOQGAKUE8ksoBIZNd2AoFZBALzycvbNY5LQmJAqo7GY+l44KplpA96gBA7dixlx45aIDHFtrV1a2zq/8qBWgKBWoLB2N/q0Udh9epEhTCF0tL1NDXV0NQUq+zMyigrq2To0CpuuaUc+IhgMLPKLlXFmGpKnpdq2UBgVwWemG/WvjxdWaoxoR599GG2bNnIBx9EePPNWFlLSyOBgFFYWJxynKi2ZbD7vOSyxx//A48++nsaG7czbtxEzOCDD97mT396sN03IoArrvhXtm/fyn33bW4N++uvn8/atSuYPftnHHfcaQCEwyFaWpopKRnUQ5+b/i9nZ/ZmVgK8COwEfgw44AqgBBjrnNuRbv3uDIT20UcwciTk57dQWFhAYSEUFDiKioyiIohG63nvvQW8//4yIpEG8vPLOPDAWYwdO59hw8opKKDdFAzGpvz89tMrr6zg+usriER2P/vLzw9ywQUL+fWv57JzZ/qeqJn01syk+35CqhELI5HY4/TpmfUyNcvjxhsju31TafvY9ttLR+Vtp47Kk+cnviWlm8Lh2PKZLJtuf5LggMeBccCQeNkvgJ8AVwPnd3F7jcAtwGeARK/1zcDPgLnxcjDbAjyBWSmBwOT4+FCOcPgMYDOFhf9HXl4AM2hq+iqRyAOUlNxLQcG/YAYtLXfQ2Phdiov/m5KSi1OOU9XRBKnHtcr0dduyxPPkx+RlO3tsf33+QxYt+gRHH53ZXzxZjw+XYGYXAtcChzjn3oiXHQj8Dfihc+7adOt3d9TLUAgefnj3sUueeWYFl11WQUtLM87t+t/e1SEVMhlSILMLffmYpe/h2JUKoTOZjh9TUjKY5cu3dbpcf5aomBIVR2eVUvIyDQ3PU1DwudbXbbeTrvJrW4EmT6maApNfJyryttdp2pYnpuTytvNTLZv8uGVLJY2Ny9h777spLDyDaBSamx9g5847CQa/RjB4RnwfYZz7GOf2xjnDOQiFfks4PBuzzxMIPANYa+Xa/Up2C/AeMJJdFdI84DpgETAnXtZE7DJk/2/+WbECvvKV7q3bG804XwWeTgQ9gHPuTTN7EjidWEXQIxIXJ1OdaSfOzqurK1i8eD1A2rPoTIYUSDfWe0I02vlFsUT3/VQVQvJxd3bRdNKkWSxfvriTu1H8uGsp0ZSR381Pf0PDNgb2ryAupb7+Yj796UNJ3Ptw443PsGzZMs48s5yzzz4DgPr6lznvvHEcfPBR3HDDswA0N3+LSy+9m6985RxOPHH3EV27MnY/JMqGAcOS5v+CDRvOZfjwAygqipU99NAN3HfflZx55s844YRzUjZxtm0GTdUkmu514nnyY/KIs8nLdHX5aPQvHHXUEZ38G3VdLsN+DHB/ivKXgBkpynMm0zFfamvn8cILj3V4a2J1dV1GQwpkSyYVQmIoiI6G7j322Gnst9+BGd162Jdvq5SelRiELeGkk85k//3LGTXqyNay7dv/SWnpYPbaa3hrWVFRSdpbTLP52xDDhrUPxA0bnuTjjzczYsQQRozIzj56QyTyIfvsk/3t5rIZpwW41jl3SVL5FcAlzrndKhozmw3MBth3332Pvv3227u8X+fg448bCAR2nXrNnDmNpqaOm10yVVBQQEtL5uOV9JTCwkLA4uPL7/pWkZeXRzQa5ROfGMaiRTfxyisvcfXV1bstFwgEyM8Pcskl1Ywff0wvvIP+JRJp//nyXSjU0uktqz3BOcdrr73CqFGjyY9/bVu+/D5aWlr46le/3jpmUF/nXAODBnX/83XiiSf2/R8vcc7dANwAsTb7iRMndnkbqdrsm5uz002+paWF/Pwg4XDPnNlnamcHv6QRjX9P3br1IxobD2TixOkcfHBFnxmHvr/q6fHsJXPjx+8a8fOjjzZz883TaG5uZMyYCo46amLvHVgXRCJr6E72dSaXYb8V2DtF+dD4vB6T6ZgvmXAu1radrjkkk4uvmVzEzRYz4/77f8W8ebVpe5mKDCR77TWcyy67i+eee5SjjjqptbztOEQ+yWUP2peItdsnOwx4OYf73U22hsCFWIB31mO3oKCAiy76zR731gwEAlkZwEqjfoqvjj12KnPmLGh9/d57G5gz5xj+8pcne/Goekcuw/4PwLFmdlCiwMwOAI6Pz+sx2RwCt6RkUKfd7qur65g69TtpB+aaOvU7Wem+nymN+ikCt912Na+++mfuvvu6zhceYHJ5gbaUWKeqJnZ1qvopMIhYp6q06ZOL++zTdYM/8sgT+fOfH+n01sTp02czb14tGzfW79b2fcoplXzjG1WMHNl+SIG2vQmTO2i88049t9xSw4MPLmXHjgZKS8s47bRKzjortp3HH19BVVUF4XCo3bWC/PxYBy5wGV2TKC2N3T/fR0fH6FfUZt9/tbQ0c9ttP+O0085n6NBPArEB4oqLy/rMNat++Ru0ZvZp2g+X8Cix4RLe6mzdbIc9kDKgExcngU47SxUXl7BmzXpGjSpv16O2bTf0XKivr6empoalS5fS0NBAWVkZlZWVVFVVsWDBgk5H/QwGg8yePZva2tqUHW0y7ezT2fNUvWoz6HLQ7yjsB5aLLz6FdetW8pOf3M0JJ5zR24fTP8N+T2Qz7AOB2PAHhYXEh1DYfQoGYdWqFcyYsfuAasFg7Oy/rq6OKVP61g+X19fXM3bsWBobO66kSkpKWL9+PeXlvXPm0lFlkK7narohFtrO6w0K+4EjGo1yzTXn8tRTf2DZsjcYNCh2T8nq1XfS2LidCRO+TlnZXj16TP1yILTeEAhAURGMG7cr2DPtKTl1amxAtY7OonsrLNMpLy+nrq4u5aifbSup3jz2xCBg2f7lwLbDB2Qy9k5X5osf8vLy+I//uIlwOBRvFo1ZtuxK/v739QwZMowvfel0oP/fxTPgwj7RDX7vVDd9ZqC8vJza2lpqa/vPrYmJUT/7UyWVDYnRHXPRVyZdJfHCC3DIIZ2PodOXvo1Iem2DPhqN8vWvX8iTT97PF76wa4Ca66+fz+uvr+Pcc69k7Ngv98Zh7pEBF/a+6o+VVF+W7ttIfj7st1/3t91RpZDJ9Y9MH6X78vLymDr1O0yd+p125c88s5y33369XcXwxhsv0Ni4nTFjvtjnf+e3bx+dyACUuJif7WatttJdRO/sIntXLs4nLvb74Prr1/Lssys59NAvtJbdccfPWbXqVubMubb1Ro/Vq+/knnt+yYQJM6iouBCALVve5aqrKtlnn5FccsnNret/73tfZMOGV7jhhufYf/+DyCWFvcgAlMu7w5JlMmRzR2V7OvWksrIhTJhQ0a7sU58azYgRozj22GmtZVu2bOSvf32SQw7ZdY20uXkHzz//WLsff4fYQIs7dmyjuTntz3tkhcJeRPZIT1YsyTqrDDK5xTiT8f47en7eeZdyzjn/3TqeP8DEiTM59NDPM3Torra+YcNG8POfr6SgoLjd8dfUrCYQyG/34/S5orAXkX6rNyuaXXbdoROrCEYQjY5oVyk4V8Lxx09K0c9l+G5lr7+em6NU2IuIZEmi4tmTO8T+9rfsHEuyXq8TRUQk9xT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIeUNiLiHhAYS8i4oGchL2ZjTaz68xsvZk1mNkmM/uDmY3Lxf5ERCS9XJ3ZnwKcCCwBTgPmAMOBp83s6BztU0REOpCfo+3eDixyzrlEgZk9BrwFXAiclaP9iohICjkJe+fclhRl28zsdWBELvYpIiId67ELtGY2FDgceKWn9ikiIjG5asZJZSFgwC86WsDMZgOz4y8bzOy1bu5rGLDbtwuRLNHnS3JpTz9fn0lVaG2a1TtkZpOAlRns5P+ccxNTrP+fwFXAuc6532WwnT1iZuucc+NzvR/xkz5fkku5+nxlemb/FPDZDJZrTC4wswuIBf2PeyLoRURkdxmFvXOuEXi1qxs3s0rgemCBc+7Krq4vIiLZkbMLtGb2NeAmYLFz7t9ztZ8O3NDD+xO/6PMluZSTz1dGbfZd3qjZCcAjwEvAXCDaZvZO59zzWd+piIh0KFd345wEFAJHAU8mzdsAHJCj/YqISAo5ObMXEZG+ZUCPeqkB2SRbzGykmdWZ2TYz+9jM7jGzT/f2cUn/Z2YVZna3mW0wsyYze83M/sfMBmV1PwP5zN7Mvk+sk9YS4DlgL+CHwJHAl5xzz/bi4Uk/YWYlwIvATuDHgAOuAEqAsc65Hb14eNLPmdnTwD+A+4F3gM8B1cTugDzOORfteO0u7GeAh/0w4MOkAdmGEBuQ7QHnnAZkk06Z2YXAtcAhzrk34mUHAn8Dfuicu7Y3j0/6NzMb7pzbnFR2FrGT1JOdc49lYz8DuhnHObfFJdVmzrltgAZkk674KvB0IugBnHNvErv54PReOyoZEJKDPu7P8ces5dSADvtUNCCbdMMY4K8pyl8CDuvhYxE/TIg/Zi2nvAt7MhiQTSTJUGBrivJ/Anv38LHIAGdmI4DLgVXOuXXZ2m6/Cnszm2RmLoNpTQfr/yfwTeD7bb+Si4j0BWZWRuxCbRg4J5vb7skhjrNBA7JJb9hK6jP4js74RbrMzIqBB4CDgAnOuXeyuf1+FfYakE16yUvE2u2THQa83MPHIgOQmQWBOmA8MNk595ds76NfNeN0Ry8PyCYDwx+AY83soESBmR0AHB+fJ9JtZpYH3EpsmJl/cc49nZP9DPD77DUgm+wxMysl1qmqiV2dqn4KDCLWqaqhFw9P+jkz+xVwAXAl8GDS7Hey1Zwz0MO+Grisg9kbnHMH9NzRSH8WHxqhBphM7G6uR4F5zrm3evO4pP8zs7fo4KcEgfXR+uAAAAA+SURBVJ8456qzsp+BHPYiIhIz4NvsRUREYS8i4gWFvYiIBxT2IiIeUNiLiHhAYS8i4gGFvYiIBxT2IiIe+H/NypBy0Z69RQAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "34dc9436ffd8486d89d26a520095ae5e",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 2000 loss= 0.617 val_loss= 0.4292\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "a46ac6d4272a49edae05b7421d293e7d",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 3000 loss= 0.1891 val_loss= 0.3963\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "e332527fbdfe4a84ad9235de3381af75",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 4000 loss= 0.3194 val_loss= 0.3563\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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2g4A9UfZ/BgyMdoAxphQoBecHobKysh6duLq6usfHJqNY+8Orqqo8+XvfcsstzJ49m4aGBkKhUEzH1NfXM2vWLGbMmBH3+kSKbP26j70WClVTXV0Wt/d74ol72bXrIzZseIrTTx8Zt/f10jHH5LBv30sAVFXt5W9/e5TLLrs85mG70jFrvckvL1v2+4HfWGt/2mb/7cBPrbWdXmjUsm+RyJa9q6KionlIZqy3wotnfcJhqK6GqqqWUlOTmO6N6ur4tuyttaxc+WdOPvkcCgqitoOS2k9+MoVXX32Gc8+9ihtvXJDo6qS8VGzZ7yF6C76jFr90IJZ+86ysLKZNm+ZZHSKHZAYCgZhuXdfTEToNDU6wu6WqyumaSaZ+63gyxjBx4mWJrkaPXXnlbdTV7WPatJsTXRXphJdhvx44Nsr+Y4C3PTxv2pk1axYLFy7sMuxnzpzZJ/WJdYROLOv3NDa2bq1XVTn97X6wdu3zHHnkSQSDgxJdlV4ZM2Yc99zzkvrvk5yXyyU8AZxijDnc3WGMGQWc1vScxKizpQyiLXDmtVjW5Yn2TSMUgs8/h61b4e23Yc0a+Oc/4c034f33YedO/wT97t07+K//+gYlJaPZvXtHoqvTa5FBv3Lln3n11cQt3ibRedmynw/8AFhmjLkZZ1LVbcBW4PdenbSvfqTzWtvZspmZmZx77rnk5+fHbbZsT8X6TaO0dCY7dsDevU5JVB97Mqqvr+Xoo8eTm5vP4MEHJbo6cfPGG2Xcdttl5OUV8NBDGxg6tDDRVZImnoW9tXafMeZsnOUSFuMsl/ACznIJnk23DIedUPnsMxiUot+Oo82WbWho4MknnyQnJyfhY9g7W5cHnBUbQyHLCSccQW5uPpMmlXDJJbMoLNREK9fBBx/OnDkrqKuL7w3iE23s2K8wceK3OOqoLzFkyMGJro5E8Gw0Tm/1dDROQwM8+2wZBQUTGDMGDjzQg8p5KJZx7Ykaww5OH7v7w+nbb1cwf/5cli9fTE1NNZmZWYRCjRhjCIUam4/JyHAWZps9eynjx6f+RKt4j8ZJN4lcKC0deDUaJ22XOLYW3nkHNm9OdE26pzuzZb1WVwe7djn/huvWwerVTh/7G2/Apk2QnV3E978/j6eeqmTx4nfJyMggHA61CnqAUKiBuroaZs8uZvt2fy+FXF9fy/z5P2PHjg8SXRXPRAb93r2fsXLlXxJYG3Gl/RLHmzdDfT0ceWTrJUaTVSz3lo3nKpOhkBPqdXWwb5/TBeZuY5w/BcCjj8Z2kXrssbnMmOHf1TFXrPgTDz98F6+//iL337860dXxVG3tPkpLT+TTTz9k0KADOeGEMxNdJV9L+7AH2LHDaaEOGwbDh0M3brna5+K9yqS1zsXOXULA3bpl//7e1LbFihVLCIU6D/tQqIHnn1/s67A/6qiTmTx5Gqeccl6iq+K53Nz+fPWr03jttRUMG3ZIoqvje74Ie3D68rdvd0penhP6Q4Y4j5Opxd+dMezWOmHtlvp6p9TVtd72xc8ytbWxXXxifV26Kioay003LUp0NfrM5Zffyne+cwuZmVpGIdF8E/aRamrggw+cEgg4gZ+f75T+/SE7G7KynNIXF4LItV0uvbSEhQs7ny2bmZnFpEnTeOkl7+sWq9zcfGpqur5I5eZ270bpktoyMlpHzK5dH2mUToL4MuwjuWuuROsVMaYl9DMynAuDW9osN97uPdveZaft3XkiF+6KbHlPmDCLJUs6H8OemZnFRRf1zWzZWE2aVMLTTy/otCsnIyOLyZO9W9IhmW3b9h4LF/6C4uKZjBlzUqKr0+dCoUZ+97sf8txzi5g//3VGjDgi0VXyHd+HfWciu0n6SmFhEdOnz+X++2c2rTLZEp6RQxiTbcz6JZfM4rnnFnYa9llZWVx8cXJdpPrK44/fy4oVfyIrqx8//vEfE12dPhcIZFBdvYfGxv1s3LhWYZ8AaTv0MlV9+OFG5s69lsMPH8vXv/498vKCGBMgLy/I179eyoIF5Uk5Vr2wsIjZs5eSk5NHRkb0/llrLdOmHcF55wWZO3e6r4ZhXnLJLC699EcUF3u75HOyMsYwc+YDPPDAqym96FsqS9tJVaky6WX79goefXQOK1Ysoba2muzsHEKhEKef/g1uvfXPia5et23fXsFjj83l+ecXN/19+rF/fx2BQEbaTLTSpKr4CIfDBAJqb7alSVVpaM2a5Vx99ViefnoBNTVVWGupr6/FWssrrzzBmjXLE13FbissLGLGjHk8/bQz0coYg7XWtxOtQqFQTMtB+8369a9w5ZVf4MMPNya6Kr6hsE+Q7dsrmD27mLq6mnb93KFQA/X1tSkfhN2ZaJWunnjiAW644Sts3PhaoquSVP7+9/vYsuVtHnnk7kRXxTf0A22C+GHGqd8nWoXDYZYte4AtW95m586tvhyF05GZMx9g5MijufTSGxNdlbiy1ulKjpz/Elki74nc0NByb+TWN6g/iDFjYMSI+NZNYZ8gfghCv0+0CgQC3HffK7zwwsOcdtoFia5OUsnLK6Ck5OcJO38o5CwL4pbaWmf+jVvazjR3iztZse3ERXc2enwmMY7hnHMU9mnDD0GoiVbQv3+Q88+/NtHVSGr799fz+9//mPHjz+Xkk7/W5evdJUCqqlrfvtIt+/ZF/7Mb7DU13t4kJyvLmZgZWdx9mZnOY3ebkdG6OPN4PuLgg+M/8UxhnyB+CMJYJloB1NTs5bzzgmm17v1bb63i2GNP1WiTTljrhO6SJffy+OO/4/nnH+Xaayuoqclj796W21RG3mjefdzY2PX7d8adOd+/v7NtW3JzISfH2fbr55ScnNbF3Re5zc7ufMJlLEKhd/nCFxT2acMPM05jmWjlqqmp4umnF/DccwtTcjhmpIqKcm644QzGjPkS8+atardkQLoLh53bT+7c6ZTPPnMWInS3e/ZAZaWzdSYszgL2UFU1lf/+77yYzpGdDQUFLUucFBQ4W3fZE3d/5GO35Oc74ZxMa2L1BX99CpOIH2acuhOtZs8ubjcbOJpQyHnN7NnFLFhQnrIt/M8//5QhQwo55phT0jLoa2rgk0/g00+d7c6dLdtPP3W2XYw9aJadDQccYBgw4A4GDHBWpA0GIRzewIgRRzFggKGggFYlP985Tron/T6JKaKwsIiZM/+HO+/8TrvnknlZhO4aP34KCxaUN0+0qqnZ2+UxqT4K6aSTJrF48bs0NsaYeEkkFHJa4J9+2hLm7vbjj53HsayuHQzC0KHOyrJDhsDgwS1l4ECnHHBA9Bb2unX/4kc/msTEid/iP//zf9LygpkI+lfsQ21ny+bm5nPccadTVbWHnTu3Nu+bPHkaF188M+WD3uVOtJoxYx7nnRfs8reKVB+FBNCvXy79+uUmuhrtNDQ493fYsaMlyCNDfefOrm9ak53tLBE+bJgT6MOHt2zdfbm9+Kvv21cJkJIXy2SmsO8ja9Ysb9edUVNTxYYNa1J22YCeSOdRSA8+eAv9+we55JJZCb8Ha329s4T3pk2wZQts2wZbtzohHw53fuzAgU5ou2X48NZlwABv+7vHj5/C/PlvUFg4Wj9wx5HCvg9EzpZtK136qWOVrqOQtmzZwJIlt2NMgHHjvkpR0dg+O3dlpRPqmzbBe+85261bo4e6MXDQQXDwwS0tcXfrlmToDz/kkCObHzc2NvDyy3/jrLMuSWCNUp/Cvg/4YbZsrNJ1FNLIkUfzy18+zs6d2z0L+lDIudPaBx/A+++3hPvOne1fGwjAqFEwerSzPeQQpxQWJkeYx8pay+zZF7Nq1TJ27dqe0gMWEk1h3wf8MFs2Vuk8Cun00y+M23tVVkJFhVPef98pmzdHv7dCTg4UFTnBfsQRLQHfr1/cqpMwxhjOPLOY9ev/xdixX0l0dVKawr5JQwPs3u2MRHDXsWhoaCngtJaMaSkZGc5MOHf2mzsrLrJkZ6d3P3V3dTYcMxDIxBjbvO59bm5+Uk+0stYyf/7POO+87/W4frW18OGHTmt9yxZnW1HhjEePZtgwOPxwp7gBX1jY+4k8yWzy5BJOPXUq+fkDEl2VlOa7sLfWaSWtWQPvvNMyNnjPHi9vzJ0PdN1PnZGRz6JFLWOJ8/NbP87Pd1prqT4ZpO1wTHfd+8bGBkKhMKFQLZD8E62eeOJ/eOSRu1m58s8sWfJepzfVrq52wnzLFifc3ccffxz9c5eT0xLo7vaww5zPgB9FBn1FRTnB4GCGDi1MYI1Sjy/Cft8+eP11J+DXrOm4j3PwYGdMcOR6Fu46Fq7I+8s6K9RFrlbXsuJd5LeCysoSGhsXAJ115WTR2DiN//3fzv8umZntZwS6xZ3mHVncKd9tp3pHrtfhrtHRlwoLi7jhhnl8//vz2LKlgh/8YGy7Ne+h5Qfs//qvYr73vXKCwaLmf3N364alexE0xvk7uhN03Mk6Awa0/m/ZWxMnfou1a59jypQrm4O+ttYJ8fffd1rpmzc72927o79HRobTlz5qVEspKnJ+QNVAlPZefvlv3HbbNzn++DO5++5nNFqnG9Iu7K2FHTty+OADWL8e1q1z/meLbD0NGgQnnwwnnuiMTBg2zAl6rwJv+/ZZXH31QurqOr+JeHHxTDIyWi/wVFXVemGn/fudqeiffx7fOkbrkurs38P992zbKo0MXPeiGHnjdTek3aB2zKHzC6HzA/b9988Fev6bhjHORJ5Bg1pP9DnggJaJPoMGOReGjAzn9W7XHTj/Haqq4NNPB9DYCHv3DuCwwx6nrMzw8MPw0UfON8Ro+vWDQw91ysiRLdsRI+J7AUp3xx57Knl5QQ4+uIjGxgays9Pgh4k+kla3Jdy4Eb7yFadbJlJmJowZA+PHO2X06L5vNa1Zs5ybb76g3USR7t6eb//+1iv4Ra7oV1sbvURbqjXyG0h9vVd/665lZEAoFCSWbi6HISMjnxEjSjjyyFkEg0WturXci0ttLezd27pUVnY9xjw2bwJjgfb9aVlZLS31ww5rKQceqJZ6vFRW7mLAgCGJroZnvLotYVqFfV2d81U9N3c/xx2XzbHHwnHHwZFHJsfIhO3bK3joodmsWrWMurp9STNb1lradY24pTORrXj3fSK30NIyjtxmZrYUY+DsswPdvnVfT+5hGwo534h27XK6VdzFufbscYr7jamysuXbSGS3XV4e5OSsZ8eOLzJgwATGjXuaAw/M4uCDaS5DhijU+1Io1Ii1ttPfS1KNV2GfVl8gc3KcH13XrfsXBQUTEl2ddgoLi/j5zxcnuhrtGNPy+0QixDrRKlJPJqNlZLR03cQqcomLzz+vJjs7l6wsOOmkwdx8c/oETCravr2CO++cxoknTuTKK29LdHWSXtq1QUaMSL7RKtZadu7cluhqJK1Jk0rIyOhZcHp5D9voN4SvIRwOs2pVat4QPp3s2rWdt99ezXPPLaK2dl+iq5P00i7sk8X27RXMnTud884LcvbZGVxyySFMm3ZkSt9A3CuXXDKLrB5+rXAno8Vb5zeED1FfX5PyN4RPdccf/xVuvvlh/vCH18nN7Z/o6iQ9hb0H2rYIwemP3r69gquvHqsWYRvuRKucnLwetfDjMRmt9cU5wOWXH019fW2nx3j5rUJic/bZ3yQYHAQ436CffnqBLyYn9oTCPs46axFaG6auTi3CaNyJVl//eil5eUGMif2jaW2Y884LMnfu9B79u0brrgmFGrr80dirbxXSM8888xD/7/99jxkzJhCOz7CrtKKwj7PuLHomrbnr3j/9dCUrV4Y4//zrYm7pu7Ntu/vNqbOLcyzUikweRx89npEjj+Eb37hek62i0L9InHVn0TPpXHf78kOhhpi+OUV22ZSUjI669HSsUm0p5nQ2atQx/OEP/8c551ye6KokJYV9nGnRs/jpaV9+Z9+c2v+e0nOpuBRzuoucUbtlywZmzjyLXbs+SmCNkkdajbNPBul6c45E6ck9bEOhBpYtu4/nn1/EqadOBQyvvPJEr8O9rVRditkv/vCHn/LGG2X88Y8385OfPJjo6iScWvZxFsuYcbUIuyeyL787t/urqanihRce5oUX/hTXoM/IyCAnJy8tbgifzn70o/lcdNEP+eEP7010VaIKBJyJjDk5zuzsgqJkl2oAAA5hSURBVAJnnSav5gmpZR9n6XxzjmTQk9m2vWfIzMwiFGokNzefs846i8sum6OgT3IDBw7j+ut/69n7u0t+uCvjuttoJdpCgx2FelmZR/X15m39q7CwiFmz5vPrX19JOBxuFfqR67koKHomltsaxltOTm6rJRmqq8vIz9d/v1QSCoVYtOiXnH76hRxxxBfbPZ+R0bLkd+Ty5pEl8uZEnYV1slLYe2Dz5vU0NNQzcuSx7Ny5ldra6qRZ9CzVxfLNKV50cU59mZnOIohLl97HokW/5IMPVvPww8+Sne3sd8M9ne/05VLYx0HkYlm1tdVkZfUjLy/IFVfcyoQJFye6emmls9saxlNeXlAX5yQWCNAc2JElMsT79WtZgfQLXyilvHw5U6dOZcQIZ19FRQXXXXcdl112GVdccUW3fg9KRQr7HnJvzrFmzfJ2wbN/fx2hUIi7776C3Nz8pLudXqrryQidWOXk5MW8iqZ4wxgnqHNyWgd55J+7u5RSTk4Oy5cvbzWzdtmyZTz//PPU1tby7W9/m+zs7Dj/TZKLwr6NvDznFn9tb+8XCLRekx1g06YKzjuvOOqkHHcJ3l/8ophly8oZNqyI+npnzX3N5O49d4TOjBnzmDt3eq/78dVl07eystrfPtMtXt5nOXJm7eWXX86AAQO48MIL0z7oQWEPOP11w4Y5N58oKIj9uN/8puulERobG1i2bC7z5rXcTq+hwbmTUk1N61Jb6+VNz9NXb/rxjTHk5haoy8YDgYAT5Hl57Usy9JEPHjyYq666qvnP1lruuOMOLr30Uo444ogE1swbaXWnKnCC9Nlny8jPn9Dla/v3dwJ++PCe3Qc0GAxSVdX1MMBgMEhlZWWXrwuHW+5zGnn/WX0T6Fq07rSO9OQuV5Gc0TgTeljT9GOME+ruje/dkpubWiNWFi5cyBVXXEFhYSHvvfceubm5CalHWVkZEyZM6PHxvrhTVXcceKBzX9refBirq2Nb8iDW1wUCzjeLyG8X1rYEv1v27dM3gLba9uO7I6C+/OXzAcu//vWkRkXFQVaWE+T5+S3bZGmp99Z//Md/8Ne//pVvfetbzUG/efNmtm3bxvjx43t8z4Vk4cuwLyyEeHxLy8/Pj6lln5/f86URjGl/AQiHWy4Ae/c625qer+WVNiL78aX3cnOdMHdL//5On3q6ys/PZ9myZa1G5SxatIhbb72VH/7wh/z2t84ErT179vDOO+9w1FFHMXDgwERVt9t8F/YjR8Jhh8XnvUpKSliwYEGn/fZZWVlMmxbfpRECAQgGnVJY6OxrbGxp+bsXgPr6uJ5W0lQg0DrQ3cfp0FrvrrbDLwcOHMjRRx/dqlvl5Zdf5oILLuBrX/sazzzzDOD098+ZM4fRo0dz/vnnJ+USy74K+6IiOOSQ+L3frFmzWLhwYZdhP3Om90sjZGbCwIFOcdXXt4S/ewEIhTyviiQxt6swGGwJ9by81Opb70vXX389119/fasb2RhjOPHEE/niF1tm4n788cfceOONDBw4kN27dyeiql3yTdgfeaTzY2w8FRUVcc011zB3bvvldLOynB8Bly5dSlFRYvqG3THJQ4Y4f7bW6e/fu9fpBqqudv6sC0D6CgRgwACnHHCAE/JJ2OhMepEt/qlTpzJ16tR2r7nhhhswxrR6bU1NDXl5eX1Sx674IuxHjIhf0FdUVDBnzhyWLFlCdXU1+fn5TJo0iX79+vHyyy8375s2bRozZ85MWNBHY0xLa85lrTPk0/0NwN02NiauntI7/frB4MFOGThQ4d4XDjroIO65555W++bMmcOCBQtYsWIFhW5/awKlfdgHg073TTwsX76c4mJneJ/bdVNVVcVLL73U3IqfMiW1Zssa0zL2ediwlv21tS3h75b9+xNXT+lcfj4MHeoEfC/GA0ic1NfXs3jxYt555x1WrVrFJZdckugqpXfYZ2bCMcfEpz+yoqKC4uJiaqIMe3HDv7i4mPLy8qRqzfeUO7Mx8gKwf39L1497Aaip0TDQRCkocAJ+6FDnv5Ukj379+rFy5UpeeOEFLr44OdbHSuuwP+qo+A0VmzMnthuJz53berZsOsnOhkGDnOJyJ4JFzgXQRDDvBIMtAZ/OwyDTwaBBg1oF/dq1a3nllVeYPn06GQkY6pS2YV9Y2PLDZDwsWbIkprBfvHhx2oZ9NJETwQ46yNnn/hDcdiKYLgA9o4BPfaFQiNLSUl5//XUaGxv7ZIReW2kZ9oFA/PrpXfGeLZvOIn8IbnsBcLt+9u1ztnV16gZqyxhn9MyQIU7A9+vX9TGS3DIyMrj11luZM2cOpaWlCalD2oW9u/hSvEcg9MVs2XQWbSQQOK392lrn94D6+pZtfb2/Foczxhk5M2SIU3ywCKPvXHDBBVxwwQXNf25sbOTiiy9m9uzZHH/88Z6fP+3CPiPDmwkiJSUlzJ8/n8ZOxiR6MVs23QUCLQtnRRMOt6wKum9fyzeCdLgIZGY6v38MGeJse7IYn6SuxYsX8/e//50333yTjRs3er72jj5enYgcUx9Lq76vZsv6SeRU/kiRF4FUGh6am9syBn7AAI2B97PLLruMl19+mauvvrpPFllT2Hcg2pj6jiTDbFm/ibwIRA4Pra9vPTJo715n2etEcfvf3YBPksmUkgRycnJ48MEHW+177bXXCHk0pV1hH0VnY+ojGWMoKChIytmyfuUuETF4cMs+d4KYu0ZQdbW3I4PcIaruDFZ1z0gsVq9ezVlnncUZZ5zBxIkT4/7++hhGEcuY+qysLEpLS301zDJVtZ0g5i4R7S4O5/4O0NMLQFZWy9ozAwY43za0sJh0VygUYvDgwVHX3YkHhX0UGlOf3iKXiHZZ23pIaGOjU0IhZxsOOy30rCzYsgUOP9x5HAx2/OOySHecdtppbNq0idWrV3vy/gr7KDSm3n+M6XxUUKSPP4ZDD/W+TuI/OR7OmtNYgChiHSuvMfUikioU9jg/yE6fPp1gMEggEKCurq7dHWva0ph6EUklvu/GiTbEsqv+etCYehFJLb4O+1iHWEbSmHoRSUW+7saJZYilMYbs7GwCgQDBYJDS0lLKy8tT7iYlIuJvvm7ZxzLE0lpLTk4OlZWVfVQrEZH483XLXkMsRcQvfBf2kSNvbIzLJmqIpYikOl9143RncTOXhliKSDpI65Z9ZCveGMO5555LTU1NzEEPGmIpIukhbVr2kWvPV1dXk5OT0xzqnd1wpCMaYiki6SQtwj5a90xtbW2P3y8YDGrZYhFJKykf9j2ZGNWZQCCgYZYiknZSvs8+lolR3aGRNyKSjlI+7GOZGBUrjbwRkXSV8mEfzwlPGnkjIukq5cM+Ht0uWVlZ5OXlaeSNiKStlA/7kpISsrKyenSsMUaLm4mIL6R82M+aNatbYe+24v/xj38QDoeprKxk3rx5atGLSFpL+bAvKipi6dKl5OXltQv9zMxMMjIyyMvL0xLFIuJrKR/2AFOmTKG8vJzS0tLmpRGCwSDXXHMNGzduZN++fYRCIbXiRcS3Un5SlauoqIh58+Yxb948ysrKmDBhQqKrJCKSNNKiZS8iIp1T2IuI+IDCXkTEBxT2IiI+oLAXEfEBhb2IiA8o7EVEfEBhLyLiA56EvTHmSGPMb40x5caYamPMDmPME8aY4704n4iIdM6rlv1XgbOAhcBUYDowFFhtjDnJo3OKiEgHvFou4c/AfdZa6+4wxqwENgM3AN/x6LwiIhKFJ2Fvrd0VZV+lMeZdoNCLc4qISMf67AdaY8wg4DhgQ1+dU0REHH256uW9gAHu6egFxphSoLTpj9XGmI09PNcQoN23C5E40edLvNTbz9fIaDtNRLd6h4wxk4DnYzjJS9baCVGO/xnwK+Aqa+2DMbxPrxhj1lprx3l9HvEnfb7ES159vmJt2f8LODqG19W03WGMuRYn6G/ui6AXEZH2Ygp7a20N8E5339wYMw24H5hjrb2ju8eLiEh8ePYDrTHmG8D/AgustT/y6jwd+EMfn0/8RZ8v8ZInn6+Y+uy7/abGfAV4DlgPXA+EI56ut9a+HveTiohIh7wajXM20A84EVjV5rktwCiPzisiIlF40rIXEZHkktarXmpBNokXY8whxpilxphKY8xeY8zjxphDE10vSX3GmGJjzF+NMVuMMbXGmI3GmDuNMQVxPU86t+yNMT/AmaS1EPg/4ADgx8AJwOnW2tcSWD1JEcaYPOBNoB64GbDA7UAeMNZauy+B1ZMUZ4xZDXwILAO2AV8EZuOMgPyytTbc8dHdOE+ah/0QYHebBdkG4CzI9qS1VguySZeMMTcAvwHGWGs3Ne07DHgP+LG19jeJrJ+kNmPMUGvtzjb7voPTSJ1orV0Zj/OkdTeOtXaXbXM1s9ZWAlqQTbrjfGC1G/QA1toPcAYfXJCwWklaaBv0Tf7dtI1bTqV12EejBdmkB44F1kXZvx44po/rIv5wZtM2bjnlu7AnhgXZRNoYBOyJsv8zYGAf10XSnDGmEPglsMJauzZe75tSYW+MmWSMsTGUsg6O/xnwLeAHkV/JRUSSgTEmH+eH2kbgu/F8775c4jgetCCbJMIeorfgO2rxi3SbMSYXeBI4HDjTWrstnu+fUmGvBdkkQdbj9Nu3dQzwdh/XRdKQMSYLWAqMAyZba9+K9zlSqhunJxK8IJukhyeAU4wxh7s7jDGjgNOanhPpMWNMAPgTzjIzF1prV3tynjQfZ68F2aTXjDH9cSZV1dIyqeo2oABnUlV1AqsnKc4Y8wBwLXAH8FSbp7fFqzsn3cN+NnBrB09vsdaO6rvaSCprWhphLjAZZzTXC8AMa+3mRNZLUp8xZjMd3EoQ+IW1dnZczpPOYS8iIo6077MXERGFvYiILyjsRUR8QGEvIuIDCnsRER9Q2IuI+IDCXkTEBxT2IiI+8P8B8cDmopvQeCoAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "a04d493e27e34ca59118c2404a865501",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 5000 loss= 0.1481 val_loss= 0.35\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "fd8bd80af0b54226b9af2b8bdb11ebe1",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 6000 loss= 0.3286 val_loss= 0.1296\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "e729fe60447343229d44e93235cda71a",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 7000 loss= 0.3044 val_loss= 0.219\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "4ad63ee38073475d9d8c3c1dd361cd2a",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 8000 loss=-0.3851 val_loss=-0.1739\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "139ac04801d347518012e05bea1ae026",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 9000 loss=-0.1591 val_loss=-0.1251\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "73eeebe827354f9c9f685ccf82942acb",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 10000 loss=-0.3405 val_loss=-0.1431\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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GvA7MIA7B31rGuLBNSnIhHI3SUncfgBf+3pSXBy+84KZAAE46Cc44I8SgQZu48MIzG3yZq6pcD6FDh+rmBYN1J4Hevd3PR9JVQbSNk7fffjvf//73ycjI4IEHHmhxnbKyMubPn8+zzz7bnod7xKioqCAvL48FCxawfPnyFoN/6dKlrF+/ntNPPx2AHTt2sGTJErKyshr0MKmsrKsz9sK+PUqf7cHaukJULCJPBOE/B4PuSjvceeedx9atWxvcwd8e8vPzmTBhAgcOHCQ7O5eePQe2+z46UjyDfwzwdCPztwJXxHG/HSIlBcaMcZOnuhp27YK33nI3i+XkwNatJWzdOhnYztKlOZx11ijOOAPGj3eh3piSEjd5d5InJja8KmhtY3RrhdfNR1NNEQqFyM7OZuXKldx6661RNWgC/OMf/yA3N7fblfrLysr47ne/y/bt23n11VfJzs5uttpr5cpsTj31bE477Wx69nT/nhdffDGffPIJxx57HPPmzaeszFUzbNv2OfPmfYshQ0awYMF/0b//kAb7Ly2FL76oK/lXVbnva2OTte5z70og1mWsdd/XAQNg4EA3DRjgSvmx8LbX2NcmPx8OHnR/EwUF+xk8+CgSEyEpKaH2aiEQcK+R76ur3bFHTk3NLy2F0tL+DBkyhsTE3ezZs48RI7p28Mezjr8C+L219taI+XcBt1prG0SXMWYuMBdg0KBBpz3xxBMx7bOoqIjU1DSKm2096DglJQls2dKXRx5ZxBdfvI61Z+Dat4uANFJTr2TChOuYOLEvo0cXMGhQWdQle6/0E/4aLxs3bqx9PkHk4y2bY4xh0qRJnHPOOfz2t78l2u/ajBkzmD9/fmsPt9N4jdWNKS4u5uabb2bv3r387nf3MWLESPbs2UN29ipeeukFSktLSUlJ4bzzpjJjxhUMGTK03vrGQE7OZp577hluvPH/kpycwv79X9KzZ0+CwSC/+tXPeP/9LSxe/GdSU0/g44/T+OSTVD75JI1PP01j794UrO3cy8ZevUL071/OgAHl9O/vpvT0EGlplfTq5V6998FgJdEU3LdseYc77/wFV1/9Q2bMmBnX4z98uIDU1LS4XFGES0khqt89XPh377zzzmuxjv+ICv5wrWncXb9+PeecM4X8/OjXieXXD4XqGoy912hycP36bO699xoqKyN7/STVTNnANAYMgLFj66bjjov+C5CU5K4E+vRxU1pa+1QP5ebmMm7cuEbr5luSnp5OQU2n5GgbNCPXO5J5pdFQyHXV27x5PSeeOIWKirp54Z8fPHiAAwf2MXz46JY33oJNm15g4cIrGDv2XC6/fDWvvbaP997bQH7+ZRw+XHuEeLfqJCTA0KGuJJ6aCgkJlkDAEAhQOxlTV4jw3nul5eamyGWNcVVNX31VN+XlueqoWKSluePt1ct9t9PS3Kv389lnw9q1t/HYY7/mBz9YxJw5t7X53/VI0NUbdw8CfRuZ36/ms7gIBNylZUepqPAuBd2JoKTE1ddXVLjP9+zJ5Te/uYby8saCMwSECARmEgzmkJeXwbp1sG6d+zQ1FU4+2U3jxsGJJzbdQyIUcpe/3kkvIaGu51CfPu6PJdqrglirdRoTedPa7NmzWbJkSVTrdlY3Rq+vdXhYR74PnxcZZGVlruHfU1R0iFdeeZJvf/vfAUhP70d6etN/0da6qptDh1w1RkGB+z716OG6EycluarE3bvh889PoLQUNm40bNhQCgwBLqvZDxx11Evk5/9fZs58nDPOGMWwYfW/O4sWzWLPnp389KeLGT16Ujv9Czatutr9Xt5JwDshFBa6tgmvX7v3Gt5T5osvGt/mH/8It9xyF7fc8k2mTJkc99/BU1paxKOPLuKyy37CUUcd027braqqivvVhCeewb8VV88faTSwLY777VA9ergpsr6+uBgOHIAlS+6jsrL5um1jQlxwQRaXXrqY996jdtq3z7UVbNzolktKglGj3Elg7Fh3QmiqMbqqyu3/wAH3cyBQd0XgtRU09h1rqstlrCJvWluwYEHUwV9dXU0gEGj3Pv5eI2NxsZtKStzPXpjHWiJtTlVVFbfcchE7drxFRUUZl1324wbLVFS48NuzBzZscL3RvN5eLRsGbAaOIyPDcPrp7nuRkQEDBlhuvPF2Dh58h8rKvzJy5C8brL1165t8+eVnpKbWdTv729/u4+WXn+DKK2/hvPO+16rfuymBgCvF9usHJ5zQ8vJVVXWN1OHT4cOwdm0mH300murqS/jNb44FpnDffTBkiLu/5phj3HtvGjy4fbuULllyM88++0f27s3ljjuy22Wb1dXV3HDDZMaMOYvf/nYh/fqlt7xSG8Qz+J8BfmeMGWGt/RjAGDMcmAzc2sx63UJqqpvWrn2sxeCvqgrxwgsrmD9/McOHwyWXuPlffeVOADk57vWTT2DrVjf95S9umeOOq6saGj/eNaI1xitxeb2HjHEnDe9E0Ls3fPZZ010uoxXeJz88rDMyMvj2t7/NmjVrotqOtbbFQcvCS99NTZWVTZfQ46mqKoEpU24gP38RVVWXsHJl/aqP/fsbvzU/Odnd59Gnj3tNSamrYiwvh6OPdvePHHUUDB48gmOOaezkb7jnnjU89dQDzJ59K+npkJxcxbp12Vx++RX07Blg48Yt5OS8y5lnjqotANx33xt88MEmBg0qY9w4N++119Zz++23cNllV/LjHzffTTK82jQUqrtxKXxq7v+gqqqK0tIi0tJ61xxTHnffPZ2SksM88khdWfGll/4FLGHkyPUcdVQ2u3a57tV79rjpzTcbbrt/f3cCGDzY/dt6nSQip9693f9Bc9Wkc+bcxu7dHzJr1s+b/feIxdatb7J9+0by8vbQo8fd7bbdpsSzjj8VdwNXKXU3cC0CeuFu4Gr2er61dfzR3EDTkQKBQFSNmsYEePnl5hsMCgtd6HtXBDt2NOzxcOyxMGGCm8aPd/Wi0di7N5df/nIGH3+8NboVGpGens6cOXO46aabGi2h5+bmMnbsWEqjHSI1THJykL/9LYehQzNqQyXWm+7ai1dSjwzyffvyOHBgAF99Fd49txxovDtLQkJdz5dx41yd9QkntK6h3hjXxdErcHhTSor7fMOGDZx55plceeWVNNVpoqCggHfffZfRo0fXPpv63nvv5ec//zk33HADf/jDHwA4cOAAF110Ed/4xjf4/e9j65VdVQW7d3/Fjh076ddvCIMGDScUghdfXMuNN17OpEkXcffdqwmF3Ing4ovTqKgo49lnD5GW5i6r33nnRaqqqhg//lx69HBDLFdUuNDftatuqPUvvnCvX34ZW597r1u3dzLw7uT3qtx693Yn3l693N9X+JSS4pZrTY3Nzp3/4sCBL7n++ou6bh2/tbbYGHM+bsiGFbghG17CDdngm3vR09LSoqonT0tLY+hQFxhN9Urq1Qu+/nU3gfuyf/BB3VXBli3w2WdueuopFyCjRtWdCMaObfySd+PGtSxcOJOystaV9JOSkpg7d26L48pkZGTw5JNPtqoqKRQK8fDDWcyfH9+xayoq6uqg9++vH+ze+/B7LuorBq4E/ptA4Niarow9GTjQBcWAAe7V+7lPn9YFRPjwIsFg3VVbc9t6/vnnSUxMbHawwN69ezcoOGVmZvL1r3+dgWENZ5s3b2bTpk0kRvQpvuyyyxg8eDD33HMPffr0AWDhwoW888473H///YwYMYKEBFi69Pfce++93Hnnnfzyl64aqqjoaMrLy7D2AJMne+0tCTz//P8yaNAw0tPTa9tYBg78JmVlriDk6dHDXf0ed1zD36uqyv2/7dvnpsOH3dWWV3UUOZWX168mbdmXwKB6c7z/o8gTcWqq+z9LSHDLBINl9O2bXHPiGE9qKmzfDqecEn2hrTXiVuJvq+5S4s/MzGzxLk2gXkksFHJfTK9qJtq2zlDIXQVs3gzvvAPbttUv6SQlufD3TgSjRsG+fblcf/24Voc+QEpKkNWrcxg2LKP2ErmxV+/9rl25PPxwFqtXr6CkpAhroyu6B4PprFnT9t4+VVXu5rucHFdKDA/1g1F0O/A6EIQH+cCB8PLL09i+/X8488wrWLTob60K9UDAlRq9yRtA0Ottk5oae394cHXI+fn59QK8tYqLi3n77bepqqriggsuAODgwYP069eP5ORkCgsLa08KU6ZM4ZVXXuHFF1+sXXb58uUsXryY6667rvbpV5WVlRQXF9O7qZtbGvw+rmS/Z09dR4r2Ul5edxLwboQrL6/ryJGf704Khw9bPvjgZ+zf/wADB75Fefm42uFhorMLOBXIBO7ElY2dp5+G73wn+mOOtcSv4I+zaLpDBgIBtm/fzqhRoxr9vLKy7iRQUOBOBNH8t5WWunDzTgSRD3ZKTYVevTLZv38Z1dWxN+QmJLj6/IULs5k0qfVj7Jx/fnTVYWBYty66k0R1tfu38krv3uvOne4KqamrqkCg/o1H4cHu/dy3b+Ol6y+//AcrV/6DuXPvJS2tT1THCe6E2L+/627Zp8+RdZd2tCoqKnjjjTfYvXt3vQHNXnjhBYqLi5k8eXK7nHQaU1zsTtje30cb+iTE7A9/uIGnn36In/zkD7UN+NbWtct4HQnCJ2/ojM2bH+D113/K0KGzGDVqZW1PpspKWL687so+Ggr+Iyz4oeXByVasWMHll18OuNLUV199xfDhw5vcXmVlwyuCaP4bDx2Cd991J4F333UNYpAOtK7L5owZP+aKK25i6NC29bj59rfTKSmJ7hiSk1MpLy8hOTmNiRNnM378AqqqMhoEfH5+8wEweLC7nM7IqB/u/frFVv1y4MA++vYdhDGGoqL1pKVNaXQ5b7ya5OT6JXpv6qBefL5QVOT+PrypvDye+ypg795cRo2a0Kr1t23bSJ8+Azn66BG18zqiH7+Cv4Pk5uaSlZXFihUrau+yi2wItdZyzTXX8Mwzz/DXv/6Viy66KKpteyeCgwdd4EXbdrpvH1x1VQDX7h67deva57uTlZXJM88sbcVx1L8BLlJ6el3p3Xs9+mj3hzVoUIPFY/bhh5u55ZYLufzyn3LNNb+iqGg9AwdOaTTYk5Pje3e1NK20tP6JoLQ0fkMkW2sxbbxk6+o3cEmYjIwMFi9e3GwDaEVFBYcPH6aiooKvfe1rUW87MdFVFfTvDyNHui+21zh16FDTPRqCwQMEg2lRl7bDHXPMyezdWzeeSVJSXcj17BldyBUVuWqXfv0WANH18a/P3QCXkDCTK67IYcSIjNqSe//+LmzbW0JCXan9/fc/pqjoIHv3vsXEiZVs2uRGZZUji/e9HDzY/ezdIxA+FRe3vZfYtm0befDB+dx22+MMGdJIK3ONv//9AcaNO4eRI09p2w7bQMF/BOnZsydPPfUU27Ztq/eM0ObGgGlMSoqrLx46tK6u2zsReHXbjz32a1auvJtJky7mtdeebvYJYo35/PP7+bd/a/rz8CqNyOoNL5Bfe827OsnANWy1rhhWVVXChg2XMn366jZXO4E7kTZWYvdOap6TT57J6NEvcPbZZ9Ojh/6Uuorwu9o91rq69/BhrL369mj96U+3sm3bBp5+egnz5v1n7XzvhkSA4uLDPPjgTSQnB3n88Y/p3buJG2/iTN/WI4wxpl7ov/jii1x11VX8+c9/Zvr06TFvLxBwjZF9+7r6bK+rWiiUT1lZCYMHDycpKSmm4E9OvoNevc6v19uksrL+0BXe1FIvmTFjYPhweP75NEKh1rU1AHz66ftcf/24mBqag0HXRTYy5Jt7HsK6des49thjGTHC1cmef/75rT5mOXIYU9fdMrwasKysrvunN6REU9VEixY9xV/+8huuvfYOAPbt+5Rf/eq7GGP44x9dtXVqajojRoxl6tQ5nRb6oOA/4q1cuZK8vDzefvvtVgW/Jy8vj4MHD3L88cczZAg8+OCd/OAHlzJ+/DlcdNH5ZGY2/ujIcMOHn8wNN9zPhAnNh111dd3DaxqbvO5xJ50Exx/v1klImM2aNctivvIIV1ZWwsKFM1m2LKfRkr93t/KAAW4KBmPb/muvvca0adMYPHgwb731Vu1NTtJ9efdLeP/VoZDrKdfYrTlpaX344Q/vqf25b99BfPxxDsYYystL6btuwocAAAokSURBVNnT3U13773PNTp0dkdS8B/hHn74YaZOnVrvQc+xNiBt3LiRiy++mOOOO46NGzeSkJBAWloa5557DgDXXTeNc87J4Xe/y2LlStf4nJKSxtSpc1rVaye8L3q0onlofTQqK0OsXp3F7bcvbrSKqS3tbqeccgrjx49nwoQJDGhqbAzp1pKSXGFl8+aWl+3ZM4XFi99g2LATa0Mf6PTQB2/MVjliBQIBZs2aVTtqX3FxMeeddx7//Oc/AddbKDMzk/T0dAKBAOnp6WRmZpIb1ml/zJgxpKam0rdvXw41cdtpRkYGS5Ys5vDhAqqqqvjoowJ+9rPF7VJnHg3vofXJyUESElr/7MnKyhDPP7+Ck092Dd1Dh7oeEikpbe8f36tXL1566SUefPDBBk/AEv9IT4czzoARI9z75r5XJ554OsFglI/160Aq8XcxS5cu5ZVXXiEvL49QKMSVV15Z7/4Ab2Czhx9+mCeffJLp06eTlpbGm2++ydFHHx3VlYIxrtvjUUe5u1rLy+uGyY3n4/wmTZrGsmU5rFqVxYsvurt6U1KClJeXUVUVfStbew7r/Oijj7Jz507uvPNOAFJTU9tt29J1BYNuJNBhw9wdvfn57h6S5nrRHUkU/F3MTTfdRHl5OaeeemqzDy8H+O53v8u2bdvIyMhg6NChDZZrSWKiOwGE80a7DH90X1VV3fzIETObG/LYq3MPf/j2SSdlMH36YtLTF9eWpLwb4KIdNTSWHlDN2bVrF9dffz2hUIipU6fyjW98o122K91Ljx51Q0BXV7tGYK8rdWFh/O4ZaAsFfxcTCAT4xS9+QWZmZovj/1RXV5OVldXi4GmxSExs3fN+w59W5U29e0c37sy0adPIycnh0ksv5f33329x+fbqaTNs2DAeffRRPv/8c4W+RCUQqHsKHtSdCLxeQQUFHTs8eFMU/F1UNA8vr6ysZMWKFe0a/K0VCNSV7FsjIyOD1atXR/UYyHPOOad1O6lx6NCh2tElv//977dpW+JvkScCcNWm3pAreXmdM7y4Wqi6qGjrsTvrMYbxkJGRQXZ2NsFgkKSIzvZJSUkEg0Fuu+22ek/+stZG1QDuLXvHHXcwduxYPvnkkw75ncR/UlNdFero0XDWWW6U3I4enE/B30VFW4/dXvXdRwqv2mfu3Ln1gnzu3Lnk5OSwaNGi2mV3797NyJEjOfnkk1m2bBmFhYW1T/ZaunQpI0eOrHci2LFjBy+88AJ79+4l1nGiRFrDa0cbP949iGfs2NjvL2kNBX8XNXv27Aal3kiRDzzvLrxxjwoKXNfTgoICFi9e3OCpX//xH//Bxx9/TFlZWYNqMW9wwvBHPE6cOJGbbrqJNWvWcMUVV3TY7yMC7i74eI0xFUnB30UtWLAgquAPr/bwm5SUlKj724dCIUpKSrj66qs53rudWKSbUvB3UdHUd0c+8NxvHn/8capjbDkLhUJkZWXF6YhEjgwK/i6spfruadNa/1Ss7qA1DduhUIgVK1bE4WhEjhzqztnFRTPOv19F+6D7SN2pJ5RIY1Til24rmgbwxnS3nlAikRT80m1F0wAeqbv2hBIJp+CXbqu5BvCm+L0nlPiDgl+6tcgGcG900shRStUTSvxEwS/dXvgNX9XV1ezcubPBEA7qCSV+ol494jvqCSV+pxK/iIjPKPhFRHxGwS8i4jMKfhERn1Hwi4j4jIJfRMRnFPwiIj6j4BcR8RkFv4iIzyj4RUR8RsEvIuIzCn4REZ9R8IuI+IyCX0TEZxT8IiI+o+AXEfEZBb+IiM8o+EVEfEbBLyLiMwp+ERGfUfCLiPiMgl9ExGcU/CIiPqPgFxHxGQW/iIjPKPhFRHxGwS8i4jMKfhERn1Hwi4j4jIJfRMRnFPwiIj6j4BcR8RkFv4iIzyj4RUR8RsEvIuIzCn4REZ9R8IuI+IyCX0TEZxT8IiI+o+AXEfEZBb+IiM8o+EVEfEbBLyLiMwp+ERGfUfCLiPiMgl9ExGcU/CIiPqPgFxHxGQW/iIjPKPhFRHxGwS8i4jMKfhERn1Hwi4j4jIJfRMRnFPwiIj6j4BcR8RkFv4iIzyj4RUR8RsEvIuIzCn4REZ9R8IuI+IyCX0TEZxT8IiI+o+AXEfEZBb+IiM8o+EVEfEbBLyLiMwp+ERGfUfCLiPiMgl9ExGfiEvzGmFHGmPuNMTnGmCJjzBfGmGeMMafEY38iIhK9eJX4LwTOA5YDlwCZwEBggzHmtDjtU0REopAYp+0+ATxorbXeDGPMy8CnwI3A1XHar4iItCAuwW+tzWtkXoEx5kNgaDz2KSIi0emwxl1jTD/gZGB7R+1TREQaildVT2MeAAzw/5pawBgzF5hb82ORMeaDGPcxAGhwtSHSQfT9k84S/t07tqWFTVg1fNMLGfNN4IUodv6KtXZKI+v/HLgb+Hdr7X9HsZ1WMcZsstZOjNf2RZqj7590lli/e9GW+N8ATopiuZJGDmgeLvRvi2foi4hIdKIKfmttCbAj1o0bY+YADwH3WWt/Hev6IiLS/uLWuGuMuQz4M7DMWntzvPYT4b86aD8ijdH3TzpLTN+9qOr4Y2WMOQd4HtgK3ABUh31cbq19t913KiIiUYlXr57zgZ7ABOD1iM8+A4bHab8iItKCuJT4RUTkyNUtR+fUIHHSUYwxxxhjso0xBcaYw8aYvxtjhnX2cUn3ZoyZaYx50hjzmTGm1BjzgTHmHmNMr6jW744lfmPMT3A3gi0HNgN9gJ8B44GzrbXvdOLhSTdhjAkCW4By4DbAAncBQWCctba4Ew9PujFjzAZgF/A0sBs4FViI6315lrW2uum1u2/wDwDyIwaJ640bJO5Za60GiZM2M8bcCPweOMFau7Nm3nHAR8DPrLW/78zjk+7LGDPQWvtVxLyrcYXdC6y1Lze3fres6rHW5tmIM5q1tgDQIHHSnr4DbPBCH8Ba+wmuQ8OMTjsq6fYiQ7/G2zWvLWZctwz+xmiQOImDMcD7jczfCozu4GMRObfmtcWM803wE8UgcSIx6gccbGT+AaBvBx+L+JgxZihwJ/CitXZTS8t3ieA3xnzTGGOjmNY3sf7PgVnAT8Ivy0VEujpjTBqukbcSuC6adTpyWOa20CBxciQ6SOMl+6auBETalTEmBXgWGAGca63dHc16XSL4NUicHKG24ur5I40GtnXwsYjPGGOSgGxgIjDVWvtetOt2iaqe1uikQeLEX54Bvm6MGeHNMMYMBybXfCYSF8aYALASNzzOpdbaDTGt30378WuQOIk7Y0wq7gauUupu4FoE9MLdwFXUiYcn3ZgxZgkwD/g18I+Ij3e3VOXTXYN/IXB7Ex9/Zq0d3nFHI91ZzfAMWcBUXK+xl4D51tpPO/O4pHszxnxK049YvMNau7DZ9btj8IuISNO6bR2/iIg0TsEvIuIzCn4REZ9R8IuI+IyCX0TEZxT8IiI+o+AXEfEZBb+IiM/8f2zXUr8kJC9ZAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "041f3a313293402e92c6ada4523ae3da",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 11000 loss=-0.1793 val_loss=-0.04596\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "f38f79d940a94d129f05731fdd4d10bf",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 12000 loss=-0.4151 val_loss=-0.3434\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "ea9008a80c414e858050f28cc5a779fb",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 13000 loss=-0.7291 val_loss=-0.3397\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "d9e00926325342b88c4a8593e1609d69",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 14000 loss=-0.542 val_loss=-0.4848\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "c9366ccd211e4a29a5d1e7932e9d5038",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "c4a507babe45410a8a0d5b5dda40320b",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "00ca99f774b24b6299e30e58b9e0a627",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "e9d2d6c13081472191f9ad7696ed7fdd",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 51000 loss=-1.162 val_loss=-1.253\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "37adae4040e74b23bc95288c75f9f627",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "528bb8b926ef4b518f485faf2ba1ad61",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 61000 loss=-1.365 val_loss=-1.259\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "10e25a213ae1489c9264ffc5809117cb",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 62000 loss=-1.152 val_loss=-1.387\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "540f5c808eb049feb88f65f3aaa4384d",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 63000 loss=-1.503 val_loss=-1.235\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "67e52de6cdd34101b2c11553fb3f7ba9",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 64000 loss=-1.406 val_loss=-1.28\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "5c7f668f902c4d609c96f2c396c6b8b9",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 65000 loss=-1.603 val_loss=-1.455\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "7115f5062d8e4043833f9b4b33c33f2b",
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+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 66000 loss=-1.218 val_loss=-1.37\n"
+     ]
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+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 67000 loss=-1.568 val_loss=-1.323\n"
+     ]
+    },
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+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 68000 loss=-1.136 val_loss=-1.39\n"
+     ]
+    },
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+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 69000 loss=-1.42 val_loss=-1.296\n"
+     ]
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+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 70000 loss=-1.455 val_loss=-1.453\n"
+     ]
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "ecbccbefc69a4feaacb97fb15b8616ee",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 71000 loss=-1.652 val_loss=-1.314\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "254b409e7126445ba286dd188baa9a55",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 72000 loss=-1.752 val_loss=-1.369\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "2c71773a17774775934efc92dffff349",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 73000 loss=-1.787 val_loss=-1.343\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "6a648ed417054eebb4ce5421bdac3b10",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 74000 loss=-1.539 val_loss=-1.29\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "7a4d0c7af80a4b8e9631690b062e589c",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 75000 loss=-1.417 val_loss=-1.39\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "293daa7e987e4ab3b263513a704146cd",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
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+     ]
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+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 77000 loss=-1.092 val_loss=-1.494\n"
+     ]
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+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 78000 loss=-1.442 val_loss=-1.568\n"
+     ]
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+      "\n",
+      "train: 79000 loss=-1.717 val_loss=-1.432\n"
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+     "output_type": "stream",
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+      "\n",
+      "train: 80000 loss=-1.509 val_loss=-1.362\n"
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "2fe568538ef8431787888dd4f1bdc39e",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 81000 loss=-1.617 val_loss=-1.558\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "7dcea220584844ecabfc83789231efc2",
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+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 82000 loss=-1.545 val_loss=-1.36\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "510b526257674b4b904af5d85265dbad",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 83000 loss=-1.457 val_loss=-1.317\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "6e094474b22d487fa7aebb8efe755edd",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 84000 loss=-1.66 val_loss=-1.383\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "8e6b9ac3d9ba43b394525e1cfdab3509",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 85000 loss=-1.56 val_loss=-1.383\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "4e4ac03a0f5f4bcbab77abb5a17d81c7",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 86000 loss=-1.673 val_loss=-1.553\n"
+     ]
+    },
+    {
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+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 87000 loss=-1.634 val_loss=-1.473\n"
+     ]
+    },
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+     "output_type": "stream",
+     "text": [
+      "\n",
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+     ]
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+     "text": [
+      "\n",
+      "train: 89000 loss=-1.592 val_loss=-1.511\n"
+     ]
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+      "\n",
+      "train: 90000 loss=-1.982 val_loss=-1.608\n"
+     ]
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
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+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 91000 loss=-1.506 val_loss=-1.608\n"
+     ]
+    },
+    {
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+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 92000 loss=-1.71 val_loss=-1.471\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
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+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 93000 loss=-1.741 val_loss=-1.595\n"
+     ]
+    },
+    {
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+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
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+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 94000 loss=-1.536 val_loss=-1.624\n"
+     ]
+    },
+    {
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+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 95000 loss=-1.848 val_loss=-1.532\n"
+     ]
+    },
+    {
+     "data": {
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+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 96000 loss=-1.284 val_loss=-1.605\n"
+     ]
+    },
+    {
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+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
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+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 97000 loss=-1.256 val_loss=-1.643\n"
+     ]
+    },
+    {
+     "data": {
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+       "model_id": "a101cee9bf1446e793fa6e360110b584",
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+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
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+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 98000 loss=-1.343 val_loss=-1.562\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "1ae619ea8613400f930152ab5d2f1eb3",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 99000 loss=-1.796 val_loss=-1.505\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "434866a395c8440bab035ab253d4ce8a",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0, max=300.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "val loss (n=300) tensor(-1.3217, device='cuda:0', grad_fn=<MeanBackward0>)\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
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jgCc5/fTPuOeeGNsHIULMvN52kyYABtShoKAOe/d6IV5Q4A3B1KsHtWuXf6xzz72dHTtuYffuQvbtg48+gqeeepn333+ShIQsNm8+h82bvZPDkydD9+7E3PYT1aWwF4kx7757LtCV5OQ+zJyZWOkLhMezhARvfL+y0zLr1IGjjqrNUUd53590Ehx/fA+ee243HTr8koICb9jss882c8UVrzJ+/E307RuKq+mfehuJxJA334Tp048B3mLiROP446NdUXwygzPO6MgZZ4wFvL8SLr7Y0bnzIHbteovhw7ezffv9DBwIRx8d5WLDJIATkERiT25uLhMmzGTQIEd+Plx5ZYjrrovDgeMYlZAA6enGE0/cTGpqRwoLh3P33d41Aj7/3NvAraZT2IvEgD59+nHLLf3ZuvUBWrWCp56Kz5OEse7aa3uyfv1HDBrUFOdgwgTHZZfdw+LFG6JdWrUp7EWizDnYu/cqoAl16/Zg5sz4ngIY65o0CfHIIzBmDJg9z+rV99O9+yl88sl/ol1atSjsRaJs2jR4/fVLgQ089tipnH12tCuShg3hjjvg3nu7kZBwPQUFL5KZ2ZyCgmhXVnUKe5Eo2L9/PzfccANz5qxjxAivdz9kSApDhkS7MinWoAHccksjxo6dDnRnyhRvamZNpbAXiYKxY8eSmZlJ//6Xs2dPIeeeC+PHB3PPllh2xBEwZIi3C+e+fXDbbZtYt25btMuqEr21RKLglltG06jRpeTlzaBVqxCzZ0PdutGuSkpTvz48+ijUqfMyq1Z14MorR9bI4RyFvUiEOQd33VWP7dtfol69U5g1C5o3j3ZVUp5TT4Vrrz0FcKxZU8DKlXnRLqnSFPYiEZKdnc3TTz/Nk0/mM3myN7Vy/HhvIy6JbWYwduxxpKevJTd3Dn/6UyI7d0a7qspR2ItEyIMPPsjQoUMZMWIQADfdBAMHRrkoqbAjj4RHHmlJKASvvALz5lGjhnMU9iIR0rz5mYRCx1FQcCMXXgh//rMWTtU0PXrAFVdAYeFmbrrpN7z22ifRLqnCFPYiEfDttzBhQk8KCz/npJN+wezZh9+pUWJPnTpw992QlPQYe/a8ys03j2bHjmhXVTEKexGfZWcXctll8MUXcMwxtZg717tKktRMbdvC7353PzCUbdueYdky7zq4sU5hL+Kj7OwcjjnmFN5778+kpubx4ovQpk20q5LqCIVg6ND6nHvuU+zbdxTjxsHatdGu6vAU9iI+uuqql9m16xNgJpmZxhlnRLsiCYdGjeCuu7yLp7z7rmPkyPG8997GaJdVLoW9iE8mT4aFC/sCr3HrrU9zxRW6fEQ8OessGDECYBJLlozk8sv/hx9/zI12WWVS2Iv44G9/g1tv9RZQ3XrrxTz++OnRLknCLDkZrr8ezjuvH3Aazj3A2rW1Y3Y6psJeJMw2b4bLL/+Q3Nyt9OoF48ZpimW8at0a7rqrPk2bvsc331zGk0/C+vXRrqp0CnuRMMrNhe7d17Jr14WEQu249dZ/kpAQ7arELwkJkJEBf/hDiFAI5syBZ5/dwG9/+wDOuWiXdxANIoqE0dChsHZtG2rXPo8LLkjkzDNPjXZJ4rMjjoDu3aF/f3j22f386U/nU1i4hRYtjuLGG2+Idnk/Uc9eJAycczz1VC7PPAO1aiXw0ksvsGDBiyQmJka7NImA1q29D/qTTqpDYeFjNGjQnY4dryKWOve+hr2ZHWtmc81sl5ntNrOXzayFn22KRFpubi49e17PTTf1Awq57z7o0aMuIW1OHxhmcNJJ8Ic/QL16l7Fjx2vMm5fKxhiajenbu9HMkoElQDvgWuAa4ARgqZnV86tdkUj7+ONNvPbaKxQWvkbXrmsYMybaFUk0JCd70zFvuw3AmDQJ3n7b8dZbH0S7NMDfnv0NwHHAb5xz85xzrwI9gZaALr4mcaGwEMaMaYNzr9CixdvMn99RM28CrFkzb6O0X/0K9u8vYPjwX9Kt2+ksX74y2qX5GvY9geXOuZ8mIjnnNgLvApf42K6I77KyslizZg1/+AO89Rakpp7PG29kUE9/swZe27Ze7/6ooxLIyTmFOnUa8eGH30S7LF/DvgPwaSn3rwba+9iuiK8KCgro06cPnTufxtixiwF45hlo1y7KhUlMSEyEzp3h9tsB7iU/fx2pqT3YsiW6dfk59bIhUNrmnz8CDUp7gpkNBgYDNG3alGXLllWp4ezs7Co/V+Rwdu/ezYYNjn37agMt6d9/I0ceuRm95eRAHTvCRRe14Y03mvHww7tp0GAV69cf/qLyfuVXTM2zd85NAaYAZGRkuC5dulTpOMuWLaOqzxUptmHDBsaNG8dzzz1HdnY2KSkp9OvXj507L2Pt2vnAJoYPb82ECWDWOtrlSowpKPAWXa1cCZ9/nsITT2ykffvtjB9/B7XKSV6/8svPYZwdlN6DL6vHLxIzFi1aRKdOncjMzCQrKwvnHFlZWUyenMnzz/cEXufuu1szcaK2QpDSJSTAySfDqFEAH7F06QCefvouli7dHJV6/Az71Xjj9iW1B9b42K5ItWzYsIHevXuzd+9e8kpclcK5PGAvtWv3pn//DdEpUGqMxo291bXduv0MGM3RR08nFGrBl1/Czp2wbx8RW3jlZ9j/FTjdzI4rvsPMWgFnFf1MJCaNGzfukJAvybk8Hn/88QhVJDXZCSd4F5dv2PARtm7ty1//amzZAv/+NyxfDn//O7z/PqxaBatXe9N5/eBn2E8FNgGvmtklZtYTeBXYCjztY7si1fLcc88dNuzz8vKYOXNmhCqSmiw5Gdq3h5Ejve+nTIEvvviR/HzvPeYc7N8Pu3fD99/719P3Leydc3uA84F1wExgFrARON85l+1XuyKVsWHDBm688UbS0tIIhUKkpaWRlZVVoedmZ+ttLBXTqhVccAF07Qr79r3IsGFteP75P0W0Bl9n4zjntgCX+dmGSFUtWrSI3r17k5eX91NPvqJBD5CSkuJXaRJnEhLguOPgllvgn/88gr17f2DBglVcfLHjyCMjc4ZfOzVJIJV3ErYiEhMTueaaa3yoTOJV06ZeD3/MmG6EQn9n27a59O9vvPACVOEtWGkKewmkipyELU9iYiIjiwdhRSrohBPgnHPgmWfO4fTTjb17YfJkx3XXFfLee/7OzFHYSyBV5CRsaRITE6lbty5z584lPT3dh8okntWrB82bQ4sW8NBDcM89O0hK6sXXXz/C738Po0fDpk3JvrStsJcKKe1E5o033siGDTVzrnllTq4e+JoHDx5MZmYm3bt397E6iWetWkHt2t6/U1JWkJPzKnXrjqNevZ2sWAGDB/+cGTPC367CXn5SVqBPnz691NWkmZmZdOrUienTp5f6vCVLlsTsB0RFT66mpaWxa9cuCgoK2LVrFxMnTqR58+Y+VyfxrFYtb2dMM8jIuJCRIyczbdoHzJp1BD17Qp06BXTt6kPDzrmYvHXu3NlV1dKlS6v83KBauHChS05OdomJiQ746VarVq2Dvi/rVvJxCQkJB30tviUmJrrk5GS3cOHCiL229evXu2HDhrnU1FRnZi41NdW1b9/emVm5rykxMdENHz78kOPp/SXh8O23zi1b5tzSpQffXn75nWodF1jhSslU9eyl3Jkp+fn5FTpGyccVFBQc9LVYXl4ee/fupXfv3hHp4Ze1x81nn32GO8zZMJ2EFT81bQpt2hx83z/+MY8333zel/YU9gFT2lDNJZdcQm5ubkTryMvzf7uB8j7ECg9Yk2528HKTxMREkpOTdRJWfHf00d4MHYAtWz7n7rsvZdWqlQe9P8NFYR8gZfVyV69eXeEefLjk5eUxZcoUX8fzKzK9MhSqRYcO7Q45Cfvxxx/rJKxERPPmkJ4OLVq05bHHlvDgg2N9uVh9TO1nL/45sJcbK0quXM3MzGTGjBlMmDCBFStWHLKP/KhRoyrV067I9MrCwny2bNnCrl27qvVaRKrj2GOLN0DrQkHBMl/aUM8+TpUcrjnxxBPJycmJdlnlKh7PHzhwIFOnTq32zB/tcSM1ScuW3vx7v6hnH4dK2/OlOqtFo6HksFLxaxk4cCC1atX66edZWVlMmTKFp556ioSEhJ9OCGuPG6mJjjsO365Vq559nKnuni/lqVXiWmolv4+Uis78qQjtcSNBobCPM9Xd86Wk4pkp06ZNY8iQIQcNkwwZMoRp06aRnJxMYmLiQc9LSEg46Gus0vRKCQqFfZyp6p4v4PXUO3bsWOrMlAEDBjBx4sRDVpMOGDCAjz/+mMGDBx/0vKFDh7J48WKGDh160P0lPxSiRdMrJXBKW2kVCzetoK28b75xDspfFVreLTk52a1fv97XGocNG3bIKt1I3dLS0lwoFHJpaWlu+PDhVX6tQX1/SWRU9/2FVtDGn5Izbpo3T6Mq59wj2csdNWpUVHr3pe1xox69BInCvoZatGgRJ53UiSlT/rtAqrAwCzj84igzo3bt2lFZRJSens7cuXNLHef364SvTsKKKOxrpBUrNtCrV29ycvZSUFByfP7wVz9ISkpizZo1Uevldu/evdRx/vJO+Fbng0AnYUXiKOwPHNI4//zzY2o73eooOVSTnJxG166XsH//4feyMTv42paxdFIyPT29Uid8qzLzJ5Zer0jUlTaQHwu3ypygLWt73mhspxtOZb2uit4SExPDdlIyVqxfv94NHz78kNe1ePHiUu/34/XqBK34ya8TtOYOs81rtGRkZLgVK1Yc9nEbNmygU6dO5e75kpyczMcff1yjencVeV2HEwqFqrTQSMq3bNkyunTpEu0yJE5V9/1lZiudcxkl76/xwzgVWUQUie10q6O0bYcvuOAScnKqt+2wtgEQkWI1PuwrsogoLy+PmTNnRqiiyilr2+HNm1fjXNW3HdYMFBE5UI0P+4ruWLh79+6Yuxaqn/vYaAaKiByoxod9ZYYqStsyd9GiRT5WV75x48aRmxv+kNcMFBEpqcaHfb9+/aq0IjPS10ItOS6fmprGlCmZ5OdXPezL28tGV1kSkQPV+P3sR40axYwZM6o8DFJ88nbixIlhruy/SttfPju74vutl6V27drMmzdPPXgROawa37Mvb/l9Rfh98taPcXkN1YhIZdX4sIdDl9+bGWlpaRV+fmkneUubDlmRk7rhvhyghmpEJCxKW2kVC7dwbHGcmppa4dWmZuZSU1PdsGHD3LRp06q0Ire6K15Lu0Vi22GpHK2gFT9pi+MqqMzJW1c0S2fq1KkMHDiw1GGX4pO6l156Kf369Tuot923b18uu+yysA3XaKhGRMIprsO+Knunl7y+aWn27dvH7NmzD5rK+fzzz1druCYxMVFDNSLim7gO++qevC2PK7GnUMnvKyMxMZHBgwfr4hoi4pu4Dnsofe/0WKPVriLit9hLPh+U3Du95D7v0aJxeRGJlECEfUnR2g0ympcDFJFgq/EraKuiX79+ZGZmhn3zscNJSkqqcfvqi0h8CGTPvqKzdEpe97Siwz+xfDlAEQmmQIZ9ebN0ioN52rRpDBky5JC59ElJSeUeu27duvTp00fTKEUkpgRyGAf+O0vn8ccfZ+bMmWRnZ5OSksI111zDyJEjSU9PZ8CAAYdskNanT59DNjUD70MiMTGRuXPnKtRFJOYEsmdfrOQsnYrMby9tKqd67yIS6wLbs6+O4g8JP7dFFhEJp0D37EVEgkJhLyISAAp7EZEAUNiLiASAwl5EJAAU9iIiAaCwFxEJAIW9iEgAKOxFRAJAYS8iEgAKexGRAFDYi4gEgMJeRCQAFPYiIgGgsBcRCQCFvYhIACjsRUQCQGEvIhIACnsRkQBQ2IuIBIDCXkQkABT2IiIBoLAXEQkAhb2ISAAo7EVEAkBhLyISAAp7EZEAUNiLiASAwl5EJAAU9iIiAaCwFxEJAIW9iEgAKOxFRAJAYS8iEgAKexGRAFDYi4gEgMJeRCQAFPYiIgGgsBcRCQCFvYhIACjsRUQCQGEvIhIACnsRkQBQ2IuIBIDCXkQkABT2IiIBoLAXEQkAhb2ISAAo7EVEAkBhLyISAAp7EZEAUNiLiASAwl5EJAB8CXsza2NmT5jZx2aWbWbfmNlfzexkP9oTEZHy+dWz7wZ0BWYAvwZuBP/K12kAAAOUSURBVBoDy82ss09tiohIGWr5dNw5wJPOOVd8h5ktATYBtwL9fWpXRERK4UvYO+e2l3LfLjNbBzT3o00RESlbxE7QmllDoCOwNlJtioiIx69hnNJMAAwYX9YDzGwwMLjo22wz+7yKbTUCDvnrQiRM9P4SP1X3/dWytDvtgGH1MpnZL4G/VaCRt51zXUp5/hhgLDDQOTe9AsepFjNb4ZzL8LsdCSa9v8RPfr2/Ktqzfw84sQKP21vyDjMbihf0d0Ui6EVE5FAVCnvn3F7gs8oe3MyuASYB45xzf6zs80VEJDx8O0FrZr2AZ4BM59ztfrVThikRbk+CRe8v8ZMv768KjdlX+qBm5wJvAquBm4HCA3683zn3r7A3KiIiZfJrNs75QB3gVODdEj/bDLTyqV0RESmFLz17ERGJLXG966U2ZJNwMbNjzWyume0ys91m9rKZtYh2XVLzmVlvM3vJzDabWY6ZfW5mD5lZaljbieeevZndhLdIawawCjgCGA2cApztnFsZxfKkhjCzZOAjYD9wF+CAB4FkoJNzbk8Uy5MazsyWA1uAV4GvgJ8B9+LNgDzTOVdY9rMr0U6ch30j4IcSG7LVx9uQbb5zThuyyWGZ2a3AY0Bb59z6ovtaA18Ao51zj0WzPqnZzKyxc+77Evf1x+ukXuCcWxKOduJ6GMc5t92V+DRzzu0CtCGbVEZPYHlx0AM45zbiTT64JGpVSVwoGfRFPiz6GraciuuwL402ZJMq6AB8Wsr9q4H2Ea5FguG8oq9hy6nAhT0V2JBNpISGwI5S7v8RaBDhWiTOmVlz4H7gLefcinAdt0aFvZn90sxcBW7Lynj+GKAPcNOBf5KLiMQCM0vBO1GbD1wfzmNHcovjcNCGbBINOyi9B19Wj1+k0swsCZgPHAec55z7KpzHr1Fhrw3ZJEpW443bl9QeWBPhWiQOmVkiMBfIAC50zn0S7jZq1DBOVUR5QzaJD38FTjez44rvMLNWwFlFPxOpMjMLAbPwtpn5jXNuuS/txPk8e23IJtVmZvXwFlXl8N9FVQ8AqXiLqrKjWJ7UcGb2FDAU+COwoMSPvwrXcE68h/29wD1l/Hizc65V5KqRmqxoa4THgQvxZnMtBkY45zZFsy6p+cxsE2VcShC4zzl3b1jaieewFxERT9yP2YuIiMJeRCQQFPYiIgGgsBcRCQCFvYhIACjsRUQCQGEvIhIACnsRkQD4f6mQHmMsSRR/AAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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izJkzk3CTOnlhlWn27dvHaNTr7/788+To0dMIgAMHrmpV2QNkTg552WXk7beTGzeSLe7/SgKcCoDutM9mZ2d3WhEkFixG4MoWB+5HSa0AsrOz+1R7cCra+DsLXj8CtelYbAq3ZF0NmBlPn05Bp/QEbNmyhStXruSxY8faff30ae8k6tNPvSaZbdvI9evJZcuiHDHiagLg6NFVLR682kxgHYET7NePnDiRXLCAfOYZsrY2xW+uj3EqAMjEnwPoSkWQSGWVkxPiD39YyeuvJ889lwTeJZDdayquVPO7jb+j5wD8DNKWx2JlZSVnzpyZtPcUDE7jjTeSZWVknLq322pra1leXs6dO3c2z/vkk084depUTpkypdWyl1xyCQHw1VdfJen1onr66WNcuLCRU6eSX/oSOXRolDk52+g9ZNWy7f7vCeQT2EDA+65cdx25cCG5YQNZXZ3c9+W6jAkAAMMArANQDeA4gCcBDE9k3e48Cdx0WR7vy9TVM+quPgewfz+Z6L2D7kzpvkfQ03sWyehP3zTUQn5+6ya6/Px8lpSUcPPmzZ326km29oYl6ejYycrKivsw21+nLHoPMC1qrkhzc0/wooue5K23fsLly72mlA8+8M6+u6OsrIwA+L3vfa95Xl1dXfN3JRJpYH09+eGH5OzZ/8Irr5zNOXMqePXVZDhMAoUExhB4OVbGKIFzCYBnnfUnfuEL5BVXkH/7tx+xpKSOa9eS77/f9x68yjQZEQAAQgB2A3gLwLcAfBPAmwCqAPTvbP2ejgWUSPe+RHR1O8l8aKj9M8K/hk8qbyIncpUVDAbbfdI1EiGffbZr4dibukfGOxbjHTubN29O6BmTiop3+eyzJ1lcTI4eTQJrYq8XNYcCcIBmwxgKTea0aWRREbl4MVlYuIi33PJPfO+9D5vLs2bNGj7wwAM8cuRTnjxJ/va3f+CoUV/gd7+7gGVl5KJFXrfoSZOe57hxb3LEiEb2788W+2o5nWYgMIpAgD/84fssKyM3byYXLLiXt976I77xxm5GIin6AKSVTAmAHwFoBDC6xbzzADQA+HFn6/fWweBS0ZURAHNycpiXl5eSirKrbfc5OTncuHEj33knyuLijzhiRFOlkVg4Np3Np/Isvie6cyx29eoyGiUfeOBxDh06kV/+8n38+tfJ884jg8GdsXUvaFNBj6F3Jr+Tw4aRkyaR5513MwFw+PD7OWYMecYZ8Sr31lNODjlsmNdO/53veAHz5z+TJ05EuG3btiT9FiVZuhIAvg0HbWabAeSSvKLN/JcAgORVHa3fW4eDrqqqSmjoYL+FQqFWf8wkEfH+4Mnx48fx+OOPdzh2fltmuSCHxP73Hs48M4AhQ+Zi166ViEYb467Xcgz+3qK7x2JVVRWWLFmCsrKy5t/3rFmzcNtttyX0uZFATU0EO3Z8hN27I6itHY333gP27AHeeONRHDnyEerqigE0jSu8HMDLAP4dwAAA3jDGgwZ5wxyffTZwzjnAued649mPHOmNZ3/OOd7wx9I7ZMRw0AAOAvj3duY/DOBQZ+v31isAsus3pf2Y2nZ57Ky5KPlDMHiDcPXrdzYXL36fJ0703eE1MvVYjEa9PvPbtpGPPELedRc5f743CNpTT5Gvv04eOuR1s0zFCJiSGsiQK4DTAB4i+ZM28+8F8BOSn/lzlGZWBKAIAIYMGTL+17/+ddztN50xZaoPP/wQTzzxBF544QXU1dUhEAggGo3Cr993e0KhEJ577jm8+uqrKC0tRSQSQWPjX8++s7KyEAwGMX/+fCxbtgynTp1K6v5zc/Pw7LPPICsrq3leZ2UpLS3FZZddltRy+C3Tj0Vxy9VXX50RVwCnASxuZ/69ABo6W783XwG0Jz194AMsLKxkMNjxfpvGpUn2/uMNu5CsG/SZorcdi9K3oQtXAAn+EbNu+RTAme3MPyv2mlNGjRqFdevWIRQKIRgMtnqt7f+TJx9r1z6ISKS+w6UaGxvR0NCQ/L3HOSseNWoUli9fjurqajQ2NqK6uhrLly/X39MVSTE/A6ACwNh25l8I4G0f95uxpk+fjvLychQVFSEcDiMQCCAcDqOoqAiFhYVJDYKsrCDGj5+F7OzH4HXGSi0zw6xZs1K+XxFJnJ8B8DSAy83s/KYZZjYSwBWx15wU7+z37rvvTigAsrOzkZubi5xOumXk5ATxm9/chsbGE8kqepfk5ubitttuS8u+RSQxfgbArwDsAbDBzL5pZt8AsAHAPnj90KSFjpqImoRCIdx6661466238NRTT8VtTgqFQli3bh1GjRqVlpuTOTk5WL9+vZp0RDKcbwFAshbAFAC7AJQBWAvgfQBTSKbntDTDxWsiKikpQWVlJWpra5vbyjtqTiovL8f06dMBADNnzuz0yiI7OxvZ2Z/plNXpOmPGjGm17X79+qGwsBAVFRXN+xeRzOVbN9Ce6q0PgmWaRB5MC4VCWLZsGebPn49IJJLQA1/dedCsr9KxKJmkKw+C+dkEJBmgs95HTc1F3//+91tdUZgZADT/bG8dVf4ivZsCwAGJNhe1vEEdjUZRWVmJuXPndriOiPReagIS6SEdi5JJ1AQkIiKdUgCIiDhKASAi4igFgIiIoxQAIiKOUgCIiDhKASAi4igFgIiIoxQAIiKOUgCIiDhKASAi4igFgIiIoxQAIiKOUgCIiDhKASAi4igFgIiIoxQAIiKOUgCIiDhKASAi4igFgIiIoxQAIiKOUgCIiDhKASAi4igFgIiIoxQAIiKOUgCIiDhKASAi4igFgIiIoxQAIiKOUgCIiDhKASAi4igFgIiIoxQAIiKOUgCIiDhKASAi4igFgIiIoxQAIiKOUgCIiDhKASAi4igFgIiIoxQAIiKOUgCIiDhKASAi4igFgIiIoxQAIiKOUgCIiDhKASAi4igFgIiIoxQAIiKOUgCIiDhKASAi4igFgIiIoxQAIiKOUgCIiDhKASAi4igFgIiIoxQAIiKOUgCIiDhKASAi4igFgIiIoxQAIiKOUgCIiDhKASAi4igFgIiIoxQAIiKOUgCIiDhKASAi4igFgIiIoxQAIiKOUgCIiDhKASAi4igFgIiIoxQAIiKOUgCIiDhKASAi4igFgIiIoxQAIiKOUgCIiDhKASAi4igFgIiIoxQAIiKOUgCIiDhKASAi4igFgIiIoxQAIiKOUgCIiDhKASAi4igFgIiIoxQAIiKOUgCIiDhKASAi4igFgIiIoxQAIiKO8iUAzOwCM1tqZuVmdsLMDpjZ02b2ZT/2JyIiXefXFcA0AFcDeATA3wGYC2AQgO1mNt6nfYqISBdk+7TdXwNYQZJNM8xsC4A9AH4E4Gaf9isiIgnyJQBIHm5nXrWZ7QIw1I99iohI16TsJrCZnQXgIgA7U7VPERGJz68moPYsA2AA/me8BcysCEBR7L8nzOzdDrY3EMBnrjRE0kDHomSSzye6oLVopo+/kNlUAC8ksL2XSE5uZ/2FABYB+AHJ/0i0cJ2UaQfJCcnYlkhP6FiUTNKV4zHRK4BtAL6YwHIn2ynMHHiV/13JqvxFRKTnEgoAkicBvNPVjZvZLAAPA3iQ5H1dXV9ERPzj201gM/s2gDUAVpG8w4ddrPRhmyLdoWNRMknCx2NC9wC6ysyuBPA8gAoA8wFEW7xcT/L1pO9URES6xK9eQFMA5AD4CoA/tnltL4CRPu1XREQS5MsVgIiIZL5ePxqoBp6TdDCzYWa2zsyqzey4mT1pZsPTXS5xj5nNMLP1ZrbXzOrM7F0zu9/MCjpdt7dfAZjZPHgPjz0C4DUAAwDcCeBiAF8j+Zc0Fk/6IDMLAXgDQD2AuwAQwL0AQgDGkaxNY/HEMWa2HcAHADYA2A/gEgCl8HpuTiIZjbtuHwiAgQCOtBl47gx4A889Q1IDz0lSmdmPADwE4PMkK2PzzgOwG8CdJB9KZ/nELWY2iOShNvNuhndSfA3JLfHW7fVNQCQPs02KkawGoIHnxC/fALC9qfIHAJLvw+vw8M20lUqc1Lbyj/lz7GeHdWCvD4D2aOA58dlYAG+1M78CwIUpLotIe66K/eywDuyTAYAEBp4T6YGzAHzazvyjAM5McVlEWjGzoQD+FcDvSO7oaNmMCwAzm2pmTGDaGmf9hQBuAjCv5SW6iEhfZ2b58G4GNwC4pbPlUzkcdKI08Jxkuk/R/pl+vCsDEd+ZWR6AZwCcD+Aqkvs7WyfjAkADz0kvUAHvPkBbFwJ4O8VlEYGZBQGsAzABwLUk30xkvYxrAuqOFAw8J9LS0wAuN7Pzm2aY2UgAV8ReE0kZMwsAWAtvCJ5vkdye8Lp94DkADTwnKWVm/eE9CFaHvz4Idg+AAngPgp1IY/HEMWb2vwDMAXAfgGfbvLy/o6agvhAApQB+HuflvSRHpq404orYsA9LAFwLr8fZZgALSO5JZ7nEPWa2B8CIOC/fTbI07rq9PQBERKR7+sQ9ABER6ToFgIiIoxQAIiKOUgCIiDhKASAi4igFgIiIoxQAIiKOUgCIiDjq/wOZ1+UhYEGzZgAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "writer = SummaryWriter(comment='-anp-rnn_1d_impr')\n",
     "print(writer.logdir)\n",
@@ -1010,14 +5919,14 @@
     "    hidden_dim=128,\n",
     "    latent_dim=128,\n",
     "    latent_enc_self_attn_type=\"ptmultihead\",\n",
-    "    det_enc_self_attn_type=\"ptmultihead\",\n",
-    "    det_enc_cross_attn_type=\"ptmultihead\",\n",
+    "    det_enc_self_attn_type=\"uniform\",\n",
+    "    det_enc_cross_attn_type=\"uniform\",\n",
     "    use_rnn=True,\n",
     "    min_std=1e-3,\n",
     "    use_lvar=True,\n",
     "    use_self_attn=True,\n",
-    "    attention_dropout=0.3,\n",
-    "    dropout=0.3,\n",
+    "#     attention_dropout=0.3,\n",
+    "#     dropout=0.3,\n",
     "#     batchnorm=True,\n",
     ")\n",
     "model = LatentModel(**hparams).cuda()\n",
@@ -1075,6 +5984,13 @@
     "    test(model, dataset_train, writer, plot=True, global_step=-1, seed=i, title='train_final')"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
   {
    "cell_type": "markdown",
    "metadata": {
@@ -1089,13 +6005,2739 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 17,
    "metadata": {
     "ExecuteTime": {
-     "start_time": "2020-02-15T07:25:34.900Z"
+     "end_time": "2020-02-15T20:56:39.649210Z",
+     "start_time": "2020-02-15T18:22:45.538722Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "runs/Feb16_02-22-45_mjcdesktop-anp_1d\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "a31b8669648744a1a6dcc8290e12532f",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0, max=100000.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "6586c1739f9c4125a5789717a51e26fb",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 0 loss= 0.9118 val_loss= 0.9778\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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//wqzZ/88Jfuvra1m+/bNDb2EerJUBv+PgbfDoQ9grf27MeZN4DxSEPyZmXWsXAnvvQcHDoDf70zh99GvBw867w+0eO8RX1ZW0xNBeBo4sOl7ny/Anj0bOemkU9Kif32ijZOPPPKvTJv2zwwdmsOaNfe2uk1tbTXLli3gzjuf68jidhuBQC0VFXuYNSufF19c0WLwe71ebrzxfj74oITRo08GYOfOD1m7djnXXluYVj1MOsqECd/nv/5ra0qGZKio+IarrjqRysp9PPZYGQMHDunwY3SmVAb/WGBtjPlbgYtTccDMzHpmz4ajjkps/WCwMfgjTwixThLh6R//gIoKZ6qqcqYvvmjpKFXAZOCveDylDBx4DAMHOncR4Sn67iLWsn79IDOz46qmklVe3viwUSLVFMFggFdfLeallx7jkksWJtSgCfD2289TXl6Wdlf9tbXV3HrrRezc+Vfuuec1CgpiPxwYWe11/PGncfzxzhDidXUBFi48my+++DtHHjmK3NwFDdt89dVn/OIXZzF06NHk5/+eQw45stO/X1fat+8rBg1yRt1N1Tg8AwYcwsiRY/n6613s3fulgr8Fg4F9MebvBQbF2sAYMw+YB3D44YdTUlKS1AH9fj9vvFGS1BW8x+NU4fTvn9ShsBaqqjKoqOjN/v3eJlNFRXjqTWWll507j+PgwT3U1y9k796X2LvXD/iAPCAfSCzkjLFkZQXJyqqjX786srLqyMoKNrx3Xlv+nJkZTPrksXHjBu66q4C6ukCzn7dsSSBQy8SJ32PIkPqkGir/8Id8rr56QesrdjPBoB+/vyTmsqqqA+zduwO//xu+/PKPjB37bf7zP3/P2rWreeWV9Rw8eJDMzEy+//0ZnHfexRx5ZGazfV177XWsW/csU6eOxu8v4auvdtOnTx+ysrLo39/LW289z+7df6JPn5Ep/67dxebNm1i8+FfMnftTzjsvN6XH+tnPrqJfPx8ZGd/E/e/cEd5/H5I9f/n9/qTyMpWNu7XA3dbahVHzlwALrbUtnnTa0rhbUlLC5MlTmwzZ0B2UlBRz112XhoKz8erO4/GSkeFl5sxiDj10ZpO7jOjJ74fq6vaXJdyuEX1nEe+Oo7q6jGXLxlFbG3/003iysrJ54YUKIPEGzejtepLWGnf379/L3r1fMnLkmLjrJGrjxvUUFFzM+PFTWLLkGfbu/ZJt297m9NMvaFinvr4+bpWQtRaTBvWODz20iFWrbufyy29jzpxFXV2cDtHTG3f3EfvKPt6dQFoqLy/j3/7tUmpqmgdnfX2A+voAL76Y2FOakVVT8U4Src1LrF2jDFgKrAISC+toxngZNWoOzz7rnECOPz6PDRuWJ7RtunRj9Pv/wauvPsU551wBQHb2YLKzk/w/Oo7hw0cDYIyhpuYghxxyZJPQ37Tpz/z+979k0aLHGT78mGbbL1lyCeXl2/nZz5b16MbKK65YwkknTee44yZ32jEPHvTz6KO3ccEF13HYYcM7bL/BYLDThoxOZfBvxannjzYG2JbC43YryTyl2VqPoIwMyM52prYKBp12iVgnCb8fPvxwHX/+cy719QGsbb1OPh5rvWzdegNbt4bn5AOJBb+19Xz/+x4yMnwMG5bHscfmc8ghOfTp4/Sk6tOncfJ6nXmRr/He9+6d/C10WwWDQW666Uw+/PAdamurueCCa5PcvvnQyuFhlZ35I1i48D0GDhzF3/5mon7sxPLgg//Kzp2beOih/2by5FuajT/07rtvUVn5KW++mc22bc6yDz5YyvbtT3D88TcxatSshnGN2vIaFn1TETkuU/TyWGM1xZq3adN8BgwYw1FH/Yj+/b+FMVP54ANnnYyM2KPuQuNr9PhQ0a+xjh9p/fqfU1r6AJs2lfHjHxfH/O/X2s1U9HhU1tbz+OOTGTr0VGbNKuCSS7ITbqtsi1RW9SwA/gM4xlq7IzRvJE53zoXW2qUtbZ8uVT3J9Nnu6uqN8vIyrrxyXMwul4nyeLx4PF6mTi1m8OCZTe4ytm07l8rKF5Lcozc0FQPt7+NvDPTq5QREeEp2+3jzrK3FmMY+vrW1q6iuvo3+/dfj8bT83GI4tMNh3/5hlyuAe4GFONd3QZx/w4txntusAN4HTgfC/wgXAWuAFUB4gLIS4CZgNpCabpKNgoAfGBD6vAc4F9hP02vFU4G3QuWNHbyptQvn3+e3wEkdtM83gdOAo4CPWbeuL2edlfjW3amq50HgOmCtMSb8ANdtwGfAA6k6aK9ecMIJzkiJNTWNr5HvO3Ms857ylGZ5eRmLFp3XrtB3HjhqHLm0+THu4fLLX6a29mASew0AAXr1yuXcc0vp3TunyX/PQMB5Db+PnGLNr69vfN/xop8SzQMupqIi+SEDjGm8Y8nIcP6uw+/Dn6On8DKPBzIyBuDxLGr4vH//u7z77j9z5JFPc9JJT+DxDMDjmdrkdyjq6h6mouJ6Bg4c09CDbOvWt3n//Y1897uncMopznq1tXv54x/P5MgjT2fy5Lsbto8ebjxyBNXI16qqr6mo2E5W1pH07z8SgE8+Wce6dRcyYsSZnHXWMwDU1w+iqGgzwWA1P/lJBb17OyeEXbsWU18f5PDDp+DxNB91NXzXEW9k1rDI+dHzIssbyVow5ijg5bj/7VraPt58Yyazf//71NTsZvTovgwbFnf3HSJlwW+tPWCMmQYUAisBA/wZWGCtTVnKGeP0nW9JXV3zk0H0CaK2tmNGtuzOo3eGhZ+obWvoZ2R4Offcea1WVQ0blsPixU/F7MbYGmsDWFvINde07wG56N+CTeYiIF4QhH366VM8/PDvuPbahxky5Fuhua2HvrWNYZ6RkZoqqRUrXuS993px/fVzOOWUeGsNAKY2mXPgwHw+/vh7DBgwhFGjnHmbNr3HypUbGTKkF7NmNa57yy0XMHjwEfz0p3fi8zn/Ez7ySAEffbSJ6667h6FDjwbgwQfvZvXqu7jsssVcdNEtAGzfPpTnn6+mf/+9EfvMYMKE1znssBEMHJgdcbc1vX3/GB1s797dDB58eJu2ra2tbvh9AHB++7stjbvJSumwzNbanTj3Y91K+AqpX7/461jrXBVGnyCqqxunRE4OiTylCXTZUAUtPVGbqGQGoYv1GwfWtp6+4UHL2vtkdFuqdxJVWHgfW7a8wh/+cBMFBU+m5iBtNGfOIs4775qk+5/365fNCSdMbTJvzJhTKCx8pUnX3srKfbzxxjP07t2Xn/3s3ob5H3xQwubNr3LRRQsagn/48GMZPXoi2dmHNKw3atRYnnvuH/h8A4g0enSLNRZdylrLAw/8gjVr7mX58nfIyRmX1Pa7d+9k3rwJnHfefC67bHGn9rLSePxxGONcefXuHb+Pv7VNTwbRJ4aaGhJ6StPj8XDZZYtT9E1alkjjczyRDxsl88BV9PAW06Z5SKStKdHuoF3l2mtvZODAY5g3766uLkozHo+nwx46yszs1+xk0LdvPwoLX+Hrr3eRkdEYK3l5vyY3d0GTUDzrrEs566xLm2yfkdGrWeh3d8YYamurCQYDlJa+nnTwv/nmWvbv38vnn+/o9K61Cv52MAb69nWmWKyF2toc+vQpZu5cp3ojPHIgNP6E4803r2zocnfw4AEqKr7miCNGdsI3SGyI4HjOPXde3Pr8ZCRaHQaWmTN91NRUdZufKdy790sGDTocYwz9+vm48cb7u6wsXcnr7d3sZAAwceKMzi9MJ7r88iWcddZlDeP3J+PCC6/n2GP/qUueAtaAHylkjNPlMDd3Jlu2lHLVVfPIzs7G4/GQnZ3NVVfNY/PmUm666UJOOAG++11LUdE1zJt3Ah999CcGDEj9MA3taVResGBZh4Tu9Ol5OE1ArauuPoC1tuFnCq+8chwbNqxrdxna4qOP3uOyy47j0Udv65LjS9fz+QY0Cf1ke0mOGTOpoQqsMyn4O0lOTg7Lli2joqKCYDBIRUUFy5Yt45hjcsjMdBqkBw6sJRjcT11dLZMnH8WECTBpEpxxBpx2Gpx8stPwc+yxMGoUDBsGhx7qVEX16ZP8D6zv37+3zY3KI0d23FDTs2bl43T6Sk4wGKC6uoqCgtwuGc//iy924Pfv48MP3yEYrOv040v3sm3bBq677lS++OLvLa63Zs29bN++uZNKFZuqerqRPn368PTTT7Nt2zbGjm189s3v9+Pz+drcIB39GgjAqlW389hjdzBp0tm88cbapKt7rr/+nrZ+zWacuwZDW8IfoLq6ikWLzmfJkmc6tdpnypRcfvvb9Rx//GlN6rXFnR58cCHbtr3N2rXLufrqf2+YHzl0xoED+7nvvhvo2zeLxx/fwYABh3ZJWXXF380YY5qE/ksvvcSoUaN4/vnWfwEo3CDdv79zJzB0qHNnMHq0c6cwcSJMnuzcQWRlfUN1dRVjx46kd++Wfzoy2mWX/YYTT5yW9HdrSVZW+7qzfvLJXzql2uf991/h8893NHw+8cRp7f6VJ0kPt932NJdcspArrlgCwJdffsK8eSdxzTX/1LBOv37ZHH308Vx6aUGXhT4o+Lu9xx57jD179vDuu++2az979uzh448/Bpw2gzvuWMyrr77Kfff9lqeeKiYrK6vV3w4ePfo4Vq78MzfddCsDBzqDvfXqoAvdRH60vjWprvbZsuUNfvnLmdx44zT27fsqJceQnsvnG8hPf3pnw4XAoEGHs2NHKTt2lFJT0/jQ4l13/Q+zZt3YVcUEVNXT7T300EPMmDGD2bNnN8xLdmTFDRs2cPbZZzNq1Cg2bNhARkYGPp+PM844A4CZM2dSWlpKYWEhK1eubKhamjNnDjfccAM5Oa0PHhd+6C16inyCtrY2/gNTiXR7TUSi4x61RU7OeL797RP4zndO7NKrNekZ+vTJZNmy/2XEiGPp0yezYX53+L2ElI3V015tHasnPF5Fujpw4ADnnHMON998M2eeeSZlZWUsXbqUVatWNQR2Xl4e+fn5DYHt9/sZM2YMo0eP5oknnuCQQw5p5SipU1cX/yTx8svryM/Ppa6uabfXZKVy3KODBw/Qt29WzBNvor+5K9KSnj4ss6TA/fffz6uvvsqePXsIBALMnj2bQCDQ8BBWZWUlRUVFPPTQQzz11FOce+65+Hw+3nrrLYYOHdrlY7CHn5rOymq+7NhjZ3LmmU3vPLKysqiurqauLvFeMx057tGf/vQo5eXbufxy5wG7zMwWWtdFeggFfw9zww03UFNTw4QJE8jNzaWqqvlQC+GTwEUXXcS2bdvIyclhWKpHfeog4W6vy5Y1VtWsW7cu7neNpX9/Hyef7NxdhEe7DA/MFmuY48gpsipq9+6d/Md/XEldXYCJE2cwbtzpHf11RbqEgr+H8Xg8/OpXv2L+/PmtDrVQX19PYWFhkxDticJtEOeffz5/+ctfWl1/2rRpLXZ7bUl4BEfnRDCCBx98lM8++4y8vNObjGkfa6quhkGD4q8j0l0o+HuoVatWtRr8dXV1rFy5sscHPzh3As888wzjxo1r9co/3GjdFsZAZeU/GBga4vUnP/nnhLfdvRvGj4+/PPKuItadRuSPmUS/jzVFbhc5Lzy/mzbfSTeg4O+h/P7E6rETXa8nyMnJobi4mNzc3CbtGuCMEOr1ernxxhu54YbGkUKttezYsaPVBvDwuosXL6aoqIjXXnuNUeFxiDtIKkcGjSX6BNHSHUtLdzKx1tVJpWdT8PdQPp+PysrWBzbz+bpunP9USKbr6a5du5gyZQqff/45wWCwSQP4/fffz/LlyzHGNJwIrr/+etavX8/nn3/Oxo0bOzz4O5vH40wd9axFpERPFOF2lOjX6Pc6kXQuBX8PlZeXR1FRUYvVPV6vlzlz5nRiqTpHrAbgWH7961+zY8eOmMvC3ZittQ09oVasWMGjjz7KokWLOCuZ371zofBJpZVn/hJWXx+7sT36BJHoPJ1IWqbg76Hy8/NZsWJFq8EfWe3hNpmZmXg8HuoT+JmtcNXR3LlzKS0t7YTSSSSPxxlupKMkckeSTLVXZFVZOlDw91CJ1HcXFxe3+tRtOnv88ccTCv1IgUAgLXpCuV1H35GERTa4R58QWpsXq0E+VgN9KodhD1Pw92DtHWoh3bWlYTsQCKRNTyjpeDqtSjsAAAXlSURBVMY0NtJ39EmlMyn4e7hE67vdKNEG8Gjp1BNKJBaNzilpKy8vr9URR2NJt55QItEU/JK28vPzkw7+dO0JJRJJwS9pK9wAnshvDYS5vSeUuIOCX9JauAF83jznh+7Do5NGj1Lq9XrJyspyfU8ocQcFv6S9yB+6r6+vZ/v27cyfP5/s7Gw8Hg/Z2dnMmzeP0tJSZs6c2dXFFUk59eoR11FPKHE7XfGLiLiMgl9ExGUU/CIiLqPgFxFxGQW/iIjLKPhFRFxGwS8i4jIKfhERl1Hwi4i4jIJfRMRlFPwiIi6j4BcRcRkFv4iIyyj4RURcRsEvIuIyCn4REZdR8IuIuIyCX0TEZRT8IiIuo+AXEXEZBb+IiMso+EVEXEbBLyLiMgp+ERGXUfCLiLiMgl9ExGUU/CIiLqPgFxFxGQW/iIjLKPhFRFxGwS8i4jIKfhERl1Hwi4i4jIJfRMRlFPwiIi6j4BcRcRkFv4iIyyj4RURcRsEvIuIyCn4REZdR8IuIuIyCX0TEZRT8IiIuo+AXEXEZBb+IiMso+EVEXEbBLyLiMgp+ERGXUfCLiLiMgl9ExGUU/CIiLqPgFxFxGQW/iIjLKPhFRFxGwS8i4jIKfhERl1Hwi4i4jIJfRMRlFPwiIi6j4BcRcRkFv4iIyyj4RURcRsEvIuIyCn4REZdR8IuIuIyCX0TEZRT8IiIuo+AXEXEZBb+IiMso+EVEXCYlwW+MOcYYc48xptQY4zfGfGGMedYYMz4VxxMRkcSl6or/h8D3gRXAj4D5wBDgbWPMSSk6poiIJKBXivb7BHCftdaGZxhjXgY+Af4FmJui44qISCtSEvzW2j0x5lUYYz4ChqXimCIikphOa9w1xgwGjgP+2lnHFBGR5lJV1RPLvYAB/l+8FYwx84B5oY9+Y8zfkjzGoUCzuw2RTqK/P+kqkX9732ptZRNRDR9/JWOmA+sTOPir1tqpMba/GbgDuMJa+3AC+2kTY8xGa+3EVO1fpCX6+5OukuzfXqJX/P8LfDeB9apiFOhqnNBflMrQFxGRxCQU/NbaKuDDZHdujJkD/A5Yaq29PdntRUSk46WscdcYcwHwX0CRtfbnqTpOlN930nFEYtHfn3SVpP72EqrjT5Yx5gzgRWArcD1QH7G4xlr7focfVEREEpKqXj3TgD7AicCbUcs+BUam6LgiItKKlFzxi4hI95WWo3NqkDjpLMaY4caYYmNMhTFmvzFmjTFmRFeXS9KbMSbXGPOUMeZTY8xBY8zfjDF3GmP6J7R9Ol7xG2Ouw3kQbAXwHjAQ+AVwAnCatXZTFxZP0oQxJgvYDNQAiwALLAGygHHW2gNdWDxJY8aYt4GdwFpgFzABKMDpfXmqtbY+/tbpG/yHAt9EDRI3AGeQuOestRokTtrNGPMvwN3AaGvt9tC8UcDHwC+stXd3ZfkkfRljhlhrv46aNxfnYvcH1tqXW9o+Lat6rLV7bNQZzVpbAWiQOOlIPwbeDoc+gLX27zgdGs7rslJJ2osO/ZB3Q6+tZlxaBn8sGiROUmAs8JcY87cCYzq5LCJTQq+tZpxrgp8EBokTSdJgYF+M+XuBQZ1cFnExY8wwYDHwkrV2Y2vr94jgN8ZMN8bYBKaSONvfDFwCXBd5Wy4i0tMZY3w4jbx1wGWJbNOZwzK3hwaJk+5oH7Gv7OPdCYh0KGNMJvAccDQwxVq7K5HtekTwa5A46aa24tTzRxsDbOvksojLGGO8QDEwEZhhrd2S6LY9oqqnLbpokDhxl2eB7xljjg7PMMaMBCaHlomkhDHGAzyGMzzO+dbat5PaPk378WuQOEk5Y0w/nAe4DtL4ANdtQH+cB7j8XVg8SWPGmOXA1cDtwPNRi3e1VuWTrsFfAPxrnMWfWmtHdl5pJJ2FhmcoBGbg9Br7M7DAWvtJV5ZL0psx5hPi/8Tib6y1BS1un47BLyIi8aVtHb+IiMSm4BcRcRkFv4iIyyj4RURcRsEvIuIyCn4REZdR8IuIuIyCX0TEZf4/xz7miQN4KkMAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "c5843db142a44c2ea71213a2e896ff00",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 1000 loss=-0.1999 val_loss= 0.1142\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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Lyc/PJzk5mcGDhzB//mJ69hzOgQPRh3ZpKXz4Ibz9NrzzjhtALqxv38o2gSFDYjuT9/vd3cnHHAOdOsX2+aqrrXES3B9bIBCotXGyMeu0JfE4458yZQqXXHJJjUbIeCgrc1Mo5Kbw79V/RvOetZXfzfp+Vp/qml/bMj5f5TyfD26//d9ZsuQhrr56OgsXPlbxfuTP8OT3V/5sD2I9449n8P8UeAA4wVq7pXzeIOBz4DZr7QP1rd/Wgr8hpaWwb59rjN2/3/1xRCMUgn/9C1avdoVAuFcPQO/elYXA0KGx9fM/kmqgnJwcRo4cWWvjZFhycnKVxslo1klMTOTjjz9usw2a0X7/Zs6c2eAwI4FAgCFDhrBx40auuuoqnn766UYdU3ExFBRUTsXFroqxtgBvpbW+Ufvww7dYsODfufvuLAYNGh71etULgrp+Ly0tYvPmjxg16sxal6vtdXNVscYa/PHs//EDYE049AGstV8YY94FLsEVCp4QDAZZt24d3/3ud+nd2/2h7d7tbtSKPJuvjd8Pp53mplmzXG+g1avdtGsXPPOMm446CsaPh0mTYNCgho/p4EE3JSZCv36uR1C0vYGibZy86667uOaaa0hLS+PBBx9scJ2ioiJmz57NSy+9FN2BtDElJSXs3bs3qmFGAoEADz30EKtWreL0008H4NNPP2XRokUsWLCgRg+T4mLXDTkc8IcPu59NXb3Xmp1yyvd49NGNMQ/JEL7SqU9u7j5+9KNTycs7wBNP5NC161FRbTvyCqO2qXoBk5Dg/pZru7eoKcUz+E8EXqhl/kbgyjjut1UpKCjg7LPP5pNPPiE7O5shQ4bg97ugPfpo9wf67bcuxBvIRfx+16Po5JPhlltg40ZXHfT22+5K4umn3XTCCa4AGD8eunSpf5tFRZCTA19+WX81UE5ODvPnz+fxxx+PqpoiGAySlZXFE088we233x7VcxMAXn75ZXJyctrsWX9dioqKuOKKK/jkk09YvXp1xTAj9VV7nXPOOZxzjhtCPBgMcuGFF/LFF19wzDGD+Ld/m01engv7LVu+5j/+4wL69j2OjIyH6dHj6Jb6mC3iwIHddOvWCyBu4/B06dKDgQNPZM+e7ezfvzPq4A8XKrEUwMnJbTv4uwMHapm/H+hW2wrGmBnADIDevXuzatWqmHaYn58f8zrNoU+fPuzYsYObbrqJ9evXU1hYSFJSEueddx5XXXUV/fr1A9yXIxisep9AfQYNctO0afDJJ114663evPNOLzZvTmDzZvjTn8o4/fR9TJiwk9NO209CQv3X8rm5rnup3+/uawhfAaxdu5a5c+eWD0IX5cHhznDPOussysrKYmqozMjIYPbs2VEv31rU9/07fPgwW7duZd++fbz22msMHjyYhx9+mGXLlrFy5cqK78TEiRO58sorSUpKqthWuFrmhz+8hVdeeZFBg05g7dpV7N69i44dO5KcnEznzgHef/9ldu16nY4dBzbbZ25pH320nnnzfs60aT/kkkvS47qvWbN+RKdOKfj9+8jPXxW3/Xz4YextD7FmXzzr+EuAB6y1t1ebfy9wu7W23kKnPdXxZ2VlMX369KgbNQsL3dPBdu50l/CxKC6Gd9+F116D9esrL2G7dnX3DkyaBIMHR1f3GAhAUVEOP/hB/XXzdYnsjhhtg2b19dqShr5/+/fvZ+fOnVVuDopUVuauAPPy3HTokKuuqe1PdN26lcydeyUnnTSWe+99nv37d7Jp0xrOPfeyiO2V1XnTkbUW0w76+D7yyB08/vh93HDDPUydekdLH06TGDnSDSUTi9ZUx3+A2s/s67oSaJdycnKYPn16THdpJiW5M/mBA11D8LffuobhaMrojh1dFc/48e6xkitXwuuvu+6hy5e76bjjXAFw3nm1f8F27Kh8tkA0dyXXJhAIMHXq1IrXU6ZMYdGiRVGt2166MR48eJDly5dz4403AtC9e3e6l/+DFxVVDhESOUV7Hta//wkAGGMoLi6kR4+jq4T++vV/4+GH/z933PEk/fsPqbH+vfdex44dW5g1ayHDhp1Z4/1QyJ1EFBU1bor2wjCyt031Hjh19cgJv/b7ISHhXi688Dx8vrN55pnI+VXr0iNfd+hQdQoEas5LSKj75KiwMJ8lS+7hsstuoVev/tF90CiEQqFmGzI6nsG/EVfPX90wYFMc99uqxHKX5sKFVUfvNMb1uunRw/XE2LnTFQKFhdHtu2dPuPZauOYadzfv66/D3//u7vBdtMgNGXHGGa4QGD3afeFre7ZAYwQCAebMmVPxOiMjI+rgD5+ppqSkMGXKFDIyMtpcnX8oFGLSpEl88MEH7N9fxLXX3lwR7k3R6Nq797E8/PA/OfroQTXO3K21PPbYXXz22XreeONpxo79ZcUzpg8ccI367777PsXF2/j971MBF9b798+noOApjPlPQqGrjuwA42omLkYuBgYA45p8D8ZULQg6dqz8uWfPrezf/2dWrszhpJOy6NiRiily+bpeR/4M/56QUEZGxtmceOJofve7uXTvntrkn6nK54tjVc9s4L+AIdbareXzBuK6c95urZ1f3/rtpaonHndpHjzoCoA9e6LvFhpWUgJr1rhCYO3ayjOzzp3hjDNyeOedkZSUxF6tE1Zfn/yLLrqIFStWNNn2WpNQCN5+exXf+c64ioBfvvxxHnvsHn73u5X07h2/+xZLStworl9/DTt2wPbt8PXXuWzd+iCFhbfjzu9CQBauX4UPyAU+BM4FwmeZVwDPAouBaSQmgt+/iuLi/6Rz56vp3ftWEhNpcOrYMfoeYtZWdiUtLQ1RUpJPINAFa+Hw4b288MJFlJQc4tprN1Us+/zzo9m1630GDLiCMWOyqtxDEAq5QjXydfX3gkH3bxY5VZ9Xf8G8HZgG/A44Ldb/rjq8C5wDHEP37p/zP/+TSCy3brSmfvydcDdwFVJ5A9c9QGfcDVz1Xs+3l+D3+XxE82/s8/liajgF9+XctcsVAo2pHTlwAP72N1cIbNmSg+tluzH2DZVLTk7l/POnMm3aHIYNS6NzZ1egdOrkLsFzcnIYMWIEhdFeslTZdnKrGLSsrKyyu2TkVFQE+fmrSEkZV2X5kpJiOnRomi4aoRB88427YvviC9cT68svXeDXdQIQCLib/lJT17Bhw3c57rirueKKp0hOrhnYZWW5fPPNhwwePIzevXthDDz55K/5y19+xmWX/YRZs/4AwKFD+7nttkmMGHEuN98ce6/sgwf3sGPHFnr0OJo+fQYC7krzzjsv5/TTJ3Hvvc+Xf94QF16YQklJES+9dJCUFNdFbf36NwmFQpx88lg6dEiMef/RKCtzhUFxceW9D+Hfq0/hwqL6skVFVQuTyPdKStz74QKnuBiCwX8Bu4BJrFzpqmKj1Wrq+K21h40x44EFwFLAAH8DZjcU+u1JtA+DT6k+TnQUEhJcH/x+/Vzw797t6vWjbYft1g3S06F//1e58870Rp/p+/0BLrpoRpUHzUQ+UMbnc+GfmprGX/6ynBkzanZjbEhd1WHxYq2rUqse8OEH+dRm9+6d3HnnBG677a/06TMAoNGhX1rqAv2zz1w13ebNLvCLimou6/O5Z0sce2zl96FfP9c1t2dPV6+9ePEbbNqUwE03TeW7361rr1047rhxVeZccslMhg07iy5dKrsvfv75P9m8eR1+f9X4+OUvL6N79z788If3k5Lihrl97LG5fPbZem655ff07XscAMuWPcCTT/6a66+fx7RpvwSgR4++lJQUkZe3v2J7fr+fP/zhHXr1OpZOnSqrPk47LYZEbCSfr7IqpiH79++ie/fejdpPSUlRReEVCp1MSQmkpbmxuuJJg7TFWTR3aQJcffXVPPXUU02yz4ICVwDs3dvwDWI7duRw000jKSpqfPVOXYPQ1bfP5csX8MYbSykoyMfa6Oqr4tXbp7aG1oKC2KvR7rxzPO+88xZjx17J3LnPRLVOSUlk9Yw7g8/JqXtspaOOco3zxx3nGv8HDHA/GwqosrIyDh3aF3X/8/oUFh5m8+Z/EAqFOO20CQDk5R3gBz/oTocOibzySl5FoTB79jg++uht/uu/3qxY9rXXFvP88wu54ILrufTSmQCEQqUUFh6uOKtvC6y1/PnPt/Hssw+yaNEHpKWNjGn9Xbu+YsaMU7jkkplcf/28iraatt6rR4juYfA+n4958+Y12T6Tk93Z37HHukvIcCFw8GDNs9Vnnmm48bluAfz+AJdemoXPl1ZlfJb69OuXxqxZC5k1y529jx8fXXXYoUN5bNlStbcGuM9U3xS5TPgSvrTUTYWF0fdAacjNN/8HXbsOYcaMX1eZHwq5htVwuIeDfvt2V1VX10fv29ed/Q0d6m7KGzy44Rvy6uLz+Zok9AGSkjpx8snjqsxLTOzEggVvsWfP9ipXAlOm/IL09NlVQvGCC6ZzwQXTq6zv9ye0qdAH16OqpKSIUChIdvY7MQf/u+++wKFD+/nmm63N3rVWZ/zNoKHByZYuXcrll18OuBt99uzZw8CBA5v8OMLjBe3d67qJhkLw/e+nNrrLJtwMzAHcmX6nTi6cIqcBAxp+aHwsx5CY2Ini4gKSklI477wpXHVVRtRXGvGwf/9OunXrjbWGbdve58CB71aEenj65pu6CxefD/r0cVU14WnwYHcWn5zcrB9FGiE/P5dvvslhyJBTG7X+pk1r6dr1qIpqMGieM34FfzOpPnpnSkoKU6dOZc6cORUNltZapk+fzosvvsjTTz/NpEmT4nY8ZWUu/Hv1iu5suzZ//KPlX/9yzwL+7DN3RVFdQoIL/+oFQmSTxoIFM3nxxYdw7f/R8/tdwTl3bhZnnhn/Hj/Wus8YDvTs7H/y5pvn07nzLAoK7qz3ZrujjnJ17tWno49uuGBsDRoajKy2wckaGpWzLnV9HavPr+2KLnK5+uaFexLV9Xv1edXn1zW+T1PcGKeqnnYkLS2NhQsX1ts4WVJSwqFDhygpKeGYWJ7D2AjuZpj9UTc+Vzdw4HCGDXMPsb/uOvfHsH+/G/JhyxY35eS4gMzJcdPrr1eu36ePKxD69oVOnTKA6Pr4RwqF3L0Gc+emx9TG0JD8fGqctYenqk822woc4MCBD4BSunQpo3//DjXCvV8/12umpQQCld0sAwE31RXYdYV6O7jJNy4iC4I1a9Zy662zefTRJzn22EG1FhbWwsMPP8hZZ43hO985qdbCpDm+Kwr+VqRjx44899xzbNq0qcozQsNXCE3pvvvu41e/+hUXXnghL7zwQsz1/D/5ye+rvI682eyssyrnFxS43iiRhcHWrZVDUjhpuE5fjbvyKCoq4PbbL+XWW5+nT5+0Gnd4Rr4OhVy9flGRO7bdu2uGe21XLmGdOkWGejqlpSs566xzGDgwAajZnbM5JCS4aqGkJBfu1fvUt5cx51uj8IgYfj/ceeftfPDBGh57bBG//e1vK5aJHDrj0KFD3HXXHJKTk9m6dSs9e/ZsicNW8Lc2xpgqof/mm29y7bXX8uijj3LRRRc12X727dtHQUEBAwcOJBAIxBT8119/N6eeOj6qZZOTYfhwN4WFQq6RM1z/vXs3PP98CqFQY9saYPv2j5k9eyTuJqUjq/bp0KH2apljjoEvvniLPn0GRNTJVv47xHOkCZ/PBXtycmXIh3+2haoiL3juuef4zW9+w9133w3Al19+yRVXXIExhnC1dWpqKiNGjGDq1KktFvqg4G/1nnjiCfbu3cs//vGPIwr+vXv3cuDAAY4//ngA5s2bx6WXXsqYMWMYP358rY3P1Q0fPpz//u/fc8YZ4ysGEQsPJBYLv981Xka2XweDU1ixIvOIhomAAiCdbt2yMcb1MgqFql5mhwM0KcmdEXfv7gK9f39XJdO/v+v7XtvYZhs2/C+33z6Z7t37sGjRBxVDATclv79qqCcnu/aQ5GRVt7R2Xbt25f7776943bt3b7KzszHGVIy+CvDKK69w9NEtO3S2gr+Ve+SRR5g4cSJXX311xbxYG5DWrl3LhRdeyKBBg1i7di1+v5+UlBTGjBkDwOTJk8nOzm6w8TlS586ufh5cb6Fw3/fIvvAlJdF/zquuyuCNNxYfYfCD3x9kzJgFVW4mayppaWMtz4UAAAkpSURBVCcxePDJHH/8qXTp0riztYSEqtUw1X8/wkfESiuSlJTEe++9x9ChQytCH2jx0Af16mlzDh8+zPe//31+9rOfMWnSpCoPSAkHdvWBzfLz8xk2bBgnnHACTz31FD169GiWYw0Gay8Q6rqoaKoB4pKTU1mxIj7DOhcWHiYxMbnWgjc/fxXdu4+rNdhjHcNGJBbq1dPOPfTQQ7z99tvs3buXYDDI1VdfXaWKJi8vj8zMTB555BGWL1/ORRddREpKCu+//z59+/Zt1htFAgH3HICuXavOLympfERg5FC+5547mczMbJYtW8DKlUspLMynY8dkgsEiQqHoh7MsLGy6yvbXX1/Cjh1buOGGeRgD3bp1qjPY1651o5yKtHYK/jZmzpw5FBcXc8opp5Cenl7nOP8AV1xxBZs2bSItLa3iKV+tQXio2uoFAsBZZ6Vx+eULKS5eWDGY1cqVr3LzzelRDyuRlNS4HlA+X9Ug37v3K+bPv4lgMMj06RMZP/5c1bNLu6Dgb2N8Ph8///nPmTlzZoM9ccrKypp1YLOmENn4GnbDDZMZOzabSy+9lI8//rjBbXzve+MZPryyX3TkFG7gDXf1DPdxT0ys2TtmyJBjWbJkCV9//TUTJpzbxJ9UpOUo+NuoaB5eXlpaytKlS9tU8NclLS2N559/npEjG34M5IQJYziSnnIHDx6ka/nlyDXXXNP4DYm0UrU/kFNavWgfT9heHmMILvyzsrJITk4mUO30PBAIkJyczB133FHlyV/WWnJycpg5cyapqan4fD5SU1OZOXMmOTk5VbZhreXuu+9mxIgRfPHFF83ymURagoK/jYr2Tt6mvuO3pYW7ns6YMaNKkM+YMYPs7GzuueeeimW3b9/O4MGDGT58OJmZmeTl5WGtJS8vj4ceeojBgwdXKQg+/fRTVq5cyTfffEOsPcpE2hIFfxs1ZcqUGme91VV/4Hl7ER73KDc3l1AoRG5uLgsXLqxxv8EvfvELtm7dSlFRUY1qsXA35nBBkJmZyahRo5gzZw4rVqzgyiuvbLbPI9LcFPxtVEZGRlTBH1nt4TVJSUkVY6Q0JBgMUlBQwLRp0yrubhZprxT8bVQ09d1ZWVkt/ozalvTkk09SFuNjtMKPeBRpzxT8bVhD9d2TJ8d/jPrWrDEN28FgkKVLl8bhaERaD3XnbOOiGeffqxr7rIH21BNKpDY645d2K5oG8Nq0t55QItUp+KXdiqYBvLr22hNKJJKCX9qt+hrA6+L1nlDiDQp+adeqN4CHRyetPkqpekKJlyj4pd2LvOGrrKyMLVu21BjCQT2hxEvUq0c8Rz2hxOt0xi8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxmLgEvzFmiDHm98aYbGNMvjHmW2PMi8aYk+KxPxERiV68zvjPB74HLAYuBmYCRwFrjDGnxWmfIiIShYQ4bfcp4I/WWhueYYz5O/Al8FNgWpz2KyIiDYhL8Ftr99YyL9cY8xnQLx77FBGR6DRb464xpjswHPikufYpIiI1xauqpzYPAgb477oWMMbMAGaUv8w3xmyOcR89gRpXGyLNRN8/aSmR370BDS1sIqrh617ImPOAlVHs/G1r7bha1v8Z8CvgRmvtX6PYTqMYY9ZZa0fFa/si9dH3T1pKrN+9aM/43wO+E8VyBbUc0I9xoX9HPENfRESiE1XwW2sLgE9j3bgxZirwJ2C+tfa+WNcXEZGmF7fGXWPMZcCjQKa19tZ47aeah5tpPyK10fdPWkpM372o6vhjZYwZA7wBbAR+ApRFvF1srf2wyXcqIiJRiVevnvFAR+BU4N1q720DBsZpvyIi0oC4nPGLiEjr1S5H59QgcdJcjDH9jTFZxphcY8whY8yzxphjW/q4pH0zxqQbY5YbY7YZYwqNMZuNMfcbYzpHtX57POM3xtyCuxFsMfBPoCtwG3AycI61dn0LHp60E8aYZOAjoBi4A7DAvUAyMNJae7gFD0/aMWPMGuAr4AVgO3AKMBfX+3K0tbas7rXbb/D3BPZVGySuC26QuJestRokTo6YMeanwAPACdbaLeXzBgGfA7dZax9oyeOT9ssYc5S1dk+1edNwJ7sTrLV/r2/9dlnVY63da6uVaNbaXECDxElT+gGwJhz6ANbaL3AdGi5psaOSdq966Jf7R/nPBjOuXQZ/bTRInMTBicDHtczfCAxr5mMRGVv+s8GM80zwE8UgcSIx6g4cqGX+fqBbMx+LeJgxph8wD3jTWruuoeXbRPAbY84zxtgoplV1rP8z4DrglsjLchGRts4Yk4Jr5C0Fro9mneYclvlIaJA4aY0OUPuZfV1XAiJNyhiTBLwEHAeMtdZuj2a9NhH8GiROWqmNuHr+6oYBm5r5WMRjjDEBIAsYBUy01m6Idt02UdXTGC00SJx4y4vAWcaY48IzjDEDgbPL3xOJC2OMD3gCNzzOpdbaNTGt30778WuQOIk7Y0wn3A1chVTewHUP0Bl3A1d+Cx6etGPGmEXAj4H7gJervb29oSqf9hr8c4G76nh7m7V2YPMdjbRn5cMzLAAm4nqN/Q2Yba39siWPS9o3Y8yX1P2IxbuttXPrXb89Br+IiNSt3dbxi4hI7RT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHjM/wHHVpPzh7NKkwAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "054f30f7ac1345ee9438e19ed15b6c74",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 2000 loss= 0.2029 val_loss= 0.07532\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "b7ef8dd14dfb4c9e8c887ee029017a7c",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 3000 loss=-0.3327 val_loss= 0.04447\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "9c911afa36da4e8bbc6d5c9b9a90d587",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 4000 loss=-0.3029 val_loss=-0.04693\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "752f7feeabfc4d02a09b3f0a9abccd1e",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 5000 loss=-0.6767 val_loss=-0.1095\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "acd0415da70046a383e5551972ff1198",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 6000 loss=-0.4898 val_loss=-0.3359\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "7ed4741b869c4fc7b39bf655a384a679",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 7000 loss=-0.2736 val_loss=-0.225\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "3651445e250c4ac2b8d66ec5f4c46eb7",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 8000 loss=-0.9674 val_loss=-0.454\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "43ee026e270248ebad78eb599c517528",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 9000 loss=-0.751 val_loss=-0.2591\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "7bbb5b10760f4f538a504343d1088a2a",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 10000 loss=-0.7539 val_loss=-0.317\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "d6b4b4c288344d66a0c872271053b506",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 11000 loss=-0.8861 val_loss=-0.4118\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "ef224f32a2c8456c875d774e9b867c45",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 12000 loss=-0.2832 val_loss=-0.4329\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "6fe550cca2e443d9a329c629d8a0bf34",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 13000 loss=-0.4234 val_loss=-0.432\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "27f20a2968cc4ca597c50311bb3c0fd6",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "7f74df7e63114abba2748e5703af091d",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 21000 loss=-0.5868 val_loss=-0.5201\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "6f78f568d16a43e89fc6c3adbe9aa68b",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 22000 loss=-0.8419 val_loss=-0.3958\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "6977c44dbcc34d959db3abcadb56ef16",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 23000 loss=-1.072 val_loss=-0.4602\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "c8fa2e280f1d4c829b1bb94f483be0e4",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 24000 loss=-0.5868 val_loss=-0.3205\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "a03072127c4d4ea6bb0e148babac27fb",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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LDBrkW8Dnnz8V2D0g27ovoDkqKip47LHH+dnPrueYY/qoc64RZWXw2Wf+696UlsKf/wyzZ/+Rqqofk57emQsugG+++SFFRV/Ts2eo5rFdux7U7OPJyIBDDvFLfdu3+7LR0qU+8Jcu9SeATZt8fwH4k8lBB0GvXkV8+umxlJdvIz39ewwfPjTmkToVFf5ise++q70tUvePhH9uLrRCRibUT37yEwoLC+nVq1fC92WJKhuYWTnwgHPupnq3TwJucs7tcaIxs7HAWIDu3bsf98wzzzRr35EWdzytX7+eK6+8krLG/iNjlJGRwbRp0+jZs2dM+37++ed55ZVo5872Kz09g5tumsgJJ5xAcrJvmXX0f06I7+vLOd+aj/wbOucwsz0e98knXXjkkX58881jwHhCoeN54IHJdO9eGZfjaK6qKli7Npvly0MsXx5i5coQ69dnUV0d+R1uw1duHwAO5KCDShg4cBsDB27n6KO3ccABu1q0/+RkOtRrq7KykqlTpzJq1CgOPvjgqI9p6etr+PDhnzrn9pjLol2FfV1DhgxxCxYsaNa+582bx7Bhw5q1bn2Rss20adPi0rJOTU0lNTW1WZ2YeXl5cTmOlJTat43V1dUJLRVlZGTVXPQF/mKvzp1rO+fidYV9a04FEa/XV2Wlv0I1UqMvKPiMiRN/Snp6Fg899D5ZWbls2QIPPQTz5vnH9O69lqKiYVx11Z2ceeYlLT6GRCgvh7Vr/fDP1asd69YZX33l+wQq652bunaFI4/0S//+vj+gc+fY9+Wc47/+6+fs2lXKDTdM4eijD6R79/Zb87/jjjuYOHEigwYN4rPPPotavmnp68vMooZ9Iss4W4Fof7Yu4fvavXiXUHJychgzZgzXX399swJowoQJTJ8+vcnHEun4NTNyc3O57LLLajqDpkyZwowZMygq2klWVg4nnXQu8+e/SHl5M6/gqafuRV/ggyDyth982Ofk1C7Z2X6kRpTGbYMaKq+159FB1dW+g7VuZ2xGRjbr1xdw7LGnkZWVyzvvwOTJuygunk16+hX8/OfGyJG9qKpaSlpaeqP7iFxJnZbma+DV1b5UVFbmyySJkpbmQ9u/xGv/kBUVjqVLy1i2LJNFi2DxYt8Z/P77fono3NnX/fv2hQED/Emge/forwkz47zz8rjxxrO49dbRTJnyDqtX+2306OFPJu2pjDhhwgQWLFjA7bff3ip1+roS2bKfC6Q554bWu31eeL+nRl0xrK1a9vG+MKolLfloIsFWXl5OZf1mUhRNPcFUVMAzz+QzdqwPz3hdnDVo0NVcfPEETjihT6Nvt8184Ofk+Lps5Gv9f9rCwkJuu+02Zs+OPhVERFZWVlxHB8WjZb90qe8ErV+2Wbr07+y/f29mz+7Oq68CzAYuIS9vBj/96aUxbXv//f0Qyb0N6qiqilxw5U/A5eW+k7iszH8tL/et8IqKpk2y1pDNm9fywAPjSE5OYdKklzEzqqt9a3/58tqpmL/4InondefOfuhn375+OeIIf02AGXz77ddMmTKOn/98En36DN5tveRk/3xEav1tcYHXrl27SEtLi1qeg92f+7IyWLVqHqedNqzZ+2uLlv2rwP1mdrhz7ovwQfQGTgZu2st6bSYRnaFjx45tdks+mhEjRrBo0SKmTJnCH//4R0qjXEPfkhNMaipcdtkITjppEffeO4VnnplBSclO0tOz6NGjN5s2fUlpaTH+sonYLV48jcWLp5OZ+QJDhozg2GPhe9/znYD1R1k451u8xcW17wAi/7Tdu/sS0Jtv+r9VtN+/vvY2Oqiw0Af9smX/4A9/uJZLLrmVoUPPAyA39wRuvdU/JiXF0bPnTGAARxwRvb5bV/fucOih/kTZmEitO5ZyR1WVD6GSEt9JXFLi/zYlJbFf9GVmLF78HmlpGWzevJbu3Q8hKcmflHr1gjPP9I9zzv/NCwp8+K9Y4U8EW7fCP/7hF6+crKx3GTz4DI466iAuuuhVDjusdn+LF7/PkUceD6SxebN/vuv+7nWlptYuaWl+JFFkqf/abKiPwDm/VFfXLpWVsHr1Gq64YiQnnXQ6v/nNvVRW2m4n2GgTGCZq9HUiW/bZwEKgFPgdPh3uAnKBwc65nXtbP54t+8bqubG2EJsqFAqxffv2uG6zvsLCwppSTOR3i5Rp4nWC2bnTX4zz7be1t61fX8gVVwxoRr0/C1gE+GNLSfH/7Icd5pfI2/9u3Rou5WzeXMgVVwymtDT2i9ji+bdoSct+3TofZABvvPEk999/JYceehRPPrmQpUtTuPlmH6Q9e8JttzkyM1dx4IGHkZKS2uA2s7OhXz8/Tr21RcK/7gmgrCz6ZG2ffvo2PXv2pUePQ5u0D+f81cGrVvmT4KpV8Nln/0lZ2STgFuBuwJdsTj0V0tOf5JlnxvLDH47hxhufbLBF3RoWL36f668fTteuPXnssQV06tT4ZHFVVfM4/fRhzd5nQy37hIV9eKeHsPt0CW/jp0v4srF1Wxr2vXr1YvLkyTz11FNRW3+JvoApNTWVsWPHtpvWZDxEQn/LFt9ymTIljzfemNakUk9yciqDBo2lS5epLFvm/4mjCYX82/X+/f0yYAA1Fwc1Z79JSUlUNWXugb1obth/8w0sXly9W+f4yy8/zIgRP2Pp0hx+9zsflKecAv/xHz7E9yY52V/ZevDBTevjaA3V1T7wI6WJSJmiuNi/jnzLt2KvJ7G9efHFP/DEEzdz0UVvsmPHKXz4Ye27QFgAnMqAATdy1VW3MWiQtelInffff4VBg4bSqdP+jT+YDhr2LdGSsL/vvvu48847Y65rJ0K868TtiXP+n3fJkkJOOaVpLWyArKwQb7zhW9mlpX7a3tWrfb22sNAv0Sb/OvzwQjIzJ7NkySPNOu6rr746LqNzmhP227bBjBnvMXXq9Uya9ArdutUOuf3oI7j9dl8fP+ss+O1vG68r5+b6E2AsJZv2xjl46qk/c/fddzBjxjyys3tQXOxfU02xfft3NQHqnJ9mYv58P3Jp8+b1gH+OQ6Hak+LBB/vSVaRMWFLin+u6pZzMTP+Y9HR/Uoo8trTU/1z3xBE5iUX6OJyD9esfplOnM8jN7U9Kit9mSkptCSg5uXYbkZN0ZWXdZQP3338gAwc27/nd58O+LWacjCbeHbLtXXP6OcySmDu34Va2c74VvHJlbd32X//Kp6JiFFARXpouXn+bpoZ9aSksWOC49tpTWbToPUaPvplf/vIewIfTXXf52ve558Kvf7338eJmvp+jd+/215qPVVVVFaeccgofffQRs2fP5uKLLw7fvmdZqKho94vNyspKyMjY+xnOOV/nnz/fLxs3Po6vJOcBExP1a4XNAf4dP+iwEGje1Adz5kBzX6Jt0UHbatrqKtOMjAxGjhzJa6+9lrB6eXtXt8P44Ycfjmkd56p5/PE8LrxwAl269Nmjk8+sdjbGoUN9/8AvfjEKaNlEc20xd0+kxVlVZdx118u8+OLvufzy2wAfRHfe6VuLF14IV1219wDPyPCt+baozcdTcnIyL730Eo8++igXXXRRndtrh+DWVVHhQ//FF1/ittt+xcSJMxkw4NQGRwmZ+edpwAD/nE6duo6//OUbjj/e0auX315mZiWZmZXk5mbUdKZGOk4jpaeyMn/izc72x5SZ6X+OdMbCnp255eU/4JVXRtKr10mceOJ+VFTUjnyqqqpd6m7DOb9upPWflLScgQOPjPvz3uFb9oWFhQwePLhVZ5wMWus9Vk256Kvuc3j66SN2a8nt3Om/j7w0m1Ojb2zfLelPaUrLvrCwirVr96zJvPce3HGH/8cfPRquvHLvQd+tm++72BfnhwHYuHEjF1xwAbfeeitnnXVW1MecffbZvPHGGzz44INcd92vd3u9bN3a8Ie7VFVVsXXrJlJT02o6SB966NesWPEJd931Mp07HxB9xWaKZGpzO4YTVbPvABcY7128ZpyMVU5ODmPHjmXRokUK+nomTJhAampsHW4VFRWUlJQwatQo1q4tZL/9/AiUI4+EIUN8J+X3v+/HU7/99sy4fhhLRUUFM2bMiNv2GvLddxWMHHk6s2bdS3WdZuj779cG/cUX7z3ok5L8SJujj953gx5g0qRJvPfeezzxxBO73V5eXs6ucDH/pZde4qmnnuJXv/oVSUm+3+Kgg/zzc8IJcPzx/mKsTp12fz6Tk5Pp2vWgmqDfsWML77//EitWLGDdulVRj8c5x2uvPU5+/p9qPru3vuRk36KfPfsOnn76Zjp1qma//aBTJyMUMtLT21eprcO/fGbOnJnwsDczMjMz1ZJvRJ8+fXjhhReaVFJraAx8UlLtrIclJXsdpdssO3bsIC8vL2EftlJVBTNmvM3ChfNZv76Ac865ilCoC++8A3ff7e+/8EL45S8bDoTMTB/ycZ7mqV26//77OeSQQ/jJT35Sc9u4ceOYNm0as2bN4sILLyQ1NZUxY8Y0uI2srNoJ3Cora+fs377dd6RGzrehUBceeeQfFBR8wkknnVzTYfrll8vp2/dIkpIgKclYtuwt8vOfJzl5IzfeeDPp6bBy5VLmzXubX/3qupq/2003zeXdd98lPX0bjzyy++CByGCGuiOSdu2qXcrLfYmnVQoszrl2uRx33HEuFmbm8GP4E7ZccsklrqCgIKbjEecKCgrcNddcE/PzGwqF9rq93NzcmLdllhrzY1NTU11WVpabM2dOk36/d955p9HHrFjh3DvvOHfPPa+7qVM/dO+849w110Qqtc5deKFzc+f6x0RbFi50rqKiSYe1z/ntb3/rzMw9+OCDcdleRYVzxcXOlZY6V129+31z5851gHv99ddrbvv73//ujj32WLdlyxbnnHPFxcUuOzvbAW7FihU1j3vzzTfdq6++6rZt29as46qudm7XLud27nRuyxbn5s59p1nbiQAWuCiZ2uFr9qFQqEXTDDdEdfmWS0pKivlahoKCgj1a2E2ZhC4lJZV///exOFfN669Po7o69nd7TR0m21jNfssWWLSo9ufqanjsMXjuOf/zVVf5Vn1DLfpDDvEXmLWnEkBb2LFjB+np6aSnNz4PUEs9/vjjjB8/nnPOOYdnn322wceNHz+esrIybrrpJnr37p2QY0nURGgdvmZ/6aWXxlwnrqt+50nkZzMjFAqpLh8HTZmmdfDgweTn59f8nJ+fz+DBg2Pu8E1LS2XChOu55JIJpKU17fUQKSXFw65dVVx5ZR5ffbUM8OWae+7xQZ+cDLfcAhdd1NCkXr4T9vDDFfTgG3KtEfTgpzX54osvyMvL2+vjHnzwQR599NGEBX1CRWvut4cl1jJOQUGBy8rKavQte05OjrvmmmtcQUFBTZkhFAq5pKQkFwqFau6T+Ln66qtdamrsZZWsrCz39ttvu9GjRze7FFNV5dz06XNcRkaWS06Ofd+NlZLq2lsZ5z//838c4Hr27Ov+9rdK98Mf+rJNZqZz//3fDZdt5s1zbuPG5j/Xsu+IpUy4NzRQxmnzUG9oiTXsnXNuzpw5Lisra49gaW5NVuIj1hNxZElOTnYpKSkx98OkpaU1eJJetqzAjR4de78BEPPJvqF/xs2bnXvlle/c2WePdXfd9bI7/3z/H5aR4dxDDzUc9PPn+3VFnEtc2Hf4Mg7UXtgzduxYQqGQSjHtRGR0TlaM1/RXVVVRWVkZc50/IyODqVOnRq21H3lkH2bNmkpubm7Mx1u/lNQU5eX+at9QqAsTJjzG8uXn8fLL/lL5SZNo8NL35GR/X7duzdqtSMz2ibAHHyxTp05l+/btzJ07l+3btzcYBNJ6IifiRNi5s/EhmU3p04mM+y8sLGzScTgH8+d/TXm5P0nNng2zZvnhfLffDscdF329tDQ45hg/ZbNIou0zYS/tV58+fZrUwo5VLB3ATbnQC5rXWbtkSRk/+9mpjB8/jJkzN/LEE76D9ZZb4OSTo6+TmQnHHusvDBJpDQp7aRXNHTXVkNTUVC677LJGH9fUUlJTr679+mv48MOlFBdvZ/36b3nySd9M/81v4PTTo6/TqZO/OjgzM+bdiLSYwl5aRVNb2I1JTU2t+RzdxjS1lBRLeQj8tMWrVkG/ft9n3LhVbNnyIpDG1VfD2Wfv+fikJOYxv7cAAAduSURBVP/BLMcc42v5Iq1JYS+tom4LuyWhb2ZkZWXxwgsvNKk/pimlpOrqagYOHEhOTg5JSUmEQiHy8vJ2q+Vv3QpLlvh6/dy5cP/9nXDuSMaMgQsu2HOb++0H//Zv/lO5NIZe2oLCXlpN3VFTzTV69Ohmj7BqSilpyZIlFBcX45yjqKiIadOmMXjwYJ5/Pp/SUli4EJYv/5xbb32au+6qprLSh3z9qVuSkvwnbh1zjMo20rYU9tKqIqOmmtJhm5qaSlZWFnPmzGHmzJnNHmHVklJSZJbOCy74EffdN4nCwgJuuOE3fPjhGMz+i2uvhXHjdm+15+b6GTwPbvyzwkUSTmEvbSLWVnZaWlrcrpeIVylp/vy5XHnl99i2bTBmA7nttisZObI26M38J0l9//sd82MDZd+ksJc2EUsrOysri6VLl8b1eol4lJL8BbclmD3Cffe9xLBhXWvuyc314+o78scGyr5JYS9tYm+t7EjZpqmdsE3Z99SpU5v9SUIRSUkVfPDBg4C/ErZPH9+aD8L889LxKOylzdSf5iIy8qW1prloyqyc0VRVVfDWWzM45BD/SUkaaSPtmcJe2lTdaS6qqqpadZqLeFzoVVq6k8MP91MfiLRnCnsJrHhc6NXSdwcirUVhL4HV0tE5sU7ZINIeKOwl0KL1G+Tk5HDEEUc0um5TpmwQaWsKewm8+v0GRUVFrFy5kjlz5kRt9ScnJyd0tJBIIijsRRrQ0Gihs88+Wx+KIx2Owl5kL6KNFho/frxa9NLhKOxFRAJAYS8iEgAKexGRAFDYi4gEgMJeRCQAFPYiIgGgsBcRCQCFvYhIACjsRUQCQGEvIhIACnsRkQBQ2IuIBIDCXkQkABT2IiIBoLAXEQkAhb2ISAAo7EVEAkBhLyISAAp7EZEAUNiLiASAwl5EJAAU9iIiAaCwFxEJAIW9iEgAKOxFRAJAYS8iEgAKexGRAFDYi4gEgMJeRCQAFPYiIgGgsBcRCQCFvYhIACjsRUQCQGEvIhIACnsRkQBQ2IuIBIDCXkQkABT2IiIBoLAXEQkAhb2ISAAo7EVEAkBhLyISAAp7EZEAUNiLiASAwl5EJAAU9iIiAaCwFxEJAIW9iEgAKOxFRAJAYS8iEgAKexGRAFDYi4gEgMJeRCQAFPYiIgGgsBcRCQCFvYhIACjsRUQCQGEvIhIACnsRkQBQ2IuIBIDCXkQkABT2IiIBoLAXEQkAhb2ISAAo7EVEAkBhLyISAAp7EZEASEjYm1k/M/u9mS0ys51mtsHMXjWz7yVifyIisneJatn/EBgOTAfOAfKAbsDHZnZcgvYpIiINSEnQdp8BHnbOucgNZjYX+BL4NXB5gvYrIiJRJCTsnXPfRrltu5mtBHomYp8iItKwVuugNbMuwEBgWWvtU0REvESVcaJ5CDDgwYYeYGZjgbHhH3ea2Ypm7qsrsMe7C5E40etLEqmlr69Do91odcrqDTKzM4D/jWEn851zw6KsfzNwD/AL59wfY9hOi5jZAufckETvR4JJry9JpES9vmJt2X8IDIjhcSX1bzCzcfig/11rBL2IiOwpprB3zpUAy5u6cTO7DPgfYLJz7u6mri8iIvGRsA5aM/sx8CdgmnPuhkTtpwGPt/L+JFj0+pJESsjrK6aafZM3avYD4G/AEuA6oLrO3bucc/+K+05FRKRBiRqNcxqQDnwf+KDefV8BvRO0XxERiSIhLXsREWlf9ulZLzUhm8SLmfUysxfMbLuZ7TCzv5jZIW19XNLxmdkoM3vRzL4ys1IzW2Fm95pZblz3sy+37M3sWvxFWtOBfwL7ATcCxwBDnXOftuHhSQdhZlnAQmAX8DvAAZOALGCwc664DQ9POjgz+xhYA7wCrAOOBSbiR0Ce5JyrbnjtJuxnHw/7rsB39SZk64SfkO0155wmZJNGmdmvgQeA/s65gvBthwGrgBudcw+05fFJx2Zm3Zxz39S77XJ8I/V059zceOxnny7jOOe+dfXOZs657YAmZJOmOBf4OBL0AM651fjBB+e12VHJPqF+0Id9Ev4at5zap8M+Gk3IJs1wNPB5lNuXAEe18rFIMJwa/hq3nApc2BPDhGwi9XQBtka5fQvQuZWPRfZxZtYTuBN4yzm3IF7b7VBhb2ZnmJmLYZnXwPo3A6OBa+u+JRcRaQ/MLAffUVsJ/Cye227NKY7jQROySVvYSvQWfEMtfpEmM7NM4DXgcOBU59y6eG6/Q4W9JmSTNrIEX7ev7yhgaSsfi+yDzCwVeAEYApzpnFsc7310qDJOc7TxhGyyb3gVONHMDo/cYGa9gZPD94k0m5klAbPw08yc75z7OCH72cfH2WtCNmkxM8vGX1RVSu1FVXcBufiLqna24eFJB2dmjwDjgLuB1+vdvS5e5Zx9PewnArc3cPdXzrnerXc00pGFp0aYApyJH831NjDeOfdlWx6XdHxm9iUNfJQgcIdzbmJc9rMvh72IiHj7fM1eREQU9iIigaCwFxEJAIW9iEgAKOxFRAJAYS8iEgAKexGRAFDYi4gEwP8BhyF6edU0uIwAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "c7c577fd26954d20bd4f1cb4b4fd9a45",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 31000 loss=-0.968 val_loss=-0.6066\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "3234c3accb334109a066463dc582a2cf",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 32000 loss=-1.25 val_loss=-0.6875\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "e2c842aac57a4aa4afa7b3bba57a12a5",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 33000 loss=-0.8995 val_loss=-0.683\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "99116b50ecdf45a1bdc575d63ad39dd0",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 34000 loss=-0.9648 val_loss=-0.6648\n"
+     ]
+    },
+    {
+     "data": {
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+      "train: 40000 loss=-1.052 val_loss=-0.6977\n"
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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uvPBq+ve/nMcfp+hxI/fdB8OHl17eGHfsdOoEJ53kmjUag5wc1y8RnbIq/eRXzVp3w+Xhw27Ya7QG/847k0lNfZYOHW6mV6+/lbtuXBz07An9+rmTaSxXSomJ7iq/Q4fG20xb3Ru46jL47wL+APSx1qYWzjsN2Abca639Q2XrN7XgjzpyxA3Bi1bqsrPhlVfgtdcgP98daDfcAKNHuw9peYxxbbnRk0CbNo3rgKvO3dLR4bSxrJOQkMCmTZuqHILbWFV2/IXD8NJL8MtfQlbWFGAeUHnzYO/evdm8eTOXXXYdM2a8RjgMTz8Nixa5ZW6/3R1L5R0b8fEuqE4+2TVj1CVr3d9XUFA8ZWUVB31ubs22HwrBl1/CF18UT+UPbf0QmAwkA32r3G58vOsnOeccN/XtW/m/lc+XQ0bGBn70o/Mb1ecRqh/8dVmv/DGwOhr6ANbab4wxK4GrcSeFZqddOxg40F2qfvutG3lx88359Oy5jg8+uJAVK+CFF9zUp48bNnrBBe51tIZmrRu+d/So24bfX3wSOOEEd3XQkGL9DoSHHnqI66+/nqSkJJ5++ukq18nJyWHatGksWbKkNovb4AoK4NlnYfr0PPLyDnDeedPZtOlFsrMrD/5nn32W5cuXc+6559G6NXzxxZfExT3DHXfM4c9/9vHXv7qx/r/6lauVlt3n7t1uSkhwVwEdOrj267KhFQ4fG9wlp1jeqy3hsDvmowG/ZQts335sc0+bNu5vSkx0n4kTToD27S+lbdvNtG0bV2EwZ2e77W7aBGlpbvtbtriKGUD37u4k0K+f+9mpk/v3Sk8/yB13/ICMjMP8/e9pnHtuh6L3mqK6rPHvARZZa+8oM/9PwDhrbTkNHsWaao2/pLw82LQpxPjxF7F9+xc891wKBw705rXX4N//Lt0m264dDB7sTgLnnXfsB7mkklcDwWD9HHxpaWnMnj2bBQsWxPg0VGjZsiW5ubncd999/PGPf4x5vdTU1CZZ6y/v+MvLgzlz4IEHcgiHx9Cq1ResWLGC/fs3VqvZKxTKp1evPnz//TdMnTqHjh2n8d//7WrDbdvuwO+/kp49T+dXv/oLJ554SoVl9PlcZcSNfHFTQz6ua//+0jX5rVtd01BJ8fGueebMM4unzp2Lj/vDh/dxwgnVH96UlQWbN7tO840b3f7L9pN07AhXXAFjxsDjj/+I/ft38sADL3P66ecQCLgTRceODX8CaExNPXnAH6y195WZPwu4z1p7zNWGMWYSMAmgU6dOA1999dVq7TMzM7NRjpd/4on/Zt269fTufQaff76enJxsEhJacdZZo0lMvJMvvhjIvn3FjY0+n+XMM9MZNOgg5513iG7dsio9sOLjXdtlbRx8xpQOAmth7do1PProTAoK8o/5esvKt2U4//zzueSSS3jyySeJ9Vi7+uqrmTZtWnWL3uDKHn/WwqJFJ/P0032IRDJo1+4SIpFvmD17Nj179mTXrl0sXLiQd999l+zsbFq1asXIkSMZN24cnTt3Pmb769d/xltvLeauu35NQkIrNm5M54UX+rJtWxfgCuAjxo1bytVXB2nbtqpRQ/XPWti5M8CmTW3ZtKkdW7a05cCBYxvZO3XKpk+fo/TunUGfPkc5/fRMWrQo/661DRvW88gj93PTTbdz9dVjy10mVvn5hrS0Nmze3JYtW9yUmekGbLRsGWb48M2MG5dOhw6lPwM+n7sKb8h+uZLH3qWXXtq0gr+k5lDjj0pOTubmm28mLy+/aMQBuPH9fr+fhx5K5uSTR7F6tbs9f+PG4jHK4C43o01CAwbU79C9XbvS+NnP+pGTU3HbfEWCwSDp6elFr2Ot8Zdcrykpefzl5LgO2Keecu/97GfwwAOHCIX2lLo5qLpCIXe1+Mkn7zJz5jj69x/KhRe+xZ//vIfMzNXANcTFueNlxIgIF13kK7dp0FqLqeNqaiQCX3/tRshs2OB+HjlSepnWrUvX5M84wzXbxOq552awYMFj3Hbbo9xxxwxatYKWLSsvU0ZGbCPpIhH3Wfy//3OfS3DhPmoUTJx47CCN1q3dlUinTq4iVp8aUxv/YaC8/8L2he95QlpaGjfffHO5nZrhcD7hcD4PPzyWefNSuP76JK6/3h2U69a5g23NGjeMb/FiN/n9LvwvuMB9uE89tfbLvGtXGq+/Ppv33ltAKBRbWJcVF+fnsssmkpLiOszGjZvA888/E9O6Tf3xFllZ7mar558/AvydadNu47HHIBBojzv8j18g4B4quHdvH8BdVY0Ykc3IkaewcuU1vPOOG5K4atX7rFr1a1q1eoXhw3tz+eWu8zLajzRr1o3s2pXKnXfO5ayzzq90n9a6JqGcnGOn7GzXeVvydSjk+h5SUo4N2PbtoX9/N/Xr55pKqjv6KBBwJ4fWreGpp2YxceIIhg27qFp9X/n5ruP5yBE3lXfI+XzFZU1NdYM0li+HJUsyefvtR7n00l/w0592LfoMZmW5v/vrr134n3pq6XsCqhIOh+vtkdF1WeP/AGhhrf1hmfnLC/c7tLL1m0uNf8qUKcybN6/Sjs34eD//8R+TmDbt2G/yikTcuObVq920dWvppphu3dwJYPBg1/ZftiOuvI67svOir8Nh2L59GR9/PJZIJB9rj7+5ICEhwLx5KXTu7Nrqd+1KY8KEnjGvb4whMTGRCRMmMH369CbR5r98+XIGDhzGbbfBwoVhYAiwlv/5n7ncddfUWt1XKARLl37NiSeedkzN/eBByy9/eTG7d68EHgEeBFwN9YwzXNi++WYPsrK2c8klW4iPP5OcHPjuu9kcOPAqweA9+P3XlQr3430+UKdOLuCjAVqybT5WcXGuDyzarzV9+hTOOussrrrqKrp37358BSsjlhMBuI7m++//Od9//2dgDD5fMiNGwH/+p/ssltWmjRtZ1bGjq7RVJBKJMGTIEIYMGcLMmTMJBoPVKn9jauOfBvwe6G2t/bpwXg/ccM77rLWzK1u/uQR/rE0cwWCQTZvSOXjQHYAV/bccPlx8JfDppzUfE11aGtAPqH6zTjE/4Ofkk5Pp02cUXbpAly7uhrcXXhjN+vVvV29rTWiM/7vvfsScOUNZtsx9yMeMWcD69Y/y3nvv0q28VKih3FzXFFFeSGVmpvPmm09z4YX38cEH8bz7bpgDB5KBcbj7NtOBfwMX476WFGAM8AbwInBT4bzlwD0YM55A4FdFTSkJCW6q6PeuXV3Qn3xy7H9POBwmOzuTxMS2hTXlA0yePJpQ6ChbtmwpWm7IkCF88sknjBkzhuTk5Or8k8UseiI4dMhdcZdset2/fycPPXQTbds+ydq1A4lE3Mls6FC49lp3ZVX25ObzwYknun+P9u2PfX/lypX88Ic/pEuXLmzbtq3oCaKxakzB3xp3A1c2xTdwPQq0wd3AVen1fHMJfp/PF1Onps/nK+o4LShwB9yBA+5nRcPlCgrcqITVq93dnOGwqx3FxxdPcXGl55X9PTovFEpjxYqrSU/fXIO/NYjfP5Hc3LuB8mroacA5uEOiesreF9DY7NsHP/nJfj75pAMJCW4kz+23Q0FBLi0ra3SuoUjE1UK/+67y0TkbN67mzjsv5Mwzx3Peea8SH18c1tHJ2nQOHPg33bufRceOHUlIgH/84wleeum/uOaaX3Lnnf8LwNGjh7j33is455yLmTq1+qOyjxzZz65dqZx44imcfHIPANatW8aMGdcybNgVLFr0Fi1buhNBYmIiOTk5HDlyhLaFg+zfe+89wuEwQ4cOrXZAHo/8fDc8e9cu97qk3btdH8A//1n8XufObiTQyJHln/j8fneD3UknuSaraFPX559/zt69e7niiiuqXcZG08Zvrc0yxgwH5gDzAQO8D0yrKvSbk1i/DL7kaJD4eHdp2LGj+zCnp7tb3A8cKP2lHPHxxZfQNbFmzTJmzhx7XB244NrzR48ubqrKzHTPMdqxw/0sfp1EdvbfgbG4m5dib0qKfplNY/xi+x07XE1v3boQcXGX8cQTzzNpUnd8PoiLq7vQBxcap53mjpUdO9zwyPIGXn322TvExcUzceJELrywoq21BYaVmnPddVMYMOAC2rYt7snctu0ztm5dR1xc6fh48MFraN/+ZG6//XESE9sB8Le/zeSrr9bzi188xamnng7AwoV/4JVXnuCOOx7h3nsfpH17aNfuVO65J4dQ6FBR52xcXBwff/wx3bp1K9X0MWLEiOr8E9WY3++er9W1q3tG144dxcM+TzkFbrllLxMnduKtt+Cdd9wJ4vnn3dS7N1x8sZuirVL5+cX3WOTn59CpUwLt2kGPHufSt+r7zmpFk//O3ZIaY40/ljZ+gPHjxxPL8NVQyJ0EqmoSilVNRu1ElW3Pr4i1rtyff57G4sVz2LJlPuFwJhBbA3JjHO2TlgY//rG7Ccjvv478/IWMGzeO119/vUHKE4m4CsKePa5ZMHp8RCIRjh49SLt2ld4+E5Ps7Cy2bv2UcDjMwIGXAZCRcZgf/7g9LVoksHRpRtFJYdq0YWzY8BG///17XHLJZbRrB//614v87W9z+elPby369quCggKysrKKavWNWTjs/n2/+87y1FP38sYbT/PMM2tJSupHOOyenPqvf8GqVaXvSejWrfgk0KsX7N//HZMmDeDqq6dw662PFPXV9O9fvZFN0Ihq/OJMnz6dF198sdLg9/l8PPLIIzFtLxBwU9euxQ+7OnjQfcgjEdds42qaxT/Lmxf9+cILs0sNMa2OaPv7ggXJXHppEvn5FE0FBeW/7tABRoxw33EAczl0CMaM8eFaAisX63DQ+rJpE/zkJy78O3WCBx+8g40b2/PEE080WJl8vuKrxbw81wS1dy9kZPhqJfQBWrVqzbnnDis1LyGhNXPmfMj+/TuLQj8QgLvuegCfbxojR/YrGv3Sq9fN/OIXN5daPz4+vkmEPrjPTefOcOqphnnzcgiH80lJ+ZikpH7ExbmBFoMHuz6YdevcA+hWrXLNcS+/7KZgEDp2XMTRo4f48suvyc83RaOS6qMurhp/Pajq4WTz58/n2muvBSArK4v9+/fTo0ePeilbdcbXlzV16lTuvvvuare7R08EmZnuhDVgQDDmYaOtW7cmFAo1+IifTz+Fa66BXbv20KVLJ954w5CV1TiPP3CDAA4ccP/m2dkuXHw+18lY3s/K3ovlZ2Jiwz9apD6kp6eTlpbG6af/gB07XJ9ceZFaUODuZYg+hXTv3ug7a4AOxMefTpcurjnovPPgttvcCKxYVbfGj7W2UU4DBw601fXhhx9We536kpqaaqdOnWqDwaD1+Xw2GAzaqVOn2tTU1KJlIpGInThxom3btq395z//WS/lMsZYXHW72lNtmTx58nGVw+/320AgYJcuXVprZYnFRx9Z26GDtbDe+nwn2qlTH7bWNu7jT+pHbm7Efv+9tZ9/bu3y5dZ++OGx0wcfWLtggbXTp1t7xRXWdutmrTHWulOGm95+u3r7LXnsAetsFfmqpp56kpSUxNy5cyvtnMzLy+Po0aPk5eXRpUuXOi/ToUOHYu58LqtvLfZCTZ8+nWeeie3mrpKiV1Bjx46ttxE/S5fCjTe6/pVu3b5m587DfPvtWgpq80ll0iStWbOGadOm8corr9C//2mEw+6egOhjo6NDr99882n69buE0aP7M3q0m5ed7ZqCtm93rwcMqOPCVnVmaKipudX4YxWJROymTZtKzcvIyKj1/cyaNcsGAgE7duxY6/f7q13bfv/992u1PDW58gBs3759S1091YXXX7e2dWtXIzv/fGt377b2/ffft7m5udba5nH8yfEbNmyYBew999xTan44HLbWWpuba+22bek2Li7Otm7dxr711v5yrwgOHqz+vqtb428kX9UgUcaYUl8M/d5773HaaafV+jcAHTx4kFAoRI8ePfBXdkthOR5++GGGl/0WkBqq6cP1Nm3aRL9+/Vi2bFktlai0F15wz2fJyvqQCy/8mmXL3Bjt4cOH08ILjdlSpTfffJP77ruPWbNmAfDtt98ycOBABg8eDLg+j549g5xzzjk88shMrrrqJAYOdM8o6tHDHU/t2tXTc36qOjM01OTVGn9Zt9xyiwXsb37zmxptZ//+/farrwiJCksAAAm1SURBVL4q+j0jI8N+9NFH1lprly5dagOBQJU1/759+9Z6TT9q8uTJx3XlUXYKBAK1XvN/6ilr4+OthY+tz9fSduvW3e7du/eY5Zrj8SfHLxQK2fj4eOv3+20oFCqa//3339f6vqpb42/wgK9oUvA74XDYvvzyy7agoKBoXiQSqdY2Vq9ebdu3b28HDhxYajslxdL5XJdSU1NtIBCocfD7/X47derUWilTJGLtrFnW+nzuk3LddUft4MHn28mTJxddvpfUHI8/qZm1a9fao0eP1vl+FPzNXGZmph06dGjRqJ/U1FQ7efJk26ZNG2uMsW3atLGTJ08uFdgZGRm2a9eudsSIEfbAgQMNVfQqxXrlUdUUDAZrXJZIxNp77rFFoyymTrU2P9/9+1d04vXC8SeNk4K/mfv9739vAXv22WfbJUuWlBuUfr/ftmjRwi5ZsqRovZ07d1b7SqEhlL3ySExMtPHx8dUKfp/PV6MyFBRYO2lSNPRftBdd9KAtp4J/DC8cf9I4qXO3mbv77rt57LHHePLJJxk/fjyhUOiYu4Lz8/PJy8tjzJgxpKWlAdC5c+c6/+KN2hAd9pqenk44HCYjI4PFixcTCARi3kZcXCIHDx7f/gsKYMIE+MtfwJjviIv7GStXPsrKlR8f3wZFGiEFfxPj8/m4//77WbJkSZXP/4lEIsyZM6eeSlZ3Ro0aRUpKSsz3DuTnD+eii+DDD6u3n9xc9wiGV191D+Z65pluLFjwEr/73e+4+OKLj6PkIo2Tgr+JWrBgQZXBX1BQwPz58+upRHUrKSmJt956K6aaf2LiJWzdCldeCffff+wXaJcnM9Mt//bb0LLlEV56Ce64A66//nruueeeWvgLRBoPBX8TFevXEzb1rzEsKSkpieTkZAKBwDH3Hvj9fgKBADNmzOCzz+5m1CgX+I8/bjnvvDRuuGEKwWAQn89HMBhkypQpRc1ghw/D8OGwfLmlRYuHadPmHM4//5uG+BNF6oWCv4mK9Yanmt4Y1dhEm30mTZpUKsgnTZpESkoKjz76KL16waJF8NBDOzGmJykpfXn11XlkZGRgrSUjI4Nnn32Wnj17YoyPk04K8umnUwgGv6RPn3c5dOh7qvuAQJGmRM/qaaImTJhQ5XP+/X4/EydOrMdS1Y9Ynnvk98M33zxA4bd+HsMNfgCwRCIZwDzy8l7koYdeonXrGVx55ZW1X3CRRkI1/iZq+vTpVT5qwe/3c/fdd9dTiRqfVq1a4fPFeojnk5MT4qabbqJXr151Wi6Rhqbgb6Jiae9OTk5utN9RWx9eeeUVIpHYvt0rKvoVjyLNmYK/CauqvXvUqFENXcQGdTwd2/n5+c1mJJRIRdTG38TF0t7tVcf7XQPNaSSUSHlU45dma8KECdV+5DQ0v5FQImUp+KXZiqUDvKzmOhJKpCQFvzRblXWAV8TrI6HEGxT80qyV7QCPPqiu7APrNBJKvETBL81eySd+RiIRUlNTmTJlikZCiWdpVI94jkZCidepxi8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxmDoJfmNMb2PMU8aYFGNMpjFmtzFmsTGmf13sT0REYldXNf7LgUuBF4GrgClAB2C1MWZgHe1TRERiEF9H230V+KO11kZnGGM+AL4F7gJuqqP9iohIFeok+K21B8qZl26M+QroXBf7FBGR2NRb564xpj3QF/iivvYpIiLHqqumnvI8DRjgfypawBgzCZhU+GumMWZrNfdxEnDM1YZIPdHxJw2l5LHXvaqFTYlm+IoXMmYE8G4MO//IWjusnPX/C/gtcJu19vkYtnNcjDHrrLWD6mr7IpXR8ScNpbrHXqw1/lXAmTEsFyqnQD/Hhf6Mugx9ERGJTUzBb60NAV9Wd+PGmInAn4DZ1trHqru+iIjUvjrr3DXGXAO8AMyz1v6qrvZTxl/qaT8i5dHxJw2lWsdeTG381WWMuQR4B9gM/BKIlHg711r771rfqYiIxKSuRvUMB1oCPwBWlnlvO9CjjvYrIiJVqJMav4iINF7N8umcekic1BdjTFdjTLIxJt0Yc9QY84YxpltDl0uaN2PMWGPM340x240x2caYrcaYx40xbWJavznW+I0xv8DdCPYi8BnQDrgXOBf4obV2fQMWT5oJY0wA2ADkAjMAC8wCAkA/a21WAxZPmjFjzGrgO2ARsBMYAMzEjb4cYq2NVLx28w3+k4CDZR4S1xb3kLgl1lo9JE5qzBhzF/AHoI+1NrVw3mnANuBea+0fGrJ80nwZYzpYa/eXmXcTrrJ7mbX2g8rWb5ZNPdbaA7bMGc1amw7oIXFSm34MrI6GPoC19hvcgIarG6xU0uyVDf1Cnxb+rDLjmmXwl0cPiZM6cDawqZz5m4Gz6rksIkMLf1aZcZ4JfmJ4SJxINbUHDpcz/xBwQj2XRTzMGNMZeAR4z1q7rqrlm0TwG2NGGGNsDNPyCtb/L+BG4BclL8tFRJo6Y0wirpO3ALg1lnXq87HMNaGHxEljdJjya/YVXQmI1CpjTCtgCXA6MNRauzOW9ZpE8OshcdJIbca185d1FrClnssiHmOM8QPJwCBgpLV2Y6zrNommnuPRQA+JE29ZDFxgjDk9OsMY0wO4qPA9kTphjPEBL+Mej/MTa+3qaq3fTMfx6yFxUueMMa1xN3BlU3wD16NAG9wNXJkNWDxpxowxzwA/Bx4D/lHm7Z1VNfk01+CfCTxUwdvbrbU96q800pwVPp5hDjASN2rsfWCatfbbhiyXNG/GmG+p+CsWH7bWzqx0/eYY/CIiUrFm28YvIiLlU/CLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jH/H76yzJBlDtAUAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "edba0c7c395142c88a301aa6aa0930ec",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 41000 loss=-1.091 val_loss=-0.6033\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "2935726aa47d4bcfb7dc7aa1530a8e2f",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 42000 loss=-0.7134 val_loss=-0.7348\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "01d1cc29deb7479b8f4fd7d398db2276",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 43000 loss=-0.6431 val_loss=-0.8281\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "f03920f0ddd047c381989d31a93a7e2a",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 44000 loss=-0.5605 val_loss=-0.635\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "d8aa9d48051d40bdb59c934496849776",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
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+      "\n",
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+     ]
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+     ]
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+      "train: 50000 loss=-0.04494 val_loss=-0.8216\n"
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "163d7b654bbd4f7f8fa3b61aa38d8c87",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 51000 loss=-0.9069 val_loss=-0.7673\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "bd9137b084c54348a6b4d044ced5a306",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 52000 loss=-0.7994 val_loss=-0.7729\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "dce3d22d81ea43efa4cee8f96879ab0a",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 53000 loss=-0.977 val_loss=-0.7795\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "5b38fc971cd844789d78c6e39dd42cb3",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 54000 loss=-0.8084 val_loss=-0.7531\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "78bb35ffb2b24e5e96d955b3fbfd7a52",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
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+      "\n",
+      "train: 60000 loss=-0.493 val_loss=-0.7668\n"
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "2aab7b1f674342d1b9930bd8e2384be5",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 61000 loss=-0.5046 val_loss=-0.8221\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "ba7212db8b334f829dccdcdadd60478d",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 62000 loss=-0.8124 val_loss=-0.9525\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "7707e3b1c2b74947977e65d7b4aa3dca",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 63000 loss=-1.117 val_loss=-0.8664\n"
+     ]
+    },
+    {
+     "data": {
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "648e59c28c6146e9a223590682a1da88",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 71000 loss=-1.166 val_loss=-0.7812\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "f61cda1d50cf46788dfd0af39f9c5bb2",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 72000 loss=-0.9502 val_loss=-0.8054\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "834acdf6d32648268c3ed4b17125551c",
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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zCy4bH38zS5fOZsSIG7j33pcq9DgaNHDtcy1aQMOGFbrpClGdBnDdBHQGullrt+cdUCLwHfBb4Ikw7rtSGQM//3ksixbN4tChWezY4U7QgH37YMECeP999/jwQxg92o0XiI6G3Fx3+f7jj9C5M1T3sSQlNU4WN2gtlHWuuuoqNm3aVKsHulkL3bpNYt26kgcH1qnjp2XL9uzc+QxwiPnzL+Oyy1zwBKSmwldfufOlc2fXM60mstaFeOFgD4R7qGXTwYOv5t///oQJE+487b2cHPc/tns3NG3qClqNG4fe0SItDY4ezeS99zZwySUD6NwZoqLK8ENWM+EM/v8EVgdCH8Ba+70xZiUwmloU/MGaN3clg717YedOV3fYsmUWV1yxjkmTfsH8+fDee7B4MXz2GcTFubEDxrjL+W3b3AdFly7VtyQXauPkX/7yF6655hpiY2N56qmnSl0nMzOTadOmsWzZsoo83GojM/Mkd955iHXrpgMvU1Lw163r5667ZrN+/Qq+/PICNm2CJ57YxllnPcstt8QX6GFy4IDr9RMb6zoiVHepqXDsmHsEgr4iKh769h3Ciy9uxueLYM8eVx0WeHz77elXCA0auC7c7dq5R/DzRo0KfigkJx/mt7/9GSkpR1mwIInDh1vQqpW7Ss8bFlCjhDP4ewBLinh9MzA+jPutcsa4k6dVK9i6NZ2xYy9k166tvPBCInfd1ZUxY+Bvf4PNm+Ghh2D5cvj979064Ootv/rKrR8bWz1KcklJScycOZP58+eHVE2RlZVFQkICCxYs4N577w2xQRPefvttkpKSal2pPy0tk549x7Jz51bgMyZMSGDZspKrvfr3v4ju3S9i+HC4/vosVq++AvieNm06MW7ctFPr/PTTD9x99+WcdVZnHn74H1x0UZtqcc4EpKXlB/2xY67xtSIdPfoTOTktWbMGVq+O4Ouv3YdLYYGgPnbM9Y5KSwueoqWgBg3cVUG7dm5cz8UXN6Njxx4cPLiHI0cO0LhxCw4ccFfpbdpAhw5uQGhNEc7gbwocLeL1I0CTolYwxkwFpgK0atWKFStWlGmHqampZV6nMsTGtubYsb08++yNfP31ejIzM6hfP5KePUezY8efWbfuXKZMyWX8+F2MHfsDdeu6mUFTU11DXt26VRv+a9asOXV/gsK3tyzJiRMnueCCn5OZmVumAWzTp09n2rRppS9YzZR0/s2e3ZSdOw8Cx7nmmvX89reNuPLKf7Bo0SI+/PBDMjIyiIyMZPjw4YwfP57IyEg2b15BZqarDhw/vgOvvjqHevWepn//HqSmruCnn36kXr16REVF0bChn1Wr3mbbtvfJyOhIvXpQp4pG6eTmuqqVwCMczYjWQlJSNEuXfsOKFTdi7WNA/jnTpMkJzjknhXPOSaFLF/do3DirwPrHj/vZvz+Sffvcwz2PYt++SNLS6vDtt+5K4eOPoWHDLC688HEmTUqjZcvDpKauOLWtlBS3nN9fdeFf1uwLZ+PuSeAJa+29hV5/GLjXWlviaVmTGndLk5CQwA033HBa6S4iwk+dOn569kxg/XrXqNm2LUybBv0LNc1ERrrSf/PmlXnkoc1+WpyoqBjeeScZgF/+Mob09FDum+AaP5OTk8u8v6pW1Pl34oSrzps7F+AIv//9AeLju4dct3zsmOtlkpUFt9/uqgIHDYJf/vJDHnhgPOefP4iHH36LI0cOsGXLai6+eMypdZs1y+Xcc30UNWu5tRZTzpGEOTmucBL8SEtzwV/RsrJcV9bNm/MnVjx8GFy/kUeIiHiIAQPuY8AAN96mVasz35e1kJzMqeqi995z+w645BL3t2jW7PR1/X5X+m/btnIHalanxt2jFF2yL+5KoFZKSkrihhtuKDI4c3KyyMnJYvPmcdx3XyLz5sWyaxfcdZer94+Lyw/6jAx3sjdt6ur/w9mwlJSUxGOPzeS11+aTmhpaWBcWEeFn+PDJp74fNmwSS5c+G9K6KSmpZGdXXYm1ouzff4yrrnqD1at/g88Hf/1rU6ZPb1qmQGjc2P2t09Phvvtg6lT49FOIiuoGgDGGEycyaNasTYHQX7/+n/zjH/fwwAOvMmxY19MKDBMnTmT79u3MmjWLAQMGlHocJ06cHvLh7IacnOxCPhD027YV7NIK7n9j4MCHadVqGKNHX0iDBhWzb2Pc771xYzdF+1VXuRL9O++4jhmffZbKypUPccUVtzJlSnsaN85fN/ABtXevG/PTtGno+83Jyam0KaPD+a+1GVfPX1h3YEsY91uthNoQunFjPM8/P4uEBHj5ZfjkEzdwZ8oU+NWv8rt5HjniBn8Fun+WJxytdf/Qwb0oPvhgOX/4w7i8ap0zr4w1xk9k5B28+KLbR3r6dCC04Lc2l7p1fTRoEM3kyZOYPn16javzP348h549R3DkyJcYk8nMmbfw+9+fWSmwTRtX5de2Ldx/v3ssX342I0Z8xV13dSIiouBGrbW89NJf+Pbb9XzwwWu0bn0/rVu7AkPgfFm1ahW7du0iJqgHwcyZM1m4cCG33XYXI0ZcXSDkK7pePlhuruttEwj5zZuLHqR29tnQowfs2xdHr17dueKKK2nTpgMwuMTt16njPiSaN4cmTdz5mJaWf4WSmnp6w28wY9zcXd26wXXXwbRpd3LgwHMsW5bEhx8mMGYMTJjgGoQDMjLcOJ02bdyVemn/p7m5uVx44YUMHDiQGTNmFPi7hEM4q3qmAf8LdLXW7sh7rSOuO+e91tqZJa1fW6p6ytJnO1AtcuCAG7TzxRfuvXPOgT/8Ac49t+A6fr+bu6VNm+IDJbirXOFHZmbBy/K9e5O48cbeZGaWvVon6KjyHglA4T75o4B3yrS1OnX81K1bM/r4B86/48fdDK9LlswHHuLBBz/kvvvOPuNL/6wsWLUq/2+1ahX8+c+ux9iAAfDHPxYMHYDU1GQWL36KiRPvJSKiDjk5OXzxRQK//e14Wrb0kZyczLp1/6Zv34vJyIggNRVuvnksn3zyJvfe+zIjRlwPwNdfr2D27LsYMmRCkd0kz0ROjitBr1/vgn7LFldPDjm4QWuNqFcPunQ5xIEDo/D5jvP881tO/Yy33jqQzZtXccklY3nggYQi9+H3u6Bv0cKFfWm/++zs0z8M0tKKnhX14ME93H//9fj9/8OmTf0AVxU7ZgxcffXpf4t69dyHRkml/5UrV3LRRRfRrl07vvvuu1MziIaqrFU94Qz+BrgBXBnkD+B6CGiIG8BVYmtfbQl+n89HKL9jY3x8/HHBs+zzz2HWLNdzwBi48kq46SbX2BcsOjp/8q6iwj2UP/HevUncd99odu7cHOqPdpqIiBhat55Mly530LRpLPXru5M+8DUjI4m5c3uRnV32OoLIyCgSExPp0qX6lvxXrFjB+ecPZtIkePddFz7x8SeIi6tX7vrebdtcgSBg3TrXI+z4cRcod97pphIpzpYtq7nlll8wZMgE/vd/F5KVdXpVTWpqMtu3/5sOHbrTpElLAF599XGef/6PjBlzG7ff/iQAx48f4e67R9Cr18XccktovbIPH3ZXqmvXwpdfHiQ1dTvQBugIQEzMclJTr6JDhxHcffdbdOkCxuRwxRXRnDyZybJlx4iOdom6fv1H5OTk0KfPIOrWzQ9In88FfZs2p3fHPFNpaa7a5sCBotsutm6Fl15yI34h/wNg/HgKVAFB6aX/r7/+mh9//JERI0aU+TirTR2/tTbNGDMUiAfmAQb4JzCttNCvTUK9GXzDhtH07Om6lp044V676CLo1w9eeQUWLYKlS92w8ptvhmHD8k/s1FQ39cOZWrNmOTNmjDvjkn5EhJ9Ro6YybVppN52PpXPnN5gxo+xVSSdPZvHHP8bz4ouzTvvgqy5++OFHxo69lCNH5lKvXgeeeQZ+/evyhz5A+/YFg79/f3juOXjsMVel8Kc/ubvL/e53p5c4Adau/YCIiDoMHz6Z48eL3kd0dCP69Blc4LXRo+Po3v3nNGqUP3Lsu+++4ptv1hERUTA+7r9/DE2btuammx6jbt3GbNoEc+fO4Pvv15Oe/nfceE5wQ3gep1u3B7n66vvp2ROOHz+Lm27KpGHDI0FXthE8+eS/aNnybBo0yK/66NdvWIH91q+fP5tuRfd+a9DAjY7u0MFVP+3bV/AD4Lzz4J57fmT//la8/LL7YHv1VXjzTVdFe911+QW1/ftdVW3XrvkNw5mZmadK93369KnYgy9Bjb/nbrDqWOKPi4tjzpw5pdbzT5gwgYULF5Kd7epz9+8v+P7337u+/4mJ7vu+fV3vn7PLOfPRjh1J3Hxzb06ePPPqnfr1o5gzJ5G2bUMrje/dm8SiRfF8+KGb3sLa0LqBREXF8O67ycTG5o95qC7274fevX/FoUNLiIgYz9y5rzN5csX27EhMPH1iv5wceOMNmDPHVQnFxLiCwYgRBfedm5vL8eOHady4BeWVkZHGN9+sJScnh379LgXgwIGjXHttUyIi6tOvXwqJiXXy6s0HA5/i939Ev36XcsEFcOLEy3z66Swuv/zX/OpXcXk/RzYZGWmnSvWhaNLEtXtU5lTngUGWR464tpTnnrubN998imef/ZLY2N5s2QLz5sHq1fnHOHUqXHaZuyIJaNYM6tXbzS9+0Ze4uDgefPDBcvWyqjZVPeVVW4I/lO6QPp+PrVu30rVr11OvHTvmupIFX45b66Z8mD3b9XqoUweuuQYmTSq5/3BGhiup7NmT/3XvXvc4dCiOUO4tXJSICDfYaMaMBAYMyK9/NyZ/7IHfX/Br8POTJ13dbqdOoVWHgeGTT9yHxNlnu2kKqoNdu1zJbuXKZOrUuYdnnnmcG29sXOFhlJrq6sWL+lXt3u0KBv/+t/u+d2/XLtShQ8UeA7gPm++/d3XzW7e6x65dJ4EvgD24+1W7v0/79h/SqVMaI0deSMuW5fvQMcZ9sAUaaoPuqVLpDh92I/MfeeQ2lix5hltvfZIxY2459f62bfD0064NA6B7d9cFtFu3/G0sXvwUTz55O1dfPZGFCxeU63xR8Fez4IfSJyebN28eV111FQBpaWkcPHiQjh07kpvr/sH27Cn4z56cDM8/77qXgbvEvfVWaNkyP9AD4b5vnxvOX7wYQrmRTFHGjr2FqVPvoHdvV58fCPay9jQKtQEcwO9vQHZ2OpGR0YwePYmHHqraHj+rVh1g2rRWfPmlITo6ixde8DN+fPhKoN99R4FZXoNZCx995O4ffeyY+ztMmOAKBuWZVuDQIRfugaD/5pvTe8H4/a4TwnnnuZDr1avgvEJnyudzbRjNmrmwL2pMQlXauTOZlSuTaNv2Z6e9F/h7zJ7trhCMgSuugBtvzK//37JlDY0bt+DsszufGnTXpUvZJ4JT8FfD4AdX8o+Pj2fevHmkpqYSHR3N5MmTueOOO04Fl7WWG264gaVLl/Laa6+dauRJSXH/bIUHv27a5G4Ov2NHyfsO3Eymbdv8R7t27ut114Va2j5dRZ07cXFxzJ49u8zbi4hwPX7eeKNqevy88cZXTJhwGTk5t9Oo0Z955JF1xMX1D2u1Q3a2a0gs3Kc9WEqKKxgEpjxq08ZVC/7Hf5S+/RMnXI+b4KD/6afTlzvrLBfygaCvyKlF/P78oG/SpGbMWHv0qLvyO3r09IFxaWmu+ichwV0tRUfDtde6RuCirlp69y5b/39Q8Ffb4A/FiRMnmDBhAh988AFr164tcLs4a93l/K5dBRuXsrNdQ9Ibb7hSXfBkU4GAb9Gi6H+e48ePcO21HUMeURusZ8+ebCxPi3KQpKSkMt0lqbDIyCg2bkys1JL/hg3wn/+ZwO7dE/D7R/J///cWzZp9XinnX3Ky239pI2Q3b4YnnsgvGAwa5HqFBaYEt9ZdGQYCfssWt2zhLowNGriuxIGQP++803uslFdkZH4VTkxMzbw96Zo1a7jttmk89tir+P2dTvv77N7tummvW/cUcAlNmpzPmDGut17w71PB77HgB1eK3rJlS4HQD1whgBvB+c037p+/PObPf4QFCx5lwIAr+PzzJWUerPXPf/6ToUOHlu8ggoTa7bU4Xbv25N133wp7+FvrJtC74QYXrDExH/PiixcxZkxdPv208s6/n35yQV2a7PfH4NoAAAy3SURBVGxXKHjpJVc94/PB4MHu6nHr1kD/+Xw+nxsYGAj47t1de0o4bjfbsGF+2FfUqNuqNGTIEFasWMFdd93Fo4/+N3v3up5AJ0/mnppNNTX1OKNHNwWiyM3dAbgh1W3burD3+93XRx+FCy4Ifd/VpjunnBljTIHQ/+ijj7j22mt58cUXGTVqFFFR0KePq7svqnQWquTkw2RmptO6dUf8fn+Zgv+BBx6o0NCH0Lu9FufbbzfRq1fvsFb7WAtPP/0J8fEd2LGjMy1bwksvDeXyyyu/hNqyZf5AqJI+LwP1/IMHu/D/4AM36VhA06Yu3ANB361b+BpNfT5XdROYurw6zSBaERYvXsxf//pXHnjgAerUAWt3cvvtY8nKMjzzzLq8ap4YOnfuxfDhk4mNbc6iRa7BPtA2F3BnxYyVK5aCv5pbsGABhw4dYu3atYwaNQpwIRPoxvbtt6Hduzcl5RDZ2Ufp1u0cIiPh8ccfZMqUXzFs2CV89NHQIhufC+vZsyd///vfKzz0ASZNmhRSt9eSZGSkM3bsuLBU++TmwjPPfM7tt4/E2ta0bPkl8+a1ZPjwqquWaNPGlRC3bSv+nrEBrVrBPffAxIluYGDr1i7sW7YM7/HXrevO02bNak59/Zlq3Lgxjz322KnvW7VqxcaNiRhjOP/8DA4ejGTvXnj88Xdp1szdOKFfP9cN94cf3NVXdrb73/7Z6W3FFUpVPdVcbm4uCxcuZMKECacmcCo8s+KPP7qJoXJzXWktMtJN7BV4vnHjGkaPvoJOnTqxZs2aIieCCqXxOZzKMwtosIgIP9dfP5W5c0sbTBa6nBxYsQKmTElh9+7hNGjwM958cxbDh/sKhGZVnX/p6a7aKa3Em5lWDmPyb1PYrFn1vZlQZVm7di3nnnsuDfO66Zw86er69+8v/mq9Mur4w3qzdSk/n8/HxIkTT4V1WloaQ4YM4f333wdcYD7wQBwjR8YwaJCPoUNjePrpOHJzk2jd2o3i7NOnBw0aNKBJkyYcO3asyP3ExsYya9YskpOTycnJITk5mVmzZlVag2lsbCwJCQlERUXhL0efvZycLF5/fV4pXVhDl5XlZmScMgV2725I+/b/ZOnSp08L/aoUFeVKiB06VH6J2hhXV9++vevCeeGFblRxp04KfYALLrjgVOiDuwLq0sVNr9GlS9W1baiqp4aZPXs2n376KYcOHSIrK4sJEyYUqKJJSUlhzpw5vPDCC7zxxhuMGjWK6OhoVq1axVlnnVXuOdjDaeTIkSQmJha48oiKiiIzM5Ps0uoygqSlpbJli5tSt6wlp2AnT8I997zCnDnbSU19kM6dYe7cBlxySfXrdRIR4cL2rLPc2I/g6R0qUiDoA9MWN2pUu6tvwqVOnfzbPAYmUczJyf/9hn3/4d+FVKQ77riDEydO0Ldv3xJvXg4wduxYtmzZQmxsLG0DffiqucCVx6xZ+VU1gQFwoVcDRfPqq64+u3fvM+t6mJkJr7yym7/97UYgi3bthvPyyxdz4YXVL/SD1avnul62a+eq/4q5wAuZz5cf9I0aKejDoX79yr9vr6p6ahifz8ef/vQnli1bVmpDaG5uLvHx8ZV0ZOETuBLo2bNniGsM5bnn3Pw1iYkUOylZcdLS3IR49913NvAKLVr8NwsXXszAgdU79INFR7veX716le2mPT6fC/kOHeD8891EgX37uquJpk0V+rWFgr+GCuXm5dnZ2cybN6+Sjii8YmNjeeutt4gKIcWGDbsEn8+Nlvzb3yj25ttFSUmBBQuOcfPNcPAg9Ox5DUuW3MUvfhGevuzh1qyZ6w9+zjlFd58MBH3Hju6D4qKL3NdOnVwvnJr4M0vpVNVTQ4V68/Ky3OS8ugs0AJc079FvfvMHxo69g0GD4MEHYfFiy+HDO2jSZCYffzz/VI+lSZNOv7PX0aOWKVMeZMmSOVj7GX36dGL2bBecNTkAA91/27Rx8+4cOuQaFRs3dtU4NflnkzOjP3kNFR3ipPShLldTBKp9pk6dSkxMDD6fj5iYGKZOnUpiYiJPPvkQPXq46QnuuWcP0IXPPuvJkiVzSElJwVpLSkoKs2fPpkuXLqfWnzIljlmztrFs2YdYu4/Ondfx3HM1P/SD+Xyu33737q4qp1Gj2vOzSdnoz15DTZo0qdRuj36/n8mTJ5e4TE1UWtfT5s1dvfT69f8F7AAyKTztdGD8SuCD4JVX5vDnP/cnJ+cOzj33HRYuHE///gpGqZ10WtdQ06dPDyn477jjjko6ouolOhrato3EmNBOcTdlRTo+3/U8/vg59Oun0JfaS6d2DVXSgCe/309UVBQJCQlVOld9VXvttVdDvrtXgM+XxQcfxCv0pVbT6V2DlVbfXRVz1FcnZ9KwnZ2dxfz5taMnlEhx1KunhitqwJM4ZzrjZ23qCSVSFJX4pdYKpQG8KLWtJ5RIYQp+qbVCaQAvrLb2hBIJpuCXWutMZvz0ck8o8Q4Fv9RqhRvAA7OTFp6lVD2hxEsU/FLrBQ/4ys3NZfv27cTFxaknlHiWevWI56gnlHidSvwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERjwlL8Btjuhpj/m6MSTTGpBpj9htjlhpjzg/H/kREJHThKvFfBgwBXgauBOKAFsBqY0y/MO1TRERCUCdM210IPG2ttYEXjDEfAzuB3wPXh2m/IiJSirAEv7X2UBGvJRtjvgXahmOfIiISmkpr3DXGNAV6Alsra58iInK6cFX1FOUpwAB/K24BY8xUYGret6nGmG/KuI/mwGlXGyKVROefVJXgc69DaQuboGr44hcyZhjwYQg7/9RaO7iI9f8IPAr8xlo7N4TtnBFjzDprbf9wbV+kJDr/pKqU9dwLtcT/BXBeCMulF3FAv8OF/n3hDH0REQlNSMFvrU0HtpV148aYycAzwExr7SNlXV9ERCpe2Bp3jTFjgBeBOdbaO8O1n0L+UUn7ESmKzj+pKmU690Kq4y8rY8wlwAfAZuA2IDfo7RPW2n9X+E5FRCQk4erVMxSoB/wMWFnovV1AxzDtV0REShGWEr+IiFRftXJ2Tk0SJ5XFGNPeGJNgjEk2xhw3xrxpjDm7qo9LajdjzDhjzBvGmF3GmAxjzDfGmMeMMQ1DWr82lviNMbfiBoK9DHwFNAbuBvoAF1lr11fh4UktYYyJAjYAJ4D7AAs8DEQBva21aVV4eFKLGWNWA7uBJcAeoC8wA9f7cqC1Nrf4tWtv8DcHDheaJK4RbpK4ZdZaTRIn5WaM+T3wBNDNWrs977VOwHfA3dbaJ6ry+KT2Msa0sNYeLPTa9bjC7qXW2o9LWr9WVvVYaw/ZQp9o1tpkQJPESUX6T2B1IPQBrLXf4zo0jK6yo5Jar3Do51mb97XUjKuVwV8UTRInYdAD2FTE65uB7pV8LCKD8r6WmnGeCX5CmCROpIyaAkeLeP0I0KSSj0U8zBjTFngQ+Mhau6605WtE8BtjhhljbAiPFcWs/0dgInBr8GW5iEhNZ4yJxjXyZgO/DmWdypyWuTw0SZxUR0cpumRf3JWASIUyxkQCy4DOwCBr7Z5Q1qsRwa9J4qSa2oyr5y+sO7Clko9FPMYY4wcSgP7AcGvtxlDXrRFVPWeiiiaJE29ZCvzcGNM58IIxpiNwYd57ImFhjPEBC3DT4/zKWru6TOvX0n78miROws4Y0wA3gCuD/AFcDwENcQO4Uqvw8KQWM8Y8C/wOeAR4u9Dbe0qr8qmtwT8D+Esxb++y1nasvKOR2ixveoZ4YDiu19g/gWnW2p1VeVxSuxljdlL8LRYfsNbOKHH92hj8IiJSvFpbxy8iIkVT8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMf8fLcjamYWtnqUAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "470086f7b4e44bec813b289266215589",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 81000 loss=-1.382 val_loss=-1.003\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "718ee398f5c249f99830be8ee129196c",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 91000 loss=-0.8692 val_loss=-0.879\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "5ff8f1b209bc4499bec47a2dd0f851d8",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 92000 loss=-1.07 val_loss=-0.9615\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "8934785eb2264a1e83fa151160d105e1",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 93000 loss=-1.239 val_loss=-1.093\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "feea71a950ff4b5c9ecb3d57a38c1090",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 94000 loss=-1.212 val_loss=-1.049\n"
+     ]
+    },
+    {
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+     "metadata": {},
+     "output_type": "display_data"
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+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 95000 loss=-1.2 val_loss=-0.9322\n"
+     ]
+    },
+    {
+     "data": {
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+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 96000 loss=-0.3922 val_loss=-1.086\n"
+     ]
+    },
+    {
+     "data": {
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+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 97000 loss=-1.015 val_loss=-1.165\n"
+     ]
+    },
+    {
+     "data": {
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+      "text/plain": [
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+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 98000 loss=-0.2694 val_loss=-0.9911\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
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+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 99000 loss=-1.004 val_loss=-0.9867\n",
+      "\n"
+     ]
+    },
+    {
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+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "val loss (n=300) tensor(-0.3182, device='cuda:0', grad_fn=<MeanBackward0>)\n"
+     ]
+    },
+    {
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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9Kyry4bRjR2TP33NT8M6de9G5c69yj2dl+XCfM8ePrCnVtatvzz7xxNqPpinVurW/xn77RT8k+/TpwyuvvML69ev5yU8OA/y9du3ybfTbtvn+haqauuLi/IfZgAFw5ZW+bf/hh2HFCv9BMHIkXHhh2Yfc+vX+w7Zv32BtsKKwF6lnq1dHvlZNUVEh1157OieccD4nnzwGM8M5X0NduNAfa9eWPb9NGxg61Ad8XZtp4uN9Lb5Tp9jPVi3dG7fUsmXLMDP69etH167+XF5e2Rr527f732HFmbwJCb6Z6sgj/Xj9l16CZ5+F+fNh4kQ/nBT8h0hBARx8cHCWXwjIjynSOGzdWr72vS8LFvyLDz/8D6tXf0abNmfzwQdpLFzo26BLpaXBMcf4kBswoO6zSVu08J2c7ds3zMzUjRs3ctppp7FlyxbeeustBg4cuLtc7dr5A3yzzPLl3/LRR6vo3HkQ4bDfOvHZZ//M8uXvc/rpGZx44jAmT/ajkK65xv+OfvMbP/lq61b45BPo3z8YHbcKe5F6UlRUfjRMJI4/fiRff53L229355pryhrJ27b168gMHuxHqkSjdhoOQ7duvgOzIZs3UlNTGTRoEOvWraNv374A5OTk0LZtW1q2bMnGjRsB/zOPHn0yn332GR988BHdug1g40YoLi7knXdeol+/oxg1ahiPPAJPPbWVZ5/dxNy5B7BiBdxzj//GkpPj5xkceqhfbK05U9iL1JPMzMhH3oBvq54+3XjttV9RXOxHvJxyig/4aLY3x8X59v2uXRvHGjPJycn885//JDs7e/dG54WFheTn55NfoeH+8MMPJyUlheLifNq3999GbrxxLF27tqF371MA/6HQtu0/yc8fR6tWl7N+/d+44gq4+27febtrlx+eecghzXvTFIW9SD344QffMRiJwkK45ZZ7+fjj0ezc2Z5QCM49Fy66KLphFAr5Wny3bnuPlmlooVCIlnvMhGrZsiW7du2isMIU4yeeeGKv13br1ombbrqc7dv9N6mdO2Hnzu2kpLTkwgsHsnChD/ff/nYlhx/+ACNG/JL+/QezdCkMHFi30UqNmcJeJMYKC/1koEgsXgx33fUMmzZdBTzIwIGfc8UVYXr0iF554uJ8yDel9WPMjBYtWtCiqoXvK5Ge7pdeWLMGzjvvas4557c4V8xpp8Edd8DChS+wcOGD5ORkc++9g8nPZ3fgN4ZvONEWoIFHIg1j1ao9N/eo2iuvwNVXw6ZNPyMh4XiGD7+Wv/wlekEfDvtJRUcd5WfPNpWgr4tQyP+sAwZAq1YJJCQkkpAAN98MgwefDlzLp59exJw5/vmZmWu5/voHKCoqrva6TZFq9iIxtHmzX59lX159FaaULBNz4YVdGDVqDi1aWFTGtLdo4dvjO3ZsnjXWSKSnw+GH+1p+Vpb/Pdx668E8+uidPPcc3HknbN/uePfdX7N48RxycjYxdeptDV3sqFLNXiRGCgoia7557TW49958YAbjxzvGjoXExFC5FSFrIyHBzxQ94gjfZBPUoC9VWssvnX9g5iddZWT42cd//avRseMV9Ox5MEOHToi4j6WpUNiLxMiqVfte4GzWLPjLXwAuAC5k587b63zf+HjfXHPEEQ0/jLIx6tQJ+vQpm3A2apRfVgFg1qwz+fWvP6VNm/Z8+SX88IPj5ptvJjMzs+EKHCV6G4jEQF6e31KwOq+/Xhr0cPLJ59G69Y846qjTa33PUMg31xxxhJ8UFfSafHXat/ezZ0s/CE8/3Y92Ki6GO+4IkZnpa/v33/8st912G4cddhjffPNNwxa6jtRmLxID331X/baC//mPH+ftnG9GGDXqHHJzT67VblNmflmDHj18+7xEpm1bP3t26VI/4e2ii/y2iPPmwXXXwUMPwcCBJ3P66WMZN+4XdG7iy2WqZi8SA99+W/Vjb74Jd92Vh3OX8otfrGTUKH++NkHfrp1f7+XAAxX0tdGqlZ89Gw77D80//hEOOsh/K7v+emjRYj+uuupxuncf1tBFrTOFvUiU/fBD1TNl33sP7roL4E5gGosX/4Liiqt5RaB1az+65KCDYr9IWXOXng6HHeY7tBMS4Pbb/Telzz/3/62Ki/2oqq+/hjVr1uxerqGpUdiLRFlVtfrly+HWW314/PKX1zB48Dlce+2ThGrQg5qW5pseDj20eU/tr28pKWVrDLVuDZMm+XMLFsDjj/vnPPHECxx00EFMnDixYQtbS2qzF4mi/HzYtGnv81lZcO21vuN22DAYNy4Fs39FfN1QyA+j7NgxioWVclJSoF8/34bfo4efePV//wdPP+2HrvbvfxhFRY6CgiIKCgoIN7Y1JvZBNXuRKKqsY3bzZt8WvH17Dj16PMKVVxbWaLJUQoJvZlDQx16bNn4cPvi+kCuv9H+fPBm2bNmfJ55YwY03Ptfkgh4U9iJRVbEJZ8cOXzv87jto0+YO1qy5jClTfh3x9dLSfNt8enqUCypV6tiR3RumnHkmnHNO6eJ00KJFdzZv9t/UmhqFvUiUbN1afk/ZggK46SY/uapLFxg37mg6ddqf4cPHR3S9du18jV6jbOpfr15lm6Rcfrlf/njTJt95W1QE7723ltNOO4ulS5c2bEFrQG32IlGyZ62+uBj+/Ge/MUbr1v7vnTqdyQknnEpc3L7/t+vRg6iudCk117dv2VaIN93k50N8/LHvsN21615mzXqZoqI8Xn99dkMXNSKq2YtEQUGB39e01BNPwNy5fvejSZOKd2/4va+gD4V8J6GCvuGFQn6WbWKi32j9ppv8uWeegb59b+PMMy/jmmv+3tDFjJjCXiQKNmwo2/z6yy/9CI5QCG68MZe77z6M55//C4WFBdVeIy7OD6v80Y/qocASkYQE34QTH++b1DIy/Pn77mvJyJEPEQp1qNGewg1JYS8SBaVNOEVFfuRGcbHv2MvJeYGvvlrKG2/MqHYVy/h4P867Vat6KrBELCXFN+mYwciRflvIHTt8TX/XLsjMdNx9932sXr26oYtaLbXZi9TRtm3+f36Al1/2yxq3awdjx0Jy8mjS0lqTnt6myiaccNjX6DVJqvFq29Y3ra1e7YfRrl4NX33l9yDo0+dvPPDARJ544lE++eQTEhrprjCq2YvUUWmt/vvvYdo0//crryxbxuDII0+lX78jK31t6Rh6BX3j1727/xBPSYHbbvNt+W+8AYWFF9C37xFcccXtjTboQWEvUieFhWUds3/9qx96OXgwtG37IRs3fl3ta1u08EGfklIPBZWo6NPH//fq2RN+/3t/7rHHWjJx4rv063cu2dkNW77qKOxF6mDDBt9O/847sHChH31z9tkruPrqk7jooj4sX/6/Sl+XmOiDXouYNS1xcX6ETnw8nHSSXwe/oADuvDPErl2wYgV8+WUmt99+O666Na4bgNrsRWqpuNjPpNy5Ex54wJ+75BLo3783hx56HPHxYXr3HrjX61JS/AiPxMR6LrBERVJS2Ro648fDp5/6vW0feQQuuyyPs88eyvr1WXTo0IFLL720oYu7m8JepJa++cZPuvn73+H77x29exdw1lkJxMXFcfPNzxMfn7DXipYdOvi1V7RVYNPWpk1Zh+0NN8CECfDii/DTn7YgI+Ne3nlnOuedd15DF7OcmL7lzKyrmc00s21mtt3MXjCzbrG8p0h9KCiAtWv9yJt//SsfGEta2gWY+cH2CQmJ5YI+Ls639/bpo6BvLko7bHv39t/owO8+dsgh53Lrra+RlNS4et1j9rYzs2RgHtAHuAgYA/wYeMvM1CUlTVpWlq/VT54Mzq0hPv5Fli17jbVrl+/13ORkGDjQ1+qleenTx//3HTkSBgyALVt84OflGStXQnGx44MPPmjoYgKxrdlfCuwPnOWce8k59zJwJtAdGBfD+4rElHO+Cee55/xs2fbte3PbbS9y330L6Nnz4HLPbd/er1qpETfNU1ycb7+Pj/f7FaSlwf/+By+9BN9+W8TRR5/IkUceyeLFixu6qDEN+zOB951zq0pPOOdWA/8FhsfwviIxlZcHCxZkM22ar8VPnAhHHTWUAw8ctPs5cXF+X9i+ff3fpflKTS1bJfOqq/y5hx6CrKw4unU7jFat9iMrq5pNietJLMP+IOCzSs4vA/rF8L4iMZOTA1lZYW699XzgCE4+eS5HHFH+Oa1b+40vtNlIcHTu7MP+uOPg1FN9n84dd8D559/CP/6xkg4dTm/wMfixHI3TBthSyfkfgNaVvcDMMoAMgPbt2zN//vxa3TgnJ6fWrxWpzpYtIf70p74UFaURFxfmnHO+Iydn/u7HW7Tw7bbvv99wZZSGs2MH/OpXcXz88eF89VUyU6fmcMUVK9m82bFggR9uG7+P1I1VfjWqoZfOuUeBRwEGDRrkhgwZUqvrzJ8/n9q+VqRUZmYmkydP5qmnniInJ4eUlFTS0y9g/fqr6NLlaW6+eQ0HHNATKNvOTmPng237dr/m/U03wW9/C3PndmTnzo5cf30xb7/9JNu3b+K66/6weyesysQqv2IZ9luovAZfVY1fpNGYPXs2I0aMoKCggIICvzRxTk42OTnTgCcZOXImBxwwjPh4316rJhsBv31kz56+E3/yZD8G/733YPz4T8nKuphwOIHjjhvJwQd3Jy3NfxPc84hl/04sw34Zvt2+on7A3uPTRBqJzMxMRowYwc6dOyt5tAAo4G9/G8HQoUs48cRe2jZQyunWzTflHXIITJ3q9yDOyhpAcvI1XHBBf9q378amTX6bw4ri4/3yG7EQyw7aV4AjzWz/0hNm1gM4puQxkUZp8uTJu2vzVSksLGD27CkKeqlU375+RdOuXeHBB/2/d+78M08/PZpPPql6X4PCwtiVKZZh/xiwBnjZzIab2ZnAy8DXwCMxvK9InTz11FMRhf2MGTPqqUTS1CQk+PH3oZDfkObee8s2PbnmGnjllR/2uXNZtMUs7J1zO4ChwEpgBvA0sBoY6pzLidV9RWoiMzOT8ePHk56eTigUIj09newIx8jl5OhtLFVr1crvPhYO+477m2+GESOgsPCfTJnSmwsvvJtXXoGtW+unPDEdjeOcywLOjeU9RGqrsk7YSIMeIDU1NVZFk2aiZUu/jMKSJX4LwwkTID+/Fa+8splvv/2IKVMc999vDBwIQ4bAscf6SVqx0KiGXorUl+o7YfctHA4zZsyYKJdKmqPkZB/4S5f6SXkTJ57MUUe9zZYtx7JggbFoEbuPKVNgwID+3HcfHHNMdMuhsJdAiqQTtjrhcJiJEydGsUTSnJXuSvbZZ77Z5sgjBwMwbBhs2+Z45x3HggUhFi+GRYvakJ8f/TIo7CWQIumErUw4HCYuLo6ZM2fSq1evGJRMmqv4eL+x/Oefw8aN/lx29hbuuWcsffsewd13X8u2bfDOO5/zs5/1ifr9tbK2RKSyjszx48eTmZnZ0EWrlZp0ru75M2dkZDBt2jSGDRsWw9JJcxUK+VE63buDGXzxxSL++9+X+ec/J5OTs5WWLeGUU76LyeQqhb3sVlWgP/744/Tv359p06aRnZ2Nc47s7GymTZtG//79efzxxyt93bx58xrtB0Sknavp6els27aNoqIitm3bxtSpU+ncuXOMSyfNXc+e8NOfwimnnMTEiQ/z0EMfkJraKrY3dc41yuPwww93tfXWW2/V+rVBNWvWLJecnOzC4bADdh/x8fHl/l3VUfF5cXFx5f4sPcLhsEtOTnazZs2qt59t1apV7vLLL3dpaWnOzFxaWprr0aOfA6v2ZwqHw27ChAl7XU/vL4mmLVuc+/BD5956yx9z5rxVp+sBi1wlmao2e6l2ZEphhFP6Kj6vqGTOd1GFud+lwxxHjBjBkiVLYt7uXdXwyuzsz/GZXjV1wkp9aNXKb3CzYQM88cRLrF37JiecMCTq91EzTsBU1lQzfPhw8mPR/V+NgoICpkyZEtN77PkhtndnbPHuv8VXWHM2HA6TnJysTlipN2awbdsXXHfdOXz00WKKi4v3/aIaUtgHyOzZsytte1+2bFnENfhoKSgo4JFHHiUtLXbt+XfdNZn8/OpH3MTHx9OnT5+9OmGXLFmiTlipVwceeCDz5s1j0qQ7y21WHy0K+4CovpbbMAoLC8jJKZg4XEgAAAqfSURBVPvQeeyxaRxySH/uv/9xMjJq17Gbm+u/Dn/8sR9eua/1RwoLC8nKytqrE1Y1emkIQ4YMiUnQg8K+2arYXNO3b19yc3MbuljVKiwsIDd3J7/73SU8/vhj5b597PlBcOmlZT9XWlo6o0eP59FH53H22ePZb790OnQIMWhQOrt2aY0bkVLqoG2GKuuUbCy1+UgVFZVvViosLKCwsIDf/e4S4uLidz+ek5PNs88+yjPPPATEAb5DuLhYa9yI7Elh38zUdc2X6pjF41xZCIdC8RQX129bP+z9QeBc6Yifmu/6oDVuJCjUjNPM1HXNl4ri4sIkJibzhz9M58wzx5GcnI5ZiOTkdM44YxzXXTedxMRk4uPD5V4XCsWV+7Ox0vBKCQrV7JuZ2q75AhAXF0+PHn3YsCGLHTv8BtvDh49h7NiJdO/eC7gYs6kkJkJKil+KNT4eLr74OKZMmcKMGTPIyckhNTWVMWPGcNZZ5/D88y/w/PP+fHJyKnl5ufW+aUNlwuEw4XBYwyslOCqbadUYDs2grR2z6meFVnckJye7VatWxbR8l19++V6zdOvrSE9Pd6FQyKWnp7sJEybU+mcN8vtLYq+u7y+qmEGrZpwmrOKIm9TUdOLiav5lrT4nEV111VWEw+F9PzHKKlvjRjV6CRKFfRNV2QSpHTuyI5ocZWYkJCQ0yCSiXr16MXPmTJKTk/cK/YozWaNFnbAiCvsmKTMzk3PPrWqCVPXrvQAkJSWxfPnyBqvlDhs2jCVLlpCRkVFu4tS4ceOYPn161D8I1Akr0ozCfs8mjaFDhzaq5XTromJTTVpaOiedFNlaNmZW7t+Nac2XXr16MXXq1L2aVi6++OIafxDElSz+HVdhEfDG9POKNLjKGvIbw1GTDtqqludtiOV0o6mqnyvSIxwOR61TsrFYtWqVmzBhwl4/19y5cys9H4ufVx20Ekux6qA1/1jjM2jQILdo0aJ9Pi8zM5P+/ftXO4koOTm5XpbTjaZIfq59CYVCey0xLHU3f/58hgwZ0tDFkGaqru8vM1vsnBtU8XyTb8aJZBJRfSynWxeVLTt82mnDycur27LDWgZAREo1+bCPZBJRQUEBM2bMqKcS1UxVyw5/8cWyvZYFqAmNQBGRPTX5sI90xcLt27c3ur1QY7nssEagiMiemnzY16SporLNsmfPnh3D0lUv2uvYgEagiEjlmnzYX3DBBbWakVlQUMDOnTsZMWJEvdTwKxtC+dhj0+oU9vHx8Rx88MHaZUlE9qnJL4R21VVX8eSTT9Y6NEs7b6dOnRrlkpWpbH35nJzI11uvSkJCAi+99JJq8CKyT02+Zl/d9PtIxLrzNhbt8mqqEZGaavJhD3tPvzcz0tPTI359ZZ28lQ2HjKRTt+Lr+vSp23aAaqoRkaiobKZVYziiscRxWlpaxLNNzcylpqa5jIzL3fTp02s8I7ew0LnnnpvlkpKSXXx89JbwrY9lh6VmNINWYklLHNdCTTpvnXPk5GQzbdpjXHLJJZU2u5R26p599jmce+4FpKWVLS18yimjufDCc8nN3RmVzTnUVCMi0dSsw742a6dHsqdqXt4uXnzxGXJyypYWnjPnWfLza99cEw6H1VQjIjHTrMO+rp231XF7rSlU+zWGwuEwGRkZ2lxDRGKmWYc9VL52emOj2a4iEmuNL/lioOLa6RXXeW8oapcXkfoSiLCvqKFWg2zI7QBFJNia/Aza2rjggguYNq1uSxXURlJSUpNbV19EmodA1uwjHaVTcd/TSJt/GvN2gCISTIEM++pG6ZQG8/Tp0xk3bly54ZCjR48mKSmp2msnJiZy/vnnaxiliDQqgWzGgbJROlOmTGHGjBnk5OSQmprKmDFjmDhxIr169eLiiy/ea4G0888/f69FzcB/SITDYWbOnKlQF5FGJ5A1+1IVR+lEMr69sqGcqr2LSGMX2Jp9XZR+SMRyWWQRkWgKdM1eRCQoFPYiIgGgsBcRCQCFvYhIACjsRUQCQGEvIhIACnsRkQBQ2IuIBIDCXkQkABT2IiIBoLAXEQkAhb2ISAAo7EVEAkBhLyISAAp7EZEAUNiLiASAwl5EJAAU9iIiAaCwFxEJAIW9iEgAKOxFRAJAYS8iEgAKexGRAFDYi4gEgMJeRCQAFPYiIgGgsBcRCQCFvYhIACjsRUQCQGEvIhIACnsRkQBQ2IuIBIDCXkQkABT2IiIBoLAXEQkAhb2ISAAo7EVEAkBhLyISAAp7EZEAUNiLiASAwl5EJAAU9iIiAaCwFxEJAIW9iEgAKOxFRAJAYS8iEgAKexGRAFDYi4gEgMJeRCQAFPYiIgGgsBcRCQCFvYhIACjsRUQCICZhb2a9zex+M1tiZjlm9q2ZvWJmh8bifiIiUr1Y1exPBo4HngTOAMYD7YD3zezwGN1TRESqEB+j6z4HPOicc6UnzGwesAa4ErgwRvcVEZFKxCTsnXObKjm3zcxWAp1jcU8REalavXXQmlkb4GBgRX3dU0REvFg141Tmr4AB91X1BDPLADJK/pljZl/U8l77AXt9uxCJEr2/JJbq+v7qXtlJ26NZvUpmdiLwZgQ3WeCcG1LJ668F7gQucc49HsF16sTMFjnnBsX6PhJMen9JLMXq/RVpzf5doG8Ez9tZ8YSZXYYP+hvqI+hFRGRvEYW9c24n8HlNL25mY4C/AZOdc3+q6etFRCQ6YtZBa2ZnA38Hpjnnro7VfarwaD3fT4JF7y+JpZi8vyJqs6/xRc1+BrwBLAOuAIr3eDjPOfdx1G8qIiJVitVonKFAC2Ag8N8Kj60FesToviIiUomY1OxFRKRxadarXmpBNokWM+tqZjPNbJuZbTezF8ysW0OXS5o+MxthZv8ys7VmlmtmX5jZJDNLi+p9mnPN3sx+g5+k9STwEdAKuAY4DDjWObe4AYsnTYSZJQOfAnnADYAD7gCSgf7OuR0NWDxp4szsfSALeBlYBwwAbsGPgDzaOVdc9atrcJ9mHvb7AZsrLMjWEr8g26vOOS3IJvtkZlcC9wIHOudWlZzrCXwJXOOcu7chyydNm5m1c859X+HchfhK6gnOuXnRuE+zbsZxzm1yFT7NnHPbAC3IJjVxJvB+adADOOdW4wcfDG+wUkmzUDHoS3xY8mfUcqpZh31ltCCb1MJBwGeVnF8G9KvnskgwHFfyZ9RyKnBhTwQLsolU0AbYUsn5H4DW9VwWaebMrDNwGzDHObcoWtdtUmFvZieamYvgmF/F668Fzgd+s+dXchGRxsDMUvEdtYXA2Gheuz6XOI4GLcgmDWELldfgq6rxi9SYmSUBrwL7A8c559ZF8/pNKuy1IJs0kGX4dvuK+gHL67ks0gyZWRiYCQwCTnLOLY32PZpUM05tNPCCbNI8vAIcaWb7l54wsx7AMSWPidSamYWAp/HLzJzlnHs/Jvdp5uPstSCb1JmZpeAnVeVSNqnqdiANP6kqpwGLJ02cmT0EXAb8Cfh3hYfXRas5p7mH/S3AzVU8vNY516P+SiNNWcnSCFOAk/CjueYCv3POrWnIcknTZ2ZrqGIrQeBW59wtUblPcw57ERHxmn2bvYiIKOxFRAJBYS8iEgAKexGRAFDYi4gEgMJeRCQAFPYiIgGgsBcRCYD/D2FQheFdWfSOAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "writer = SummaryWriter(comment='-anp_1d')\n",
     "print(writer.logdir)\n",
@@ -1164,6 +8806,2824 @@
     "    test(model, dataset_train, writer, plot=True, global_step=-1, seed=i, title='train_final')"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2020-02-15T22:53:58.494635Z",
+     "start_time": "2020-02-15T20:56:39.651759Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "runs/Feb16_04-56-39_mjcdesktop-anp_1d\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "924012a51ab342e8b1ba13850513e502",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0, max=100000.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "8dec09972b2148358996d1340e3a3df9",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 0 loss= 1.578 val_loss= 1.594\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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d+09KSnbTpElzcnJ+TufOv+SDDzoxZ87GCvU85JDf4/e/zOLFF/HNN5vYs2c9Zhk0adKCHTtasXbtW/zhD9+SnW2YufLvZPi0z+dIS9tf7vM5zPaXpaVBWpoLmw48V5yuer7gtgJd3ytuLzgPRK7f/v9LVX+G4P+xFSsWMGnS7QwYMJI+fX4RYf7Iy1XcfuXtBrvs7/8MMHz4SLKzs2nSZDtbtvy7wucIfs7964v6617JF19AbX+/CgoKapeXzrm4PIB9wMMRyscDJTUtf8opp7ja+uc/P3ShEdZ4HlMcZDlIdwR+Kcoe6WXlbzeCOlb1WFFWR+rwaBmynhZ1XC6VHlsdLInRumY5aOXgIgelDjY6mBY2j7+a5Usbwd8jFo/7XOA7M64R1KXyw8y5tLTAo0kT59LTA4+mTZ1r1sy5jIzAIzPTuaws55o3d65FC+fefbd22TdnzpzyaWBhTfkazz3+7UTes6/qSKDezCA7G4IjrzoXeb7w8tDXNS0T/hycrmo5WEmgU1PlqzShuOwxCFiEWdcKRw2RHuHvRXod2LuqeT1Vzef3r2Tnzgns3v0KztV8VXJk6bRqNZT27QOvNm0aQn7+xCiXLaBLl/31ivQcFPwMgb2vmsvCp4PzhD6HLhtteVoalJSsp1mzn5Rvo7h4Bxs2/IPDD7++bJ4DMDug0voCe92U7TUHpiNtN1hfM9i16yheeAEOO8y4+OI9pKcfgnOXln8PV69+nw8++D8uvPCvtG595P64Lw083nnnKnbsWMFZZz3JwQefht9f8X3niFgWnK6uLFhe6aemNPJrqDgdfC84Xf1jPLt39yMj46wKy4b+n6xqO3XZZuDzFVBSMo60tJsx61Dpc4UKr0f1/EBgV78k+gPrOoln8C8hcJ4/XDdgaTw22KpVMdu2wUeNYJiN4D/2o49OYMaMYqobBtznK2bAgLwqh4VoSAsWzCQ3dxDFxcU4V/M5+apkZKTz1FO3kZMTeL1hw2iGDIk2+EtZvTrQJbZfvyEMHjw6Ka6DKChYQXZ2IPj9fj8333wuy5Z9wumnF3HppTfFeGuHcfbZn3PIIZ2xsF9D5xy//vUDbN78Gc79nYED76+09JQp8/jxx7VccklLOnYMlL322gRmz/4bV1xxJ336DI5xfWMnL28knTp144wzBtK+fUegd4Nu/5FH7mD69D9z9tkrefDBqVXOF/7DEukRfM/vL+XOO8/i6KPPZOzYXI45pmVcP0M8G3ffBE43sy7BAjPrBJxV9l5KC+6ZJdNVmtV1uYxWVfdAyMnpyumnXxj1epxL7j7+Pp+Pyy67hQ4djuTMMwfGZRuHHtqlUugDmBm/+90Mhg0bx//+7z1A4Ido9uy/l/cImjTpK/Ly5vCTn+y/I93ixR+zfPlC9u0rKi/78su53HDDqfz973+Ky2cI5ff7KSjIL3+dn7+FkSNP59prK/YFWbnySx5//BYmThwd9zpFMnToGE46qQ9XXXVPtfMFj958PmjSBNLToWlTaNYMMjIgMzPwyMqCNWvmsXz5Aj7+eAoHHdSUGjp91Vs8g/85YA3whpldbGYXAW8A3wF/juN2G5VkuUpzw4aVjBlzccSBw6JV0z0Qbr75MZo2zYywZNWS+WY2/fsPYdKkRbRr1/AXq2dnt2Lo0DH4fIGD+uXLP2XcuCsZP/6q8vdPPLF3hV4wd931Anl5c+jZ87zysqVL57N8+UI2b15XXrZz5zZuuOFUnnrq9jrVbceOH1myZB6bNq0pL1uwYCYXXJDNww9fE/IZ2rBy5VesXftNhR+E664by+9//y/uu++VOm2/vtq2/QmPPDKbo446JWbrPP74s3juuS+4445JZGRkxGy9VYlb8DvndgN9gW+Bl4FXgdVAX+ecZ65Fr81VmokSvKJ2zZoldVre50vn4otvqvEeCDk5XRk79h9VDm9RnWQYtOyHHzZx++3nsGnT2vKy+owTE0uffjoLn69JtYMFBn8M2rQ5uLzs4otHkpc3h4ED919z+d//fs7y5QtZurTitSn3338peXk3UlCwo7xs8uRc7r13IBs3riovmzLlEW6++Uxmzdp/lHvggYeyb18Ru3ZtKy/z+Xw8/vh/mDZtM82b7z/1ccop/ejZ89zycfUTbdu2zXVeNvTo6vDDT6Rnz3NjUaUaxXWsHufcOufcz51zLZ1zLZxzlzjn1sRzm41NtLdwTNSwDtUNERyt2gxCF2l4i2g0ltNh1Zk8+Vm++GI2zzxzZ6KrUsnQoWOYOnUjZ5wR/ek2gObNW3Liib0rDGvcrdsZ5OXNYdiw8eVlu3Zt58MPX+df/5pcYSfmyy/nMm/eW3z//erysg4djuaoo3rQsuWB5WWdOx/L9Ok7eOyxf1fY/lFH9aBNm4MjntJKNOcczzxzJ1de2ZGVKxfVevnNm9dx+eU5vPDC/biqe4fEhcbjj7PBg0cza9aL1Z4zT0tL47rrxjZgrfaL5oraqvh86aSnp9d6ELrwexz07ZsW1Rc/mvseJNJNN91O69ZHMmLEw4muSiVpaWm0bt02JuvKzGzOiSf2rlCWkdGcvLw5/Pjj+vLTSwBDhtzHoEGj6Nq1e3nZeeddw3nnXVNheZ+vCdnZrWJSv4ZiZuzbV4TfX8yiRf+p8Bmj8dFHb7Bz5zY2blzV4D9sCv44C47eGewpE/oDEAzOe+55mQ4dAo1se/bsJj//R9q379Qg9Yv2itpIBgwYweWX31bvHjfR3swGHOefn83evYWNpsfPtm2baNOmHWZG8+bZ3H77MwmrSyKlpzet9GMA0KNH/4avTAMaNmw85513Xfn4/bVx2WW3cPTRPWP2g1wbGo+/AdR0C8ef/vQyIHDomJd3I8OHn8gnn7zTIHWrT6Nyfe5pHKpfvyFAdHs8RUW7G02Pn2+//ZzrrjuOl14al5DtS+JlZ7eqEPq1PWXTrdtpHHpol5pnjDEFfwMJH70zUkNocfE+Cgt3UlKyj7ZtfxL3Ou3cua3OjcqdOsVuIKzBg0cDtT/HmegeP99/v4qCgu0sW/YJfn+cr7iRRm/p0gXcfPOZFdozIpk27QlWrPiqgWoVmYK/EWnatBnjxv2TiRM/rdCYFo+unq+88hBXXNGBU089t9Y9bABuueWxmNUl8ONX93OcRUWFjBlzSYOHf69eg/jjH99l7NhpFc5rizc999zdLF06nzfeqHihYuhoqrt37+Spp27j1lv/h/z8LQ1dxXIK/kbGzCqE/mefvccvftGZefNieweg/PytFBUV0r59pxqHCA533XUPcvLJfWNan6ys+nVnXbNmcYOc9vniizkVuiaefHLflLtJh9TNuHH/5Kqr7ub66wO9nTZtWsOIEadw4409y+dp3rwlXboczzXX5NKq1UGJqqqCv7F7771Xyc/fwrJln9ZrPfn5W1i//r/lr4cNG8ujj37ADTf8sdpbR4bq1Ok4Jkx4n6uv/k296hJJtN1eqxPv0z5ff/0h//d/53P77X0rDAUsApCd3Zpf/vJ35TsCbdq0Y9WqRaxatYi9e/eUz/fww28zeHDdLn6LFR2fNnJ33vk8p5zSnz59rigvc87VqvvX0qULuOeeC2jfvjNPP70An89HZmY2J5zwU2B/4/OUKXm8++7L7NlTQGZmNv37D41Jr51oRNPtNRrBC73iMe5R164ncPjhJ3LEEScndG9NkkOzZpk8+eTHHHbY0TRrtv+K9QMPPCSBtQrQHn8jl5aWRr9+V5VfWr9nz25uu61Pea+faG5e3rnzsWRkNKdFizYVrqoMFU3jczzVdNP6aMXzQq+srBZMmPA+o0Y9RVqa/utIzY4++lSyslokuhqVaI8/yUyf/gxfffUB+flb8PuLGTv2igrXBwS7Ob799vOMHfsPzjhjAJmZ2Tz55DwOOujQRnkFZFCkI49mzbIoLi6qVa+ZWDaGv/POS2zYsIJhwwIX2GVmNo/ZukUSRcGfZAYNuo19+/ZyxBEnVTnUQvBH4De/+TmTJy8lJ6crbdvmNHRV6yT8ql7YP1R0tMNKxGrco82b1/GnPw2npKSYHj360737/8RkvSKJpuPVJJOWlsaQIffy8cfTaxxqobS0tNEPbBaN4JFAtNcOxKrHUbt2h3HPPS/xq1/9QaEvKUXBn6SiGWqhtLSk0Q9sFq2cnK6MH/86GRlZNc7bvftP67Wt0HaQvn2v5MorG9+gayL1oeBPUskyzn8sVdcA7POl06xZFkOGjKkwUqhzLqoG8OC8L774IMOGHV/j1ZciyUzn+JNUtAObJXKc/3ioTdfTH39cz6hRvdiyZSN+v79CA/ibbz7Dm29OBIysrMCAb5dddgsLF77L1q0bWb58IYcc0jlBn1IkvhT8SapfvyHMmDGp2tM9Pl96tTfeSFaRGoAjee65+ypcZVuRK38O9oSaNetF7r77JTIzx1S4C5VIqtGpniQ1ePDoGodaqM0NUlJRRkZmrW70UlRUyMMPX01OzhFxrplIYin4k1RN57sj3fDca95//684V1rzjCGS4RaPIvWl4E9iNY3zn6jbOTYWdWnYToZbPIrUl87xJ7loz3d7UfR39qoolXpCiUSiPX5JWXUd8TPVekKJhFPwS8qKpgE8XKr2hBIJpeCXlFWXET+93hNKvEHBLyktvAE8eIvH8FFK1RNKvETBLykv9F4Dc+aU8sorK7joopHqCSWepV494jnqCSVepz1+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfGYJomugIhIqjGr2zNAWgPsjqdc8DdpAt27g3OB185Vno7F66rKot1uuEhl0ajrcrEUizqEfvEjlYe+Hz6vWd3+g0Wz/drMu3o1HHpo3dYdzeesSujfP9J3LLws/N+rpu3U9f2a/l2qm67pdW2mq9tuLJ+r+1s0NikX/GZwwAGJroV40caNcOSRia6FSM10jl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMXEJfjM70sweM7NFZlZgZt+b2ZtmdkI8ticiItGL1x7/z4A+wIvAQGAk0BaYb2anxGmbIiIShSZxWu/fgKeccy5YYGazgTXArcDVcdquiIjUIC7B75zbEqEs38y+BXLisU0REYlOgzXumtkBwHHANw21TRERqSxep3oieQIw4NGqZjCzEcCIspcFZra8lts4CKh0tCHSQPT9k0QJ/e51rGlmCzkNX/VMZv2Ad6PY+AfOud4Rlr8H+C1wvXPuhSjWUydmttA51yNe6xepjr5/kii1/e5Fu8f/MXBMFPMVRqjQDQRCf0w8Q19ERKITVfA75wqBZbVduZkNBZ4GJjjnHqrt8iIiEntxa9w1s0uBvwCTnHN3xGs7YZ5toO2IRKLvnyRKrb57UZ3jry0z+ykwC1gC3AKUhry91zn3Rcw3KiIiUYlXr56+QDPgZOCjsPfWAp3itF0REalBXPb4RUSk8UrJ0Tk1SJw0FDPrYGZTzSzfzHaa2TQzOyzR9ZLUZmaDzOwfZrbWzPaY2XIz+52ZtYhq+VTc4zezmwlcCPYi8DnQGrgLOBE42zn3WQKrJynCzLKAr4C9wBjAAeOBLKC7c253AqsnKczM5gPrgDeA9cBJQC6B3pdnOudKq146dYP/IGBr2CBxrQgMEjfdOadB4qTezOxW4BHgKOfcirKyzsB/gbucc48ksn6SusysrXPux7Cyqwns7J7jnJtd3fIpearHObfFhf2iOefyAQ0SJ7F0ETA/GPoAzhLIVOwAAAGCSURBVLnVBDo0XJywWknKCw/9Mp+WPdeYcSkZ/JFokDiJg2OBxRHKlwDdGrguIr3KnmvMOM8EP1EMEidSSwcA2yOUbwPaNHBdxMPMLAcYC7znnFtY0/xJEfxm1s/MXBSPuVUsfw9wFXBz6GG5iEiyM7NsAo28JcB10SzTkMMy14cGiZPGaDuR9+yrOhIQiSkzywSmA12AXs659dEslxTBr0HipJFaQuA8f7huwNIGrot4jJmlA1OBHkB/59zX0S6bFKd66iJBg8SJt7wJnG5mXYIFZtYJOKvsPZG4MLM04FUCw+Nc4pybX6vlU7QfvwaJk7gzs+YELuDaw/4LuMYBLQhcwFWQwOpJCjOzicANwEPAW2Fvr6/plE+qBn8u8EAVb691znVquNpIKisbniEP6E+g19j7wCjn3JpE1ktSm5mtoepbLD7onMutdvlUDH4REalayp7jFxGRyBT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHjM/wPwgsC3CGkeKgAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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kpCRByiqdX73iFM00fz7nBoOB37hxg+/Zs0fUegYOHMgB8C1btti8jy2fr/T0dL5+/Xq+bdu2SuvOnz/Pb968aU+YivbLL79wtVrN27Vrxw0Gg9zhODyxpjimRkM7tW/fHoD52yBOnz7dpm58SUlJCA8PR25ubqV1RUVFKCoqQnh4OBISEpxyIBdjDA0bNkTDhg1FrWfgwIHw8/MT/MKpj48Pnn/+eZPrWrVqJWhdcuKcIyQkBH5+fmjXrh2ys7PpepZCUTNOFZTeBnH58uWVboMYHByMnTt3Wi2D5ldXhqioKCxfvhzdu3eXOxSHtGTJEnTp0gX/+te/8O233zpUoo+Pj3eq6yaU7O1U9oy8uLi43LqioiLk5uYiPDzcaps7zZ9v2ezZszF9+nQkJyfLHYrdjh49iujoaJw4ccLsNhs3bkTv3r2xZs0aCSMT3qFDh/Dnn3863Gyeer0eo0aNQkBAAM6dOyd3OJJwrL+QAgh1Rk7z51u2du1azJ8/Hzk5OaLXlZmZiWPHjgk2Onrr1q2YPXs2Nm3aZHab9PR0/Prrr9i1a5cgdcpl5cqVOHjwIIYMGQIAOHXqlEOMSblz5w5CQkLQqlUrtG7dWu5wJEFt9nay54x88eLFZrfx8vJCVlaW1fqcdf78hQsX4tSpU3j44YdFrysoKAi3b9/G9evX4e/vX+3yBgwYgPz8fAwePNjsNsOGDUNAQABCQ0OrXZ+c3N3d8dhjjwEArl+/js6dO8PV1RWDBg1CvXr1ZI7OPB8fH2zZsgXFxcXIyMjA6tWrMW3aNIf7hmIPSvZ2EuqMPCIiAjExMRYPHC4uLk47f/7gwYMtJkshderUCbdu3cKdO3cESfahoaFWk7i/v78gdSlJQEAAnn/+efj4+Mgdis3UajVCQ0Nx7tw5NGnSBMOHD5c7JNFQsreTUGfk06dPx5o1a6wme5o/X3y7d++WOwSH9Nlnn+HcuXOIiopCly5dABi/+SrdqVOn4OLignbt2oExhjfeeAPbt29HUFCQ3KGJquZ+ZxGJUHc8CgwMxIIFC+Dm5mZyfnV3d3ds2bIFgYGBTjfwauvWrfjuu++Qnp4udyh22717N+Li4mw6Ibh27RreeustzJgxQ4LIhLd582asWrUKt2/fljsUu7z33nv3Z7IFgMjISOzYsUO2qTMkY6rzvRIeSh1UlZiYyLVabblBUBUfWq2WJyYmWi1r1KhRHADv0aMH1+l0XKVScZ1Ox6Oiou7vHxcXx93d3blarXaagVfdunXjAPi+ffskrbe4uNim7Sx9vnr16sUBmBxMVVFycjIHwL29vW2uW0mOHz/OFyxYwO/evVtuucFg4Lt27eKRkZGKG2RlMBj4a6+9xn19fXlaWprc4Zgk1qAq2ZO6uYdSkz3nwo18/fjjj7m/vz+/du2ayfWJiYncw8NDkAOLI5k7dy4fMmQIv337tiT1paam8pYtW/ImTZrYtL2lz9f777/Pe/TowTMyMmwqa+7cuXzPnj0OmezNKSgo4P7+/hwA/+mnn+QOxyRTv+/k5GT+8ssv802bNskQ0QOU7O0gdrLn3JiIo6KiKp2R//XXX3adzVj6J584cWKlA0rFh0aj4VFRUUL8SE6ruLiYu7m5cZVKxbOysqxuL8Xny9F99dVXfO7cuTYf9JTgq6++4gB4+/btZf1GQsneDnL9M37//fc8KCiIb926VZDyatWqZTHRlz50Op0g9TmzCxcu8NzcXJu2pWTP+eeff86XLl3K09PT5Q7FZteuXeN79+41e4JVUFDAJ0+ezC9cuCBxZOWJlezpAq2Arl69isTERKxevdridp999hm++eabSiNwK3LGgVfnzp1DYmKiIDcZt0fLli3h4eFRrTLi4+PtvqjMOUdsbCxee+01FBYWVqt+qXDOMXfuXEyaNAkZGRlyh2OzFStWoF+/fpgyZYrJ9a6urli4cCFatmwpcWTSoGQvoMjISKxZswaxsbFmt0lLS8N7772HF154weo87bYOqKpJA6/efvtttGjRwuLvUIkKCwvx9NNPo379+vjnn39s3o8xhg8++ABLlixxmCmP9Xo9Zs2ahfHjx1tNjN988w169OiB1NRUiaIzz9fXF82aNbs/2tcaKUZvS4mSvYDc3Nzw4osvWrwDUZ06dbB48WK88cYbaNu2rcXyhOrm6Uh8fHzQsGFDdOjQQdJ6z549i4iIiCp3g0xPT0dISAg6d+6MunXr2rXvpEmTMGfOHDRq1KhKdUvNxcUFUVFRiImJsXov3U2bNuHIkSOIiYmRKDrzSrsrP/HEExa3S09Px3PPPYdHHnkEer1eougkYKptRwkPR2yzLysnJ4cnJCRUqwwhu3kSy/744w8OgLdu3drqtpY+X0rraii3Y8eO8ZiYGJ6Xlyd3KDYrLCzkTZs25e7u7vzEiROS109t9g4kMTERQUFBCAsLQ0FBwf3lxr+D7QIDAxEbGwutVmty4JVWq0VsbKxTzncvtFatWiEmJgYrV66sVjnWznRrgm+//RYnTpyw6az3kUcewfjx4+Hu7i5BZKYVFRVhw4YNJu8dYYpGo8E333yDS5cuoXPnziJHJx1K9iJo1qwZ6tatC51OhwkTJtwf+eri4oKePXvi4sWLNpc1YMAAJCQkIDIystwI2nHjxmH8+PH44YcfRPxJpJWbm2v3AVEoHh4eGD9+PEJCQuzet7i4GNevX69W/SkpKVizZg3OnDlTrXLElpOTgzFjxqBbt27Iy8uza9/i4mLJL7wDwJ49ezBq1Cj07dvX5n169Ogh+o1zpEbJXgRqtRozZ87EpUuXsGHDhvs3ODEYDPjtt9/QqVMnm25wUiowMBCLFy9GZmYm9Ho9MjMz8c477+DLL7/El19+iUuXLon404ivdDoIb29vqFQqaLVah5oO4uTJk2jUqBH69+9f5TI+//xzjBs3DuvXrxcwMuFlZWUhIiICQ4cOtatjwKpVqxAYGCjLlM4uLi4ICQnBsGHDqrT/wYMHa0bbvam2HSU8HLnNXqq29iVLlvD4+HiBopaHku7De+7cOb5w4UKroz4rfr5iY2O5Tqfj48ePr3Ld+/bt42FhYfy7776rchlK9sEHH3AAfOrUqbLFoNfr7d5n7NixHABft26dCBGZRoOq7CB3sqeRr7ZR2gXoL774ggPgY8eOtbidqc9XcXExv3PnjjiB1QBXrlzhR48erTSPjtKtWLGCe3t785iYGMnqpAu0DkSOWw5evnzZ6iAtAIqaQVNp9+ENCQnBK6+8goEDB9q9r1qthre3twhRKQfnHEePHi3X6cBWjRs3Rrdu3VC7dm0RIjMvNjYWaWlpVd7/xRdfRHJyMsaPHy9gVPJgXKYLYtZ07dqV//7773bvZzAA+/YdQHBwHwBA6Y9X8bnia2vr7NG4scqmC42MqXD5st5kvbY+A8CKFfMwf/67mDXrc4wc+YrZ7eLjd2LKlHAUFxehuPhBknVx0cDFRYP582PRq9cAM7Gafl32vaVnU8s6dNAhO9uWewPo8NdfmXaXL/Rz6esjRw7g0Uf7AAAyM+/C01MLV1dXm+KxJiUlBR999BHef/99xd3p6e+//0bLli3RuHFjXLlyRe5wrLpx4wYCAgLg4eGBW7duwdPTU+6QbHLgwAH06dOnyvszxk5wzrtWXF7jbl6i1wP5+YCc9xD28PBCbq71JObh4QUhrq26uzdGUVEh1qxZio8/fgt5ednw8PBCv34RGDFiOvz9A5GSkoQpU8KRn1+5+1lp8p82LRwxMQnw95emK2dOjm3TPOTkZOPvv0UOxg45OcDhw8bX//vfB9i/fwOmTfsKPXsOtbifqcRfcdmsWW/gl1+24PZtDSZPXlDpwGHrgc5SHdaeza07efI2goLaoFmzh+//Pcwd+E293rAhBqdPH8Prr78HP79GJrezFoepn9nc+6tXs/DUU4Ph7u6OwkJPlH6JLLuNuX0rLufcgO+/3wIAGD483OaDt5LUuGSvBP36RWDHjhjo9eabKNRqDfr3F2bkq7u7J1xd3XHlyvn7debmZmHHjhjs3r0G0dGxOHToB5uaTDZtWoApU8zfO1dI9hwUpZKVdQdXr/6F+vWbwMfHz+K2nHP8/fcfuHMnDQ0aNLFatqlvWxVFRLwPQI0BAyJRhdYSUdWv3wPLl5+FXq9HSor9+2/a9B3++ONndOz4DLp3l2K08MN4++1t4Jzj9OnqlXTkyE+YOXM4fHz84e0dBldXd5MHh9KHSmV+WdlnU6/FamyhZC+CESOmY/fuNRaTvUajwfDh1b/lYEpKEmbPHo7CwvxK6/T6Iuj1RYiODgfALMZTuv2ePV9LluylPijaYunS6fjpp1WYMmUphg6daHFbxhgWLYrHxYsnEBTUUZD6g4I6IDp6oyBliUWtVldpv7CwSPTsOQxNmrQWOCLLhBjo1q3b0wgJGYQePcKgUhl/fmMHl2oXXYlYQxEo2YvA3z8Q0dGxiI4OR1FRUblkplZroNFoEB0dK0hzycaN1i9yFhTkg3PbPkF5edLNoCnlQdFWLVp0QlLSabi5aW3anjGGhx+u1DwqGL1eX+XkKqTi4iLo9cVwc6v6zKB9+44QMCLLjh/fjXr1Ggl2YFGpVPjoox8FKUsu1BtHJN27D0BMTALCwiKh1erAmAparQ5hYZGIiUlA9+6mL4Taa+/edVbP2G1N9IC0TSalB0V3dy3U6vLTQajVGri7awU7KNrq2Wdfx7JlJ/D002Mtbnfr1jVkZ98VLY7U1CuYPXskPv74/0Srwx6nT8cjLKw2PvnEMXqlLF06DePGtcG5c0dFKV+pHVssoWQvIn//QEyZshg7dmRi3z49duzIxJQpiwVNXvaciVdMqKbWS9lkAhgPin36jERgYDA8PGqJdlAU2ldfzcDw4f44ePB7kWrgOHhwK+LjY3H3rvw3Xr9+/SIMBj202lpVLkOvL8apU79gzx7xRwk3bdoWTZq0QbNm7QQt12Aw4IcfliEysjNycu4JWrbYqBnHwdl6kdPd3QuAweK3AM71GDRoPFJSkrBx4zzs3bvOZM8eIRUXF2H//u9QUJCHLVvSUKeOMrobFhbmQ63WmGxCMRgMyMnJRGFhAVq0EGeirAYNmmLmzLVo374nvL19RanDHkOHTkS/fi+YvDZkK4PBgOnTnwDnBoSGPgdXV/EmR/vggw2ilMsYw549XyMx8RR27/4azzwTJUo9YqBk7+Bsvcj51FNj0aPHIDPXEVyg1xdDrdbgzz8PYdmyGeW2qdizR+iz7fff34ArV84pJtG/885AHD++C198cRwtW1ZO5iqVCv/9bxzS01Pg6+svWhyPPz5KtLKrwtNTB09PXZX312hc0avXM3B19UBeXo6oyV4sjDG8+uqnSEu7itDQcLnDsQslewdnz0VOf/9AxMQkYNOmBdiz5+v7Z+39+49B374jcPNmMhYtmmSyL37Znj1C9sV3cdHg0UcH49FHBwtSnhBKL87eunXVZLIvJWairygx8TSCgqS9oYsYoqM3iV5Hfn4uNBo30S5st2kTgjZt7J8dVW7UZu/g7L3Iae46QocOvXH+/FGb++LXZNOmfYmdO3PRs2flWRIvXTqDtDRpb7EXHT0cL7/cEadPx0tab6ldu9YiMrIL4uKqN9e/VFaufA8DBmixffuXoteVk3MP2dmZotcjBEr2NYBQPX9s6dlT2hdfCJxzrFz5Pg4e/F5RU8jWru0DV1c3k+sWL56MyMgX8Ntv2yWLp2nTtvD01CEtTZ4pCs6c+RV///0HcnKESWp5eTlIT6/CqCwbZWbeRlFRIXS6h0SrAwB++WUznn++Gdat+4+o9QiFmnFqiNIz9uoMiLK1Z49QffFv3EjC11//G97evtiypeqTVUmluLgIPj7+0Go90aFDqGT1jhz5Jp599g3odPbd21YoUVEL0a9fBPz8mle7rFOnDmDq1L4IDu6NRYt+ESC6ymbOXIMpU5bcH/wklgYNmuLevX+QnHwGnHPF36WMkj25T+rpC1xd3TFmzHtgjCnqH0Wv12Pu3DFISfkbS5Ychlpt/DdxcdHg3Xe/xu3bP8HLS7rZGz08vOBR9bFMAtTviY4dhTm4NWjQDC4ulrsAC0GK8SIPP9wFyzZy4BUAABlXSURBVJefRGBgB0V9fs2hZE/uk3r6Al/fALz00oeClCUktVqNM2d+RXr6daSmXoa/f1C59XLdT5VzjoMHv4dWWwtduvSTJYbqql+/MX76Kff+AdTRCTVNhhSozZ7cN2LE9Eo3Nq9I6ukL5PLmmzFYsuQwfH0DAAAnT+7HhQv2T7ktpH37vsP77z+L//1vsmTXOLZv/xLz5r2Cv/46Lkh5jDFRE/2ZM7/htdcew7p1c0Wrw5R//knFgQPi9zSqDkr25D4ppy/IyrqD/fs3inqhrjq6dXsKbdqEwNXVHZxzfP7563j11Udw9Kjt9w4WWu/ez6FNmxAMGfKqXVNgVEd8/Gb8+OMy3Lp1TZL6quvy5bM4e/YQUlKkmxM7M/M2XnghEPPnvyLLDdVtVTO+SxHBlPbsKe2Ln5t7D25uHnjqqXGCjqA9fToeH344Eh079sGCBfsFKVMshYX5eOSRp8C5AZ07P4GCgkOyxKHRuGLx4kOStg+/9NIcdO36JNq37ylYmbt2rcWGDZ/iySdfxKhRbwlWLgCEhoajUaOW8PSU7pqKTvcQGjRohnr1GiE7+65sF9KtoWRPKhGiZ481Hh6eeOSRp9CxYx/R6qiqlJQkrFv3H/z88zcoKiqAVlsL/fpFYM6c7dBoXGWdZ75sor9y5TyWLp2Gd95ZI9ro4zZtuqNNm+6ClllcXITk5D9x6dIZQcsFAJ2uruSfKcYYVq48o/iLtDXutoRFRcCuXQfg5dVH+KBIjXf06M6SKSUKodc/uKdv2amp27b1UMTna+rUvjh16gCGDYvC5MnS3INACHfu3EJ6+nUEBLSo1sRqNZVefwBPPNGnyvubuy0htdkTi/T6Yhw/vhsbNnwmdyiiS0lJQnS08daNZRM9YBxMlp+fi+jocNy8qYzrDO+99y0GDXoZr7zyieBlG7ufvohdu9YKfjG4Tp16aNmys+CJ3mAwYOnS6di6dYksbeecc9y8mazY6Y8p2ROroqPD8eWXb+H27RuClPfPP6lITb2suH8KW24EU1RUhG3blNHrom7dBnjzzWVwdzfO5WMwGPDnn8JcTzh79hD27Pkaa9fOhkrlGGkiI+MmNm2aL1vMEyZ0xPPPN0dq6mXJ67aFY/wViWzUahcMHDgeI0ZMFyw5x8WtxOjRzbB8+UxByhOKrdNF7N+/R6KI7LNs2dt4442e2Lp1SbXLaty4Fd54YzFGj35HlLboXbvW4pNPxiM5+U/BynR1dUNk5McID5ena3CDBk2h0z2EmzeTZanfGrpAS6yKihJ24jO9vhg6XV3FDUixfbqIPJEjqZratX3g4qJB48atql2Wt7evqHO1Hz0ah/37N6BDh1DBbjBSu7YPRo+eIUhZVTFz5hpotTrFfhOiZE8kN3bs+xgzZpZkfcVtZft0ETLOXWDB6NFvo2/fUWjQoIncoVj11FNj0bFjH7Rr96jcoQjGy8tb7hAsUuYhiCjOvXv/4PDhH5GXlyNIeSqVSnFD5vv1i7Dp1o19+/aXKCL7lU309+79U6U7S/3002ps2rQAGRk3hQytnO7dB2DIkFcrTUVRHWfOHMSFC7+joEDeb16c80oX+JVA1GTPGGvEGItljGUyxu4xxrYwxhqLWScRx9tvD8C77w7GuXOHq1VObm6W4i7MlrJ1uoihQ4dLFFHVfffdpxgxIqBK93vdsOEzLF06TZR+8GJatOg1vPrqI7h8+axsMaxZMxvDhvni4MFtssVgjmjJnjGmBbAPQCsAYwGMAdACwH7GmKdY9RJxdO78BIKDe1W7nPnzX8Uzz9STddoBc2ydLqJhQ+nuUFVVdes2QEFBHi5dSrBrP845xoyZhf79x4g6OIlzjj/+2Icfflgm2MG/efNgNG8eDD8/Ye+TbK979zJw8eIJWWMwRbRBVYyxyQDmA3iYc55YsqwZgL8BzOCcz7e0v1IGVXH+4AEABsOD15wb31d8XbpNxYfB8GBd6WtT7w0GQK9/sK70tbV9zJVr6dnUz1X2tSmlnTPKPjMGqFSVX1d8Xr++G27ePI6XX05AgwbtoVLh/kOthsn3ZZer1eWXm3pvap09HUpSUpJM3rqx9NaO2dnKH7RXWFiA1NTLaNz4YblDMWvoUB/cu5eBTZtS4OPjJ3c4grh9+wYKCvLg59e8yr2YxBpUJWay/xmAO+f8sQrLfwEAzrnFCbKrkuwzMoBevYCsrBwAnpUSYGniNJf8TC0jQuMALgFoBikvGZk7OJg6iJhaV/aZ8ztwda1j8sBUemCr+LrisrLPanXl5RXLNrXclnrM1Vv2wGzu4F02V9nyuixbtl+//lXo9YUIC5uNunUbldumYlzm3lc8yTD13tSjtMOMqbLNrSu7zNLPXl1iJXsxr5C1BWCq4eosAFEaPQ0G4Px5ABC+lcjah8fah8nUP2HZf/SK/5xlk0fFM15b/qktJZfS2Kz9U5TGDzw408/LS4NKpYGr64PJnip+ozF3IDU+GAyGwErfSsp+m6n4vuzyssssvTa1r8Fg/OZXfXWEKERClwDoAPhY2e4GgKUAngPQSeygABjvEXtIkHFgOQDcIFcHw4oHBWvbWn7dGz/+CDz5pFDRGYn5m6kL4I6J5f/AzH8LYywSQCQA1K9fHwcOHLCrQr2eYcUKD+Tm5sLFxaMk4fGSBMfLvTb1zBiHWv3gtakjuzNbtepLbN26AS+/HIUhQ8LlDsdmxgMOg15vfBgPAqWvHzxK15V/X3lZcXE+AI9K+3HOSr49MnD+YFnp/qaXocLy8vWVLi9bR9ltSn+2sq/LxnD9+v9w9eoc+PlNh5/fO+W2KX02/o4YMjK+wc2b/0GtWicREPBNud+fqdcAs7qNue1Nr0e5eMo2l5p6D5SeaDBkZkYjN3chPD0/gofHa+V+t6XbVdznQRNs6bYoWc8q1WPqfcW4H/ws+wF8AqA3gKoMHFTh1KkEuLr+U4V9zVNU3zfO+TIAywBjM06fPn3sLuNBm72wM/URoHnzJLi7/4iionpVarOeOrUv3Ny0mD79q/s3BXFExjb7ELnDsMmpU09gxoyP0bMnx8SJlm/AfeFCH8TFTUSXLv3Qu7c0UwTn5mbh7t30at/fdt68e/jxx2JMntwQ/ftLcyex8gefB8sPH87Ge+/9hPbtc7BgwUyT+1h6rdf/giefDIVa4Fvoitlmnwbge875KxWWLwUwnHPua2l/pVygJQ8UFuZDrXapUv/4nJx7GDzYG2q1C378MRNubsocmGQLR7hAW4pzjnv3MlC7trUmHOldunQG48cHo0mT1li9+ly1yyvtXy/3Zys7OxNHj8YhOLhXlU5qHLHN/iyM7fYVtQFQ/b8skZyra9XPmDw9dfj228u4cuWc7P+MzoQxpshEDwANGzaDq6s7XF09wDmvcu+VUkr5XHl51cYTT4yWO4xKxEz22wF8xhhrzjm/BACMsaYAHgPwjoj1EgkUFRVCo3G1uE1KShI2bpyHvXvX3e/C2K9fBPz9Wwh2xytiu/Pnj6FWrToICGhRad327V/Bz685OnbsAxcXywPLhOLh4YWdO3MUO5dMTSPmb3k5gMsAtjHGhjLGhsDYO+cagK9ErJeI6PDhHzFqVBMsWmR5kqyjR3diwoRg7NgRc3/UbG5uFnbsiMGECcGKHFRVk23cOA+TJnXH+vUfVVqXl5eDJUum4K23nsSdO7ckjUuIRP/XX8cxaVIIVq36QICIhPHPP6lYvTpaUTO7ipbsOec5AB4HcBHA1wDWA0gG8Djn3LbpBYni1K7tg7S0q0hKMj8ys/xNQMr3dSx7E5CUlCSxwyUlHntsKHS6h0y2IRcXF2LEiOno3z8Cvr7KHx1c0eXLZ3H+/FFcvy7dTcat0ev1WLNmNr7/fongN3+pKlF743DOr8LYaZfUEC1bdsGKFQlo2tTU5RgjW28CsmnTAlHvc0se8PcPwubNN0020dSqVQfjx8+RISrg11+3YsWKfyEkZBBeffXTKpXRs+cw+PkFwsPDS+Doqs7X1x/jxkWjWbP2JbO7Cty1pgoU1fWSKJ+LiwbNm7e3uI2tNwHZs+drSvYSkqot3h6MqXDlynnUq1f1+RG9vLwFmbdJaGPHKqdZCaBkT0Rg+01AqDVPanq9HkeO7IBO9xDat38MiYmncPXqX+jefSA8PXWSx9OxYx8sX35K0KmOiWl0GZzYLS3tKqKjh+O9954xud7Wr9NK+trtLHbsWI5Zs4Zi9WrjWef27V/i3/8eLdsN5b28aiMoqAM8PKo2xQnnHF988SY2b/5ccXPIGwwGHD68A6tXRytiWm9K9sRunp61ER+/GUeO7DB5owhbbwLSv/8YsUIkZjz++Cg0bx6M7t0HgnOO1q27Izi4F3r3flbu0KokM/M2Nm6ch1Wr3oNKJX+7eFmMMXz66UtYs2a2Ii4eUzMOsZuXV2188MFGNGvW3uRAqxEjpmP37jUW2+01Gg2GD5fnxtDOzMvLGytWnL7/fsCA/8OAAf8nY0TAvn3f4ejRnQgLi0T79o9Z36EMtdoFEyd+hsLC/GoPyhIaYwxhYa9Ary+q1oBEoVCyJ1USGmp+IrTSm4BER4ejqKiw3NdrtVoDjUaD6OhYGlhFAAB//vkbdu9ei8DADnYn+1q16mDEiOkiRVZ9L730odwh3EfNOERQ6enXkZeXje7dByAmJgFhYa9Aq9WBMRW0Wh3CwiIRE5OA7t0HyB2qU8vPz8Vrrz2GTZsWyB0K+vYdienTlyEkZKDcodRodGZPqkSv12Pjxnm4cOF3vP/+d1CpVMjLy8bbbw8AYwwffbQD/v6BmDJlMXWvVKDfftuGs2cP4ezZQ3juucmyTlnQvn1PtG/fs0r7njlzEGq1C5o3D4a7u1bgyIRx584tnDlzEMHBveDtbXH+R1FRsidVkpp6GWvXfoj8/Bw88UQstFovPPbYUOTn58DFxRVarfTd+Ijt+vQZgdTUy2jRorNDz02zZMlUXLjwOz7//KDdTUBS+fjjcTh6dCdmzfpG1gnSKNkTux09uhPR0eEoLCwoWWKc92bfvg1wcdFg8uTF8PKSZj50UjVqtRovvKCceVv++GMfrlw5j4EDX7Jr9sqgoI4wGAwmJ3dTiq5dn0RhYYHsJ0CizWdfXTSfvTKlpCRhwoRg5Ofnmt3G3V2LmJiEGnsB1pHms3cUY8e2xtWrfyEm5jQCA4PlDkdWYs1n77jf34gs7Jn3hhBb9er1LAYNmgCNxk3uUGosasYhdqF5b4gYJkz4j9375OVlw8XF1ep9FZTi1q1rYIzJdktOOrMndqF5b4hSbNjwGZ5+Wotvv/1E7lCs+vbbjzFyZGNs3rxIthgo2RO70Lw3RCzZ2Xdx5cp5m7fPyroDzg2ydme0VVBQJ3h61pZ1jhxqxiF26dcvAjt2xFhsyqF5b4i90tNTMGJEALy9fbF1q213y3r99UV45ZVPSuaLV7bOnZ/Atm0ZUKvlm7+HzuyJXUaMmA6NxvIkZzTvDbHXQw81RO3aPqhbtyEKC/Nt3s/V1U0xNxq3RK1Wy5roAUr2xE6l8964u2srzWypVmvg7q6leW+I3VQqFbZuvYUVK04rYtIwsXDOZbsdJyV7YrcH895E0rw3RDD2zFqZmHgKr7zSVVE39LYmLy8bo0c3w4QJwcjLy5G8fmqzd0Cl/xOMmX6Y2qbiMmvPpv7vyi6rWzcQ7dsvxocfGrtXlr3uVPra1HPF12Uf5paXXU9qPs651cR/5cp5XLx4Ag0aNJUmKAF4eHihbt0G0OuLkJKSiKCgDpLWX+OSvUoFuLgA9eubT3jm3lvaxlQ55sq2t05b1lXczhmVJn2DofxBwNJ7W15bKsvUIz8f8PUtH5O5A1rFZ2vbVWV9TXHixF4sXDgJAQEt8dFHP1rcNiRkEBYvPiTrICx7/28ZAxYt2oa6dX3h4qICY8Z8VfH5+nVx4q1xyV6tBtzdgdat5Y6ECK30H0buebvS0oC2beWNoSx7DhDmltnC2rc9W5ZbWle/fjPMnHkZjRvXQ+fO+XB3t9R2rwPQ4/47az+HrfFYe139E676Vre4caM65ZtX45I9Ic6m4rdNR9W6dSD27NmD7t27W0n0jq+wsBCZmZnw9ZVujABdoCWEKEZoaOj9RM85R2pqqsnt3nzzTcyfPx+FhYVShieI7du3o169enjzzTclrZeSPSFEcfR6PSZPnozg4GBcunSp3LrMzEzMmzcPs2bNgouL4zVOtGzZEpmZmbh8+bKkI2od7zdFCKnxDAYDLly4gMzMTJw5cwbNmze/v44xhoULFyIrK8shb7zSqlUrJCUllfuZpEDJnhCiOBqNBps2bcLZs2fRo0ePcut0Oh0mT54sU2TCkDrRA9SMQwhRKJ1OVy7Rp6WlwWBQ/jw49rh79y6Ki4slqYuSPSFE8X7//Xd06NAB//rXv3Dw4EH89ttvyM527Gm0J02ahHr16iE+Pl6S+ijZE0IULyMjA7dv38axY8cwbdo09OzZE8eOHZM7rGrx9vaGXq9HQkKCJPVRmz0hRPGeeuop7N27F48++iimTZsGwNirxZFNnjwZU6dOlayvPSV7QohD6NOnDwBg8eKacbvL+vWtj6YVEjXjEEKIzLKyskSvg5I9IYTIJC0tDd26dUO7du1EH2BFyZ4QQmTi6+uLGzdu4Pbt20hKEvemJtRmTwghMlGpVIiLi0NQUBC0Wq2odVGyJ4QQGQUHB0tSDyV7QghRAM65qLN4Ups9IYTIbMuWLQgMDMScOXNEq4OSPSGEyEyn0yE5OVnUqRMo2RNCiMxCQ0MRHx+Pffv2iVYHtdkTQojMNBoNevXqJWoddGZPCCEKotfrRSmXkj0hhCjE1KlTMWrUKLP33q0OasYhhBCFGDlyJPr3748GDRoIXjad2RNCiEKEhISINpKWkj0hhDgBSvaEEOIEKNkTQogToGRPCCFOgJI9IYQ4AUr2hBDiBCjZE0KIE6BkTwghToCSPSGEOAFK9oQQ4gQo2RNCiBOgZE8IIU6Akj0hhDgBSvaEEOIEKNkTQogToGRPCCFOgJI9IYQ4AUr2hBDiBCjZE0KIE6BkTwghToCSPSGEOAFK9oQQ4gQo2RNCiBOgZE8IIU6Akj0hhDgBSvaEEOIEKNkTQogToGRPCCFOgJI9IYQ4AUr2hBDiBCjZE0KIE6BkTwghToCSPSGEOAFK9oQQ4gQo2RNCiBOgZE8IIU6Akj0hhDgBSvaEEOIEKNkTQogToGRPCCFOgJI9IYQ4AUr2hBDiBCjZE0KIE6BkTwghToCSPSGEOAFK9oQQ4gQo2RNCiBOgZE8IIU6Akj0hhDgBSvaEEOIEREn2jLGWjLFFjLEExlg2Y+wmY2w7Y6yDGPURQgixTKwz+ycB9AWwBsBgAJMA+AI4whjrIlKdhBBCzHARqdzvACzhnPPSBYyxfQAuA5gM4EWR6iWEEGKCKMmec37bxLJMxthFAP5i1EkIIcQ8yS7QMsbqAmgH4LxUdRJCCDESqxnHlP8BYAAWmtuAMRYJILLkbTZj7EIV6/IBUOnbBSECoc8XEVN1P19NTC1kZZrVzWKM9QOwx4ZKfuGc9zGx/0wAcwGM55yvtKGcamGM/c457yp2PcQ50eeLiEmsz5etZ/aHALS2YbvcigsYY6/CmOhnSZHoCSGEVGZTsuec5wL4y97CGWNjACwFMI9z/h979yeEECIM0S7QMsaeAbAKQAzn/E2x6jFjmcT1EedCny8iJlE+Xza12dtdKGO9AewGcBbA6wAMZVYXcM5PCl4pIYQQs8TqjfM4ADcAnQH8VmHdFQBNRaqXEEKICaKc2RNCCFGWGj3rJU3IRoTCGGvEGItljGUyxu4xxrYwxhrLHRdxfIyxcMbYZsbYFcZYHmPsAmPsI8ZYLUHrqcln9oyx12AcpLUGwB8AvAHMANARQE/O+QkZwyMOgjGmBXAaQAGAWQA4gDkAtACCOec5MoZHHBxj7AiAqwC2AbgOoBOAaBh7QD7KOTeY39uOemp4svcBkFFhQrbaME7I9gPnnCZkI1YxxiYDmA/gYc55YsmyZgD+BjCDcz5fzviIY2OM+XLO0yssexHGk9QnOOf7hKinRjfjcM5v8wpHM855JgCakI3YYwiAI6WJHgA458kwdj4YKltUpEaomOhLHC95FixP1ehkbwpNyEaqoC2AP00sPwugjcSxEOcQWvIsWJ5yumQPGyZkI6SCugDumFj+D4A6EsdCajjGmD+ADwHs5Zz/LlS5DpXsGWP9GGPchscBM/vPBPA8gNfKfiUnhBAlYIx5wXihthjA/wlZtpRTHAuBJmQjcrgD02fw5s74CbEbY8wDwA8AmgMI5ZxfF7J8h0r2NCEbkclZGNvtK2oD4JzEsZAaiDGmARALoCuA/pzzM0LX4VDNOFUh84RspGbYDiCEMda8dAFjrCmAx0rWEVJljDEVgPUwTjMzjHN+RJR6ang/e5qQjVQbY8wTxkFVeXgwqOrfAGrBOKgqW8bwiINjjH0B4FUA/wHwY4XV14VqzqnpyT4awAdmVl/hnDeVLhriyEqmRlgAoD+Mvbl+BjCFc35ZzriI42OMXYaZWwkCmM05jxaknpqc7AkhhBjV+DZ7QgghlOwJIcQpULInhBAnQMmeEEKcACV7QghxApTsCSHECVCyJ4QQJ0DJnhBCnMD/A8W3RbcTe732AAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "f39cbec7ed504ab8b298e6e13d221619",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 1000 loss=-0.02011 val_loss= 0.2265\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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zZu/svYUvVwSDMHo0jB0LJ5zghfoJJ3jB3q/lFokOS6f5KZOKiopYs6aVq5KtOHBgN6++up4hQ07gjDM+CcAbb7zA9dd/gpNOOpVf//qNxvceOVLf2A4f19DgNW/t2wd793oVa3LZtctr9mpqCV6T1BTgjwwdmttYscZL/P9E3SizI7kSSLe89dZ6LrhgWqf3ecw246Q7orO3zJ2S3NQSL6k/91T9W1hYTH19+xWnc8Vcd13z5YMGQVlZ0zJqlHemk00jR5axaNHqNvviO+c4ejTNNoB2HG6nLaGu7hBvv72BUaNOZsiQEwBYv/5BfvazG/j0p69sDPuPfOTjlJffwhlnnItzrvGiamrQg3e2OXCgV8aNa3m/9fWJ8N+5E3buvIHXXutPXd2n2LMnl927Yfdumo00zsnxvgmMGgUnnug9xp8PHNh32757g2i04ydo7TW3dlafD/t0R3QWFxdn/VhaaqeNt9/GgzwU6rkwB1odZXrZZQs588w5/PGPvwTa+rQFgbmMHu2FzrhxiWAfOLB7/g0tOeectgdnrVpVkZGmHoD8/ILG5y+//Az793/A+ed/rrG/++LFN/HEE8u56abFzJp1AwATJpzLWWf9Daef/onGdYPBPK6/PnNTMxcVed+gxo5NXjoX8K4tfPgh/OIX/4jZiQwefDM7dxrbtydXDvDii0232a8fnHQSjBmTKGPHek1t0rf0+bCfM2cOy5Yta7PdPhgMMnfu3A5t17mmF9/i7X8tlXi499IWsUYvvLC28ey3oSExyvTRR5fx6KPL8XqiLAdabw7Jywvyy18uYPTo7jji9MQnDxs9uoxvfnMJt966pPFsNP5/8uUvL+TJJ5e3GfbpzMOTkxPgwgs/3fjzAw/8iJde+h0jRpRx2mnnADBhwnls3foGRUWlje8bN+6j/Pu//67z/8guys2Fw4df409/qiQYzOPuuy9m1KiTAe+zu2MHbN/ulW3bEs9ra+GNN7ySbODARPNcvBI48UTohnMq6aQ+H/YLFy5k+fLlbYa9WQ7XXLOAffu8r1SRSKLEe1QkPw+Hs9s2ni3OeV/l9+3z2nDjZ2u7dsG2bVVs315Oy0Hu9TQxu5Hx4xfz17/eSENDokKApgOmRo/OTq8ms6YTeLVW4rM/xmeATKeZ4eyzy3joodVtdtFdvHgxN954I/X1rYd9fn4+s2fPZuxY77MyffoMcnOjmB2kuNgLzs9+9houueSaTPxKMmrcuEl873sPUV29tzHovd46MGZMLmPGNH2/c15voa1bvd5U774LW7Z4zw8c8Epqk9Dgwd43gRNP9CqDk07yir4J9Lw+f4EWWu9nHwjkNnY9u/fe1xs/4N0lExNzxQcWVVd7F+Dif2T79zd/3L8/0We+ufnAMpr2HW8qEAjy2c/OY/bsBVkdMJWb642sLCpqWgoLsz94pqqqqnFytvjgu7lz57JgwQLKysrSGrNRWFjYbj/oSKRpF8xwODFJWfw6zdGj2WufTdfTT9/HL37xda688jtceum8tNZxzmsSeu89L/zjXWu3b2/t8/cqweCPGDXqq5x88jRGjoSCgnf5wx9u5tRTJ3Hddbc3VtgvvfQE+fmFnHrqOT02DURPi0bXc+GF0zq9fo8MqjKzUUAlMAOvw/BTwC3OuXYniO3MCNrEDIs1FBaWMGPGXOrrDzF27ASuuOKfMjqqsL0gf/75tdx2W3mzKQVycoIEAkHKy1czYsRMdu2qYuPGCqqqVhKJeKM1S0vnUFCwkLq6MmpqOtY8VFDgXSg9/nivx8uIEV4/7B/+sJQjR9q/tlFUVMqaNZnptWSWGChUXJwI9fxe/jfcXoWQybmX4l1pky/S19d7JZ1xCF11xx1X8cQTy7nllju5/HLvqvuRI/WYGfn5hR3aVjTqVQJbt3qVwLZt3uPmzd8jEvkucCnwaOzdfwCmAefRr98fGz+rzz8/iFDoAN/+9h7Gjh3MsGHw618v5KWX1jJv3g/55CcvBSASCRMKHaGoqCQjv4fepM+FvZkVAa8BR4Fv4w1xvB1vmOJE51ybfdc6MxHaoUNw/fWwc+cH5OYeH7thRKKXQ319FVu3VrBrV2IY/LBhczjhhIXk55c1udlEvMSvpsdvihGNwqFDa/nww/IWh917JT4Ks62ugOmN1jSbSb9+VThXweHDK2loqCU3t5ixY+fwiU8sZMyYMgYNorEUtvL32ZFulc8807k2rKIiL9jjpbi49/U1zoTummgvGk0Ef3xAVrxk6huBc45Nm/5IWdkkiov7A7B69U9Zvvw2vvrVO7jssms7tL0jR+p58sn/ZNiwkxpnGT1wYA/33PNDJk68kcOHT2LnTti6dS9btvyJ/fv7EQrNiB8N8HfAHrzKwPvwBAKXEY0+ximnPMypp/4tQ4fCnj0P8PjjX2XWrH/ly1/+OgUFLRxMH5WtsM9mm/1XgbHAKc65zbGD2AT8FbgW+Emmd3j0KKxcCXB80tL42fxavJGJR4j3NolGa9i5cxk7dy4n/WHwVbHttN72DfOS9tsab7Smc62P1szPL+eGGxazdOmNTS6qRiI1VFUtY9s2b+reCRPaP+50u1UWFqZ3ha2gwAv00tJEsGe7i6XfBAKJijOZc4npLmprE49tTVfcGjNj0qTzmyx7552N1NYeZMCAIY3LnnvuMdavX8V5583i/PP/DvDa++vqDlFSMrDxhOqpp35DZeV1jB9/Fmef/RnMjIEDh7Bw4Y9T9jwY+Fuc86bG2LULduwwdu58uLGL6IcfeiUUugf4gLffHsXbb8fXfx6o4f77+3H//d7nb9CgwwwenMPQofkMGeIN0DvuOJqcDPl5PEE2/zwvA16IBz2Ac+49M3sWuJwshH1JCSxbBn/5y5vk558KeE0JBw5Ucffd5UQirQd0MFjODTdsAuC55yp49dWVHD1aS35+MZMnz2H69IUcf3wZDzxQwbPPhtu5gJvOmXH7ozXD4RA//em1LfYOiUa95qFFi8rTmqvmoovaH2UaCASZMaN5r6W8vESox4vudNRzzBJNYkMSeUw02jT8448d7Wxw660ruOKKr3PiieMbl7355ousW7eSESPKGsN+y5Y3uOaaSXzkIx/nrrs2AnDRRV/if/7nt3zmM+nNxGmWGD9w2mnNX3cOqqsH8+GHg5tUAHv2/JT33/8KNTWjOXDA+3fW1t7Ftm3fB34ItLz/0lIv9FMrgfgxxEu6o7f7kmyG/enAIy0sfx2YnY0dFhTAlVfCE098SHHxqY3LKysrYk0urWtoCPP887fw6qvPNBmYc/RoDS+8sIyNG72z6A0b2p9SIFNanqOlqfam7p0y5RKGDx/D5z/fftfDYDDIl7+8gKFDvbb24mKv9PY2dvEEAolpJuLi3wK8MEyU1i/ke+JTKcdNn/73jBhRxrhxH21cVlOzn379Spt8AygoKMpoF1OzxLxIp5yS+uoEIF4hwO23P8vGjXu47LL+DBzojTTev5/G6Sb27/eaeg8d8q4ltLff/v2bhn///om5mlp6XlDQuwegZbPNPgT8xDn3rZTltwPfcs41q2jMbB5eGwjDhg078/777+/Uvg8dqiUYLG68yfPs2Zdw+HDXh9Ln5eURau+vpAfk5+cDFrsYnDiNy8nJoaGhgeOOG8zSpffy5puvc8cdi5q9LxAIxLpVLuKcc87pgX9B3xK/aNuXxa9NJV+L6mwUhMMhgsGebx9xzvH2228ybtzJ5MbaFNes+S9CoRCXXfY5IEBNTZADB/LYvz8/9phHdXUeBw8GOXgwjwMH8qiuDlJTE8S5jiV3MNhASUmYfv0ilJSEKSmJNHleXOy9VlzsLU8u+fkNSWNDaikp6fzn64ILLuj2C7QdDvtkmbxTVU5Oehcn05GbG2wyz3tfEAjk8vTTrzJp0uns3FnF0qWVrFzZck8Tad+xeie0SMQ7649PuFZb2/J8R33FwYN7+MIXRnPkSD0VFU/z8Y9PT3vdaNS7lhDv6hzv+lxdnSipP3dm0rW4QMD7Fu19o67hV78q4fzz21+vJT1xgfYA0NIA+kGx17pNulMqpMMb+BNscxBX/KwiEmm9GSad0ZqZkpNjPPjgz5k6dQkDBpSxdOkSli7t+zOASmbl5iaaTOLi4zwOHUpUAp25ENwTBgwYwne/+yAvv9w06JN76LUmEEhc4E1HfM6r+O8otcR/f8nXUpLL0aOJSgNKulRxtCabYf86Xrt9qtOAN1pYnjXpTKmQrkgkQmFhYZvbysvLaxyN2ZXRmoFAADNrs9JIRzgcZsWKFcfEFM/SvQKB5hVAKNQ0wA4d8r4V9EZTplzMlCkXN/78wQdbue222cyfX8mECedmbD9miVsvJl80T1colLhbXHX1RiZPPjNjxxaXzfGKjwJTzKxxWiYzGw2cS2JkRbdYuHAhwQx1HykpKWH16tUUFRU122YwGKSoqIjVq1dz9dVXs2nTJubNm0dpaSk5OTmUlpYyb948Nm3axNVXX93udu666y7yMtRXrLfM+il9X16ed8Y7ZgxMnAjnnQfnnOP1ponPlNlbe2vdd98dvPXW//Lb3/5HTx9KE3l53u/thBNg/PiaJhfZMyWbYf8rYAvwiJldbmaX4fXO2Q78Mov7baasrKzdYL3kkkvarRDiE6rNnDmzzSCP3wKxrKyMJUuWUF1dTTQapbq6miVLljS2jbe3nXQqhMLWRlGl6OsXFKV3KyyEoUO9idEmTYJzz4UpU+D00725cQYN6h0VwPXXV3LVVYu46aafNS7bvPk1duyo6sGj6h7Zni7hRJpOl/A03nQJW9pbN5MXaOPaGgYPMHHixBZvbxhXVFTUI7c3bOu4Kyoq0pr1c968eWrGyZBj9QJtdwiFvIu+8SaLeOnJZqCvf/3TbNiwjttu+23jGIKe1OemS+iqbIR9e/rijcurqqp6bSV1rFLYZ97Ro4lKIHmKiGzPD9TQ0MCPfvQVnnvuUVau3ExJiden5Pe/X0V9fQ1Tp36O4uLunbKzL06X0OfEm1XamgSrt4k3UbVXSfXGYxeJy8/3SuoNcOI3Gk+eHyh+m85M9FjJycnhm9+8l0gkTG5uop1p5crv8+67m+jffzDnnXc5kF4vnt5MYZ8i3s7el5o8+mIlJZKOeP/zli45RSLN79ec/NiRRovkoG9oaOBzn7uZZ599hLPP/kzj8jvvXMg772zgK1/5PhMnfqor/6weobA/RvTFSkqkK3JzW68IUu/1nHqf57Yqg5ycHC6++GouvvjqJstffHEN27e/06Ri2Lz5Verrazj99E8QCPTuOO3dRyci0gnJ/d5b4lzzewmk3lwmtZnozjtfYuPGdYwff3bjsgce+DFPPfUb5s//CbNnex09fv/7VTz00M+YOnU25eU3A7B3705+8IO5DB06im9969eN619//SfYuvVN7rrrZUaMaHLz4IxT2IuI75glrhO0pqEhEfyhEBw92p/x48uTfoZRo05m5MhxTJlySeN6e/fu4C9/eZZTTklcIz1ypI5XXnmG448f3WQf9fU11NVVc+RIm7f3yAiFvYhIC3JyElNJt2bKlO8QCv0r4bARCnmVwFVXfZ6pU89iwIDhDBrkfUMYOXIkFRXrCAabjouprPw9gUBuk5vTZ4vCXkSkC/LyjLw8bxIzgGHDRnLWWSNT3lXEBRdcRCTihX+8RCJDmvwcDnvz9WeDwl5EpJvk5nqlrYHve/ZkZ9/ZnC5BRER6CYW9iIgPKOxFRHxAYS8i4gMKexERH1DYi4j4gMJeRMQHFPYiIj6gsBcR8QGFvYiIDyjsRUR8QGEvIuIDCnsRER9Q2IuI+IDCXkTEBxT2IiI+oLAXEfEBhb2IiA8o7EVEfEBhLyLiAwp7EREfUNiLiPiAwl5ExAcU9iIiPqCwFxHxAYW9iIgPKOxFRHxAYS8i4gMKexERH1DYi4j4gMJeRMQHFPYiIj6gsBcR8QGFvYiIDyjsRUR8QGEvIuIDCnsRER9Q2IuI+IDCXkTEBxT2IiI+oLAXEfEBhb2IiA8o7EVEfEBhLyLiAwp7EREfUNiLiPiAwl5ExAcU9iIiPqCwFxHxAYW9iIgPKOxFRHxAYS8i4gMKexERH1DYi4j4gMJeRMQHFPYiIj6gsBcR8dsdg5oAAARySURBVAGFvYiIDyjsRUR8QGEvIuIDCnsRER9Q2IuI+IDCXkTEBxT2IiI+oLAXEfEBhb2IiA8o7EVEfEBhLyLiAwp7EREfUNiLiPiAwl5ExAcU9iIiPqCwFxHxAYW9iIgPKOxFRHxAYS8i4gMKexERH1DYi4j4gMJeRMQHFPYiIj6gsBcR8QGFvYiIDyjsRUR8QGEvIuIDCnsRER9Q2IuI+IDCXkTEBxT2IiI+kJWwN7OTzew/zGyTmdWa2S4ze9TMJmVjfyIi0rZsndl/GrgAWA5cCswHhgAvmNmZWdqniIi0IjdL270fWOqcc/EFZvYMsAW4GbgyS/sVEZEWZCXsnXN7W1hWbWbvACOzsU8REWldt12gNbNBwBnAm921TxER8WSrGacliwEDftraG8xsHjAv9mOtmb3dyX0NBpp9uxDJEH2+JJu6+vk6qaWFltSs3iozuwhYl8ZO/uCcm9bC+v8M/AD4inPunjS20yVmtsE5Nznb+xF/0udLsilbn690z+yfA05N4331qQvM7Gt4Qf/t7gh6ERFpLq2wd87VA291dONmNhe4E6hwzn2/o+uLiEhmZO0CrZnNAu4Fljnn/ilb+2nFXd28P/EXfb4km7Ly+Uqrzb7DGzU7H3gSeB24EWhIevmoc+6VjO9URERala3eONOBfODjwLMpr20FRmdpvyIi0oKsnNmLiEjvckzPeqkJ2SRTzGyUma02s2ozO2RmD5nZiT19XNL3mVm5mf3WzLaa2WEze9vM/s3MSjK6n2P5zN7MbsAbpLUceBkYAHwD+ChwnnNuYw8envQRZlYEvAYcBb4NOOB2oAiY6Jyr68HDkz7OzF4AtgGPAO8DHwMW4fWA/KRzrqH1tTuwn2M87AcD+1ImZOuPNyHbY845Tcgm7TKzm4GfAKc45zbHlo0B/gp8wzn3k548PunbzGyIc25PyrIr8U5SL3TOPZOJ/RzTzTjOub0upTZzzlUDmpBNOuIy4IV40AM4597D63xweY8dlRwTUoM+5n9jjxnLqWM67FuiCdmkE04H/tLC8teB07r5WMQfpsYeM5ZTvgt70piQTSTFIOBAC8v3AwO7+VjkGGdmI4HvAU855zZkart9KuzN7CIzc2mU9a2s/8/AF4Ebkr+Si4j0BmZWjHehNgL8Qya33Z1THGeCJmSTnnCAls/gWzvjF+kwMysEHgPGAlOdc+9ncvt9Kuw1IZv0kNfx2u1TnQa80c3HIscgMwsCq4HJwAzn3J8zvY8+1YzTGT08IZscGx4FppjZ2PgCMxsNnBt7TaTTzCwH+A3eNDN/65x7ISv7Ocb72WtCNukyM+uHN6jqMIlBVf8PKMEbVFXbg4cnfZyZ/Rz4GvB94L9TXn4/U805x3rYLwK+28rLW51zo7vvaKQvi02NUAnMwOvN9TRwi3NuS08el/R9ZraFVm4lCNzmnFuUkf0cy2EvIiKeY77NXkREFPYiIr6gsBcR8QGFvYiIDyjsRUR8QGEvIuIDCnsRER9Q2IuI+MD/Aakta61y5NyTAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "950e046f18c14bb5bfc220851d938ab2",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 2000 loss= 0.3313 val_loss= 0.1654\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "5272a90eaad54cc18cd94abb6c224d77",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 3000 loss=-0.2077 val_loss= 0.1123\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "b84975db0be34cd5a54486568b4db7c6",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 4000 loss=-0.1993 val_loss= 0.06822\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "8894bf621d334dffbed7d075dc3f43c8",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 5000 loss=-0.3065 val_loss= 0.09958\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "5e243daa1d8b459484d85f136a35ce18",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 6000 loss=-0.2163 val_loss=-0.1013\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "a07b0d4758cc453192639107c08021da",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 7000 loss=-0.006919 val_loss= 0.03911\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "38aa3bc945a44141a8f02eb2a2327d60",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 8000 loss=-0.6638 val_loss=-0.183\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "e84e07cacf1f4412b0f5ea933f7d5986",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 9000 loss=-0.3583 val_loss=-0.03539\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "9b7b8afe2ef54b4abc76ee3f788080e2",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 10000 loss=-0.353 val_loss=-0.06751\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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vwSA6OpolS5ZgraVVHX40O3fuZOvWrTzzzDMK/nAZY3oBqcBowABrgGnW2io6sjUviYkwblwyzz+fxqRJFRuBAaKiopk9O43s7GRefdUFwt/+Bmlp8OMfwzXXuFJ9dXJzYft2d5bRsaNbvj5/nMcrPT2dOXPmsHjx4pKeVDVdtHY86zQn2dmuaie3Yi0OGzbAY49BUVH47UIxMe7Mr1On6pctKnLhmpVVegDIzi59npXl9ikQoKTK8ptvXLvD7t3w7rul79W+fdmDQb9+7gBRX1U2gUDFaqLgwaD8GUttvuPu2pm/csstt5R05a6rG264gejo6DJnAS2BscHK6vp+Y2PigE3AMWAWYIEHgThgiLU2p7r1zzrrLPvxxx/Xaptr165l5MiRx7W/dZWens7DD6fywguuEbhNmzh69uzPzJkLOemkQYAr/XzxBbz0Erz3nnvu88GFF8K//zuceGL422vd2p0BdOsGxZ0UGtSqVatISUkpGbAuKPTaifIXrR3POs3J6tVrad16JOVH+sjLg6eegjfecM99viQCgZrbheLikhg9eiJnn30Zw4dfXOPyteX3w86drnPBtm2lVYw5lfwy27RxVUPJye6soF8/6Ns3sl09fb7SBuTg2UF8fNUNyDfffDNPP/00kydP5rnnnovcjjVBodlnjNlorT2ruuUjGfy3Ao8Dp1hrtxXP6wt8DdxurX28uvWbW/CH2r/flaby86teZudOWLoU1qxxJSBj4NxzYeJE98MKV/C6g27d3NlAQzSkpaenM2TIEHIrK9YWi4uLKzNyaTjrtGnThn/961/NruRfWOiGXfjmm7UkJIws89pnn8Ejj7iG+5gYuOEG2LNnKm++WX27UFRUDL169WfHji2MHHkl9977YoQ/hWOtqyr6+uvSA8K2bWW7dwb5fK6tIFhFlJzs/m7bNnL7Z4wL/8REdzBq1cp956OiYN26d5gx42b+9rc0hg4dVO9nxPn5+WzatKmkl1BT0pSC/22gjbX27HLz3wWw1p5f3frNOfjBhfmePS7g8/L8fPnlxwwc+G8Vltu7F154AVatciUwgBEj3BnA4MG126bP5w4CHTu69oNIlcamTp1a4/hIMTExXHnllVx99dUkJyczd+7cGtcBGDduHCtWrKjvXY6Yo0dd1U5+PmRnlwZ/QQE8+yy8+KIL0+RkuP32Ajp0OMCxY3nceOOQSnv1BMXGxrFs2d9Zt24tQ4cOZ/ToMXz++Vb+8pf5zJqVSn6+j5wcV41Tm3tMHK8jR9zZQPDMYNs2+PZbKpzdgOua3LevOygEpxNPjOwBIaioqIioqCiMcQeG4BQbW/oYG1v7HnMHDx5k6NChHD58mPT0dDrVVPfWwJpS8O8DXrfW/rLc/KeACdbaav/lmnvwB2Vl5fLDH57Ntm1fsGDBZnr16l/pcgcOuCqgFStKzxROP92dAQwbdnz1+QkJpQeBul4fEFo3H95oqNC6dWuOHTvGzJkzefLJJ8Neb9u2bc2i1L9rlzuzC/6EgsG/bRs8/LBrl/H5XDvONdfk88AD49m16wueeOI9tm//jNmzU0qG9QiqqtrL7/dzyimn8M0335Camsq0adMAt+0vv/yWyy77Md27n8TMmX8hNrZbpYFc3/Lz3ecPPTNIT3dDnlcmKansgaBXL/fYtWvd+v8fPvwd7dt3rtU6MTHuABAXV3owCP5d1VnzJZdcQkZGBkuWLGFwbUtlEdaUgr8AeNxaO7Pc/AeBmdbaCsdcY8wUYApAly5dhr3wwgu12mawsbCpefTRR9m4cSMnn3wqn366kfz8PNq0iWXkyIu4/PIr6datdPS4zMwYVqzowRtv9CQnx/0TnXzyUSZM2MWIEQeO+wdiTOlNZmpbHbRhwwZmz55d3HgdfvHSGMOIESM477zzeOyxxwj3u3bZZZeVBFtTZC2V3s2toCCH118/jaVL+1BY6KNbt1z+8z+3cuqpR8nNzWHWrN+yb98eHnpoDn379uO773azfPnLrF69mry8PGJjYxk9ejQTJkygR+iIgsU++eQTli9fzu9+9ztiY2PZv38/rVu3Ji4ujttvv51Nmzbx7LPP0qdPHwIBVxovKip9bAhFRbBnTxwZGXF8+617DE55eZUXs1u1KqJnz1x6986lZ88cevfOpVevHLp1yycqqvrvzKZNG7n//juZNOkXXHZZSr18BmPcgSg4FlJwOno0k8TEBKKjo0qWqy/WlhYgjuc3Hpp9F1xwQfMK/lAtpcQPkJaWxuTJkys0akZFudLd7NlpjBhRtlEzOxtef931/jlyxM3r2xeuvdZdC1CXunyfz/XcOOGEmi/8CaduvipJSUlkZmaW/B1uiT90vabmyBFXtRMcUTNo92548MFMtm519RmXXQa//GXZkTWPHj3EoUP7OO20AfTv7/4Pjtfq1auZMGEC559/Pq+99hr79u1j/fr1XH755SXLBAKBMhcd5ee7KS8PsrMt2dmGnJzSISQiyVp3VhscrmTXLlcNumuX65Jameho6NnTnRX06ePOFPr0cfOC39lnnpnF4sUPccMND3DddbMi/0GqEHqgCP27KsEB9QKB0sAPGjLE9dqrjaZU4t8PvOb1qp7wGjXjWLBgc6Xjs+Tnw8qVrq442MDWvbs7AFx8sTtlravExNKDQELC8VXrlBcTE8OUKVOYN28e4NoF5s+fH9a6Pp+vVmcWDcFa1wVy166yP1RrYflyePpp9391wglw223wgx9AdvYR3n33FS699OeAC4KePV141bURfteuXQwZMoSRI0eydOlS4spdifX222/zu9/9jqVLl9K//BC0wDXXXMO2bduYN28eQ4aMKNMFNDu76uqaSMjOdgeBHTtKDwY7dpReBFaez+d+A507u+9uVtZaOnU6m9atY2jVytXld+hQcaqv4a3z8rJ5/vkHuPzyX9O5c6/6eVNK2ycaIvgj2Y9/C1DZddIDgM8juN0mJZybwRcW+nn5ZTd6Z3lt2sD48fDTn8Jbb7meQHv2wH/9FyxcCFdd5S4Iq0uXzqwsN33zDXzyySruuqti3XNtxcTEMH369JLnM2bMCDv4gyXVptLH/9gx1w03eOYV9P33rl/+Rx+55+efv58ZM7qQmOh+xLfdNoatWz+koCCfSZN+xSmnuANrfejduzeffPIJffv2xZQrWlpruffee9m4cSMvvvgid999d4X1P/jgA3bu3ElSUlJJHffzz8/hhRde4LbbbuPyy68scx1AdrY7U4hEOTEhAQYOdFOo4ICGO3eWnTIyppKRMYCMjJ8AJwIjw9pOXJwL1GC7V+iQF8G/O3asueF3/vzfsmLFn9mzJ5377ks7no9cQSAQ4JZbzmbgwB/x2GOz6dAhqeaV6iCSJf5pwH8B/a2124vn9cF155xprZ1T3fotpcQfbhVHQkISK1dm1tgoV1QE77wDS5a4UhG4njwTJsDIka5b5/HWPe7enV5jb5OaVNcnf9y4caxcubLe3q8hHDzoRtQsf+x++2344x9dICYlwbRpMHx42e6cq1cvZtGiB3jppdWMGNG7QS+4y8zMZO7cucycOZPo6GiKiopIS0tjwoQJ+Hw+MjMz+fTTTzn33HNLbkwyfvx4Xn31VRYuXFgyQNnatWu57bbbuOqqq5g+/bclPYlCp/pqSC4qKiIvL5uEhLbFn+EAd9wxjtzcozz3XGlZcerUH/HFFx8wePB4fvaztJKbywSnvDx3dfPhw+7/79Ah91hD+Qso7R4dPCB06FDaZdTnc4/HjmXwz39OYujQx2jXbhjWlrajlP87tO4+9Hlo20sgAIcP/5PPPjuHVq16cv75X/PII20YOjT8f7umVNUTj7uAK4/SC7geABJxF3BVe/liSwl+n88XVqOmz+cjN7eI7durPsUNFQjAunWweLHrQx7Uvr0rOQ0Y4B5POSW8bp27d6cza9Zl7NixpeaFqxAfn8Sll17HlCnTGTgwmcREV8oKBl56ejqDBw8mLy+v1u9d/rqASAsEXK+cjIyy8zMzXeCvXeuejxjhqnY6dizbnRNcaJx44jHatm38Ae3Xr1/Pv/3bv3HVVVdRVaeJ4MFgwIABdO7sesk88sgj3HHHHdxyyy386U9/AuDQoUOMGTOGc889lzlzHic3t+LBoLqQPXLke3bv3kbHjt3o2rUP4EYrveeeKxg+fAwPPuiGVi8qKuKSSxIoKMhnxYojJQeEjRvXUFRUxBlnnE+rVuGd6gaHjggOcREc8qL8sBeHDtXfgaz2/g/YD4xh1Sp3ZX+4mkxVj7U2xxgzCjdkwyLckA1v44ZsCO+a9RYg3JvBJyQk0Lq1GwSuRw/XNa66m2/4fHDOOXD22bBxo2sI/uwzV8r5xz/cBK6E0q9f6an0gAFu5M/Q0mdwiODjLelHRcUwbtyUMlVVW7eWbr/0Uvxklix5hYkTK169WxO/309qampJm0Ek5eW5Btzy/23r17uqnUOHXNXar37lqtmC/5bffbePe+65kLvu+m/OOefE4uG9Gz/0Ad566y2io6O57rrrqlymbdu2FQpOU6dO5Yc//GGZfuuffPIJH3/8MdHR0SUXVMXHw003XU7Xrl15+OGHSUxsx7FjcN99s/n0043cffcTdOlyEseOwXPPPc7ChY9w/fX3M2mSq4bq2LE7BQX5ZGWVjkYXFRXFn/70Pp079yY+vrTqY9iwi2r9+Y0p/R5Wd4V8UZH7/w09KAQbYYuKShtlg+8ZFQX5+fuJj+9S5q5o5Rt4Q3sHuc/mJmvzadWqDVFRYMwZgGsDKjeCdL2LWIm/rlpKiT+ci52ASkti+/e7Ume4DW3Wut4lW7a44NqyxdXbly/BdOzoDgCDBkGnTuk8+uiQSm8dGa7qGqcrs29fOsuWpfLmm4vIycnG2vCKWA3R2+e779yImqE9XcoPuTB4MMyc6RoYQ91zzyjef/8dxo+fQFraSxHdz9oKBAIcPHiwXi48ysnJ4aOPPqKoqIgLL7wQgMOHD9OhQwfatGlDVlYW0cUV5SNHjuTdd99lzZo1JcsuXLiQefPm8R//cT033DCV/HzIyirk8OEcYmLalvQ8qkW5oFFYa/nzn2/n1VfnMn/+hyQnD6nV+vv372LKlDO57LKpXH/9/SVtNc29cVcI72bwPp+P+++/v8L8Ll1cPeO337pGrpo6ugR7jfTsCWPGuHm5ua70vWWLm774wpVi3n/fTTCHmu4gVvX2YoiKimHUqDS++iqZ/Hy37Zqqlrp2Tebmm+dx882u9D5qVHjVYcfbwygcgYC7IjU4gmRQZUMuTJhQsVdOmzYwY8Z/MmBAfx555JGI7efx8vl89Xa1aXx8fIUCVnx8PO+88w4ZGRkloQ9w1113MW3aNIYMKQ3FyZMnM3ny5JLnsbHQvn00vXuXvbS3qKi0C2rwYBD6vCG6oVbHGENBQT5FRX42b36/1sH/z3++ztGjh9izZ3uFBvpIU4m/AdQ0ONmiRYu44oorAFea+v777+nTp0+Z9zh2zJXeazPkbmWsdQeSzz+Hf/0L3nwzCWuPN1B/BUwHSkv6xrgrMXv3dldmhl62365d5Q3Pl16aFNbNbMAFTG5ubr32+MnJcf8eoYOTVTbkwp13wkknlV330KF9DBnShb59De+/3zS/fy1V8CK18hFmbeU3mg+9Gb3fX/3N6MOVnZ3Jvn3pDBw4tKT6JniRZPASitDqnuBjcL//7/820L59J7p3P4lAwO1D//61H96iyTTu1lVLCn5wDZupqaksWrSoypvBW2uZPHkyy5cv58UXX2RMsNgeIivL1f/XV41HuKXtytx0kyUvr3Ss9V27XFVTVT+exMSyB4STT4ZTT4W//nUqy5c/jWv/D190tDtwzp+fxujRY4mOdqXy4BXKwam6wtTeve7fM/RsqrIhFyZPrnjNREbGJ9x668XceutvuOeee5r090/CEwzf4MGhqKhsnX1wCoZ8+TM/a22Dl95BVT1NVnJyMvPmzau2cbKgoICjR49SUFBAz549K10mMdE1/Hz3nQum6kYArcnRo4eIjQ3v1pHl9ekziMruS+H3lx4Eyk9ZWaVVTkHGQI8eM4Dw+viHCl5rcNNNKdW2MQRLYdHR7kcbbKQLBMrWIxcVuQHzngX3UAEAAAyWSURBVHvO/fB79IA77qjYvzwqyjXAff/9do4cOcyHH35IYWPXO0i98Plc983juXfLhg0bmDZtGkuXLqVv375VLjd37lzOO+88Tj/99Drsad0o+JuQ1q1bs2zZMj7//PMy9witbAyizp1dX+Nw6//LW7z4IZYs+T0jRlzCP/7xeg13EKvollueqHR+8LZ+vXuXnW+t63EUPAjs2OG6oX71FWRkJOM6fR3fmUd+fi6zZv2MBx98rdLwDwZ9dY3kGRmuLj94UKpsyAVw3WX793fze/VKoWPH1Zxzzjll6rXFm2bOnMn69euZP38+f/jDH0rmhw6dcfToUaZPn05cXBzbt2/nhOpuwxdBLefuwS2EMaZM6K9Zs4a+ffvyRrBLSQifz3VNGzHClU5rc2PrzMyD5Ofn0rVrn1rfqej66+9j6NBRtVrHGNdT4Ywz3FXIv/kNPPmkG45i7lyIianbJa07dvyLG28cwoYNq2q1nrWuK+wvfuFC/4QT4NFH3QVZoaEfE+O62h469A57924vmT9q1Kg63dpPWo5ly5Yxc+ZMHnzwQQB27NjBsGHD+MEPflCyTFJSEoMHD2b27NmNFvqgEn+Tt2TJEg4cOMBHH33EuHHjKl2mVauyN28pKHA9IHJz3WNeHuzZc4Dvvz9M9+5uwRtuuJ9zzvkZp59+HmeeOYrZsyu/dWSovn0HcdttT3D22aPK1KdHRZX2wDh2rHQKp6GsVSvXrXTs2HBuWl+9/Pxc7rwzhdGjN9OzZzLt27sG5fbtXWNZ+/au902w/vbIEXjiidIhFy68EG69teIQ1l26uGshNmz4B2PHjqVr1658+OGHJRc5iQC0a9eOhx9+uOR5ly5d2Lx5M8aYktFXAd5880261XS/1QhT8DdxzzzzDKNHjy5zo+eaGpCCdZTBngEbNmzg6qsvoW/fvrz33gYKCqLIzU2gf//zyMuDCy4YS+/em3nxxVRWr15EXl42cXEJ/PjH1/GLX0xn0KDkkvug1mbI2IKCsgeC8geG0PaJK68M56b1NQsE/Pz976lA+Bd6JSXB9OluyItQbdq4ap1gn+rTTz+dM844g6FDhzZqaU2ah9jYWNatW8epp55aEvpAo4c+KPibPJ/Px7XXXlvyPCcnh0svvZQ77riDMWPGhHXz8oEDBxIfH0/79u3JyztCx44dadeu7HaGD0/m8svnkZc3r+Rq27rcHANKD0BV3QSmsNBd3p+ZCR06JPPAA2ncfXfNZx7V8xMTs4jx4+dx5Agl0+HDbiooKD1TiYlxVU+/+Y27qC2oqlE0ExMTefvtt4mLi2uUnhvS/AwfPryxd6FSCv5m5umnn+bdd9/lwIED+P1+rrrqqjLXB2RlZbFgwQKeeeYZXnnlFcaNG0dCQgIffPAB3bt3rzKwQm9V11Cio11VTPAgNGTIWMaM2czjj6eSluau6m3TJq74Ipnwe80UFmbzy19WnB/stVpdZickuPGNgger559/nm3btpVcYBcfHx/2fog0VQr+Zmb69OkcO3aMM888k5SUlErH+Q8eBMaPH8/nn39OcnJypXd0aooGD07m2Wfn8eyzrqqmqAiWLVvFpEkp5OWFN6xEbGzlDcXVBb7P525007Nn6XK7du3ixhtvxO/3M3r0aM4999xafRaRpkq9epoZn8/HnXfeyYoVK2oc/ycQCJCamtpAexYZUVGQkjKWzz7bzKBBg8Jap7Y9jtq3h+HD3YVloQeH3r178/zzz/OHP/xBoS8tikr8zdTixYvDuMFLIYsWLWqQES0jLTk5mddeey2s20D+9KfnMWxYaSNyaCNzYWHZS+e7dXNDTIQ6cuQI7Yrrn66++upIfByRRqUSfzOVnR3eyNbhLtccJCcnk5aWRlxcXIVrD2JiYoiLi2PWrFncdtv0kttJdu9uCQTS+dOfpnLuuUkMH+5j5MgkFiyYSlJSepnQt9Zy3333MXjwYL755psG/nQiDUfB30yVv5K3rss1F2PHjmXz5s1MmTKFpKQkfD4fSUlJTJkyhc2bN/PAAw+ULJuRkUG/fv0YNGgQCxYsICsrC2stWVlZPP300/Tr169k/alTp7J161ZWr17Nnj17qO04USLNiYK/mZo4cWKNV9zGxMRUe+ON5io47lFmZiZFRUVkZmYyb968CqN03nXXXWzfvp38/PwK1WLBgemCB4IFCxZw1llnMX36dFauXMmECRMa7POINDQFfzM1Y8aMsII/9IbnXhMbG1syRkpN/H4/ubm5TJo0iZNDL4MWaYEU/M1UOPXdaWlpDXaP2qZo6dKlBGo5wHrwFo8iLZmCvxmrqb577Nixjb2Ljep4Grb9fj+LFi2KwN6INB3qztnMhTPOv1eFe6P78lpSTyiRyqjELy1WOA3glWlpPaFEylPwS4sVTgN4eS21J5RIKAW/tFjVNYBXxes9ocQbFPzSopVvAA+OTlp+lFL1hBIvUfBLixd6wVcgEGDbtm1MnTpVPaHEs9SrRzxHPaHE61TiFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHhMRILfGNPfGPOEMWazMSbbGLPXGLPcGHN6JLYnIiLhi1SJ/2LgAmAh8BNgKtAJWG+MGRahbYqISBiiI/S+LwBPWmttcIYx5n+BHcCtwKQIbVdERGoQkeC31h6oZF6mMeYroEcktikiIuFpsMZdY0wHYBDwRUNtU0REKopUVU9l5gIG+GNVCxhjpgBTip9mG2O+rOU2TgAqnG2INBB9/6SxhH73TqxpYRNSDV/1QsZcBKwOY+PvWmtHVrL+HcDvgZ9ba/87jPc5LsaYj621Z0Xq/UWqo++fNJbafvfCLfGvA04LY7ncSnboJlzoz4pk6IuISHjCCn5rbS6wtbZvboy5DngKmGOtfai264uISP2LWOOuMeZy4FlggbX2t5HaTjl/aaDtiFRG3z9pLLX67oVVx19bxpjzgLeALcAtQCDk5WPW2k/rfaMiIhKWSPXqGQW0BoYC/yz32k6gT4S2KyIiNYhIiV9ERJquFjk6pwaJk4ZijOlljEkzxmQaY44aY141xvRu7P2Sls0Yk2KMecUYs9MYk2eM+dIY87AxJjGs9Vtiid8Y82vchWALgU+AdsDtwBnAOdbajY24e9JCGGPigE3AMWAWYIEHgThgiLU2pxF3T1owY8x6YBfwOpABnAnMxvW+/JG1NlD12i03+E8ADpYbJK4tbpC4FdZaDRIndWaMuRV4HDjFWruteF5f4Gvgdmvt4425f9JyGWM6WWu/LzdvEq6we6G19n+rW79FVvVYaw/Yckc0a20moEHipD79FFgfDH0Aa+03uA4NlzXaXkmLVz70i31U/FhjxrXI4K+MBomTCBgI/KuS+VuAAQ28LyLnFz/WmHGeCX7CGCROpJY6AIcrmX8IaN/A+yIeZozpAdwPrLHWflzT8s0i+I0xFxljbBjT2irWvwO4Fvh16Gm5iEhzZ4xJwDXyFgLXh7NOQw7LXBcaJE6aosNUXrKv6kxApF4ZY2KBFcBJwPnW2oxw1msWwa9B4qSJ2oKr5y9vAPB5A++LeIwxJgZIA84CRltrPwt33WZR1XM8GmmQOPGW5cAPjTEnBWcYY/oAZxe/JhIRxhgfsAQ3PM7PrLXra7V+C+3Hr0HiJOKMMfG4C7jyKL2A6wEgEXcBV3Yj7p60YMaY+cBNwEPAG+VezqipyqelBv9s4N4qXt5pre3TcHsjLVnx8AypwGhcr7G3gWnW2h2NuV/SshljdlD1LRbvs9bOrnb9lhj8IiJStRZbxy8iIpVT8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMf8Pz0ZcdyouokcAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "3954c0ccef504211b93ef28ee1250fe0",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 11000 loss=-0.5911 val_loss=-0.1901\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "17f879fc8ea14b6a9ad7ab829ea7d34b",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "bf8373db6120468982adfbeff0598897",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 21000 loss=-0.4248 val_loss=-0.4346\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "798c68081f1e4e1182dd8638e63f5225",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 22000 loss=-0.6823 val_loss=-0.3301\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "989d0efa407e42089631240a1ea13fce",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "a376b2a00842497383b1f527daf85f29",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 31000 loss=-0.8568 val_loss=-0.5416\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "cc0195514df240d08e54db793c0ca25d",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 32000 loss=-1.081 val_loss=-0.672\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "405ce08b941740bdb32985ee26d27282",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 33000 loss=-0.8046 val_loss=-0.6354\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "e37392bf2e1c4f8e93a2748ed29208fd",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 34000 loss=-0.9273 val_loss=-0.673\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "60f3ab3493b4447494d81c66062e9586",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "ad7e255ea6634b99a71f32bb071f5f82",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 41000 loss=-1.047 val_loss=-0.611\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "416f185a8a1e4bd1bf3ef254b68501d1",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 42000 loss=-0.6729 val_loss=-0.6841\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "724e67e91e344ff0a54e1f7fa66750fb",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 43000 loss=-0.6311 val_loss=-0.7858\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "8a244938ac7f4c6f921b60c3c0b3fcd9",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 44000 loss=-0.4916 val_loss=-0.4763\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "2f0820f4546e4708a437a24a898fea41",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 45000 loss=-0.8974 val_loss=-0.7627\n"
+     ]
+    },
+    {
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+    },
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+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 46000 loss=-0.6319 val_loss=-0.8936\n"
+     ]
+    },
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+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 47000 loss=-0.9055 val_loss=-0.7595\n"
+     ]
+    },
+    {
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+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 48000 loss=-1.095 val_loss=-0.6749\n"
+     ]
+    },
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+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 49000 loss=-1.195 val_loss=-0.7932\n"
+     ]
+    },
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+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 50000 loss=-0.06208 val_loss=-0.7879\n"
+     ]
+    },
+    {
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "235a74217e3f4b69a14485bb0ee9081e",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 51000 loss=-0.8243 val_loss=-0.7606\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "dd3e3c37f0c5460f98ab866daff47ac6",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 52000 loss=-0.7935 val_loss=-0.7798\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "c9200aca02b946f09597c348f2482d75",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 53000 loss=-0.9096 val_loss=-0.7303\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "fd4f6abfd73c4356848c5c05d5a01eff",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 54000 loss=-0.8063 val_loss=-0.7399\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "820e29fc3178433e92eed8dbdb817f6a",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 61000 loss=-0.5638 val_loss=-0.805\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "05eb695b85ab4edbaf0955001d5e4fa8",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 62000 loss=-0.759 val_loss=-0.923\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "b720bc5c0f0d480abfc3b3f54a330b84",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 63000 loss=-1.113 val_loss=-0.8119\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "27c8c36404a44c31a587fc1245859af3",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 64000 loss=-0.8336 val_loss=-0.7304\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
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+      "\n",
+      "train: 70000 loss=-1.112 val_loss=-1.122\n"
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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NQw+9wrFjbjTUgQNu27/f7Xvuua65NjkZunYtW8OvTHS0u8tv08bN92lsd1U1ncAVyeD/T+BZ4AJr7baix7oDW4GHrLXPVnV8Uwt+cCff9u1uFEb5URcFBfDpp7BwIaxcWfK83w+XXw7XXgtXXOFuPyvSmJqCajNbOpxjYmNjWb9+fZNd7TSc8+/oUbjggjQOH54NVN7c4/f76dWrFxs2bOCGG25j6tQ3AdfO/8or8Pbb7hxKSoLJk6Gqt23Rws1TOffc8EKuscnJcb93dra7M87OhtzcsvucPAnz5i1h3rwJJCamc/RoX6ptTcNdQLt2dReC0Jac7MK9/MUyLy+Hbdu+oG/fy+jSBc47r2zTbUOqafBH8rr1r8DKUOgDWGt3GGOWAzfhLgrNis8HPXu6E2nPHncBCAZdR93mzWu4/PIruPxy95//449hyRLXyfvJJ26LjXV3ANdeC0OGlP1PmpXltowMNyqoQwf3tSFqcuF+BsJPf/pTbr/9dpKTk3nuueeqPSYnJ4dJkyaxMLRiXjOzc2ceI0ce5vDhKcCrVBf8s2bNYunSpVx66aV06QLLl29i/vwXmThxBqNH+5g50zVPPPYYrFkD3/9+xRWH3Fw3Em3nTmjVyt0BtGzp2rNbtIjUb1tzoeaX0gGfnU2lAX7gACxf7pq3Pv8c8vOvBTYQCLgZ/ElJrrLUoUPJnXPr1u7/ZUaGq6Tt2eP+Ljt3wt/+VvLaCQklF4FLLoFevY7wgx9cQlbWMebOzaCwsB0HDpRcJJqaSNb49wPzrbUPlHv8BeBWa22Vf66mWOMvr6AAduwIcMMNV7Jz50ZefnkdXbr0KrPPoUOwbJk76TZuLHm8ZUu4+mp3EbjkkopvLWNi3B3AuedGvikoIyODZ555htdffz3M1VChRYsW5ObmMm3aNJ5//vmwj9u2bVuTrPVXdf5t3JjDoEG3cOrURs4552OmT/+SH/4w/GavYDBIcvIFfP31DiZOnEFq6iSshfnz4fnnvyY//1v4/T0YM+Y33HbbuUULDlYvKqqkU7P0FhcX+dps6YDPynK19spGJ1nrOrA3bICvviqZ2OYcxOdrT+/eruJ06aXhD3PNyYFdu0ouBNu3u+9PnCi7X4sWEBd3A9HR3/Doo3Pp169f8XNnnQXnn+/+bg2lMTX15AHPWmunlXv8SWCatfa0KDPGjAfGA3To0GHQH//4xxq9Z3Z2NgkJCbUvdIQ8/fTTrFnzGeeffyGff/4ZOTmniI2NY9iwEdx8822ce24nAPbvj+Xvf2/HJ5+0Z/v2kobbxMQgQ4ce4pprDtKnz3EqWmPK53O1/9AdQE2/r8qqVauYPn06wWDwtI+3rIoxhssuu4xrrrmGX/3qV4R7rt10001MmjQp7PdpLCo7//bsiWXy5O4cOjQGny+Dp59+lsGDz2PPnj3MmzePDz/8kFOnThEXF8fIkSO59dZb6dSp02mvs3btWubPX8CDD/4XsbFxHDx4gBYtWnDgQDt+8pNp5OT8HdiAz3cRl156hNGj9zJw4NFaB7gx7rwqvZ3J+mbWugmMBQVuq+p0yMvzsW1bAps2tWLz5iQ2bUri6NGytyctWhSQnPwOmzd/l+985wHGjr259oUrV85jx2LYubMlW7YksXr12WzdmgQcAVoTEwPDh+/nu9/dSatWpS/arjLWEHfhpc+9a6+9tmkFf2nNocYfkp6ezt13331a7S4qytXupk9P57LLynZq7t7tmoKWLHE1kpA2bSAlxd0J9OlTd7Uyn8/dVURFlVxEfD74+usMbr+9f4WfRFadhIQk1q/PJCYGevVKIjs7vBp/UlISmZmZNX6/hlbR+ffppzB6tOuIvOCCo7z00n5SUnpX/AJhys6G3/3uQx5++FYGDEjhySff4ciR/SxatJKdO2/m449DM8QL6djRx5gxrgytWpW8hrUWU8uE8vsrvkuIjS0besGg64g+duz0VXBLK1+b37DBjVAqP8s9IQF693Zbnz7Qty/MnfsIr7/+FP/+709w112PkJjofs+YmNO3UN9YXp67wzhxoqQJtbr+gEOHXJPSsmWwdm1Jee6913Wyhy6I0dFuWG3nzvXbAdyYavwHgHe83NQD4XZqxjN79jo6dTq9eSM0U/hvf3MXgb17S55r395dAK691q0uWlc1jT17MvjTn55h8eLXw5qVXJGoKD833jieSZPcjOcZM9JYsODFsI71+Xw1urNoLMqffwsXHue22/5MTs59DB4MH3zgmgXqQkbGbi6+uD8DBgzjkUfeIDa2pJ3h6FGYPfsjPvzwv8jPfwPohd/vxv8PGQL9+8NvfvMd9u7dxg9+MJPevS+rkzL5fCXj4UMdshXFi7WuMrN6dUnYHz5cdh9joFu3kpDv3Ru6dDm9ouP3w9atSxkx4ko6dPDXeuBDTk7ZC0FWVuXNTps3ZzN9+hPs3/99oAvdurn+lUGDSvYJXQA6dgy/Q72goKDWS0Y3ps7dDUBF86R7A19F8H0blXA6QgsKgixZMoMf/3gmhw+XrRmFZgr36AH33efaNUN3AgcPwptvuq1jR7e1bFl2Mkr5dtv4+NP3iY0t+Q+1atUipk9PLWrWCWNYRCWs9ZOTM5k5c1wNrFu3KUB4wV9YWIjP5yMhIYFx48YxZcqUJtfmv2BBATffPIrCwtX07JnDkiUTqctWyOTkrnz++VqM6c7u3WWv+GedZfn665+Sn/8ZI0a8SVbWf7N6NXz0kducFcAunn02qXjI5969z7Br1x8ZOXIqw4ffVrxMebgKC107fUVzCPLyXAfsypWu5lx+JeTERBfuF13kgv7CC6n07zVzZhp9+vTmllvG0K/feVx55bDwC1mJ2Fi3tW/vfg7N9D1xwl2Ujh4tuYj95S8/Yv/+l+jTJ4Njx9LZuRN+9CPXJ3f//W5wR36+6zDevdt1/nbuXPmwW3Dn/JVXXsnQoUOZPn06SUlJZ/w7VSWSNf5JwP8Avay124se64YbzjnNWvtMVcc3lxp/uGO2SzdvnDxZsiZLZYcWFrra0pIlsHSpu5WuLWPcf/AWLTI4frw/1ta8WaeEv2hLB8qPyb8R+EvNXq0JjfEPnX9/+APccw/k5b1Oy5ZP8PnnH9KzZ+TmLR44AJs3lx1CnJ2dydtvP8cdd0wjKiqab74p4NVX08nOvpVNm3wcP54J/BO4GgjVMm8B3sKNOLoLgNjYpRQWTqVdu7H06fMj2raleDv7bBdqbdpU3PZ/+LCbbbxihZsQlZNT8lyrVu5zMC6+2AV9585gbQGnTmWTkODapDIzD/PjH99ITs4J/vrXr2jd2o3KSUkZyooVK7jllltIT0+v879nRfLzXXPPwYOwZcs3/Pznd/HAA7+ie/dB/OlPMHduye93xRVw663udyt9F96qlet0rmio6PLly7nqqqvo3LkzW7duLV5BNFyNqamnJW4C1ylKJnA9ASTiJnBVOX2xuQS/z+cLq1OzsuaN3FzXPnz4sGsvrWhVxoIC1yaamekuGoGAu2sIBMpup05V/Lw7YTNwo2w31Pp3jYtLYsiQOxkyZDLR0ckcP+7KlJnpak4HDmSwZUs/3ClRM+XnBTRGS5cuZfPmYUyc6P5Nxo6Fl1/OpWXLyI+ZzMx0TYLHj1f8/FdfrWTixCu49tqxPProH8nLc+dUaBLU4cOwb18mu3b9k9zc3hw/3p5DhyAY/AXwY+BB4P+KXu0oMAp30XgWY1wTVuiCcNZZbhZ6yagbp2dPN2elb99DxMdvo127cznnnG6Au9N89NFvc+mlo3j22Xc46yxITCyge/cEcnJyOH78OK2KOikWL15MQUEBKSkpNQ7IupCT4/7WoQmZ4P6Gr73mmvPy8txjPXrAqFEwfLi7SIZER5cMp42NLel/2Ljxc44ePcCYMaNq3HfXaJp6rLUnjTHXATOAOYABPgImVRf6zUm4HwZf2Wik0OSbjh1drePo0ZJbz1DnV1QUXHBB7cu4YsUiHnssldzc2tX0y7fnVy6ZVav+XKumpNCH2TTmD7Z/7bVCfv/74cDvGD/+PGbNAmPqZ6B8q1auhhkIuH6gAwfKdlh++ukHREVFFy8WGBNTcl6VehVgWPFP1sKBA2msXXs5+fntiI52597GjWtZuXINsbHRxMWVfIzp0aM3s2XLOcDPCY1+ad9+On7/Z0ye/L/069cDgN/+9lneeOMX3Hvv49x1138THw8XXdSRvLwcjDnKkCGhEkTxySef0LVr1zJNHyNGjKj7P2ANxMa6JqlOnVyFa+fOA7Rr14EpU1xz7Pz58M47bmjoiy/CSy+5IdkjR7rmoLi4kgpRXl4OMTGhi9fFtGrl/p5t2kT2d2jyn7lbWmOs8aelpTF79uxq2/nHjh1LTYavWutOkFCTUPmZjOHasyeD+++v3aidkPj4eFavXkfXrsnk57sLkpu4VvG2Y0cGb7wxg/ffd8tbWBve4vKNebTPI4/AU0/dDrzJBRfcyqZNf2rQ8oRWgd271wVMYWEhJ04coXXrM59tdOrUSTZv/pSCggIGDRpOfj7s3n2M++5rQ3R0LN/7XhYdO0YzcCBMmzaML75Yxv/8z2IGDRoOwAcfvMqCBTMZN+5efvjDNGJi3NLHJ0+eLK7VNwXWWh566CGee+45fvvb1XTp0r/4ubw818S1eLHr1whV0mJj3V1PcjK0bLmbl18eyLe+lcaECY8TFeXaf/r3r3nwN5qmnjPVXII/nFE9Pp+PjRs30qtXr0r3qc7Jky78CwpKxkqXHjNd2WO/+lUa7747u1YduWfa/h4IuDbTHj3Caw4zxlDYyD6BxFp48EF4/nmATC699L/44INf0Lp164YuWrGTJ92neR08WNIMUdeCwTw2bPgHhw59w8iR44ofX7PmQ3JyTjJgwJUkJ7ersk+gKXrwwQd54YUX+PWv/48xYyayd+/pf+MTJ1w/3OLFbuJZieeAHwB3EBU1l3bt3AzjCy+EqVPLjhKqjoK/kQU/VL842Zw5c/j2t78NwMmTJzl06BDdunWrl7KF2/lckYkTJzJ58uQzbnevSRlatmxJIBBoFCN+Cgth7Nj9pKd3wOczTJ26kV/84qIGKUu4gkF3wQ3dfZWvGFT3fU3iIjq6bAdwY1nXpi5lZmaSkZFRvH6/ta7Za/9+139Svp6yb5+b27F3r9t27lzF8ePtyMrqUWa/v/4Vrr8+/HIo+Bth8IOr+c+YMYM5c+YUz7K78847ywSntZa7776bBQsW8OabbzJq1KiIlyvczueK1NW5k5aWxqxZs2r8eg054icYhJEj17Js2fX4fD/g979/lK5dG+/5V1cKC8O7UCQmuk7e5hj2VSk9Ma6gwI22O3rUXQSqao7NzXV3ZAcPuo7e228vGVoajpoGv8f+WRpO6CMcq/ow+Ly8PE6cOEFeXh6dO3eOeJmOHj1a6yUu+vbtW2flmDJlSq0uIsFgkEAgQGpqar2u55+TAzfcAMuWbQeOMXDgau64wxsfpuzzuWCKi3Pj7Fu1crX60JpRXbq4iVdnn+290F+1ahVDhw5lx44dgGvOatvWTa684gq3hlCPHvD++8+xZ88XZWb2tmjh/naDBsG4cTUL/Vqx1jbKbdCgQbamlixZUuNjGpvCwkK7fv36Mo9lZWXV+fs8+eSTNj4+3qamplq/329xw23D3j766KM6LY8xpsZlKL317dvXbtu2rU7LVJETJ6y94gprwdqEBGt/+cuPbG5urrW2eZx/UnvDhg2zgJ06dWqZxwsKCoq/z8zMtFFRUTYxMdEeOnTIBoPunNq/39rt261dv97azMyav3fpcw9YY6vJV49dkxs/Y0yZD4ZevHgx3bt359136/YTgI4cOUIgEKBbt274azjP/bHHHuO6666r0/Kc6eJ669evp3///ixatKiOSnS6I0fg4ouXsGLFdtq0cZ11U6deR0xTXORe6tzbb7/NtGnTePLJJwHYuXMngwYNYkjJ+FSSkpLo168f06dPp23btkRHu2axDh2ge3c3mS3Ck3ad6q4MDbV5tcZf3j333GMB++ijj57R6xw6dMhu2bKl+OesrCy7bNkya6217733no2Pj6+25t+3b986r+mHTJgwoVZ3HuW3+Pj4iNT8v/7a2i5dPrHQwrKV78kAAAlxSURBVPp859klSw6ctk9zPP+k9gKBgI2OjrZ+v98GAoHix/fu3Vvn71XTGn+DB3xlm4LfKSgosHPnzrX5+fnFjxUWFtboNVauXGnbtGljBw0aVOZ1Stu2bZudOHGiTUpKsj6fzyYlJdmJEyfWS/NJ6P3j4+PPOPj9fr+dOHFinZZt61Zru3a1Fk7YmJjL7B13TChz+x7SHM8/OTOrV6+2J06ciPj7KPibuezsbJuSkmLff/99a60LzAkTJtjExERrjLGJiYl2woQJZQI7KyvLdunSxY4YMcIePny4oYperXDvPKrbkpKS6qxM69ZZ26GD+5/Sq5e1W7ZkV3rh9cL5J41TTYO/kX1ksFRn1qxZLFu2jMOHDxMMBhk7dmyZ+QFZWVnMnj2bl19+mT//+c/ceOONJCQksGLFCjp27FjrNdjrw+jRo1m3bl2ZYa/x8fHk5OSQX35x9ipkZ9fNiiArV8Lw4a8RCGxjwIDH+egjOPvsRvap9yK1oOBvYiZPnkxubi4DBw4kNTW1whnBoYvALbfcwldffUVycnKFn+jUGIWGvZZekyc0Aa6q2c+lxcQkEAye2YfSL14MN920m0DgfiDI00+P5Oyzr679C4o0IhrV08T4fD4efvhhFi5cWO36P4WFhcyYMaOeShY5oTuBcOcO5ORcx0MPuRmqtTF/PowZA4FAV/r1e42nnvolo0Yp9KX5UPA3Ua+//nq1wZ+fn8+cOXPqqUSRlZyczDvvvEN8WJ9ofQ2//rX7SLzSn1gWjjlzIDX1ODk5cPPNsHbt7Tz88NRalVmksVLwN1HhtmPXVXt3Y5CcnEx6ejrx8fGnzT3w+/3Ex8czdeoj/Oxnk4mLc801V11lSU/PIC0tjaSkJHw+H0lJSaSlpZ0223fmTMvddz9Gfn4/br55B+np9fu5qSL1Rad1E3Wm6/w3VRV1AJdf96igwC1t+x//8Q07dqRw6617iYoqKF6BNCsri1mzZvHiiy9ijCEhIYHevcexatWDwIcYs5fbb1+Dz9e9YX9ZkQhRjb+JGjduXLUzbv1+P3feeWc9laj+VLfuUVQU/Mu/wOWX/wTYDuSctuy0G/XmvmZlZbFq1WxgMKmpk3nvvb9w22231u8vJVKPFPxN1JQpU8IK/smTJ9dTiRqf9u3j8IW9UlgQCPDee3dx/vnnR7JYIg1Owd9EhdPenZ6e3qg/ozbS3njjjRp/cEvoIx5FmjMFfxMWau8eP358mY7L8ePHs27dunpfo76xqU3HdjAYbDYjoUQqo87dJq6iCU/ihNsBXl5zGgklUhHV+KXZCqcDvCLNbSSUSHkKfmm2wukAL6+5joQSKU3BL81WVR3glfH6SCjxBgW/NGvlO8BDq5OWX6VUI6HESxT80uyVnvBVWFjItm3bTlvCQSOhxEs0qkc8RyOhxOtU4xcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIxCn4REY9R8IuIeIyCX0TEYxT8IiIeo+AXEfEYBb+IiMco+EVEPEbBLyLiMQp+ERGPUfCLiHiMgl9ExGMU/CIiHqPgFxHxGAW/iIjHKPhFRDxGwS8i4jEKfhERj1Hwi4h4TESC3xjTyxjzv8aYdcaYbGPMPmPMAmPMgEi8n4iIhC9SNf7rgWuBV4ExQBrQDlhpjBkUofcUEZEwREfodf8IPG+ttaEHjDF/A3YC/wncFaH3FRGRakQk+K21hyt4LNMYswXoFIn3FBGR8NRb564xpg3QF9hYX+8pIiKni1RTT0WeAwzw68p2MMaMB8YX/ZhtjNlcw/doC5x2tyFST3T+SUMpfe6dV93OplQzfOU7GTMC+DCMN19mrR1WwfE/Bn4G3Get/V0Yr1Mrxpg11trBkXp9karo/JOGUtNzL9wa/z+Ai8LYL1BBgb6HC/1HIhn6IiISnrCC31obADbV9MWNMXcCLwDPWGufqunxIiJS9yLWuWuMuRn4PTDbWvujSL1POb+pp/cRqYjOP2koNTr3wmrjryljzDXAB8AG4EGgsNTTudbaf9b5m4qISFgiNarnOqAFcAmwvNxzu4BuEXpfERGpRkRq/CIi0ng1y9U5tUic1BdjTBdjTLoxJtMYc8IY85YxpmtDl0uaN2NMqjHmz8aYXcaYU8aYzcaYnxtjEsM6vjnW+I0x38dNBHsVWAu0Bh4CLgaustZ+1oDFk2bCGBMPfAHkAo8AFngSiAf6W2tPNmDxpBkzxqwEdgPzgW+AgcB03OjLodbawsqPbr7B3xY4Um6RuFa4ReIWWmu1SJycMWPMfwLPAhdYa7cVPdYd2Ao8ZK19tiHLJ82XMaadtfZQucfuwlV2h1tr/1bV8c2yqcdae9iWu6JZazMBLRIndelfgZWh0Aew1u7ADWi4qcFKJc1e+dAv8mnR12ozrlkGf0W0SJxEQB9gfQWPbwB613NZRFKKvlabcZ4JfsJYJE6khtoAxyp4/ChwVj2XRTzMGNMJeBxYbK1dU93+TSL4jTEjjDE2jG1pJcf/GLgD+H7p23IRkabOGJOA6+TNB+4N55j6XJb5TGiROGmMjlFxzb6yOwGROmWMiQMWAj2AFGvtN+Ec1ySCX4vESSO1AdfOX15v4Kt6Lot4jDHGD6QDg4GR1tovwz22STT11EYDLRIn3rIAuNwY0yP0gDGmG3Bl0XMiEWGM8QFzccvj/Ju1dmWNjm+m4/i1SJxEnDGmJW4C1ylKJnA9ASTiJnBlN2DxpBkzxrwIfA94Cni33NPfVNfk01yDfzrw00qe3mWt7VZ/pZHmrGh5hhnASNyosY+ASdbanQ1ZLmnejDE7qfwjFh+z1k6v8vjmGPwiIlK5ZtvGLyIiFVPwi4h4jIJfRMRjFPwiIh6j4BcR8RgFv4iIxyj4RUQ8RsEvIuIx/w/5/863sq2PKAAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "b0d8bb820a0c420c99e9958586f336b8",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 71000 loss=-1.156 val_loss=-0.7786\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "f3c8944f31524412b2c989330eb90936",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 72000 loss=-0.9984 val_loss=-0.8394\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "8f4249d4fb224ffead83fad6904a3181",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 73000 loss=-1.35 val_loss=-0.9151\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "d5432dbcb6574d8fa16528f141e2df3a",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 74000 loss=-1.212 val_loss=-0.8436\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "8981de31ff494169ae0636adf431952d",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
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+     ]
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+     "text": [
+      "\n",
+      "train: 77000 loss=-0.6099 val_loss=-0.914\n"
+     ]
+    },
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+      "\n",
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+      "\n",
+      "train: 80000 loss=-1.027 val_loss=-0.7827\n"
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "957d8a2ad2e44751858f479cad53ce55",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 81000 loss=-1.343 val_loss=-1.001\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "d9a0f614fe184def87c43e5c113f64aa",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 82000 loss=-1.277 val_loss=-1.018\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "ebab32d4c39c4635bb04ecbb6163c52b",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 83000 loss=-0.9921 val_loss=-0.799\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "5b6730fdd5c444a180f937121bbd779c",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
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+     ]
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+     "output_type": "stream",
+     "text": [
+      "\n",
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+     ]
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+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 86000 loss=-1.285 val_loss=-1.064\n"
+     ]
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+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 87000 loss=-1.144 val_loss=-0.8846\n"
+     ]
+    },
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+     "output_type": "stream",
+     "text": [
+      "\n",
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+     ]
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+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 89000 loss=-1.254 val_loss=-0.9565\n"
+     ]
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+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 90000 loss=-1.531 val_loss=-1.042\n"
+     ]
+    },
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "3b02f09239d9441cac4b9e5bda9d33b6",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 91000 loss=-0.6479 val_loss=-0.7162\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "c6ea28f09b7848d1bbfdac5a8998b03a",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 92000 loss=-1.109 val_loss=-0.9726\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "9f4469fc4b224c8480f3e08ddcb5d907",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 93000 loss=-1.279 val_loss=-1.059\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "1d427dcc2c2342e3abcdf73c2a31ee49",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 94000 loss=-1.151 val_loss=-1.031\n"
+     ]
+    },
+    {
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+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 95000 loss=-1.193 val_loss=-0.9117\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
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+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 96000 loss=-0.4153 val_loss=-1.078\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
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+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
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+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 97000 loss=-0.8927 val_loss=-1.14\n"
+     ]
+    },
+    {
+     "data": {
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+       "version_minor": 0
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+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 98000 loss=-0.2916 val_loss=-0.9741\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
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+       "version_major": 2,
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+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 99000 loss=-1.05 val_loss=-0.9865\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
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+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "val loss (n=300) tensor(-0.4228, device='cuda:0', grad_fn=<MeanBackward0>)\n"
+     ]
+    },
+    {
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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1AaYBlwEGvAFMds4VJPK4EgxV17CpLp5zUampqYwePZrZs2cfMiY/ZcqUegV9Vf36+d77unV+yOZIunSB734XvvY1eOYZeO01mDHDn8z93vfg3HMPf8zcuc/w1luvsnp1Hj16rKJPn1R69PBvIHG+17U5sZg/Eb55s99ef91/atqw4eB9+vSBpKSv89lnr/LrXy/h1FNPokMH2Lt3BKWla+nfHy66qPJ3OIhrr73/kGNkZZ3MvHmvH3Jbx45RcnN/y4YNG7joog4VbTEyMp6kU6fuHHfcSezf798Yysr8+ZqSEj+s5GP4hxUbRKOrGTy4FYW9maUD84D9wM2AA34BvGlmQ5xz8U1TFKlF/BU3hn/5eVV77yNHjkxY+7p29duePb6HuW2b78nVpXt3+OEPYdQoePRRWLMG7rrLh893vgNVh+qvvnoiO3ZsYfjw60hOTmXLFn+clBR/3G7dfKVQEIK/vBzee28rr7zyOsXFYTZs+AqvvQYlJQ4YRihUzNe//hEjRiSRnQ333lvC+vVFhELvc/rpJwHws59N4b77flCv46emppKTk3PIbUlJcMklF9T5uEjk4Mneyu1IQ4D1lbBqHDO7HXgEGOCc+7TituOBT4A7nXOP1PV4VePIkcRbcZOcnEJ6elqj9d7r+/qKRn3gb9ni3wCOpLwcXn7Z9/T37YPU1IPj/Mm1dNPWrFlB376DCIX8HZKTDw3+eMoBW5P9+6Ns2RJiwwZ4/vm3eeKJC4FzgXcAGDIEPv20OyUlnzNnzsecddYAunSB/PxPyMzMpFevXs3a/pq0xjr7q4GFlUEP4Jxba2YLgGvwbwQi9RZvxU0sFqXw4EBtswmFoFcvvxUX+7K+zz6rva46ORnGjoXhwyE314/jP/GEfwM4/3y/DRlyMPgXL36du+/+MiecMITHH19IKJRMebmf3bt1qx/7z8qCY4+t/c2itXj77XeYOvWH9Os3lIsvnsZTT0FeXj9gHKHQYC6/3L8pnnIKlJS8SXZ2R3r37nXgvEb//v2bs/nNIpF/8sHAKzXcvhK4LoHHlYDIzMyMq2efmZnZBK05OpmZvq7++OMP1nPXNiLVvTvcdx8sXAi//a2//8sv+y0z04/nn38+mEXp1q03Z555yYGefVX79/thoYIC/4bTu3fjz/5MpPLycpKSktm0CVatasfixW+xfHkBL774MJBEONybsWNnctVVB2vdu3UDs8HN3fQWIZHDOGXAI865H1W7/RfAj5xzh70azSwHyAHo0aPH0BdeeKFex678uC5tx6ZNm3jxxRd54403KC0tJS0tjWOO6caGDQVUHY+vLhQKcdVVVzF58uRGa0uiXl+RiN/qmkEZi8Hq1WEWLuzKokXHsHHjwdrL5OQYgwZ9xkkn7eKUU8oZMGAPBQXLWLJkEdddN4709PTD9pec7CcGteThnfXr1/PYY4/RsWNnJk++i507U3j++b689trbOHcl7dqlc801Gxk9uoBwOEq7drTqyqSGvr5GjBjRtGvj1Cfsq9KYvVSqbUGz6idea5Kenk5eXl6Dq2uqSvTra+dOX8UTz7j+hg2+Nn/BAli5svqEIEdKyjAikWWcf/4D5OTcVWvtdufO0LOnH99vSUFZUgLvvLOWyy8/kbS0MNdeu4GXX86ktNS/QV1xBXzjG3DiiX7r0KG5W9xwrXHMfhdQ01J9XSp+JnJEdZVXVg36UCiZaLT8wL8bWi/fnLp08dv27bB2LdS1vH6fPr4e//rrYfduPyN05Ur48ENYtcooK3sc+G8WLLidBQv8ypt9+/6JAQMijBp1LZmZ/ooru3b5LRTyQx89e0KnTk3zfKsqKSnh6aefZtmyD7jjjuns2AHbtx/POef8mffeG85zz/ke73nnwYQJMHCgf05aOeLIEhn2K/Hj9tWdDHyYwONKGxJPeWUolMygQQMpKCho9Hr55tS1q19fZds239MvLa37/p06wYUX+g38kFB+/jmsXPkSK1f6iUX5+Y78/PuYN28Vr732D6699lIuvvjgVbai0YMndNPSoEcPv6Wl1X7cxlBe7ic7rV69hx/96Mfs319KdvYU3n57MPPmQSz2VQDOPBNuvNF/Pe44v7XkIaiWJJFh/1fgITM7wTm3BsDM+gHnAz+q43EiB8ycOTOOSwSWU1BQ0CIqbhqbmQ/b7t19yea6dbUvtlZdSorv+Q4cCKNH+8ctXBhj5szJfPrpa6xdO5xp0+A3v4GsrN+SlVXGTTfdzkknJZOU5N9cKmcCd+jge/zdujVO8EejPtx37IgyZ85rnHbaKMCIRnty5ZXTWL68J/feOwjwYf7FL/oJZyed5H8XJ5zgS1ElfokM+98B3wFeMbN78J+57wc2AE8l8LjShsRbXtnQhc9aOjNfMtmjhx+uKSz0Y/p79sS/JG67dnDRRSEuumgie/dOZMEC+Oc/4d13t1FQ8EMKCkp5551hhMMXc9ppfgnmM86Avn394m5FRb6aJzPTh3737vEHf2W4797tt6IiiMUct98+ghUr3uKqq15n+/bLycuDkpJbAR/mV17pF46rPJ9w3HF+0Tk5egkLe+fcXjP7In65hBn4s2n/xC+X0Lb/Z0qjycjIpLi4dZZXJkIo5Id2jjnG/9s5X7NfGf7Fxb7E8kgzdTMy4PLL/bZrV3deeOHPLF78JqWlF/PZZ76m/623YkASXbr4i62cdZb/Cv44a9f6QG7f3n+KSEnxbyiV3ycl+Tbt3u3vv3LlQj7+eAk9elzC1q2DeO89Y9Wqq4ACXn314Ke3rCx/4vXqq/3QVI8e/txEDcVEchQSOrWiYg2c0Yk8hrQd1VevzMjIpGvX4yguXgWU1/q4lJQUbrzxxqZraAti5odYqlehRCI+9CsviLF/vz/RW1h4+BtB585w221XctttV+KcHy6aP38dzz13BUlJD7Jz51f4+9/h73/3xzvpJL8G/1lnwfHHF/Pxx+8Qi0U5++wrDuzz/vtvYN26D5k27U327+/CsmXwxz9OZ/Pm3wOPA4Mq7vk9evS4nTPOaH/gk0S3br4k9Nhjfb18u3aJ/A0GRyufR3dQTcvcjh8/nqlTp7bqk3RBUVN5ZXFxEcXFHwF1j1PUZznitq6yd139A0/lJ4HK4ZTCQn9ytFLlcFFhYS4lJasYMeJFbrzxK7z7LsyZ8wzr1/+EVatuZtWqXzJjBqSkbCISuZzk5GwGDfr0wNWa3n03j6KiD5k4cT1btnSp2PulQDIdOgzi3HMrh4lS6dnT/zQU8j35yjLQ1j7Lt6VpE7/O2pa5nT59Os8++2zCF7yShqm7vPJg0Lel8srmUvWTQJ8+/rbiYj+GXvVSfLfd9mt69TqBiy76Kl26+Jm+GRkxHnpoE0OHbqFvX3j3XdiwoScwgvLyE1ixouqRfg8ks2XLQFJT4bTTYNiw6xk69Hr69fPtCIV8FVCnTn7r0CEYi7Y1l1Yf9nUFRWX4jxkzptEn1kjjCXJ5ZUtQ2Rs/VIjzzptEaakf/tmzB664YgzDhl1Gx45dD1TClJR0pKhoXsU67f5Nw39/LpEInHyy31JSDh7rmGP8PIJwWOHelFp92McTFJFIhGnTph12eTlpGYJeXtlStWvnt44d/dDOwIEdiUQ6HjgZXFjoe+fp6f4kak2Sk/2wTGXAa/y9+bT6sI8nKCKRCDNmzFDYt1Aqr2w9KtfK79r10NujUb9VXn0pGvW99sxM9d5bilYf9gqK1m3PHkhLy6SkROWVrVko1LLW1JHDtfqJxvEGQCgUIhwOk5SURDgcZtKkSeTn5ye4dVKXbdvg/ffh0kvHk5SUUud9g1xeKdIYWn3Yjx8/npSUuoMC/FrYRUVFOOcOVOoMGTKEuXPnNkErpbotW/xiXbEYZGdPJRY7ctirvFKk/lp92E+dOjWusK++lHMkEqGkpIQxY8aoh9/Etm6FVav89/PmwaOP7gLCJCWlEgod+rdMSUkhPT1d5ZUiDdTqwz47O5tZs2aRnp5+WOhbHGeGKit1pGksWpTPxImTuPLKMCNGJHH//WGcuwHYyiWXjOXaa3MOGW7LyckhLy9P8yREGqjVhz3AyJEjycvLIyfHB4WZEQ6HSY5jCl4kEuHpp5/WeH4TeP75uQwfPoRXX51ecULWAUWYrSc5OYVLLhnNjBm5FBYWEo3668bm5uaqRy/SCNpE2IPv4efm+qCYN28ehYWFlJfXvp5KVZFIROP5CbZ4cT7f/OYY9u0rIRo9tFTWuQjl5RHuu+8GNm/Wm6xIIrSZsK9JfUv1NJ7fuD7/HB54IP7JbyLS+Np02MdbqVMbhU/Dbd/uq27+8Y+Zh/Xoq6uc/CYija9Nh328lTq10Xh+w3z2mQ9656CkRJPfRJpTmw77uip14qXx/KPnnL+i0Ucf+Tr6TZsA4htS0yxZkcRo02EPh1fqVPbQGxL+Gs+vXTQKH3wABQX+3zt2wB13AIwH6p5Pr1myIonT5sMeDq3UqSzpmzBhAsnJGs9vTPv2wbJlPuDBL3d7551+tmxW1hVA3dfK0yxZkcQJRNjXZOrUqbRr17Cw18nEg3bvhqVL/drnmzbl86tfTeLaa8OsWZOEWZhTTpnDsGGXEQolH/apSrNkRRIvsGFfdTy/vj38PXv26OQtvue+fLm/7umiRXP55jeH8Prr04nF/MQp54p4440/8MEHC3j88ScPG1LTLFmRxAts2MOh4/mZmWHMkoAwEH/4B/3k7ZYtfp0b53yP/ic/GUNZWQlwaJllNBph374Spkz5HlOmTNEsWZEmFuiwB9/Df+wxP56/bFmUH/+4EJjA0QR+paCdvC0qgk8+8d/HYnD//Zo4JdJSBT7sKyUlwSmnwDXXwE03TaU+YV8pCIFWXg4rV/qQLy2Fn/8cVq2aSfUefXU61yHSPBT2VSQnw5AhcOut2Vx22Swgnfr28Nt6oH30ka++2boVvvtd+Pe/ATRxSqSlUthXk5rqe/h33z2SUaPygBzAj+enp4fj3k9bDrSCAl9euW0bfPvbkJ8PvXtDaqomTom0VAr7GoTDcPLJcMcd2YwalQsUkpoaZfLkQtLTO8S1j7Z6GcTdu2HtWli3Lp+cnEns3BkGktixI0zXrj2P+HhNnBJpHgr7WnTrBtnZ8P3vw2WX+XHpBx6ATp3GH3Y1pZq0xcsglpX5tW7eeWcuEyYMobBwOuDLK0tLi9i8ee0R96GJUyLNQ2Ffhz594Ljj4K67/JT/tDTYvHkq0WjwLoPonD8hu3atL6+MRg8vr4zFDl4/oPqFYzRxSqR5KeyP4MQToWtXGDUKfvc7GDw4G/Anb82CcxnENWugsBCeeOJhysvrrrhJTk5m4MCBmjgl0oIo7I/AzI/fd+4MWVnwP/8Dt9wyErM8nMvB7ODJ21AovssgtrZKnS1bYMMGfxGSBQuOXF5ZXl5OQUGBJk6JtCAK+ziEQnDaaX4MPyUFbroJHnssm969c3GukOTkKDfdVEg0Gt9lEFvTMgubNvkZsmVl8NOfgsorRVonhf1R6NMHzjwTMjJg0CB4+mn48pf9mjBPPglm8ZcUtoaTtxs2+BmyzvlPNB9/HP9zVHmlSMuisD9KmZkwdKgf0klL89U6Dz4IXbpALDaetrLMwrp1vn4eYPZsmDMH2rWDiy4aX7GGUO1UXinS8ijs6yEpCfr397Nt27WDc8+FP/wBzj67bSyzsGaND/tNm/K5885JTJvma+khTHHxpzgXq/PxKq8UaXkU9g3QpQucdRYccwx07Ai/+lU2X/ta615m4ZNP/AzZRYvmcsstQ3j33YO19GVlRSxfPp9QKERystalF2lNFPYNlJICp57qSzRDIZg4cSS/+U0e3br5ZRYgiaSk+JdZaK6Tt875E7GbNvke/T33jCESObyWvrw8QjQaJTk5mbFjx6q8UqSVOHKtoMSld2/fu//wQzj11GxeeCGXV17J5Zln/FLAPviL4tpXkX/AgZO3zz77LLNmzWqUEC0v97OBS0v9QmaV35eWwv79/j6//vWRa+mj0SidOnWisLCwwW0SkcRTz74RdegAw4ZB9+5+XP8rX4E//Qm+8Q1ITm76k7dlZX7BsnXrYMUK+M9/4O23/eUDP/zQj81v2eLXu6kM+hdfhBUrtFSxSFujnlPvRl8AAAfdSURBVH0jC4UOTsL69FNfvXPzzXDuuVP59refJRqtO0RrU1YW4cEHp/HUU7mEQgdvj0R8qO/ff/BrcbH/NLFv35H3u2lTPi+++DBvvDGTkpJiIJN4P4Goll6k9VDYJ0ivXn5Y56OPfPAOGJDNL385i5/9bAxlZRGcO7rQLy+P8Nxzz7J9e+xAMKelZXLppeMZO3YqWVlHf0J00aK53HvvGCKRSJU3ofiCHlRLL9KaaBgngdLTfU3+ySf7mvxzzhnJ73+fx9VX55CW5k/emsV/8nbfvmJefXU6e/f6CVklJUX87W/TmTBhCIsWxTchyzk/dPP88/ncffcY9u0rqdenDdXSi7Qu6tk3ge7d/ZLJW7ZA+/bZTJ6cy+TJuYAP31GjwuzbF1+PunowR6O+V/7Tn36VCy8czTvv/JXS0kN7/amp2SxZ4sfq33/fr3EDD3Okcfm6qJZepHVR2DcRMzj2WOjZ05c3FhT48XYzuPzy8fztb9PrPZ4PUFa2j3nz/nRgaeWSkiJmz57O7NnP4tws4GAlTzgMe/fOrHePPiUlRbX0Iq2MhnGaWFKSX2PnnHOgXz9o3x7Gjp162ASl+qi+hr5zEZwrAb7KMceMJyXFDx2Vl4eJRuMfm1ctvUjrp559M0lO9mHfty/075/Nww/PYurU6idLIRRKaVCP39vHzp2H9vrjFQ6HVUsv0gaoZ9/MzPzFUSZNGsnSpXnccEMOGRkH18i/6qocUlMzGnyc6r3+eOgkrEjboZ59C3LyydnMmJGLc7ls3+7H9YuKwLlYg8f060MnYUXaDvXsWyAzX70zdKi/aMq3vtU4Y/rx0oJmIm2Pwr6F69wZrroqm5kzZ5Gamk4oVD30j3zd23joJKxI26awbyVGjx7JBx/kMWFCDpmZfkw/IyPMyJHjaN8+rUH7rjwJq+vFirRdCvtWJDs7myefzKWoqJBYLEpxcSFz5szgL395ifT09MOGesyO3OvXSViRYFDYtwEjR44kLy+PnJycQ4Zjxo0bR1pa3b1+nYQVCQaFfRuRnZ1Nbm7uIcMxM2bM4KWXau716ySsSLAo7Nu42nr9OgkrEiyqsw+Ayl5/bm5uczdFRJqJevYiIgGgsBcRCQCFvYhIACjsRUQCQGEvIhIACnsRkQBQ2IuIBIDCXkQkABT2IiIBoLAXEQkAhb2ISAAo7EVEAkBhLyISAAp7EZEAUNiLiASAwl5EJAAU9iIiAaCwFxEJAIW9iEgAKOxFRAJAYS8iEgAKexGRAFDYi4gEgMJeRCQAFPYiIgGgsBcRCQCFvYhIACjsRUQCQGEvIhIACnsRkQBQ2IuIBIDCXkQkABT2IiIBoLAXEQkAhb2ISAAo7EVEAkBhLyISAAp7EZEAUNiLiASAwl5EJAAU9iIiAZCQsDezk8zsf8wsz8yKzWyLmf3VzE5LxPFERKRuierZXw6MAJ4FvgxMAroBC81saIKOKSIitUhO0H5fAB5zzrnKG8xsHrAOuB24KUHHFRGRGiQk7J1z22u4rdDMVgNZiTimiIjUrslO0JpZF+AU4KOmOqaIiHiJGsapyW8BAx6t7Q5mlgPkVPyz2MxW1fNYXYHDPl2INBK9viSRGvr66lvTjVZlWL1WZnYp8I84DvIv59zwGh5/F/AA8F/OuT/EsZ8GMbMlzrlhiT6OBJNeX5JIiXp9xduz/w8wKI77lVS/wcwm4oP+nqYIehEROVxcYe+cKwE+Ptqdm9mNwOPAw865Xx7t40VEpHEk7AStmX0FeAaY7pz7QaKOU4unm/h4Eix6fUkiJeT1FdeY/VHv1Owi4O/ASuC7QKzKj/c7595r9IOKiEitElWN80WgPXAmsKDaz9YD/RJ0XBERqUFCevYiItKytOlVL7UgmzQWM+tjZrPMrNDM9pjZy2Z2XHO3S1o/MxtjZi+Z2XozKzWzVWb2oJl1aNTjtOWevZl9Bz9J61lgGdAJuBM4HbjAObe0GZsnrYSZpQPLgf3APYADfgGkA0Occ3ubsXnSypnZQqAAeAXYCJwB3IuvgDzPORer/dFHcZw2HvZdgR3VFmTriF+QbbZzTguyyRGZ2e3AI8AA59ynFbcdD3wC3Omce6Q52yetm5l1c859Xu22m/Cd1Eucc/Ma4zhtehjHObfdVXs3c84VAlqQTY7G1cDCyqAHcM6txRcfXNNsrZI2oXrQV3i34muj5VSbDvuaaEE2qYfBwAc13L4SOLmJ2yLBcHHF10bLqcCFPXEsyCZSTRdgVw237wQ6N3FbpI0zsyzgPuAN59ySxtpvqwp7M7vUzFwc2/xaHn8X8HXgO1U/kouItARmlok/UVsO3NKY+27KJY4bgxZkk+awi5p78LX1+EWOmpmlAbOBE4CLnXMbG3P/rSrstSCbNJOV+HH76k4GPmzitkgbZGYpwCxgGHCZc25FYx+jVQ3j1EczL8gmbcNfgXPN7ITKG8ysH3B+xc9E6s3MkoDn8MvMXOucW5iQ47TxOnstyCYNZmYZ+ElVpRycVHU/0AE/qaq4GZsnrZyZPQFMBH4JvFrtxxsbazinrYf9vcDPavnxeudcv6ZrjbRmFUsjTAMuw1dz/ROY7Jxb15ztktbPzNZRy6UEgZ875+5tlOO05bAXERGvzY/Zi4iIwl5EJBAU9iIiAaCwFxEJAIW9iEgAKOxFRAJAYS8iEgAKexGRAPj/BSDO6ZQaDE0AAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "writer = SummaryWriter(comment='-anp_1d_impr')\n",
+    "print(writer.logdir)\n",
+    "                 \n",
+    "hparams = dict(\n",
+    "    x_dim=1,\n",
+    "    y_dim=1,\n",
+    "    hidden_dim=128,\n",
+    "    latent_dim=128,\n",
+    "    latent_enc_self_attn_type=\"ptmultihead\",\n",
+    "    det_enc_self_attn_type=\"ptmultihead\",\n",
+    "    det_enc_cross_attn_type=\"ptmultihead\",\n",
+    "    use_lvar=True,\n",
+    "    use_rnn=False)\n",
+    "model = LatentModel(**hparams).cuda()\n",
+    "\n",
+    "optim = torch.optim.AdamW(model.parameters(), lr=1e-4)\n",
+    "\n",
+    "for n_iter in tqdm(range(epochs)):\n",
+    "    model.train()\n",
+    "\n",
+    "    data_train = dataset_train.generate_curves()\n",
+    "\n",
+    "    (context_x, context_y), target_x = data_train.query\n",
+    "    target_y = data_train.target_y\n",
+    "\n",
+    "    context_x = context_x.cuda()\n",
+    "    context_y = context_y.cuda()\n",
+    "    target_x = target_x.cuda()\n",
+    "    target_y = target_y.cuda()\n",
+    "\n",
+    "    optim.zero_grad()\n",
+    "    y_pred, kl, loss, mse_loss, y_std = model(context_x, context_y, target_x,\n",
+    "                                              target_y)\n",
+    "    loss.backward()\n",
+    "    optim.step()\n",
+    "\n",
+    "    writer.add_scalar('train/loss', loss, n_iter)\n",
+    "    writer.add_scalar('train/mse_loss', mse_loss, n_iter)\n",
+    "    writer.add_scalar('train/y_std', y_std.mean(), n_iter)\n",
+    "    writer.add_scalar('train/kl', kl.mean(), n_iter)\n",
+    "\n",
+    "    if n_iter % PRINT_AFTER == 0:\n",
+    "        y_pred, kl, val_loss, y_std = test(\n",
+    "            model, dataset_test, writer, plot=False, global_step=n_iter)\n",
+    "        val_loss = evaluate(model, dataset_test, 100)\n",
+    "        writer.add_scalar('val/loss_mean', val_loss, n_iter)\n",
+    "        print(\n",
+    "            f\"train: {n_iter} loss={loss.item(): 4.4g} val_loss={val_loss.item(): 4.4g}\"\n",
+    "        )\n",
+    "\n",
+    "    if n_iter in PLOT_AFTER:\n",
+    "        test(model, dataset_test, writer, plot=True, global_step=n_iter, title='test')\n",
+    "        \n",
+    "        test(model, dataset_train, writer, plot=True, global_step=n_iter, seed=n_iter, title='train')\n",
+    "        \n",
+    "    # Final validation\n",
+    "val_loss = evaluate(model, dataset_test, 300)\n",
+    "print('val loss (n=300)', loss)\n",
+    "writer.add_hparams(hparams, dict(val_loss=loss))\n",
+    "\n",
+    "for i in range(3):\n",
+    "    set_seed(i)\n",
+    "    test(model, dataset_test, writer, plot=True, global_step=-1, seed=i, title='test_final')\n",
+    "    \n",
+    "for i in range(3):\n",
+    "    test(model, dataset_train, writer, plot=True, global_step=-1, seed=i, title='train_final')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
   {
    "cell_type": "markdown",
    "metadata": {
@@ -1181,10 +11641,446 @@
    "execution_count": null,
    "metadata": {
     "ExecuteTime": {
-     "start_time": "2020-02-15T07:25:34.900Z"
+     "start_time": "2020-02-15T23:08:51.400Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "runs/Feb16_07-08-51_mjcdesktop-np_1d\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "8d9c97eb6aac47339d670529409d9f4b",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0, max=100000.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "3a158b897ed54498962f848a76f1e9fe",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 0 loss= 1.082 val_loss= 0.9136\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "5ab60cabf21c41aca232d77fe43f7bf2",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 100 loss= 0.9248 val_loss= 0.8073\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "09980c72d5864ec1befc4c0c0dc482ee",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 200 loss= 0.2588 val_loss= 0.5565\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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AuHHTAdi7dzuPP35nxONIOc0FF1zBn/60lb59BzX7tgsLDzNt2rncffcYvvnm62bffkuLZvAPBD4NU74VGBDF/bYpZWUl3HrrxcyZcwWff76jtavTaPv3F5CVlcFVV6WwevWiiG5OvvVWLvfffzWvvro0ohuaABs2vBKTZ/3l5WU88MC13HHH9+nQoSOZmbkkJrprnPnHx7tITHSTmZnL+ed/n6lT53HxxWOpqPBw770/YsWK37Nixe+rrfPVV59z440Duf/+qzl8+IuW/LXahKNHv6p6HTpsS3Pp0uUUUlMH0qtXKkeOtP8hHqJ5c7c7cDRM+RGgW7gVjDEzgZkAp512Gnl5eQ3aYXFxMe+8k8fxOu8etLyzzurF0aP7WbRoBn//+4eUlZWSmJjEyJGjufbaSZx+eu/WrmKdNm/eyKOPZlJR4anx9ZZ18XjKGTr0Enr2rGzQjco//3kut9zS/s78vd5iiovzws4rKTnOkSO7KC4+zJdf/i8DB/bj97//A6tWLefNN9dTWlpKUlISV1wxhgkTJnL66Uk1tjVr1m2sW7eakSPPpbg4j6++OkjHjh1xu9107uzi/fdf4eDBv9GxY2rUf9e2YsuWD5k//36mTfsZEyakR3Vfd9zx73TqlEx8/OFa/5+bw8cfQ0OPX8XFxQ3Ky2je3C0HHrPW3htS/jBwr7W2zoNOe7i5G6m8vFweffQGf3C2r5ua+/cXMGPGYMrKaj5sVB+3O4U1awqByG9ohq7XntR3c/fYsSMcOfIlqalNv+DdvHk9mZkTGTJkBA8/vJIjR75k27YNXHbZtVXLVFZW1vrQkbUW014eM63Ds8/OY9myR5g+fQFTp85r7eo0i5a4uRvNM/6jhD+zr+1KICbt31/Af/7nDZw4UTM4vV7fgSAzM53Fi/Pp3btx4wo1t/37C3jppYW89tqyiMM6VHy8izFjTj60Nnr0FFavXhTRurHSjbG4+BveeusvXHXVzQCkpHQnJaWBf9H4OgZ4vb7nBAIPhnXpci7WQnm5Ye/eUhISTic19Vr27PF1of3009fJzf0Ppk9/gZ49+1c9pxDoaJCTM5lDh3YycWI2aWm+IQ3i4nyTMb4zzqaUxcWdnBdNN9/8MBddNJpBg4ZHd0dBSkuLWbp0Addeexunntqn2bbr9Xqj1lQVKprBvxVfO3+oAcC2KO63TYn0Rujy5W3jKc3aulw2lMvlYuLEkw+tTZo0N+Lgt7aSUaPiSEpKZvToKUyaNLfVD4peL5SX+8Z5CfwMvA5MhYU9MMb3urTUy0svjeWrrzaRl1dG376zqi0fvJ1AmcdT/XVgCn8v90zgIzZv7suNN4amqwV+CXxIZub/AA+EWf99YA+PPZYSVLYQeBG4G5jU5H8zOHkAiGRKSKj+s7ayHTsySEkZQK9eV5OSchYJCSPZtMm3jMtV/WdgCi13uU5Odc0P7DfYokV38fLLT3PgQAEPPZTbLP9OlZWV3H77cAYOvJTf/CaT7t1T6l+pCaIZ/KuB3xpjzrbW7gIwxqQCw4F761gvprSnpzSDu1w2VnDzVXBY9+6dxiWXXMWGDWsi2o61lpKSItasWczf/raEu+7K5fzzx1WFYUVF9XBsyBQuaMMFcXBZZLc2gnuTxAO3AwvYvPlqGthqWUNc3MkQC4RpXNzZ1YIzcNYdF2eANRQVPc4pp9zrP/P2UlSUS7duEzEmjoqKLZSUfExSUv+qB+327XuP48c307NnGZ06+cpKS/P45pu7SUy8Hrf7rrBPQdf2ZHTwk9f1nPv4eYFiIDBQzSFgPHCM6ueKfwcWsW1bHtA8wVuXwL994EAQFzePDh128M9/3sf06bUfSOLjIzuwuFxw8OD7/OMfG9m3bz9XXvkrrr4aevWK3u8UzeB/BrgNWGWMCTzAtQD4HHg6ivttU9rLU5r79xcwb96EJoV+hw4pfPvbUxkyZA579qTx2WcnA7qiAjp3/h1xcW9QWVka8TYDzWGPPJIO5AOtc+ZvDHTsCB06+KbA6+Cy+PhDuN09gsqmkJAwkaSkjjXWDbd+YAoOkUCANLzJpAu+5yZ9tm37gFmzfkK/fn/lwQdf9M8fWW2N4uI/snPn7Zx11gC6+RtpX3hhA888s5nx47/HHXf4yo4dO8I994zl/PMvY9asx2qtQejYR4HpyJGvOXBgJykpp9O9eypeL3z88TqeeOLHfPvbY5kxYyVeL3g83bj//i1UVJRx//2FJCR0weuFnTvnU1Hh5YwzRgC+z1bgcxa4MvOtX/3zF3rSEOnPysqTJwM+3wLe4ODBhv6f1GU48DFFRQeZOTORtWuhmQZnDStqwW+tPW6MGYVvyIYcfEM2vI5vyIY214gbOmxtJGc0gbbXcPMDZzsdOyZTVlZ/O7nLlcyaNdX/QAJtusFtu+HKg3+Gvg68D3yQwy1XVrYOjycdaGzou4CZlJdns2ULbNlS23JpwF+AdMDjnyLlITExi+7ds2ucLTVmCg3bugK5Y0ffvuoL3127XiM7+xnuueeP9Op1lr+0YwN+x+j54INX/UMP1D5YYHJyF77znZHVyiZMyGDAgEvo0qVnVdlnn33EP/+5mfj46vHxwAPX0r17L372s1+TnNwVYyAnJ5MdOz7kttt+xxlnnA3ASy89xgsvPMpNN81n2jRfM1R5+Rl4PGXAEc4/P7DFeLKz/49TTz2Trl1Tqv79R48e3ZR/igYL/J0EHziC3x85cpCkpNPCzgt+HzrP44ETJ8rwehP9875DRQW43XD66dH9naI6Vo9/TJ7rormPYIWFLs45B0pL6w7ncMEevSdrpwCLqS/kysvH8dvfRqsOdSnAF8SNP9OPi3Nx8cVz6NLFF5AdOoS/nPW9HkdxcT4ffZTFp5/mUF5ejLWRPJDkIS4uh+efb/37ILV57rk/8PHHb/LUU3eTmflSa1enmqlT5zFhwq107dqz/oWDdOqUUuNgMGDA98jKerNa196ioqO8885KOnRI5I47Hq8q//vf89iy5S2uu252VfD36XMe5547lJSUU6qW69t3IC+//A3JydXHIz733Do7p7SIQFNax5BjuLWWp5++hxUrHmfRok0MGjS4Qds9eHAvM2dewIQJGdx00/yqXlaN6dXTUDE1OqdvELDGr9+YHgwn21WrlwXaXCsq5rJr1xKsrSv447j00vmkpNS8mRV8U6uu8uD2xMD8wFTXvGeeWcj69Z5GDQVbvTtqQ5pg0pg8ORvwhfioUXFE0q24sT2MWsqsWT+na9f+zJz5aGtXpYa4uLgGh35tkpI61TgYJCZ2IivrTb7+el+1K4EpU35Bevps0tJOhuIPf3gDP/zhDdXWj49PqBH6bZ0xhvLyMrxeD/n5/1ftd4zEu++u4tixIxw4sKvFu9ZGrR9/UzWmH//rr+dx5pkj+eijxoV4tNQ3ONl99+Vw+eU/BqC09DiFhV/Tq1dq9CoUpCH960NNmDCLiRPnNLnHTUPqkJjYiRMnStpMj58jR76kW7fTMMZEPEibxI7i4kIOHCigf/8LG7X+tm0b6dq1Z9XVELT/QdpaXHw8pKbCaadBz55wyim+f8AuXSAlBZKTfe1nSUknb6K1RF/jYcPGsXhxPuPHz8TtTsGYONzuFMaPn8nixflVoW+tJSvrVmbM+A6bNv0tupXya8pN5dmzs5sldEePnoLvFlD9ysqOV+vxM2PGYDZuXNfkOjTGjh0fcdNNg1i6dEGr7F9aX3Jyl2qh39AT6QEDhlUL/ZYSU8HflvXuncbs2dmsWeMbvXPNmsIawenxlFNScoyKinJ69vxW1Ot07NgRkpIa95WQqanNNxDWpElz8XX6apjaRgJtKV98sYvi4qNs374Jr7eixfcvbcu2bRu57bZL+eKLf9W53IoVj7NzZ609IFqEgr8N6dChIwsW/JVFiz6o9h2h0ejquWzZI1x/fR+++92x9Q4RHM7tt/+u2eriO/g1/rKrrKyEefOuafHwHzEind/8Zj3z56+o0cNFnOeZZ+5l27YNrFpV/UHF4NFUjx8/xhNPzOHOOy+jsPBQS1exioK/jTHGVAv9Dz98jZ/+tC/vv/9Ks+6nsPAwZWUl9OqVWu8QwaFuuukhLrxwVLPWx+1u2pfR7979aYs0+3z88ZscOLCr6v2FF45q0lf7SexYsOCvTJ58Lzff/DAAX365m5kzL+LWWy+uWqZTpxTOPvt8brghky5derRWVRX8bd1rrz1PYeEhtm//oEnbKSw8xL59n1W9nz59Pv/9329xyy2/qXWI4FCpqYNYuPB1pk17sEl1CSeSLyepT7SbfT755B3+4z/G8fOfj6o2FLAIQHJyV372s19XnQh063Yau3bls2tXPidOnHxo8dFH1zJp0s9bq5pAjHXnjEV33/0sF100hiuuOPlFzw0dWXHbto3cd9+P6NWrL08+uZH4+HiSkpIZMuRy4OTN58BXR5aWFpOUlMyYMVObpddOJCZNmsurry5p0vhAEN1xj9LShtCv33c455wL6zxbM6b2br91va5tCt5ufcLdWwz3vcx1PZxYV5lErmPHJLKz3+PMM8+jY8ekqvJTTony01kRUPC3cXFxcYwePbnqfWnpce677yomT76Piy8eW20kzUBgh3Zz7Nt3IImJnejcuRvFxd/QpcspNfYTuPncWuMF9e6dRmZmbpMHiPN6Pbz2Wg4PPphdLVxrC+OGBXRnXn/9dTp1chMfb2os9847MGJE9HuJtaZIn2gPHaunrnF8Ii1rj84777utXYWwFPztzMsvP8WWLW9RWHgIr9fD/PnXVwvKQDfHtWufZf78v/C9740nKSmZ7Oz36dHjjGZ5UCTcg2vhHmKLZAp+AG3IkHGMHZvPokVZvPhiDkVFxXTq5KasrIyKish7zZSWFnNh47pV17B06VJ27tzJ/PnzAejatVOdy8dy6MPJ/7fWUN/BIXheaFm4eXXNj3UK/nYmPX0OHs8J+ve/gAcfDD+SZuAg8MtfXsfq1dtITU3jjDN6Nzqgq4/8GN0//G7d0nj66Wyefvrklce6detIT0+npCSyYSWSk5t2ozhg7969zJgxA4/Hw5gxY7jsssuaZbvSOC150InkoNLQ17WVtQYFf5DgdtXQ5oHGvK6rLJIQDl8Wx6hR95ORkVFvc4i1lbzyShbZ2W13fJtIjBs3jvz8fK655ho+/TTc1zhXN2pU8/Q4OvPMM1m6dCmff/65Qt9hAn9vCS2QkKEHgw4t0Eks5oI/IQGGDAkfyPWFdXuybNmyer/gpaKigpycnHYf/ABpaWmsXLmSwYMH13vmf/nllzdpX9988w1du3YF4Cc/+UmTtiVSn5Y8yFTts+V21TKMgW7doGtX31ANnTv7hmro1Mk3XENi4skhdwODlrW30Afflys353LtQVpaGrm5ubjd7hrPHrhcLtxuN/PmzWPOnJPf/GWtpaCggIyMDFJSUoiLiyMlJYWMjAwKCqp3+7TW8tBDD3H++efzr3/V/fSlSHvWDiNPIPJ27OZq724rAs0+M2fOrBbkM2fOJD8/nwULTo6bs2/fPvr168egQYNYvHgxRUVFWGspKiriqaeeol+/ftUOBNu3b2f9+vUcOHCAhg4QKNKeKPjbqSlTptT7xK3L5WLq1Nq/eKO9SktLIzs7m8LCQrxeL4WFhWRnZ5OWVv15g1/84hfs2rWLsrKyGs1igcG0AgeCxYsXM3ToUObMmcOaNWuYOHFii/0+Ii1Nwd9OzZ07N6LgD272cJqkpCTiImzH83g8lJSUMG3aNM4555wo10ykdSn426lI2rtzc3NrnAU7yQsvvFBtgKxIeDwesrKyolQjkbZBwd+O1dfePS6a39bcDjTmxrbH4yEnJycKtRFpO2KuO6fTBNq7Y6HLZnNLTk6mqKjh3y4WSz2hRMLRGb/ErEhugIcTaz2hREIp+CVmRXIDPFSs9oQSCabgl5hV1w3w2ji9J5Q4g4JfYlroDfDA6KSho5SqJ5Q4iYJfYl7wA1+VlZXs3LmzxhAO6gklTqJePeI46gklTqczfhERh1Hwi4g4jIJfRMRhFPwiIg6j4BcRcRgFv4iIwyj4RUQcRsEvIuIwCn4REYdR8IuIOIyCX0TEYRT8IiIOo+AXEXEYBb+IiI3YaVgAAAT5SURBVMMo+EVEHEbBLyLiMAp+ERGHUfCLiDiMgl9ExGEU/CIiDqPgFxFxGAW/iIjDKPhFRBxGwS8i4jAKfhERh1Hwi4g4jIJfRMRhFPwiIg6j4BcRcRgFv4iIwyj4RUQcRsEvIuIwCn4REYdR8IuIOIyCX0TEYRT8IiIOo+AXEXEYBb+IiMMo+EVEHEbBLyLiMAp+ERGHUfCLiDiMgl9ExGEU/CIiDqPgFxFxGAW/iIjDKPhFRBxGwS8i4jAKfhERh1Hwi4g4jIJfRMRhFPwiIg6j4BcRcRgFv4iIwyj4RUQcRsEvIuIwCn4REYdR8IuIOIyCX0TEYRT8IiIOo+AXEXEYBb+IiMMo+EVEHEbBLyLiMAp+ERGHUfCLiDiMgl9ExGEU/CIiDqPgFxFxGAW/iIjDRCX4jTH9jTG/M8bkG2OKjTFfGGNWG2OGRGN/IiISuWid8V8JXAEsAa4GMoCewAZjzEVR2qeIiEQgIUrbfRF4wlprAwXGmDeA3cCdwLQo7VdEROoRleC31h4KU1ZojNkB9I7GPkVEJDItdnPXGNMdGAT8o6X2KSIiNUWrqSecxwED/HdtCxhjZgIz/W+LjTH/bOA+egA1rjZEWog+f9Jagj97Z9W3sAlqhq99IWNGA+sj2Plb1tqRYda/D/gVcLO19o8RbKdRjDGbrbVDo7V9kbro8yetpaGfvUjP+N8Dvh3BciVhKnQLvtCfF83QFxGRyEQU/NbaEmB7QzdujJkKPAkstNY+0tD1RUSk+UXt5q4x5lrgT8Bia+1d0dpPiD+00H5EwtHnT1pLgz57EbXxN5Qx5nLgVWArcDtQGTT7hLX242bfqYiIRCRavXpGAR2BC4F3Q+btAVKjtF8REalHVM74RUSk7YrJ0Tk1SJy0FGNMH2NMrjGm0BhzzBizwhhzZmvXS2KbMSbdGPMXY8weY0ypMeafxphfG2M6R7R+LJ7xG2Nuw/cg2BLgI6ArcA/wHeD71toPW7F6EiOMMW5gC3ACmAdY4GHADQy21h5vxepJDDPGbAD2AquAfcAFQCa+3peXWmsra187doO/B3A4ZJC4LvgGiXvZWqtB4qTJjDF3Ao8B51prd/rL+gKfAfdYax9rzfpJ7DLG9LTWfh1SNg3fye4PrLVv1LV+TDb1WGsP2ZAjmrW2ENAgcdKc/g3YEAh9AGvtv/B1aJjQarWSmBca+n4f+H/Wm3ExGfzhaJA4iYKBwKdhyrcCA1q4LiIj/D/rzTjHBD8RDBIn0kDdgaNhyo8A3Vq4LuJgxpjewHzgNWvt5vqWbxfBb4wZbYyxEUx5tax/HzAZuC34slxEpL0zxiTju8lbAdwUyTotOSxzU2iQOGmLjhL+zL62KwGRZmWMSQJeBs4GRlhr90WyXrsIfg0SJ23UVnzt/KEGANtauC7iMMYYF5ALDAXGWGs/iXTddtHU0xitNEicOMtq4BJjzNmBAmNMKjDcP08kKowxccDz+IbHucZau6FB68doP34NEidRZ4zphO8BrlJOPsC1AOiM7wGu4lasnsQwY8wi4BbgEeCVkNn76mvyidXgzwR+WcvsPdba1JarjcQy//AMWcAYfL3GXgdmW2t3t2a9JLYZY3ZT+1csPmStzaxz/VgMfhERqV3MtvGLiEh4Cn4REYdR8IuIOIyCX0TEYRT8IiIOo+AXEXEYBb+IiMMo+EVEHOb/A7yJxTieujswAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "33073aaa988148f9b2dd36b866c4a901",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 400 loss= 0.2666 val_loss= 0.4395\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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46FHnG8Pp087rpGfJyMhouei6c+fOJJcm8dSM08PFMkI2Wb1vOhPLCFuIfuBYMljrhPrp0843gnACk8oFpqNOT3e2wFTVwbedbeGmyA4cI7T1IbjpOZL7He2L9jnBZQl3P3RfR8/pbO2JSLz11lsMHz6cc845B4D169czdOhQ+vTpE/mbpCiFfQ8XTdAlenRsPMQywrYnNknFIjCpXH19skvSO3V2cjhx4mNuu+1arG3ikUd+x8iR5wOjOXy4/ddEu7hRJAscBT8e6M0Z/Hiirgv3qrCvrIRrr4VTp/LJymo7LW9GxplT9La3pac7zw+9H9gyMtrui3f32+C56aPpETB37hJuvHF5jw36gMAFW2ubOh101VObpKTnCfxXae+/TEMDjBgxnqYmP4MGjaWurvvKFo1EXf8xPbV70bRp0+ybb74Z8fPLyspYteohHn/8SaAKyAZuBu4CEht+oSeEwP329oXb+vRxbsvLN7Fx43z8/gaamnr2CNmuKi8vY9GifGprO1vxyuDzZTNr1s0t8+ckU1XVFrKzZya1DBIbv7+RmppKcnIGJLso7fL7t3DVVTNjfr0x5i1r7bQz9veGsG9vxSSPx0tampdrry1h5MgCGhqIaGtsdL5qh3sseH/gfvyUAflAdMv9GeNjypRSBg/OIzfXmTagX78zt9xc54TTk0Sz8EpwM1Uyxw4o7FPLe++9xoUXXkpaWmo0ZCjs21FWVkZ+fn6H66EmYjrfAGvPPAkEfg49MQR+DtwP3bZvL2TfvmKsjfQM4m3eSoDIwq9v39bw79+/9f6AAc7Wvz8MHNh6vzsGDpaXl/Hss0Vs3ryuuR9+x5/JRP49I6GwTx0lJQ+zdu1yFiy4i6985cFkFyciiQr71DjVdeChhzrvmlhbW8Ott05gzpxFcW8GMKa1KSZWgTb6vXsfjfg1Pl8ul19+C1deuRyfL69lYFBlpTNHzKlTrbcnT7b+XF3tbAcPdn4Mj8cJ/oEDYdAg5/ass1pvBw2Cs892TgpdGX8SaMNftmwNRUWFnbbjB/rep1qzlXS/8eOn4fX2ITf3LKy1vW6gVDRSvmafm5tLZWVkozJ7SjNAsFjWjzXGwyuvRL9yeVOTE/QnTzrBH3x78qTTZTCwnTjBGfPKt8frhcGDneAfOhSGDXNuhw6FkSOd+ecjdc01uRGNsvX5ctm4McICxplq9j3b6dNVbXpwHT1azuDBw5NYouioZt+OqqrIuyZ21xD8SAWPjo1GrF0RA9MA5+TAiBGdP7+hwQn+Y8fg+HFnO3Gi9f7Ro85WWel8Uzh40JloLNSgQU7ojxoFo0fDmDHOFu4kEGlX01Toey/db8+ed1ixooD77/8148dfApBSQZ9ICQ17Y8wIoAiYDRjgZWCZtfbDeB0jOzs74pp9QCKbdaLR00fHer1Obf3sszt+3unTTugfPuxsBw86i5KXlzsjSY8dc7a33277uiFDnPDPy2vdsrKyI6rZW9vUZnUrEYBf/WotJ04c5oUXilvCXhwJa8YxxviAd4E64Ds4V91WAT4g31pb3dHrI23GKSwspLi4OKZFt5PdrBNpk0WwZF+cjJbfDx9/DPv3O9sHHzjTDOzfH35wkcdTSFNTMdD53zNZfz814/Rcfn8jzz33n1x//VfJyEjNUbEp1xvHGHMH8ENgvLV2T/O+McBfgW9aa3/Y0evj2RunM8kK0M9+1hPxoKlkn5jize93av779jnLDQa2jz+Ovvtpd//9FPY9y4kTh+nXb3CvmHMeEhf2iZwI7TpgWyDoAay1+4DXgXnxOkheXh4lJSX4fL6oJ9kK6O6ZFWNZP7YnzE0fT2lpTjv+jBnwpS/BfffB00/D+vV53H57CenpPpxupZ0LNMvFY8ETSS27dr1FYeF0vve9L+D3a7a5jiQy7CcCfw6zfwdwYTwPVFBQQGlpKUuWLIkp8AOrI11zTW7CA2P79k0sWpTPxo3FET0/Lc3LvHlfZdmyNSnTdNMVublw880FPP54KfPmRb7gSWNjA88/X8ytt+azadMmLUHoErm5A/nkkyMcOrSXujotPdaRRDbj1AM/tNZ+K2T/KuBb1tozLg4bY5YASwCGDBlyydNPPx31cQ8cKGfRotupi8PEF1lZPmbOnMUNNyxg6NCuX9E/dKicr399EXV1tRG/pk+fTH70o+K4HD8VXXfdZ2NYMcjHwIF/ZOrUAeTnn+Sii04yeHD8JkLx+6tIS+sdk7OlmqamJt57709Mntx68fX99//MuHHjY/5m39NYW0VOTuyfryuvvLLb2+yjDvtg0c6NE9DQAPfd932+//17o+q73p6utpUHT2oWzcXY3tZGH6tYLmI7zT9LgNZBV8OGwaRJkJ8PF13kdD2NdXyN2uyTw1rLqlU38corv2D16hf51Kc+l+wiJUQqttl/AoSbbWhg82MJM23a9JZ1T6NdGSmU399AbW0NK1fOj7p5J7jJJtrA6m1t9LGKZXUrpyfPWrzeXIYMKSQrq4yDB+Gll+DBB+GLX4Trr4e774biYvjd75wuo2r66dmMMYwbNxmfL4fGRs0THa1E1uxfATKstZeF7N/SfNwZHb2+KzX7F19srXlFPrNi59LTvcyYcSNg+MMfNrSM1As3G2NXjhvrCNneqKt/v7Q0L+npXpYsKcHaAt57D0pLwy8wkpMD48Y5/f3HjYOxY52BYKFTYahm372Cpzmw1nL06AHOPjuCUYEpKhW7Xi4DHgTOt9bubd43Gqfr5bestQ919Pp4hT3ENiVBNIKbXM4993yeeeahTud36UgypwLoieLx9wvunmmt0/d/927Ytcu53b37zEXHwRl1fO65raN+x4yBIUO2M27c9G6ZJM7t3n//DR577G5WrfpVj56WOJ5SMez74gyqOk3roKp/B3JwBlV1ON49nmEPoTMrhvlfHUfGmBguKjpSdW76RAv8/X796x/HFPid/bta64zy3bPH6e+/Z48z+Ku8PPxiEl6vU+sP3YYN63nTSKeqpqYmFi+eyt69pdx8879w++2rkl2kbpFyYd980JG0nS7htzjTJXzQ2WvjHfbBIplZMVlSbYRsd+tKs04s35jq6uDDD53g37cvMAK4lqNHM8M+3+OBc86B4cOdbwSDB7dOIR2YTjo725lqOj3lZ6ZKvOPHD1FS8jC3376KtDQvTU3OiTmwhf4cvC9w6/e3/hz6WOhz2nuP4NvgLbQM4coT+r4BgX2B+4Fbv38Xd945PqL5q8LptfPZh4ok7OPZjh8v6n0Tua4061x33Ve6PJ9OVdUWYGbLFBAffuicBPbvd5qHIv0vlZkJPp9zG1itLLBiWfDKZoHlNAO3aWlnLlAeus5puHDy+1tvA1vo46H7gl8X7n3CvW/oscOFZmeBCmcGp5ts2gSf/3xsr3VN2ANs2bKFyy+fGfZDGLi/efMmFi92AqOxMbk1fJ8vl9mzb0mJ9WN7ilib5eJxUu3oAm19vTMJ3IEDThPQ8eNtp5I+dcqZZrqqKnFrjaa+p4B64LYzHgms9xzuBBe8z+Np/Tlwm5bW9udwzwm+hdbXBLbg9wje2itTaPkg/MLlwT9be5DVq4cxaVJs/3quC/uZM2d2+ryysjKKiopYt24dlZWVLVf9u+vfJDPTxy9+UcrQoXltTkY99E/SY8XSLNeV5rJ49MaxFmprneCvq2u7ha5q1tjYulxmYAutVQfXfpua2oZWIKDCfSMI3Aa24OcE72vvOZ29X2iodhSoHg8cO3aARYvOo76+lgcf3MqUKVcAra9xA81nnwB5eXmsWbOGNWuci3aB8P/xj38c0yyakfJ6ndplSUkJBQVnhk1TU+t/aL//zPvh1sQN3LrxRLFgwV289NITUYV9sle7MgayspxNWo0YcS7Llj3Czp1/5OKLL3dNwHcHV9fs2xOPmTTbk5GRweLFi1m+fDl5efFtsgleD7e+vm0tMbTW2EP/7DGLpR0/1i6u6mcfX8eOHeTgwTLy8y9PdlF6BNXsu1FgJs35853wiFct3+fzUVpaGveQD4h0PdzASSEQ/qHNCHV1ThNDKrUpT59eQHFxKc8+W8T69Wsjek1NTSVFRYW8/PKTHQ6Qk8T58MOdFBZOJyMjkyee2OmavvTJoLBvR2AmzUCbflVVFdnZ2Vx33XVYa1m/fn3ESyIGN9skKuijEelJIXAiqK09c6urc5qUepLAwuWbN/8swukpLM8//1jLNZqamko2bizmpZeeUK+objJixHjy8iaTnd2fhob4TVYnZ1IzThds2rQpbO0/cJHXGENOTg633HJLQpptkq2hwVmSsLbWua2pcbbTp5N7IojfOAqDz3dmbV/NOF1z+PAH9O9/NpmZPsA5yWZlZbdMieB2qTgRWq8XPI9+bm4uHo+H3NxcCgsL2bNnD01NTVRUVLBmzZpeF/Tg9PnOzXXWqB01CiZMgEsugcsug7/9W5g82Zlj5pxznIFEnm76tC1YcFecpru1LbX9RYvy2b59Uxze093effd3fPnLl/Dgg4tbvlH5fDkK+m6gZpwuCu3RI47AAKEBQU2w1jpdDSsrW7fq6vhfGxg+PI+VK0viNh+S3++8x8qV8ykuLqVfvzgV1IVycwdSX19HdXUFDQ11ZGSEH4ks8aewl25jjFPDz86GoUOdfU1NzgCjQPifOuU0BXVVLBdsOxNY/nD27AJuummELuLGYMyYSTzyyDZGjpzQa9aMTRVqxpGk8nicpqDhw+GCC+Bv/gY+8xlnoZGRI525ZGJt/glcsI1nE0FjYwMvvbRRzTpRaGio56OPdrf8PGbMJAV9EijspcfxemHQIGc++alTnWsAkyc71wX6948+/LOy4ruEoN/vj3lBGzd6/PHvsnjxFF5++efJLoqrKeylx/N4nLb/MWNgypS24Z+b2/kw+thWu+pcYBSutM9ayyefHKGhoY4hQ0YluziuprCXlBMc/hdf3NrsM3x4+OkH4tc7py2/v4HNm9fF/X17E2MM3/zmTyguLuWiiz6T7OK4msJeUl56utPsc955MH06XHopnH++sy8trbV3TmamL0wNv2vt+adPRzawzm3q62upqDje8vOYMROTWBoBhb30QpmZzopRkyY5TT5TpsCCBQX88pelXHvtEny+XIzx4PPlMm9eIU8+uYdXX7U88MAL7ZwQ2hfv6wG9QVXVSe6++2q+9a0CnQx7EHW9lF7NGOeibv/+MGZMHtdcs4aKijUtc8tXVjqziULb7pqRLH+YluZl9uxbuuG3SC319bUcOfIhjY31HDt2kBEjzk92kQSFvbhMWhoMHOhs4Az0qqlpDf6cnDzuvHMNN964vNPVzLxeL/36DWLz5qe46qp/wtPcTaii4jgnThxizJjW1Se2bnUWox8zZlLL83qrgQPP4Qc/eIn09AzOOUcXZXsKhb24mjHOerB9+7Yd6FVdnUdxcUnY1czS0tLwevvwjW8U8+CDi6mtrWbEiPO54IJP8e67v+Puuz/HuHFTeOSRbYDTrn/vvf+AMR42bjxFnz69axL7jz7azU9/eg+ZmT5WrPgfAM4997wkl0pCKexFQng8kJMDN91UwKWXlgatZubMfDpz5pUsXfoQOTmjqKs7zc6db3DBBZ8CYPz4aWRl9SUnZwCnT1eTldWX6upTXHHFfOrra9sE/WuvrWfatNktE4L95S/buPvuzzFsWB6PPfZmjxx4VFFxnNLS35GRkdkyK2ifPlls2fIMmZk+li9/VFMg0PmSh+GWUQzcP3w4MWXSrJciUQr+fDU2OvP7BLaaGjhypAKvt+MJdPbseYfFi6dyzTWL+MY3/huA6upTzJ3bjwsvvJS1a//Q8tx77/1Hzj57BAsXfpvc3IEt+/1+Px6PJ6GTiB07dhCAQYOGAfDGGy+yYsXnyc+/gv/4j60tz3vxxZ+Rn385Q4eOSVhZQkUapu0tkdheIEd6P3QLfp+u6Gp+afESkQRIT3emdGg7OVo//H5nqufAAjHB68k2NkJ5eQMTJkxj587tZGQ4TUfZ2bk899zhNvO6Hz9+iFdf/SV9+mRx2233tuxfsuRi9u59j5KSg/TvPxhwat05OQOivibQNqSaSEvzYAz88pcP8/DDy7nppru4884HMQamTs3nsssKmFv2EqoAAAbkSURBVDz5bxk8uDXobrvtCxHVYDuq0UZ7X6KjsBdJgLS01knfwpk06VMsXPgGVVVV5OS07rd2SMsC4k1NUF8/iN/85lX27i3jssuyWhYWz8qy+P2NDBz4EVOmOGH/d393Ex9/fIji4qeYOHESxsAHH+zl5MlPGDVqFIMHDwobnAD33HMPP/nJT7j//vu59dZbAWhsnMZjj2XSv38tF18cKOFQZs9+ISH/ZpJYCnuRJAksbtN2n3OiCMjI8HL11TOBmW2et2nTRgYOHEhmptM+fuzYMXbv/gsnT55k3LihLSeZv//7OezatYvXX3+dc88dBMDWrVt58cUX+drXvsawYU7zTP/+/Tl06BClpaUtx/j0pz/NsWPH6Nu3b1x/b0kOhb1ICgqEdMCgQYPYvXs377zzDmeddVbL/okTJ+Lz+cjPz2/Z9+STT1JcXMzIkSNZunQpAF/60peYN28eY8eObXmex+NR0PciCnuRXiIzM5NLL720zb7nnnvujOddeeWV5OTktDkBDBgwgAEDtNh3b6awF3GZhQsXsnDhwmQXQ7pZ7x7KJyIigMJeRMQVFPYiIi6gsBcRcQGFvYiICyjsRURcQGEvIuICCnsRERdQ2IuIuIDCXkTEBRT2IiIuoLAXEXEBhb2IiAso7EVEXEBhLyLiAgp7EREXUNiLiLiAwl5ExAUU9iIiLqCwFxFxAYW9iIgLKOxFRFxAYS8i4gIKexERF1DYi4i4gMJeRMQFFPYiIi6gsBcRcQGFvYiICyjsRURcQGEvIuICCnsRERdQ2IuIuIDCXkTEBRT2IiIuoLAXEXEBhb2IiAso7EVEXEBhLyLiAgp7EREXUNiLiLiAwl5ExAUU9iIiLqCwFxFxAYW9iIgLKOxFRFxAYS8i4gIKexERF1DYi4i4gMJeRMQFFPYiIi6gsBcRcQGFvYiICyjsRURcQGEvIuICCnsRERdQ2IuIuIDCXkTEBRT2IiIuoLAXEXEBhb2IiAso7EVEXEBhLyLiAgp7EREXUNiLiLiAwl5ExAUU9iIiLqCwFxFxAYW9iIgLJCTsjTHnG2P+wxhTaoypMsYcMsZsMMZMTsTxRESkY4mq2X8OuBJ4ArgWKAQGA9uMMZck6JgiItKO9AS979PAWmutDewwxrwCfADcAXwhQccVEZEwEhL21tpjYfZVGGN2A8MTcUwREWlft12gNcYMBCYB73fXMUVExJGoZpxwfgQY4OH2nmCMWQIsaf6xyhizK8ZjDQLO+HYhEif6fEkidfXzNSrcThPUrN4uY8wsYHMEB9lqrZ0Z5vXfBu4HbrfW/jSC9+kSY8yb1tppiT6OuJM+X5JIifp8RVqz/z0wIYLn1YTuMMYsxQn673RH0IuIyJkiCntrbQ2wM9o3N8bcAjwCPGStvS/a14uISHwk7AKtMeYG4H+AYmvtNxJ1nHb8uJuPJ+6iz5ckUkI+XxG12Uf9psZcAbwE7AC+DjQFPVxnrf1T3A8qIiLtSlRvnM8CfYCLgddDHtsPjE7QcUVEJIyE1OxFRKRn6dWzXmpCNokXY8wIY0yJMabCGHPKGPO/xpiRyS6XpD5jzHxjzHPGmP3GmNPGmF3GmO8ZY3LiepzeXLM3xnwNZ5DWE8DbQH/gm8AU4DJr7VtJLJ6kCGOMD3gXqAO+A1hgFeAD8q211UksnqQ4Y8w24ENgPXAAmAqsxOkB+WlrbVP7r47iOL087AcBx0MmZOuHMyHb89ZaTcgmnTLG3AH8EBhvrd3TvG8M8Ffgm9baHyazfJLajDGDrbVHQ/Z9AaeSepW19pV4HKdXN+NYa4/ZkLOZtbYC0IRsEo3rgG2BoAew1u7D6XwwL2mlkl4hNOib/bH5Nm451avDPhxNyCYxmAj8Ocz+HcCF3VwWcYcZzbdxyynXhT0RTMgmEmIg8EmY/SeAAd1cFunljDHDgXuBl621b8brfVMq7I0xs4wxNoJtSzuv/zawEPha8FdyEZGewBiTjXOhthG4LZ7v3Z1THMeDJmSTZPiE8DX49mr8IlEzxmQBzwNjgRnW2gPxfP+UCntNyCZJsgOn3T7UhcBfurks0gsZY7xACTANmG2tfS/ex0ipZpxYJHlCNukdNgCXGmPGBnYYY0YDn2l+TCRmxhgP8BTONDPXW2u3JeQ4vbyfvSZkky4zxvTFGVR1mtZBVf8O5OAMqqpKYvEkxRljHgWWAvcBvw55+EC8mnN6e9ivBL7bzsP7rbWju680ksqap0YoAmbj9Ob6LbDMWvtBMsslqc8Y8wHtLCUI/Ju1dmVcjtObw15ERBy9vs1eREQU9iIirqCwFxFxAYW9iIgLKOxFRFxAYS8i4gIKexERF1DYi4i4wP8DJuWwM8ETXCcAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "6e65c0c27459418ea74ebf542ce56e10",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 1000 loss= 0.1996 val_loss= 0.2852\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "b8219ef1a19f45329e5618c2846042b4",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 2000 loss= 0.4812 val_loss= 0.2063\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "595a3909f3c3420094ef4c66ea51b832",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 4000 loss=-0.1101 val_loss=-0.02517\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "8f0d6a9b2d304904a83540bf73fbe820",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 8000 loss=-0.08965 val_loss=-0.1031\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "f698a29e7baf4d0c89653b98d4799b6c",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "train: 10000 loss= 0.2389 val_loss=-0.1605\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "writer = SummaryWriter(comment='-np_1d')\n",
     "print(writer.logdir)\n",
@@ -1235,7 +12131,7 @@
     "            f\"train: {n_iter} loss={loss.item(): 4.4g} val_loss={val_loss.item(): 4.4g}\"\n",
     "        )\n",
     "\n",
-    "    if n_iter % PLOT_AFTER == 0:\n",
+    "    if n_iter in PLOT_AFTER:\n",
     "        test(model, dataset_test, writer, plot=True, global_step=n_iter, title='test')\n",
     "        test(model, dataset_train, writer, plot=True, global_step=n_iter, seed=n_iter, title='train')"
    ]
diff --git a/docs/anp_rnn_1d.png b/docs/anp_rnn_1d.png
new file mode 100644
index 0000000..8729306
Binary files /dev/null and b/docs/anp_rnn_1d.png differ
diff --git a/readme.md b/readme.md
index daa2693..5c3f2b1 100644
--- a/readme.md
+++ b/readme.md
@@ -1,12 +1,12 @@
 # Using recurrent attentive neural processes for forecasting power usage
 
-And also implements [Recurrent Attentive Neural Process for Sequential Data](https://arxiv.org/abs/1910.09323) (ANP-RNN)
+This repo implements ["Recurrent Attentive Neural Process for Sequential Data"](https://arxiv.org/abs/1910.09323) (ANP-RNN) and tests them on real data.
 
 ![](docs/np_lstm.jpeg)
 
 This implementation has lots of options so you can run it as a [Attentive Neural Process](https://arxiv.org/abs/1901.05761) (ANP), or NP.
 
-I've always made lots of weaks for flexibility and stability and [replicated the DeepMind ANP results](anp_1d_regression.ipynb) in pytorch. The replication, qualitativily seems like a better match than the other pytorch versions of ANP (as of 2019-11-01).
+I've always made lots of tweaks for flexibility and stability and [replicated the DeepMind ANP results](anp_1d_regression.ipynb) in pytorch. The replication qualitatively seems like a better match than the other pytorch versions of ANP (as of 2019-11-01).
 
 
 
@@ -29,10 +29,10 @@ I've always made lots of weaks for flexibility and stability and [replicated the
 
 Here the black dots are input data, the dotted line is the true data. The blue line is the prediction, and the blue shadow is the uncertainty to one standard deviation.
 
-I chose a a difficult example below, it's a window in the test set that deviates from the previous pattern. Given 3 days inputs, it must predict the next day, and the next day has higher power usage than previously. The trained model manages to predict it based on the inputs.
+I chose a difficult example below, it's a window in the test set that deviates from the previous pattern. Given 3 days inputs, it must predict the next day, and the next day has higher power usage than previously. The trained model manages to predict it based on the inputs.
 
 
-### ANP-RNN Results
+### Example ANP-RNN outputs
 
 ![](docs/anp-rnn_2.png)
 
@@ -40,7 +40,7 @@ I chose a a difficult example below, it's a window in the test set that deviates
 
 ![](docs/anp-rnn_4.png)
 
-### ANP Results (sequential)
+### Example ANP outputs (sequential)
 
 ![](docs/1.png)
 
@@ -52,7 +52,7 @@ I chose a a difficult example below, it's a window in the test set that deviates
 
 ![](docs/19.png)
 
-### LSTM Baseline
+### Example LSTM Baseline outputs
 
 Compare this to a quick LSTM baseline below, which didn't predict this divergance from the pattern. (Bear in mind that I didn't tweak this model as much). The uncertainty and prediction are also less smooth and the log probability is lower.
 
@@ -70,7 +70,7 @@ This is based on the code listed in the next section, with some changes. The mos
 
 Changes for a predictive use case:
 - target points are always in the future, context is in the past
-- context and and targets are still sampled randomly during training
+- context and targets are still sampled randomly during training
 
 
 Changes for stability:
@@ -90,9 +90,12 @@ I put some work into replicating the behaviour shown in the [original deepmind t
 Compare deepmind:
 - ![](docs/deepmind1.png)
 
-And this repo (anp_1d_regression.ipynb)
+And this repo with an ANP (anp_1d_regression.ipynb)
 - ![](docs/replicate2.png)
 
+And a ANP-RNN
+- ![](docs/anp_rnn_1d.png)
+
 It's just a qualitative comparison but we see the same kind of overfitting with uncertainty being tight where lots of data points exist, and wide where they do not. However this repo seems to miss points occasionally.
 
 
@@ -105,4 +108,4 @@ A list of projects I used as reference or modified to make this one:
 - Second pytorch implementation KurochkinAlexey (has some bugs currently) https://github.com/KurochkinAlexey/Attentive-neural-processes/blob/master/anp_1d_regression.ipynb
 - If you want to try vanilla neural processes: https://github.com/EmilienDupont/neural-processes/blob/master/example-1d.ipynb
 
-I'm very gratefull for all these authors for sharing their work. It was a pleasure to dive deep into these models compare the differen't implementations.
+I'm very grateful for all these authors for sharing their work. It was a pleasure to dive deep into these models compare the different implementations.
diff --git a/smartmeters-ANP-RNN.ipynb b/smartmeters-ANP-RNN.ipynb
index 9b863c9..cc55cec 100644
--- a/smartmeters-ANP-RNN.ipynb
+++ b/smartmeters-ANP-RNN.ipynb
@@ -18,12 +18,32 @@
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 2,
+   "cell_type": "markdown",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2020-02-15T07:44:56.235226Z",
-     "start_time": "2020-02-15T07:44:53.800731Z"
+     "end_time": "2020-02-15T11:09:58.775974Z",
+     "start_time": "2020-02-15T11:09:43.765111Z"
+    }
+   },
+   "source": [
+    "Results on *Smartmeter* prediction\n",
+    "\n",
+    "|Model|test_loss|\n",
+    "|--|--| \n",
+    "|ANP-RNN|-1.27|\n",
+    "|ANP-RNN_imp|-1.38|\n",
+    "|ANP|-1.3|\n",
+    "|ANP_impr|-1.2|\n",
+    "|NP|-1.3|"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2020-02-15T07:47:07.980740Z",
+     "start_time": "2020-02-15T07:47:05.580318Z"
     }
    },
    "outputs": [],
@@ -49,11 +69,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 2,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2020-02-15T07:44:56.285432Z",
-     "start_time": "2020-02-15T07:44:56.238215Z"
+     "end_time": "2020-02-15T07:47:08.033410Z",
+     "start_time": "2020-02-15T07:47:07.983641Z"
     }
    },
    "outputs": [],
@@ -65,11 +85,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2020-02-15T07:44:56.335755Z",
-     "start_time": "2020-02-15T07:44:56.288452Z"
+     "end_time": "2020-02-15T07:47:08.084885Z",
+     "start_time": "2020-02-15T07:47:08.036402Z"
     }
    },
    "outputs": [],
@@ -81,11 +101,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2020-02-15T07:44:56.449251Z",
-     "start_time": "2020-02-15T07:44:56.338349Z"
+     "end_time": "2020-02-15T07:47:08.196304Z",
+     "start_time": "2020-02-15T07:47:08.087704Z"
     }
    },
    "outputs": [],
@@ -99,11 +119,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2020-02-15T07:44:56.505930Z",
-     "start_time": "2020-02-15T07:44:56.451728Z"
+     "end_time": "2020-02-15T07:47:08.247423Z",
+     "start_time": "2020-02-15T07:47:08.198756Z"
     }
    },
    "outputs": [],
@@ -122,11 +142,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 6,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2020-02-15T07:45:05.444281Z",
-     "start_time": "2020-02-15T07:44:56.508574Z"
+     "end_time": "2020-02-15T07:47:17.060772Z",
+     "start_time": "2020-02-15T07:47:08.249894Z"
     }
    },
    "outputs": [],
@@ -136,21 +156,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 7,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2020-02-15T07:45:06.071229Z",
-     "start_time": "2020-02-15T07:45:05.446503Z"
+     "end_time": "2020-02-15T07:47:17.703484Z",
+     "start_time": "2020-02-15T07:47:17.063181Z"
     }
    },
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.legend.Legend at 0x7fad5f89de80>"
+       "<matplotlib.legend.Legend at 0x7f6a8bb5fdd8>"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -196,11 +216,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 8,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2020-02-15T07:45:06.126485Z",
-     "start_time": "2020-02-15T07:45:06.074968Z"
+     "end_time": "2020-02-15T07:47:17.759610Z",
+     "start_time": "2020-02-15T07:47:17.707705Z"
     }
    },
    "outputs": [
@@ -231,11 +251,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 28,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2020-02-15T07:45:06.296597Z",
-     "start_time": "2020-02-15T07:45:06.129622Z"
+     "end_time": "2020-02-15T13:38:55.225017Z",
+     "start_time": "2020-02-15T13:38:55.140283Z"
     }
    },
    "outputs": [],
@@ -307,7 +327,7 @@
     "    trial.suggest_int(\"y_dim\", 1, 1)\n",
     "    trial.suggest_int(\"vis_i\", 670, 670)\n",
     "    \n",
-    "    trial.suggest_categorical(\"context_in_target\", [True])\n",
+    "    trial.suggest_categorical(\"context_in_target\", [True, True])\n",
     "    \n",
     "    return trial\n",
     "\n",
@@ -339,11 +359,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 10,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2020-02-15T07:45:06.354876Z",
-     "start_time": "2020-02-15T07:45:06.299258Z"
+     "end_time": "2020-02-15T07:47:17.991425Z",
+     "start_time": "2020-02-15T07:47:17.937745Z"
     }
    },
    "outputs": [],
@@ -409,11 +429,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 11,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2020-02-15T07:46:34.051416Z",
-     "start_time": "2020-02-15T07:45:06.362145Z"
+     "end_time": "2020-02-15T08:16:16.680812Z",
+     "start_time": "2020-02-15T07:47:17.993681Z"
     }
    },
    "outputs": [
@@ -470,14 +490,14 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "step 0, {'val_loss': '1.5333813428878784', 'val/kl': '0.5012272000312805', 'val/mse': '0.2871371805667877', 'val/std': '0.9575740694999695'}\n",
+      "step 0, {'val_loss': '1.5693567991256714', 'val/kl': '0.5020207762718201', 'val/mse': '0.2388661950826645', 'val/std': '1.0383363962173462'}\n",
       "\r"
      ]
     },
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "02e9f271254d4ee9b9b688872a4af886",
+       "model_id": "ad474d979aa04263bfabb8d045ecb0e8",
        "version_major": 2,
        "version_minor": 0
       },
@@ -489,30 +509,285 @@
      "output_type": "display_data"
     },
     {
-     "ename": "KeyboardInterrupt",
-     "evalue": "",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-12-61f1d9056008>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     27\u001b[0m \u001b[0mmodel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mLatentModelPL\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtrial\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mparams\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     28\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 29\u001b[0;31m \u001b[0mtrainer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     30\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     31\u001b[0m \u001b[0;31m# plot, main metric\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/media/wassname/Storage5/projects2/3ST/pytorch-lightning/pytorch_lightning/trainer/trainer.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, model)\u001b[0m\n\u001b[1;32m    700\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    701\u001b[0m         \u001b[0;32melif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msingle_gpu\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 702\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msingle_gpu_train\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    703\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    704\u001b[0m         \u001b[0;31m# ON CPU\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/media/wassname/Storage5/projects2/3ST/pytorch-lightning/pytorch_lightning/trainer/distrib_parts.py\u001b[0m in \u001b[0;36msingle_gpu_train\u001b[0;34m(self, model)\u001b[0m\n\u001b[1;32m    439\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moptimizers\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0moptimizers\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    440\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 441\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun_pretrain_routine\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    442\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    443\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mdp_train\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/media/wassname/Storage5/projects2/3ST/pytorch-lightning/pytorch_lightning/trainer/trainer.py\u001b[0m in \u001b[0;36mrun_pretrain_routine\u001b[0;34m(self, model)\u001b[0m\n\u001b[1;32m    839\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    840\u001b[0m         \u001b[0;31m# CORE TRAINING LOOP\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 841\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtrain\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    842\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    843\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mtest\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/media/wassname/Storage5/projects2/3ST/pytorch-lightning/pytorch_lightning/trainer/training_loop.py\u001b[0m in \u001b[0;36mtrain\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    331\u001b[0m             \u001b[0;31m# RUN TNG EPOCH\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    332\u001b[0m             \u001b[0;31m# -----------------\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 333\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun_training_epoch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    334\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    335\u001b[0m             \u001b[0;31m# update LR schedulers\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/media/wassname/Storage5/projects2/3ST/pytorch-lightning/pytorch_lightning/trainer/training_loop.py\u001b[0m in \u001b[0;36mrun_training_epoch\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    386\u001b[0m             \u001b[0;31m# RUN TRAIN STEP\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    387\u001b[0m             \u001b[0;31m# ---------------\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 388\u001b[0;31m             \u001b[0moutput\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun_training_batch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbatch\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbatch_idx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    389\u001b[0m             \u001b[0mbatch_result\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgrad_norm_dic\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbatch_step_metrics\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0moutput\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    390\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/media/wassname/Storage5/projects2/3ST/pytorch-lightning/pytorch_lightning/trainer/training_loop.py\u001b[0m in \u001b[0;36mrun_training_batch\u001b[0;34m(self, batch, batch_idx)\u001b[0m\n\u001b[1;32m    510\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    511\u001b[0m                 \u001b[0;31m# calculate loss\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 512\u001b[0;31m                 \u001b[0mloss\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0moptimizer_closure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    513\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    514\u001b[0m                 \u001b[0;31m# nan grads\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/media/wassname/Storage5/projects2/3ST/pytorch-lightning/pytorch_lightning/trainer/training_loop.py\u001b[0m in \u001b[0;36moptimizer_closure\u001b[0;34m()\u001b[0m\n\u001b[1;32m    478\u001b[0m                     \u001b[0;31m# forward pass\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    479\u001b[0m                     output = self.training_forward(\n\u001b[0;32m--> 480\u001b[0;31m                         split_batch, batch_idx, opt_idx, self.hiddens)\n\u001b[0m\u001b[1;32m    481\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    482\u001b[0m                     \u001b[0mclosure_loss\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0moutput\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/media/wassname/Storage5/projects2/3ST/pytorch-lightning/pytorch_lightning/trainer/training_loop.py\u001b[0m in \u001b[0;36mtraining_forward\u001b[0;34m(self, batch, batch_idx, opt_idx, hiddens)\u001b[0m\n\u001b[1;32m    597\u001b[0m             \u001b[0mbatch\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtransfer_batch_to_gpu\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcopy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcopy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbatch\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgpu_id\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    598\u001b[0m             \u001b[0margs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mbatch\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 599\u001b[0;31m             \u001b[0moutput\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtraining_step\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    600\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    601\u001b[0m         \u001b[0;31m# CPU forward\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/media/wassname/Storage5/projects2/3ST/attentive-neural-processes/src/models/lightning_anp.py\u001b[0m in \u001b[0;36mtraining_step\u001b[0;34m(self, batch, batch_idx)\u001b[0m\n\u001b[1;32m     26\u001b[0m         \u001b[0;32massert\u001b[0m \u001b[0mall\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misfinite\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0md\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mall\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0md\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mbatch\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     27\u001b[0m         \u001b[0mcontext_x\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcontext_y\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtarget_x\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtarget_y\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mbatch\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 28\u001b[0;31m         \u001b[0my_pred\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mloss\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mloss_mse\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_std\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcontext_x\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcontext_y\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtarget_x\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtarget_y\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     29\u001b[0m         tensorboard_logs = {\n\u001b[1;32m     30\u001b[0m             \u001b[0;34m\"train/loss\"\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mloss\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/media/wassname/Storage5/projects2/3ST/attentive-neural-processes/src/models/lightning_anp.py\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, context_x, context_y, target_x, target_y)\u001b[0m\n\u001b[1;32m     21\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     22\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcontext_x\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcontext_y\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtarget_x\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtarget_y\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 23\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcontext_x\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcontext_y\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtarget_x\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtarget_y\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     24\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     25\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mtraining_step\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbatch\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbatch_idx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/.pyenv/versions/jup3.7.3/lib/python3.7/site-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *input, **kwargs)\u001b[0m\n\u001b[1;32m    539\u001b[0m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_slow_forward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    540\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 541\u001b[0;31m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    542\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mhook\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_forward_hooks\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    543\u001b[0m             \u001b[0mhook_result\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mhook\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/media/wassname/Storage5/projects2/3ST/attentive-neural-processes/src/models/model.py\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, context_x, context_y, target_x, target_y)\u001b[0m\n\u001b[1;32m    125\u001b[0m             \u001b[0mx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mcontext_x\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtarget_x\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdim\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    126\u001b[0m             \u001b[0;31m# h: [B, T, num_direction * H]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 127\u001b[0;31m             \u001b[0mh\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_lstm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    128\u001b[0m             \u001b[0mcontext_x\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mh\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m:\u001b[0m\u001b[0mcontext_x\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    129\u001b[0m             \u001b[0mtarget_x\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mh\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcontext_x\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/.pyenv/versions/jup3.7.3/lib/python3.7/site-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *input, **kwargs)\u001b[0m\n\u001b[1;32m    539\u001b[0m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_slow_forward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    540\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 541\u001b[0;31m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    542\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mhook\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_forward_hooks\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    543\u001b[0m             \u001b[0mhook_result\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mhook\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/.pyenv/versions/jup3.7.3/lib/python3.7/site-packages/torch/nn/modules/rnn.py\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, input, hx)\u001b[0m\n\u001b[1;32m    562\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mforward_packed\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    563\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 564\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mforward_tensor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    565\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    566\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/.pyenv/versions/jup3.7.3/lib/python3.7/site-packages/torch/nn/modules/rnn.py\u001b[0m in \u001b[0;36mforward_tensor\u001b[0;34m(self, input, hx)\u001b[0m\n\u001b[1;32m    541\u001b[0m         \u001b[0munsorted_indices\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    542\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 543\u001b[0;31m         \u001b[0moutput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhidden\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mforward_impl\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbatch_sizes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmax_batch_size\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msorted_indices\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    544\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    545\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0moutput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpermute_hidden\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mhidden\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0munsorted_indices\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m~/.pyenv/versions/jup3.7.3/lib/python3.7/site-packages/torch/nn/modules/rnn.py\u001b[0m in \u001b[0;36mforward_impl\u001b[0;34m(self, input, hx, batch_sizes, max_batch_size, sorted_indices)\u001b[0m\n\u001b[1;32m    524\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mbatch_sizes\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    525\u001b[0m             result = _VF.lstm(input, hx, self._get_flat_weights(), self.bias, self.num_layers,\n\u001b[0;32m--> 526\u001b[0;31m                               self.dropout, self.training, self.bidirectional, self.batch_first)\n\u001b[0m\u001b[1;32m    527\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    528\u001b[0m             result = _VF.lstm(input, batch_sizes, hx, self._get_flat_weights(), self.bias,\n",
-      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "step 2194, {'val_loss': '0.5343308448791504', 'val/kl': '0.0009442351292818785', 'val/mse': '0.007357416208833456', 'val/std': '0.07601924240589142'}\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "step 4389, {'val_loss': '-1.1690877676010132', 'val/kl': '0.00022915728914085776', 'val/mse': '0.005337832495570183', 'val/std': '0.049246110022068024'}\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "step 6584, {'val_loss': '-1.273390769958496', 'val/kl': '0.00022587954299524426', 'val/mse': '0.004663755185902119', 'val/std': '0.050486624240875244'}\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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qq6msrCQ3N5c+ffo0+ht/MDKBmiA4HA6qq0OQErTNOlgNxqaN4AihN3NvaWDPHnj/fdB2IV/J6ExCYKK94U0IAAoLFeMSrJuWPwwbNoz9+/ezZs0aQpyZHQ8fPsyePXt8pnaorq7mrLPOYuLEiR5EYNWqVUybNo033ngj4Hsb50ofP/nkhVx/fS++//5b17VPPvmYF198kQpdyzZIYEoERwh/HkO//ab+Vlaqa9HRSnx0qi89fmvCRHvBFyHoqC7OYWFh9OjRw+Ncnz59XK6k8fHxHtdiYmL4z3/+U6+f3bt388YbbxAVFcXUqVMDurdxHrWWoKgom9LS/YSHJ7qu3X//neza9T9OPvlkjj766AD/s9aHSQiOEP5eGmPa8eJi6NOnvtRgEgIT7QldPcsfOhoh8IW0tDSqqqqorKysRwj8YeLEiSxdujTgjbqurn7NcoBHH/2NQ4fy6N69p+vapEkXMXFiUZMN0a0NkxAcITT1NxqIysvBmN5EEwJv7sskBCbaE41t9B2NECxbtoxVq1bxt7/9jTPPPBOAzZs3+21fWVlJZGQk4V55NQYPHuxhPG4M3vOkv4eGhpGSkk5ZGS47waxZ8+jRw1MzEAwwbQRHCF8SwcaNni55OnTfmxCY6SZMtAe+/vprTjjhBLZubbhYSkerqPf999+zePFitmzZElD7e+65h6ioKF544YUjuq93vRFvc0RNDezf7/4ejMGkJiE4QmhCYNzUtVooIUH99UcIOtJLZuKPgwsvvJCffvqJBx+8t9G2HUkqmDJlCi+88AKnnXZaQO3Ly8uRUtbzMLJarSxfvpx33nknoH58GYr37v2Vp5++lE8+WQhAfr6OOq5j//6D7N4dXImdTEJwhNCEYNWqLG66KZ0pU0JYsyYdyGLCBHVNEwLvl6oxHa0JE62Bb7/9lmXLljF37mONtu1IhOCEE07guuuuY/jw4a5zTzzxBMcccwxvvfVWvfavvPIKNTU1TJ482eO81Wrlr3/9KzNnzqz3GynrM3BGBk/P18GDu/npp/fZseMHQP3m8GF47bVnOf747jz66MPN/C9bB6aN4AigRefly7N47rlMrFaL83wOkOn0Hc6gxFmB2VceF7u9YwXtmOj4GDVqFKNGjeLAgcZzC3UkQuALJSUlbN68mX379vm8HhERUe9cXFwckydPpnPnzjgcDpcralmZ2swjI6F7d3d7XxUIBw48gZtvfoeEhG6ua9XVkJzcjS5dkgkNDcfhCJ765WY9giNAba0S+caPTyc/P6fe9c6d0ygtzaZLF9DpTkaPBuPa69ZNuZaaMNHW2LOnDoulmpiYOKT0zZDExEDXrm0/tubg448/JjQ0lFNPPZVo50uVm5tLaWkpffr0oUuXLs3u2+GAvDy3NNClC8THK2nAqP8vLISnn4ZNmyA1FU45BdLS1LXERBgyxN22rY3GZj2CVoJW6+zfn+vzemlpLkJAaambU/DmsEzVUPPxR8iU2daora3l8ccf54wzzmTEiC48//zDVFUpu1Zpaf32HcmhYcaMGZx77rmUGv6R1NRURowYUY8I7NmzhxNOOIGbb745oL4rKjxVQqWlcPAgHDjg2c5mg2XLYPNm+PRTMNqhvWONgknaMlVDRwD9kvTokcr+/fUlguTkVBwOOHRILZyUFLVQjLlGTEIQOKqr1eafmOiuqtWzZ+O/M+FGQUEBs2fPdn3PydmNxaLW5Z49cOyxnu11UroA0vq3O8466ywOHjwYEOe/Z88efvrpJ6Kionxet9vtHD58mNjYWCIjoygv97wupe8kk+Xlas7Cwuw4HLBvXwjV1YLoaHcep2BMN9GqEoEQ4mwhxHYhxC4hxGwf11OFEF8LIX4TQvwuhDi3NcfT0tCb+G23zSMiwjNAJDQ0issum4d2SCgqUn/NWILmo7RU6WgtFkUEbDY3l2azdSzutb0QHh7O7bffzo033s6PP+7j3/9e5sqDVVurOF8jdO6hjoA33niDzz//3GNzz8vL45577uGpp57yaDt27FhWr17No48+6rOvyZMnk5yczMqVX1BUFPh7Wlio/oaGFuNwbEBKQXa2+3p5uZWLLx7H2WcP/3MQAiFEKLAIOAcYCkwRQgz1anY3qqj9KOBy4MgcetsYenGcfXYGM2cuJjk5DRBAGqNGZTB+fIYr9bQ2GNtsyrg8fnw6/fqFMGJEOllZWe0x/A6Fqir3hlRY6D7W6qHqapOoBoLu3bvz5JNP8uCDT9KjhyrhaEyI6Es91FEIgS8cOnSIhx9+mFdffdXjfFxcHCeddBInnniiz98lJSWRmJjIgQNWnwkjfUFKt6ooPl7StauazD173G3s9gg2b/6V7ds3UV7etHoHrYnWlAiOB3ZJKfdIKW3AO8CFXm0koOO+E4D9dCAYYwjGj8/g4YezgTcRQrJ+/avcdFM6Vqva5LVE8NlnWcyZk0l+fg5SSvLycsjMzDSJQSPwl6NLp+0wCUHT4M6aa2fhwpncc88J1NXV+iQEHcEWU1tbi8ViqZdcrnfv3tx///3cfvvtTepv6dKl7N1byjnnXBLwbw4dcr/naWndufDCMwDPLAM1NYJ33vmW//53GyEhwRNe3JqEoBdg9NnKc54z4n7gCiFEHvApcJOvjoQQmUKI9UKI9UV6poMA3gbgrKzHgUykzAUkxcU5bNyYCWS5YgleeWUu1dWenIDFYmHu3LltNewOCX9cqdWq1ENmxbfAsG/fPnbv3k1lpaKgdXWhbN78Fbt2/cT+/f+juloR14MH3cS3IxCCH3/8kdjY2HrBZF26dOG+++5j+vTprnNSSqZPn86rr76K1c8/J6WoZxfwh7Vrv+Xqq8/nqafmUVamzsXHQ79+6njvXnfbmhoYNWos/fsPISQkNGjUme3tNTQFeE1K2Rs4F3hTCFFvTFLKxVLKMVLKMSkpKW0+SH/wjir+/vt5gMWrjQWYS16e+l5U5NvDKDfX93kTDac6sFqVNGAG5wWGhx56iAEDBvD2268BSuU2bdqz3Hffd3TvPgCAbdvU5mW0HQR7FLzFYiEyMpK4uLhG265fv57XXnuNu+66y29xe28voYZQXn6Yr776hK1b17gIQUREBcnJVYSHSwoKVBZiqJ94MljsBK3pNZQPGCs99HaeM+Jq4GwAKeUaIUQUkAwUtuK4Wgz100v4yzGeS06Oap+UlEpxcX0Po9TU1NYY4h8CDb0sugY0mMbiQBAfH09aWhrdu6tX02KB0aM9K3JpJtm4aVmtwR3vcs4551BTU0Odj0VQUFDAunXrOOqooxgwYABDhw7l1VdfpaamxmdAmZSwatV3PP74XEaOHMvcuQv83vd//9vEqFFjeeihD4mMHMiqVer855/fw8qVz9C/v53duwV798Ixx6g5/fLLj1m37nsmTforp59+QlDMa2tKBOuAgUKIvkKICJQxeIVXm1zgdAAhxFFAFBA8up8GYEwupTeqsLA0n21DQlKx2VTw2WWXzSMqytPDKDo6hnnz5rXmcDs0GuOatNrIlAgax4IFC9i1K5vTTlObf0OGUKN7ZEdQD4GqSeCNRx55hAsuuIBly5YBEBsby/Tp07nuuut89mGxQFVVNevXr2bbto0+2wDk5WVz3nkjueaavzJy5Pn06XO0iymJjq6mU6cu9O+vttht29R5mw2+/fYLXnppPhs2/BQ0hvhWIwRSyjrgRuBzYBvKO2iLEOJBIcQFzmZ3ADOFEBuBt4ErZQcJdTZuOpoJCQubB3hu8hERMfTtqzb5vXuVUfncc28hKakPQgh69Upj4cLFZGRktNHIOx4CFZ9NQhAYjExzVZUqqbhq1YssXXojDoM+xEgIgmXDag7Gjx/PaaedRu/evQNqX1EBI0cez9tvf8NDD/l3ZNyzZwedOyeTmtqf2lpFgLRd4Y47XmLJkhJGjVLfV6yA7dvV8bBh53PnnY8wevQ4qqqCY92aKSaaCYvF7TO8dasKM585E0JDs+jceS4lJbkkJaVy2WXzKCnJ4J13YNIkmDrVQUaGiuUXQvDee98zbtxJZmBUA9ClExtDaKiq+2CiYVRWqkSIdjusW6fOXX99L0pL97Nw4Q569Bjoajt2rAqAioryzK8TbJg/fz7//e9/uf322zn77LP9trv11ltJSUnh2muv9VnXWKeNCRRWq5WysnLefvtbDhzYwTff/JODB8NYsAB6OV1jXn8dVq5UBuT581VW4qOPBm3OSEiAzp2b8t82Dw2lmDAji5sJIxWvrYWtWw8APXA4jua557I92v7+u/qbna2yEoaGhmO31yKlpKAgP2gMRoGgPaJMTYmgZVBQUMCIESMYMmQYr7/+pQdxPe+8OxBCEBOT4PGbmhplGwh2Y/GGDRtYtWoVU6ZMw2JROZK8UVpayqJFi3A4HD4zi4IKWGwKIiMjiY1N4aOPnmD37p+JivonoDZ9jSuuUC6kO3fChg0wYQLk5ipiAEoCSUho3wR0JiFoJozidV0d5OQoy5qUW4GRPPXUxWzZ8jV///t8jjtuBqAIQbduA3nrLRtr1y6jR48oJkw4BSlVHz7Um0GHqiro1Ekd2+1q8bYmYdBz4wsHDqjEXeBpJzCzufrGgQMHKCwsJDlZmeGMqp/zzvPtZ6/rbQc7IbjvvvuYNm0aaWnHUFSkksLFxqq1WVGhCENFRQUvv/wyBw4coKuPTHplZWp9ayxd+gwlJUXccst99aqYfffdF5x44kTCw8OxWGDcuCkMHnw6n34aRkiIg0ceGcuoUWdz6aUPERoKw4crQqAyvlrYtet3qqsdjBkzDodDzbMx9Uxbo73dRzssvCWC6mqlfzzxxBEAbN/+I1VVpSxZMpM5c9Lp1CkLqzWLG25QNQuysmZRVlZGXFy8q4+OAGPgVlVV64+7rs5tlD982C22l5R4Zn2sqFDEwJQK/GP48OHk5+fz8suqYHsg6jbtORTsGuTBgwczadIkUlJ6IqVaH/v2qYyhhw7BrbfeSVpaGkVFRR65ljQqK+tHVT///MMsWjSPw4dLPM6Xlx9m2rRJnHnmUUgpqamBc8+9lXPPfQSAqKgasrPXU1SU7fqNZlgKCpRW4J57TmT27Bmu6+3t8dYBeNDghLfraGGh4hiOP/5oVq/OoqrqkKutchedDggOH7a5zi1cmEnXrjB5cga1tcHtnqdht6sNJC5OvTwhIZ5ptVsamtBIqSSqmhqVunffPnWtpkbprysq1Fjq6tR4NCdrwo3Q0FB6Oo1RNpsnIZBSsnfvr+Tm/s6ECVe6/Ou11BDsEoGGkTExxpb06TOYhIQEqr0yxUmp7CVGSUBj+vRbcTgcRER4RgAXFh6gb99BJCR0RgjhmiPtMZSUFMG//vUT0dFu/ZC2rxw4AImJ3enXbwyDBg1yXTcJQQeFd9F6zZ327AlPPDGXujpvN4v6rLPVauGBB25m8uSMDvOiORxqA4mKUptJa3uT6P5ffz2LRYvmUlycS3KyMsKPH59BRYWbEMTEuN16KypMQuAPes1qQrB/v5qzRx89i8rKQxxzzBkkJSmru1EiCOYspE8++SRRUVGcffYMQkPrp2646KJpzJhxFUlJnkqQQ4d8EwGAG2/0He0/YMBRfPXVdlfMQnU11NZayc4uAnrTuXMYAwYc7/Ebo0TQqVMK8+atwxg6ZBKCDgrNaeislwUFaif/5JMbKC4OPEr48GElOQS76K1ht3tmqWxN1ZDdrtzxli/P4rHH3BXgiotzWLIkE4CUlAy6dHEnpbPblc97R3Z3bC0sWbKEX3/9jUmTrmTo0OOpq1PE4O67obpakJT0JYMGvUptrTtowBhU5nAEp/3Fbrdz1113Ybfb2b59ps8xhoeHU1WlvHO0Ubay0n8OK184eFCpnDp1UkVnwsLCXOmot29fzZIlbwKvuWqVGxETowzI5eVKBZWU5GmjaW9CYNoImgFjygOrVVF5KUOAvWzY8AHJyYFHCScmJrn67AhwOBTR0v7SrbnhlpSo+y1YMNdFBDRsNgvvvjuXigp3+H5trVt1ZdoK6uOzzz7jxRf/TX5+jksayMlxb0glJSOprHzWlWoC1JzqYLJgXaM2m417772X6667wWeksIbD4V4rdruSBhrCoUPFbNy4jvz8XH755SIWhz8AACAASURBVCc++GAF2dn72bevzpVcTveXlNSH2NijAKio2MYHHzzMgQPbPPrTUoHOUGqxSFfchkkIOiCMm4zV6n6wcXGHGDfuci67rH59Al+IiIhh7txngOB9yYzQRMAIu711Nl2r1ai68C1hlZTkUlPjfqGNhMDMPVQfN910E08++SzDh49xza0u5TtmjPJa2bFDebcYodsGq9QaHR3Nvffey4IFzzfaVjMwpaWNv3NLlz7D5MnHs2zZUl5+eRHz51/IqlWLuOKKcDIyTmTjRgdbtqi2PXoMYsKEuwAoKlrL++/fQ0zMDg9VmpEQPPXUxfz1r5GsXfsN0P7r1SQEzYCRettsbm+DsWOPY9q0Zxg/XtUn6NQp3ncHQEhIKDNnLuass1REcUchBL7QGuohY5/du/uWsIQIYfXqLFdgn82mVBne9hsTChMnTmTGjJvo06evSwrQuQ6POgpOP10dv/9+GTk57khYrUMP9jUayPOuq1OMg+bkG0JaWn+GDRtNYmIy3burEOHly5VnkNVqobrac/vUxuKhQ4/i+uvnMHDgUR7xBEY7gRCh2O21FBW5PZLac72ahKAZ8JYINJdhTHx49tkZbNpUxpw5bxEa6umDHBERw5Qpj2OxlPH558qVL9hfMvA/xtZQDxnn+JprfEtYDoedJUsyeeWV67nppnQuuCCEcePSWb5c1XYwCUF9aAKrn5mWCPr0gUmTJGBj06YEZs+GBx5Q3KveNIN1jW7cuJFNmzZRUVHTeGMIOL303/52JcuW/cLYsTcwadJtzJ69kvDwSCZOvJpbb33fo63Vquo+A5xxxljuvHMe/foNIjHR3cYoEWRmLuH116uZONFd78CUCDoYjA/MZnMbnPLzV7Nrl4rZ12VTL7ggg+OPvwhVuUxVL7v00sWUlOSxdOkNPPHELUDwvmRG+FuorUEIjJv4hAkZ9Oo1FDV/3ve2sGrVixQXq0I/+fk5zJmTyfLlWaZqyICqqiqysrL4/vvvAfXMpPQkBF26CBISvnT9RkpYu3Zn0EsEd911F8OHD+fLL79o0X5ratTmrqONhw07nZdeKiIz82V69Bjk0fbbbzXBXMvSpeNd542GY6MLaUxMAhERUUFjMDYJQTNgVFsYCcHPP/+bt95SEZqaELz22v389tunAISF9QHm0a9fBj16DCQqKo5u3VTG0mB9yYzwN0aLRVVmCrSkXyAwvhSHDlWyd+96VEE7X/A8X11tYcGCuaZEYEB2djZXXHEFs2ap1Ao2m/Kfr65W3iyac33yyTO55RZISfkvALm5NS6DcbCu0dTUVAYNGkRa2uAW7TcvTzuG2CkvLyYkJJTo6Pr1DhwO+OQTdRwdvZiTT77IdS0mxh1n062bcr81llo1uq6253o13UebAF00XXOa2lCqCUF4eBXdug1ACBX0tHx5Fi+99KCrfF5dXS6QyZo1cNVV13PWWde7ahoH60tmhD8O2+FwRxn7yvFyJPdavjyLhx66q8m/378/1yQEBkRERHDZZZcTG9vdtW6N0oBGbGwYJ5wAeXmD+c9/ABTnW1UVvMbixYsXI6XygGopWCywe3chc+aM5tAhFc7etWtfnnlmT722v/6qNveuXWHhwldISfE0miUkKEYpIkJVLdu9G7KyDlBWdgu9eg1m/nyVhsKUCDoIamrq2wfATQgeeGA51123lKgoRfkXLJhbr4YqWPjhB3egihYNdcBOsME4rsaIlc3WcobjujpFBObMyXS9iL7hO8Kpe/dUUzVkwMCBA3njjbe5556nXNyoNhT7ytg6bJg6WVSkgrNUuuq2GGnz0NKbaF4eREfHu9ZeTEwCcXHJPttqL6vx4yE0VBAT4+nC2quXO7jx739Xf7/+uis//bSGzZu/4uDB1vkfmoJGJQJn6cgRQE+gGtgspewQFcRaGt66cP1dEwJtLNYP3Z/bo8WSazh2R2wGY+SmXpzh4YEZsywWfAbUNAU6TmPBgvr1nRVCAQeQCpxLSMjrOBzudtHRMUydOs+UCLzgz1DsqzieTouuo44tluAkBFarlfDwcGprW46nra5WnkUREVE891wOcXHJREbGYLf7XlDafVyXO/AOZYiKgmHDVHGaoUNVau+ffgpl8ODv+PvfCygoUIbkoJQIhBD9hRCLgV3AY6j6wtcD/xVCrBVCTPdVX/iPDG9uVxvcvAlBVJT627Onb7fHiIhU9u3bwpQpIfz972FBHbBTV+feOAIZn79w/abeE/wTUkUEHCQkZAMv4HAsBtIAQWRkd+67bzEnnJDhUUXuz47S0lLKy5X4GYhEYLPlERFRTXW1cou024NzfT733HN06tSJxx9/tMX6NCYzTE5OJTJS6TtDQ33zzbq9NgZ7JSp1/tadmvrSS9XfAwf6MmjQiS4X9IZqc7c2GtrIHwbeAvpLKSdJKa+QUv5NSjkcuABIAP7RFoMMBjgc9Tlim02phxSBqObKK0NYtuwBl0Qwa9Y8oqO9leYxxMfPY+XKdCATh8PuMrIGy4tmLEtYV+cmgIFIBDrlxpFA38cfIRUilYkTYexYPaAMIBtw0LnzvznppAzXZqcJWbDMbVPQkmO+7rrr6Nkzho8/ftcVrJefrzYoXxLB4cP7sdk2AGqjq6sLzjnMz8+nurqamBjFhR0p4ddG9EDhcOBS7Wj3UF+EANwMYo8e6ri83O3K2t7J/fwSAinlFCnld75KR0opC6WUT0spX2+ocyHE2UKI7UKIXUKIerlfhRBPCSE2OD87hBBNLAvRdvDlImm1uqUBIUoASUhIKJHOnFeTJ2fwyCOL6dEjDSEEnTunAYspLs7gq69iiYpaxJIlpUFHCIzeP02VCKDpxT28oQnJbbfVjx+IiIhhwoQz+PbbML77rn5xkZiYwZSXq7HW1annU1AQHGm+m7pJ1QTmFh8Q7HY74eHhdOmSgs0Ge/ao8aSn+84e27VrX3r3VhzwgQMErXT11FNPcfjwYS66aCqgVDq7dnk+74qKwJmTffs8/88vv1zMlCmCK66IYPPmL+u1Ly5WfXfu7N7oGyMEQrirl3344TIqK0tdz7q99oCAvIaEEOOAdGN7KeUbjfwmFFgEnAnkAeuEECukqtyi+7jN0P4mYFRTBt+W8LWRGIPJ+vTpzq237iAhoZtH1svJkzP4y18yWLdOLZipU90LraYmlJCQxHbnBrxhsbhL5xklgkDHV1mp1GSR9ZNABgT90o4cmcHVV8O//z0XUKU/L798HnFxyXzzzSvYbG6/8fDw/dTW9iQm5iiPPEj6uLa2+eNpCdTWKs+Rbt0aTtxmLFBUU9NyXljvv/8+e/c6cDgkO3eqzRKgf3/f7ePjUzjppBTefVdJBMGqGgJISEhwbfZWq9qcDx1SazA0VB336ePefP1h/35cOYQ0du5cA4DdXlsv3xW47QNaGoDGCQGosezeDStXruKUU/rRs6d64YKWEAgh3gT6AxsALYtLoEFCABwP7JJS7nH28w5wIbDVT/spwH0BjLld4EsiMMYQJCaG0aPHQMLC6i+E0FC1CGpqlJ5Qh6KDckfVpVOD4UXTG782XBu/N8UL59Ahz5ejKdD5goqKYNCgDCCDpCR43plKxmar4e67v2TgwHHcdZfi+CdO7MkXX3gmErPZ3BtpexridM57m02pEXr08O0U4HCojUwTAq3SaokShnV1KiVHaKjqV3u6DBzo/zfaYKwlgmBYn75grGJn5KyN75k2yPqaS7td/Y95efWvnXrqVaSk9CUxsQcDB55Y77o3IQgL8/+8IiLUXmC3u4lSnz6XExOT4FLHtpfUFYhEMAYY6ktF1Ah6AfsM3/OAsb4aCiHSgL7AV028R5vBl0RgJATehmJvdOqkFumECbBliy5vCQ8+eAWzZ9/C8OHHBcWLpv/PujpF0PQLZrU2bZFarUoHnZDgLm0ZKHR6ZFAvMHgSlYiIKEpLD3DHHUMoLs4lJCSVhIQHgakUF9cCihIbiXd7qoYOH3bbXWw2t8QE6ryWVGpr65dA1YV2jhTG/99qdUsEAwb4bg8QFbUf6El+vh0pQ4PSCysjIwObrY577llMfHyCX3Vaba1iulJSPM9bLPC///mPjh8y5GSGDDnZ7/01IWjIUGxEVJRyqNAeRgkJE+nWzf1+BZ2NwIDNQPdWHsflwDIppU+eUwiRKYRYL4RYX+Qtu7URvDeS2lr10DQh2LjxLW65ZQAlJTvr/xh3PdIpU+DhhyFNBRRTWRnF/v3bqakJDh2s/j+9pQBfL1hlpadh2VdfxgC8QGG0S3zzzWoAduxwC6CrV2exZEmms/KbxOHI4YMPrgZex2YLx2pVnLcxfL+9CIH2ujFCrxmHw1OC0Rs/uLnclth8c3JyGDduDLNmXYnDoTav8nJFoLt18/+7Dz6YBtRSWBhCTU1w1nhYvnw5y5a9R4iTDW9oPRq9gXTbhohAIPCWCAIhBOCWCPINITLtGb3tVyIQQnyEUgHFAVuFED8DrmmWUl7QSN/5gNExrbfznC9cDtzgryMp5WJgMcCYMWPafLv0lWrZO4agsnIHlZW7CQnxvRK9C1NrdVD//pcwaNCAoPHTNhICIyfqixAcPqwWdkO6dykVwQg0tqCuTs21nt+DB9USDQnZ5Wrz7rtzsdk89bXKx3suMI3PPoN334Ubb4Q77nD329ZwOHx7oOgsqbqAjlbD1dbW99BqCQJWUFDAhg2/4HAIrFZPtZAQSpURFVU/RUjfvkPZuzcbm20g+/a505AHU6zLe++9R0FBOTExsUjZMCGornarYqVUKbcbIwL7929n/vzz6NXrJFJTXyckREUQq+AxNyHQarTGpDdtP0xJgYgISWmpIC/vAL179whOQgAsOMK+1wEDhRB9UQTgcuDv3o2EEEOAzsCaI7xfq8GXb7w3ITjmmFEkJV1Nqi9fPOoTAp2LqHfvSS7RMJgIgTc3aoyi1mqN0lJ1nOw74NKFiorACMFbb2Uxe/Zc9u/PJSUllUsumUenTlMAmDLlalc7/xXgFMu3apX6ttVgjdLuv21ZYUsTNV8oL3cTAU10jXPekqm0hw0bxief/OQqLbrHmSVBq4ViY+Hoo9Vz2rbNvQ6nTXsGiwW++07Vi9YupMFUpey8886juFgxG4F4WeXnK0KQnx9YzEth4V4OHtzNwYN38Ouv7vO//QaZmYqwhIS4VU6NSQSaaQoJgYSEwxQVdebFF+fz8MNPUVMThIRASvntkXQspawTQtwIfI4KBX1VSrlFCPEgsF5KucLZ9HLgnWbYINoMvsrZeROC00//K2PH/pWuXX33ERqquAGtrtASgVYNBIsxzigRGDch/XQKC90GsaqqwAyZWudvt6sNz5cEkZWVRWZmpiuSuLBQlaNUHFYGxxyT5mqbnJzqVAt5IiIiFZvNPafeWsTa2uDZxIzctzchMBo/W4IQxMbGMmzY8Tgcak60lKL12ppLjYtTxGHHDvdvtQozJ8cd8BQsc6hhtGM1BotFGYV9GYZ9YcSISfztby+xfPkM7HY4/3z473/hp59UjiEplXpNG/g1IQgJUcxeSYmnytdoQ0xPj6KoCByOQa7xB62NQAhxkRBipxCiTAhRLoSoEEIElNFbSvmplHKQlLK/lHKe89y9BiKAlPJ+KWW9GINgQU2Nf0Mx1K9F4M9YDJ5SgSYEu3cf4JdfVgRFwI5RBeZNCDRsNsVN6ViBysrAbBuFheql8Peyzp1bP52EzWahsnIakOVh5PNVAS4qKoahQ+d5nPMuRdjW6qFAWRsj8QVPyaAlVENGJsNicRdS0lKp0d25SxcYMkSlQujUScUZgKdEECwoLi7mpZde4vPPVerPQOMuAiUCAEIIrNZM6upCGDNG5QqaO1e9y7W1ShK4yJ1s1EUIevRQ8+ftKGGc6379op1/rwOa7pDRkgjEWDwfuEBKmSCljJdSxkkp/Zfe+oPBX3Frb4ngiy8e4oMP7mlQf2okEpoQWCxxfP310qCQCIybji5S7426OsVR6mhKKZuWVsLfxpab60/dYwdm8uqrM4iPVy/e+PEZ3HXXYnr1UoF6yclpPPjgYnJzPctOHTrkqZppa4NxUwiB0TBvJMItEci1fPlHPP/8PLZu3UB1tZsQ6FgR71iFxETl5rxz53c8/bTyL83NDR71pcbu3bu59tprWbjwAaBlA/BA/a/r1ikJAOACp1W0f39YsACefBKeeQZONjgVxcUpaUAThHivnTIszC0Rj3JGTa1e7VZtBa1EAByUUm5rvNkfDzrZli94Zx796adFLFv2SIP9GQ1JMTEQGloDdKJnz7FBwW1539/odaOhNyjjvFRWqg1LE4eG4M8416ePb9uKcySsXfs+AwaoNL4pKfCPf2Rw6aVXMWDAaIqLc7jnnhnAgXrjLy1VkkhLZkYNFIFu4N5j8/Ye0kyCkag1hTh8+OEHPPnk3fz++3qqquoTAiOXakR8fAwVFbsIC8ujthb27g0OzzaNzp07c/XVMznjDLVDB6IaChQOBzz+OCxcqNbR6NGerraJicpAbGT8EhMVs2dUnYWH19cSaNfRtDQYPlyN+6OPKoJTNeRUCV0ErBdCvCuEmKLPOc//YeBvcTfk0qkfmi7jl5wcR1raUQ3ex0gIhIC4uP8A6Xz00RymTk3ngw+ymj74FoT3IvS1KH1tpmVlyg0vJ6dxV1F/m/H99/vKy+RGdXUFERFq3vr3Vy/Yyy8vZOfOX5xjtTNt2hWu9npz27JFeckYaxm3FQLdNI3R21BfLWezKdWasc5uaWng/U+adCHXXTebo48+lqIi9Yw6dVLrMSzMv6fLMccMZ9GifEaOVC4xRkNyMGDQoEE8//xibrrpbqBlJYLvvoPff1fzNH063Hpr47/RLqTeNpSkJOUsoc+npLjVxGeeqcTpFSssVFTUtZubc0MSwV+cn3jAApxlOHd+6w+t9WDkZu12/JaLa2hh2Wzu1LwxMfDcczt5773NDd7X+MKtXp1FWVkmoHzhi4pyuOuuTLKy2o8YNPaS+8uOWFqqJCOHQ3HfjfXhi1hcfHEGaWn+o5t8JaAbN+50hgwZyW23vcyKFb9SV/cTKhOKoLo6DBDccks6q1dntUucRqD3k7L+GjTOUXGxWotaBacz3ga68Z155mT++c9H6d9/VKNqISPi4yPo0qUnffuqbWLnzuAiBOC7PsiRorpauR8DTJsGZ53VuDdQdLTbM86bEISHq/k22gh1xtdjj40lLGwr0I3Vq4tbVKppChoiBKuAWVLK6T4+V7XVAFsD5eXul9Rq9VxApaXuxeVLNQJune6XX2YB6VgsIdx0UzpffdXwJm4kBO++OxcpPfVO1dUW5s6dS3uhsZc8EG4lkHg/X/2oXDwqjNg73W9ERAx33jmv3m9efPE/fPrpb1xyydX8738bWbJEE1bQ2VDKypT30UcftT2BbQrhMa41b6Ohfi46s6uuYaEJg86xo2FUv+m0FfoegaqFQOmyhXCrMgKR+NoSZWVl5OUdwGpV5TRbamwffaScIQYMgHHjAvuNNryDf6+qMMOy1rYDIWDCBMXkVFV1D0qJoA/wvhDieyHE/UKIsUIEUyhJ82Hc/GtqPDmr6mrFbRmDmrxhsymOftkyN0dfXJzD7NlXMHp0MsuX+950jHlI/PnC+zeatj5aghBUVDReu9ifEfqVVz7m5pvv44IL5qPrCwgRzvDhZzB5cobPvoRQcQwLFsylpsb3jW02C4sXzw1aiQA8N7GGnkNVlZsAaIJQXOxpsD90yL2+y8vh559Xs3PnVqqqHC5PKr1xNSQRCAFbtqzko4/+5bp3MBGCRYsWMWRIT5599kG/TFtTUVYGn6oS4/zjH4HneTLaAfwRAqNUERLiNhr37atci9ozS25Daagfl1KeBpwLbASuAn4VQvyfEGKqEKKB4PTghQ7i0S+KMbpTJ/mqqPAvDeg+3n13LnV19Tee0tIS5szJZPnyLBdHZYR++MnJvo2jDRtNWxeNEYJAdew7dza8YfiTCEaMOI7bbrufIUNuQ9UXWIaUtaxfv6L+D4C6ujquvfYihg6NID+/4YK1RUW5QU0IAkVlpWfu+sJCxcgYU5lbrWpDU0TCyqWXnsw55wynpqZh11FfqKkpZteulYAiBMGUbyg8PJzk5K4kJia53ueSEk9bCqgNNhBHBoAVK9T8jR4NgwYFPhZjbEyYn+gsb/WSJsI6nuPAAXccSVuj0aRzUsoK4EPnByHEUOAcVPbRSa06ulaA5vJ1JlAjYdDX7PaGc+qr4hX+OffqagsLFsxl5syMerrciAj1Il922TwWL86kttZNTKKiYnjggfoqkLZCS0gEoP6/XbvUi+RLhvTuxxhABe5Ec/HxNiyWSHr06OvzPi+//CSff/5hQGNKSmp7AtsaL7T33GmioNVDWm1psag1XFVlYcyY8UjpwGoN8VANCdF4QsATTzydqVMTeeON4JMI7rzzTjIy7sRmU3UECgpg1ix17eijYcQIJS2tXKk49qefru/OaURJiTsq/ZJLmjaWQCSCsDB3SVpQhKC0FHJylgF/Ize3Grs9ul2C9gISfIQQvYQQ44QQpwDJwDopZYcjAuApCRh1sVarf6OxNz7+OMuV5Mof9u/PJSamvuuYthOMH5/B1KnuEovaF/6CC3yrQNoCLSURgFrgW7b4lqy8N7M338xi+PBE+vYVjByZxK+/KtXa+edfzptv1vDee/W9l5cvz+LZZx8MaCwRETFcdtm8NjfEeROCQAiDcYzenG1jsFg8VURlZZCQ0Jn33/+eZct+cNXiBUUItM97Q+jduwcnnXS+q/9gIgTgmX569253UOTvv8Obb8Jnn7mN8V9/7b+fykoVG1Bbq2oK60C6QBAS4mn/a2gTN0oLWhqrrt4GWKipiebw4fYxyAcSWfw48ANwN3Cn8zOrlcfVajDWBzYGi+kkYI3hnXeyeOIJVWKyIfTqlYoQ9QmBUYQ844wMunTJBhzMnZvNpEkZLabrbA4a26iaqr+srFTEwHth68phUqrUEtdem0lFhUrRWVZ2iE2bMoEsioqyuOmmdMaNC2H8+HQP24u/wvYhIaFe31OZOXMx48e3/dwa57O8HH75pb7B1TtDqnHzb2qlt6oq/55E2t3ZaCNITGy8z6go44YVPKlQwNOLrabG7agwcSJcdx2ccgocf7zK+AuK2/cmZA6Hyhv08MMqerp7d+Up1BR4v+OBEgKtGjrppCmkpKiB6VQebY1A6hFMBgZLKdvJsanloBN8aRi5p0A2icJCePLJuT4rFRkRHR3DvHlKxaPtBHpT8PbZrqj4CjiNDRvymDChtysDZWPuaq2BllINGVFX5zsPfEmJkhpmz66/oTscFuAWvvqqErtdLbv8/BzmzMkEVNU3f4XtpXTwxReSs86KBaoQwsG4cSE4HC0fedoY9DO3WGD7dncBlNBQ5YnjcKggraFDVbvqas8x6pKbgRosG5LYdL9G1VAghCA6Gg4e3EpIyCDq6sKw2dT/0RLFco4U06dPZ8OGLcyb9yI1NaMpLFTn09MVETjlFPXd4YBvvlFzv3694vhBEdrHH1cEAFRW0bvvdntUBQojIdDZXP0hPNy912gC2737APr2VYQsJ6d9bASBPM496EofHRhS1k8A1VRUVDRsGxBC0KtXGo8+uph//CPDec5TCvBOuFZXp1Ia7thR6TNqty3hixAYfdqbayjUOn9f98vP9zefJS4ioKFtL+C/sH3XrqnExcGjjz5DVFQtdnsI//wn/POfTVe1HCmkVB+tstA4cEAR1eJi92YP9QmB9/fm4I03FjFyZBeee+5+V1Gc0FDlaRVIGcywMCgo2ILDoUSJsjJH0KiHNm/ezO+/r6Ompg673S0ReCd+DAmBSU5F9scfq2dSWgoPPaSIQJcucPnlMG+eO/VLUxCIfUDDyOAJYSQG6m9ubpCphoQQzwkhnkUFk20QQrwkhHhWf9puiEcOXYzjSDeCykr/3j49eqSxZ4+D1auzufjiDA8jqXGhaIlAX5848TgArNZ+jcYvtDZ8LcCaGve8NZcQVFW5k/N5E2J/G7o/aEng/vvnEeO1k0VHx3DDDfOIi4PLL59BcrJ66/Lz1Udzfm0FKZUU6Z2LyW5XRVJ0oRT9vI0bv871dKRroaSkkLKyUmprpUsaSExsGtd7yikXEhWlFkdFRUjQeA698srbfPDBGnr3ViKVlgi8pU9QlQHj45UTw48/whNPqPnv0wceeQQuvLDplfQ0jO+3P48hf9djYqCoKJviYpXQKC8vyAgBsB74BVgBPAT86PyuPx0Gul7skcDhcHv7eGe+jIiI4ZZb3N4+3modX4Sgr9MR5qyzJgCwf39Ek9LptjQ09+oNHVcB9edw0ybY3HAwtQvbt6vUvd6FWmbN8pVaIgYhfLNmqampdOoEV12VweLFi+ndWyWeS0tL49//XsxFF2W4OF3vDaGtxe7aWuXN4o2PP36SM86I5KGHLqCiosQlAVZXuzd+TRCOVCK4+eZ7Wb++kPPOu9XDdVRnywXFMcfE+FdpJCZG0N3JspaVBY/BOD19AKNGnUBoaCePqHZfhCAqCi6+WB2/8IJSyWlVUKBFk/yhuRIBKIlg//7t/PijSpzXXoSgIfpVBvwopSxsq8G0BsrLW0bVovsYPz4Dq7Wal1++HagkKiqVq6+e5xHw5E31vT0KkpPVIszPVyXrQkOVn7PmvPWm3Jbhe8bFV1PjXtw1NW5CYOQEKyuVfjUkBF58sXE1gz9pR8/bbbepPEFxcb2pqHiMlBQ4fDjToxJZTIyyvehCOBkZGUyenEFVlZrPujp3iuHPPvsPhYXfkpIyhV69TmTDBsUBtuW8+stvtG3bN9TV2fj114/IydnI4MGnebQ3SgItYddISkohN9e9UXbu7LkhhYe71Sk2m2JE6urcyQSjo90qjMOHJXv2ZDNqlG+X3raEsYyqLomamOg/d9JpeuDgVAAAIABJREFUp8EnnyjJITxc5Q9qyJ00UBjVvY0RAm8X0qQk6Nq1LxMmnMy336o1GmwSwRXAb85aBK876wYPa6uBtRRaSi9sFO8nTryK0047CDi4+OJsxo/P8Nj8vQmBMS0tqAyaoBbQd9+9TFjYbpcuWaOtF4PxfkadvlYNeecI2rbNrb7YssXdtjH4Sll9wQVTSEhIIiqqE1On7gUySE/PIDNzMT17Ko4/NTWNxYsXk5Hh6V4bGemeW+NLuG3bRvLzn6O6+i8c5cwFeMAzOWmrw98znDlzCYMHn8TIkecSG5vo8s/3Fe1+JISgqOgg55wznC+++H9YrW5VVM+enpul93FcnCIWeoOLjXUT+nvvvZ3Ro/uR15Sk/q0Ah8PB/fffxaJFj3h4DPkrDAXqvbzySvX/zZjhlsoDRXy8+hgZCW8bYCD+/0YVVHQ0DB06iGuueYToaPWuedfRaAs0VKHsbwBCiHRgnPNzjRAiFRVHcG5bDPBIoKOFWwLGDSwkJITDhxWL1LWrWgzeqWe9ERnp9rrRInhkJPzyy0dYrdFAfw9C0NZlFfWmZbcr9Y32o66uVte8XRmNKqGNG9X8vPSS223PH3zpvENCQvj442Ly8pQxD5T64rLLMrjjDmVv0ZWyvBEW5pZetMeGwwGnnXYea9asITX1JFeB9oKCtlUN+VOhJCZ25/77V7u+exuFja7MxvN1dY3roI14//1X2blzK2+99RIZGSeSn692yZ4960sEvqDPGyWCuLg0OndOYseOHfTWSYjaAZWVlTz//HxiYztxyilzGrQPGDFqFCxe3PT7CaFyD0VEqGeza5eSlL1tLYG8s4mJngWdevRQxuv4eLUWiovdzGJbIZDI4mwhRBQQ7fzo40YhhDgbeAZVqvJlKeVjPtpcCtwPSGCjlLJeXePmoiV17d7qJc2BpKTUf5F8vay+xNWICBgz5gKyswWHDnlyAm0tEehFWVmpNhytHtIbkTeXoqUAgA0bFDEAeP99lajL34alc+97z5kxRQAoAqsLggeS+VEjNFTN3f79u8jL28n69V+SmPgaMI+CgoygIATesNnqx7ToedcpqUtL1bGek8aQk7Obyy+fSadO8Wzfvou4uGSX2qx3b8/12BghUCnT1fEZZ8xg1qybSEtr33qVoaGh3HXXI66UGpoQNCQRHAlUsXl1HBmpXH7t9vrrvKEKhRqhoWo+tQNFbKydqqp9hId3B6KaHD/SEvBLCIQQc4ATgRRgO7AWeB7IlFI2usSFEKHAIuBMIA9YJ4RYIaXcamgzEPgXcJKUslQI0aKPsaUIgXcVrl9//Zi8vFOAeJKT6y8GX5ugrzq9kZEwceLVVFTA228rQ5xGWxvkNOHRG1JVldoA9HmdlTU7W3E0+flq/JGRnqmni4thzRrPqk3eqK723HwcDgc1NUpM0gSnVy+35NQULjg0FN5/P4s5c9z1jw8fzgEynfrXtovc9vUMv/lmKfn52xg//gq6detHSck+evU6yoPQGo3GoJiQffvUnGlCUF7esH77kkvGU1RUwJo1eZxxRi/27nWr/LylK386deMz0gbVurpmuta0MGJjY7nuun9RV6eqiAUqETQXvXp5fhei/rqMjg58rcbHuwlBRUUZM2b0JSTka+DURlO5twYashFMBXoCK4Es4P+klL8FQgScOB7YJaXcI6W0Ae8AF3q1mQksklKWArS0YbqlCIExbTXA7t07UdU6K+nUyfPhh4T49r7QRVWM0MRBc1t6YUD72Qi0TaWqynP+7HYVmXn33XDvverckCGqwpKGDoxasaLxDJpGvP/+Us4/XzBzZpLrJdBFPqBpwXWhof6iji04HHNdevK2gC9CsGbNu3z88RNkZ//G9Olx/Otfo3E4HB7P3ju5W3a2khp05HBdnfLC8re+pZR07pxEQkJnkpK6Ul2tnBHsduWo4O0xFEi2TB18piPCA82W2lrQDhV6DgKxETQHnTvDUUf5ZuS8YZzXxmDMRBwdHUOPHmlERSndcVARAinlEBQ3vx44FfhQCPGzEGKJEGJ6AH33AozOc3nOc0YMAgYJIX4QQqx1qpJaDC1FCLwzQ6emngdAfHwNQgQmZgtR/1pkJNhsNeTnK31xebnKoTN+fDoJCSGkp6e3WaEab0JgzHKpoVULmnsdNkwl9gLFMc6apXT7eXnw2GP+jV7earZDh0qcY5Cul8CoAmmKRBASgt+oY8j1sMO0NnxtkKeeehUZGU8wcuQ5JCen0bVrP6qqSj3aeK9b43wVFyujtzGAyhtCCD7/fDMbNhwiPDwcq1VJcBC4Wgg8iYSREDzyyJ2kpvZi+fLlQPukTi4sLOGXX35k9+49zu/qfEsSguRkGDw4MPfSsLDAAvSM0HMfGRnF559nc8IJZwLu6O+2RIOvmJTyEPCxEGIlcCxwCnANKiX10ha6/0AUoekNfCeEOEZK6aElE0JkApmg/MgDgXeVp+aiqKg+BxservLTpqcrP8aGPIaMiIjwNF5HREBl5SE++WQO8B15eZ4qjZycHDIzVVoFb2+ZloZOwWCMbjZWVAK3xKIN36NHqxdvzx4YOVKJxtdfrwp6b9oE//oX3HmnZ61X3bcRV1wxi4EDM/nqKztvv61eKCMhaKpE0KtXKnl5vtJSp7JnD5x+euD9HQl8rb8TT7zUdfzss3tpaomPoiL3xltUpDZ2nUHXF9eq3UA1IQjUUGy8bre7ud3KSoiPt7B//35X7Yza2sA45pbEt99+x2WXXcQpp1zI1Vcv5/Bh9eyNBWKOBKGhEOBWA9R/VwKBNjyDenc0IWkPQtBQZPEFQojHhBDfA4XAAiAJuAPoHkDf+ajiNhq9neeMyANWSClrpZR7gR0owuABKeViKeUYKeWYlACVgC0lDfjyktNcqw5HD5QQ+HIrTUnpTliYojSFhXPqqTQslrapWqYD5jTq6up7CmlCcMcd8NxzalMJC4OpU90qoqOPhvnzlbRQXg4PPqiSehlhsXhX1AqhpCSRZcvUhE6b5vliNdVG8NBD9aOOQ0NjgHntLhEY0Zw6T8YC51arWp+bNnm6/BpTqRQW6lQe6ru3RODPPqChCYW2R1RUwA03zGHLlmyuvfZaoH1qFERHd2LUqBPo02eoq9ZASkrLedqlpTU+N0Y0ZY1qGPsPC3PPcVPqUbcUGrIRXAkUAf8EukspT5ZSzpZS/j8pZQAFCVkHDBRC9BVCRACXo6KUjViOkgYQQiSjVEV7mvYv+IbR8OoNbyLhT3IoL/dNUDZu3OrsR6VHDpTD8rVYoqNDeO65X4AsHI72q1rmcNR/ob1VQ3pOk5Ia5rwSE+Guu1QWyNpaePlld9+rV2dx443pDBkSwtix6bz6ahaHDilvo9paOPVU5X5qTMXRlJdMESYVddyrl4pB6N49jdNPXwxksKdFVldg8F5XVquFdeuWs3PnWkBx8p984lbxrF/vdp8NFHl5usynOxvnm2++zamnDuH55+e5NklNCHr1Clw1ZLyuN6mqKujevRe9eqUR4eyoPVRDp556Jh98sIapUx9x/Y/aTfhI0alT01VMzSEExrmfPv1cPv74HkDtO23tLNKQjeAiKeWTQKLT2OuCEOLaxjqWUtYBNwKfA9uA96SUW4QQDwohLnA2+xwoEUJsBb4G7pRSHrGppKKi4fgBI5dvrNoEng/An4575071Vu3d+/8Az0XQVEKwenUWs2Ylo+L3fCNQddiRwBch0Fi9WqWDLigIAdLZurVxu0VYGMycqTaeQ4eUJ9Hq1VksWZJJcbEq71lYmMPjj2cya9bZ/PZbNgDnq9T3rs2qqS9YZKSStDIyMvjll2zWr7exYsVazjxTqdb27m1af0cC75d51679LFy4gGefVekEFi/ey1tvwbx5a5BSxWFkZalNu6YGli5VaTECgXYxLSyEgoJscnO3U1BQ5pIgjMFkRrfQxlQ6uq3Wk2s1qfF/s9vbnoM1SkVGQhAerhgVHT0dGamk1EAyrWo0pRaBRnOyBRsJ8oED+ygv3wm0TxqPQF6ze4QQVinlVwBCiH8CE4EXG/uhlPJT4FOvc/cajiVwu/PTIvAV/OR9vaREZfuLjdVVnHClLcjOVuJzZKR/XV1oqIr26NtXqTKaKxEsX57F009nNpjWWqdVaG14e4Jo6M3bneohhzffzCQqSqXb8IXVq7N49925FBfn0qlTKjCPTz7JoKpqrkfKCFD1hLdu/QaHoxfgICUlxMOjoqkvmNFj69VXn2POnJuJj09k4UL1MH1FNrcW9HxaLGqT//nnAcBqSkrsbN0Kv/6qArJKS3tw6JDbUJ+Xp+I0vvhCrc/bbgvsfgcPqo1x0qQbGfP/2Tvz8Kaq9I9/TtKk+wJdWNrSsu8IgjoqoiIuiApuIBQ3xLriuM9PGJVxgNEBFUZRp7hrRUQZVFxBcQFXVhEQZGkLLa20QHe65fz+OD25SZu0aZsEWvw+T56mNzc3Nzfnvvv7fYeNJTg4vPb4antkpLJ29TVtiF9Io64iKC+HgwcPM2fOTCyWahYuXGifUeDPBsjqagkIKiqMsFiHDspz6ekQXNaUIh06eDbfoUOH5pHPNee7m0xKJlRXw/PPL2PVqlDmzDnOPAIHXAbMEUKcJYSYDZxG/TLQ4wZ6eIY7FBerRavDHEeOODNjHjqkbsSSEvd5BrO5OwDjx98MGALebG74xqq7WObNa3y2gStaBV/AnUewZIlr4b1kieu8RV2rv6RE1fBnZqa7pfCurq4ELISFVWC1Ni100RA61dagVldX23MO3uo0bwxSGoNgHn4YfvpJGRcdOoCUZh5/HMrL1Zerqkpixw7jvdnZRqVaU5gcdCgzODichIR+REerFJ0WlJrqWF9fTwSe5sbRyeKyMrDZAli06D+89NJLSCmPybCaqVMnMnRoHD///LG9YqhDh/oejk7DREU17v106tR02gkwrlFzYJBQ9qRvX1UhUVx8HCoCKWU+ShksRPUVXFU3VHQ8oS43iy7H7NZNTbl6910V1tAj4QoL1c1z9Kjhkh086P4GrDvlCQxF0JjQqktF4b7MUSE2NtYvSgDqcwlpuBPeBQWut7tSHIrJfAbgOsQVEaG2JyaqFmHH/EBTarPrYsyYy9iypZitW4uPmSJYutSgO378cZVI79zZiKubzSCl4Ntvjffu328ogtzclidjdehEx70tFrVmGxtcr2GxGEqjvBwCAsL5xz/m8+qrr1JTY3OaFOYv5ORkc+jQQQIDQ50UnTthL4TrZrOAABW+7NfPPY1JY2hOfkDDUWboqMRxpQiEEMVCiCIhRBGwC5XIvRrQ245LOCqC5ctVOWZ2diZSSrKzM5k7N5U1a9IpLlbKQMc2CwudGzncuZGHD6tFHxFRgxDqDtU/pifWq+OiaYiLPzg4hCeffLrxA3oJ7jwCd/MX3A2Ddz+4J4uEhNlAfQrvIUNU6Esn+7QiiIho2U0WHGwlrFaCaUHmT0WQkwPffKO8xHvvhZiYSgICbNx+uy5zhdNPV/trig5QHoGmr9azNJqCxYsfYsmSGZSUqHCYoyLQjY1NCX9YrQa5X02NElQ33vhXrrnmGhSBgP8VwdKlX/HZZ9kkJ59Gfr4h6Buy+jt0qD8zeMAApaRbwkLakjWqi9tWrFjC66+rZLFmffUnGkoWh0spIxweQVLKML3dnyfpKTQbpoarDtOKChXWkNKZK/7IEc9iiFpZFBWt47PP/uPkFnpSbuboEbjm4ofw8GjmzEljwgT/0SG48wgmTJhdbw6wHgbvCu4UR0xMFy69NAVIQzOJmExmbr45jf371XuCgw/WHl8Jz5byxDtea+0R+KvUUc1jVtd1+HBlrX7wwRNMnhzA5s3/5Mkn4dFH4ejRr+37a2RlORs0Te2GXrnyOZYvn2P/v24yFZoWcnPMKYBBN+KYV/K3IhDCTEREZ4qKgrDZlHeuFZY7WCxK6INSAv37e8YN1BhaEr7UNC3ffPMZixc/AShF6++S3IY8guSG3igUjh39oAMcR/05wl3oRYc1HPfXpF6NwRiskkVYWHST49mO1sO4cSnMmZNGXFwSIIAkzjrrTdLS8hk3LsVvN5du13e1+IYPT+HWW18FIgBBUFCifRi8K7gb3DNhwmy6dwdIISRE1XDGxiYzfHgKe/Yoy7W6WpXj6pujpXNxzWYYPfokBg6MZMsW1b3tL48gP19RcphMcPnlaltFRRlSSqzWYDp0UGGvvLz37O8JCHCt/PbvVx6rJ56BlJKUlHlcffVjhIaqUhnHGLoryu7GoNe4VgSFhbBnz07efnsJmzb9AvhfEWjabsdEMTSeB4iLU0qjT5+WWfKOaOlxIiNhzJjxzJjxOFarCrU5khD6Aw3danOFEO8JIa4TQvQXQsQJIboIIUYKIf4JrAX6+uk83UK7zpox0xHuQi/uwhqeQCuCiy++mrPPvt7JomiqIgClDN59N4MrrrABGcTFpTB37lgGDIjg4YenN/s8mwJHCmpXOOusySiCWBtnn/2tWyUASnHcfHMaMTGqhj8mJsmuODp1UpZYaWkozzxTxfz5uwCwWvsD0L17dO3/3rlJzWbYt28PJSVF7NmjeLP9VfN+4IC6rp06GUnaiRP/xZtvVnHRRXfZ9xszxmhzTkw0LFYAq1VJg337YNYs1ZuhrfuGMGjQ+VxxxcMIIZDS2SPQeYGmKIK6HkFhIfzvf28wadI1LF++zJ4P8Re2bdvBzTeP5bXX5tRTco0ZD0JAr17e7YRu6VoNCYFRoy5i6tR7CQ93Jl/0FxoKDV0NPAz0RiWKvwXeB6ai2EhHSilX+uMkG0Jpqbq58/LqewT33z+bwEDX1mlzUFCgmn7ASOxoRdAQeZcjXO0TEmLEbIuL4eDBvZSWFrNz5476O/sAOizRkDt68sk3AdCtm/uMmr4hvv/+bfr0GUHfvudw+HAOCxdey7RpyXz3XTpWq+Kvfv31J5g2LZmJE01UVJwHpDN0qFIIVqt3ShHNZvjb355gxownueACNT7DXx6BLlOtK3DM5gACAgw38uyzx9qTmMnJziyXlZWvA7Bhg9E4tmYNLpGZuZlff/2SWbNG8tBDQzhyREn/khJV6RMUpOLgzVEEupxXr9HCQhg4cCjjxl1Jjx59OHrUv4pg585drFr1AZs3f+NRotjX8IbRYsx7UH/9TTPRGNfQNlS5x3ELXfrpytK75JIUdu2CV1+dRmnpYUJCorjxxmcbtGjdIScHZsxQXkdwsOLZAUMReBondLVoQkONm6ykBCZNegLYxaWXnt3k82wOGvIIMjN/4aGHBmMyfQmc02BSrWdP2LGjmg0b6rfH5udnsmhRKlVVlwOjWbfun0ip63NViemmTcqj8JZHAHDDDbcD6jtqWm1/DP3RRokneaOuXVWlWnKycxliQsI2uwLQWLMGrrhCCfeQEGP/Dz+cy9q1qiKuS5dB7N27niFDLnbyBoRQa1cP8GkKLBYjz1JYCNddN45Jk8ZRVaWa9PypCIYMGcbzz79Hbm4EH36otrkqHfU2rFZlLDl+V08NwMZw6NABfv75NwICTgNCOHRIfU5Lw6Oewk8f4xscPdqwq19SogRLcvIQAOLj+7pUArpzduJEE9OmJbNmTf3O2bVr1ef17SupqenJ9OntqK6ubrYicCzd09aaPufBg0dz9dXT6Nt3UP0D+ADuKoakhDfeEEj5b2w2FbZxjGFbrc6KMDIS4uLKGDz4Yszm+pK8srKMgIBPgRkOSkBDJfETE9WN5S1BHRBgDA/S194f4SFXHsELL0zhySfHOVVWFRcXMGDAN5x22j5GjDA8ApMJZs9eaC9R1hZ5bi4sWqS6tt9+2zh2bGwS8fH9uO++5cTGJtuvv2PoBNS6a861tVoNRVBWpjwr3T/gb48gJqYDF110BX37jnJSdE3hBmoqhFD5hcRE1bmsCxqayjjqDp9++j6TJo2kuFiFSw8d8m/C2Et217FBY8RyRUVwzz29OHQomy5dBvGXv4yvt0/dzlltuYJz5+zOnerviBHFbN++i8pKCAgIsAtCT28us9kQTtnZhhWuwwO6u7Su5eFLuKsYOnQItm4dCAwElPRcseIBpk2bCyg3NiwM0tPTWbp0Bn/8kYnZbKamgdq3qqpDgOsAaEFBlp111FsewQ8/rOC1116ke/dBWCyPUVWlhJg3qkUagmZYdVQEW7as5NCh/Vx33Xz7tr17N/DyyxfQr985BAWtJjlZGQWa9CwhQf0Omun1449h9Wr13s8/h7FjlTCaMGG2PeQ5bJjR71m3dDQgoHmKoG4vQWUllJVVkJ9/iPLyTn5VBDU1hiJqqJnMmwgNNdZkeHjL+ltcoWvXLpx22tkcOWImL0+Fof1ZQtqqFUFjiy8vr5jcXMXfMWPGF0RExDi9vmZNOs8/fz02m/MV152zWhHYbMZg+b59raSmvsjRoyWYTIYV0hQXLi7OaC93pQg2bfqEBQueZciQfjz33FzPD9xMuKsYcuTlkVK5PFlZX9i3hYXB9987K9KGlACoMtIjR6C6uj6JTseOXeyhDm95BJ99toL333+fhISNWCyPAf7JE2hF4OgpTpv2FkVFB4mMNMh74+K6MnDg+XTrNgxQQn3+fHj99TuZOzeLrl2fZefORC69VBAYqBSBEKrypaAAvv4aRo92fx4tTRRraOMFNGWFjYSEEGw2Gx9+WEllZQtqKJuId999h7y8CoQYQ1VVe3vuw5eKoClcRc3BmDEXM3jwxdx7rxo6pEt0/YVGFYEQYhnwEvCJlPIYzCJyj4YUgc0GZWUmrrjiYXJydrpUAosWpdZTAhqOnbP79ikrKDYWOnQIokMHlTh1tCqbU44XEGB4NZrSurgYtm37ih9++Jjduzf4RRE4egRVVfDLL2q+QEaG834WSxkTJz5m/z88HJ56ylUnsWtYLEF07TqUuLjufPbZQqqrjfdZrSHcd5+yaN1NeWsORo4cyffff88pp5zJ+4oj0K+KwFE49elTf35nx449mD79cwD279/GkSMHGDDgPHbsWMmBAzvZsOFDHn74a3r1GgHAHXeoENzRo/DUU/DZZ9CtWz7t24cRG1vfzfGWIjCZjKlxBw9CdbWJ2NgOtdPViqioiG76QZuJJ5+cxbZtW5g6dQfQ3l6V5W1FoDvbQ0K856E2BKvVCL36m3jOk6/3HHAj8B8hxFLgFSmlf8pZGkFDimDJknSeekoRn0VHJ/LKK9OIjk7kssserH29YQHmWGKqw0K9ejnv4xjnb47gclxcUVFq4ZWXQ8+eI+jZ8wuGDTu56QdtBhxzBEuXwocfphMSMoOyskzADNQASYSGzubkk5WXZDIpd7kxmgyN0NB29O9/Lj/9tIywsPbccksaS5bMoKAgi+joLlxzzWyuvFId25uJ3PHjxzN+/HjKy+GTT9Q2f+QItCLwNG4tpeSRR/5CeXkxCxfu54473mTmzOFUV1dSUmJvXmH4cPXXZlOVa3l5MHNmDFDKlCmfc/75F9j3PXIEfv9drauEBCOe3VxFkFDbNZSfr67hunXZ2GyC9ev9V40FMGbMlcTH96eiQsURPe0haCoiI33vCTjCUREcOeJfReAJ19AqKWUKcDKQAawSQnwnhLhRCOE/f9AF3F2o5cvT+cc/DOKzgoIsPv/8WRYv/htHj+pcgHsBVrfE9HcVXaJnT/jttzXMmjWK11+/p9kegYZj2CAw0EjG9ew5hvnz1zFnTppfEka6Q9Rmg1Wr0oHUWiUASgkAZFJYmGpPpIeFKQHTEE0GgNUaSHR0RyZN+jd9+55DWFg08fH9GD48hSlTniMysiMBAVZGjTLyMd5UBOnp6SQnJxMaaiIvLxlIPyYeQVFRPh9//DQ//bTMaT/FNSQpKyskPl4NfT54MIPu3U9h0aJDpKfXcOqpV9Q7vskEEyYowWE2FwKhbNx4CllZahjQV1+phraaGhg2TNEyNzWfVffzdCI7P18JfptNYLMppeDPmQT33PMoDz+8mMJClbTQPQTeXDeBgf5VAps3byYhIZzFi5XH7W8GUo/sWCFENGpQzVRgI7AApRiOaR+BO4/giSdcs3oKYaK4WNEYuKNC0LQHjolirQh69YLt279m69Yv+PbbN1qsCOrOMdCVQwUFxo3lD0WgPYJt26C8fAaKJK4+pCxj0SLFuKqTZe5oMkDxJT3xxEv8/PMBQkOD+eijJykpOURBwT7WrEknODiCI0cOkJv7O+PGCYYPT2b58nSvueHp6emkpqaSmZlZy5KpylSXLfP9HGhdNaQ9gj/+2M0bb9zrRP0AKin8z3+ey9Sp7bj88r/z9ts19O59JgBBQaGYal3Nmppqjh515tAePhxeeAGefjoSs1myaVMU//oXbN8OaWmGB3SxaqGwewTNub46NCSEQd2uyeZsNmNcpj+gP88x7OUu+S+ECrs2xVtwR1DnS1itVkpKSqisVI0RRUX+rcRqVBEIIf6HaiYLAS6VUl4mpVwipZwGNIO523twdaHUoAp31r4kNlY1RLmjQjjvvFSWLJlhLyVdujSd3Fy1kLp0geTkIfTqdQYnn3yJ0+JqaWgoIEC1vQOsX1/NTz99wscfv+sXS0vnCFSzUsOhnsrKckpL8+0urKbJCAhQ7o0WXPHxScyZk8a4cSm8/346L7xgeGi6MkvXvWtkZ2cyfbr3BPWMGTMoqzsgmTIWLPB9a0zd0FBYWDQXXXQXp59+tdPUr9hYiI5OoE+fEQQFWYmKMnHwYAYffPAEGzZ8ZD/e4sX/x113JZOXV3/EWmwsjBwpkFJw5IjyEqRUYcauXdUAdsfy2eYYLUIoYdu+vTr2gQPw6qvPMG7cqaxd+5bfqtyKiorYs2c3hYVlLpvJAgJUMUaXLkpxdepkVLd5ivbt/ZMTcESvXr0oLCzk6aefAfzPQOqJ+PqPlLKflPJfUkonthMp5TAfnZdHcLXwDh1yTyHhuL0uFUKSIGGIAAAgAElEQVRYWDQ1NTWsWvWCk8BatiwVSOfcc9UNNGTIxfzjH2u57bZX7VZIcxp0wJnH3GJRLjzATz/ZmDPnYu6442q/eQRlZYoz3x1VtEZAgIW+fY86NZaNG5din7/73HPvsnevZM2aDMaNU17V3LnT7SE5jcrKMr78clG945eXlzFrlncEtbsRn7m5vh/9WTc01LFjD267bQF///vf6N9fKYjOndXvf8YZlyKljWHDziAkBDIyNrF48f/x7ruP8O9/X8JTT11B164nY7UG88ord7j8vHHjVGixQwd44gk4+2xje91JZM1VBAEBRkf9gQNw8GAuW7b8TF7ebr8pgk8++ZQRI3owd+51TqWj+l4MDDQG7gQGGoo4NNSzezQkxPuloZ7AbDYTERFBXJz6cRqah+ILeCK+2gkhrqjzOE9oCsljBHf8JocPu7f2x4+fxfbtFdxyiyq7Gz48hb//PYNZs2xcd918amoqkPX82zIslhlMrjNJUojmlY7WhbY8AgIUJW5wMGRnWzGZehIUFEJlpe/vLikVDXJ5OURHz8Zkcpf6EVRXVzF+/HCWL3e22h95ZD433XQvJ598utP26upqtwlldxVb+/d7R1C7G/EphIn0dN+Ghxw9gsBA6NEDBg5Uv29QkPP4xIsumsDMmd8i5RGmT7+UN9+8jzFj7mPkyIls3PgRW7aspH//84iL68aVVz7q9DmffvoM06cPZcuW15g/X808iIyEW26BhQvh1FPVfi31XkEZK46KYPz4m3jmmZ/56af/Y8UK/ygCm00SH59EWFh/yssNehZHj8AVPGn+0h7asYRjHqaeM+tDeOIA3QScjpopDGrY/HqgqxDiMSnlG+7eKIS4CJVPMAMvSikfr/P6DcBcoHa0Ns9KKV/05MRdLTrNla7j+45VKaGh0Tz33LWEhSVRUnIWH30EnTuvY9asZKqr2zFr1sVuP6uqKstuRe3Zs46DBzPp2XMQoGbitSRJFRCg8gFCqIU6eLCa75uSspOHHvLXzWXQa/fqlUJiYibvvvsMNlsuJpO5VmALQClJHcIB7Fb/5Mm3uTz2ihVL3H6ucWxnJCZ6Z0bz7NmzSU1NrRcestlqSE1V5++rwT+OiiA5Gaqr89i/v4yYmA4EB4c4CeawMBXvjokJZc2aFQQGhpKSMpfevSEqqifBwRFERsbxyCNf1fucrKzN7N27gYqKUqfwh+410HBMFDd3mpZjL0F+PnTq1I3vvutGZqYqY505s3nHbQquvHICp5wygbfeglWrDOoM/f0aCulERBgNmxphYeoREOD/cFBdXHfddeTnFxMWtoySEsGBA2pgTnN/r6bAE9vAAvSVUl4ppbwS6IeSCKcBf3P3JqEmViwERte+Z6IQop+LXZdIKQfXPjxSAuBaQBYVGQkrszmAqVNf4PXXj/LMMxm1RF9mSkrOBpLZty+dZcsKqKyMwWYz89tv7YmMdE2ophPLa9ak8+ijw5k//yruvnuQ3SpuqSJwfH7KKer5zz/7rxrDZjM4m0JD4fLLp/PSSwd49llJeno1MTFJaCWgUV5exrx5jYdw3O8jOO+81HqeW3BwCLNmeWdGc0pKCmlpaZhd/EBlZWXMmOG7XIFmwg0LUxU7ixbNY8SIbrz22jP19tVhi86d2/Hf/y7nscfWIgRERQn69j2Ff/3rQubOvdSFtwqTJs3lsce+Z9iwcQ2ej1Y8LVmrmmYBjMohbUBobhxfQ3cVOyaKwTNF4FieaTKp98bEqPceayUAsGzZMj75ZDkdOqgLuWeP//IEniiCBCmlI/ntH0CilPIQmnfANU4Fdkkp99SOtnwbL846dlx0OpbmyNj34ou38Pjjo3n//cdZsyadffs2o0ohJZrkbPPmP+z7//wzWCwXoyxfAxaLKiXVDWjV1erDqqqOMn16KsuXp3slNKQ+S4UPQHX1VlUZVRm+hKEI0lm7VnEuPfBAMtu3K0XnrtQ2OzuT5cvT2bv3d1JTx/H44/XtAvd9BpIpU55zytPExycxd24a117rPSs9JSUFm5sL6C6H4A1oj0A3O4WGhhEfn0RsbMd6+wYHKwElBFxwwVhCQ60UFe2murqSffvWARKzOQAhBL/88jmvvXY3u3b9CEBYWDt69vwL7dt3bvB8vKEItPAE1VR28GABX32lZmzq0a++hq4YckwUm0xGKXZjAj0qSgl+xwa74wWvvvoqr7++zB4eysjwX+WQJ3rwKyHECmBp7f9X1m4LBRqa6RUPOMwAYz/Ki6iLK4UQI4CdwD1Syn11dxBCpAKpYMR99QWy2VQnbGSk4fatWZPO0aPqn5Urn6emporKyjoc1ZQh5cPAtZjN1Aq916hr+Z5zzvUMH57CtGnJ9RrQtFV83XXNF1yOvQSa4dFiUcrtlFMiWLBgEbfcMsGnhFpSwrZtqn9AT3Rz5FyKielSm0Cvj+nTUxk3bjIrV75PUFAw//d/Tzi93rlzF7Kz679XeRkqjHfxxSl2F7hzw/KsWejSpQuZmfXPwV0OwRvQ7KMdO0pA8Ne/Pspf//qoy32FMBQGwHPP3cS2bd/zzjvfct55l5GQ8AeVlYeJi4ONGz/m008XEBERS48erm4n12gshu4JHLuL8/OhqKiE9es3AmdRXKy8IF8nWseMGcWBAwWEh38DhBMX17QO/7rX+njCVVddRWGhCrOBmlR3PHkEdwCvAINrH68Dd0gpS6WU57bw8z8EkqWUg1A9Ca+52klKmSalHCalHBZbG6TUF0iTMx06pCyFutQRhYW5lJQUuDoskEW/fipxp9i262dn1q37AHBvFefkZLXII3AU8LqKSCcRpYwlLy/b5+Ehmw22bPkrdb+/5lxylXzXKC8vY+XK5fTtexKnnz6i3uuu+gyCgpwb9rSQiopq2dg/d5g9ezYhdTKFISEhzJ7tnRCUK2hF8PDD17Ju3dpG99chi23bNrNt2/cAxMV1qk2GtqN3727ExsIpp1zO+PGzGDx4NNnZv/Hii7e6ZMutC73OWnJ9HT2CggIICYkjMdGgzdBWui+xdesv7Ny5iYICtWg6dnSeCeIv2mZfwWRSpa+gZlAcFx5BbZx/Va3Af6+hfV0gG3CYt0QCRlIYACmlo4R+Efi3pwfXF+jgQeftjVFHOKMLAwZkEhTUgV9+cS3oDx9WA2PdWcWdO3dpcY7AbFbKTN+kUVHqe9133wquuSbRp1aBzaY6saurXSvLgoIse/J94cLJbvY5yM8/59Gpk7IKDx9WC1pKI5k8b94McnKy6Ny5C/ffP5uhQ1PIy1MJckeKZF9AJ4RTU2dQVqaKBxYsmO2zRDEYOYIdO35k7dqeDBt2pkfv27p1AwCXXppCUlJ3+3Hat1fW9tChZ9Ovn6oN/fbbN/nii/9SUlLQ4IwNTZmsnzcXQiiPNSJChRIPHQomJmaIffZ3drYR2vQVVq/exJo1B3jwQXWzOJaOHg9x/pZg9+7dfPrpl5SUnAScSk7OceIRSClrAJsQojljxH8GegohugohrMA1wAeOOwghOjn8exmw3dOD22wqfKKTnBoNUUc4wmoNISwsmXfeSebXX+9ECPdD10GVpFoszu2LwcEh3H//7Ba3tte11rR1GBzcl7CwMJ9aBVLC3Lnuk6a692L48JTa2cr10blzF3s5bWSkstISE1WSFJQyWLMmgz17bPb+gsREGDpUVUXoahdfeAMaKSkpXHNNBmBj9uw9PlUCYHgEt956F1On3ufx+0466VRSUx/kkkuuBpS3pGc9gFG+CdCjx6lcf/0CzjrrugaP6Vih1FKPwGw2ziEnR+UGNLKzXb/Pm4iL60xs7FCKiwVWqzN1RmtXBN988w133pnKr7++ChjjTv0BTxypEmCLEOIlIcR/9KOxN0kpq4E7gc9QAv4dKeVWIcRjQojLane7SwixVQixGbgLRWPhEWy2+uPc1qxJtzc21UVYWDRBQSqAGR2tBrDHxpbUztUNZsoU90PXQQnCESOMG65zZ6NztqXuqCMbKRg3vfZ2fLkY1Mxn98rTMYRz0031wzzBwSFMnJjKhg3fcPiwmjMQFKSsx4gIgz/JFRx/qpaUNXqKZcsWA7B06XLffhCGR3DrrdMIDfW8rbVXr/489NATXHCBqqsQQsXl9RpTcwUy2LIlnepqNf946NBLGzymY6K4pclis9koS83NhcOHjY7HnBzf00zU1GD3QHTpqDfyH8cDhgwZwrXXXs/w4acQFKRynvn5jb/PG/Dk0i2rfTQZUsqPgY/rbHvE4flDwEPNObYmu9LQuQFXTNlWawjXX7+gnvtc9/+gIOfeg6uu+ifdu59qf33q1P9y9dX/pKDgdyZNMlz9lnoEeiE7hoYA3nrreQID83j44Zkt+4AGYLOpOQAHDtQPe4WFRTtdo9GjU4iLg0cfnUZR0WFCQsKYPfsFXnjhCebNm8Hll1/OsmXOSyU6WlnHjSkzf9zEQqgFc+hQSSN7thxaEXhjAI4OnYFaIx9++DSvvvofJk58jMTE/o2+v+76ai50dY5WBHl5UFhYgxYjip7ad57dunXreOaZl8nPnwQMr1c66uvxo77G4MGDeeWVV/n1V3j9dcjMVDxnPXr4/rM9YR99DXgH+EFK+Zp++P7UGkZNjaEI9IAZV7kBIeqTyLnD8OEpPPNMBm+9ZWPo0LG88MJ13HtvL6fxlZGRcQwe7Bzv9ZZHUDc0VFxsZu3aL3zuEUybNhtwDtBr5ekIi0WFeTZvPsTevZJt24q5/PIUQkPDMJvNJCYmUhcmEw3OOdbwhyK44grliE6Y4DrX4S0Ya9PGhx+2/FapK+BOP/1cwsLCOflkz0aZNnWcqjto61vPzti/H6Q04k5aEfgKmzZt4vXXn2fbNlXN3tY8AjAGVunKJk2B7/PPbWwHIcSlwCbg09r/BwshPmj4Xb6HzQaff57OzTfHsHDhZLd0BWCzK4EvvkjjmWcmuRyu7og1a9KdeHB0KaVWBnWZDFtqiQQEGAsAtEeQjsn0KOvXr2Ho0GSfUSJICSNHpgCLUDxDgpiYJJfKs64gsVhUjPa9977j6NFqFixwVhwaERGNK0tf5gc0OnRQrlZVlW9LS8rtlcplfPLJ0oZ2bVY47Pzzx/Lss0u54IJzPWLV1Pu0tATZZFJKRSuCuhW5+fm+VQSnn34G06cvICJClc3WZR1tC4qgpKSYzMxfiI5WLuWuXf75XE/uiJmo5rAjAFLKTUA3H56TR3jvvXTmz09toDRUwZFo7uOPn+a77xbz3XcqVnzTTe244YYwsrJ+dXrPkiUzqKpy7juorCzj+eev5+67e/DHH7/bt3vLHdVJQYCMDFXTb7Operz9+zNJTU31iTKw2VTpLaQQFpbJ4sU2nnkmw6UH5Sisy8rK+P77L6iszCc8vOGb0GRypjtwBX9NgALfd2vrZrKgIMHll1/b4L7N4bwXQnD22RcSERFB376GB+l6X6MayxuhocBA47es24+nB9b4Cr179+Oaa+6islJNyGmLiuCqq65izJiTkFK5AvvqdVX5Bp4ogiopZWGdbcd8ZOXjj7ueOeAI3RWs0a/fuXTq1JuuXYcCUFZ2hIqKUoKDnbtg3FUe2Ww15OXt5p57RtrpJby1+PRNarHA6tX1exp8RYngmHRvjKrX0aI87bROXHXVKF5//XW7hdgQwsJUotOdBeyPm3j/fkXhnJb2ik8/RyuCyMhQLrlkgtv9rFblLTlek6Z6CEFB0Levcx7BETExxtryhkdgtRpVQ3rAj64OKyjwrUeg6SU062jHjoaSE6L15wgA+vbtS48efYiMVIbo8ZQs3iqEmASYhRA9UdU93/n2tBpHYyMSTSYzqanO4Y2bbnrOaZ8HH/yIw4dzaNcu3ml7Q520AHl5++2ka5Mne6cMUS/ioCA4fNj1d/MFJYKURglgQcEvZGTYSE4e7HJfR4syOjqW8vJSioqKCAoKQgjB3r176dhA26am+K1b8gv+UQQ1Ncrd/uOPhhriW47iYvXXVaJYCHUdKysNWonAQJVcDghQgrY5rJPJyWpYTF1SNf1zmM0tz2Xp99f9iYuLVwPncuiQbxXBZ599xq5dgRw6dA5mswpRtZXSUY358+fz0EOwfDm8/bZSrjab7xvlPDn8NKA/UAEsBoqAu315Uo3BZoNOndzTA5jNIdx222uNJoiHDLmYkSOnElBnFTXUSauh6SW8FdvWiqBdO/fT03xBiWCzGYqgqirHzqVUF7p0UGP16p1UVVXz4IMPUlFRwdGjR4lxLHJ3A1dUwJrr3tfo3l0ls087rX4HtDehp5NJWUJOjrNv366dotGIizNKa3UMPySk+Va7EGqUau/eMGSIYgl1LN/1xvXV3kpEhHMBQHX1r0A1paWGEvQF7rrrVu67T81jiI1V67GtKQLQBITq+aFD/mkq86RqqExKOUNKeUotzcMMKeVR35+ae9hscO+97oR1NOPHu64Sqq6uJDPzFzthlzvooTVhYQ3HPHJysrzGAaQXcnS0rt13ruLxFSWCI/NodHQ4nTv3dXo9MNCYCeuIjz9eTNeuyYSGGuMUe/To0WgeIzCwvnXjr5s4OlqFAAcOHOrTz9FWeVbWRtLTX7BvDwkxBKijQtSKIDi4ZeGbwEClaAIDoXt3NVpVwxthE/27OeYJACZOvIF27dQH5OX5TnCdfvoIkpJUf0Xd0lF/FBv4C2YzJKg0CIcPHyeKQAjRSwiRJoT4XAjxpX74/tTcw2ZTNe0335xm3xYa2hl4k/j4fC67zLUnsHr1S/zf/53E7Nmj2LXrR2bMOJXnnrve5b7Dh6fw9NO7mDBhDlFRnVzu07lzF697BIGBcOGFKXTsuAhIAgSdOiXxwgtpPumGtdmgsDYDNGTImYSEONd6RkWpcYfxDtGz5cvTeeCBVDuRm2b3zMxsPKmt5y44wl+KwF/JYu0RhIUFkpjYlfBw1Wkd52aUk1aOQUHOiqCla6suxXlLIYTzyEqNhIRw2rVT7sL+/b67vgsXvsaoUWrmc4cORs4C2o5HUFBQwKmn9uKKK3oSFKSupSrm8C08uXxLgRdQXEB+nKLpHjU1KhY5fHgK27f/QmZmJ0JD7+SXXwI4rQFCxri4bgghCAgIZNeun9iz52cOHPgNN1x3hIVFMW7cQ0gpeecd50RtcHAIDz4422sL0NFia9cOkpJSyM1N4a67YPJkOOkk73xOXUhpKAJXyWJdkeIoxObNm2FnKa0LndRuSGkFBzvHsv11E2vBunr1GtatC2LYMN9MWtXf7ZRTTuWaa04lIqJhi9xsVtdeh8hMJqWgNeeUN+Cta1y3cgiUF9u+veLPz81VwssbjXR1UVNj0Fg4ks1B21EEERER7N79O0IIOnSQ5OaqATW+YOV1hCeXr1pK+bxvT6NpcGwmKyt7gt27jddOPdX1ewBOOulC3npLWa87dqxl0KALad8+odHPGz48hW3bPuT33zdRWVlhJ067+mrvWegmkxIEUqobSwvgvLwyysqs2Gy+Wek2G2Rn5wMx5OR8jxpGZ8BVM1hjifrGkto6BFJZ6TwsxNfQ1mNGRg4rVmzzmSIwykfVwxPL3vEaWK1qfYeGGjFiTfhWNxnsKbwlKOs2lQF88cVz7NvXBxhJbq5RTeRNVFdXU15uIydH/Yh1S0fbSmjIYrGwYcNvCBHL5MlKsWZnK14uX8KTZPGHQojbhRCdhBDt9cO3p9UwbDblEZSVwfr1anGeeSZMmmRQuDaG3r3P5KGHPuWWWxoeivbyy3dwzz09+fXXH4iJ6cBTT71hJ07z9uJzrBzSgmHJkgVs2fKjz7qLbTbIylIMq5s2vYXFouLLgNv+gISEhi9yY0ltnQzr2FHx6Pg3NJSOENP4xz/+QXKybxr1tLDW83Q9gaPHYLUa4TOdPwgKahnXvzc9grqhoS1bVpCXpwoJfRUaWrNmDUlJgWzfrtZq3cEybcUjAOjTpzdRUe2JiVHhtpwc33+mJ4rgeuABVMno+trHOl+eVGPQHsGXX+ZRVQUdOuRw551w6aWe1WF7KsBVh3EaNTVqZetZvbqHwNvDYrQwEMKRZbIjBw/m+kwRqESUKgTv2DGaPn1URUZCgmtLPTgY/vWv+vz+Gk1JamtyOn9h7VrVqCelKkT3JKfRHGiP4MMP0/jiiw+b/H5HRaDXWFCQUgrNXXPeqrHXnP+OfQt33nk748efD6huY194BCUlJZhMgVRVdbCPzNTXyB+Ehf6E/q20DNDhNl/Ck6qhri4ex7SzWCuCr79WxUv5+R6PMeDOO7tw9dVmbropiokTBbfd1pnvvnMtCJYsmUFNjXNhtOOsXl95BGDUavfufQNnnHGlzxRBRQUEBamyyjvvnGkvN4yPNwaVOyIkxJgFnJSUVHve6sSTkpJIS/NNUtsbeOMN/zTq6WRxZeVhzOamSygdUgJnjwA89zAc4c1mK1051MmhfuKqqy7h8stVcm7fPuVlervSZcyYS/jf/8oBM9HR6t7zB335scA777zFgw9OoaoqA1ANdEd9XKfpVhEIIR50eH51ndfm+PKkGoOmRcjJSQSqSUz83e2+3bsbN5MQUFSUh5Q2yspUhvTIkQOkpaW6nPJUUOB+Khl4fwE6ure69C8rS1BZ6RsqaimVQtWhDEcPwJHMyxFaoKSkpJCRkYGUkurqaqSUZGRkHLdKAODgQf806mmuodtvn8aoUaOa/H49qQ6MoTL6twgLa/q682bYRJ9XfLwxVCgw0FivOTnKI/K2V2CzQUaG+vC4OHUN2hLZnCN+/PF7li59hYqKvYDqLq5w3d7jNTTkEVzj8LwuVfRFPjgXj1FTA99/DzabiYEDA5gz5yOX+1ksyqodMEAt1KFDITy8fryjokKNZATljgUHq4e7pjU9iMXbC9DRaouLU1Uj5eUqWeQLRaCpvIuLldejqQI8PcfWhrg4/zTqaY8gOjqEoBaWz5jNzjMdTCblLTZFGXhznWqPIDwc5syBWbNg9+4dfPXVG0RGVlBTA7t3ez+UUVOjhrmD+v6O16StKYIJEyawYMEiTjlF8U8fPHgMPQJAuHnu6n+/wrGMrCGubk3opTnUAwLg8GHX5B0FBVkEBkK3bjBoEPTpAw884HoQizemkrlC3YSh2azI8P773zSfKYKaGigsVHftm2/e3+h7WvNNd8cdswHfzi622ZyTxd5A3VyN2dwwb1NdeHOtOva7dOigHqtWfcB9912HxZIBwG+/ed8jePLJeSxe/D9AfaZjiKythYaGDx9OaupUBg1SIVvN6urLxrKGFIF089zV/35FTY1BxhQSUu52P1fMjlFRrgueOnToQnKyUcYZGKi49+fMSSM+PgkhBPHxxlQyXwhExxtWub2/AJCVZfGZIlDWazBQRefOjbPHtWaPYOzYFCANi0X9nr7IadTUGB7BsmUv8YdmSGsBXK01i8WzOQ/u3t9caKHrGJYZMOAkxo6dRGKiEgu//+59j2DDhvXk5qovUlcRtGbjxB0CA40cnZZ1vvQKGlIEJwkhioQQxcCg2uf6f49GVAshLhJC7BBC7BJC/F8D+10phJBCCI8Ku6U0uu3S0ycxb944F8esrwiWL0/nyJHD9fa1WKz87W+zXYZGXM3bVe/x5EybBkcha7HA8OFq+lR09KU+qcSw2RSdNyQDgSxf/oK9Iqqx82uNUL9ZCl27ZmCz2XyS06ipMXIEP/+8kkpf/HC1iIz07DfxpSKwWOCCCy5g/vx0RozoA6jGsspK746tvO++vxMTcw5QPzTU1jyC4uJiPvpoBTt2fAIomgmbzbeKwO0SkVK26LYXQpiBhcD5wH7gZyHEB1LKbXX2Cwf+CjRMAGQ/L+UmGfOKcwgN7Vtvv/Dw+jfJvHkzXI6yDA0Ntwt4T+Frj8BqhREjTuL99+HQoRifKILFi9N57rlUdCVNbm6WnVXV1fVo7YpAl176UDZjsxmKIDX1ZqI94ehuJkwm1djVmNPhzbWqj+VI7aAfuv8kK0tdB1WR5p3P7dGjv70DPjHREP7eYFU93pCXl8ell15Kly5dsVj2UFGhfmNPhhA1F768hKcCu6SUe6SUlcDbwFgX+/0TeALwWN9VVxuMmQsWfO/EOQTKdXSVO3DXEVtY2HQyD18pAh33tViU5RMYqKho8/K8/3kzZ86oN97TsTy2Llq7C66FV1ZWDoGBgex2bEn3Ehw9gtGjzyM4OLjhN7QQjkR2rqBpr70FzUJrNhsKQAhJZWUJ0dGq8yk7W12D5tBpu4OupQ8Pdy5rbmveAECHDh0YPXo0F1xwob1xLzNTfX9f5Ql8qQjiAUcO3v212+wQQpwMJEopXZf9uICUapFpRdC+vYmAAKPLJjZWkaS5arzp3Nl9FVBT4SuhqK1uiwVyc3dgsahJRb/+2sCbmon9+xsuj3V3bq0Vek3YbGYqKyvZs2eP1z/DURE4hi98iXbt3CemQ0K8/7vpta+n6pWUFNK9ezg339yH0FClALKyHEd2thzz5y8BIDra1qbDQgDh4eF8/PHHPPvs83ZFsH+/+uur8NAxc6qEECbgKeA+D/ZNFUKsE0Ksy88/yB9/KIXgigLBVROUxv33u68Caip8pQgc3b+Cgt8pKVkN+GaIdXx80xRjW1EEISHtWL58OaeffnrDb2gGlCJQwfENG77y+vFdQXfaRkfXryTyNKHcFDjmCQICoF27SMLDw4mKiiI+XoVet25VFqw3BtUUFtp4+WVVMRQT07Yrhhyhh++A6s+oqWmdiiAbSHT4P6F2m0Y4MAD4SgiRAfwF+MBVwlhKmVY7C2FYdHQsBw6o7aWl20hNjSU7ezugFmZDC7+hKqCmwJdj8Rwtu27d+hMergLaBw8acVdvID09ndLS+gxmDSnG1q4IDKFhZezYsYQ1p023EVRXQ3m58t8ff9xtfYRPEB6uOJy0wgsM9E1cua4iCAgQFBQUsXZtFj17KpGydavap6XhobIyyFmYzUAAACAASURBVMur5uST1ezn2FhTm/cIAKSUFBcfoWtXpUl37lRzQ7zpZTnCl4rgZ6CnEKKrEMKKalD7QL8opSyUUsZIKZOllMnAD8BlUspGeYx0vNxm20dxcb59QI0HA7LcVgE1Bb6MlYeEGFZdly5dGT9+GqBKyI4eVd+9pVZWeno6qampHD5c4LS9XbvoBhVjW8kR6GRxeno6ycnJmEwmrxHQVVZCRYW6rc4//+wWH6+psFiUMoiP9+x+aA4cQ0OaNlt3Q/etrdvYsUP9bangKi0Fq9VK165jAEVtUbe6ri1i7NixtG/fjpiYnwDYuFHRxStDw/uf5zNFIKWsBu4EPgO2A+9IKbcKIR4TQlzW/OMaiqBnz2SuvHIm7drF27uI/QFfCkQhDFZFg6I5nZUrkwkLM3HGGcm88UbLBNaMGTMoc2GqhYSENagY24pHUF2tpqndeOONZGZmIqX0CgFdTY3y2IqK1G2VlvaEN067WbBYfCck9XGtVkMR6KT0wNrC8j17lMA6erRlZaS6H0FHARIdYgz+GnF6LBAdHU14eDjJydkEB6sEvA4P+2IcqE9zBFLKj6WUvaSU3aWUs2u3PSKl/MDFvud44g1IaQzr6NevN1dd9Sjx8QEMHuybYRiu4OvFp11fiwU2b34aSKWyUgms7OxM7rijZQLLHbdOY3MGWrsicKyg2b17N1V1up5aSkBXWamqW2pqlAL3V7LY33AMDVksal3MmjWLCy8cQn7+hwQEqOuQmanu15bEtauqoKiokKwsdZDk5Prn0Rbx4osvUlRUxIQJVzNokNr2ww/K0Cgr807uxRGtsgJXd9rphrHERP8KKV8rAkeP4IsvHqQuY2Z5ecsEljtunYaqp3yZF/EnGhMeLSGgq6xU1TIAMTE1dvrytga9FoKDjXshJyeHX3/dxKFDe+0zQTZuVH+bG8qoqlKKZO3aVezbpw7StavxeltWBJrR12wGPT9p40Zjvrj+6y20OkUgpaEIVq+exdKlD/jVPXSkv/UVNOf76tXpgGvV3xKBNXt2/XkCgYENV0+1BSUAhvBISEhy+XpLCOgqKw0OrN27P2LMmGPKzehTWCzGOgW49dZbWbt2Hddem0q3WpL67duVBdtcj0A7bCUlgUA7TKZK+1B38P48kOMRAQHYx+9u3Wo0D5aUeJeIstUpAtBdxelkZf2TZcvmMXx4coPUCN6C1Vo/WeUrfPBBOo8+mur29cTE5guslJQU/vvfNGJikgCB2ZzEgw82XD3VVhSBFh4PPVRfGbaUgK6y0pgmFRCQS3hLRood59DGl14XgwYN4i9/GUpgYBB9FNMEe/cqKpjKyuY1QlVWqofFcgkAnTpZndahrw2yY4mCggIuuugiRo06jbg45QlVVcF336lr6Uhu6A20OkVgs0Furpo0Bar8o+7kMF8hIsJ/7exPPOF+QHxwcAiPPdYyxsxrrklh5swMwEbv3hlcdJF7JRAW5r9EvK+hFUFpqZmrr76apCTvENBpSm+d1LzttlSWL1/upbM+/qA9K8f7QVcPRUXpJsjDdiqY5oSHqqqUh6WVq+NUNF80yh1PiIqK4uuvv2b9+p+AQoYMUdvXrTO8Am+Gh1qdIpASSkvrT5pyR43gLaNMCO/RCnuC7Gz3oZ85c9K48sqWkaX9+utW/v3vfwIqseku3hocrMoQ20p1hlYEDz44g9dee41u3brx0ksvsXLlyhYR0OkwRm6u+tu5cwtP9DhHXY8A4NVXX+Wee65l27aFQDlHjrRj716V2GyO0NJDk3Qo2HEqWlv2BkDlCD766CO2bdtFYmK4XRFs3KgUo57b7i2voNUpApUt96zqJSBAdeZ5g+4lONi/5FbuBsQHBoZw6aUpLab5/fHHn8jKUixeUVHuBb2rucWtGVrhBQWpL7Z69WqmTJnC1KlTW3Rc3ZugFUF8vPt92wJceQTLly/n3XffpHfvrnTvrkr73n57I4cPq+uj6bk9gZTqPWVl8OWXn9Zu2wUYieq2jpEjR9KrV3dCQkz076+M2oMH1YAeXTl56JB3KohanSJQAtCzqhddvhcdraz58HD1vDmNNv4uBZw5sz4dRkBACFOnplFW1vKmku7dexETo8oRoqJcu9lWq/9Kcv0F7RF88cUGJk262b7d3MI4gyYE0zfovHkTSEtLa/hNrRjacHBUBFOnTmXBgue5+OJxjBmj4jhr1lSxd6+KZWh+ME+grV3FNqxcgZgYFQUIC2tbw+obgl6WsbFw0knq+caNxtRCm02tuZZSfrc6RaAsr9mAc++8K2oEHcoJCDC4WMLD1ULSFoUQ7i19IZQCsFr9b4FMmmTQYaiBcEkMGZLG8OEp9pmwTbGw6uK0085k4EA1jTQqSll4VqshKF3Nc2gLUN8vncsvT2bx4hfp0iWJN998ky+//LJFx62uVp2fKiYu+eWX/3l9FvLxBF0x5Kg/L7nkEm6//VYSEpI599xATKZy4FR+/bXcPh/7cP1xIC5RUgLp6Wm89NIC8vP7AXDGGapkqA3n4J2Qm5vL3//+d+bNm0779tjDQ+vXq/tf5woqKlreZNZKFUEKFstNtVtccwYFBDTMs9KunRJ2sbHuwx+xserRubP/Oc8DAgw6jGnTbEAGUVHq+2kFcPhw8y0Bm03RW4MRGtJVUbGxkJDg35yIv1BYqAoN/vhDNehlZbW8oxiUIti7V/0eERE2liz5nBtuuMEr53y8QpeQOuL9999j/vxHKS7eyumnK+tp584ke46gsLDxfEFlpdrnww9XsGrVGCoqLJxyCowa1d6pd6Gtw2azMXv2bNLTXyA4WHLaacog/e03xUbsOMv8yJGWUVS3OkWgY+NXXrmQ3bsle/c6cwaZzUqwNzYPxGpVfP86ZKQXdGCg8hhiYo6tIHRc7HFx6u+qVf/j5ptj7EReLUkWrV27hv37nXMEmiogNLTtVmTs31+/0KClHcWg1mVmpnoeG2vm3HPPoUdDA7XbAPSaccT8+fNZsOAxtmxZxRlnqG3ff29UU4GKa7vzZnWfkGIXfhzoQWJiJffco9bkieINAHTq1ImZM2fy+OPPYbPZSEyEy2rJedLTlSewr5bo32ZrWuitLlqdbtWKoGNH11Z6RITnCU7tMZhM6n1VVUoBHC/xx4AAJey1IpAyhtLSw5SVqRtFCJUraM7N8be/3cWhQyocogeht1Xh74iKCtfhmkwtxZuBmhr1e+ibMjb2xLiWml7CEcOGDSMjI4srrpjIrl0QEiLJyhKsW1fKoUM7+fHH5QwYMJQLLrgMsxm+/XYliYmJ9KltPtB9Byr2rUJCkyZZiYpy5uE6ESCE4NFHH6W4WHnv7dvD6NGwcqVKGK9ZAyNGKDnWsaMKD4WGNi+v1+o8Ap0hd1WVIUTzLYbISHUDHy9KAAyvoGNH9TcychCPPvqN0/zS5nZtRkQkAFGYTFX25HlbG/nnCkFB7hvxSprpXlVXq99BJ4pttt0sXPgkOzQFZxuFK4/g6aefZufOTDp2jCM6GoKCPgfglVe+JiXlZP7zn8f49NP3askjJVOm3ETfvn3ZsGEDJSVGrDsvTxHXmc3Qp48Sblbr8XV/+guhoep7h4Upg3XCBLX9rbeUZ5WRYYTbtDdVF43JiVZ362uP4IEH4jnnnJ5Or4WFNV+YHY8LTFtbWhFUVUVSXn4mu3cbrnVzZhRUVsLMmYr3LybGYreyTgQrtl+/2YBzzM9isXLffQ8R1ERTStNYBwebOPfcZLZsUXmGgwfX8Mgj97NlyxYvnfXxiYAA12tGe9pxcdCrl3KTMjN7218fPXoSAMXFJfzlLyPp338g8fGD7Tmr6mr43//KkBISEsoIClKewIlAKVEXRUVFrFjxAZ9//g6gcpvDh0Pv3irf8o7azO7dRm9Bfr6ROygvV7kE3YvhDq1OEdhsIEQVcICaGqOAVgjfTGM6ltAeQUyMuuHKyuCJJ+Df/3bODTTVK6isNGK27dpxQimCHj1SgDQiI1VHcefOSfz73y8zbdoczGbPI6V6poOmsc7NzWTLllQgnaFDk7jjjnvo3bt3o8dpzXBnoZtMKmzUvj1Mm3YjERFQU9OdKVN+YN68bbRrdyGlpRAWFs7cua9y2WXXcfPNKZSUlGCzqVkGa9eq8qLCQjWiMji4bZPMuUNGRgZjx47lX/96CFDX1GSCKVPU35UrYcMGZQzqcZalpep5bq7yrDzpOWp1OQKAuLgA/vOf7YSFqWJ6Xf3T1haKY612ZKSKn4JyA3fsgKQk9d2PHm1a41dFhaEIoqIMRXAihIbUGklhypQUTj0VBgxQnqSU6rp46hS4mukgZRkwg1tuyeD0089pszTUGg2tl8BAJYA6dzZz2mlKYP3ww2mMHKm2b9+uhtiEhsKyZa+zY8cWbrzxbkJCTqO4GDIyVO1yjx5ltG+v1veJ6BH07duXCy+8kEGDTgJsRESYaNdOvXbZZbB8OTz5JNx0E4wcqa5TZCRO4WNP0CoVQWysoFev3vY694aGd7dmOC785GQ4dMgG5AAJbN2qhoB07mwM//A0vFVRAdOnPwDMxWo9RHCwmpB9IngEBteQ+ltcDGlpj/DVVx9zww03ce+9t3l0HPc9All06nR8hhr9iaAg5bXGxcHll8NPP0m2bRO8/HIJQ4asxmKxsn17GKNHn05q6gNUVlZRU5PM4cPqNzlwIBSzGR544A66d1fHPBEVgcVi4dNPVWd1QYG6Nl27KmNw/Hi1zv73P1i0yKCCGTjQuXRe97g0hFZpA8bEOH/Rtso7EhhoCOdHHoERI+bQqdO3gKpZ379fCXXFv+TZMdWgEBs2m+r8jIsLdqqeauvQwiQnR1mpRUXwxRcfsmXLej7//FOPj+OOrjooqAvZ2TvYs+d3KjXvxAkIvaZCQmD27N4UFp6FEDV8+WUYTz4ZxOOP388jjwzn0Ufvp3//a+nefQrV1R3YuxdmzlTrtHdv6NFD3QOuEtMnGrScs1qVYSiEUgZXXaW2P/+8ihps26Y8/tJSlTtYv94obXYHn15aIcRFQogdQohdQoh6k7yFELcKIbYIITYJIdYIIfp5ctwNG57lkkv68ttvvxIU1LYXiPZ02rWD2277O5MnTwRURYXNZjAzFhQYfDcNQSeWzzxTWb4JCcEnTOkoGIpgxQp4+WX49FO47LJJnHPOaC688Mp6+7uaa5yenk6hSxMrhPPPn81NN13EwIG9WlSS2trhOCrzqqtuBdYycuQaAgMrgfOBdYSG3sOYMfdx+LAqwd2wAR59VK3p+HgbN98s7V5/Wwv7NgVSSnJycti2baM9XKybXUF5XH36qD6ChQuVAsjMhF9+kR7TT/hMhAohzMBCYDTQD5joQtC/JaUcKKUcDPwbeKrxIx+iqOj/2LPnN66//gJWrPD9HIJjCa0ItIWlJzTt3evcRCKlajlv6EdPT0+nZ89kevQI4Kef+gPpdkbHtqxMHVE3vLB+PUjZme3bt3HffTeQlGQMsa+bEM7MzOTGG29kypQpHKnXvRONEGlMnpzCLbc8iMlkIqotcnQ0Abp44/bb/8rTT+/kpptG8MwzVs49FyCQ0tKneOedeHJyJIsW/c68eTVUVcHZZ0NMzFU89FAYa9euBE7MsJDG5s2biY+PZ+LEiU55p+RkJR9MJrj11moCA8v55RdYsECFg55++kp27NjEli2weHHDn+HLHMGpwC4p5R4AIcTbwFhgm95BSunYbB4KeKC7MgFVG/XHHwf4619TCQ6mRRTCxzO0x2O1woEDv7Nx40eEhKRSVhZCXp6ihCgrUwuiulo9d5Wk1EJNJzirqjKBVDIyAFJOGI+grmW5bl06P/6YSmWlui5ZWZlMnjyZW265hfLycmx1xkDVnXNsIIxevVKIioLJk29j1KihxLaVIQ7NRFiYokGxWk0MGNCT/HzV55OaCt27wyuvwNdfw9dfC0CVgp9/fhE33hjBzJl5HD1aRni4qoI4kRVB3759iYuLIyEhgeDgGoqKzEipvPgBA1SIeOnSx6is/JiQkJ9Yt87E7bdXUVl5Gxs29PGIesKXdmA8sM/h//2125wghLhDCLEb5RHc1fhhnW9Mb9ADHM/Q3ZRqfvELvPHGPVRVrQWUVwDORF7ueqJcVblAGcuWqWt3onoE5eUz7ErAEaWlpfWUQMPIolcvaVfcf/nLqS070TYA3QQFypN1LO8+7zyYOxdOPln9HxW1k8GD/8u4ccUIAf/85xo2by6kf/8hBAScWB3FdREYGEhubi6rVq0iKMhM+/bGayYTJCZKSkv3Ahu57rpttV3GFioqzqemJojkZIOawh2OedWQlHIhsFAIMQn4O3B93X2EEKmokWQu0ZZZHsFgBT16tAQhBFVVFwBJfPPNbM44I4UjR4xO6/JyFW+ta+G7u0YHD6rtJ4pH4KjwevSAXbu8tXa6sGrV7fTuPYB7773DS8ds/YiIUAl53SG8f79KaB49qrzZBx5QIU6TqRfQC7NZTSKLjhaEhkbYS8NPFEPFHYRDGdoff+zGYumEzRZif+3551/ns8/uJSpqACNGwO+/S7KyJAMHmujQQUUMPvjA/fF9eXmzgUSH/xNqt7nD28A4Vy9IKdOklMOklMNcvd6SgeOtARYLfPRROt9++ybSngTIZPPmVFasSKe42LlpxJVX4O4aRUYq8+JEudF+/tl4PmoUuJtt0TQEACWUl7/A889P54MP2nbeqikICDDyXCYTdOkCgwdDz571h9uEhcGgQWofHd6MimqYRfhEw4YNG7j88svp1i2CL75Yat8uhOCCC4bYaXJ69RKMGmUiLk7y0UdPcfDgvgaO6ltF8DPQUwjRVQhhBa4BnHSSEMKRI2IM8HtTP6SlA8dbAywWmDfPVQijjLffnkFlJfz+u9FWXlioKgccK16K3RCWl5YWs3x5+gnjEVxf62+edZaqt1azLVrahGICFD9CaWkR99zTclrrtgRXHf/R0UohdOumnvfqBV27lvLDD5/y00/fMnny+cybN73NsQW0BFJKFi9ejNlsZvXq1dx441UcOLCdXbu2IaXEZFK5l+7d1TU3m6GwcDvvvz+LefNc2tjOB/fVA7gY2AnsBmbUbnsMuKz2+QJgK7AJWA30b+yYgYGh0mw2SyGE7NIlSb755puyrcNmk1IIIVHJ9DoPIVNSpFy8WMpPPpFy7171ePrpN2VwcIib9zg/4uOTZHHxsf6W/kFNjZSvviplerqUy5ZJefLJUsKbEqI9ulZ1HyaT2eX2pKSkY/1VjytkZxtr091j9OirJCDPOusCCchRoy46difcSjB58mQJyCeeeM7lNb3ggnEyPDxCvvTS+xJYJ93IVSFbOuPMz+jZc5hcuXIdZjMkJja+f1tBQkIy2dmu69JNpmhuu20Bw4en0KePcqeHD3e/f10IISgttZ0wCbkff1SU0d26KaqOnBxVv15a6r4d2Gw2U1On/MJisVJV5bp5QwjRxGRz20ZVlSI+a4gg8a23/suSJS9y2233EhBgoWfPOM4+e4T/TrIV4p577uHtt9/ms88+p0OHgfVG2FZXV1NZWUFERCiJiWK9dBNeb3WRYR1PPNHKyWbMqD/DWMNmK+CFF6awZk26nUMoJ8fzJGjnzl1OmBwBqDXUrp0xqzk+Hvr3B0hyuX98fBLz5r1G+/bGtKN27aK5//6XCQpy/Z62nrdqKiwWlRzu1EklgyMinPNSJhPcfvstbNr0M7feOpGpU6/6Uwk0gL179zJ27Fh+++03cnJyGDhwAHFx2Oc2aAQEBBAS0jjpVau7/XfuXM+ZZ3bh/fdPrBjsNdeoGcbuhqzX1FSyZMkMCgtV5VDnzp4JIj3r+UTJEYASOtHRhkIAlaSE2ZhMzspWX59x41LYsCGfvXsle/dKvv46n0GDUoiJqZ9jOBHyVs1FYKAqBW3fXnn0HTuqqqDExPpC7E+4R/v27fnkk09YtWoVhYWFCCHsc8YTErArhehoRcmj17k7tDpFAJCTs4+77z6xEnJ6hnFD4Yb8fOUFZGdTK9wblu6dOhmznk8kjyAw0Ehg6ppslThOwWxOIzpaUVTHxTnPwnaMomr2iOJiRWsdG6vek5CQRFpaWpttcPQmhFANk3rwyp/wHJGRkbz33ntkZmbW62A3m1WlVlSUauALC3PdZOqIVpcjqE2aApCUlESGao1t8zh6VPGLNxT7t1iS+O9/MwgOVjfYhAnBVFa65qIND0/ixx/VvkIoSusTBTk5Bi9TTQ388ouKXd9zj7rGjz2myhuFUNZVVZWyWLVeLShQVVp5eXD33epar19v3HwnOLPEnzhOIYT7HMExbyhrCdp6I5kjdM31gw/O5v77b3RJdVBVVcLdd9+OzfYOJSWqnFEIEyaTmZoax/1DSEmZba/Pbuu8+XURGGgoArNZlTHm5yuvIDcX/vEPFbK4/35nLyA5WSmMzEylmJ9+Wm0fPNiolT/Rcld/om2gVQcETqSEnNmshMxtt6Xw5JOvEBUV7WKvAoqKnrcrAQApbdhsNsLCogEBJDFsWBrnn2+Eg5o757m1Qoch9BAa3b164YUqllpTo8JrjpHH3FxF5bF9u1IiixYphdCxo/IKgBOeCuFPtF60WkVwIibkOnVSnsE116SwcWM+8fGexXOkrAHCABvt22dwxx0pdiFotZ54nZtCqOsYXUeXDhsGzz0Hzz6rrsm6dYrbXWPHDuUJ7NkD332n9rn/fuwMruHhf8a6/0TrRKtUBImJJ2ZCTgsZLbibUiJaUqL2TUlRlrA+xonmDYC6jqGhShk4WvC6siI6Gi69VD1ftAiWLVMU3xrLl6u/55+vSk91srOtDkj6E20frU4RDBw4lN9/zzjhlIAjtDXvaYmoQhfOPBNOP139pwXgiRjK0IoAnBVheLiRixkzRpXg5ebC0qXw8MOKLG3fPsVXZLGofUApgJCQE4e470+0PbQ6RQB/JuSsVlUDf//97pvMHCGElQkTZnPnnUoIWq2qqcdkwj7x6ERCYKAh8ENCDKWg67BBKdvZs+H22xUPTlERzJunHgDnnqv2tViM2vg/8SdaK1qdGBDizzgsKOGj69vnzZtBdnYmJpMZm60GlRRW5S5hYdFcf72in9BITlbW64mWG9DQHpVGbKzyBnJzVRltRIQxAvSss+Ckk+Chh4z5D126qPGAVqtSEq6O+Sf+RGtCq1MEJ1LjU0MIDFQdxFoZTJ+eSnm5ZieVWK0h3HxzmpMCACX0dBPVie5ZOcIxbxIbq5TBli1q6ltEhOoxePVVNUjlssvUtevfX70nIODE9Kz+RNtBqxOrfyoChbAwQ/jMmzfDQQkoVFaWsWSJ8+S22FhFtPb/7Z17mF1VeYff38xkLiEhQgZMQogxN+5phFSs5cEoFxUVgSJtQa4RKhSQxhRsKSAYgYr1RiiESkujrYilPtJKgBYjFW8laIhQYxsbWhAKIfESQwJJ+PrHWpNZc3JOZpKcfZvzvc9znrPP3muf8zvf3mt/6/qtPtwRDCTt7O3qCpPK+pg2DRYsgFNOCXbv7e13HF4bcKpO5R6r3iwU6OgIwxY7OxuPHlq7NuwfPTo81KZOHWg/dwQDqQ11MGZMaBaqHWYK/UNGwR2BU30q5wicftrbQym/0eihceMmccQRoQmj9mHW1rb9Qu6tTlvb9p2+PT3BiU6Y0L9vzz0HpnNH4FQddwQVZ8QIuPrq7UcP9fSM5PLLP97wYe+1gfrstVf9B/ukSSHu0PjxA+MydXZ6/4BTffwWHgacf/4ZbN4MN9xwJc8++79MmDBpW+jkRrgjqM+IESFsxIYNIf5QGmto4sSBaXt7fRKZMzyoXPTR2bNn27Jly4qWUUo2bgwPr5qFtLZj9Oj+RVmcxrzySphRvGXL9sd6esJcDMepCjuKPppp05Ckd0j6iaRVkj5S5/g8Sf8haYWkhyS1UDDk5tPTE/oMajvUpdCuPW5caOIYO9adwFDo7AxNQfWairwm4AwnMmsaktQO3AIcBzwDPCrpXjNLwnjxQ2C2mb0k6ULgE8DvZqWpFejuDs7gpZf6P48c6cNud5X29lDyX7cO1q/v3zdy8AndjlMZsuwjeCOwysz+G0DSXcB7gW2OwMyWJum/B7w/Qz0tw8iR/qBqJlKoRXV1BWfQ1eXDmJ3hRZaOYD/g6eTzM8CRO0g/F1hS74CkC4ALoLXWIHDKxahR3iTkDE9KMWpI0vuB2cBb6h03s9uB22PaNZLqr9W48/QCLzbpu7LEdTafqmh1nc2llXU27IPN0hH8DNg/+Twx7huApGOBK4G3mNnLg32pme3TLIGSljXqRS8TrrP5VEWr62wurrM+WXYhPgpMl/R6SZ3A7wH3pgkkvQFYBJxoZi/U+Q7HcRwnYzJzBGa2BbgYeAD4MXC3mT0p6TpJJ8ZkNxHWUPyKpOWS7m3wdY7jOE5GZNpHYGb3AffV7Ls62T42y98fArcX/PtDxXU2n6podZ3NxXXWoXIzix3HcZzm4tOMHMdxWpxh7QgkVSYajKS9itYwFCTVic5fPtyezUVS00brZUlV8nzZ7DksHYGkUZI+AyyRtEjSKUVraoSkkZJuAe6XdEkcSYWkUl2baNNPA1+XtEDSW4vWVA+3Z3OR1C3pVmBpHOjxtri/jPYsfZ4vqz1LdTGbgaT9gC8QVnA/AXiYEMOorMwDxgJnA92E4bSY2atFikqRNB34KrAVOA9YA/xpoaIa4/ZsLucB+xIme64G/lpSd8nsWaU8X0p7DjtHAGwCPm9mHzKz/wPuBpZLmlmwrm1I6o7vHUAn8PdmttLMbgLWxJJi4aWEhA3A7WY2PwYNvA94TtLEQc7LBbdnc5GUBtIQ8F0zW2tmfwN8F7g+pitLxKVS5/kq2LMsGWOXkXSApNsk9QCY2Vrgm0mS/YEpwE8KkDcASTMk/R1ws6TZca7FKOC3kmQfBM6UNLGoUkK06bYSlZk9y8A4WMHGbwAAChtJREFUUCOBA83smdzFJbg9m4ukaZLuBu6U9C5JXfHQvkmyPwZOljTVzKyIh1dV8nxV7AkVdwSSjiJUCS8gNAkgSWa2IUnWCTw1lPAVWRJv2kXA48AK4A8lzQX+HPigpF4AM3sa+CJwfkE63wX8IzBfcQ0JSR1m9usk2d4Un8ncnk0k1pY+AzxByFPvAa4GFgMnSDoUIDqrrxGbsizn8edVyfNVsWcflXYEwFpCm9sM4FxJr6tjyDcAPwWQdH6B1cWpwAYz+4SZ3Qx8HjgZ6AFuZeAEkv8kRGstorr4PHAGwaZXSBplZlsktSVaDgaejPpOlzQjZ43g9mw244FfAB83s68BHyOsJTKd4HCvVP+InPuBZgV+3FmqkuerYk+g4o7AzH5MWPNgFfAvwHWwXVvwMcBYSfcApxPaE3PHzJ4AJks6Ou5aATwEXE4Iure3pGsknQZ8ANgYz8u1hGBmy4CV0ab3A7fFQ0q0HAXsI+mrhIfc5jw1Rp1uz90kdYpm9jNCBODjks+3AtdHR7sBuFbSBwi1rnV5aKyjs7R5PtVQZnvWxcxK/yJUnfdMPqt2GxgNrAKOqTl3CaG0dWpOWnuB16b6gLa4fQnwxeTYLOCOeM4M4CzgQeCMInTWsemehFLNbybHuggP3ceA03LQOR54c82+MtpzO50ltufcmn3t8f0c4JFk/2sIHa+zgL0IzRt35WjPuQ2OlSbPE9Zd+STQWWZ7Dvo/ihYwBENfRQhadxfw0bivrSZNn+EvA/45bv9+fAjPyVHrnwErgX8Abky1xe1pwD3A2fHzWEJQvnE527SezkY2vQpYGrffEd9PylHrk4SS9OHxc+qwSmHPwXSWxZ7xtx8D5jU43gZ8A7gs2bcYODRnW+5QZ409C8vzhIEITwALCYMUavNQKew5pP9StIAdGHkPQnTSLwOvJZTwfglMjse3K8HG7Z/HdHcA3Tlp7QZuJHj7faLel4C9+26IJO3xhPbLw4HTgKXApDLorEmb2nQLsB74LDAiJ61tMXMtIVSd/wjYo0z2HILORvdoEfb8ZPzN7X6vRtsRhPHtJxGWjn0MODhHezbUuQPNueZ5+mukNzd6qNNfaynUnkP+T0ULqGPA18T3DmAO0JEc+yvgvAbnjSE4jhXAb+epNW6PT7bnAF8CDmlwc1wIfC7eFJlr3VmdyfHeaPMf5q0z2bcQmB8fmkeXzZ5D0VkGewIHEdYFH00oVJ0HvKkmfd8D7r3AtcC/AUeVTWeSNtc8X6OzDfgRoTB1SNRxDkmhiv5aS6723KX/VrSAxGhjY2Z6ELgUmJYcE2FI2FJgVoPz24CZBWk9MO7vIJRQnwL+Avh3QnW174ZIS7LtZdWZnN+RUwZLdV4CHBT3TwPujNvzCCXuy4CJffdFgfYcss6C7XlpovOjhI7o7wDXEEaqnJXcn8paWzN0JufnkufrXPfD4v7rgU/H/X9AmBh4fZLP2rLW1qxXKUYNSXoToWr9IrCA0AFzaZKkjXBjvEKd5S4hhBAwsxUZS22k9aKoYQvwA2CKmX2YUAqYF/VjyYQmM9taVp2Jxi1m9u2cdU5MdK4CfiWpHTgA+BBwpMWJVxZzW9zO255D1ploLMKe+xFqTBBqK9cBx5rZtYSFoy5K9Bk5sTs6+8gjzze47nPj4b4mya+Y2SLgCmAcccKYlSgMx2CUYvF6wkiKT5nZXbAtcuQxcSbeZjPbKmlK3F6jEFCqsy99SbR2Ay+b2bYFp83s65LmE27yp1znTukcQRhffxih6v9TQvuxSZpuZv/lOoes89h43X9pZh/rS2hm/yRpHuHhlvc49irrPC4ee5gwi/3wqPNHcSJjZRxAH7k7gjgLcEDJw8xWSno6ObaZ0DSUzgw8BuiRtJhQ6rqiZFo3pedIOohQgvgf4FnXudM6NwOPS3oE+JaZPSjp9YS1rzMdFz4MdU7tu+7JuQcTrvtTlOe6V0XnlHhslaSFwEcU4llNIdSqV2epMwtybRqSNCI1dM1EkQ3JscmE0lVKL3AoYVzukWb2zZJq7ZJ0JmG00zfM7Bwze8V17ppOM7vKzB6M26vN7AYLYSNc5y7olNQh6WTCcOyHzOzc6Mxc565d9+WEZqtHgHvN7N0WJo9VitwcgaSLgX9ViMH9HghtkulsvGR7CvD9uO8USWMIYXsnm1nma3nujlZCALEHCG3Et7jO3b7247LU1mo6CSNtHgbeWObrXhWdkiaY2Tozu8fM7shSZ5Zk7ggk7a3QnPN24E8InS5nx+rztg4VSTOtv3PlYGCGpCXA+wj9ASvNbGMFtLab2QtZam0hnb9DDu2tLaTzVMJIlnW1TTCuc5ev+5as9OWKZT/0qp0QKbBvzPcU4E7i2HVCL/ti4FvABGAS8CtCWNncZrBWSavrdJ2us3V05mKLDIzbQZhYs3+yb1Sy3UaYMDI9fj4OuKjmO87N6UaohFbX6TpdZ+voLOLVbEMfRhif/jzwpQZpDgLua3Css5l6hoNW1+k6XWfr6Czq1ew+ghcJU/0PJIQIPh5AUnvSCz+esEYrko5UXLRbkizDUSsV1uo6XafrbB2dhdBUR2BmzwFfNrOfE9ra+lbd2UoIEwHwG0CnpJsI07P7zs1tVmOVtLpO1+k6W0dnUTR91JD1j0JZDGySdGnc/2r0vEcDbwPWmdmbzWxpszUMlapodZ2u03W2js5CyLLdiTAs6/txe2Z8P5Gks6Ysr6podZ2u03W2js7c7JGDwe8HXiZE5ust+g8PB62u03W6ztbRmccrswllCotzLyD0xF9sZidYEuisTFRFq+tsLq6zubjO6tI3kSKbL5feSYhj8/KgiQumKlpdZ3Nxnc3FdVaTTB2B4ziOU35KsTCN4ziOUxzuCBzHcVocdwSO4zgtjjsCx3GcFscdgeM4TovjjsBxBkHSVknLJT0p6XFJH1ayelWDcyZLOj0vjY6zO7gjcJzB2Whms8zsEEKM+ncC1wxyzmTAHYFTCXwegeMMgqRfm9mo5PMU4FGgF3gd8AVgj3j4YjP7jqTvEWaurgb+lhAC+UZgDtAF3GJmi3L7E46zA9wROM4g1DqCuO8XwAHAeuBVM9skaTph0ZPZkuYA883s3TH9BcC+ZrZAUhfwbeB9ZrY61z/jOHXoKFqA41ScEcBCSbOArcCMBumOB2ZKOjV+HgNMJ9QYHKdQ3BE4zk4Sm4a2Ai8Q+gqeJyxq0gZsanQacImZPZCLSMfZCbyz2HF2Akn7ALcBCy20q44BnjOzV4EzgfaYdD0wOjn1AeBCSSPi98yQtAeOUwK8RuA4g9MjaTmhGWgLoXP4U/HYXwL3SDqLEN9+Q9y/Atgq6XHC0oifJYwk+kFcDWsNcFJef8BxdoR3FjuO47Q43jTkOI7T4rgjcBzHaXHcETiO47Q47ggcx3FaHHcEjuM4LY47AsdxnBbHHYHjOE6L447AcRynxfl/YYJ+1jYPVkQAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "step 8779, {'val_loss': '-0.9049668312072754', 'val/kl': '0.000260441389400512', 'val/mse': '0.005967526696622372', 'val/std': '0.054492030292749405'}\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "step 10974, {'val_loss': '-1.0017932653427124', 'val/kl': '0.0001905120152514428', 'val/mse': '0.004810153506696224', 'val/std': '0.0477420799434185'}\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "step 13169, {'val_loss': '-0.9930673241615295', 'val/kl': '0.0002287834940943867', 'val/mse': '0.004163599573075771', 'val/std': '0.037404779344797134'}\n",
+      "Epoch     5: reducing learning rate of group 0 to 2.0000e-04.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "INFO:root:Epoch 00006: early stopping\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "INFO:root:\n",
+      "                                   Name           Type Params\n",
+      "0                                 model    LatentModel    1 M\n",
+      "1                           model._lstm           LSTM  207 K\n",
+      "2                 model._latent_encoder  LatentEncoder   98 K\n",
+      "3    model._latent_encoder._input_layer         Linear   16 K\n",
+      "4        model._latent_encoder._encoder     ModuleList   32 K\n",
+      "..                                  ...            ...    ...\n",
+      "121    model._decoder._decoder.3.linear         Linear  147 K\n",
+      "122       model._decoder._decoder.3.act           ReLU    0  \n",
+      "123   model._decoder._decoder.3.dropout      Dropout2d    0  \n",
+      "124                model._decoder._mean         Linear  385  \n",
+      "125                 model._decoder._std         Linear  385  \n",
+      "\n",
+      "[126 rows x 3 columns]\n",
+      "INFO:root:model and trainer restored from checkpoint: /media/wassname/Storage5/projects2/3ST/attentive-neural-processes/optuna_result/anp-rnn2/anp-rnn/version_2/chk/_ckpt_epoch_2.ckpt\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "1b471dfdcaae43c792dd9fda66845d06",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0, description='Testing', layout=Layout(flex='2'), max=234.0, style=Progr…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "step 6584, {'val_loss': '-1.273390769958496', 'val/kl': '0.00022587954299524426', 'val/mse': '0.004663755185902119', 'val/std': '0.050486624240875244'}\n",
+      "\n",
+      "None\n"
      ]
     }
    ],
@@ -569,16 +844,304 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 13,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2020-02-15T07:46:34.054183Z",
-     "start_time": "2020-02-15T07:44:53.900Z"
+     "end_time": "2020-02-15T09:29:14.502278Z",
+     "start_time": "2020-02-15T09:15:48.605760Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "INFO:root:gpu available: True, used: True\n",
+      "INFO:root:VISIBLE GPUS: 0\n",
+      "INFO:root:\n",
+      "                                  Name           Type Params\n",
+      "0                                model    LatentModel  798 K\n",
+      "1                          model._lstm           LSTM  207 K\n",
+      "2                model._latent_encoder  LatentEncoder   98 K\n",
+      "3   model._latent_encoder._input_layer         Linear   16 K\n",
+      "4       model._latent_encoder._encoder     ModuleList   32 K\n",
+      "..                                 ...            ...    ...\n",
+      "70    model._decoder._decoder.3.linear         Linear   65 K\n",
+      "71       model._decoder._decoder.3.act           ReLU    0  \n",
+      "72   model._decoder._decoder.3.dropout      Dropout2d    0  \n",
+      "73                model._decoder._mean         Linear  257  \n",
+      "74                 model._decoder._std         Linear  257  \n",
+      "\n",
+      "[75 rows x 3 columns]\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0, description='Validation sanity check', layout=Layout(flex='2'), max=5.…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "step 0, {'val_loss': '1.6190637350082397', 'val/kl': '0.5031337738037109', 'val/mse': '0.3089987337589264', 'val/std': '1.0617789030075073'}\n",
+      "\r"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "cbd1b6424aa84e4ab8e3186941fdda74",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "step 2194, {'val_loss': '-1.3857086896896362', 'val/kl': '0.00048115666140802205', 'val/mse': '0.004232240840792656', 'val/std': '0.07312013953924179'}\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "step 4389, {'val_loss': '-1.344988465309143', 'val/kl': '0.00020843140373472124', 'val/mse': '0.0055994573049247265', 'val/std': '0.07038313895463943'}\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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rBw4cyCeffMKKFSvo3r07K1euZMmSJVQGuKnC3Ea//27kISgtLWHEiHEMGzYGIQQ7d+4kPT2d77//vql/q9kQSgR4gDATwf79aoC1awdt2xrXTJkCmzfD55/DGWcYu2JDRGDA/P/NHlX6e0KC998Gs8gdrAiUPGtrD610oTU1NS5jbEpKCldccQUjR44M6Lfh4eH07duXxYsXM3nyZOICzDepVUMNDapdd+xQLri9eyezcKHhunrMMScyf/58hg8f3rg/1QI4hB5xcEJPYHb2AY2hQ5VksGMHrFwJkyer4+YJTO+sPVxDTZiJwLo/QH/fs0d5YVntbfX16vfh4c1bxz8TAl3p19QEZ/5dO0gpGTp0KH379iU9PZ0hQ4bwxhtv+PzNe++9x/Dhwxk0aJDr2FlnndWo++q2NAsQ+/YpSXbECONYr179mTChf6PKbimEVEMHAHNYhOpq70QgBBxzjPpsDjliXZUdrp5DUhr/PT/fCHegUVurvK5271ZSlx1CUkHjEKgEeijZCdavX8/27dvZtGkTnTp18nu9lJJrr72WwYMHs3v3br/X28GcZdAzoZLDzZAczBkJQ0RwALDqta32ATO095DZC6a2NpTDGIw2yMjw7iWkk9gXeglHGLITNA6NIYIgjYrggaFDh5KTk8NPP/1EWJia2oqLi8nIyLAN7VBVVcWpp57KCSecQO/eRjScpUuXcuWVV7JgwQK/9zRP9FYieOqp85g4sScrV37nOvbxx5/y8ssvU2bdSNTKCKmGDgDmwVRZaUxSXbp4XtunD4SFqVVtdTXExKjj1dWG6H24EoH+34GMjepq1dZWdUVIImgc7PpaTY1nVNeGBpVTo0uX4FdbRkRE0N2yCuvdu7fLlbSdJaxqXFwcH374oUc5O3bsYMGCBcTExHDFFVf4vKcvIsjP30V+fg7t2nVwHbvrrtvZtu13jj32WI488sgA/1nzI0QEBwA9mKRUE5E2ctoZNmNioHdvyMyEXbuM8BNmHezhTgSB7q7ev9+TCPTKNdgnq2CANxXFjh0wYABERrofr6pSbR6AtiXokJycTEVFBeXl5R5E4A0nnHAC8+fPD2iiNqvOrETwyCPrqKvLpn9/Q1d8zjkXUFqaH7AhuqUQIoIDgDYSVVcbAbzAu4dL//6KCHbsMIjgcN5Upifuhgb1OVADZn6+WqFGRbkfr60N5SkIBHb9rKxM2WYKC6FbN8/zh4Lq7YMPPmDp0qVcdNFFnHLKKQCuqJ92KC8vJzo6mkgL8w0aNMjNeOwLmghqajzbNTw8gujoPm799J//TAtKQg3ZCA4A+sFXVblHw+zQwf56bScwh5swD7BgNSQ1F7RdpaqqcbGWampg40bPFdjhHq8pUHz99Tecf/54MjIMz4XcXPXuLd3HobBIWb58OXPnzmXTpk0BXX/vvfcSExPDiy++2OR7aiLwtuWgvt59sResfTREBAcAMxEUF6tVbbt23v2u7QzG5lg5h8JgO5ior1cDqaKi8QOkttYz4U+wDrJgw8UXn8evv67imWdU/MeKCsO+VVFhP6lpqS2YMW3aNF588UVOPPHEgK4vLS1FSunhYVRTU8OiRYt45513fP7enKfY2mY7d67l3/++hP/972m3sN7V1fXs27ePAu39ECQIEcEBwEwE33yTDvShtDSMG2/sw4oV6R7X9+qlVBf5+Yb0UFZmSAWHIxHYfYbA2qK83D12/qHk6tia+N//vuPFFz/gzjsfpbIStmxxP79rl70qKNj75/jx47nhhhsYNmyY69gTTzzBUUcdxZtvvulx/auvvkp1dTVTpkxxO15TU8P555/P9OnTfd7P3N+szgr79u1g1ar32bbtBzcniFdeeY5u3brx8MMPB/7HWgAhG8EBQA+Mzz9PZ9GiGYBaFhQUZDJv3gyio2HMmFTX9WFhMGgQ/Pabeh13nDqen69IItgH2sGGefI3D6rCQrjrLqViu/pqFaLDG/btgzZt1OeQRBAYhg49mt69jwZg3TpPEi4thfXrVZys2FjjeH29vbQbzEb6wsJCNm7c6HWfQJTV0AS0bduWKVOmkJCQgMPhcLmiWmHus1biHDBgPDfd9A7t23dl/37lNSgEJCZ2JTEx0cMu0doQwZo6zRtGjx4tV69e3drVQErIylLvY8b0oaAg0+Oa7t2TefHFXW6rhS+/hPnzYexYuPVWdSwmRu1ADA9XnkWHC3JyjMGUk6PaE4w20rjpJmNDnhVCwKhRxgSVlKQINwTvKChQklRFRT0//1xFbGxb2+v69lUJljQSEw3SNSNYdnV/+umnhIeHc/zxxxPrZLCsrCyKioro3bs3HTt2PKj3y883VLtr1/qWSAcOVPlJADp3bp08D0KINVLK0XbnQkOmidDuijU1UFCQZXtNbm6WW8whAB32ZP16o+NUV6uBebgZi625HDS0o4fO6vfVV97LMHtrWcsJwRN1dXX8+9+PcdllpzBuXEcWLvSuorDmevAmsQbLWvK6667jzDPPpMjUIZKSkhg+fLgHCWRkZDB+/HhuuummJt9Pj9+GBv9qybw843Mw9tEQETQRWhSsrYXExCTba3r0SPJYQSUmQnKy+r05D0ZpqXuohT87rL7smhQcDqNdpk9XK83ff/edR9esgw3GQRZMyM3NJS3tLn744SsqKsrYt897wgcrEXhz7w2WPnvqqady6qmnBrTyz8jIYNWqVfz222+25xsaGigsLPSal8Ds7mxnT9m8+TtWrEgnP19pCoqLjeuCsY82KxEIIU4XQmwVQmwXQtxlcz5JCPGNEGKdEOI3IcSZzVmfgwm9AqithalT0xDCfYNIVFQ0M2em2YrSo0ap97VrjWPmCIaHA6yTim7PXbvUBNS5s5IIjjhCTTTr1nkvK2QwDhyRkZFMn34b1157G6+8sptbb/WeKbay0n21761vBgsRLFiwgC+++IIYvW0fyM7O5t577+WZZ55xu3bcuHGsWLGCRx55xLasKVOmkJiYyJfW2PFOmENv2OXD+Oqrl5gz5zK2bfvBday0VBmizzhjgptBOxjQbEQghAgH5gBnAEOAaUIIq9nvHlRS+6OBS4GmO/S2MMzsPmlSKgkJc4Fk1/kzz7yIKVNSiYvz1FmHhysPo6VLDQ8js5rocICVCDQRarXQ0KHqfbRTo7l6tZrw7cJQVFY2fnfy4YquXbtx991PcdddTxEf7zuFo5Tuk1ywSwR22L9/Pw8//DCvvfaa2/G2bdsyceJEjvFifOrUqRMdOnTwmmjezmOopATWrFHtMWjQJI455lK6dRvguq6qShmnN2xYy4YNGwLOd9ASaE6vobHAdillBoAQ4h3gPMCcGFQCet93eyCnGetz0OBwGBOO7hB1dalAKlOnvsQ33zzKxx+/xS+/rGDmzDQGDkx1RdRcsSKdjz/29DCKjYUBA1KprsbDrvBnhHVS0d/1XiC9u3/UKHj9dTXA1qxRbfP00+7eLKCkiHbtQkTgD9a4Tg5HA6+88hd2797A/fcvJyLC3ZulosJ/CJRgsBHU1dVRV1dHbGysW3rKjh178cADD5CUZK++9Yb58+f7THNpRwRvvAE//aS83G688e+cdtrf3X5TXQ1CCN555ztSUtoHVRL75lQN9QTMPlvZzmNmPABcJoTIBj4DbrQrSAgxQwixWgixOt/b1scWhLkT1NWplxpY6Xz00W3k5WUhpWTPnkzuvnsGP/1k7Cl4991Z1NZWWsqr5I03ZgGHr0RQXQ0ffQQbNqjvmggSE5WKqKFBvYqL1WCzQhPt4aJaayp27dpNZuYOCgtVRwsLC2fTpq/Zvn0VOTm/e1xv3fBoN+kHg0Tw448/Eh8f77aZrKEBYmI6cv/993P11Ve7jkspufrqq3nttde8rvj95To2zwGrV3/H44+fzW+/qc1BmzfDHXcoJwdz2+ixffTR40hJGUx4MLhaOdHaxuJpwOtSyl7AmcB/hRAedZJSzpVSjpZSju7cuXOLV9IKq/+wkUjlTurq3GfyqqpKXn11luu7Nw8jfTwQD4Q/A8wTdl0dvP++egFMneoepmP6dLjwQrjoIvX9m288y9N2AilDZOALs2c/xPHH9+eTT153Hbvyyue4//7v6dbNM2lKIAbjYCCCyspKoqOjaWsSp2tq7A25q1ev5vXXX+fOO+8MKLm9FVK6j9GiomLWrVtORUUHIiOVWrOsDF59FebNM5gzmENNNCcR7AHMXvG9nMfMuBZ4D0BK+RMQAyQ2Y52AA8/Dan2ghreavWYrNzfLFXjKm4dRp05JbjuVgxUHS2Kxuo5qSeCGG1RqTzP69lUkcPbZSiW0fbux50DDbDA+VPPstgRiY9vRs2cyCQnG0Bw58iwGDz6W2tpYj0m9osK9be1INhhUQ2eccQbV1dV8+OFHrmM1Napv5eTk8sknn7DdGeRryJAhvPbaazz44IO2G8oAvv/+e4499lhmzpzpcU7nJwfYsmUDffqMY+rUTwC1MfSf/5QI8X+Akl51mzkcqk7Lln3KvffeycqVKz3Kbi00JxH8AgwQQvQVQkShjMGLLddkAScBCCGOQBFBs+p+Ghq8Z7kKBHV17nFFamsNIoiK8u5GqgWZqVPTiIqyehjFMXVqmmuVEMzqIX+J5P2hokI9A2t4CV3uwIHefxsdDRMnqs9Ll7qfq683Vn8hIrCHwwF33PEkK1bsYsQI93SMW7fCX/4C//2v5282bTKC0QWrRKBRWxvhmnh1f3j44dmce+65vP++8pCKj4/n6quv5oYbbvBaTlVVFStWrGD9+vU291Dv2dm7OPvsETz99PnExKiOmZQE9fXVtG//LULspKZGYN7UXFMDy5d/yQsvPM6qVasO/A8fJDQbEUgp64G/A18AW1DeQZuEEA8KIc51XvYPYLoQYj3wNnCVbOatzmZ/3qbAnEbR4VCTmo7cOHhwGtHR7pN8bGwcM2emuYhg0qRUTj/9Ztq37w0IwsOTmT59LpMmpbqFtA1G1NUZkVabAodD7Wrdvdtd31xTYxBB+/a+yzj5ZPX+1Vfw44/u5zRBh4jAHhUVRpu7p1B08OqrmTQ0wNKl0m2DHqjf7Nvn+Tvj981T36agttaQYPR4Gjt2EieeeCIJCb69pMwYO3Ys3377rW1kUl1uRsY2OnRIpEuXFHbvVvr+pCSIiorlpZdymDBB7Yj84w/jt9XVcOKJZ3PHHbOZMGFC4/9gM6FZbQRSys+klAOllClSyjTnsfuklIudnzdLKSdKKYdLKUdIKe2ddg8SamuV7s4cNbAxcDjsfdb37lXvY8akcvPNc+nZMxkhBD17JjN79lymTEklJkZ5tTgcDhYvfoSSkgKgHikzGD9exSPSgyyYBpYZWlJpKlHpvA0axcUqEmthofrv0dFG5jZvSE6GVGf4ppdecs8BHSIC39B9VxveNfbtC2P37mTnOYGd67yvcMvB0F8ff/xxTj31VL74YgllZao/6XqdddYlLFmyjDPPvIxbbrmFtLQ0Cr3lPHUiISGByZMnM2DAAI9zuv8fd9ypvPdeFldc8QybN6vyOnd2GQzRP7USwXHHncoNN/yT0aPHNP0PH2S0trG4xSCle6z1pkwWRUXuE5k5Tg7A66+fzJw5f2PFil1kZDhYsWIXU6YYQefat1dRCcPDI4EqIBOHI8y12jIboILR4HmgRGC1fdTUqGeio1/6kwY0zjoLTj1VPcN584xnqcsPEYEnGhogOzuX0aO7ctllJ7md++IL9d6xo+qIX33l+Yz1Bqq6Os/2DQYbwa+//srSpUvJzy+kvt7swGFInEVFRcyZM4f77ruPhgMYYOZxWl8fTZs2ndm3T2kCIiK2us5pIjDnHzGPgWAa44cNERQVuYu1jbXal5V5bmbSg0MTQUPDBqqq1EV/+cuFjBjRkXfeecV1fdu20L37AN58s5abb36fvn1V5Cn9e3dxvXH1awk0BxFA4GohDSGUVNC1K2RnG7GI9Go1mAZYsKC+HvLy9lJYmEdhobEiKi2F75y51e+4oyspKUpyeO45z7Ae3qSCYOir999/P59/voRx404A3L2d6uu10buMl19+hbS0NLrYJRa34Nlnn+Wee+6hzjQwtaH4+++/pK6ujspKpTaTMpaYmBK6dSBQzs4AACAASURBVOvIxo3LuPvu0fz88/1ERSmNgZ47qquVJ+G6dStZseJHL3dueRwWRFBf767b18cCRV2dvYG5rk5NYhUVEBsrmTnzVR5//D0A1qz5kZKSIv75z+lMmtSHRYvSWbYsnRtv7MO0aWGkp8+kXTtl8dyzxyhPIxgGlxl1dXgY4QJBaamaOOxWknpisSOC6GjvCX5Apam8/HL1+f331X2qqhqX8jIY4G2HdXPcZ/DgYaxcuYfHHjMStr/7rpqcRoxQarcrrlAbyNauhXvvdXdcCGYiGDRoECeddBpduvSwPZ+WdjuTJiWTl5fPXXd5RLuxxcMPP+yhRqqpgdLSYq688jROPvkIqquly4Nt8OD2dO8+gMLCbHbuXENhYQb9+qlzWiqorobMzB1ccMEx/OUv1zX5/x5sHBb5COzCEjRmwJmNbGbU1hqr+Z49BaNGnc3w4bBoUTolJQZz7NmTyR13XA0I6urUaCooyKSoaAYAmZmprvI0gmFwaWgjr/l7ba1nzmA7lJertrbuBAbfRNCpk1rxb93qPQ3gyJFqF+fmzSoW0eTJaqDFxqo6HgrhqKuqjJ3k2ptKh6o/mP+hvh7Cw8Pp2rUHUqqYThkZak9GeDhcdpkkI2MtOTm/MXv2VcyeLcjNVQH/RoxQZZidGcx1kzI4chL4GtP9+g2ibdv2VFYG7pt9yy234HA43HYA19Yqyapv34G0aZOAEIZXkA4hP2rUOTz00CpiY9vx7beqDX//HY4+WrVT+/bdGDZsNIMG+XCRa2H86YlASvvIlY0hAm8TUV2dYSju4VyIREXBk0/Ock34xrWeN2xoqARmsW5dqmsCM84FXr/mRl6epxRQWemfCOrqfBsZdZlan2smgrZtlVSQlKQG0YoV6bz77iwKCrJITExi6tQ0Jk1KZdgwRQQZGYoIKitVO9bXB0ZUrQ1zSJH6es+NdgcrCoFdyO+331bj44wzVP+dMeNUysv388ILJzNyZG+WLFGEYSUCbSvQdQsGInjqqaeQMoZzzrnONnTDhRdeySWXXENiYuDMOmvWLI9jNTXQv/8RfP31VnJy6snKMuaA+PhcsrP306vXEPr3Hwuoyf/TT2H5crj4YiXlxsR05uOPfwlYFdoS+NMTgTkgmRmBqg90Xl07mCUCIbZyzz2XM3r0cHJy7HcP2yOLmhpYtQpOMtnwgkUiqKmx39dQXu6++9cO1l2pZph3Z9pJBHpybN8efvwxnXnzZrhCc+j4TAApKUqa0nmgKyuVNHGoEIF5dV1f7/7cDzYRvP32PDZvXsf48VcRHz+WLVvU5H3eeSqkwpgxF1BTU0FdXY0rF8TOnUYZ3iTW1jYWNzQ0cOedd9LQ0MC559qnl9QZwQ50geUeVUBNn5oI3nnnQn79NYL77//Odc0RRyiSzclRsbLGjVPjIiEhuBZ7f3oi8BbHXruQ+hO9fU1mZiKorl7Ljh2/UFycSY8eSezZ45mxzA7R0V2dm0zUilavrIKFCLztcq6vV+fsVD4a/tpOw0oEsbGGfUAI7/GZ3n13Fo89looQkJnpvtnvULATaHuGJi0rERzMUCMNDfDdd5/zxRcL6d37BByOsTQ0QEqKkXVsxox5Hvfetcu+PubJX0sErYXa2lruu+8+du7M87pTWMM8+fob/wUFBezcuZOuXbuyd+9e9uzZR8+eo+nUqQsREREum5QmgsTEGjp2TOaHH95m374djBt3IT17HsEpp6iAdEuXKiIwvNskDof0mgqzJdH6NWhGSOl7l24gk4U3tZDDocrWRDBsWDKjRp3OOedcysyZacTGxtn/0ISoqDguv/xJIiOVeqOgwBhswUIEvtrPzvaiUVHhW/1mVjVZicAafTU/317CKizMIi5Orbjq61XYCV3fQ4EIdB3N71bV0MG815VX3sj99z9H376jXcl/vOWD7tFD2Sry8owxEKwSQWxsLPfddx//+tcLfq81t6+vhQoor6GxY8cyf/585syZw4UXnseCBXMYMCCSCy44hvJyB8XFqs+1aQPPP7+aG298ix9/fJv337+XvXvVJpdjj1WS3aZNar6oqIAbbriQpKRovv322wP45wcPf2oisG5gssJfTB9vQatAPczaWuUHHxYGxx03gcce+5z773+WKVNSmT17Lm3btrP/MSrq4/TpcznppFRGjlT1XLcuuFwgdSpOb9ArIrvfWXenWuFLIrASQffu9qE7hAhjxYp0l2fGjh3uBs1gh57o9XtzEYHOBnfMMSdw1VU30rFjX69EUF9fS1bWBiIiDOOnlgrsiEA//9YmA/MGMl/Q7dvQ4L7Is/ttSkoKI0eOpFOnRI444mgAXnxxNqCC3DkcYS5poHt343cTJkxjypS76dnzCEDlJ9YpardsUfNSWFg4dXV1fje2tRT+1ETgb6IvKnLfeGKFr3MVFYoEpFShkiMi3PW5l1ySSklJCXPmvOkR4z0mJo5p0x6jsrKEVas+RIdKLygwJsVgkAj8Eak1CqNGSYn/FbmeqKX0JIJ2Fv68/fY0YmI8JSyHo4F582aQl/dXoA/z54fx17/2YeHCdLcMUsEGaxIdbxJBU3fAW2F+Frq9MzKUt9DgweZzkhtu6MGddw6jpCTPZSfQRFBT4znxBwMRrF+/njVrNlBT4z9Il27f2lr3xUJpqWefveqqq1izZg2XX/43pk27lddfX0JUVDSXXHItjzyiQuVaiaC2tpoJEy5l6tQ0unc3vII0qWoNwj33zOP336u46KKLG/1/mwOHNREALtHOipoa37+vqDBWvZ06we+/r2Dx4hdZv/4X1zEhYNq0VE4//QJXuNuePZN55JG5FBVlM3/+31iw4GY6dVLlFBYGHxH4g3kwSan2W/giUA1zRrbaWqWGiI2Ffv08DaRTpqQyYMAQ25DBtbWVbN36MpAJSAoKVA6IhQvTg1IqkNLY02KnGtLP3eE4eDms6+uhsrKCRYvS+emn5fz+uyo7JcU9pIcQgl69jqRbtwH85z/XsH79o4C9ncAqEbQm7rzzTo45Zhjff+8/Qo2ud22te4Kpykr3EBw6CoH5eU2ceBJr1uTz2GOv0LmzmuT1xN69O8ybN4OrrorjgQcmedxXexVq4oiIaE90dExQSP7wJyaC+vrARWvrhO9w+I9QWlGhJm6Ajh3hgw/u54kn/sbDD9+GEIbHypNPPsA333wGqCikM2emMWVKKikpA4iJaUtiYrKLCPbvV3XRnbS1EUgmPbNEsH+/58Y9b7DbVdy/P9ht+CwvL2fDhtV4j0fofry6upInn5wVlFFc6+oM3bRVJWTOpWAOXazRVLuHCi+xi1tvvYx77pnO7878M3b2gXvuWcYzz2wjKiqWgoKFgNJt63g5ViIIBkJISkqiX7+B9Os3yO+1uo1129fUGDlA9HMpLVWfKyqUHay2toH9+wsIDw+nTRult9SkoQNOdu8OQ4eeTNu2iYwZc4HHfa1EoO8VLETwp/UaaswkUFWl3LlAdex9+3zrmB0O9RstESQkQHh4b+Lj29KnT38iIpQ0kJ6eziOPPOiawHJysrj7buX2eMUVf2XChL86j6tyNLGUlPgPvtbcqK4OjEjNRNCYFKxadWMmgvh4z+sWLUrnscfuDLxgJ3JysoKSCLSXkLl9zYsWLQVYiUD77vvabe3rnpGRUZxzzqW0a9eNjAx1vKc1XyAQHq5ucP7593DKKVX8+98O9u8P4777lB+8jp8TTKqhl1+e65GfwhfMyZ/M41xH19VOENu25XHmmSPJzVVb/3v37sv336vG031dj90ePaB370uYMeNiSkrqyM11Hxtdu6o5Yd8+nX/jV554YjZHHTWIRx99qCl/+6AiRASoB9bQoHSmhYX+DY2VlYYaBJREkJr6OmPGvE54uLEzdNasWR6r2KoqtVo9+2wjGF3Hjup9/35DFG3tRGy+PILM0LFXzCEofGH3bkWc+flw552GGqh9e6PdNBYtSufuu2dQVeWLYQRWiQCU9KV12q2949UMvaovLTXay2qUN0cHNa+8m7p6rK+Hvn0H8Nxzb5OZqfIOgO99IMnJwwF47DGVQnTZMpU8SNczGCQBDV9jvbzccI/VMBOv3sehUVBgfI+La+cigbZt25OQoHJm1daql4rfpPqXnujj4gTx8VF07apIQoePiYpSYzovTy80y/jss/cpLJwAHAJE4EwdORzogQqZuVFKmdfcFTtQNFY/XFWlJiJ/LmVgrAa0RNCxoyIRnYJUT2hZXpYpOTlZLuNyTY1a/cfHG6KolgZaK0yC1aPCjIoK95W7NhgHYo+prVUDY88etVvY7DBhRwRPPjnLlgTCw8NxOBx06pTE0UefyXffveG2zyA6WuWA0HULohzhLiKwtq95MrMjAmvo6Kbc0+FQBKylMCsRdOjgad/p2BHOPFMRgbb/9OgRPF5DNTU1VFVFYqflrqtTqpv+lgycZicIawwscxtHR8ewYkUmHTsmEhsbR73zQv3s8vJUO3TurCb6uDhj0REeriSunBzjXj16qN/k5MCRRx7Jc8+9zaBByQehFQ4cXqcZIUSKEGIusB14FJVf+K/AV0KIlUKIq+3yCwcDzEagQGFW9fiDXi2bbQTmfSx6QkvS7kAW9OiRxLZtm7jggjBSUyNcZegyrauulkZ5ufeBnZ3teSxQIjDbD6w2GK1DNcPbDm2Hw0FGhoOFC3dxzTUvMn36XGJiOqMS/fTippvmusJ/N0Zd1RLw1i/NRGCnGmoqEeid8SUlReTkVLmFaLYSQd++ho2msDCbxYsfZ9myeW4Sa0mJe6rG1iaC559/nt692/Dii494nCsttc+oZ+6r/gzyPXsmufYERTj1cto+oFf7uu/GWRzbwsLcXaH1dTk5EB/fkdNPv5SRI4/xfvMWhK+J/GHgTSBFSnmalPIyKeVFUsphwLlAe+DylqhkY+FPGrDbbVxZGZg6qb7emMTMEsH06Un06xfGs8/+y6XHTUtLIy7OPmNZQkInQOJwqNFt9hzS92ktQ5K3Ha01Neo/W89XVQUmgZkHpW7Dc86Bf/xDhTmwokcP70QK0KVLLd27Q2RkDNXV4YAD2MLEiYbaLdiIwJvB1zyRepMImrIw0Dk07rnnBo49No7vv/+AqiplazBLdgkJSnLq3VutZouKcnj77TtZtuxll8RaX68WQUVF7hJBaxo89+zZQ1VVFfHxbT3OadKySvkHuj9D9ylrsDk7G5c3ItD1CBZjsVcikFJOk1J+b5c6UkqZJ6X8t5TyDV+FCyFOF0JsFUJsF0J4xH4VQjwjhPjV+domhAjA8dA/fE1K5eXu7nAaga5o9u0zokSWlChRsH17qKmpREpJWFi4SyJITU1l7ty5JCd7Zizr1KkLixZtY948xSbmVRd4hhtoSXjrnFoSsnoG+Zpszb7nZiLQhNe9O4we7anHjY2Fu+/23KEdGxvHxIknk5ISwbhxPUhOhi1blgC5QD4NDW1cnhngHvguGBCI58/BUg3V1Jg9lBoID49ECDUbdejgbjvp1k29R0YqF96uXfty1ln/4MQTlXODWWItLHQngvr61pMInnnmGTZsKOaCC64A3J+17qe63zVl79Zbb82lb1/BwIFR/PDDMsBoUysRWCUCcO/Xeq+B7p9Lly5m7tznKApUFdGMCMhYLISYAPQxXy+lXODnN+HAHOAUIBv4RQixWEq52VTGrabrbwSObkzlvcEbETgcavdpU/3LHQ7DXay4WHX+Dh3U6ur997cTGZlPly5dXbYCUGSQmppKaam7OiQsLIwhQwawZo36bnYhhdYlAm+TlR5YpaVqE10gyMlRK8zOnT1dTcH439YQMTExcMMNamU/e/YscnKyXO63CQmJvPfeq5SXqxF+zDEnk52dQW5uCYWFndm5092+UlERHAHoAp0wDxYRmAn7iSfeZ8MGB9u2qQqYA/zFxnqGAB8/vjMdOjzpumenTmriM6uHIDjyP7RpY1Te7MChJfziYjUh79pl9LdAsW7dT4CKHlxVVem2Ee1AJAIpYc6c+/jjj/WcddYkErTbYishEGPxf4EU4FdAd0UJ+CQCYCywXUqZ4SznHeA8YLOX66cB9wdQZ7/wNtFnZRn6wZqaxhsR8/KMAWDucACdO3cgIaGD1zLj4jz14pGRaoKqrXVfcUFwSgTWFZY/aM8qczA4DWv7WQ3F0dFqxXrNNamceWaq27nq6mrS05cxcqRK/n3eeVMZNGgqb7wBS5ao51xbaxjddbTH1kagE+bBIgKzqrOmRi0+9DM0t0fXrp6/bdtWkYP1OenvelXc2hKBtU0qK5Xnj7mty8rUAlCHoWiMA8bFF19D79596dy5OyNHHuP63/X1alEohJrgo6NxWwBqREQooq2qMlyk9WbUyZMvYty4ibRr1/rxqAORCEYDQ+xURH7QE9ht+p4NjLO7UAiRDPQFvm7kPTzgLeZIQYGxmgf1YBpDBBUVKsKlhtk+AEYUTuuEphERYUz6GhdccAxZWbu55ZaFdOyoElnrgdZa+kNvg7q21j1VZSBEqpOIg7s3ipTuhnbw9I/XZcfEqIFrfqYxMTHk5e3l5JMHk5OTRffuSZx77r+IipoADPAgAm1vsRuoLQk7IrBGcK2uVv/9QInAamPS/c6a+yEszLurcmlpJlu3ZtO791A6dlQ/0P1T2yy0Y0ZrEcFll6VSVlbP7NlzadeuPZWVqk5mpwaze25jQ3uPHXssY8ce6/quy927V7VBt26qPDtpQKNtW/WchVD5NbZsUXNJauo99OkDvXoFXp/mQiDcuBHo1sz1uBT4QEpp29WFEDOEEKuFEKvzzRnobWCnD66vx7WJRiMQLxeNhga1s9Lc2c0rJRXT/SgmT+5PVtYfXsux6hC3bFlPYeEe9u7dGjSqIW+r1jyLw7C/ndfgXSerA/bFxhptYibQqChDf/3SSy+RnCwYP94YLXp/wZ49mUgpycnJZN6861i8+DRAeXNYpcLWVl+AvZHSmmTdupHPTATmd38w///s7Eyuvno0L710lYfHUOfO3gny0Uev5IEHJpGRscZDYtU7oVtbNbR48SL+97/3XKGc/TkHHGjYEW0n02ohPYnb2Qc0dNsB9Omj3nfuNOaqYDAYe5UIhBCfoFRAbYHNQoifAVczSinP9VP2HqC36Xsv5zE7XAr8zVtBUsq5wFyA0aNH+1x72BHBvn2ek2pjiKCw0NOjSE+E2tvijz82IaWkvt57T7PuFp4x4w4KC0sYOPAYV6C1wkJjcLUGEdh1yuJiT7fRvDz3iItW+IpAapUGwF2Hb16x7XaOuIYGY7ax21+gziuRzc6zKRgGm13fLCoy2rGmxl2iVekl1WfzxrJAJBtzf83Pz2XbtjXU1wvXbzUR2KmFNIYMGU5paQ3h4REeCxUtEbS2amjBgvfYs6eUuLh4qqv9j5nGOg7s2LGVa689iyOOGM5LL33o1VDsKxJAhw7qfHW1QQSZmVBZWcvevXk0NISRkmKfa7ml4Es19OQBlv0LMEAI0RdFAJcC/2e9SAgxGEgAfjrA+wGejC+lIgIrGrPz2JyvV8MsEcTGwowZt1NUVEjfvvYuj2DovfWgufXWB5ASfv1V1TsuTq1oyspaz33UurpraDASb5uht+JbQ0Zr5Od7H3RWvTMoiWDRonSefFIZhpOSkkhLS+PBBx9kxozr+eMPw+fXewY4iRCqXlaXwdaWCHQiHysqKw01W02NZ8iOyEjPGER26kfrszCPg0GDhvLkk6uoqlK7hEFNTnoTlDc8+OCzrF6t6q4XAsFGBKeccparTo2NjRUIsrN3kpm5g8zMHdTUGP1It4cvjyEzundXUoA5ouvy5Qt5+ulLOemk0/jqqyWNq9hBhlcikFJ+5+1cIJBS1gsh/g58AYQDr0kpNwkhHgRWSykXOy+9FHinCTYIW1gfdGGh/cMP1L+8psY+kJp5MouJgbvuesz13RuEUAPeTEJCKA+cPXuUmJ6ZqT737ds6k5f1nnbheTXy8uyJoKHBWDHZwY4IPv88nXvvNcJJZGZmMmOGcl1MTU2lY0clmTgceM0Al5iY5NowtXs3DDTlBm9ticAuZIfe1aqJoLravZ5VVSoktzU0tV05+/erMqKiVBuZ+3xcXDx9+oylrs59M1kgOXPj45VzgDUMSrCohszt0VgiCCT8yHHHnca99z7D0UePd3uGmgi0ashfbLDOnVWfNCf86dVrMm3atKVNG+95S1oKfm0EQogLhBB/CCFKhBClQogyIURAMSallJ9JKQdKKVOklGnOY/eZSAAp5QNSSo89Bk2BnTrFqts2XxvIxhJvJgmzekMb+4TwL7abO4zSdf+FDRtUc+jY8Js2eW59bylY7+nLQ8jsT25GTo7vtrW6jgI8/bSnuqeyspIrr7yS9PR02rVTW/ajorDNABcTE8fUqWkulYc16FdrTlZS2m9i1BKCXhhUV7vX0xqlFOyJQO/VyM9X97FKQ+ad9ubwEv5yToMiAiklcXGqn+u9CcEgERQUFPDaa//h66//BzSeCALZVyCE4Oqrb6Fnz/GuwHaVlap/RUSolX50tH9PpLAwHZwSV/6RoqJu/PLLfl555T3/FWlmBGIsfhw4V0rZXkrZTkrZVkrZ+hRmAzsDoa+wyP7sBFLaq4UqK9Wgi4hQW/Jra4uZNesGnnnmXr91NBPB3LlP8Pbb/+Hjj+fTrh0MHaqOb9xoDK6WXsnaSQTe4HB4Dr7sbGPrvTdYbQSRkbB3r726p6Ghgcsvv5zrrruO8HAlPekMcD17Ghv1HnlkLp999jS7dqlJoajIve6tSQRVVfbP0UwA+t08Uen+aUcE5v9j9ogpKPCc4L744hMWLkwjI+NXt2iv/iSCVau+5/zzu/L442cD7lKB7p+tSQQ7duxg5sy/8Oyz/wICixNmzgpnHtu+6r93r3I20c9GE0Lv3oZ7aCDQ12k7wa5dIGVEq0urEBgR7JNSbmn2mhwEWFVA/hKk5OX57gB2RmLw7Ah5edt5662Xef752X7rqO0EAKNGTaBXrz4MGTKCtm1VfHghlE5ei6Et3UmsqRL9rbLMK92sLPtYRFZYJYLISO/hJECtSN9/X2WEiopSE9iUKalccsk1DB06kj17Mrnrruuoq6sE1P59KxG05mCzC8lhfjcTgXnS16lA7YggP989yYovLFnyEe+9dw9btmykoUGt8jt29B/SOjY2jv378ygqUm1qJgLtOmqtX0siISGB1NTpnHzyuTQ0BOYRpNtKB3jUyM31zFgG6v+Z3c7BiEygJ3R/9gENfV1yslFObS3U1UlyTTdpjb7qK+jcBUKIC4DVQoh3hRDT9DHn8aBDY4mgoEAxvbe8u94mNb2fIDlZiXxt2sTSq1cfBg48wm8dhTCkglGjJiKl5Nln/8Ull/Rh7dp0UlJUR9i4UV3TkitZPbg1Atk4ZiYCfy6ln38Ot99uuPKaJYKZMz3jMplRZhq1ejf3K688zYYNa5x1b+C++/7L5MnKhbS4OHiIwPwMzYZXMxHofSN6UnU4jNwF1gQ21dVq0tLh0P0RwaRJ53HuuXfRseMoIHD7wODBw1i5cg9LlvxMSorxvPLzDTWsllpbw8Nt4MCBPProXG688R5b1Zsd9GRfXu4eZbegwFAjFxer6LjV1eq4tX137lTv2vDbWIlA/y4zE/bvL2Xs2CQGDBjgim4aVEQAnON8tQMqgVNNx85u/qo1HlZDUCAhPPLz7dUfBQXePYvMRBAdDQMHHsny5TtZuXJjQPWMi/P0hc/NzWTevBm0b58OwG+/GZNBS6ExaiENPQC1D7w3SAmffKImQS3CJycrY2hUlFrh97fGCzbBHMlVCDUpTZhwEkOGjODRR19h8eK15OZuZfXq4wDBRx9FcP75gokT+7BoUXqrBkczt2t1tRFh1kwEeoLSahazj7k5naLDYaxky8uNBD++cMwxU5g27RHi49VCpUOHwDZVRUVF0bVrD2JiIomPN1bA69cbJGA2HLcGNAEFSgSg2kwTQGmpYffQbua7d6v3P/7ALW6VhpUIzOpeX7YCbUvQ4VmUgb8d0dExREdHk+mcWFpDjelLOFwKfCGlbEKoppaHdaCXlQU+8IuL3VdIVVXuu4it0KJhWVk6M2bMIj9fxcF58ME0rrkm1fsPnYiNtfeFr62tZPv2WUAqGze2vMHY3F5SBpZ7WBs4/UkPe/cqYo6PV54Tbdsq1VC/fmowhoXhEo8jIiJcqyOAuLg40tLS3MqLi4MFCz50DehFi9KZPXsG1dW6TdWfycnJdGWFu+GG1FbZXWwlAnDPgmee3MFIfALukoLeZ2DO99wYA+mGDeq9Wzf72Evh4d7HTFQUjB8PCxYod2cdgbS1bFkAxcUl5OZW0r59AuXlgaf0M6elLCtz37exfbtxzs7moHNqCGG4jpolgm7dVHmlpfbPJjZWLX7CwgzD/rvvfs/w4V2JjlYsoom1JRMq+ZIIegPvCyGWCyEeEEKME3bZw4ME1o4YaDwccJ/wamuVWOhtAjZE+3Q+/XQGeXlqRb9nTybXXnsZiYmJpKen+7xfRIR3X/iSEnU8N7fl9xKY71VS4ikS5+bCCy94elJVVPhvb63qGjYMHnxQqYj0CqlDBzUJffrpp9x///08/PDDriBc4eHhnHzyyaSmehJsly7KayMqCmeOYvtZUWeFa43JyupeqYnAutI090HzZK/rXFdnbDYzr74DkdrWrl1BRsYWvvlG/fCEE+z3IiQmeroDf/fdEq699mzeemsOHTvCUUepOq1Y4S6xtoZq6IUX5jBuXA+ee+7BRkkEeu8GKCIwG9f9qTezstR/7dnTcNfVthYhVLvGxKi+abdZLy5O9Xm98MzLgy5duiOlMRVbn3FLwNc+gseAx4QQbYGTgWuAl4UQW4AlKGnBZqtW68A6yANNtQhGPP3oaLXa92V02rtXDciwsFluWbE0CgsL3fzfBsnT6gAAIABJREFUvaFnzySys+194fUkXF7ue1/CwYZ5MNu5zS5eDD/8oDr6ddcZx8vK7ImgtBQeeQTGjDEkrCOPNM6bV6Xh4TBmzBjGjFExl7766iu++uorGhoaWLx4MXaor69n2rRL+PTTT6nzY7HMyclqFZHb2i81EVgHunlCNxOBXV5jM/xNGDU1Ndx++7EIcR1SziMlBVJSPIkgMlKtVmNicIuwuX9/AV9//T8iI6MYNuxvTJqk1JbffedOcq1BBOHhkXTq1IU2bTrZts3evbBtGxx3nPvq2qwyNktfgcCXWigy0v0+sbGeUpa+PiFB1UPbiM3XaFtdS2Yn9HsrKWWZlHKhlPJ6KeXRqIQ1nfEffbRFYW3IxhABqInMGiraDlot5HB4z5ZdWVnJrFmzfJbz8MOevvDR0coXXq/KrFEUmxtmEdmuHX7/Xb2vXes+AWnjoRU//KDa6/33lToBDBdZ8CQCM6666ipGjx5NdHQ0g/UGCwueeuopFi5c6JcEQHklBcNObW92FHN76qxiYPRr5V3S+Pvv2VPJwIGTiIq6HYDTTjNWrmboPqfz72obwsSJJ/H88+8wa9ZTREUpUo+OVn0hO9szOF5L4pZbbmf16n1ccsk/bM+/+CK8/DL8+KP78cZoC6zw5TFkZ3exbjTT1+s9HHl58OGHCzj77JNZsEBNqVanjZZAQJwjhOgphJgghDgOSAR+kVKe1rxVaxzMg7yiovGild6N6g/K4yUdf1k6veUr1rjyylQefdTdF/622+YyaVKqa1AWFrasIU53Ph3vyIziYkOdUVTkntzHmwS1erXxubZWqR50KkQwJqNFi9Lp378DQgg6depEeno6qamp/PLLL1RXV7Nli6f3cnp6Og8++GBA/0vnMA6GDXqBhDYxT/r6901JsNPQAMXFCdx883JqagYSGwvjxnmSgBDuCVTCwpSuOzJSqS3OPnsqvXv3JTpaTWzabr9zp1G/1iBZfU87tdD+/UZolK8tMY0PZJLdsUO923kM2dldrESgr9dhwPPzYc+eTL79dhnbtm1z1S9oVEMaQojHgKmoPALmfATfN2O9Gg1r/HFv2L0b3nwTzj3XXU0RSDTN6mr45pt0YAZeAqW64C1fsRmXXprKueca6qPsbPXSg9Kcm8BbeOuDCV8eGFu3un9ft84YDHYoK1OrRp2UJjdXSQNm0TkqyvCe0obz/fv3u1RrALNmzSIry4g9pNVts2bNotLGGhcWFu5M/xkONJCYmMQVV8xmypTUVpcItDuoP5gnfTMRNFYiyMlR5eh+pI3E1r6k9dZm6HAo5nvqiU6vaktKWlc1pJ+nnVFXJ3wC2LxZtUVFhWoDb/Gx/KG6WtkIwsKUkwM0ngh0WHUtERQVwbRp05g4cTwjRyqvudaQCALJRzAFGCSlPMAArs0Lq8eQHSoq4KmnlMdGdLQ7EQSCZcugpmYWypvWO+y8XOwQEwPDh/eiqKiQTz9dS/v2yr1Pd1RzgK+WJAK7Fb5WC6WkqFXR2rVwgY/dJOvWqfKOOgr+7//ggw/gzDPdr4mMtPeeqqys5Oabb6asrIxa54xojT3kTeKS0sGIEdKpijqHO+54lN69jwyKsN7+pAEdCuJgEYHWhdtt4DPD2/YNPbH98cdmPvvsfRISBjBw4P+5ri8uNurXGu6jN9xwNZs2beLyy1+mV6+Rbue0NNq+vSKstDTVDkcfDXfc0bT76T1H2m0c3NvOjggiIz3tBPHxhkRQXAzdu/dnxIj+rrwQrSERBKIaygBaYBo6MPgjAocDXnrJiETqR3Pjgbo6+N//ALz/UAhBcnIyc+fO9Wko1oiJgcLCfGpqqsnI2ObqXJoI9EBuKZWGnijtJiytnbnwQtW5d+zw7V6qB+Lo0UqfOnOm4W4HRs4Bb95ThYWFLhLQMNtevElc3bsnuQbZmWc+QffuAwD33MktCfOzs4Y0ycyEq65SCwyAxx+Hm25StiorEdTWNi40ud4s9eWXc3jxxbsB+2xwQnjfEKUntm3bNvHvfz/AG2+k4XA4XNebk9i3hrS1ZctGfvvtF2prVSM5HPDuu/DppypelxBw/fXqWk2GjR33ZmhVk97uEhlpeAxZDcVmWKWC+HhDIiguVs/W/FyDSiIQQjyPUgFVAr8KIZbhno/gpuavXuDQHbGqyn7ifO89JS7Gx6uJbt8+9e4vaqDG55+rjh8enkRDg6e3T+/eyWRl7WpUnaOiYPbsl4mIiGL8+MleiaClOoXugFZddEWFGkDh4UqKOuooJRH88AOcdZZnOcXFatMRwKhR9vfSk4y3SKLeoCWBtLQ0ZsyY4aYeio2N4/bb01i+XH2PiRnsGqjBQARWSWvNGnXs55+VS+emTUYSJU2aZvdR/R7IZjCt3ispyaO2VjGAlgjMv4+N9e6dop/RKaecx7nnTuPaa++hsjLMtQouLTXq1xpt+9JLb7N7dwEVFUMA5ZCwaJFxfvBgGDECTjlFSQW//GLESfIXXsMOViLwpxbSiI11V1+ZiaCoCDIzd/G//y1myJCeXHjhhUEnEawG1gCLgYeAH53f9Suo4Mtw9N138PHHqsPfdJPyAYbAjMP6OmeoG844I42oKHdZOjY2joce8q8KssMVV1zNlCmptGvXwdWZrETQksZiO4PkN9+oOvTvrzr88ce7H7di4UJVzqhR3pOF6/9qF0k0Li6OTl5+qCWB1NRU5s6dS3KyMrYnJSUze/ZcpkxJdYUGNhu0A9mBe7Bh3UOgOevTT5/i8suj+eorZWbbu9fd88ocDM1MAOZ3f9BS8YUX3sfo0X8H7CUCX3FywsJ0itUonn32LQYPVhOungDNmzZbQyJISurP0KHjiYlRRjVtyNVpI086See9hltvVeoYnUe7sZBS7TQGGKCETL9qIY34eHevuDZtDNVQUZFKfnPffTczd+5cIMgkAqAE+FFK6SWQc/DAvLPRSgTl5fDGG+rzVVepDU3Ll6sVblaW8VC9oaFBuaHV16uOlZqaSrduVbzyynQAevZMZubMNC6/3L8qyA4xMcYEoQ10mgi0m1tLEoFVLbR3r5KmQBnYQelZ27dXOyy3bYNBg9yvX7ZM/ZepU73fS09GU6aodrv11ssA6NmzJ489pnI7WFf8VttLamqqSwUnpXqeUqr6AaxbV84LL/ydv//99VYhAmsAP03sW7Z8S319LUVFallYUOC+k724WD37+fPh7LPVqtYfEVgT05jVo2VlSuy1EoEQ/gOmRUUZBKUmO0lDw36gk9uu3NaQCMzhN8CIYXXddarNrNJ+YqIigYICd++1QLB/v3ou8fHK4AzuEoEvG54Qajexfv6xsUaK27IySEjoy5VX/p3x4490he0IJvfRy4B1zlwEbzjzBg/1cX2rweo6asYXXyh10dChSkQEw/0tEH3h6tVqZZmYCFrtf8IJ1/Cf/+Tz3/9uZsWKXVx4YWqTN3+8/fYrXHrp8Tz//MOA6jBmItAdoyXgcLirL6SEuXPVYDvuOBjptMdFRMDkyeqz2TWvokJd39CgrjfbBKwwr6CmTJlGp06daNOmDRkZGa4J3rzi92d7MfvG9+gBbdoUIGUb1q5VMbFbQzVknqTy8437T58+j4EDj0MI5Rygs9RpFBcrNcaqVfDZZ+7l2ElstbVKrZSjgoS68h8UF+/jjjuGkZOjyNRqLA4kjr75OUkpufvukXz00W2AkUkPWn7icjgcpKXdycsvz3bWzZAIUlLsVb7aGOsn7bkHqqqUaliXrdssUNUQqDFtbut27dRLSoiMHMgDDzzP9df/xdVHgkY1JKW8SErZEzgFlWVsGPCGECJfCPFZS1UwEJj1lGYiqK6GJc4McOefbxxvDBF88YV6P+ss48GHhYXRrl0igwapgdwUfaPGZ599wqpV37FkyYeAOxGUlalJoCU6hZ2heN8+5S0UHw+XX+5+/QknqPdVq4wNaPfdp65v3x4uvtj3/cwDJzIyjIKCAsrKyogynUhNTWXXrl04HA527drl1wCvfxoZCUccoTpFv353Aq2jGjKrhcwJkjp06Mb113+HlMYycu1a43xxsTFZlZW5PxM7iUCv/rOylPpCR9b89tvX2LPnd8rKVMNodYTVDdQXzM9JCEHXrsnExKiGLC93z6XckigpKec//3mc119/BFCr/LIypXbRQd2s0Mfz89Uu+Ztv9p+cpqgI/vEP7SgCY8ca53T7CeF/DggLc2/vNm0MO4F2YDFHcQ0miQAAKeUuYC2wDvgVyAMCCrwqhDhdCLFVCLFdCGGbhUwIcYkQYrMQYpMQ4q3Aq25AE4EOy6uxbJnqrAMHwhGmCNFmIvA1OWRmKm+ZmBi1wrVCG90OxLXz3HPPZcKEYznjjIsAY6UArUMEZolg0yb1PnSo+4YjUOJxjx7q+p071UDJyVGp+x56yLttQMNssDxYgeDMz6Njx6+APmzadCo33tiHpUtV/KeWJANNBKWlnio3a/Ie827X4mLDTlBe7u5tpCUCb/GGCgtVn923bwcnnjidqVNfASJo1066ESUERgTR0WohoJ//P/7xCrfdNt9Vt4YG9wB6LYdwbr99NpddpjyizNKAN+8dLREUFKi5IS8PfrLJlG6O/vrll4oMevdWhHDiiep4dLQx+fuTBjTM15ldSPftayA7exe//76t1VRtvryG7gaOQYWT2AqsBF4AZkh/u6nU78OBOSiJIhv4RQixWEq52XTNAOCfwEQpZZEQopGaOwVvG0u+c2ZdPvts987RoYNadeuAU95WEFoamDzZfdCsXfspr776VwYPHkx6+pcHRATXXnst11xzrWu7fnS0UZ/Wlgg0EXjbbzFokJr8t20zgspdfbUx4HwhMlINDBVl0UGAm9x9Qg+0r79O55tvZqD3exQUZPLSSzPo0wduuim1xaI6molA46mn1pKdHckRR3QBuhIXV09lpfswLCoy1AiaCDIz1UpWqze3bVP2rbAwT3dphwMeeGASxcW53HGHWm527Kj+dHi4+o05WJov6A2BOvZVt26JLmNsebmqxy23KLfiDz5oTOscGGJi4vnrX//JH3+oMaztAykp3n+jx9WOHYaEtnGjGt+PPw7Dh8NFF8Frr6m546ab4Kuv1HXXXeeeA9s8HwQ6/q1EYEgE1Rx7bF8SEhLIyVGW7GCSCK4AeqACzKUDb0kp1wVCAk6MBbZLKTOklLXAO8B5lmumA3OklEUATTVM2xmKc3KUt09cnGE81DCHkNVujlbk5yujshBw6qnu53bv3sj+/bvZtEk5yx+IakjXx9yxunRRhKATsbeGRCClu0RgBz0wVq9W0lVkpOFa5w3Dhxs7XKOiVFyb99+f7wovcSDQA/Lllz0DAtbWVvLEE7NaRSIwB5pbu/YIcnOPYvlyZbmtqvIUgktK3FVDVVUq6utTT6l+nZenyKKwUN3DusFaSkmbNp2Ij0+gpkbdx2ooDjSZioaW2jp3Nn5bUWFMwIFkpjuYsLrVaolA7/i1g16gmOu6ZQssXapcQz/6SLlEL1umyn36aTWn9O3r6VSiyRAClwjMhBEZaUgEZWXR9OiRTK9eSa0mEfiyEQxGreZXA8cDC4UQPwsh5gkhrg6g7J6A2UEz23nMjIHAQCHED0KIlUKI0xtVeyfsJIKff1bvo0bZT9Tjx6v3N94wds2a8cEHapBNmKBUIGaMGHEmZ599I9Onq0BeByIRVFdX89577/H6/7N33uFRVfn/f52ZSQ+pJJAASegCCtJBsYCoqCAougixo1iwLQIisX1dwYYiKpYIq65GFFfEgsuqqKygIogKgjSB0AIkJJT0ZOb8/jg5c+9MZpJJMhMg/N7PkyfJ1Dt3zj3vT31/3noFUJIL48alUVZmAdL4+OOsRiMCrX0PikSPHlUbiK6ScIeuFtLnr3Pnmi+K0FC1iaSlqY3FalXfTXGxCtTKBn5Qi0V9F/v3e07+5OTsOi5EoEM7asRjWNV9atHExq5yPl5brAUFRoVJWZkrMezZY+S2cnI8l0sLIXj22T+YNy+fw4fV4tdEoL8fXzcvDavVqGpbtuwxAI4cKXPG2Bs7NJSbe4hffvmBXbu243AYqqA1EYEnz7+83Og9kBLmzlW/w8KMzXjYsOrhJjMR+Hr96zWv/9bfydGjNpYs2cnKlb85r8MTySNASpkvpfwceAQVwvkQGAzM89P724COKKIZC7whhIhxf1BVxdIaIcSaXA8pf3MzmcZPP6nfesN3x9Ch6qeiQlla5ufu3q28AavVc9IzNbU79933IhMnPqg+RAM8gvz8fMaMGcPkyROdujv792ejevmyee21Cfz73zXPN/AH3CuGzGEhb6EUd92Wrl1rfg+d+9DQF8XkyZMpKCjgN3PpTD0RHKy6iz2hRYuURiMCc0mzXluepl09++xcpzeYlqbI0j0cuGeP8d2YFWmLi41KIW/QG7V7M1l98jL6OSEhiqVKS20uhNWY+P77/3HVVWczf/4k9u9X5zguzrCyPUHPu9ZISlK/KypUmEZv/sHBSpKibVuV8/K0h9THI3B/rJ5XcOiQYYTpEu4ThgiEEJcLIZ4SQnyPShDPAuKB+wEvNqIL9qKG22i0rrrNjD3Ap1LKCinlDmALihhcIKXMlFL2kVL2SfAQgNb1xPrk7d+vYqphYaoL1vPnU/Hstm2VVaVj3HY7zJ+vFsQFF3geLgHGQtAx1/qiZcuWhIWFER0dzTPPPOhxatmTT9Ysae0PuDeT6fNRkx6TEK5xU0+PNW843ojAYrEQExPjk1BfbQgOVk1q7k1/wcHhTJgwo9GIQG/WZWXGutSbtvYwW7RQIUG9ISUnG3FjM8yhDPfxq7UNpnHXGdLruSFEMHnyVGw2icNhdcba66qM2lCEh0dy5pkDaNWqq09hIQ2zVzDSFKgePFjlOUDlFJOS4IknVO7AfaPX+S1Q135dzqXZe9Df+6FDhsyEJoITJjQE3AjkAlOBllLKc6SU06SUn0gpfanEXQ10FEK0FUIEA9egupTNWIzyBhBCNEeFirbX7SMYYQ0NXYrXq1fNbpvFovTVwcgVLFyolDZjY42F4Y4ffviA2bPv5MsvP2lwfsBisVBcXMzcuXPJyfHc6rx3bwMEUnyEedpUcbEaayiEdyLV0EQQEuL5QkxKMryGqCgV+ho0KI127Sx06ZJW6zS3uiI4GK64Ip3bbsukefNUQACpDBuWyfnnpzc6EZiT73v2qEXarVs2kyapZCQY2vZpaXUnAk9YuXIB999/Gh9/PMNJBHFx6vzr6p/6EIFe60lJrYiIUG6i9nIa2yM455wLee+9H7nmmpnOPIUvRKDtyBYtDEluIVS3/KWXwqxZKmEMan/w5A3XJyykYSYVMxFMmnQpvXq1Z8eOHfUSGGwoasoRXCmlfA6IqUr2OiGEuL22F5ZSVgJ3oXoQ/gQWSik3CCEeF0JU9ajyX+CQEGIj8C0wpT4zkt2tWR3W6N699uf26KF+//67et6nn6ov/557qluwGl99NZeFC1/lzTdfaHDpY1ZWFs2bN+faa6/1+pjk5IZbyrXBTAS//KIWYufOagNZsSKLu+9OY+xYC3ffncaKFcbmfeaZalPp08dziCwmRpXrhoXBF1+o0NfevWq85+7dSlF02LBhtGnThqn1lYU0QR/DkCHpvPTSTi67rBLYCaQ3alOZvpDNRLBrl9ot16x5mr59obh4Gfff34WSknu55x61MXkKbdSVCHJzd7Jv32ZyciLZskWt55YtjVyPEPXzYs1rXW+GesJWY3sE5q5ic+lobdAeQceOKgw3ebL6SUxU56VVq9pnBdc3LOT++Ph4ZUCVlkJOzmGys7dz9Ogxn+XK/Qlf7NmHhRBlUspvAIQQU1F5gtdqe6KU8gvgC7fbHjH9LYFJVT/1hpkIHA5DKbO2mDUoKywqSsVeX1H5Wq68UglWeUP79r05dmwXPXsOaJBHkJWVVU1GwR1WazjTptVPx6guMBOBzq8MHKhI4I03JjircPLysnnjDSUHPWhQOikpMHu2K2muWJHFBx9kcOjQLpKTU5g8eQaDB6czcaJnyelvv/2W8vJyfvdWwlUH6M1KzTp4iSVLPgf+y4YNjVeKC9UTxQC5uSpA37mz2o0sFiv79m2iWbPmDByoHmP2CCwW9b3UlQguvvguzjxzJC+91AGHQyU7W7QwSKa+oUy91o8cKaCoqBBo47zuGpsIKisl5eUCu93QlPLFIxg0SIU9dRmuL8aiOxriEWgPROci4uNVyPDmmxdw4YUVpKS0YcsWI1/QWOMqfdnGLgc+F0JMAYYBp1G9DPS4QSv16YW4Y4e6+BITvfcHmGGxqMWwYoWKpzZvbmjqeMNdd83mtNNmAw1LFHsbrmJG586ZjBxZPx2jukATQWGh8o6EUF2UDz/suRTzgw8yGDRIHZc5beNOHHv3ZjN9+gRmzvQuOV1RUcE999zDEN2t0wBod95mg5iYJGAFUMH27UH1mlxXX7gTQXk5FBQEYbHAxIlqslq7dn155pn1xMYaZWlmImjVShUumJPMvhBBWFgz/vijK/v2KQIYM0ZZntrSra8Xa1S82DhyZCvmFGBjE8HEiWNZseIbRo36iIqKc0hMrN706AmpqWqOdkNgfp+6EoGWQikvV7+bN1dE4HCkkpqq1q05cdxYROBLZ3EeigzmovoKrnIPFR1PuNe/b6xqV9OJy5rCGho6PATqoqnN3TPX/DeECGobZwmpREamN0r8VRPBmjVqEXbrpjalvDxv8wI83/7BB9WJo6SkmFmzMryGuFJSUpgzZw4jR/rHvtBlpH36XM6bbx6gZcsgpFQdsMcrR7B/v3rvxERjzYSGRtCmzelERsY5n2cmAp07MGtp+UIEoAYDAVxzjQqB1DQf2lfo446MbEa7dq7fZWNKeNjtsH//Xg4fziUvT/Wg+hIW8gdCQtzlUer3Gvq3TuIfOGBs/pWVjTuiFmquGjomhDgqhDgKbEMlcq8G9G0nBDQRaItEE0HXroZ1mpenyjF1WMOdDM48U4U2unZVfQO1obBwBwcO7KOysrJBRFBTlUxQUDgww2VISSChF6DWXNdNeM2bez7G+HjPt3sjjn37djF58gyCglxZ1tdpbnWB1aqHhgQTGhrp9FgOHmzczcpckqut+qSkmg/ATASeRoGWllYfcOOOrKwMNm9Wi0aHR/1BBObnderk2jmoN6/GgN0O77//HQsW7KWoSDGAp7CQxeJa1eYPmMultUx3XeEqhaL+Xrt2I48//nd++eVnF4+gsVBTsriZlDLK9BMqpYzUtzfeIdYMMxHY7cZs3a5dPVunOqxhRmSkaiSZPr12VywiAq65picDBrTirbdebFCyeMaMGYR7EHyJjY3n1lszgXSOHWtcItAbltb0HzNmBhaL64cMCwvnpps8b97eiCM5OYVRo9L5v/+b6yQDq9VKZmYmGzZs4M4772Sz+2DkesJqdb1gdYhQW+WNAXdJb106+uuvz7No0T+ct//nP3N4/fXxHDqkKsZ0HD8szHvpcm1ewVdfrcRuDyYx0e7M3ZgtV38Qgae5v7WN4vQX7Ha1dqKiktmzR+3EnkizeXO10eq17A+YP3d9G0nNRKDX5q5dh/nnP19g48b1J5xHkFbTE4WCH09x/aCtkPJy1TtQUqKqI+Li6hbWsNl8u0BatVKLENSG3RAi8CS1PGfOu6xdm+ccan+8iEBXmAwalM7tt7/lfFxSUmtmzszkmms85y3GjPE8uGfyZEUcY8fewpNPvgFAWloa6enpvPDCC7z66qusWrWq2uvVBxaLumCFgAce6MH336uN1ywFHUho6XDzxqhLHOFPgoMNfYdffvmI7777JwcOqNKXtDQl03HOOdVj3jqM4E4EDochMyGlpGdPJc182mnG5e0PkT8hjOc6HNWL+2rzVPwFfc2XlRnifJ7mC2gibdVKhTr9ET5qSH7A/DzdVa+JICTkNB544Dm6d++H3V63saT+QE2OzbNCCAvwCWoiWS4QCnRAVQ1dADyKago7bnA41MKw240yMq0L0rx5SlVYyBXeOk9rQ3i4Iphff1UXgT8GypuHq4CKFV577Uh++GEFcIjCwsapKXY4VKK4oMB1gQKcc861vPrqDUjpYO7cf9OzZ/8qHfXqxzZoUDrx8TB/fgb79hlVQ3oADcDIkeO46aZxxMWp5denTx927dpFF7NEbAOgm/yaNYODB7dTWak8jdzcxrm4NNnojfHwYRWzFwLmzHmN2FjjIMaOvYedO6+lZcuOhIQoT+Af/4Di4qNkZWUCk52PTUtTNefuRPDcc6p3Jj5eVcOUl6ukV6dORh2kP0JD+rl2O+zevRpVO2KgsTyCTZs28+CDU4mNHcjhw9MQonrZbWSkUd0jhFoL4eHGHlEfuEtJN+T6DwlR5K17CcrK4hg3bhIhIWqtnDAegZTyauBhoDMqUfw9ihRuQamRDpFSftUYB1kTzKWj7vXE3qzTKVNm1OtL1Mk7jYY2k3lCaCjs3r2D4uJ8LJZiHA7VPRrIRaHjkVoauUWL6iGyDz/cyJ9/ltCzZ39AXVyerLCEBFi58n369TuX/v3P58CBfUyadB2DBqWxeHEW9913LWPHDuaJJzJIS0vDYrGwa9cuZsyYQV/d3ddA6I0uOhrGjn2aiy4aDijrsTHi2O5Krv/7n3rfXr0gIcGGzWbsyqNHX8VFF00gLq4V4eHG5vL558/yzTcznY8zh4rMRFBYaCSGDx2C998XrF2rToA5Pu4vItBrPi2tetyqsTyCrVu38fXXn7Ju3SakVMaZ+VqMjvacM9C5o/oiMtK1x6ChRACG5627i3WRQWPnCGrcyqokowOvb9AA2O0GEehEpyYCXd741lt3U1RUQFRUDP/3fy8zalQ6mzf7XoEBaoPzJpHgT4SFwbRpT7N9+zbmzrWSn6+OU8k1+//9wOjM1s1B2koByM5ex4MPnkl0dBy//po2a+KHAAAgAElEQVTn8rzERFdd/ebNITW1kmXLPq/2HrqM1OGQlJWV8Pvvq6iocieys1VjGVDr8BlfoEksOhouuuhODh1SuvK5uY1DBJq0tbzEt9+q/92rYy0WnF5AYaHrIPlevUbwxx/fsnWrkuiOjnadc6uxYYN6v6ioPzl69FXgRSCUkJAKWrUydip/E0H//j2dI0w1GosIzjijDy+88BGrV6eyebOr9xoXV3OCWGs51RXR0cascw1/EIHu9i4sVLmdzp1jga4nTrL4ZIH2CLQAl9WqaoU1Bg1Kp317VQLToUMXZ4jC3BRSW4mpzWYMs3E4HHTrFkmPHrGA/9v/goNhyJBLuPnmu4mNVasl0FLUOrxmVLYY923b9hNSqs3bHSEhriMBExJUqejgwZdi8+AulZQUExRkIzg4xEkCGsXFxWRk+Mfm0BtdRIT67mJj1W1HjnhW6/Q3zB7Bpk2KYOPiYNWq8Tz33Chn7iosDA4fPsS6dV+wceN3hIUZm0uHDv144okVREaqS9RMBFu2wJw5igTWr1e3tWq1m+TkZXTokFP1/2Enqbjr4TSECPR14ylZ3FgyE/HxLTj//Ctp1qw34EoE3tQANDyNsKwNiYlqsJX5tc2jUesD/Vxzwnj69L+TlfUi0PihoQAENxoXukRvxw514tLSXL+gv/+9E4cP7+W007pz2WV/c96ukz61dc6C2hj1ax4+nE9xsdK7Dg0NzOnTA+21UqL2CAIFnZzyRASXXHIzV1zRj2efnU7//skMHnwZTz31hvP+qCj4+mvVSZyXl43VasVeg9mtOlI9o/a+Ct+gNzoh4M8/P+eTT+YRGvpPiori2L3btw7UhkCLh5WXG+XMAwbATz99SX7+Hq6//gVAxZv/+GMtGRmX0bXr+YwZc75LYUBkpDq/hYWqrFQTwV9/qZ9NmwwLPT39Itq330BRkZJJOesso8vPddxkw5qUdB29ucxV5w0aM1lcXm4kis1jLOpCBKGhvuU1PFVv1VVawh36OwgKUse/cyekpg4jOVl9gBMpWXxSQF9wnvRGiouPsX//VgCyspYRF2eYDhERigReffUGHA7XjcvcORsU5KrHHx4eyVNPzaOoqDAgOQKAFSv+w8svv0xu7uNA70bxCLwRQVycjbS0MwkJCeXgwRx++821smflSlcirYkEwOidyM6unsT3h/oouFq8v/zyOb/88gk22ybgLDy8rd9hrhjSOvnt20Pfvu9x9Ggu0dFqQYWHQ5s2bRkw4EJatOjjooE/b97tlJTsw2Z7D4h08QhAbSCHD6u/IyKM8smICBg71vV4/BUW0lDhDGOqXGysJC9PNFqy+JNPFpKTU0ZOztVAqNOittlqH7+picBiUaEeb8njqCiVm2vWzDV6oNFQItAVWMHBxvc6fPjj/O1vKtyqjYnGQq1bmRBiETAf+I+UspFVsmuHFp/yRAQWi4XbbnuYvXu3uJAAwJIlWcybN6EaCWjoEtPkZNeLJzQ0lDFjxgOBSRYD/Pjjd3z77ReEhFxOYxCBPoc6R2AmPm1hpaffQevWbRk4cLDLcz1NA/OG0NBQevfuTfv27Zk7d66LvIY/G8vMFu+gQUP49dcfqahQRLfbs8CrX+FwGNax1sFp2xaSks4BVKjh4EG1wSQldeCtt75k40b466+N7NuXQ0jIBWzc+C05OVuAb4DLiY5WIc/Bg5WnePrpSiYZoFOnUiorITjYc9zD3/OhIyIgLs44yXFxleTlBTUKEdjt8NJLT7B583o6dBiJmQg8havcoaerNWvmSqyRkcoLdziUt9O5swrBxcV5fh3zOa0vrFb1Otq7yssz8heN2aAHvuUIXgHGAVur5hN0DvAx1QnamnWfWbpiRRZTp3YjM/MJ1q79kUceuZvXXnvG+bxZszIoK/O+gcXHpxAS4r2pR+vZBALnnnsOZ5zRm9RUVZZz5EjgPYLcXDXhLSwM1q/XORNB796Ctm0FkyZdx+mn9+KCC4a7PDcnx7dwTnR0LMOGXcqiRYuYP39+tf6JzMxMvySKwVU+ePTov/Hss79zVlXLeGMRQWmpstjz85UVqtdRSIja0HWSWN8WGSm58soB3HjjUPLz9zJx4rtVjXfqgBMS1AY8YYKSQenWzZBQP3JkHjff3IzVqxd7PB6z9eqPNSuEOh6bTRIVBdHRKm7aGKEhux0uuWQ05513DceOKVNdE0FtYSEwPIKoKHUu9HNSUoyQYUqK+owdO7qGncxoqEcAnomgtBSefVaNzWxMBVJftIa+llKmA71Qer5fCyF+EELcJITwQyV9w+BwqA3s0CFDblfH/XNzldzxvn27eOedl3n66QecVqg3ATRQQ0zGjJlB69bV46mrV68gPX0oM2b8PWCfacSI4Xz++RpGjLgCaBwi0CGTyEjlKbn3X+TlHWD69AksXuyaSK9NIjs4OITExJZMm/YM559/PvHx8XTt2pX09HReeeUVWrZsSXBwsN9IQENbvp98ksVdd6Xx0Udq9OeqVYGf9qZDQ9obSEuDwsI8vvhiNmvXLsJqVZuMzjtJKQkOPkKHDkoP4vDhnXTu3JfffsvnlVfuYPx41WDmvvnceSdMmQIhIR/jcDho0cJzx5Q5Z+aLMJsviIyERx4RTJ5svH5jeQT33vso99+/gPx89SXXhQgsFnUe9WNjY5V3EBWlXue004zwksXiOZ/S0ESxhnto6Ntv/8vtt9/A2rWwdOkJRgQAQoh41KCaW4BfgTkoYjiufQS6g1OLicXFqZPrSVoCQAgL+flqpo63DcxisXLrrZlcfHE6HoahsWrVcn74YRn//vc7fv0s7nCdaRr40JAOCx054j3UU1JSzIMP3upy2+TJMwgN9RyYDQsLZ968+ezZk0NkZBizZz9Hfn4+u3fvJisri6ioKHJycti6dStCCNLS/DeoxmLBOfozN9cY/fn77xP8PgzHHbqAwUwEBw/+xTvvTGLhQtUbYN6Qx44dzPnnx3LXXQ/x1192zjjjbEJDITw8gpYtLQwdCqGhldjtRS7vExqqehMeeWQZb79dTOvWnsfJmecU13VovTdYLGoeuJnQGssjACOMEhFhlN3Wlh/QCA83zn9srGtZqKfBQO7QUtINhc1meFcADkcChYXqALRSbmPlCWolAiHEx6hmsnBghJTycinlB1LKuwE/2Rf1gy6x0uPytGXgTVoCJK1bq9pSTxtYcHA4F1wwgQ8+yGDkSIuzCcqMbt160qvXWVxyiWuIxJ8oLy9n+fL/kJ39HdA4HoGuTS8vrznUU1paQn6+0U8walQ6Tz6Zic2mdgNLlQnVqlUqzzyTyXXXpbNwYRYPPDCB7Gzloem+AfcN2dvt9YHVqsJ/7vMPpPRfmao3mCvZQOUHIiPjGTbsHi68sPoQ7JYtW9Ov37kEBQVjsVjIz9/J4sVP8803S5yb7DvvTOPqq9M4cMDzAL+goBDnuXeHJgLzvN6GwmKBJUte4qGH+nHo0BagcTyC/Pyj7Nz5Fzt3qjfT13xEhO+bc0KC8djQUN82fzP8kR8Aw2vVYcPo6DMZNux5QOUrKioazyvwJWL4opTyW093SCn7+Pl46gTdCKXLyPSi8CYtYfYCdD/BrFlKCiEiIo6SkkK+/vo1ZNWuq5ugzI8fPPhSBg++1GvuwB/IyckhPf1SoAuwsVE8Ak0EYWEplJR4L60JCgqirMz1ih81Kp2pU28G4JVX/s3FF6uQlt54pk+fXm3uQnFxMW+88Qbu0P0EDQ0VWa3ew3/+KlP1BinVujQnilu27MANN8zxONd56NARvP32y/TurfIY2dm/MX/+NFat6kV4+KtIGczQoVfxww8LefPNiUyb9h+fj0U3LFksnqtf6guLBQ4f3s9ff62mUycludIYRPDVV0u55ZYxdOjwDDDFec376g2A9wSwr/BHfgCqE8HRoxbnXialMgBVEYB/3q8m+BIaihVCXOn2c4EQwoPAQONCJ4pzqyYoaxdrzJjq1n5YWDj33/8EpabVOmpUOitW7GTDBgfXX/8CdnuZkwQ0tJa+OwL55SQlJWGzBRESojbPQBOB2SPo02cGVqtn+0AIQUVFBVdfPaiap/TIIy8wfvwkevUa6LwtLAwqKyu9brzeSk39sVFbrTWF/ywBDQ/Z7eo7O3hQhRH0sHrwHJoZPnwMH374PUePHmb8+BG8/vr9pKffz4gRY/n55yWsX/8V/ftfQJs27Rg9+lGX5y5d+hLTp/dm+fK3q71uUJASsAP/FzZYLHDZZeN5/PEfaddOjflqnByBJDk5FZtNtQ9rIqhL7qOhYR1/ewQRESpPIaXhRYIqNjiRPILxwEDUTGFQw+Z/AdoKIR6XUnoNlgshhqHyCVZgnpTyKbf7bwSeBbRQwctSynm+HrxuhHJvLBkyJJ0OHQxrPzk5hZiYeCZNuo4PPpjH++9/B8C6dWuYP/95TjutO/363eIcVekOs2W5bt0a9u/PZvDg7nTU6nZ+RnBwMHl55WRnq6E5hYWBXRAOh1GTfuaZ6SQlZfPZZzMpKSlyNogJIWr0lK699g6X19QVEe+994HX9/XWfOaPfgKrVYX/pk+fUC08ZLfb/Spp4Y6KCmO8ZOvW6lgOHz6AlMVUVLTAZvNsvoaHR/DNN58TFhbBlCnPVlnzHSkpiSIxMZH33/+On392fc6uXb+zY8daysqKqr1emzaGwRIIIkhJaYfF0s7Z3dwYOYIRI8bQp88YMjJUQ119PIKGQCeb/QFNBLpy6Ngx+OuvCkDFAwsKGq+E1BePIAjoIqUcLaUcDXRFZd76Aw94e5IQwooSq7uk6jljhRCepgh/IKU8s+rHZxIAIzR0qEoRVy+K6Giw2WzMmPEamzaVsmLFTqcG/qpVy52x/+XLl/LppwvIzHyWNm2ak5CQ6vF9tGW5eHEWV101iNtuu4ru3bsH1Kq0WlX8MiJCWQp10UWqC/SoT00EUVFwxRXT+f33QnbskGzbVkmrVqk+e0oaUVHK8vIWjxdCMGHChGrzGPzVTxAaqkhq5sxMp2y4Gf6UtHBHRYWhwaS18JcsmcWdd7bj7bdf8vq86OhYXn99MW++uZLQUHWOunXry5NPXszUqSMQQlbb0MeNe5bHH/+RPn1GVXs9cxWNv3WxzLIVjZksrqx0lZ9u3lyts8YiAn95A+BKBLpySEqjHEmHhhoDvhBBaynlAdP/B4E2Usp8oCb5pn7ANinl9qrRlu/j51nHOjSkF4UODUVHw/Tpt3HjjZfw6qtPsXhxFps2GYPRtUWbl3eAdu1Oo2/fc4iNhSFDLkW4+Y1aS19XoFRUKEGV0tJSvyU2PUHrlesmmby8mh9fX+gOxqNHAbKYOzeNceMsDB5sJMq9xdr37s1m8eIsduzYyoQJo3jqqQecx643IW9hHiklr7zySsD6CYKD1XGMGpWOw0vpRaByBWYi0GGhkJBIWrRIJSGhpfcnAhddNJJmzYLJyfmL8vJytm1bA0iCgmwIIdiw4Uvefvs+tm1THd6RkbF07DiAuLhkl9cJCnKVUwgEERQWHuKTT55iy5ZvgMCHhnQVjTsRhIcHTpDRHfXRKvIG3V0cEuI5kV9QcGKFhr4TQnwOfFj1/+iq2yKAwzU8rxW6G0ZhD8qLcMdoIcS5wBbg71LKai0/QogJwARwDRu4LwodGlq+PIviYqVpk5X1KpWVFZSWuporJSXFLFv2GStW7ASUtb9o0fxqlu+VV97AqFHpDBqUVi3E4K/Epie0b9+KAwf2k5h4AGgeMCLQXcWHDmUBEzh82HXoPCiPaO9ezwnk6dMnMGrUtXz11SeEhoYxbdrTREcbF2ZKSopHOYnUKmVA93kM/kRoqCrD83b8/pK0cIeZCFq1koDgqqseZerURz1Kd7vj4YfHs3btjyxc+D0XXHA5r712kJQU5RL++usXLF06h6ioBDp08HQ5KbjHzANBBOXlhbz//oOEh08BhgScCCoqID19KPv3HyI3dw1gpXlz/ybBa4M/PQKo3ktgxtGjJ1ZoaCLwJnBm1c+/gIlSyiIp5eAan1k7PgPSpJTdUT0J1TNegJQyU0rZR0rZJ8FU3G+3q4RcZaVa+KGhsHp1Fg8/PMEZe87N3U9BQfVpSuBq6c6alUFFRfVRYMuWfVrtsWYEyqosKirC4XBgsx0BjIS4v6HJtLT0XsDz0PnJk2cQFubZ9y4pKearrxbTpUsP+vU7l4gI15CEp3GcgZhT7Ak6MeupVDiQx1BZaRDBv//9NzZvXgl4LlN0Tx5v3fo7a9f+CEBiYhI2m7L621W1vZ533hX87W9PcOaZl7B37ybmzbvdqZZrPu/ucguByBEkJCQyfPgUBg5U+tqBJoKyMti0aR1//bWFoiIrQUHqM3sjAj0zIy7OPw1gQgSGCIRwVVDVOGGSxVVx/q+rNvyP6vjae4E2pv9bYySFAZBSmnfoecAz1AEOhzELVvPDu+9Wrx33hoSEJDZu/I2UlA5eN/oDB9QbNLZV+d///pcDByzMnp3Cnj2BIwI1CDwL8E6Wo0alY7XCPfdc6/Exhw7lsnr1AcLCqi9obe1nZGSwa9cuUlJSmDFjRsC8ADP0JjtqVDp2O0ydmoHDsYtWrVJ4+unAHcORI7rTvYJduz5m/frTGTjwbI9JxshII7YeFAQbNqwFYOTIdFJT21NW5jokvW/f80hKOg+A779/l2XLXqew8BB33pnunMCVm9s4HkFERBg33fQM27fDsmXGuMxAobwcliz5jYULC3j+eRUBqKmRLDrauK9ZM/WdNESGPDjY/yEo/b14IoJjx9TvysrAydlo1OgRSCntgEMIUZ9WlNVARyFEWyFEMHAN8Kn5AUIIk84llwN/1uUNHA5DMVOfyNxc3yz0sLBwLBYLl13Wk6lTb/Jaaqhvnzx5BiEhrgHCQFqVAwb0p1evvk4dlyNHAvI2OBzwxhvek6b686enpzvDOd4eo+cEuyM9PZ2dO3ficDjYuXNno5AAGG43wOjR6bRosRNwsHTp9oAdg8Nh6F4lJ1sYM+YfDB9+v9eQUGiocZEHB0Pfvv247bapXHqpajyz2VytWbNF2qFDP264YQ4XXXS9c8Nr1Uptjo1BBDabsrg14RYVGZtXIFBWBvHxyQQFqWYMfc17itvbbK5xdyHq3jhmhrc4fkPh3ksAYLOpk6iv+cYID/kSGioE1gsh5gshXtQ/tT1JSlkJ3AX8F7XBL5RSbhBCPC6EuLzqYfcIITYIIX4H7kHJWPgMMxHEx1PlInum7JiYeCIjlb/cpk0bnnwyk4SEFgghSEho6TH8YR66PmpUOuPGXe+8z99CaZ5gtbpeZIGAw1FTJ7YiQCHUReApzBMWFs7YsRNYtep/FBXlB+YgGwDzJpGXp+yMp5+eE7D3k9KYlNe6tZVRox4kKirS4yZitbqSVXAwdOvWjWnTnuaii0Y6H2Pe/IODITd3JytWZFFZWcGwYfcwbNgI5/2hoUrUztxkbB46708EB0N5+U727v0DUBt1fn5gZmzrJr2yMqNKMD6+OlFqxMZWN0pstvrNYmjWTEmzB6IySRsBZsXfxERFBGaPINDwxeFYVPVTZ0gpvwC+cLvtEdPfDwIP1ue1wcgRABw7poTmPCllh4WF8+STc7jttnTn4sjJUe63O8y9B5Mm/YMePfoBatH/85+v89RT/2Dr1q2cffbZ9T1sn/DYY4+xYMGHhIfPAYYGbLKW3Q7R0SkcOVI97BUTE8+oUelERamNRJPe3XffTUFBAZGRkcya9RqzZz/NrFkZXHHFFSxaVK+lEjC4DmVRFV/79tVU49AwOBxGR7EuHY2P9+wp6WPTG1lwsGfrz7wBhYTAl1/O5vPPX+Tqqx+nTZtu1Tpl3bveA0ECoI770UcnsGJFCfA9ZWVqwy4r809M3ozycvj99zW8884/2bFjItCN5s09ewPh4d7zBsHBdc9l+EuozxM0EZi/szPPTGbfPsMjCASxusMX9dG3gYXAT1LKt/VP4A+tdmj5ZMjihx9u8CiWZrVaeeaZTG6/Pd3lYvSU9NGdxtu3Oxg6dCT33389Q4Z0YtCgNL78UiXkEhMTA04CAMuXL2fLlo0cOKCsrUDFXx0OGDBgBkpKykBYWDiPPjrH6Q1opKenk5+fj5SSY8eOcd116URERGK1WmnTpg0nGlxDKaob9f77H/Xy6IZDSoMIduzIYvnyt72GJMyegP5t3rT1ejUTQWgojBgxmMjIZnTt2p3Q0NpLGgNFBBYLdO58Bp2qhgTr6WqB2LjKymDjxt/4979fZffuo4DKC7p/dovFu3Q0uBKUL+clONj/CWIzNBHExhrvo9OOjekR+CI6NwL4DVha9f+ZQohPa35W4CElLFqUxS+/NAeuRaUzqsPhcHDLLcqSzczMZNy4cXz++ec1XjyLF2fx/vuGDs7evdlMnBh41UozOnXqRFhYODk5k4A0Nm0KzHvb7ZCQkA5kEhLSGiEErVqlMnNmJqNGpRMSUrM7HRoKixb9QEFBJXPmBC7kUl8EBRnHHxOjdtTS0sCN6nY4QBeSrV37NKtWfeh1YIq+8DUB6N4RDb1GzbLIABdeOJKXX/6QkSMHu8hXeEOgiMBqhYceeo45c+YDxsziQBBBeTn07n0Wd901h5CQ0wC14btfxxERNX9eTbo15QysVhWqsVoD6w2Aa37okkugX78KQkOViF9hoVHeHWj4ckU8hmoOOwwgpfwNCPDU19rx7ruqwcu18Kg6WrVKcS6W2bNns2DBAhYsWEBICPToEUvXrpFs2vSHy3PU0BrXvoPi4mJuuOEGOnTowNatW/36WdyRlZXFu+++W1X9pOST164NDBE5HCquC+mMGbObTZscrFix0ykd4Y0wi4uLWbZsGfn5eQQH+7fRxt/QF7/eUAPZAetwGDHsK6+8iYsuuq5avF4nOc2hIU0KrtPw1G/zABv1GoLzzruY2Ngon/oSAlVxoj+XPi5NBIGwYEtLoWPHrgwffg8lJaro3pNHUFscX59z3bWvvS5dxgmKIEJDVV4g0ERgHlk5ZgyUlg7nhRdUVX5RkTqnJ4RHAFRIKd1rVo77yMqHHsqgtLTmeElYmGtVz+DBg+ncuTO9e/fGaoWjRw9TUlLkTCJreCsltdvt/PXXXwwZMiSg3kFGRkY1tU6HIzCSCHa7IS8RE1NdR8XbBp+UlMTQoUP517/+RUSE/2PC/oTeqIqK1NCF6dMfC9h7VVaqMJ4QMHr037n88jEu96u+ACPRqaE3HPMwFH3uPXkLdUEgQ0NgnN9AhYbMm2FxsTZcVH+AeX0KUbtBotepnmGgSTYhQcXpQ0ONHoz6JpfrCpvNKE1NTu5Cy5YqYVBUpAjQbg/8XAJfPuYGIcQ4wCqE6CiEeAn4IbCHVTt27665TNRqtTJrVibXX28khF955RU2bdrEpEmTAPjggyU8+eQbtGzZyuW5tU3d2rNnT0DlJbw1qQWiec1MBAsWjGfjxt+c99XUQJOQkIDVauXo0aMkJoYSFhbGfj3d5gSD/gw2mzJZ9+wJUJs2xrnUG417tZAmWvdwkbmxTFun7kPnT0QiWL58KcOHdwEMj0BK/1qx2iZavvy/LF++0jlXOCjI9byFhdVe56/LXvXzIiLUj861tKxZASQgMBcL3HDDCzz//FqsVkWoOmEcaK/AFyK4G+gGlAELgKPAfYE8KF/QurX3zTosLJxZs97mhhtqLu28+upLueGGW7C5XWE1ddJqBFK0zFuTmr+b13T8USelcnN/oUxfzagN1NuFtWXLFiorK5k6dSplZWWUlpbS3FNXzAkATQRJSarr8MILrwjYe2lxwNDQSrZuXcGRI66KKd6UK83nWZdEmss+T1QiCAkJpaBASa2Wmxrz/ekV6NLpjIzbmTNnGqDCa0FBrp+tLhPK9OYbHt7w+QQNhTlPoP/XVU86zBjoPIEvVUPFUsoMKWXfKpmHDCllIyiP14zHHptBcHD1bz42Np6ZMzMZPTq92sIoLy9n3bp1rFqlBLt0vNZ9sxs1Kp3nn88kvqbyAwInLzFjxgxC3ExxIfzfvKZlvJXgHJx11kA6dOjivL8mN3vBggWkpaURERHhnIzVoUOHRk2o+wodWomLUwuif/8LgMDMeDCagPJ45JFzyMp6zeV+X0Jo5t6ChhKBv+breoLFAj17DuCHH1TOzGRD+G3jKi83rOEePc6lZUvVgpSUVF2ew9cxnGYpjkD1WNQF7kQQE2MQgQ6DHXePQAjRSQiRKYT4Ugjxjf4J7GHVjquuSmfEiEwgFRDExSUxe/a7rF2bx6hR6R5H182fP58ePXowdOhQVq1aRb9+/bjllhuqLSCLBW69NZ1t27Yxc+ZMkpKS8IRAyUukp6czf/58UlJSq9RQU2nWzP/Na3a7uni1RzBz5qs0a2ZcJd4urKysLCZMmOAUk9Pqnv4cNelv2GwGselkcSCSxtojCA+XdOs2kDZt2rrc74uWvblJSm9SZtnnusA9F+FPaI+gZcuWWCyGYQH+IwJzqmzSpLfp1WsKoFRdzbaSzeb7+Qm0XENdYSaCY8cOMX58J/LyVIhWE8Fx9whQqqO/Ag8BU0w/xxV2OyQnpwM7SUxcykcfbXFWuoBnN7Fdu3YIIQgJCeHnn39m9erVfPzxx9U2vOhotahiYmJ48MEHueuuu6q9VqCF09LT09mxYyc//ugAdgL+72C225Vyq8NhxEo11EXu+XmektkagQyZNQRBQcaaWLz4C378cY1LKMNf0Bduq1ZJvPXWD1xzzS3O+8yaQTXBajWIQCcrtUdQF62bZs0CW/Wij83sdfg7YWxeZkePmlVdXT3WxhjnGCiYiSAsLIrdu7dSUaHybQUF/s+5eIIvRFAppXxVSvmzlPIX/RPYw6od5jK9c865iNhYY8V728QuvvhiHA4HeXl59OrVi4svvpi//e1vLkRgs7m6jqA25QEDBhAaGup33fyaIARIqbKPga37FR0AACAASURBVFB2tNvByO/u45NPXnfeV5ObXVtILNAzgesDs0ewdWs2n3zyeUAuLr0m3YkVfA/R6CoScA0NmX/7gkCXPmoieOKJ+7HblVupk+X+IILKSoNYiooqKSoqdyEC8xo92YlAFweEhgbx9debGDBAlZAWFyuv/UTwCD4TQtwphEgSQsTpn8AeVu0w6t+VBW+2DnypHjj77LNZunQp8+bNc3HF4+Jcnztx4kQ6duzITz/9RIsWLXjnnXcaTTgtJCSYgQPVqS4v97/4lMMBB6pGDhUVbeDFFw21j5qIoLaQWKBCZg2BMaglCyEe4emn/4+ePdP8HsYyQkPVcyy+blY2m2EluhOAr2EN96qjQEATwbJln1JZqZIj69erjctub7g+ltkb+P77FVx3XRx5eepc6FJPjZOZCMAg/2bNoH37zsTGKkvWXEIayLnlvhDBDahQ0A+oWcW/AGsCd0i+QUlQq5WWnf2ly0LwNWlkRliYWljmkFJWVhaZmZlUVNFxY8fA1YhFSVCQMl39LTxn9ghCQo5w+um9nffVdA49ic9pNNasgbrCZoP169XwHSlV+eiePf7/PjURbNz4ET17xvH115857/PVI/Akg1BXjyAQksnu0EQwdepTxMaqNt3SUiNhrsMa9YWZCA4dKkRPutVdv02RCLQXp6MSRUVGLisQoUwNX6qG2nr4Oe6dxXY75OQoJbbvv3/GZdHXZs1arVZiYmIQQpCcnExWVhZhYdXLyDIyMqh0ix80Zgz8wIED7NplJzxcmYH+Fp6z2405B8OGXUVW1ldAdc0bd6SnpztHTIImrMZRZK0vgoJgyZIM3Ifv+PP7NM9+ljKPI0cKXEaf1ke9si4eQUKCcX8g9XE0dL/DJZeMJiZG7WDl5a4aOfWVT9cDk0Cd19NOG84dd6hqv9at1RrVRORr7uVEhtkj+OST9/j114WAIgJNiMeFCIQQU01/X+1238zAHZJvUBUvavG1bm3MeQsJqXkTO3DgAA6HgyNVKzQnJ4cJEyawaFFWNauiMRu7PCEqKgqbzeK0fAJBBObZrxq+eFR6xoCUksrKSqSUjTproK6wWCA/P7Dfp91ubHzjxt3E2rV5DBo0FHCdO1AX6M22NiLQIxu1RdlYkh/upY8VFa6ea33nE5SUGN6Elrbeu1eRalNKFGvoPEGzZrB27Y9s2bIEUJ9dn8/j5RFcY/rbXSp6WACOpU4oK4OSEpWNe/HFD52312YJRXsQhvdmFTZWY1dNEMLYmAPpEUREHHXe3hjW5PFAQkJgv09zT0ZSUjCxsfHOYUbehOdqg9XqKnPgiQiCggwC0L8b6zsMCoK//tpMcbHSgy8vVxaslkTQJcp1hbk4QuexdKI4OblpEgGo63348DFcf71qetyzxyDF+pxHX1ETEQgvf3v6v9FRUKCshJAQ18HPtV0AeV6mwHuyCo/nvF2A22+/nW7dmnPkyA4gMESgE+4vvjiMRx+9G2i6RDB+fHW5bX9+n3a7YQGbexFrGqdYG9zDHp68XXN1kM2mSKexmqSCguDrrz9l9+51gFHdYvYK6tOvoYmgpESR6+efz2L9etWl3RQ9AnNeqG/fQdx88yhAjeKtqFDnoaIicAnjmohAevnb0/+NCofDSHJGRTlcNq7aXOI4L/3knqxCcyy8MctGNbZs2UJ+/iHKy1VNYmGh/0YB6uaffOdQsX0kJiY7u3CbItQgokys1lSn3PZLL/nv+6ysNL6fhQufZvLkG8nLO0hkZP0Tt+6dwcHBKgxk/o7cy1TNhlGgERQEXbr0ICFBMZ8mArPRUtdZGmbpZe0NbNmykbKyJIRwNGmPQKNZMzUGVBd0FBUZU9oCgZqIoIcQ4qgQ4hjQvepv/f8Zvry4EGKYEGKzEGKbEGJaDY8bLYSQQog+vryu3W4skNzcn5gyRbFnbd2FWVlZFOiyDhOCg4O9WoXHa94uwAMPPMC0af9H27ZpgHITDx3yT3OJ3a6sroKCLCANIXbx3nuv8dlnJ15XsL+gwjPpJCSo4UMrVuxk9Gj/fZ9mj+CHH/7NRx+9TUVFeb3DQhruG11kpFFH7yn30BiKmRpBQXDuuRfRvXtPwLNHYJaJ8AXaG5DS6Mvo2PH/ABvt2lW4yJ4HUkKjMWFWnS0sPMbKlZ/TrJmydvfsMcg0UOEhr+krKWWD7EIhhBWYC1wI7AFWCyE+lVJudHtcM+BeYJWvr22ObcN+oqNV6VptIY2MjAynHIIZzZo1OyGTnBdffDH9+1/MmjXwxx+u1QMNrZKw22HBgiyknAAUI6WS3548eQLR0ZyQ56Oh0Buy+WLyZ2+G2SN46KFHqajIIykpvsEblSeL12JRtfSNMbSkJujP5i5F7R7GLCryffi7JoLDh43Pt327mn531lnqjTQRaHG+pgCbTZ2/vLwD3HPPCMLDXwHuYPfuwCeMA2k79AO2SSm3SynLgfeBkR4e9w/gacDn3tnKSoMILrjgCp56KhOonQi8VYfk5594Q9c1hDDiy5oI/HHx2+3w+uvVyylLSk5MiQh/QIdQCgoK6dQphOzsv/xKBKWl6sdigREjhnPVVTfSokU9mlrcUFPo43hbw8qSldhsalHqtVlaalSkgaqm8tUr0ESgr/HycvitSh29b19cpuY1hbCQhjbumjdvwbnnXkLbtmpDM3sEJyMRtALMGrx7qm5zQgjRC2gjpVxSlxeuqDAWWXy8ICRErYbaiOBEqAKqCzZv3sz48WP544+vAf82liiJjuNbHtvYMBK2oVRUlLNr13a/ykzoqGNERHXd+4agMUM99UFJyRE+/VTJk5jX5l9/GZ6BWRLGGwoL1eZfUaFIQ5/PP/5Q5BAfn0dsbHmTyw9oaCKIjGzGW299wbXX3gwoIqisVJ5sWVlghtQctyUmhLAAzwP3+/DYCUKINUKINbm5uVRWGovKXP9e26I43lVAdcXWrVv56KP32bFDSTv50yqorISoqJOLGBsKo8fExssvf0K7dgP95hFIaSYCyccfv8t33x330d6Ngvj4aIKClBm/aJGkSuUdKWHbNuNxJSXGOXJHQYEy7nQIxNyV/NNP6o9Dh+YAwiXn0hSJAFQkICVF/c7JUde8Lk0OhGpuIIlgL9DG9H/rqts0mgGnA98JIXYCA4BPPSWMpZSZVbMQ+iQkJLhUu7z55g1s2/anT8qMx7sKqK7o1q0bnTufRuvWajCtXgCVlQ0vI1uwIIvS0ur1qCcyMTYU5olrXbpcTmVlpN+IwDzpLTzczqRJ13HvvTf758VPcAQHC777bjJdu8KxY4I5c6BKodxFcgLU3wcPqnO1b5/6Oz+/egeyNvRycuCHHwAcnHWWDZstyKVctqkSgZQSKQ/TooUDKdV50OeorlVYviCQRLAa6CiEaCuECEY1qDlNJCnlESllcyllmpQyDfgJuFxKWauOUUWFQQQlJVsJDQ33OVZ6PKuA6oq2bdvy++9/Mm7cTYBhLTW0jOzdd7OYMmWCsyxVIy4u/oQmxobCTATZ2fDFF1mcfXYaFouFtDTfBeg8eWR2u7F5RUZKRo4cx8iRgZuEdiLBZlODYjIyYNAgtT5/+sm4X1f4aRQXKyLQzWdHj7reb+7QXrAA7HbB+edbuPvuRwGjbyIo6MQPm9UFZiK49daRXHttLFFR6uRt326cE3PXtb8QsNMopawE7gL+C/wJLJRSbhBCPC6EuLwhr+1wGC7mVVddQ8uWrY570ixQEAK2bVMlnv/6l4VBg9JYvDirQeGh6dMzKCmpblaEh0c2WRLQ0PHlKVP68txzN7F3bzZSSp8FBUtLPce6zV5qXFwQc+ZkMX/+G34++hMTZhmMc85Rt60xmXP5+XUre9RhoU2bYPVqRd5XV4nchIdXl7VoKtCfKyhITVoMD29Gy5aqhHTDBmX86a5tf5eRBpRPpZRfSCk7SSnbSylnVN32iJSyWvBUSnm+L96AlK7iXnfddQ82m63JEsGsWU+zePEtQDYg2bs3m+nTJ/Dee/Wv99+zx3MyeO/eppkkNkMTwaFDv2G3u7pVvgjQHT7sWR++rMwggqioxlH/PFFgscBLLz3BtGk9KSn5jPBwleDMyTEes3ev9+e7Qxt5H3+sfl98cSklJZsoLMxvsmEhUOcxMVGpqz711Dw+/fQoI0ao/oz16xUBBCo8dNI5VlIqV9JdXqKpEkFGxjTsdtfK2pKSYh5/vP4lnsnJnpPBrVs3zSSxGUbFiedyoZoqpkpKjNJG9zp5He4AiIy0U1Z2xClf3tRhtcLBg/vYufM3Cgp20FPtXaxebTzm4EFXYvCEkhJFpgUFKnS3bp26xpOTv2Ty5C5kZt7SZBPFGuHhehqdlaAg1TgYF6f2vN27DSI4dsy/paQnJRHoBSXlPl54QU3NbIpEUFOYYt++XfVyD6WEKVNmEBrqWj0VFtZ0k8Rm6HLO6OhUj/e3bp3CsWPqgisrM6o1cnJcY91mIigrc5VcLizcSdu2MQwbdty1GRsFFguMG3c7s2atYciQCfTtq25fudLVcs3Orp4v0MjJgd9/hy1blOX7xRfq9vPPh/BwBy1bdqR581SX6YFN8ZrX0FIvQsAZVToO69erNaaH1OTm+i9XcFISgVpMWZSX9+LNN2cxaFAa77/ftKQR9IB4b0hOTqmX1ntZmdLcueOOTCAVECQlpTJzZibXXtu08wNgeATnnTeD4ODqZDhp0gwOHVJWaU6OqmzxFOM2JzR1Et+oGiojMjKSZg3VljiJcPrp3enUqTfBwaH06KG6uHftggcecC0h3bFD/b93r+oP2LxZ9RvoKiNQ53vlSj3rAPr2HcXs2Vu4/fbZzmR/U5hBUBOOHDnElCnDeOih/i5EIKXrQHsvGpouKCoyj6T1jJPuVEoJS5aoSVO6K3bv3mznptlUkp01DYgPDQ1n8uQZFBerxVAXy0iHNtq1SwfS6dIFFi1STVCnQkxbewSlpYkMGHA1mzZ9R27uLpKTU5g8eQajRvm+fgoKVOhCf02aGHr37sp77x07Jc6nhsVi6HwdOPA7ycmvcOjQE+TlJTB7Njz7rNHQV9vm9eWXimj791cyGhpJScbfTTEsZEZcXAxr1y6nrKyU9u2PAlH8+acySHJz1RAiMIyQ5s2rX7+6b8MXSZqTkgiWLvU+aaqpEEFNseq//z3TuWEVFtZNbVJbtr/9thdoRX7+jwQHD2zS1pUZmgi+/PKfwPt07z6Y++9/lL59B9G2bcc6v97BgyqUYZ7/3LbtqUGqZlgssGzZW/z88zLCwqLYvDmTc85xkJPzBtu2wQcfwE031f46paXwtWqk57LLjNuDglylvZtyWAggONjKP/+5hMOHU4mJiaRjR9i6VXlKQ4aozV2TYVGR+j8uTn0PpaVqX6hLiuqkCw0BHDvW9KURvHX3BgeHM2CAQXalPis0KWgi+OMPNUgkL+9/Td7NNkNbpVarEipct+5bHnjgZqZNu6Ver6fb/UtLDfe73XEf5Nr4sFrhxx8Xs2LFu7Rs2ZG77nqPHj0G07fvf7Ba4auvXEtKveG779TG1rkzdKzi5XnzbmfSpNNYufIr5+OaukdgtcJZZw2hQ4f2WCwWLrxQ3f7f/7qqsmpUVChDJCfHmNVSF5yURBAa2vSlETwPiA/n1lszXSZA1UV7pKJCPdZuh/LyZADatlUb4qlCBNojuP76Vxky5Fbn7dYGDmE4eFBtYKGhsHJlFueddx6ZmZkNes2TCRYLXHbZLdx886v07TuKPn1G8vrrN/P++5dx0UVFSAnPPac8A/du7vJymDcPbrkF3nlH3Wb2BmJi4qmsLHFRDj4ViAAMxdwBA1RZ8q5dqr9CTy7zF066y19KaNFiBtnZRo4Amp40gg5xZWRksGvXLqRMAWZw1lnq9uJio8OytNS3CVjaG1BdnSr4etNNtwGnDhGo85TFBx9kUFy8i+bNU7njjhncfLNvIUVtebVu7Xq7TogmJcGePdv53//+xzm6u+oUgLJgh9O+vXFbnz5XAJILL9xPVFR7Fi6ExYtVWWiPHup3ZKTKrezcaTyvY0fo3RuWLcukoGA3Q4cOZNWq9+jWrafzMU09NGS1Qm7uft5882UOHnRwzTUzGTpU5fOWLoUuXRQhdO3q20TB2voOTrrLX0qw2fRFOx4oJyUlhZkzZzSZ/IBGeno66enp5OWpeuLycvUTGqqsz/oSQUGB4VrqDa2pTiVzR3a2KjTQifi8vGyefnoCEREwZkx6lbekLFxPF9jOnapqIzHR1SrdtEn9btUKxo69kWHDzqG1O1s0YVgsapbwihUfsW7dOvr1+xv33LPAef+oUdCpE7z6qpJL2L7d9fnNm8N996n1qJvxVq58jz//XM6VVy7j++93OB9rszUtaQlPsFrB4XDwxhsziIiIZcyYGVxwgeCTT1SI7dAhlTPZuFGF0Txd/1rx9eDB2udunHREYHTXpfPZZ+l0765U+poyrFYICiqnvDyYiRNPY/78TRQWGhUVvrqIZWVG+VlurgOwYLXuBNJOGY9g5crqhQbl5cU891wGZ5yR7qJ7ExWlhqno4Sfl5QaBHjgAbaokFUtLDYu2dWtISWlDjx5tOJWgifPTT19gzZoVhIfH0aZNN5fHdO0KTz8Nn32mkpm9ehl9Gv3749IjAHDllXdQWHg+7dp1drndH9LeJzqsVkhMTOK++x4jKKgzUjqIi7PSrx/8+KPKuVxzjbqmN2xQBkhCgiLJ0lK1+ZsJoDZD8aS7/M1t1i1bnhohDXWRSYqKoLi4g3NDSklRm1RFhfrCa7LqKyrURXfsmCICu90C5PHGG/dy9tmfnBLnEeDIEc8FBbm52dXEz44erS6IprF/vyLi4GBVzqcTxa1bN31r1RP02uvevQ/79u3issvGVlVT2dm790+aN09l//5trFmzmPbte9Onj5IbW7fuK1q3bkNU1GnVXu/668d4zAWYZSaaKlQzmeDeex9l/37D0Bg2TBHBsmVw5ZVq/dntKnewu2r6S32azE66JVtZqTa10FCIiTl1iCAmRgdFP+exxxQh7tljPObAAe8ToAoLVWMUqPyAUXGwm9TU9i7zUps6WrXy7j56kuX2BrtdWWIlJaouXhNBair85z+f8Nxzz7F58+aGHu5JA71+Hn54NitXZtOzZyKtWsHs2cOZOvUMFiyYxvTpvVi06HF+/vkjQEktZ2aOZ/LkLuzYsdbl9dLSPCeEg4N9i4mf7BDCOKeJiUZOpGNHVZ5cWGiU2WpoHbb64KS7/LW+RmnpNoYO7XhKEIHVCrfdZuH009WC2LFDbeYHDhjlo+XlRulYcbGxIA4dUhuV/v/wYaOhp0+fnjzyyPNNPvFmxuOPzyAkxNVPtlqDufzyB7HZQr08yzOWLcvi3HPTuPJKC9u3pwFZpKbCBx+8w+TJk1m/fr3/DvwEh7s3GhSkQme9e3cnOTmN9eu/dN539tnjAEW83boNoU2bM0hNPdN5f3w8hIYeZfnypWzd6jLi/JTwBjSsVjh27CjLln3Kn38uBBRB6Iqqd95RMt01VQ06HKqDe86cmt/rpNtGjVb/jdjtlafEJmaxwIUXqlDQU08ZmiwDB6rNv21b9Tiz7IEQylsy1xNr/XdNBAkJOv/QuJ/neOKaa9LZuBHefjuDvLxdQArnnTeDsWPrVmiwYkUWb7wxgfJylW+QMhuYwK+/wvDhl9O2bQqdO3eu+UWaELx5lFOmzGTatKc5fPgIK1asBlrRvHkXAMLCmnHHHW/x+eezeP31dGbMeIPg4Eji4uD33//gxhsvoUePfixevMr5HqcaEezZs5MJE0aSktKOF174G2VlcNZZKmT57rvw6aeqUOGOO1SoHNTmv3o1fP+9uk93H9eEk44ItAV8xRUDueWWj08Zj8BqhVdfvYmdO/sAE9m0SRFBfr5yo907WT0Nr9EksWWL+q2TnafCOdQQAoYMSadPn3S++EJZVfWZW/zBBxlOEjBQzGuvZbBr105stuv9crwnC7wRge7PiImJZvjwoU7RyPJyFdqVEh5++F9s27ae3Nz76NmzPwBBQcGcffZQOnbs6nyt+PhTJ4QJ6prv0KEL5557MV269KBzZwebNlkoL1caTCkpMHeuup7//nd1PUdEGFPfNBITlXjfwoXe3+uk2wI0EZxzTgJduyacEpuY7vxdu/YzCgt3AhOdm3lFhUoAu1dceMKRI2qBqA7PCt54ox1XX/0lAwd2CdzBn2Aw50O6VH3sNWsKePDBi+nc+WE2bRrBkSMqDn3ZZaqd3xz2KCtTgmnKm6iO/ft3nTKluGbomLa3MEVlZSUOh4PDhw+xceMagoKCycuLpFevgdxxxxQqKyto3TrN+fju3fvw7rtGJ3FEhPo5laC89SDefnup87bTTjPE57p1g2eegX/9S02E08liUIUMw4apyqyEBHXumhQRlJerE9StqjLtVCECqxUGDbqO/fv3sW6dg+xsCyUlqpQuL893IvjmG32xLkbKPSQmJp1SoSFzEi41VXVuHjsWy86dmezcebrLY//5T9W8c9FFavKWwwH/+Ieq0IiISKGoKLva6ycnp7Bly2YsFgupqakEN/UWWBO8EcGQIZ3ZsWMLN954D+HhkbzyykznfePH/52HHnq+xtfUZbynGjwZFOHhKgSkpfgjI+HOO+HWW1XusKJCrem6Vq8F1NESQgwTQmwWQmwTQkzzcP/tQoj1QojfhBArhBBdPb2OOyyWdUyY0IWtW/84JcS9hFBx/BtumM0DD3xA27YWpFQiVGCM9vOG8nIVKywpUUQAcNdd5/L668uJioo55YhAX2AWi2piCgsrBM4EbAwfrtzt++5TltS+fVm89VYa48dbuO22NHbtygKyKCo6Vu21g4PDeeCBGQwbNoxOnTqRnV2dKJoyvHlC6em3A9CtW0969hzA2WdfQNeuZ5Kc3IZbbrnf43PKy8uxWCTJySqEdCpc5+7QNoSUkgMH9rFhw6+A6hlwv2aDglTDXrduKmRksajn+YqAEYEQwgrMBS4BugJjPWz070kpz5BSngk8A3g3DZzIp6LifLKzN3HddRf5PHD8ZIf5i+/USf02h4d27vQc6z5yRLXyHz4MCxZkUVCQBlh4//3+FBTsxmY7tS4yi8X183btCuPGfUJoaBpg4aef0ti4MYv+/WH06CxstgnoMaEORzZwE0LcDOS7vK7NFs/kyZmMHp3O1KlTsVgsxMTENNrnOhHgzQK96aZ7+eabLYwefQNDh47g3Xe/ZsmSX1m+fDstW7ZCSsmKFV/z5ptznJvXHXdcSZcukXz77VeeX/QUQGioOqd//vk7Awa04p57xgIqCtK2reueYLdX8vXXr7s8f/bs0ezY8atP7xXIwEo/YJuUcjuAEOJ9YCTgrAeTUprbdSIAHygsG1D+54EDOU1uDoE32Gxw4MBWfvllCYo3z+ebb1QcMDJSlZLm56vFU1mpQkZBQYY08ooVWSxdaugz5eVl89hjE2jWDO68s2mfOzPMHgGo8/LOO0b1T15eNnPnXsu8ebdRXl6ClO6xjgqP3ldERCSXX56O1Qp33HEHvXv3JkGLxp8i8OQRCAHBwRZOO60jUqq1qcNHNlNc9957x5Kfn8fll19J27ZtKCkpoLi4mOhTMSZUBSHUddy+fRfi4xNJSmqN3W7HarUSF6c8pf37Vc7qww8fZ/HimQwcOIaIiBiys39j7971/Pjjawwd+jpxcTW/VyCJoBVgSl+wB+jv/iAhxERgEhAMDKn9ZV0vzKY2h8AblN77a3z22fPExLShY8ddbN0Kb70Fd92lHlNRYVQKuctOLFiQgcPhWuVSWlrMk09mnHJEYLZcPVf/QFmZDzV3Jhw9uovQUInVqtyNfv36Neg4T0YEBxvhDKtVbWKRka7n2+FQpY92u7pfCJBScPXVowkKCqJlSwtxcbBy5QqOHTtG2KmgJ1EDIiKgqCiE1av3I9xcd63vlJAgefPNHYDEbt9CSko/wsMtVFYW0a5dklN6oiYc91SrlHIuMFcIMQ54CLjB/TFCiAmokWQe0ZTmEHiD1QplZYUIITh8eDdCpGG1zmDlynQGDIA+fWp+fn6+53O0d2/TP3dmuHsE3qp/6gopJRdemMTkyQ8zdepEv7zmyYaoqNqLFlSXfPXbX3vtNZf/hRBE+VIB0cShyRIMEsjO/ovExCTCwlRjZFCQYO7cf7Fx4ySnQmtS0hn88MNun+XVA5ks3guYlbdaV93mDe8DozzdIaXMlFL2kVJ63O6a0hwCb1i0KIv//e9dZwy1oEA1MEEWixbVnCy228Fm83yOYmNr8RmbIKKjDQupeXP/rZ3c3AM88cT0UyZv9f8ReAih1qseZL9ly1puu+0KzjgjiiVLPjQ9TrjIdAshsFqtSCmZN+959u3b7enlnQgkEawGOgoh2gohgoFrgE/NDxBCmGcDXgZsreubNLU5BN7wj39kUFrqGsKw24sRIoMdO1QbuTtWrMjijjvSuPZaC5WVhUB166Cw8Ngpt3FFR0P37ipsMWZM9SH2dYWqi1A4duwoEyZMOOXOqT9QVFTE0qVL+f7777nwwguZPn368T6kEwIxMapZrE0byVdfLSA42Mp7733LpZdexbZtf7J160avFULbtv3Jyy8/wS23eLSxDUgpA/YDXApsAf4CMqpuexy4vOrvOcAG4DfgW6Bbba8ZEhIhLRarFELI1NRU+e6778pTAUIIiUqmu/0ICVJ27SrlO+9I+eqrUo4fL+WFF/6/9s48To6yzOPf3xzJzGRCSDJEYAgTA4nci5AVV/JBViAbUHFkEZYMoICwym0c1IUV5EhggUVZzsxym0WOzSrsagBBdMUDDHIoGl3MJAskQMIlCQlJZh7/eKszlUn3TCd0V3dNPd/Ppz5TXfVWz6+fqree93zeuVZb21Tgmo23tra2Sv+8RHnxRbPubrOFC83uvdfstNPmWnPz2KJsYAgCrgAAEg5JREFU1X+rqal1m5aII4880gCbNm2aATZ9+vRKS6paVqwwW7LErL39WAPs4ouvt+5u22SbNq3dRo7cym6//T4DFliB96psS8PVVYidd55iDzywgIaGTVeJGsrsuOMEXnih0Lj0scDVNDZ2sHZtLgb5BMIIq8GRtNEygEOdpUv7ghe+8UaYj1FfD0ccUXgcrVSL2care9TVDWP9+rUF0mfLpqVgzpw53HTTTcycOZP6+nrGjRvHAQccUGlZVc1ZZ32Ju+++izvvfIjdd98TCB3yI0eGjuaenvW8++67jBgxAklPWoHm9bLWCMqxTZ68r3V3my1bVirfmg5uvXWuNTYOVMIfZjDXamrM9tnHoppCcaXarJVely3btOTU3W3W2tqW1z6trW12/vkb1xqam8faaafNtZaW/NdkzaZOsixatMgOP/xwmz59uvX29lpvb++g1zBAjSB1IZz++Mcn2X//Hfne97LVBjtjRgezZ3cNMApgLaNHn8f118M55xTfCZqVPpY4hSbQdXbO2jASI0djYxOdnbM44YQOHn98BYsWGd3dxvz5K5g6tYOjj55FQ8PG12TRpk6yjBkzhvnz5/Pwww/z1ltvbTK0dHNJnSMAWLr0BWbOzFaHXG0ttLd3DNjc8Oab/78hJsvRR8+ipmbgoWPjx7fR1dU15Odg9KdQnmlvD862tbUNSbS2tjF7dhft7cE+TU191+6wQwjoddZZHVx6ad81bW3ZtKmTLKNGjWLevHksWbKkJDPYU9dHEHWaAtDW1sbi3BpuQxwzWLIEpk6dwEsv5W/7b2lp45prFm/4fPzxjaxbtyZv2tbWNpYsWZzJSJkrVoQVnkrNttuGmd2OU40M1EeQyhpBjixMJMshha2zcxb1BaLErVmzkltuOZWTT27hmGPEunVrkGqoq9s4fWNjE1/5yqxMOgEYOLZSQ0MYVrolQUMzFGjUGWKk2hFkYSJZnFzz0OWX38rWW4/d5PzKla/xwx/ewMqVGxYlxqyX3t5eRo8eu1Fzx1FHZbfpopAjkKClJWzbbReagoqlri5bi6Y4Q4vUPrpZ7JAbNSq8bNrbO3jqqRW0trYVdV1vbw9NTc0sWtTLY48tpr29I1Ohp/tT6IXd3Nw341gKKzsVuxhKFhZUd4YuqXQEra3Z7JAbOTLEIs+VaJcuLb5pLJ62tjZ8V1bJVyPITeXvT0tLcTUDD4vjpJmKB53bXPbcc1+eeGJBZjvlclEd33knrIZVqOO4P9tvH5rRhg8PJd2s9g/ApqX3XJNQvgiNUlig5uWXwzKV+Whq8hqBk25SVyOorfWRGbnminzj3vNRXz+Mzs5ZDB8e1jLNshOA8PzkOnZrasJon4GagHLNRIXi7Y8eXR6djpMUqasRZP0lBn3j2XPj26+88jxeemkJtbW19PT0IGlDEKrRo8dywQVXc+yxHYwe7R2aOUaNguXLYcyY4krztbUh9juEobxvvx1CeWy11abLBjpO2kidI3CCE2hqglWr+pzBueeewurVITqpmdHY2MTs2V3MmNHBmDGDL0yRNUaMCIv4NDcXf028EOK1AGco4eXDlDJyZF+n55VXnrfBCeRYvfodrrrqPMaNcydQiIwtKew4BXFHkFIaGkJTRUND4dFDL76YnQl3juNsOe4IUkx9fejoHD8+/8S6rE24cxxny3BHMASYPXsWTU0eAdNxnC3DHcEQoKOjg66uLtraPAKm4zibT+qij06ZMsUWLFhQaRmO4zipomLRRyVNl/QHSc9L+lqe8zMl/U7Ss5IekVRc8BzHcRynZJTNEUiqBa4DDgV2A46RtFu/ZE8BU8xsL+A/gcvLpcdxHMfJTzlrBB8CnjezRWa2FrgL+FQ8gZk9ama5AfC/BDK0HL3jOE51UE5H0Aq8EPv8YnSsECcB8/OdkHSKpAWSFixfvryEEh3HcZyqmHMq6VhgCvDRfOfNrAvoitIul1RcyM3BaQFWlOi7yonrLD1p0eo6S0uWdRbsgy2nI3gJGB/7vEN0bCMkHQycB3zUzAoE+u3DzLYplUBJCwr1olcTrrP0pEWr6ywtrjM/5Wwa+hUwSdL7JQ0D/gG4P55A0geBOcDhZvZqGbU4juM4BSibIzCz9cDpwIPA74F7zOw5SRdJOjxKdgXQDNwr6WlJ9xf4OsdxHKdMlLWPwMx+APyg37HzY/sHl/P/F0FXhf9/sbjO0pMWra6ztLjOPKRuZrHjOI5TWjzWkOM4TsYZ0o5A0vsqraFYJKVizStJYyutoRjcnqVFUslG65WTtOT5arPnkHQEkpolfQuYL2mOpCMqrakQkpokXQc8IOmMaCQVkqrq3kQ2/SbwfUmXSPrbSmvKh9uztEhqkHQD8Gg00ONj0fFqtGfV5/lqtWdV3cxSIKkV+DYg4DDgJ1R3DKOZwFjgs0ADYTgtZtZbSVFxJE0Cvgv0ACcCy4FzKyqqMG7P0nIiMI4w2bMbuEVSQ5XZM015virtOeQcAbAGuMnMzjKzl4F7gKcl7VVhXRuQ1BD9rQOGAXea2UIzuwJYHpUUK15KiLEK6DKzTjP7HWEk2DJJVREbyu1ZWiQ1xz8CvzCz18zsVuAXwOwonSqhLw9VnefTYM9qyRhbjKQPSLpRUiOAmb0G/DiWZDwwEfhDBeRthKTJkv4DuEbSlGiuRTPwN7FkXwCOk7RDpUoJkU03lKjMbCkbx4FqAnYxsxcTFxfD7VlaJO0s6R7gNkkflzQ8OjUuluwc4NOSdjIzq8TLKy15Pi32hJQ7AklTCVXCUwhNAkiSma2KJRsGLC4mfEU5iR7aOcAzwLPAaZJOAv4F+IKkFgAzewGYC5xcIZ0fB/4L6FS0hoSkOjNbGUs2hspnMrdnCYlqS98CfkvIU58EzgfuAA6TtAdA5KzuI2rKsoTHn6clz6fFnjlS7QiA1whtbpOBEyS15THkB4E/AUg6uYLVxZ2AVWZ2uZldA9wEfBpoBG5g4wkkfyREa61EdfEVoINg069Kajaz9ZJqYlp2A56L9M2QNDlhjeD2LDXbAW8Cs8zsPuBi4BBgEsHhnqe+ETkPAKUK/Li5pCXPp8WeQModgZn9nrDmwfPAD4GLYJO24IOAsZLmATMI7YmJY2a/BSZIOiA69CzwCPAVQtC9MZIukHQU8HlgdXRdoiUEM1sALIxs+gBwY3RKMS1TgW0kfZfwkluXpMZIp9vzPRJ3imb2EiEC8CGxzzcAsyNHuwq4UNLnCbWu15PQmEdn1eb5uIZqtmdezKzqN0LVeavYZ/XfB0YCzwMH9bt2PqG0dWRCWluA98X1ATXR/hnA3Ni5vYGbo2smA8cDDwEdldCZx6ZbEUo1fx07N5zw0n0SOCoBndsBH+l3rBrtuYnOKrbnSf2O1UZ/Pwc8Fju+NaHjdW9gNKF5464E7XlSgXNVk+cJa6xcCQyrZnsO+jsqLaAIQ3+dELTuLuAb0bGafmlyhj8b+J9o/5joJXxgglr/GVhIWHbzsri2aH9nYB7w2ejzWEJQvm0Ttmk+nYVs+nXg0Wh/evS3PUGtzxFK0vtEn+MOqyrsOZjOarFn9L+fBGYWOF8D/Ag4O3bsDmCPhG05oM5+9qxYnicMRPgtcC1hkEL/PFQV9izqt1RawABGHkGITno38D5CCe8tYEJ0fpMSbLT/RpTuZqAhIa0NwGUEb79NpPcdYEzugYilnUZov9wHOAp4FNixGnT2Sxu36XrgbeBqoD4hrTVR5ppPqDp/CRhRTfYsQmehZ7QS9rwy+p+b/L9+2vYljG9vB46NXsi7JWjPgjoH0JxonqevRnpNoZc6fbWWitqz6N9UaQF5DLh19LcOOBCoi537d+DEAteNIjiOZ4H9k9Qa7W8X2z8Q+A6we4GH44vAv0UPRdm1bq7O2PmWyOZPJa0zduxaoDN6aR5QbfYsRmc12BPYlbAu+EhCoepE4MP90udecJ8CLgT+F5habTpjaRPN8/101gC/IRSmdo90fI5YoYq+Wkui9tyi31ZpATGjjY0y00PAmcDOsXMiDAl7FNi7wPU1wF4V0rpLdLyOUEJdDPwr8AShupp7IOIl2dpq1Rm7vi6hDBbXeQawa3R8Z+C2aH8mocR9NrBD7rmooD2L1llhe54Z0/kNQkf0z4ELCCNVjo89nyq3tlLojF2fSJ7Pc9/3jI7PBr4ZHf9HwsTA2bF8VlNubaXaqmLUkKQPE6rWK4BLCB0wZ8aS1BAejLXkWe4SQggBM3u2zFILaT010rAe+DUw0cy+TCgFzIz0Y7EJTWbWU606YxrXm9nPEta5Q0zn88CfJdUCHwDOAvazaOKVRbkt2k/ankXrjGmshD1bCTUmCLWVi4CDzexCwsJRp8b0GQnxXnTmSCLPF7jvJ0Wnc02S95rZHOCrwLZEE8asisJwDEZVLF5PGElxlZndBRsiRx4UzcRbZ2Y9kiZG+8sVAkoNy6WvEq0NwLtmtmHBaTP7vqROwkO+2HVuls56wvj6PQlV/z8R2o9N0iQz+z/XWbTOg6P7/paZXZxLaGb/LWkm4eWW9Dj2NOs8JDr3E8Is9n0inb+JJjKmxgHkSNwRRLMANyp5mNlCSS/Ezq0jNA3FZwYeBDRKuoNQ6vpqlWldE79G0q6EEsQSYKnr3Gyd64BnJD0G/NTMHpL0fsLa12UdFz4Ede6Uu++xa3cj3PfFVM99T4vOidG55yVdC3xNIZ7VREKturucOstBok1Dkurjhu43UWRV7NwEQukqTguwB2Fc7n5m9uMq1Tpc0nGE0U4/MrPPmdla17llOs3s62b2ULTfbWaXWggb4Tq3QKekOkmfJgzHfsTMToicmevcsvv+NKHZ6jHgfjP7hIXJY6kiMUcg6XTgYYUY3J+E0CYZn40X258IPB4dO0LSKELY3glmVva1PN+LVkIAsQcJbcTXuc73fO+3Lae2rOkkjLT5CfChar7vadEpaXsze93M5pnZzeXUWU7K7ggkjVFozvk74J8InS6fjarPGzpUJO1lfZ0ruwGTJc0HPkPoD1hoZqtToLXWzF4tp9YM6fx7EmhvzZDOIwkjWV7v3wTjOrf4vq8vl75EsfIPvaolRArMjfmeCNxGNHad0Mt+B/BTYHtgR+DPhLCyic1gTZNW1+k6XWd2dCZiizIYt44wsWZ87FhzbL+GMGFkUvT5EODUft9xQkIPQiq0uk7X6Tqzo7MSW6kNvSdhfPorwHcKpNkV+EGBc8NKqWcoaHWdrtN1ZkdnpbZS9xGsIEz134UQIngagKTaWC/8doQ1WpG0n6JFuyXJyjhqJcVaXafrdJ3Z0VkRSuoIzGwZcLeZvUFoa8ututNDCBMB8FfAMElXEKZn565NbFZjmrS6TtfpOrOjs1KUfNSQ9Y1CuQNYI+nM6Hhv5HkPAD4GvG5mHzGzR0utoVjSotV1uk7XmR2dFaGc7U6EYVmPR/t7RX8PJ9ZZUy1bWrS6TtfpOrOjMzF7JGDwB4B3CZH5Wir9g4eCVtfpOl1ndnQmsZVtQpnC4tyXEHriTzezwywW6KyaSItW11laXGdpcZ3pJTeRojxfLh1KiGPz7qCJK0xatLrO0uI6S4vrTCdldQSO4zhO9VMVC9M4juM4lcMdgeM4TsZxR+A4jpNx3BE4juNkHHcEjuM4GccdgeMMgqQeSU9Lek7SM5K+rNjqVQWumSBpRlIaHee94I7AcQZntZntbWa7E2LUHwpcMMg1EwB3BE4q8HkEjjMIklaaWXPs80TgV0AL0AZ8GxgRnT7dzH4u6ZeEmavdwO2EEMiXAQcCw4HrzGxOYj/CcQbAHYHjDEJ/RxAdexP4APA20GtmayRNIix6MkXSgUCnmX0iSn8KMM7MLpE0HPgZ8Bkz6070xzhOHuoqLcBxUk49cK2kvYEeYHKBdNOAvSQdGX0eBUwi1Bgcp6K4I3CczSRqGuoBXiX0FbxCWNSkBlhT6DLgDDN7MBGRjrMZeGex42wGkrYBbgSutdCuOgpYZma9wHFAbZT0bWBk7NIHgS9Kqo++Z7KkEThOFeA1AscZnEZJTxOagdYTOoevis5dD8yTdDwhvv2q6PizQI+kZwhLI15NGEn062g1rOVAe1I/wHEGwjuLHcdxMo43DTmO42QcdwSO4zgZxx2B4zhOxnFH4DiOk3HcETiO42QcdwSO4zgZxx2B4zhOxnFH4DiOk3H+Anb+5GkoPrerAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "step 6584, {'val_loss': '-1.0654047727584839', 'val/kl': '0.0002335252647753805', 'val/mse': '0.006818015594035387', 'val/std': '0.06158881261944771'}\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "step 8779, {'val_loss': '-1.3153259754180908', 'val/kl': '0.00018677482148632407', 'val/mse': '0.003928155638277531', 'val/std': '0.046489667147397995'}\n",
+      "Epoch     3: reducing learning rate of group 0 to 2.0000e-04.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "INFO:root:Epoch 00004: early stopping\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "INFO:root:\n",
+      "                                  Name           Type Params\n",
+      "0                                model    LatentModel  798 K\n",
+      "1                          model._lstm           LSTM  207 K\n",
+      "2                model._latent_encoder  LatentEncoder   98 K\n",
+      "3   model._latent_encoder._input_layer         Linear   16 K\n",
+      "4       model._latent_encoder._encoder     ModuleList   32 K\n",
+      "..                                 ...            ...    ...\n",
+      "70    model._decoder._decoder.3.linear         Linear   65 K\n",
+      "71       model._decoder._decoder.3.act           ReLU    0  \n",
+      "72   model._decoder._decoder.3.dropout      Dropout2d    0  \n",
+      "73                model._decoder._mean         Linear  257  \n",
+      "74                 model._decoder._std         Linear  257  \n",
+      "\n",
+      "[75 rows x 3 columns]\n",
+      "INFO:root:model and trainer restored from checkpoint: /media/wassname/Storage5/projects2/3ST/attentive-neural-processes/optuna_result/anp-rnn2/anp-rnn3/version_2/chk/_ckpt_epoch_0.ckpt\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "0a497d45603b464f9dc46cb4302aed2c",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0, description='Testing', layout=Layout(flex='2'), max=234.0, style=Progr…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "step 2194, {'val_loss': '-1.3857086896896362', 'val/kl': '0.00048115666140802205', 'val/mse': '0.004232240840792656', 'val/std': '0.07312013953924179'}\n",
+      "\n",
+      "None\n"
+     ]
+    }
+   ],
    "source": [
-    "name = 'anp-rnn'\n",
+    "name = 'anp-rnn3'\n",
     "\n",
     "params =default_params.copy()\n",
     "params.update({\n",
@@ -630,11 +1193,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 14,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2020-02-15T07:46:34.055683Z",
-     "start_time": "2020-02-15T07:44:53.900Z"
+     "end_time": "2020-02-15T09:29:14.568668Z",
+     "start_time": "2020-02-15T09:29:14.505166Z"
     },
     "scrolled": true
    },
@@ -662,14 +1225,302 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 15,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2020-02-15T07:46:34.058166Z",
-     "start_time": "2020-02-15T07:44:53.900Z"
+     "end_time": "2020-02-15T09:55:16.783205Z",
+     "start_time": "2020-02-15T09:29:14.572380Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "INFO:root:gpu available: True, used: True\n",
+      "INFO:root:VISIBLE GPUS: 0\n",
+      "INFO:root:\n",
+      "                                   Name           Type Params\n",
+      "0                                 model    LatentModel    2 M\n",
+      "1                 model._latent_encoder  LatentEncoder  609 K\n",
+      "2    model._latent_encoder._input_layer         Linear    2 K\n",
+      "3        model._latent_encoder._encoder     ModuleList   32 K\n",
+      "4      model._latent_encoder._encoder.0  NPBlockRelu2d   16 K\n",
+      "..                                  ...            ...    ...\n",
+      "226    model._decoder._decoder.3.linear         Linear  147 K\n",
+      "227       model._decoder._decoder.3.act           ReLU    0  \n",
+      "228   model._decoder._decoder.3.dropout      Dropout2d    0  \n",
+      "229                model._decoder._mean         Linear  385  \n",
+      "230                 model._decoder._std         Linear  385  \n",
+      "\n",
+      "[231 rows x 3 columns]\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0, description='Validation sanity check', layout=Layout(flex='2'), max=5.…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "step 0, {'val_loss': '1.5840158462524414', 'val/kl': '0.4973420202732086', 'val/mse': '0.25478214025497437', 'val/std': '1.0546205043792725'}\n",
+      "\r"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "beef055bee3c426d932619b4ecf337ef",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "step 2194, {'val_loss': '-1.2122845649719238', 'val/kl': '0.0010215543443337083', 'val/mse': '0.007163152098655701', 'val/std': '0.07716882228851318'}\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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4HC5EANC/f3/q6uq46qqrWLJkic9jBw8ezLvvvkteXh7p6el89913fPjhhzT4EJX0ws+XZNTQUM3AgePp3/9YhBCUlu7kiy9y+e67r1yOCwXpKpzBfT+hB4RZeun33oMePWDcOPNzw0QQOKxW9TKuwPbtU+9mRGCxuHpmVVVBXFxoGzgPBdrjMaRhJIJQmLzMYLFYHMbYAQMGcPnllzN27NiAzo2MjKRfv36sXLmSk046iYSEBB+/o959SQTduvXh/vudrqsjRpzCddctY8KEMS7HhcK4DxPBfkKvVN0no++/h9deU5PP2LHmRVPc1Umh0CFCFb4MczabGpDG+q/V1a42GCmVPSE9/eDeZ6ijrR5Dq1dDYiKMGBH6EoGUkpEjR9KvXz9yc3MZPnw4//jHP3ye8+9//5sxY8YwZMgQx7ZzzjnH5zktLa5OIoGiZ8+B9Ow50KNGeSi0ZVg1tJ8wIwKrFd54Q31uaoKdO83PDUsEgcNdGnCHmUTmjnDQnn+Poaoq+PhjRRCbN8MTT6iXtmnpdg4Vbxcj1q9fz7Zt29i0aRNdjf7EXiCl5A9/+ANDhw5ldxsKCRjHrS/JyOalw9XWul4jFNoxLBHsB4wJ54wT0RdfKL20xqZNMGiQ5/lhiSBw6KRy3mCxQKdO3veHoWBsw6YmTx/45cvhs8+UJKAlgLo69TkxUb3HxKjtxpKWoYCRI0dSVFRES0sLERFqjVtVVUVFRQX9+vXz8CBqbGxkypQpVFZW0ru3MxvOJ598wquvvsqpp57K5Zdf7vE7xnHra3GyePE0du78gTlzXmP48JMA+OGH9ygvL6Rr12wGDVKiQSio2cISwX5AE75RbSElrLQn0tBxLFu2mJ8flggCg82m2qotEoEZQqUISDBhnHRKSlz3SQnr7VmSN292TUKnvbWMqqRQmMCMiIqKIj09naysLMe23r17M2DAAGpNCoEkJCTw1ltv8b///c9l+/bt23nllVdYtWqV6e8Y/7evPllamk9lZRGdOnVxbMvNvZ2XXrqeX3/d5dgWCuM+LBHsB8wMxfn5aoB16QJXXglr1sDWrWogrV8PJ57oXFG1tLiuqsKqC3No9YWviSdMBIHBWLfBnQj27lXZMuPjneTbqZOSAsrKoF8/TxVoqKNPnz7U19dTV1dH586dAzpn8uTJLFu2jBEjRpju1//bvT/W1SlPtuH28luLFv1IRUUhKSnOvOjjxl1ATU0pNpvTEB0K7Rgmgv2Amevo99+r92OOgdRUyMyEPXvgzjvVakoIOPVU5/EWC2jnhFDoEKGIQIggHCsQGPQKtrzcsz032CspjhkD556r+u22bcpmoCUC4wo41Prr8uXL+eSTT7jooos4/fTTAdi4caPX4+vq6oiNjSXa6GUADBkyxMV47A79v92lgRdeUCq1229XDiKRkVF069bX5ZiZM53p1CwWpxdbsNVsYdXQfsBMItBEoF1Ghw1T71qkds9/5W40Cq9aPaGJIKwa2j9oA++3337O5ZdPoLjYNfe0njNHjoT+/eGEEyAtTW3TRBDK0cVff/01S5cuZdOmTQEdf/fddxMXF8ezzz4b8G8Ykx8a+6PFAj/8oD5/801g1zLaGoLdlmEi2A+4SwR79qh0tImJTgI4+mj1npqq3t09iNwNxmH1kCuMka+BqIZ8JQDr6NDtl5MzjV9+Wc2bbzryP2KzKacGgNGjnefo8h+6wEooq4ZmzZrFs88+yymnnBLQ8TU1NUgpPTyMLBYLb7/9Nq+//rrHOcbxaeyPGzc6ieGHH+C3337kiSdm8P77j7mcb7W2UlW1j5qaMpexH+y2DBPBfsDoOpqXl8s99/QFImhp6ct33+UC8LvfwcKFsGiRUgvt3u0Z4m9EsDtEqCFQ46TFokjYm2EewhKBbr/XX/+S229fzqxZDzr2/fyzausePZyTP5hLBLodg72KdceECRO4/vrrGW1gskceeYRRo0bx6quvehz/4osv0tTUxPTp0122WywWzj//fK655hqPc4zj0ygRaGkAdKnKOlavfpNff3U1OH/44VNcf31PVqx4wMV1N9jjPmwj2A/oh/fhh7k8/3wOzc1q1rJYCnj++RwAJk3Kpp+9FkV6upqsdu/Gsc1dImhtdRqTw3ANYjJTDeXnq/qw06crQx2oycqsDcNEoN5HjDiKurqjHO2Rnw9PP60+T5zoeo4mAmPJxZYW1b7BnrwCQXl5ORs3bvQaJxBj0lGSkpKYPn06KSkp2Gw2hysqmBOBzeYkgmOOgbVrobT0KG6++XWSk3u4XDs5uQdJSWlERUW7jP1gawLCRLAf0A/v5ZfnOUhAo7m5gTfemMekSdmObX36KCLIz3cSgXtkZ6itsoKJ5mbX9tCft26F7t1VPYcXX1QGzX79lIEOFLmGydQTeuLSq3qrtZX6+kYeeSSJhgZl17rgAtdzkpNVxHZ9veqrCQlOog01Yn3vvfeIjIzk5JNPJt5eEf6GG25g1qxZLnEC/iCEYMWKFab7zIhg504ViJeaChdfrIhg/fpEzjprJgMHup4/aVK2Y04Iq4aOEDgLVO8y3V9e7rpdT/5GO0Fzc7gwuDcYpQFQ7bR9O8yfD4sXqwhNbXw3rlh9ZYINtcnrUEIVoW/hb397iAULTueaa1LJzX2Rigq18p8zx9NzRQjvdoJQa8urr76as88+m0pDruesrCzGjBlDqjbS2bFjxw4mTJjAzTff3KbfME7Yeqzq5KZHHw29e8OQIarv3nMP/Pe/3q/V1ORsw2BLBGEi2A/YbOrVtWuW6X737ZoI8vNdjwvlIJ1gwizJmS4/u307fPSRcyAZ87y3JZFaR0JrK5SW7uWJJ+5k48ZPaWysZc8e1YD9+rnmajLCXT1kNBiHEhlMmTKFKVOmeEz6ZtixYwerV6/m559/Nt1vtVopLy/3qEtgnLBbWpSR+JtvVNtNnaqI86674LjjdiMlvPGGzae3m7YRHtESgRDiTCHEViHENiHEnSb7s4QQnwshfhRC/CyEOPtg3s+Bhs2mBsXMmQuIjnbNVBgdHeviMwzQt696Lyhw7VCHQ1bHQw2LxVMtJKUSuzXeecf52UgEYYnAHK2tEB0dzSWX3MrZZ9/KM8/sZvToPwEq3sUb3CWCUK0A98orr/DRRx8RFxfn2FZYWMjdd9/N448/7nLs+PHjycvLY9GiRabXmj59OmlpaXz88ccu291TeC9bpj6ff75SV4KODbgd+AmLJcIRnwHQ0mLhnnuO5y9/UQZt3VePWCIQQkQCS4CzgOHALCHEcLfD/g9V1P4o4BIgcIfeEIDVqgbXpEnZnHjiUqAPoPKZjBt3kYt9AJRbaVoaNDfncuONfZk1K4KbburLu+/mulwzDNcU0qAmnz17VPSrThljJIowEfiG1aoWH9269eTaaxfz+98vpmvXXuzZo/b7quboK5Yg1NuzoqKCBx54gJdeeslle1JSEhMnTuS4444zPa9r16506dLFpdA8uI7PbduUzS8tTUkDRgwZMonevVWcho4tAoiKiiE//wd2796AxdLg6KvBVg0dTGPxOGCblHIHgBDidWAaYCwMKgEd950MFB3E+zmg0Ann9GTUuXM2kM2YMS+xZ8+9rFr1Glu35jFz5gIXQujaNZeyshyqqpQ+qKysgMcfz6FHD5g+PdsRVBZAhb0jFjabp32gtdUpDUyapNJ11NSodpLSkwg6ehu6w7iKN07khYUSELzzzu8ZP/4loqI89UPuRGCcG0OFCFpaWmhpaSE+Pt4luVyvXr2YP3++S/6hQLBs2TLTMpfGmBYtIfXq5alWO+OMOYwcCbfdpvpta6tKRS+E4J57viQ+Ppno6NgjXyIAMgGjz1ahfZsR84HLhBCFwAfATWYXEkLkCCHWCiHWlureGGS4Rxfu3QuQy8aNc+zGY0lZmXIjzctzrvj37JkHuLoKWSwNPPLIPMf3jq4eqq/3nGCMRDBuHEyYoD6Psdf4qKhwHmtWBtS4ryNCt0dR0W4KCrbT3NxEayvs3SsAG7t3L6eo6BfTc3UNBy09hKJE8M0339CpUyePYLLU1FT++te/Mnv2bMc2KSWzZ8/mpZde8ljxa3irdazHfV2dWoio6+3l4YensmKFqyo4M1O96uvhyy+d7TZw4HgyM4cSERHpYngPZlsG21g8C3hZStkLOBv4pxDC456klEullMdIKY/pZox2CSI0g+t3lcBrHlarq6VSu5Fq1NWZexgVFzu3d3QiMEkUicXi9LYaNUq5OZ55Jlx1lfJ0qa93naCamtSzKShwvV6oTFyHGrptnn76fnJyBvLlly9TXKwmtuTkRv7614/p2XOg6bmZmUq6Ki7WnkfOfaHSng0NDcTGxpLkXvXFBGvXruXll1/mjjvuCKi4vRF6vNfVOcufxsTU8uOP7/Pbb986jquoKKKpqZ7x41UDvfACXHediiEyIlQitQ+mamgPYHTe7WXfZsQfgDMBpJTfCiHigDTALS9i6EGvDPSkrSQC/26kaWlZlJUVeBzTo4dTdO3IROCtBnFVlWrzhARljIuNhSuuUPtSUpSYXlmpImNBGfKKi9V5xcUqd4425nVE6Dbt1KkzaWl96Nq1N0V2ReyAAZ0YOvQEr+fGxam227dPtWXv3sFPkuaOs846i6amJlpNBs/evXtZs2YNw4YNY+DAgQwfPpyXXnqJpqYm04AygK+++op58+Yxfvx4Hn30UcC1/khtrXOB0bt3D044YQU9e6qiI1JKbr65D1ZrK3/7WxONjbGsW6cWi199BcOGvccvv3zNsceez8iRExy/abWaVzI8FDiYEsEaYJAQop8QIgZlDF7pdswu4FQAIcQwIA4IDd2PHxgzEOrCHeDfjXTmzAVERLh6GMXEJHDNNU6xsiMTgbcsorpovVkm4ZQU9W60ExQWKhLQKChQ1w6VFeyhhJTOVfxttz3K00/nM3bsORQWqm2+PIY0dDyWXtGGaixBlMlMunDhQs477zyWL18OQKdOnZg9ezbXX3+91+s0NjaSl5fH+vXrHYs+44q9rg5KSlRiq1WrnmDs2Kn07q3SVre0NJGU1I3ExFS6dInl8stB/9T338P69R/z7rsPs23bapdFTzANxgeNf6SUrUKIOcBHQCTwkpRykxDiPmCtlHIl8GfgeSHEn1CG4yulDLWuZQ6j0UgXUe/adQG1tTkuUcYxMQkubqSTJmWzdm0Bq1cvBXaRlpbFzJkLmDw52+PaHRHePH60DcBM8jcjAncy1WoiHcvRkaBdb8FV2tI6/4wMG598spTCwo1cccVTLikV0tOVFNCrl7LRGIkgPj70iMAMkyZNYtOmTfTy5RrlhnHjxvHFF1+QkZFBba2SivR/bWhQ/amsrAlIpGvXOCIjnVNpTEw8f/ubq9/L4MGqRklJCWRmzmLmzHQGDz7eQdLR0Ueuaggp5QcoI7Bx2z2Gz5uBie7nHQ4wqoY0EQwYkM2xx8Ibb8yjvHwXXbtmeXgN2Ww2Vq9+GKgCGrjxxh8ZOnRiOLrYDm8SgS6iEigRmKGx8fCYuA40jJO/bl8pnVHZvXtHsHjx/VRWFnHmmbcwcuQgKiqUmiIzU0ljWiLQUkSoSQQPP/wwn376Kbfeeitnnnmmy74ZM2YwY8YMAP74xz/SrVs3rrvuOp91jVNSUjjpJFVesrhY9R0tjeoMt1Iqd6rzz7+G1auXU1z8K6eccg2dO3vaMSMiVB6iTz+FysrjmDnT6baqieCIlAiOdJi5ka1Z8zgbNtzLSy9VeT1v377tREY2YLVWA8kUFZUydGg4zQQ4A/TcUV8fmERg9BwyQ7A9M4IF3aalpXs544wxZGSM5MILP6OkRLVd375wzjl/RghBQkIyvXsrm0BzsyKD6OjQVw399NNPfPLJJ1yhDUcmqKysZMmSJdhsNtPMohpSOms0W61O8tSCkrYNaGNxenoKjz/+CNu3f8+wYSeZEgHA+PGKCL7/HmbMcLo3Nzcr29cRKxGEAhoa1KtLlwNriDFKBNqjVcqdNDWpXvL44xeyefPnXHrpw0yefLXjvPT0Qbz6ajNz5lRTXg7p6acBoeM9EEx4UwtVVTkHnxkR6IwC/iSCUJm0DjV03yopKaaysoTExFJ0md6TTlJG3+xFpiQAACAASURBVHPOuRVQyeTi4tRLIyZGqYgiI5Vk1tQUetHFf/3rX7niiisYNWqU12Nqa2t54YUXKC4upnv37i6xJo2N6v/FxKgJvroann/+SYqKSsnJ+SvR0dGOVDBNTUrPX1t7OiDo3BmOP34Ww4efTOfO3dm48TNee+0Ofve7s5gx437H7w8bpsilqAi++WY93brVM3jw8Y62DOa4D7b76EFHdbUS5Q50KUOjRKANmdOn/55bbvk3AFu3fkNdXSVLl17DTTf1JS8vl7y8XG66SUUU19SMAXKpr090XEfDWAWpI8HbM/JHBIGqhjqqRKAnmqFDR7Ns2R6uvXYFq1erbZMnux5r1r7R0WoR1bOnar89e0JPIhgyZAhnnHEGGRkZpvtvv/12+vTpQ2lpKXfeqbLdGHN8KeOv6oPV1ep/LVjwAI8+uoCqqnKXa1VWVvHggzOxWgXx8ZLoaDj77D9y6aUPkZ4+iPLyQnbuXEdpab7LeZGRcOyx6vMzz/yHpUvVAlG3ZVg1dBChJ9jmZlWI+0BBu5Ipo5HaNm7csfTrdyx5ebnU1zv1FGVlBTz33GyEELS2qqfe0lIA5LBmDRxzTLYjBYAWP42fOwrMksW1tLi66vkiguJieOYZOOooz7z60DGJwBj9HhkZSWJiBtu3q3YdNcrpUiulZOfOH9i48WcGDrzSxb9ee1j27q1IoLDQGch3uLTnkCFDSE5OptHQyaqr1ZwgpSIFKZUbuP5PV175R6S0ERMT63KtkpJiunUbT2kpJCd7xiEcffS53H//auLjPV3cxo2Dzz+HmJjL6Nt3G+AkgrBEcJBgs5nXFT4QsFqdKy1NBDoU/4035jkmfOfxLR7boIFvv73d8S2UC4MfbLS0eI8fAMjPzwX6snRphEPC0tBEUFUFq1bBf/5j/huHy6R1IOGeuK+1FX77TX0fP9712EWLprBgwVUUFxe6bNdE0LOnei8vd/bVUGnTxYsXs2TJEq+5ga644goqKiq4++67HftaWtTiw+hEYPw/c+bM46ab7iY5OcXlehkZw7jhhg8BpwG5pcVCcfGvFBZuJjExlYEDx5GZOdTjPkeO1DUdBnHhhbmO+zDeazBwRBOBcRAcSCLQqhurVa0kGhshOrqVRYvGsXTpNR51CHyhpWWv6T12NCJwzy2kUVamyoDu2pUDFGCWuiMlxTW+YN8+8/YzBgR1FBjHwKuvPs+LL95AYaHKjdDDUDxLCMG4cRdw7rmzaG52nUw1Eeg2rq4+8Aur/YHVauWOO+5gzpw5HpHCul9FR0e7uMXqvlBX51kcyhf0pK0NxbpNtm7N49Zbh/Dyy95jE0Cp2HQBJa2eM1Y6CxaOaNWQ+wpbR0M2Nbkaw9oKY54hbSiOi6tg5841lJcX0K1bFiUlntHDZoiIcEbzGO+3o9kIzIhA62vfeGMeUppXgDv55Gy6dFE54JuaVMnFigpFID1cqwR2OBIA1z715Zf/5YsvVtC588MAuHtP3nHH8wwe7HkNnVBNT3o1Nc4gtVBo0+bmZu655x5KSkpcIoW1yscsCFEvFBoavCcnrKgoY/funaSl9aCkpJiysn3063cMVmt3amrU1JmcrI7t2rU3PXv2p1evTFat+hf79m1n/PgLycwc5nHdceMgLw/WrZOcd56kuVkRlCanYCRLPKKJwN0Ns7lZpSaoqdk/IjAzFKelRdC//5mkpw/m+OPHsWhRDo2N/pYaCSQkOAuIG++3I0kE7lXaNDTJ+qoAl5SkJipd66FnT0UE+/aZE0EoTFyHEsY+df75N9G79ym89poylhmJIDFRpeEwg7tEoJOtGQvZBxPx8fHcc889HtuNrp9m+8B3n1i27EmeeeYB/vjH+RQUbGfFin8ye/Zcli1bSGrqUuAah80qPX0wK1duJzUVZs48j3Xr3iUra5QpEQy1a4y2batl06a1jB7tTJRnswUndUeHUQ2B6rj19fvv+mZ0HdX2gf7907jzzv9y5ZVPMmtWNgsXLiUx0WQpYkdERCSwlIaGbMf1OppqyGZTRmBv/v+aCLxVgBMigm+/zXWpT6wn/717TU8JiYnrUMI4BkaMmMyECXOwWpXLo263qCg1OUVFqdX1L79scLlGdLRapRpVQxA6EoE36IhqMzVWIOOrT58BjBw5lpSUNEaMOAqAZcsWAtDcrBhASwTR0cpGGBkJp502i+nT55qSACiHh6ioWqAzJSV1LilAgtWeR7RE4D7h62Lo+6t2MQsm06ur5GQ1oKZPz2b69GzefjuX22+fTWur82ZiYhK4+OL7eOut82lqUm6PXbt2PNWQ9tc2Q02NczV33nkLWLYsB/f03TablYceymHTplV88cUHlJXtIiEhC1jA3r3ZHtdU5xy4+z8cYCSCpiYn6RqlgYQE1WellEyYkEFlZTlr1uwjLc2ZpS8mxjnpaQ+uUJEI1q9fT0REBIMGDXKpTqb/u8UC7rnlAiGCiy66kosuutLxfeDA4eTkTGPixMuoqDiH9eud5NizpyJLi6WJ88+/hJ07fet3srLi2bEDMjLOA4IfXdyhJILGRtUpdPGX9sKMCFpatvLxx89SXLzG5djp07M588wLHEastLQ+XHPNUsrLC2lq2gQ41UsdyWtIG+q8objY+XnYsGxgKSpllSuamhpYvvw5e0ZXSUODcsvdvDnX41joeESg+1RDQz0ff5zL+vVbAFci0HOnEIJBg0bQt+8g7rjjKqZPH8+PPyqLZnS003W3ttZ7FHgwcMcddzB69GiPspJGInBHe8bXxImnsnx5KTk5LzgkAi1Z9ewJd92Vw7BhCdxwwyS/18rMVGtw3c+DLREcsURg9J/WME4C+zMhGI3Fmgh+/PFvLFt2I08/favLsY8/Pp/PP1fpljIysrj0UpV7KD19EBERqhdoIuhINoL6eu//UUtJGuXljUA24O2huY+eBnbvnmd+ZAisYA8VjAuegoJ8nnrqMj7+WCUA1q7OoJLHaeTmfsbnn/9KbGw869d/z549+YCa7CIjlS1BSkUGoSIRZGVlMXjwYIYMGeKy3RhD5I62jC+r1UpFRRmRkZFERysC0HaS5GSVkC8yEiZOPI3U1DTOPPMC/JVN0cV+NBEEO6jsiFUN+cvXsz/51I1FafQk3r17FHv3JtG3r7O4x9tv5/L00/ehE6oWFe3i73/PwWqFKVNuoLgYPvzQeY1QSUl7sCCl8vXv1Mm8+IyGURrIy8vl5ZfvRJWyEHhO+uaw2XaZPuMjsV29wTgGbLYYjjvuEoqKJlBT4yoRGIlAp3GeM+f/+MMf/sTAgUrPbfQc0tW5QoUIli5d6vhsseji8a5EoEtFagRCBGVlJZx77lj27lVpWnv37seSJTsAp0ozLQ3HpD916gzOOediWlpaiIhQixlv81BU1E6gH2vXbiE7e1jQI7WPWIkgECJoK2prVdItPYk1NqqHLQTcdNOjLFtWw+LFyxzHP/roPNyzalsszoplejB2FNVQVZUaQEVF3r05bDankTgvL5fnn8+hvr4QRQCes7j3ClNZDmnNiCOxXd2hJ2hjf+rWbRA33/wvundXGTW9EYHG8OFjOPro4x3BVGaeQ6FiLNaux1KqvmNU3WqUu2aJCKgfJCV1dpBAUlIyKSlptLSoa9XVqQVN9+6u7p5CCGJiYoiKgj59fF1bibwVFarxg60a8isR2EtHjgEygEZgo5Qy5CuI+fMMai8RGM8rKVEPLiVFrTZiY107RVGR74pleiWhJz5jmgkdtHY4p5mQUg2ayEg12Whx2hfq6pyr9jfemOdS20EjMjISm81GRkYWJ598Nv/5zz9cXHWFSEDKBbz5pnpmp50GRx/tbNcjHXV1ahI0FlTXk6V7FHxEhHMF7QuaCLTBOFQkAovFQnl5NEJE0NKi/ndjozNzqEZjo2oDnWYmkPEfGxtHXl4BqalpxMcn0Nraytq1sE1lhmDAAN9tl5YG+fnmvzVqVF/7fWS5ZCkIOWOxEGKAEGIpsA14EFVf+AbgUyHEd0KI2Wb1hUMFB1oiMCuhqNMf6FWSe6fIyPBesWz37k088YRySTO6Oh5JnkOlpc7arsYcLr5gJAtv8QM2m40dO2zk5eXzwAPP2l11VQrSxMSuDB26FMhm1Sr4+Wd47DG47z7Vtod7mwaC5mYVKGVsy5KSSpqbGx0rYy0ReIunKS4u5LnnHuZf/3oecPZtowtpKKRLf/rppxkyJJF7713kUNc0Npo7hBjtToGO/8zMLOLjVUVBKdW6WafoGDjQlWzdIYTKemyGrl1TSU0FqzWCsrLgSwS+JvIHgFeBAVLKM6SUl0kpL5JSjgbOA5KB3x+Km2wP/HXStk4IZpGvmgg6dYIbb8zinHMiePLJex37b7ttgaMTacTFqYplSUldAdWj9u513o9RZXI4qzH0ZNRWGCevtDRzItUE22xn5tjYOOrqlF/kwIHjOeYY5TraqRNMm6ZWsVu3wrvvdhwiANdJ5amnrueKK1KpqVESmp6gEhI8zwfYt6+Ihx66g3/96znASRju0cXBlggKC/fQ1NRIQkKS49k2NZmPf72Ya+u40u2pJ2stEQwa5D+1fUqK931Gg3HI2giklLOklF+ZlY6UUpZIKZ+QUv7D18WFEGcKIbYKIbYJIe402f+4EOIn++tXIYT3ii5txIGWCNwnNV2rGJRbnVJhSHugmML06SqwLDOzD0IIMjP7sGjRUk46KZvOnbvz2GM/0qWLDavVqR46UojAW20BX3B3KZ05cwExMa4zVXx8AhMnnsaAAVGMH69SDn/55YeO/cOHn8zkyTB7Njz4IFxyCdx8s9r39tuwc2fb7+twgpnUo1ymrUREqDqdqalOlaM3iaB3735cffWfufbaHCIinF5D7tHFwe6jDz/8OOvXV3HBBZc7tukcYGbw5a1mhtdeW8qQIYJBg2LIy/uM1lbYoezFDBjgGZ/gjpQU7ykjoqLyAcjPbwi6aiggryEhxPFAX+PxUspX/JwTCSwBTgcKgTVCiJX28pT6Gn8yHH8TcFRbbt4XDiQRtLZ6GjeNRJCYCI8/vo3U1FIGDXLNa6ADy4zYsgWqqyNITx9ERoaSLPbuVVGxxt85nFev7SECo30AVH3npiZ48cV5wC66dcti7twFpKSk8e9/v0hdndIFTJx4Gtu27SA9/WjOPVdlc50yxXmd4cNh0iSV3+Whh+CEE/bjj4U4zFwlGxrgj398kw0bbCxc6N9QnJoKcXHdePDBR+naVaWdttkUaRhtBBB8IrBaoXPnZI/t3mJUGhrall7mxx+/BaC1tYXq6gaHGic9XUcI+z5fk6dZ4OSuXcuB2ygoqMNqTQhqUsRAjMX/BAYAPwH6sUvAJxEA44BtUsod9uu8DkwDNns5fhbw1wDu2S9sNv+TaFs6sJlaqLXV2dk6dYLExC4MHtyFxET/1+vSxVjmDjZvVuLhmDGuE2iwB9n+oD1EYGZMjovLBrIZMQKeekrlw2lqaiI39zPGjj0egHPPncmECTMdNXjNcNZZigi0WH+kwlupT4CyMiUGGGMIzGp0JCSoyUtPSpGRqr/Hx4eeRODt971tb2nx3zd1nETnznDeeVcB/ejSJZ3U1ONYtUodM9DuJe7LRqCRkeEMwjNiyJB+fPcdNDQkOO4tlCWCY4DhZioiP8gEdhu+FwLjzQ4UQvQB+gH/a+NvmCIQI1ZbOrDZ6qK52VU1BIF5X4AigoICuPvu49iz5yzgHofv/JFABM3N7evQZkTwww/qfexY56CLi4ujpKSY004bSlHRLjIysrj22nux2QZSU1PGscdO87iOfjahVmLxQMPMLVerSXQf07rpTp08V8eRkc5V7q5dBRQWFtKjx0iiopKJi/PMNxTsPnrVVdk0NLSycOFSU8nADNr9u6bG+X9qa9X/jo9Xnj5lZTB6NPTrdwIXXugUIY32AQiMCJKTYcQIZacyEvUZZ1zId99BY6NaPQbTHTcQr5+NQM+DfB+XAMullKbdSgiRI4RYK4RYW6qV6T4QyGA3Zh/01Zm9ZcZ0lwj+8pdRnHbaQHbu/M3vb8fHq4lp1671NDaqlBTac8hIBIerasis0pg/NDd7is+trbBunZrZ3nlnomOCevvtXObOzWHPngKklOzZU8C9917N/PmTePzxC0yvrwPLjnQiMJMI8vMLmDv3GL75Zh3gJAKz6FfjYuaKK65g0qRJbNigzjMSgSbtYPfR999/m/ff/7dLrQEjzAIX9T3v2uX8XFAAGzbA9u3OehY7dniWP923T71n2rPHB0IEoOaInm6zqDbYa6eTYBKBV4lACPEuSgWUBGwWQnwPONYbUsrz/Fx7D9Db8L2XfZsZLgFu9HYhKeVSVLIZjjnmGL9N5R5Ism+fCu5wF4OtVjVpRUV5jzL2pmt0txEUFm5CSulR1MMbkpNh6tS/UFISS16ekwh0FamoqOAPsvZAyvYRgXvAD+gVVCywGSG2O4jg0UfneaT4tlrVQ4+NNXeD0c83FFweDwaqqswTKkoJJSV72blzHdHRyoVFJ0gzqog0jEQwZswYLBYLMTGq4ePj1RiKiFBSRmtr8CWC55//N2VlNSQkmNehLS01L28KavyWlyuDrx7LxnWmCn7cysMPn0OfPmP405/eciTtS01VfaotcT5duyry0UhMbAZiqKyUSClCVjX06H5eew0wSAjRD0UAlwCXuh8khBgKpADf7ufvOWAc7EVFSkdaW+tJBDoNsreOAt69D1panLrXpCS46KLbEaLcJXYgIsL7g+3SBS6+eD6traq8YmmpMwOhxaKzQQbwZ0MIjY1qYLVnsi0tVZHEb7wxj7KyXaSlZZGWtgDI5tRTMznjjM8cqy9vgXogWLWqll9/9dxzJEsENptzVemO5mbo1Wsk9967mvvv7wsoIkhNNTd0Gr1gnnzySUCt/isqlEQQEaGkgqoqtT3YRHDKKed41fm3tPhuF1Dzg69VfUnJTvbt286+fduR0ikh6CDStiA2Vs1Bet7YsGEFcBatrZ2prw9ugJ7XvyKl/HJ/LiylbBVCzAE+QqWNfElKuUkIcR+wVkq50n7oJcDr7bBBeIV76l0wX9k3NKhJ15svtY5U9LZPi52dOsENNzzkKI6ikZjo3V1Nk09UlApT37dPRSpnZqp71kW1DyfU17ePBOrr4eOPVToJHUlcVlZAWVkOAFOnZtOzZ7Jj4GVkZLFnj2cFuMzMLK9+2/rcI1Ei8JUFVFXj60RKyjhaW9UCJD7ee6CTmZ1Lk2hkpCIKTQTV1cGXWn0RkcWi2saYf0hDLwh0zWJvGDPmDH7/+8cZNGiCI7NAp07qev5cR82QmuokgqFDT0SIfUjZmaqqELcRCCEuEEL8JoSoFkLUCCFqhRABJAsAKeUHUsrBUsoBUsoF9m33GEgAKeV8KaVHjMH+wJhsSncUM12h1kl7mxx8eRe4q4bMBlCnTt47S3Q0rFqVywsvXEd8vFI8uhuMDzciaOskW16uPKa2bfOWTqIBuIJt21RKab1yu+suz0C9+PgEbrttAUL4nsyORInAW94mcPYld0OxWb+MjjZXdUREODtiXJyTRCorg0sEZWVlvPLK3/nf/9433a//u5kTQqAptIUQnH32Hxk0aIJDGtD/v60SAbi67qakpDNkiHI/0kQQcikmDHgYOE9KmSyl7CylTJJSei+9FQLQE5JxIterA3Cqe4yVxszga4DpamcKVSxefD2LF9/t2K9zD/kSO9977xE+++zv1NcrY1xJiet9hyIR+FqBtZUIiorUIG1s9J5OAqwsWfJ7li692tGWl12WzeLFzkC93r37sHDhUl544TEGDIji9dfnelzlSLYR+JMI1q17lw8//AhwEoEZWbrX9v3qq6/o0aMHF1441bEtLs4ZLVtVFVzV0LZt25k79zqXaH4j9Pg1WwS2p5aCJoJUlc0kYEOxEXFxrhqIlBThuHZISwTAPinlloN+JwcIxhwj7iv62lo1ERQWum5vj0Sg9aOxsVBZuY233nqOZ59d6Niv7RG+xMfhw4+nW7e+dOumfPi0hKI7cCgSQUWF+arFrP6DGfR/qqlxjc/wlk7CfhbfffemSzTsFVdkM2PGVYwdO5bduwu4886raWxswGazUlrqGT58JKuG/EkEa9b8hx9//AXwLhGkpXnayhISEigpKaG4uMixLSbG1dslmETQuXMKl1xyDaedZu634osI2iMZakOxJkJ3IoiO9iRTMxjVl/pzcXFtu92uDwR8eQ1pP7y1Qog3gLdx9Rr6z0G+t3bBONDddX91deY6QbPOrL13zKCNzKDUQtHR8WRm9qWTwRodCBGMGjWR77//gM2bTwOy+PVXZRwNZSJoalITgF4VaXibEBob1cQthGr/7dtVMI57TeGZMxe42Ag8r6MaXAhnm77wwmPU1ir2tNmsPP74P2lutpCcPMrDC0lLBHqh4DV7dQjDW30FX+TW1ARHHz2NLVuGUVKiDMXuKqDoaEwDIUePHs2ePXvo1q0be+z+fpGRzsmrsjK4RDBgwGAWLVrqdb9eyDU2aluJc58v8vQGXxKBEMrWZ7P5z7LbpQuO9uzUqQmIY+XKf3Dxxdc5Etsdavj61XMNnxsAQ9A+EjjsiKC6WnUA90lARyIbB0db7AP9+o0gL8+5Co2Odk5WuvC3+6T+9tu5PPFEDhaLnvgK2Lo1h7w8lVohFBJ6ucNqVS8ddWnUkZpNRkVFyl0uLQ369lW2gKYm2LjR879NmpTNypUPs3v3BsyKz3TrpiQGY6rvU089lfz8Hdx44xx69RrPL7+s59FH57FnTwEREZHYbFbS0vowc6aqCqe9uFpa2mfoCzaKitQCIzJS/YfUVP8TmsUCxx47nVdfVd/T0z3/uzcVR0xMDBkZKp9TZKR69lFRrhJBMG0EZiRUWuqMjzC2TVGRikrX2B/VkJlE0KWL87tuK29ITFTt2NqKQxsgRCYlJQVYrQOCslDxRQSfAB9JKU08vEMXxgfgPpkbXUHdJ/7WVtcB4suTwEkEuRQVzWPGDBXdetttC5g+PdvFTVUI1UHcO96jj84zkICClKpozaRJ2bS0tL+C2sGCMUNiY6OrKsFd1G5sdPpMl5UpEvaXareqai/wBHAXxkL1MTEJXHnlAsB1VbdixVuOz08+qYLMdHyBzWa1/3YBzz+vvI+iorIdAYKHGxHowEfjarO11XfeHK1qaGlRE6RetQZKBEboyS06OnQkgvLyakpKGoiNTSE5OQ6LRSUVjI1VfdNIBKWlqqSk/u/tUQ15IwJjMj5QXlm+6nELoa5RWuq81sCB0+nRQzhiQQ712PdlI+gNvCmE+FoIMV8IMV54LwcVMjBGDPtb1RvhLkmY5RcynrtuXS6QQ0uLM7r1T3+6jLFj01i50rVwekyMq0oD/BetCUXvFiOZuRObu0TgLh4H8n+uuOJT4Gbi4v5GQoIaIRERkYwceRpTpqjEfd4mvkce8Qwyc96rItjD2XPIbMLVajpv0P3/m29+QEro3l0SHe1pKPZFBB9++CFTp07lH/9YAniqhoIpuT733BLGj8/g/vvvo6RERQfbbEqX794/pXRVR7ZHIvBmI+jc2XUFb5bIzx1aqnJKV+oCZnUUDgV8paF+SEp5CnA2sB64CvhBCPGaEOJyIUQPb+cGE3pC8icyu3cEYx1isxKHRrS0QF7ePIyrVo3KynKuvz6H3FwnGcTGqpWYUQ/rq2iN/o1QUw0Z28y9ff0RQSCoqxsFwNFHX07//kcDamX/ww8rHWoo4yTW2trKBRdcQExMjGlcgRHl5buOOCLwBuMYaGmx8NxzjwGQZe9ybZEIysrKeP/998nL+8xxrM5AqovTBKOfqvERTdeu3YmP78qOHc6JuqLCfBFYUuJUA7fHacBMIoiI8DSyx8f7V+3oc9zTTASrPf16DUkpa6WUK6SU10opj0IVrOmG/+yjQYEeMP7SHHiTCAIRd1VUsTd3R2hoaGDevHmO70lJqnMYB9xtty0gLs49ki2BadMWOH4jlInAPQryQBDBZnte2uHD4aSTrqR//2OIioolI2MoUVFq0BkH2OLFi1mxYgUtAczsXbtmOcjkcCSCtuji9+xR9pj6elUjOyXlHAD69FGN1xaJ4NRTT+X111/ngQcWA86gMl0KUksFhxpVVZCTczvffruPc875s8u+5mbzxVxrq7rf9kgDra2qT+uqYzExSs8fE+MZexER4V8q0Ocpm4+Vpib47LPXHOVqDzUCrUeQCfQxHL9GSrn4oN3VfsAshsAMZkRgNAL7wn//m4viUO+MsWuXJ1EYjavTp2djs8GiRfMoL9+FEFnYbAsYNkypQIyeQ8FUyNXXq3ZJTvac7C0Wp6rGuK+hoW2TbV5eLsuW3UhDQw2QRUPDAk45JZtJk5x1HNw9XXJzc7nvvvsCun5MjKoK9/rr6nt7JoJgoy0SgdE1NzExhd69Z1FZ6SymbpQI/OXLSU9PZ+bMmVRXq0lU9+EuXdRY8Sc9HwwY07t462fe7qusrG3+/zYbfPCB+r9SqvfISKd0702Xn5jov0JffLz6H7GxNTQ0pJCfvy9oEkEg9QgeAmai6ggY6xF8dRDvq93YH4nAPdOgO2pr4V//yuWxx3LwRQIAWVmeqh/3SMQLLsimVy9FCPPnqyRr1dUqzYTRsBosIpDSGfFoprtsblZE4J7BtS3SQF5erpvbaAFvvpnjEJl17qGePbP4v/9bwI03KnKYN28eDSYjLTIyEqvhZtLTs5g1ayHHHpvNm2+qbYejRBAoEbS2etq3CuxaM90ljRJBoJOinvCEcNoJCgvVxHqoJy7j8/NG6t4dEpyqrUDw009g0PI61EL+iCAhwb/3kCaC7t3jyM+HYcMuCaiWysFAIBLBdGCIlLIdnreHFr6CydzhruMOJOHT7t3w/POe3j7uSEhIYMGCBR7bhXC6jWlcf30vamvLGTp0H9DZEVQWG1sV+QAAIABJREFU7GLWoFZ8+j7MgnJ0Gxr/j83mn1CNMEst0dzcwD/+cQtNTbW0tqqRvndvAbffrggiOzvbVOJSv29j505Jv34RgOTllz9g0KARbNnCYa0aCpQI3J+TzgkUH6/cKt2dFgJJk7B582Zee+1NunUbxLRpl7q4kAaDCPREefvts9m8eROXXfYc/fqN9TiuvFx5rh1lqHsopTPdRiBYvdr1e6BEoI8xq0ymoaXp7t3jyc8HIdJD10YA7ADaEUx96GEcLP6Mxe6Tgb/Gt1jUStd7KgSVl6RPnz4sXbqU7Oxs02PcV2A1NaW0tDQREaG8dEOJCPyt7HXaDj3xl5TAunW+O787vLVnXV25gwQ0GhudthcziQucRvhFi5aSm/sZffsOQgilFgkFY7F2AW3rcw2UCNyf2YoV7wCQkLDLgwQgMIlg06ZNLFgwnyVLFmCz2YiKck6IwSSCX3/dyObNaxwpyN2xbBk8/LCKWzHCYlGBjcuXm0sUtbVKOlf1MNQ2bdzV/1u7iPsjAl/QRKAD1Coqguc15Cuy+GmUCqgB+EkI8RmukcU3H/zbaxv0ytRmazsR+IPOU56WlkVZmVnmyz58/30+9vgbr4iOdlVb3XLLczQ1xbBrV0/Wr3dOokaf/WDAavXfRq2tKlBHo7q67X7l3trTG7QksGDBAnJyclzUQzrxHMAll1ztcp7OGAnBIwJVG0D1zdpatUIPNJ4h0HZ1J+GiIjXbJCfvBbLaZCjWmDZtGrNmzWL27P8jIiLChQjM6kgcbGgiePLJf7FhQxlJScNNj9MqsZ9+gpEjXfe9/roiCKsVZs5Ujgpazbl4sVrc/O53SnXTuzdccw28+qqqfa3VPuDbvhIdrV7e+ps2KMfGVgCpbNr0G62tg0JONbTW/r4OWOnjuJCBHiyBhI+3lwjMUiHoCSgQMdv9mHPPnU1xMXzyifoeKkTQnhD89pwzc+YCnnsuB6vVNYAsJiaeujrPWUZLAlrimjdvHrt27aJ37yz+9CcV0OcNOtlXMIhAq8wsFnj++cU8+uhcTjzxDF56aRm9e3f1e74/ItB1dt3NJl26nA7AxIkjAE+PoUCIKCYmhtdee43CQkX+0dFO1VBFRfAkgr59B9LYONBUAm1udpKUu0QAzgSP772nVKCffup5zE8/qffx41Vpynvtue2MAaP+Ar/i4733Ny0RSLkbSGXHjmJstkGhJREA1cA3UsqSQ3Uz+4tAPYbAaRPQ6R98GWRrapyT3KRJ2TQ0NLJs2QPALrp3z+Kuu9QEFAgRuK/A9EDUA0t3ap3ELVhE0J7i820957ffoF8/FYldUzMPKCAlJZNLL30IwJRwjbaX7OxsByG4JxP873/f4rnnHmLAgKE89pjydA6WjaC+3lWF8t13X9Dc3Mynn75LXt56Zsw4xe+E4o8IfvrJnIh37VIde9AgNXsZA/Li4tqWSjkqClpaJCUl+aSk9AOCQwTGtvBmLC4tdd5XQYEaV9pIbLM5SaK1VZGAEEpFU14OJ5+scjJpL7PxbpXWjXED/p5bQoJ3Fat2xc3KUuJVTMzgkPQaugxYIoRoAL4BVqGIwYRfQwO6g7hPSLph3Sf7lhZ1bGSkZ/UyI9wTpB111FUsW3Y1nTu38Npr0QwYoLa3RyJ4//0X+M9/XqVnzyuBK11WN8GMJfC2uq+rM9d9Wq1tC9LZuBGcc3o2QkwmJmY4Tz21g6go5zL1zTfnUVqqUnjcf/8Cr7YXo6hus8GWLev5+ec17N69w3GMJuFD7T5aX+/6HB988HluuOEikpKSSUrqQmWls2yk2aJESt+eJI2N5s+rsnIfu3cnAQkOlaUxBbKvPm+GyEjJ1Klj2bz5J+bPLwLSgyYR2Gw2Hn74Lqqrk5k2zTPtuLtBePNmOO449VnHCunAL4sF5sxRE35dnZropXR6/fTq5XotI5n6I4LYWN+VCuPiYPBgJeVarT1DL45ASnkRgBCiL3C8/XWtECILFUdw9qG4wbbAXSKoqVGi35dfqgZ/6CHXh9jSolaRPXt6HxQWizNiUaOmRikGu3aNdpnYAyUCYxK6VaveZcuWL6muTsKdCIJVuk5K75Plrl0qeZd7qgf3iUhKWLMGPvpIDbApU1QVtm3bYMIEeEfZMB1tMWNGBtOnu+ZLmDQpm2uvzXaswNyLfxshhEqoFhmpnunkyefwww/fcvTREx3H6OdzqInAfWHSrVtP3nwzz/G9rk6RVH296ofu7o3+JgYzjy6A//7330h5E5GR1bS2WoDuDr20EG0nguhoQWZmH/bs2U19/VYgnerq4BBBfX0df//7w8TFJZoSgS4yr3X0GzY4iUDHGGRkwC23qMle9y3d14SAqVMxhVavuQc4mkEIp5uoGeLjXes7BGvM+526pJT5Qog4IN7+0p/9QghxJvAkqlTlC1LKB02OmQHMRxmm10spPeoaBwp3iSA3F76yRzvU1KhVwViDl1lpqdrurWwfOHWJRmgvmeRk1xVBIImitAupVk+cfvp57N1bybBhJ7BiBY6BJUTwOoXF4v136+rURDtwoOt242QnJTz2GKy1W5m2bFGTziuvqPZetUpJBLGx6rjKSujXz/O3unRpmxiuB6gQUFCwjfz83/jmm894662X7TYcJU0cSiKwWAJb4ek+ZbWq/2w0QvpTC5kRwb592xk06HIAkpIqSErq41K9LT6+bYXXQU2qDz74As3NKezcGenoo4e6xoNKyhbJH/+40KsrqJbiJ0yAr79WRKDHlSaCtDRnptK2QKtzA00M17mzdyJQdaCtJCVBbW0k5eUhJhEIIeYCx6HSSWwFvgOeAXKklH59GIQQkcAS4HSgEFgjhFgppdxsOGYQKtXkRCllpRCi+/78GXeJID9fvQ8dCr/8AuvXuxKB7iy+jJzaSGzEhg0/A6MpKPiQ6OgzHdsD1bcaDUiXXvoHBgz4A1KqCEaLRYn6CQnBUw15C8ZrbFSdtKxMBb0Zw+iNbbh3ryKB2FgYNkzpr595xrn/xx/V+ymnKL1sly42IkxmJXeRPNCJ6913XTOR7tlTwNy5OfY0xNmH1Ebg3pZvvrmMbdu2MH36ZWRl9ae4eDcDBw5z7Ndpvo1SgSaCggJV6tBdNWemg54/fxJVVVOB5xk1qh8REc66EOC9TrcvREVBamoalZXqOnFx6v/ptOSHCjYbJCR04sor72LLFs99ERFOiWDcODXuy8pgxw4YMMCVCNoKnUASAu+PsbFqUWOWIDAmBhoaqqmt3QEcQ0lJ6MURXA5kAB8CucBrUsofAyEBO8YB26SUO6SUzcDrwDS3Y64BlkgpKwH2xzCtjSxSOldherUwzf6rP/+sVjCffeYa9OSNCGprzVePRUVKf1NXt8kj4jIQuOch0SsMYzIvCA4R6AAkMxhXNe7qMqNEsGmTev/d7+DPf3amNujRA3JynG111llq+5dfLmPWLME11zi9Z1JTPSe8QNv3oYc8M5E2NjawfbuKQTiUROCuFnrvvTdYuvQRNm/+kZEjk5g6dSw2tyWgMWU3OH3Li4uVJLV9u2tdbk+1nCQxsSvR0SqJn1Z7GPtde9Ic64WOftfX86aaOljQzeU+NgsKVP964QUnEWRkwES7dvCLL9T7/hKBRlvasEsX8/KgqnZJAjExakAZjdyHEr6yjw5FrebXAicDK4QQ3wshnhdCzA7g2pnAbsP3Qvs2IwYDg4UQq4QQ39lVSe2Ce9bR0lJn8Y5Ro9QKaO9eeOIJ1VHeftt5rjci8JbiNzFRreBGjRrlMEC2xftCiYPqc1NTE6tX/5uPP36W7t0Bcpk/vy+zZkUwY0Zf3ngj19elDigaG32nNTYSgTtZGNtQE8GIEapdbrsNzj0X7roLJk+GuXPVZy2W19YqFw5pHwE6AMyItqgx9uwxD1JralLbD5VqSC9KjLj44qu4665HOOmks8jM7ENWVn+qq11DsW021Vf1fbrHdJSWKlWHXo27QwjBI49sZMwYFeqjy1MaiaA9hdd1XqInnridG27IBJQo0p4Eg+2FXuxVVpazdu037NunnAGsVvj731Uf/d//XOsvnHyyOvfbb10T0rWHCIyTeVvJ1D1LKShiiYmJ4+STVd2viorguDf77A5SygrgPSHEh8DRwInAtaiU1MsO0O8PQhFNL+ArIcQoKaXLdCSEyAFywHtEqW48PfC0K2FmpnpgI0fC99871RJ6xWA8xx3eUiVYraoHnXjiFEdnaMvA0mJ1QwNUV1fw0EMzARg5MhnIoaZGrWZLSgq46aYc4uLw6i1zIOFPF20kgtpa19KJug1tNmcWUR3Ek5YGlxosP+7BPVOn3sYpp+TQ1KRmlMxMz9VTWwZdr15Z7N7tGaQWH59FY+OhG2hmNp6pU2c4Pn/99U68lfiwWhUZpKSoz+7kZbEowg3E201LBEYDf3uIQJ/X1NRAZWURaWkNGNOiHAroPvr9919xww0XkJn5Mo2N/eneXRWlAWebd++u7jcrS9mgdu5UKstgSASgFqPu1Qr1QtIYXRwMIvC6zhJCnCeEeFAI8TVQAjwKdAX+DPjw33BgD6q4jUYv+zYjCoGVUsoWKeVO4FcUMbhASrlUSnmMlPKYbl6sO+4Sga4JmmmXQUaPdj3eqNrQVZyMsFi8Zw/Uq+bkZNolEYBTR9utW09iY+NJSEhm5865uNc4MKZVONgwI4KaGqedxNgeUrquBLUKpLBQbU9N9e3lY0RERASJiV1IS8siIgLT6Oy2SAT33ruA+HhXJXh8fAJjxjhTfB8K+Psdf3WetL97ba35tVpbvavxbDbnYqeHvXKIlggiI9ufyDAqCubMmctTT+XTo4cy6R1KicCpRUtk0KAJ1NZOoaJC2QABLrzQeWwPQ8UULRV8/nnwiEDbaYzQUpYmgvLyECMC4EqgFPgL0FNKeYKU8k4p5TtSShMTqgfWAIOEEP2EEDHAJXhGKL+NkgYQQqShVEU7aAd04+mVk059oIngqKOcBWLAU8ftLhX4WuXs26dyVe/a9amjM7QltS04O0RERARff93A7NlLvNY48JZg7UDDzFuhpEStpCorPb1DNCEaV75GtZDZZJOXl8tNNynV10039SUvz1X15e4xo9GWQXfZZdksXLiUzMw+CKFcHhcuXMrAgYfWa8izfGcDy5e/zVtvfcfu3YF7h/hy5zXDqlX/4tZbT6bl/9k77/CoqvSPf85MJr2RCgmkUAUUQSmW2MCCDVBUwKigYHT1p651XWIHXHV1bauyAVdRRkVFEcvqqthQrIAUBUFIgIAJJCEhPZk5vz9OzsydljoTINnv88yTyZ07d+6cOed83/42KCeuFjqMRNBeBAVBr16p9OyZTliY+qEOBhH063cG99+/ioYGZfeaMAFmzYKLLnJGtBmJ4IQT1Ca+YYOzkX1bw2ehY0QA3p30Fgv89793AFBUVHtoEYGU8sKmngOxTc5eB4QQ17Z0YSllI/B/wEfAr8DrUsqNQogHhBATmk77CCgRQvwCfAbc3t4eyc2ZhkAx7uOPw0MPqcmsmnY43298bpSmPL8XHDigdv1vvnnMw4HWWujzly2zcsYZCTzzzGU+z/VlDvM33DUCnab/5ZdWzjzTc/PWJarLy1WW8E03qRBRUETgDl1yWtUWko5+wn/723iuv74PVusdPksEt0UjCApS/R5Wrsznt9/qefvtb5k0KdtB1gdLI1i7dge3334Bjz02ncJCeP31Tzn99MH85S8z23yt5rB3bz5FRWrAtH8gJIR2mTHdoX+HoKCD4yzW2ntJiVrDNTVqU586FcaNU+dMm6a0UZ03ACrwQDuNQWkD7dGKjCbLtobfgnciCAmBqqr1AJSVmQ5KkEhrvsrdQoix+h8hxB14Rv94hZTyAynlQCllPynlvKZj90gplzc9l1LKW6SUQ6SUR0kpX2vPlwBX05CUnhoBKHtrWJirPU7D2Ahmyxbfcb81NSBlCFDF4MHDHcfbs7iWL1dhjuXlvrnPvaxCIOEuoRYXw1dfed+8V660UlenqjP+/jt8840632yGpCQrr7/uSRy+Sk7/8stnlJbuoqDgZ59hiG2RvnRU0osvPs2AARZOP1059zu7xITxc4qLoagoiGOOOZ8hQ04FoLrazO+/b2Lbtt9avFZrNYLdu+Gzz/5CYuJ/AO8RQx0lgvLyMl544Sa2b/8C6HyNoKoK7HbpMFnq8toaQ4YooW+IWy26M890Pm+PWQg6rhGYzd47xP35z08DUFFhob6+83MJWjMlJqAcxrcD44EjaCURdBaM9Tl0JnBNjTIzeNtYevRQC7OszCkxaRv3jh3N19PX5pDk5AimT/+b43hbTUMAjzziu+G6xhNP+C5p7W+4awT79vnevJcsyXXpIKYT7844w8qKFc4aQZo41HPvJq7GxgbGj7+Ro44a61Ndb0/yU1JSr6brNzqOQecQga4VBUpj2rYNevbsz+23O62jffuO4pFH1jNqVAsla2k9EXz0ERQXmwC122giMI5rR4nAbA7i3XefwmTqDZzS6UTQ0ABPPz2NtWtDgRdbvalnZMCgQarEdHuIwL2Md3tNbGFhrhYIiwXS0voTGQmVlYJ9+3TSXPuu3x60pmfxPhQZPIPKK7jI3VR0sGG0XdfXuzqKvdmkjY4Zjbo6RQAtNa3QRBAb61xQ7XW+7d7dvO0/OjqRyZM7hwTAVQqpq1Pk6GvzLilxPa5Nad9+65s4EhK8m7gSEtKYPv1Jxo2b6HMc27oogoLg9NMnsH79ATZuPOA4pu6nbddqD4zCSaF7iEQTQkMj6NPnSEpK4lokp9aQV2OjCpEEZRbp189pHuloDoGGyQSRkVFcd90TjB59FuBbew4EdOP50tJCampUbYa2ZAdfcokigdGj2/7Z7g192mMaAs88Ii2gGJv9tLWce0fRXNTQASFEhRCiAtiKcuReDOhjhwyMjmKjWchk8m7WqKlRpgqj5F9To0wcLUE7kcPDa1BukPZpAwCpqb5t/yZTOFdc8Xin2gqNRKClPF+bd3y887iusw+wf79v4pgyZZ5LQTlw9hOG5lsItnXzCgmBsLBgIg1ZaZ1JBEaflR7LxsZ6j+Qxfe769aoOk69Q5tbc8/r1yl4fGVlEUlIud95Z5nCY+lMjAJg27SYGDVKheJ3tI2hshHvu+ZxTT50DNE8E7maYIUPg6adVblFrERmpSMB4LW/JYa2FLkSnERwMq1YtoaZGmQi1RtCZaM5ZHCWljDY8QqWUkfp4Z95kS/DlKC4o8C6dbtmiwjGNGkFra6ZojWDNmoW8//5TQPsX1t13e4Y5KsTTs2ceJ56Y3alE4K3v8JQp8zCZXHfhoCDn5g1Op3FUVPPEkZWVzYwZzzjIwGQyc/XVeezatZHnn7+O/fs3e32vsUZOaxEVpRqKpKQ4JbnONA3pzzCWKFm+/GEuuyyIt96a4zj2n/88yb/+NZM9e3ayb58zFt4IKVt3z19/rf7W1ubxzjsPOo7rvBUNfxCBxeK8ZmVl+6/XVujkOpPJTGWlIvnmiECbfjuC5GQYONB1DDtCBOCqFVgs8PPPH1FSoopzHVJE0FR11CeEQu/mzuksGNPtwamK+wrH1Mfb0lsX1Ia3zRHc+gcxMaokQnsX1tSprmGOCQnpXH75YmAf1dXKJNRZKqL7xNNEkJWVzbXXvmh4JZ3IyDxOOMFpstJmoaQkRRzBwa7kZpT6x42bxdVXLwAgMTGDrKxs/vOfJ/jkk+fYuNGtQWwTjJnYbcWoUUczeHAMP/30eac6i70RQV1dNVJKgoOdu8D33y/l88//TVGRUkf37/ecly1pA42N8OGHKmESYPLkAVx88QNERChbg05kgraVQvEG/Tvs3v0bO3Yo5ulMIrDbnWvC2TXQ+7kWS/O+gNbMKSGUTzEy0jXbvaNEYCQViwWOO+4SjjhiEKAE1M42DTW3hf1dCGEC3kF1KduLqjzaHzgNGAfci0oKO6hw70ymiaBHjzTKyjwzTGNi0igv98wlaA4bNsCDDzrtvn/60zzOP189b69pyGRSYY6TJmWze7dyVNvt8PLLNvbvN2O13kNW1gPtu3gb4d7v2WiiOOmky3juuemoeoGD2L9fNfXW9mdtFkpKwuFAXrIkl5KSHSQkpHHJJfNcHMsnnHApJ5xwKUFNO3PfviMpL9/hUnzNCHebaluwbds2Kisr2bFjA0FBpwKdRwTuIcrTpv2NSy6Zg5RO1h0//kaysi6jZ09nHmV+PphMFcyf/yAXXHA5KSleYnENePppJwlkZUlOPPE4EhOnOl43hix21AGpN88PP3yZ//zne+CjTieC7ds3k5d3B7t3LwFCfWoEuvFOdLT3yKaBA5U5uLn54O4LBE+ncXtgJILgYBg+fDz5+SoxrrT0ENIIpJQXA3cDg1CO4q9QpDALVY10rJTy4864yZZgLEJVUaFslmFhMG2ad+l04kQlnbaFCJYtUyTQty9ccIFyNnU0Ltu4KDWZqKgMVRtgx46Sg6IReEummzt3E2oqKLz9tvM9mgi0PXrVqtcYMuRkRo8+lbKy3TzzzOUOR/0//3kZc+eexuuv53LTTRlceqmJkpId3HHHPI4+epTXe2tPpUyNhx9+mMcee4zJkyd0aqtK3fTIHWZzkIufZMyYixg3Loe4OGecc10dPP7435k//2EmTBhJfb26VlGRZ3x5ZaXq+2A227noonWUlIzlr38dwf79zkQY4/h1xCwETiIYNuxYBg8eCXS+s3jXrq389NMXNDSEEhLivYYPODdbX2Xmo6MVGeh+1pGRSpgZOhSOPlod04ElRlgs7c/M9nYNvfa1j0w3zulMtFRr6Begc+obdABGjUA7ilNS4KSTshECXnzxBqqqyggPj+XKK//Jccdl8/LLSg3/+mv199xzfV+/oEBlzIaEqIJp2vGmF1V7NQIjERgljF69wti1C0aPvqXTJoT+HCldk+kKCtbx178OJyTkfOAd0tLU5rNzp6rmOny4q0bQ2NjI6tXveVx/374CFi7MQUpJfX0NW7d+h82mduS9e1WZaMCj53BwcMc2r+uuu87xXIcSB5oIdEcxb0QgpSJa3bzeveSAxqBB53PMMSsYPfokGhpUQ/UNG9R3OP98Z9OUjRvVNSMiNvHmm0cDkJY2jO3bf2LECNU7yl+OYg2TCc45ZxJVVZP4y186nwgyMkaSnb0Uq9Uzh8AIrUn26KG0bSO0wzYqyrfj+MgjvZuPOmoW0jD2Jamq2kN5+V5g2KGlERwuMLbxq6/3zCjOysomI2NE07HBZGVlO9RFKVWd/MWLrVx3ne+yB/9RuTmceiqEhdmZMSOSmTN7AI2YTO23XxuJwLhAMzLimo7163SNoLDQdWFv3fotUkoaGlR2zsCBcIbqh86nn6q/RiKor69m+PBzMJs9d5y6umosliAslhAHCWjU1FTz6KOeMoe3tpjthV7AgSYCb72z6+ogN/d1Zswo4k9/gjvugLvugn37Sliz5gN++eVzl2tkZo7m4Ye/5vbbH6KuTiU5gtJ4rVYcdfjXrVN/e/feSWrqEG69dRmJiRku4+9uhugodGcu/dt0NhFERiaTnKzSiJtzFGsiCAvzJNzWbOYWi3dTmj/GUF9f46ef3mHJkqsAJZgeigllhzTcY9/di83dfPNASksLSUsbxnHHOSs/xsVpE4gVyKGszDMBKisrm7IypTUIAePHQ2VlKXV1auaHhgZ1yObqzTQETgfX3r2dpyLabCqE1tgAXkpYt24Ww4ZdTEHBBsrLYefORUyePJ0334TVq5V5bccOK5DL3LkFmExm7HbfN11d7dug7J5XYbH4Vvtbi/fee4+FCxcybNgwBg5U/pbOIgKjf+C552DbNjX/wsJsCGGmsBCef76GtWvPZciQUx0Zxxr79qmNX/ckDgtTPRzeeguef16VS9FEkJ19Fn37qkJPI0c68z11g3SN9mqvRmjBJyysDgjpNCLQjmK7HZesYl8w+pbi4pzWAvCtibUGgSCCnj3T6N8/k61bFREcMnkEhwv0gDU0qAVoLC1RXX2AP/7YQn19Nbm5n3LOOX92vE/Z/qzAdNwrfuoEKIB331XXHTVKZWmGhkaSk7OQK654okNJJRreitbV1GwA4Lvvvu9UjcDd6bdlC3z/vYl163pQXq4Ktezf/x6xsTBypHrP889bqanJAQqartP8DaekpJGS4j3E1P14fHzHbbHvvfce77zzDosWLXIs4OY60vkD7hrBb78p53pQkI2JE7/h2WcbuOce9ZuvXdubtLQHGDDgeJdrLFx4LX//+wQ2b15Dfr5irvh4mDRJhUQWFqoyCvv2KbLMyPB+L76aIHUEqhm7nZkzlVG7qkp2yjxtbFTrfNWq1/nqK9XqxFcXO/eQY90XWKMjROAP8xq4rvmTTjqHe+55A1Dk39l9tVvcxoQQbwkhzm2KIDrk4N6n2GgaMplMXHjh3Rx//BRiYlzjyJKTrag2B95ncEnJDsrK4JNP1P8XXqj+BgeHctppMzn77JuwWPxHBEI4J0ZZmQoB+eOPmk4lAvc8Cp2lqmDCZGogO3sG4CzwtXp1Lu5E6gshIaEcddSxnHvuJV7LRN92mzM3ISqqY4tVY+zYsQwbNoxzzz3XsQkGWiOw2Zw9BKSExYvV8fPPNzN16gmEhoaSnu7s0VBcfDdZWQ+ya9cvbNig7G2//PIZq1e/y+zZx7B+vcqvSEhQc+Tqq9W8Wb1avX/QoBoaG704JHAdQxWI0PHvp8yhJnr0iANqsdtFp2gFjY3qsXTp4+TnJyKEZORI13OOOEKZrIxtOUHNJyMJtndudTT81ggjEYSEqP8jItTc8VX0MlBozTb2LHApsKWpP8Gglt7QmdCmodpaVS+/tFQN6JYtVm6/fShvvz2X/PxVvPLKDSxf/ojjfd9/n4uUvjew+Pg0li9Xm8bo0d47ZgUFdXxSePMTDB3aFwCL5YhOsxWuz7euAAAgAElEQVTabE4i0GU5PvxQoKyHAsggIeF1Ro06t+keVWQFtK5EdkxMD0477Rw+/PAtXn/9ea9lorWjWPXG9c/3uuSSS/j555959tlnOy2PoLHRqXV8843SrKKjnQ5ejbPOUiG4tbXw2GOSu+8ez7x5p1NaWsj11y92RBcVF6sfJr6pk+fgwTBnjrNvw/7987nqqih++GEZ7nCPV/cHtPCzdGkhUVHqAzqjOU1jo5qnKSm3AaH079/oIumnpqpxzsz0HnJsjB5qLxH4SxsA199D34+OHCoq6lw/QWtqDX0ipcwGjgHygU+EEN8IIa4UQvhparUfWmKuqXF2ZIqKsrJwoSotIaVkz54dLF/+T1599S/U1mpfgO8NLDg4nAsvnMdnn6n/tTYAsGnTSubOPZ2XX74Z8J9GAM6JcdJJpwLQ2Jjcqmxnf0AX83ItFQ1OjamAsrIchyPdZII774S4uOZLZAcHh5CQ0JM773yEMWNOJTY2nv79hzBpUjZz5jxLYmJPLJZgl2ih5iJB2gqr1UpGRgYmk4mZMzMAa6cQQU2NEkpeaOrjN2HCAT7//HG+//4tx3lCqB67aWmSP/4QSPkfIJq9e/Pp128UCxaUYrXaiIxUVW7jnS2dycyEv/0N5s4Fi+Vd7HY7ycn9PO7F345icM75kBDh2HA7gwicLTtV95kTTlALplcvVUxOm4kiIlRXMncYx6+9kT/+JAKjhrZ9+89ceWUUpaVKzSsuPsSIAEAIEY9qVDMLWAM8iSKGg55HYDQNaQdSZaVnaQkAIUwcOLAXIXyXQtBlD0ymbOrq1AQzagO//voFGzd+yhdfvNx0fsfu31sIaViYmswNDc5uSoGG1gi8VRvVaGioZsGCq12OecvV0AgLC+fhh5/nhx/2EBoaxsKFj1FeXsqePTtZtsxKZGQ0xcV7yM/fQmamICsrg/fes/otPM9qtZKTk0NBgRIIiosLgBz27AlsH2hNBPPnq4ia4cNh4MBfePnlW1i27EGXc0NDITj4EmAbdXVD6d9/P5mZJza9FoHJZHLMgZgYV+dGcLAqLHfPPStYtKia3r09E8/cSxn4A97KTHSWRlBRAWvXqv914biePZUPwCg8eJP4Y2LUuvIVDdQa+JMIwPmbREQEU1tbCSib0CFHBEKIt1HJZOHA+VLKCVLKJVLKGwA/Bve1D3qwamqcYYz19b6kfUlaWjqZmd5LIVgs4Ywbl8OSJbnMn28CMkhJcd00MjJGMHDgCRx3nNLz/UkEepI1NtYTEaFSIY2RDoGE9hE0pykB1NfXUFHhZKesrGyuvjoPs1nNaFPTgBjNPcuWqb4LhYVqQy4sVHkD77zjOraFhQXccUcOVqt/Nurc3FyqPfqNVrNzZ2BTY2w2VUBu/Xq18VxzDURFxTN+/I0cd9zFHucnJ4fQr9+dxMTUsHWr4IUXylm+/GFWr34fcCY+Ll58iaNZuzsslhDH2BsRSI3gzTefprhY7cqdRQTffVdFQwNkZtqIi1P30hbBITX10HAUa2giGDBgIIsWlXPSSaqia2dGDELrNIKnmhrH/E1K6VKkWUo50tebOgs2m3LI1dY6iSAiwru037NnGkccoRan3sASEtJRNvB0bLZEPvlkvqNaKRTw9dc5LnkFI0acw/33f01u7otAYExDZWV7KC7+HFBE0BmF57RpyJempGE2W2hocHVMZmVlO/rvPvvsm2zfLlm5Mt9h7vn732d79F2oqanmtdcWeFzfnz2afbX4bGgIXOtPPR/z89X//fop23TPnv2ZPv1JJkz4i8d7jj32fIKC9nDjjRKzGT7/PIZXX/2UN9+8h0ceOY/t25WqGxJSwgsvXN/qewkO9h2i3BHoOV9W9ge1tWpL6IyeBDYb/PCD6uRVXv4t0PZNPS7O1UTUVgSKCMxmMz16RBMbqwa3pOQQ0wiAHkKIC90e44QQSQG/u1bAGJ2hieCUUzyl/bCwcG6/fS5S1joko6ysbJ5+Op+sLDuQj92+D+m26xpDSY3Q1wiEaahHj14IocLj/vjDHnAisNudjVSmTJmHEL5ELIHN1sB992V5JN1dddUTzJx5C8cc4xoG2djY6LPvgs2HyOOvHs2+W3ya/KZ1uEP7dHT0Wmtq5R9//BTuu+8rkpNLSU5WvT7Dwl7l+OOnsWbNh9TXxyGEJDk5jMmT73V574cfPs3s2cfyxReLPK4biIghfS2AKVNmMnSoss8Emgj0/DxwQM3NqCi1KNpTh8rYy7it8DcRGH+T0FCns7izK5C2ZhubCSwEspseC4C/AF8LIS5v7o1CiPFCiM1CiK1CiDu9vD5DCLFXCLG26TGrrV/AbldmIXD6CE49VUn7vXo5o1L69j2CW265nBkzxjvCPrdt+5Gnn76UsrKVTVfzbhs3NmHZtu1HvvtuKXv2qFRPf0YNaekgKCiYadOU5FdUZAo4ERhzMbKysklMfAZQjhFnCWqB0pJwaVepMXHin7jrrsdITOzpcu333lvi83PNPgbPXz2a582bR7jXQkU2cnL8Z4IyorFRzUnd4CipSVzav7+I4uLt1NX5jlQLCYlg9+4rgXxqauJJT7+Vq69+HzATEwP33fcxAwYc5/KeHTt+Zvv21Y4kRyMCYRYCpy2+b9++JCUp8TrQRKDnaFycqhIwenQW0D4zT0cCEQJJBI8+egWffaa6HpaWHnqmIQswWEo5WUo5GRiC2hHGoAjBK4QQZlSxurOb3jNNCDHEy6lLpJTDmx4L2/oFdEase7ah2RzE3Lnz2bSplpUr87FY1Er47rsvyMrKYNUqK2vXfsg337zK1q1Ngd4034Rl5Uor996bxRNPXMS0acNYtszaYY3AOLGMz7X6WlwceNOQNguBMrGVlMxEiHzy8iRWa2OT+ax5TcnXgvRWNgJACMHUqTke+QTh4f7r0ZydnU1eXp5Xwqmu9p8JygitoRrLbgC8//6j3HRTXz766Gmf742M7MGtt77FGWcoqfezzwRRUccCUF+/2UNbBbj00r/zwAOrGDlykuNYQoIKLTU2+vEnERjnvK5jpPt0BApa09IlunXGeUtE0JGChe7wZw6BhvF6X331Fr///g7Q+YXnWrON9ZZSGtMbioE+UspSoLlAvNHAVinltqbWlq/h517HxuJeZWVqskRHq8mxcOE1zJx5Ns899xDLllnZtOlnx/sKCwt47rkcKiqKSEk5gowMvWLOQUm+Tuha+jqssrFRRW7U19cye3YOr73WMalSCNcoDA09gauqAk8EOmJo5UorN96Ygc1mwmzO4Oef1Xfz5UDet6+AlSut7NmzhXvvncRDDznlApNJbYK+zEJSSubOfdYlnyAtLZ28PP/2aM7OzvbaFQz8Z4IyorHR1V+lTUMhIZEkJaXTs2dPkpJUQTNvZo2RIycyZkwlQkh+/FGydu3upveXIIRg3br/smjRn9m6VfVuiIzswYABxxEXp5IKgoNVaGlamqstPBBEUFZW4uhJEGgi0Jui/hxNcs0RgRC+K4+2B/7WBsCVCB544EVmzrwfUN+zstJ74cJAoDVf7XMhxHvAG03/T246FgE09/OnAjsN/+9CaRHumCyEOBn4DbhZSrnT/QShUoBzwNVsoNd3XZ1TG0hKUhuaCsUCq/U5GhsbqK2tcblmXV01P/30Lk8/nU9dHdx0k5WKihc9pK5TTplOVlY2N9yQ4RFWWVNTzV135XL55R3buMxm9V2MRPDss5OAZfzxxz6kbEen7TbAZoNlyxTR6e/Y2OisuZSQkGbIK3DFggU5nHTSZaxc+Q4//hjGnXc+DKgFGh6ufq+CAs/3pqYq05PuxxAa6my07m/4ugd/maCMsNlcQ5kTEyUguPjie/nb3+51+Y0zMpzF44xYsmQ6Ut5NY+PZrFmj2kEefbQKDV2z5gM+/PBJoqMT6d/fczmlpXmXWv3lKAYnEVRVVbJu3TvAiVRUqDncUQ3ZF7RGsGHDRmAojY2FQGqzRGCxKAK0WDqWRBgWpoQxf+W2GKEL+EkJ559/EYmJqo6ULjxXXKzyJPz5+3m9j1accz3wAjC86fEScL2UskpKeVoHP/9dIENKOQyVk+Dp8QKklHlSypFSypGJBu+b0batJTBQG5quebN37x+UlZXgDdr2r9K7c5GyxuOcH39cDviWinfu7LhUqReu0aFXX69CNKurO8c09PDDN/lsOu8t1NZ4zo8/LmPQoKMZPfpkx3G9QOfN82zHqctJGGuyRwew+ak3X0FYmP9MUEbYbIoEamogJKSRRx45ns2bvyYuznMxx8R4RrAUFPzMli2rgMcRQjpMIX36KNF21KgLuOSSuQwffjaFhZtYuPBah6+mZ0/fHbkCoREkJCQxcqTyWVRWBtaU0dioowOVGhUXZ8Fsbn6DdMbod+yzo6KUg7mjBRB9Qa953Rc5NFTtaZpcO0MraJYImuz8K6SUS6WUNzc93pTejJWeKAT6GP7v3XTMASlliZRSZ8ksBI5tw717JYLCQt8JUe6Ije1Ffv5aamsrfW70ZWVKNfcVVukPqdKocuoFe911/2x6LS7gRLBkiZXyct9kqUNtfaGiYi/vv7+WRYs+dBzTRJCdnc2CBU7zT58+zvyC+Hi1wEJC/GvLdYf2FfTurUKFhUjnkUf8a4LSsNmcoaMm0w5+//071q//xOErcEdmputGtX27yiw98cQk5swRjB2rkhrHjFEaxFlnncIFF+SSmXkM27b9yKef/osff1xGv36+C8/5o5GKEULoPshhnHuuSrsPNBFo30twcAYAKSnxLUYM6bXkiwgSElomSJNJaQRCBG6OaiLYseN3vvxyAaGhav/SlRI6I3qoWSKQUtoAuxAiprnzfOAHYIAQIlMIEQxMBZYbTxBCGFtLTwC8KMq+oQfISAQ1Na2T0ENDwwETf/3rCObPv9LnRq+PT5kyD4vFVQ/1l1RpVOX1ZDviCFVWoLY28FFDc+b4dpomJKQRHq6iiXr1Svd6Tnx8mst3cC99nJ2dzY4d+djtdnbsyGfKFGUK0o9AmYSMyM7OZtOmfMBOcPB2zjsvOyDjqjpoqeeDB6cxZcqDXHjhrS6OWyOCglShNL2p9es3mvPPv4PjjruYfv1Ugbn77lObVnKySojS1+rffzTTpz/J2LFXNBum6k9tQENrBdoGX1EReCI4cECtB7MZIiPNLTqKtUZgsXjXHCIilNmluQ3e2O85UNBr5/vvv+S553Kw2dQE0nvaQSeCJlQC64UQzwshntKPlt4kpWwE/g/4CLXBvy6l3CiEeEAIMaHptBuFEBuFED8DN6LKWLQa2skppbbJWh2JTe6IjY0nIkLpdr169WHOnDxiY5MRQhAT07PFputZWdmcfPIVjtdSU9N59FH/SJXeiEBP8pqawJuGCgt9k+esWfPIzFTPb7vN08wTGhrOpEk5fPfdl+zfX9p0zPM6Rttxjx6uTrxALzSNY49V9vb6envTX/9/ht3u7ImRkhLETTf9lREjmk/At1hUC1SAPn2GcumlD7v0FAClNelxstnyWbnSSmNjA+PH38j48ec3e/1AEkFQkNKYi4oaA1oXy2Yz1hJzSurNwbj5u5+rtSQhlENfm2RSUlTNouRkNW4dNSu1Bnr9Dx06grPPnk58vIoa00TQGdFDrXEWv9X0aDOklB8AH7gdu8fw/K/AX9tzbXANe9y5UzWYMTYG1wgLC+fee590KWwmJfTu7bmJ66br8fFpXHTRHPr1G+14bdasf3HxxXOw2bZwzjkn+k1VNJqGdNenZcvuA3JpbLRQVxdY00lKShqFhZ7O1MjIeC6+OJuoKOjTB447LhuTCe699wYqKsoID49k3rz5zJ//MAsX5jJ+/AUsWPBWi5KaP8pLtw9qskhpdiQg9ujhvy5oej7qDat3byVxtgZRUcpfUOLdQucyZkuXPs6LLz7FxRc/QJ8+Q1vMlA2Eo9FsVt/1pZf+DLxOUZGd8nI1lv4OsQQ1tt9/rxzFZnMZ0KNZv5KxrDuo8TPmOhhfE0JppUaBJCiofclq7YEeryFDhvPQQy9y663KvHhIaQRSykXA68C3UspF+hH4W2sZuhrhihVWqqo8G8yASloyljjWEMJTUtKZxq+8YufYYycyf/4V3HLLQJf2lTExSYwapYqC+StCwptGsGnTFyhlLPDJOn/5yzzAdTCCg8OZMeNJx2LTHd8mTcrm559L2b5dsnHjASZNyiYiIhKz2UxmZh969w6cU62jeP/99zCZlHqlSxrv2+e/RjU2m7qWXsAbNvybpUtbv1TS0nxrR8Z6Oscffxrh4VGkpQ0jNLRlqTUQGoGes0cdlYYQ9dTUBFNVFbgiiXY7bNyoNFebbTdBQd4JPCjIkwTAsz+B+5h0llbqDe7rX685PZaHBBEIIc4H1gIfNv0/XAixvPl3dQ7eeMPKSSclsGDBZfhqMGO32x0k8Oqredx006V8+qlqrh4SoiqLui+klSutrFjhrIOjM2k3bLAyapQzNjwQRGCxqPtKSRkIDANMHH98RsBKIgBMmJDNsGF5qGxiQUJCOldfncfZZ2e3SrpbuvQbtm5t5B//eDJg9+gP9OvXD4tFrXhjOKG/ojLsdtdQ5pUrH+WDD95o/k0GhISo2kTeYNQIzjhjIs8++wbnnHNai/4VIQIb/3733Y+SnKx21cJCZ1tNf0JvhNHRyrSXkhJHTIzn5m02K8lem3qMcC9OF+hwzLbAuMZqaw8ghLItaiLoDNNQa7ay+1DJYfsBpJRrgb4BvKdWwWq1csstOVRU+NClm2Bsf7hw4eMsX/4q7777KgDTpvVg3LhI/vhjg8t7lizJpaHBNZS0vr6av/1tOuPG9Wf7dv+Ul9Bwv86331r56qvFqNQLyZ49BQEriaDrDEVFTQfy+b//szfVX8r2aO9nRHV1NV9//SmlpU4R8FBaXL7grPDqPOZPjaCyUmkEQkhycq7igguarcLigYQE77X0jUQghOCUU86ib9/oFokgUL+Jcc5qwUjn5/nbV+CUiJVampbWy8P5rm39QUFKqvbW2CgQTXr8AeNYXnfdRSxdeiNwiGkEQIOU0r3IbCeWQ/KO3Nxcj4qW7nBvf3jCCafRt+8gjjxSRakeOLCfmpoqYmNdbRm+QkntdhsFBb+TnT3WL+UlNNxT1xct8gyBDVRJBD3JdBlho921uazMMWN6cdllp/PWW6pIWiDS7/2Nzz//nJoaFZgfKI2goED9jY8XXHfdbZx33pQ2X6dXL08pvr1+lc4gAk1GOlrK30SgK7rqnIroaNfyGUqDdidLz+tos6s309HBhHEs+/cfTHKy+iJ796rKAp1BBK1RGjcKIS4FzEKIAajonm8Ce1sto6XyAN58A3PmPOtyzr///T5FRbvp0yfVEfsNzWfSAuzZs4vZs3OIjoarrvJPLLrZ7FQBi4u9f7dAlESw2dRE27x5K9CfyspNwBGEhTXvLIuPT6SmpooDByoYNCgUIQT5+dvp2RmxoO1EZWUldrsS/42bld2uY9Q7dn1jDkHPnt7NE04zh9IevC1yXRrBaG9vb7OeQBPBF198yJdf/gLcEjAi0L/P9u27gN5ER9cRYhgQ3cu5JQQHK/9Vbe3B9Qm4w0gE99zzBJMmwcSJSjjbsgWOOiqwWdvQOo3gBmAoUAe8ClQAfw7cLbUOzSVyhYWF8+iji1x64HqTVk877RymTp1FVJQrHzaXSatRU1PNfff5T0I3SoC9egUuec0dOtKloUF53nQyS0s9g1es+I2tWxu55po7qK+vo66ulgRfaa2HCEaPHk1YmNrt3UsO+EMrsNthZ1OBlNjYA6xbt5Ldu50VU1JSVFhicrIa3+aiXozaWHBw+zeBQBGBs11lKHV1mwBnxdVAEEFdHWzapD4nNLTU8VpbpfsePQ5m1Jp3GOuNgTMwo7xczcvS0sBrBa2JGqqWUuZKKUc1lXnIlVJ2Uikk3/BWugAgOjreRROIinIm4dTX1/Prr+tYs+Y7l/e4TwydSRsZ2Xxc3q5d/pPQjUR1++3zsFhcRUB/VuU0QtfGAZX62q9ffwCf/gFNWMuXv0pWVgZDh0Y4OmP1798/oE7tjiIpKYn4eMVw7puVP4jAZnMSQVXVKqZMOQmrdT6gNnMdkqg1reho3xu8PxqtQ+A1ghEjjmPu3IcA9d113wB/QhNBSEgGAOnpzsFp6/czmXzP7YMJ4/rv0UN9r7o6NS8bGg4BIhBCDBRC5Akh/iuEWKEfgb2tljF1ajYPPpiHsm4JhEjj+usX88EH+1zMQdHRinGjouDNN5/nnHOO5rLLTmfNmu+YOHE0t946HbPZU/XOysrmySe3cvPND5KY6D0YvE8f/0noxokwaVI2N9zwPKGhKoonOtr/VTk1dAglmIiIgOjoaIKDfcfWx8XBO+84W08CjuqeBQWBc2r7C9r8475Z+cNhbEwmS02FY445nj59VDaetzwQk4lmM461xtCRHs6BJoKQkFCOPFKR6969Kg/C31EumgjCwpSQkprqtFm2x5wXSBNLe6HHs6yshHHjBjqyi8vLFREEOnKoNT6CN4D5qFpAnVghu3nYbGrDfOmlatasuZqhQxvJygry6MqkF4IQMHhwX4QQhIaG8PPP37Nu3Q9s27YJWERIiOdm0L9/LGPH/hWzWXrU1Q8LC+fBB/0nobubrs4+O5utW7NZvhxmzICpU/32US4w9nHQG09zElNYmOox4MtRr53agSAtf+DAgX1AAr/8spH+/Z3N3m029eiIw7ux0WkeufDCMxk79kxHVrgvf0tMjJqnpaWeGeQJCaqsQnuJQMfUBwLanGG3qxBsUALFzp0qMc6fNm1NBDqfxthhLBA5EgcDWtOOjIwmP38Lqixbb8rLnc2OAonW/FSNUsrnpJTfSyl/0o/A3lbLsNvVY9CgqwHo3VuNpHHBuS+gCy44C7vdzp49+zjyyGM4+eSzOOecSzzeB2pDSFEl3pk4MZsRI44jJCTU0fHsoYf8K6G7LxpdhwfgwAF7wNL3bTZYt041RLfb1S7WXAVLIZovSQGBcWr7C6WlqiTCqlUrPV7raMmJigolEZtMKgQ0OFhtikFBzW/mUVHeI7SSkmDUqPbXYgpE/oARmjT/+c9bMZurqK9XZHDggH/NQ0prbaS2Vgl2xrE6lKJ/OgJnXSQLn3yyiWOPVZ3YtEZwKBDBu0KI64QQvYQQcfoR2NtqGdrJuVuta8embVxwvqSFoCAYOfJEFi36kIcfVk3R3IkgNVWdd8891zN27ADWrPmWhIRk/vGPl1m5Mp+LLvKvxOsuiYaGwhtv3AzAjh1FASWC775bC8C+fT8SEuI7M1iPbUtO60A4tf0Fi+VjIIPXXvsTWVkZLFvmNGN11Dy0ZYuS6pOSVJJiUJAay9Zs5JGR3qV3k6n9G3qgN0k9Zz/9dDk2mxImdKa2P+er3Q5ffrkGAJOpwGVddxWNwPg9+vUbRFKSOnAoaQTTgdtRIaM/NT1+DORNtQY2G/z+++9s3LgZUIsvONh1Q/UlhZlMnhK4JoLYWNU9KiVFNWt55ZU8GppCTAoLC5g9O4dly6wB7V0KighMJtWHdv/+uoARgd0OQqgwheho4VHF0ljzXY+n717AgXNq+wNWq5X6+nuAAkC6/J7QMY1ASti6VT3v2RMeeOAyBg6M4913323VXDGbW65tExTUuo0vLEwRSyDrU4Fzzt5xx0P066fUyJIS5eD0p03bbnfWbwoNLXaMgdl86OeutBbupK218s7yEbQmaijTy+OgZxbb7bBy5X8pKVE7ZGysZ3SFNyJIS0vDbDZz1FGxZGYKxoxJYdkyKxERMGKEKgmsHaWPPpqLzea6A9fUVPPoo7kB7V0KajFfffUTAERHZwRsIthskJysOl2ddtp5HkQQGupUxfV46vr+6U3GYd0TOD09cE5tfyA3Nxe73bPLnPb/dIQI7HbYvl0979ULKivL2L+/zGc1XG9oqUZTaqoSUHzNPYtFfXZystpIAl00Td/H2WdPZuhQFVBRVBQYjSA8fBQAo0ePcCkv3VUQFOQUTt955xVWr1Z91LdtO8imISHEHYbnF7u99mAgb6o1sNshKioRIZRNKDbWdeP3JS0UFRVht9upqFCptMXFe5g9O4f33rN6EIevfru7d+/wu0agW9ZpmM0QH69Euupq/4fkadjtylEJavNwHwNd1CwszHXhZWdnk5+fj5SSxsZGpJTk5+cfsiQAvn0X+nfuiApus6msYlAawXPPLaWgYB+nn356q68RFta8OVPPD28bfFCQ9yS2QMK4vo45Rv39+mv/E4GxkF9qapBjHLqKWUhDr6/Vq1exceOdBAXVs3o1rF4duPWv0ZxGYIxTcS8VPT4A99Im2GwwZsxFSNkDk0lJU805ijVivMTrGaVCI4x1ityPB7qRNTgl8aqqwBLBH38oE5S35iZayzrEc8VaBV++C+Pv3F6tQPeXBSWRR0SEkpwcT2gbkwB69vS+0RtJ2N3ko8sod7aZRH/e779vRspXCAtrZPt22LAhcESgfYHQuaTXGdC/8XnnTeHee+/jrLNUTY0XXnAKa4FCc0QgfDz39n+nw253puDrxBzjmvMlLezzUSfXm/TvrRGLrl8UiEXn7rdYvnwOAAUFuwNCBLqxz4YN6wD44gvXfkNG/0BXsMXOmzcPIVx3Wfd6VO0lApvNWQtHt6Vsz5iZTOr97hYl43x2L6kcHh74CCFv0N/vs8+Wc//92fTsqSKxPvqoY83ijZBS/SbbtqnikhUVzuo2h1qGcEeh19qoUVlMmzaLqVOT6d1bkeDHHwf2s5sjAunjubf/Ox12O/z++37AGfdunBi+pIU4H7UTvEn/kyappDXdbzc11dlvtzM0gtJS1bmzttbkqBLqT+jIKymVuN+rl+sm2dUWWnZ2NiNGLECX2+7VK92jHlV7M4ztdtivpiM9e8L999/ErFkzKNaibBvgrVeGUflrT5cAACAASURBVCNwL6ncXKmKQMJsVgR03HFHM2HCpRx3nAr0//pr5dz1BxnoHIIDB5QDJSREpW77KhtzOMM9GiooSAWugLOgX6DQHBEcLYSoEEIcAIY1Pdf/H9WaiwshxgshNgshtgoh7mzmvMlCCCmEGNnaG7fZ4Kmn7gegpEQFMbWkEVitVsq02GaAxRLsIhUaMWlSNitX5rNtm52VK/Mdm0YgJqH7NS+/fBYAQUGq1EUgUveXLbNit58BmPj887ku4ZRdTfUG6Ns3G8jnuuvsvPFGvkfDotra9hFuY6OTCHr1gv/8500WLVpEfTtVDHcSdneM6h4aISEH73cym5XJ8LzzzuSpp6xcfPEE+vdXEvxPPzk1pI7AbldJelIGEx5exwknZAFdT0gBYy7BAVaseI+1a991ZJ4XFQX2s33KtVLKDm11Qggz8AxwBqqw/g9CiOVSyl/czosCbgK+87yKbyhpVqkCYWHVTeGW6jVf0oKKGvH0BkZERHlsCM3BbA5Mxqb7PY8dOxaAhgY1Qyor/Vsn5ZVXrDzwQA5SqkiavXt3MHt2DqAIsLNa9XUmtIBgs6lyEImJrkKDlkDbutFUVKj3WSyqDMeDDz6DybSf+Jb6SPqA++buTgTaJ9YZJYp9wRiQoZPm+vRRYbTbtqkgh45WdTUW8ktNDSElRYU6d0UhJShIzcc9e4qYNet8kpMzueAC1Y+6uDiwFUgDWXVjNLBVSrlNSlkPvAZM9HLeHOBhoE1Kud0O48ap9sdjxpzosmn5mni+okbKy9vmiQmUPdadCCIi1LHGRiWpHjjgX/PQvffmUlvrPZwyJKRrhedp6O+0YMF17Nnzu2OTMaKmxvNYS9AWoOho9budf/4kZsyYQVg72dRIRMbQQiNam1cQaEgpqa+vpKJilyN5TofSlrt3MmkjjESQmOj8/bqiRgBq7iQnJ3PaaWdz7LFnOQJG9u1TORqBIv5AEkEqYFxmu9AthpoghDgG6COlfL8tF9blJbQnPS7O7BJJ4UtaaE3USGsQKNuk+3V37tyM7ltcVqa+84ED/vs8X9VTd+/e0WIf3MMVeiOx200UFW1j715Pv0B18/2OvEITQWysfxKdTCbnJn+oE3J5eTl9+0Yxa9YQejXVZ9QyV0fLdthsTvt4dfVqoN4liKErIioqCqv1A2655TkHEZSUqOhBnVjnbxy0OnxCCBPwD+DWVpybI4T4UQjx4969ex2NKrRNNja2daGj3jJiw8PDyc1tWyZsoDQCd6lv164t2GwqWkLbW/1JBKmpvomxqxPBKadcw8CBxwOetuyGhrb7Y3SxudhYaGhoYOnSxSxf3rHW3lrqPdQ3vZiYGKKiooiOjiU5WXmI/dWkxm6H3buVGrx27T8JCRGHhBYUaGhtz0gEoPY9fweNQGCJoBDoY/i/d9MxjSjgSOBzIUQ+cByw3JvDWEqZ19QLYWRiYmJTIxVYs0Y5iRsa8ltlGjJmxAohHJmwU6e2LQmqs0xDAwcOJShIiVSa9FSUT8c/y2q1UlVV6XE8LCyc2bMDEx57KEBvqikpRxEaqlLIvTk121J3yJhDEB8PBw6Uk5NzOVdddVWH7jUqSvmEDnVSFkJQXFzBN9/sYPBgC0Io56Z2vHckK145i9WEP/bYYYSHWw5KqGxnw2yWNDTsJySkFpNJCYB6TgYilDyQRPADMEAIkSmECEYlqDlEJClluZQyQUqZIaXMAL4FJkgpW6xjVFurBsNmU464uDiLgwh82VM1dEas3W53ZMK2VuIKCVF2Sl+1+jsK9823T59M+vYdADiJADped8RqtZKTk0NZWYnL8R49VFOfK644dLODOwr9W9tssHKllRtuyODcc02ceKJrAbq2jHFjo7OUd0ICmEwmpky5lAsuuKDD9xoTc3g4RvW49uqlxsBuh/Xr1bGObFwNDVBSohb0lVf+GZOp64WNesNll01k3Lge/PbbJ47IIZ0CdVgRgZSyEfg/4CPgV+B1KeVGIcQDQogJHbl2ba1SkcxmpXAMGJDs2Pzboza25j060SciInCee28TXFmyrOTmZtC3r4msrAwWL+5Y45fc3FyqvRjCw8Mju2y0kIbesN57bxbz51/Z1Jtasnu3awG6tjjlbDan6p6QALGxcVitVhYsWODfmz+EYTY7u39pP8FaVdS2Q/kEVVVOX6DOKu4OGkF8fDyRkVFERlY7zENa6zysiABASvmBlHKglLKflHJe07F7pJQexlMp5amt0QZAqUilpWCzqUY0SUnOmdEee2pr3hMf3zmSiGdS2UIgh/37C5BSVcy87rqOdQFrruZOSEjXlri0dF1d/SY2m+sOZSw10laNQBNBYmLXqorZWsydO5dzzhnBihXL0TEZBQVqnbZ347Lbla/BZoOIiEZAMUJ3IIK8vIWsX1/BtGmXoCOQdS7BYUcEgYCW1IxRGkb/b3uIoKUG2BERnWendZ/kO3bcCXiGeObmetZGai2ai57qytoAGMe3wuvrutRIRzQCIRooLy93lC/vDti9ezcbN65l1658MlV3Tv74Q63T9m5c9fVOp3NV1TqeeEIlWHYHkg0OVl9SCGfJkvx89fd/RIBzgf700yYA6uu3ucQUtzfCwtf7QkI6t+Ca0R6szBQlXs/rSBcwb9FTISGq5k6ga9gfbOjxDQ1tPpS4rRqBNl8kJ8MPP3xBbGws48cf9NqMnYZrr72WL774kUsvzaG/ai3Mnj0dq5xbV+dsPBUSUkpqqip73h00AmPSqiaCLVvUIxDyxWFHBDpi5r//XQBkUFran4kTnY6+9oaWeXtfUJD3AmCBhCa1Zcusjixfb+hIF7Ds7Gz+9a88kpJUzR0h0pk9O4+LLsru8qF5A5TvnR495hEc7J0Moe0agXbmK42gkcjISKJaajDQhTBs2DBOOOFYQkJCHWO8e7fazNvb+a2+XmV/A5x88unMnv14wLL6DzWUlJQwffp4Jk0a4yCC/fuV5hkIIjjsuFVKtUn+9tuz6GTkPXuUo89shhtuaF/Ei7tGoFWyzlZDNRE01yA+LKzjXcCmTs3GZstmxgzVfPz88w+NLNVAY4zqwUNx8RSOP/5TNm1aQUnJDuLj07jyynmOUiNt0QgaGpwZtHFxcPzx4zngz4SPwwRBQWod1dX9TFBQH/bvj2PzZjjqKLVu27qB19c7E6ji49Xa6A5mIYDY2Fi+++4LamtrueSSKiDCIWxUV/u/3MRhRwSgNkm73TUdtKammkceyW03EQQHK7OB3a6eR0YenI1RZ5T6aooD8NBDHe8Ctn79Ru6771VgLnFxXbOaozckJEBiYjV794azcuV6hgzpy+TJ9zJoUBapqQMcC6wtGkF5ubOmTmRk9zBdeMOLL77IBx98SkhINI2NKUAuH38M556riLUt46Ir42oiSExU7+8uY2s2m3nllfeJi0tnzx7luNNEUFOjzG3+3J8OO9MQ+N4kCwvbbzfXbf5SU9WkO5hO09BQ32UvQkLCmTAhu8NJZd9//z35+UqMjYvz7PfclTF4sBZNT+CXXz7jX/+6iry8WdjtqrAfKAm2NWSgMl/Vc/cued0Ny5Yt4403FpOZOYBrrjkSIex8+62NPXva7ifQ5iRNBK++ejlfffVxtyECgFNPHUt6ej9691bbtFEjaKt5qNIzd9QFhyUR9OrlfZPs3bv9dvNDCaGh3pviWCzh5OTkAR1PKuvXbyCJiarEQny8IsLuQARCwNFHK5ZPSrrMcdxkUl/eWCStNUTQ2OjcrDQRWK1WTjnlFPLy8vx234cDZs2axbPPPsdZZ03iggvOAD7Abjfz2muVbd64qqsVGevoQLtdJYF2hzmqoc3VunNgebmakzqhtrUoLXVNSPWGw5IIbrhhHuDZaWrOnI7ZzQ8VhIQ4m+KkpCiHLqQzblweJ5yQTX19x4lg9OgTGTr0UkBNtO6SsSkEVFZagQyKi8eQkJDO9dcv5u67VwDO7E1o3Rgb2yjGxanFu23bNr788ssORXYdjjjvvPP405+upX//DOLiwhk4UDVWWrUqqE0VXaVUiWQvvLCAkhL1IwQHFzN06IhupREcOPAH//jHXTz11GyiotR8zMtT0VitdcCXl6sS6S3hsCSC0aOzgTwgDXB2Drv88q5RGkF3ftJNcc491w7kExOjvl9bJQJvsNudZRGSk52f29XxyitWXnklB1AZxfv2FbBgQQ4rV6qos7o6p1bQGo3ASAQ9eqjfbcaMGXz22WfMmDEjEF/hkMbSpUt57LF7KSzcyG233Q5AYWEo+/e33pxRW6vG/u23P0RKM+Hh9bz77mYSEpK6FRFIaefpp+dhtc7nyislZjN88QU8/LDSmPbubb7uWHV165sDHZbDunUrwGXExV3G229DWpozxb2rIDhYbfZCKL8FwBtvvMz779/MihX7OqwRfPXVSnbtGg5EOlL3uwMR3HVXLnV1rtFY9fXVLFmSS1aWItqiIlXjpzVjXFvrLLmcmqrGsE+fPvTp06f5N3ZRPPHEE6xcuZK77orjyCOHkpysxnPjRmWCbE2fnqoq9XfkyGvZsMEZMQTdY45q9OrVi3vvvY+EhEEMGWInPd3MbbfBr786hZXGRu/RjQcOtK3h/WG3dRqdc9q2DV0v9NHodOzdW/212/tSVVXmF43gzjtvorxcDV53IoKdO72ba1TNIYXSUhUF1JJGYLOp36Gg6a39+nUtYaQ9GDlyJGlpaUycOI24OMjMVIP43Xc1fPvtGu6++16X8twff/wxmzZtcvwvpbMfRGLiGQAkJQUTFqaEou6kEQghuO++e5k6dSphYWZSUpSwYSzoV1enTEWVlWou1tQoTaGkxFVbaGm/OOymrc0Ge/eqyaWjXaDrEYHx++jcsdDQY7n33i87TAQ2G0RG9gNCsFgqiY1VG1h3SNTp08d3QEFtrTO0ory8ZY1A22l1GYQBAxSZvvPOOzz22GNs3ry5o7d72OHxxx+noKCA5OQkEhKgoODfALz++g+cd94xzJ37AEuXLgVUZ7OZM2cyePBgVq9eDShtQIeO6to6un5TdyIBIywWp2Coy3esW+d8vbFR+bZ27VJjpjUq/dpvvzmJwxcOOyJobIRvvvkKgPXrnzc0fD6INxUAGDWC5GT1f21tKKmpJ1Jb64wlbg9qa+GOO14HICUlsssXmjPiwQfnERLiGo1lMoUwYcJfCQpy1iqpq2tZI1i82MqJJ2awc6cJyOC335Sf4eWXX+a2225jfUurrwtDN1Xp21ex6a5dMY7XLr1UBSlUVlYyduxYjjrqKIYPHw44Gy/t3FnB2rWqwaHWiLvaGm8NKioq+Oij5axYodarJoKNG1t+r5SKBEpLW+5hctgRgXJyqsklRKFjw+xqGoHJ5JSALBbVFBzgp5+cDT9aCgnzhbo6pxQbF0e3IoLs7Gxuuy2PhARnNFZy8vNMm/YgQQaRs6XILKvVyp//nMPu3crpDAXMmaOqwk6YMIGbb76ZQYMGBfjbHLoIDlYa5l/+ogrFSTmMf/zjEz7++BdOPvksQLVkfPHFF7niiivIzs6mrKySujo17qtWbWDdOtWUadQodc3uSAT5+flMmTKRp576K+Akgl9/dfqmvKGuTvlSWxMxBIepszg5+TQKC2HSpMuxWFquHnq4IiRESf2hoXDmmeqHXbiwgNjYrQwfPo7KSuXUbOt3Nxbz6m5EAHDGGdkceWQ21dVw7bXKxrp3rzNeG1rWCGbP9iwBoqvC5ufnc8UVVwTo7g8POE0Zyra9e7fAZhtHv35K6g8NVSYMIWDRopfYsGE9V175ZwYOHMOuXVBWFgn0IyiomqOOUhpcdzQNDR48mDPPPIvMzKOR0k56upLdd+5URFBVpbLldcSazaaOFxe3rZPhYTm0paXKmD10aKZDcu6K9u3gYPVDh4fDCSfAc89tp7Exk08//ZFLL1UEUFmpJkFrIaWSdv/+90eAOwgOLsZsTupWRKAduuHhStr85hu45548LrzQxhln/AloWSPw5XTubrkDvqA19MhI5UTfvRvWr29k6NC97N79I8HBwYSFRXLMMcdz5ZW309jYQI8eGdTVqQS9ysphAAwfHu4oAd8Vhb2WYLFY+OijD9m5UzmAd+1SFRD27FHPg4KUP0sItQ9UVqq5C2qtW63wyy/Qs2fzn3NYEoGu/a6/XFczC2loqSo8XEnsQ4Z8x8aNmRQUnEltrepp29bKjmqDsyOlaiOVnq76bnYnIjAKDaedpohg//6zWLPmzw4iaEkjSElJo7CwwON4WloamzdvxmQykZ6eTnBXnZwtQBega2iADRvuAB5h6dJ9VFY+w1tvORM/Z868mbvu+ofj/5071Qa2YYP6f+hQZ7+R7kgEGhaL8rlERyvz0J49sH07ZGSo16X0DBd98014/331fPv25q8fUB+BEGK8EGKzEGKrEOJOL69fK4RYL4RYK4RYKYQY0tI1pdQOpXqqq9Vs6aoTRH+vkBAlxd5551QsFigujnJkwNbVtU0F1DVHBg26GIDMzO6ndhtDPIcMgYiI/UA6qanXOY7b7WpsrVYrGRkZmEwmMjIysFqtvPyylQMHyj2uq6vCjh8/noEDB1JQ4EkU3Qlakr/sslSggKqqnthsExk1ahxDhgwnJaUPs2bd6jhfl5SQEjZuVJN6+HBnH/LuJKwYIaVk377dbNy4BpMJjjhCHV+xQvkLjSgpUdnH990Hb72lhJ6rr4Zbb/W4rOeHBOIBmIHfgb5AMPAzMMTtnGjD8wnAhy1dNy4uU0K6BCHj43vJxx9fLKuqZJfFjh1Sbt8u5bvvSvnqq1L26yclSPnoo+r49u1S1tW17lovvbRYpqamSyGENJnSJSyWL7+srlFTE7jvcKhh1So1lvoxevRix5xKSEiX11+/WL76qpQPPbRYhoeHS5Q3WALSYrHI4OBgl2OAjIqKl88/v1hKKeWzzz4rTSaTLC4uPsjf9OCivl7NrU2bbPKCC4okSNm3r5RvvSXlmjVSrlrVIL/6SsrPP7fLF1/8WN5yyxNy8WK7nDFDzXH4Q86Z81+5fbuUu3cf7G9z8LBmzRoJyL59B8nt26VctkzKuDg1Runpak8YONAuTzrpM5mYqMdOSmiUEycWyFdflfKdd6QEfpQ+9tVAyoGjga1Sym0AQojXgInALwYSMvq0I5oWVbMoLS0AlM5eUrKH2bNz6NEDpk/vGuUl3GGxKFt1WBhs2bIFk6kWOIp16+C883RYacvmMavVyjXX5DgcnFIWADn8+itkZWV3K2nLqBGsXGllzZocdDvQffsKeOaZy1i48Brq62uQ0tU+5Kv9ZEREJNOmqTn4pz/9iWOPPZZEo/e5G8Ji0fPSxKWXJvHpp7BtG3z+uTZpqu1HSrjxxmlUVJTSv/81bN2qw3j/TVzcOMe1uisGDx5MYmISvXr1xmazkZlp5q67YM4cZzIjCH777VRA+WROPXUry5dfSWXlEOBfLX5GIE1DqcBOw/+7mo65QAhxvRDid+AR4MaWL+u6MGtqqrnnnvb37z3UoRdAWBh8+ul8tmx5BlA2v23b1Gut8RN4i3KBal54QY1ddyWCJUtyaWjwbABUV1flQQLNoahoByaTU44ZPXp0h+6xq0Db93v1gouVNZIXXnCt8trYKBg1ajLDh89n69ZQoqPhxhslCxdezzHHjAC6NxGEhISwc+cfLF78CWazmchIlWF8//1w+eUwe7akb9+XgB0MGLCf3FwYMKCahobfiY3t1apAmoNuGZZSPgM8I4S4FLgLmO5+jhAiB/DZt9FXBEdXgJb0w8N15usiII9vvknj/ffnkZSU3Sr7vq8x+uOPHQjRvUojREY6n+/b55+5I6UkPb0Xd999N9dff71frtkVEBmpNv3kZBUC/e23Khnq8cfhlFNg1SrlGL7iivmOtpSTJsHxxwsg2tEvvDsTAUBwsHM337nzd4KCepGYGM455wAIjjzycvLz15KZqTLn09KO4plndtK7t5nkZGepdF8I5PIvBIyVt3o3HfOF14BJ3l6QUuZJKUdKKUd6e70j/XsPdWgi+OQTK199tRioAyQ2m6qa+cYbVhobWy6H4KvRTUxMXLdyFIOKttJSUkKC/+ZOUVERs2fPxmq1+u2ahzuCgpTTOChIaQXXXKO0282blVNz/XplGnrpJdi0Sb126qnqvdHRziCG7tzwB9R8jY6GjRtXc801F3DJJdF8++0bhtcFmZlKe0pKgp49Bb16menTR/Lyy/8gLGynr0sDgSWCH4ABQohMIUQwMBVYbjxBCDHA8O+5wJaWL+uq5/ijf++hDC0JPfFELvX1nlUzn38+FyldVW0NY8RLVZX3HrpVVQdYvrx7bVwmkyIDgClTPJvYt/16TrtaRUUFOTk5/yMDA2Kaqkv07Kk0g4cfhmnT4Jhj4MILYcIEZ+TbkUdup6DgK+bNO4MlS2YD3S/h0Rd69JCsWPEqZrMZq/UzzjzzIgoLf2Xfvl+Ii5NN50DfvirENDMTtm79lX/+cy6zZnmVsZ3w5UX2xwM4B/gNFT2U23TsAWBC0/MngY3AWuAzYGhL17RYoqXJZJYgZGpqunzuucV+99Ifati5U0ohhEekCiCFEHL9ehWdUV3tfM/ixZ4RL74evXunH6yvdlCwZ4+UX33ljBq6/vrFMjIyvlVj5fkwez2enp5+sL/mIYWiIjVHf/zRNWLr1VelfOUVKceOlTI4uEhCqhw27EwJyJNOGi+3b5eyrOxg3/2hheJiNZZbt0p55pmXSUDOmfOsXLNGHdPRhNu3S3nmmZNkVFS0fP75d5qNGhKyo81vOxn9+o2U8+b9SM+eKpkiOlqVSejKKCqCY4/N8JrABBATE8999z3J5MnZJCQo9To9PYMdO1oXxy6EwN6Wbu2HOYqKlM30119dj0+b5turZjKZsdvd7W/BQL3X87vbmLYEXS4ZVKz71q1OLSA6WtXE+eSTf/HVVwvJybmFqioLgwYlMWbMyaSkdN2k0fagpsZZmXXOnJt5993XeOml/3LEEUd5nGu3N2Kz1REWFkGfPuIn6cO8fti6CHVz+e5g3w4O9t7DWKO8vIQ77riKpUutFBWpBdcWB3pzpZm7KowOYw1ViM4TPXum89hji4iNdXZVESIe+Dexsd7f05X9Vu1BSIhzzcbHw7BhymR0xBHqERICp59+DW+//QOTJ0/jiisuYsyYkwkK+h8JuCMsDAoLt3P11RP5/fdNfPfdbgYNOtLxuvbJCAEpKUFkZka0aFo77Ihg27af+L//S2PFCmWD7Q62w+BgZw9js48v3NBQz6OPqlDQujrfzmF3dHUfizcIoeaN9hNoePMXBAeHM3nyPIYNy+aHH/bx5puSW26RSLmPlJRsZs70JOjw8O43pq1BjLMSNWFhMHgwjl4Yffoo+3a4m6zj/v//oNC7dxxffPEfvv76Ew4cKCcoSGmzFosqQpeaqnwyoaGKFHT0lS8cdkQAUFKykwceyGHZMmu30Ah0xMSkSdnNmht273ZqAbfdNs8naWikpKTz0EN5XHZZ10zG8wUdMeROBFlZ2Vx9dV6TlC8wmdKZNSuPrKxsiotVhEtDg0rtBxg3DiZPVgTdp086QgjS09PJy8sjO7t7jWlrEBqqyMBbXHtCgrNujhG6TMX/4Iq0tBjy8paycmUB6emxpKSo8U1IUOMrhGukVUvht4edj6DJaQpAamo6+fn53YIMduxQ9W+ysnz7Cnr2TGfVqnzH/0ccEUZdXa3XcxMS0vnhh3xCQ1uuTNjVsHevquq6f78KWXSH3a7CHCsr4amnXMtT790LN92kNIpnn4WTTlLSbVpa16yAGwjYbKqmUF2dGseYGGfBNJ3PYrerzSvVIwX1f9Cw2dQcbk0faAAhuqCPAJQE3B1MQ+Bk99tum0dQkHd6r6qq5Oabr2PEiAQyMwV1dbUIYcJsdj3fYgln+vR5Tc8DetuHJHxpBBomEwwcqJ67d5v87DPl5BwzRsVrh4aq3+Z/JNB6mM0qjDQ0VI1hdLRzHsbEKHMR/E8baAlmc+tJoCUc1kSQkpLWbRagdphNmpTN3//+AlFRnjPgwIESli17jv37SxzHpLRjt9sxm+MBQWhoOjk5eYwfr0wX3ZkIzGbvTmNQ/YfBlQiqq+G//1XPTz/d2QciNJT/4f/bO/cwu6ryDr+/M5OZSTJMlFzMjSQkJEC4NCIVsTxIuVVRcaCEtolcI6lQQBpDuRW5SIAKVSykXCqWoq2ApT6mlVuLgYq3AhIiKLaxULlDABWRABm+/rHWYdZM5mRmwjn77D37e5/nPGefvdc+53e+vdf+1vVbw6RSCTXRagGnq6u332arrcJ9WevaOPWnsI0qo0eP4YwzytMhl7b3dXcvZsGCxSxcOIv16wcfImrWQ09PJ2PHrueyy0IGq3bClX1ERldXb2julOoqkw89FGoBc+bAAw+EJqXqSBd3BPWj+tCvNg1NmlSOEYF5oZCmnjZtJsuXr2DhwvJ0yPV/YE+eDC+8MJw4Ob9gyZKQ4drbQ9V8oO8tA2ktsqurd9nOlDlzQgn1mWdCKASp11aHHhoe/tVQFWUPf1APpL5NdWWsqTaTwjmCXXZ5D6tW3QeU62ZpbQ0PpmpMoY4OmDJlRlw8fXDa22ew555he9ttw3eNGlWuYHNVUkdQq5+grQ0WLYI1a4Kt778/dG7OnQs779zrSDs6vH/AKT6FcwQpZSuJVSM5Vjn11BWcccZSNmzYNIxyitTGkUeGZrTx43s747xJIzjEiRPDaKD+HHQQMbpjiPt+110hgmb1HPAOTWdkUOjyYNkeZOPG9S3Bd3cv5qKLrmHixDC7tTf4WW8RdcyY8ZxwwpfZd98Qrjodq102R1qlfwl++vTBa0YzZ8JRR4UImuPH987c9AlPzkigsDWCtrbyNWtUKsEZvPRS777u7sW8+iqce+7SJDqp0dY2huOOC5Ohqsyc2bc5BZ0/sQAADpRJREFUzR1BoL09POCf3FyQ9ITqvIvRo8t3Dzojk8LexmV9iHV1bdrBu3LlwCGqb7yxd+W2SZP6ToyqVMrVxzIYU6fW7i9IGTeutznIhzc6I4XCOoKyNQtVkcJDPS2JpqElUqqjiqZMCTHKU8pqPxi4FN/SEoaEDvZwr850bWnpDaLmOEXHHUEBaW0NpfvqOOtaAeYmTZrBggWhSShFKncnZ63aZEsLzJ8fHGcVKXyePDnMG+jqCvs7O320kDNyKGQfga9YFEqj06aF/oLly1dw5plL+yxOP3r0GE4/fcUmDrOtLTiRMjcLtbX1HYqbUqkExzl5coj73tGxaaGjumyg44wUCucIKpXeMdxlRwqL8ixaFDqEL730LJ566hdMnTqD5ctX0N3dd8JdpeIzNqt0dIRZwrVob69dcxgzxgsizsiicI+E1lYfqdGfCRPg8MMXb/LgHyidO4HAYI5gc3htwBlpNPSRKumDkn4maZ2k0wc4vkzSTyStlXSnpIGXe3I2S6US2rE7O8N2/9JqNdS0j3nvZUs7ejdXU3CcotKw8qGkFmAlcADwBHCvpFVm9pMk2QPA7mb2W0nHA58D/qhRmkYyUt9ViF5/HTZsCA+8MvcH1KK1Nbw2bhzeeV4bcEYijawRvBdYZ2b/a2avAzcAH0sTmNlqM6v2cP4AmN5APaWira1vnHdnU4Y78qy1tdyjrZyRSyNbjKcBjyefnwD22Ez6JcCtAx2QtBRYCr4ouFM/hhp5tbqWrg8XdUYqueg6lPRxYHfgAwMdN7NrgGti2uclDS3k5uBMANbX6bsaieusP0XR6jrrS5l11uyDbaQjeBLYJvk8Pe7rg6T9gbOAD5jZa4N9qZlNHCzNUJF0X601PPOE66w/RdHqOuuL6xyYRvYR3AvMlbStpDbgj4FVaQJJ7wauBg42s+caqMVxHMepQcMcgZltBE4Ebgd+CtxkZg9LOl/SwTHZJUAn8HVJayStqvF1juM4ToNoaB+Bmd0C3NJv32eS7f0b+ftD4Jom//5QcZ31pyhaXWd9cZ0DIDPL8vccx3GcnOHBGhzHcUrOiHYEkgoTnk7SO5utYShIGt9sDUPB7VlfJNVttF4jKUqez5s9R6QjkNQp6TLgVklXSzq02ZpqIWmMpJXAbZJOiiOpkJSraxNt+gXgW5IukPT7zdY0EG7P+iKpQ9KVwOo40GPfuD+P9sx9ns+rPXN1MeuBpGnAVwgruB8E3E2IYZRXlgHjgaOADsJwWszszWaKSpE0F/gG0AMcCzwPnNlUUbVxe9aXY4FJhMmejwJfltSRM3sWKc/n0p4jzhEAG4AvmdmnzOwZ4CZgjaRdm6zrLSR1xPdWoA34JzN7xMwuAZ6PJcWmlxISXgGuMbPlMWjgLcDTknIRG8rtWV8kpQt2Cvi+mb1gZn8PfB+4MKbLS9CNXOf5ItgzLxlji5G0vaSrJI0GMLMXgLuSJNsAs4GfNUFeHyTNk/SPwOWSdo9zLTqBPZNknwSOkDS9WaWEaNO3SlRm9hR940CNAXYwsycyF5fg9qwvkraTdBNwnaQPS6oG3J6UJDsVOETSHDOzZjy8ipLni2JPKLgjkLQXoUq4lNAkgCSZWbrkSBvw2FDCVzSSeNNeDTwIrAX+TNIS4K+AT0qaAGBmjwNfBY5rks4PA/8CLFdcQ0JSq5n9Jkm2Nc3PZG7POhJrS5cBDxHy1EeBzwDXAwdJ2hkgOqtvEpuyLOPx50XJ80WxZ5VCOwLgBUKb2zzgGEkzBzDku4GfA0g6ronVxTnAK2b2OTO7HPgScAgwGriSvhNI/psQrbUZ1cVngcUEm54mqdPMNkqqJFrmAw9HfYskzctYI7g9680U4JfACjP7JvBZwloicwkO9yz1jsi5DahX4MfhUpQ8XxR7AgV3BGb2U8KaB+uAfwfOh03agvcDxku6GVhEaE/MHDN7CJglae+4ay1wJ/AXhKB7W0s6R9LhwCeAV+N5mZYQzOw+4JFo09uAq+IhJVr2AiZK+gbhIfdGlhqjTrfn2yR1imb2JCEC8AHJ5yuBC6OjfQU4T9InCLWuF7PQOIDO3Ob5VEOe7TkgZpb7F6Hq3JV8Vv9tYCtgHbBfv3NvJZS2DstI6wTgXak+oBK3TwK+mhxbAFwbz5kHHAncASxuhs4BbNpFKNX8bnKsnfDQvR84PAOdU4D399uXR3tuojPH9lzSb19LfD8auCfZ/w5Cx+sC4J2E5o0bMrTnkhrHcpPnCeuuXAq05dmeg/6PZgsYgqHPJgStuwE4N+6r9EtTNfwpwL/F7T+JD+F9MtT6l8AjwD8DF6fa4vZ2wM3AUfHzeEJQvskZ23QgnbVsejawOm5/ML53Z6j1YUJJerf4OXVYubDnYDrzYs/42/cDy2ocrwDfBk5J9l0P7JyxLTers589m5bnCQMRHgKuIAxS6J+HcmHPIf2XZgvYjJHHEqKT3gi8i1DC+xUwKx7fpAQbt1+K6a4FOjLS2gFcTPD2E6Pe3wJbV2+IJO2BhPbL3YDDgdXAjDzo7Jc2telG4GXgi8CojLRWYua6lVB1/nNgbJ7sOQSdte7RZtjz0vibm/xeP23vIYxv7wY+Hh/I8zO0Z02dm9GcaZ6nt0Z6ea2HOr21lqbac8j/qdkCBjDgO+J7K7AP0Joc+zvg2BrnjSM4jrXA72WpNW5PSbb3Ab4G7FTj5jge+Jt4UzRc63B1JscnRJs/kLXOZN8VwPL40Nw7b/Ycis482BPYkbAu+FaEQtWxwPv6pa8+4D4GnAf8J7BX3nQmaTPN8/10VoAfEwpTO0UdR5MUquittWRqzy36b80WkBhtfMxMdwAnA9slx0QYErYaWFDj/Aqwa5O07hD3txJKqI8Bfw38F6G6Wr0h0pJsS151Jue3ZpTBUp0nATvG/dsB18XtZYQS9ynA9Op90UR7Dllnk+15cqLzXEJH9PeAcwgjVY5M7k81Wls9dCbnZ5LnB7juu8T9FwJfiPv/lDAx8MIkn1Uara1er1yMGpL0PkLVej1wAaED5uQkSYVwY7zOAMtdQgghYGZrGyy1ltYTooaNwI+A2Wb2aUIpYFnUjyUTmsysJ686E40bzey7GeucnuhcB/xaUguwPfApYA+LE68s5ra4nbU9h6wz0dgMe04j1Jgg1FbOB/Y3s/MIC0edkOgzMuLt6KySRZ6vcd2XxMPVJsmvm9nVwGnAZOKEMctRGI7ByMXi9YSRFJ83sxvgrciR+8WZeG+YWY+k2XH7eYWAUm3V9DnR2gG8ZmZvLThtZt+StJxwkz/mOoelcxRhfP0uhKr/zwntxyZprpn9j+scss7943X/lZl9tprQzP5V0jLCwy3rcexF1nlAPHY3YRb7blHnj+NExsI4gCqZO4I4C7BPycPMHpH0eHLsDULTUDozcD9gtKTrCaWu03KmdUN6jqQdCSWI/wOecp3D1vkG8KCke4DvmNkdkrYlrH3d0HHhI1DnnOp1T86dT7juj5Gf614UnbPjsXWSrgBOV4hnNZtQq360kTobQaZNQ5JGpYbuN1HkleTYLELpKmUCsDNhXO4eZnZXTrW2SzqCMNrp22Z2tJm97jq3TKeZnW1md8TtR83sIgthI1znFuiU1CrpEMJw7DvN7JjozFznll33NYRmq3uAVWb2EQuTxwpFZo5A0onAfyjE4P4ohDbJdDZesj0b+GHcd6ikcYSwvbPMrOFreb4drYQAYrcT2ohXus63fe0nN1Jb2XQSRtrcDbw3z9e9KDolTTWzF83sZjO7tpE6G0nDHYGkrRWac/4AOIPQ6XJUrD6/1aEiaVfr7VyZD8yTdCuwkNAf8IiZvVoArS1m9lwjtZZI5x+SQXtriXQeRhjJ8mL/JhjXucXXfWOj9GWKNX7oVQshUmB1zPds4Dri2HVCL/v1wHeAqcAM4NeEsLKZzWAtklbX6TpdZ3l0ZmKLBhi3lTCxZptkX2eyXSFMGJkbPx8AnNDvO47J6EYohFbX6TpdZ3l0NuNVb0PvQhif/izwtRppdgRuqXGsrZ56RoJW1+k6XWd5dDbrVe8+gvWEqf47EEIEHwggqSXphZ9CWKMVSXsoLtotSdbAUSsF1uo6XafrLI/OplBXR2BmTwM3mtlLhLa26qo7PYQwEQC/A7RJuoQwPbt6bmazGouk1XW6TtdZHp3Nou6jhqx3FMr1wAZJJ8f9b0bPuzewL/Cimb3fzFbXW8NQKYpW1+k6XWd5dDaFRrY7EYZl/TBu7xrfDybprMnLqyhaXafrdJ3l0ZmZPTIw+G3Aa4TIfBOa/YdHglbX6TpdZ3l0ZvFq2IQyhcW5LyD0xJ9oZgdZEugsTxRFq+usL66zvrjO4lKdSNGYL5c+RIhj89qgiZtMUbS6zvriOuuL6ywmDXUEjuM4Tv7JxcI0juM4TvNwR+A4jlNy3BE4juOUHHcEjuM4JccdgeM4TslxR+A4gyCpR9IaSQ9LelDSp5WsXlXjnFmSFmWl0XHeDu4IHGdwXjWzBWa2EyFG/YeAcwY5ZxbgjsApBD6PwHEGQdJvzKwz+TwbuBeYAMwEvgKMjYdPNLPvSfoBYebqo8A/EEIgXwzsA7QDK83s6sz+hONsBncEjjMI/R1B3PdLYHvgZeBNM9sgaS5h0ZPdJe0DLDezj8T0S4FJZnaBpHbgu8BCM3s00z/jOAPQ2mwBjlNwRgFXSFoA9ADzaqQ7ENhV0mHx8zhgLqHG4DhNxR2B4wyT2DTUAzxH6Ct4lrCoSQXYUOs04CQzuz0TkY4zDLyz2HGGgaSJwFXAFRbaVccBT5vZm8ARQEtM+jKwVXLq7cDxkkbF75knaSyOkwO8RuA4gzNa0hpCM9BGQufw5+OxvwVulnQkIb79K3H/WqBH0oOEpRG/SBhJ9KO4GtbzQHdWf8BxNod3FjuO45QcbxpyHMcpOe4IHMdxSo47AsdxnJLjjsBxHKfkuCNwHMcpOe4IHMdxSo47AsdxnJLjjsBxHKfk/D9DQNze+/c0sQAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "step 4389, {'val_loss': '-1.028235673904419', 'val/kl': '0.000353723211446777', 'val/mse': '0.005656410474330187', 'val/std': '0.05565137043595314'}\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "step 6584, {'val_loss': '-0.7582443356513977', 'val/kl': '0.0002442289551254362', 'val/mse': '0.0062664104625582695', 'val/std': '0.04417317360639572'}\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "step 8779, {'val_loss': '-0.9393323659896851', 'val/kl': '0.0001381170586682856', 'val/mse': '0.007535985670983791', 'val/std': '0.05241641029715538'}\n",
+      "Epoch     3: reducing learning rate of group 0 to 2.0000e-04.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "INFO:root:Epoch 00004: early stopping\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "INFO:root:\n",
+      "                                   Name           Type Params\n",
+      "0                                 model    LatentModel    2 M\n",
+      "1                 model._latent_encoder  LatentEncoder  609 K\n",
+      "2    model._latent_encoder._input_layer         Linear    2 K\n",
+      "3        model._latent_encoder._encoder     ModuleList   32 K\n",
+      "4      model._latent_encoder._encoder.0  NPBlockRelu2d   16 K\n",
+      "..                                  ...            ...    ...\n",
+      "226    model._decoder._decoder.3.linear         Linear  147 K\n",
+      "227       model._decoder._decoder.3.act           ReLU    0  \n",
+      "228   model._decoder._decoder.3.dropout      Dropout2d    0  \n",
+      "229                model._decoder._mean         Linear  385  \n",
+      "230                 model._decoder._std         Linear  385  \n",
+      "\n",
+      "[231 rows x 3 columns]\n",
+      "INFO:root:model and trainer restored from checkpoint: /media/wassname/Storage5/projects2/3ST/attentive-neural-processes/optuna_result/anp-rnn2/anp/version_3/chk/_ckpt_epoch_0.ckpt\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "9be8989cb7364f059005b15b5d0381db",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0, description='Testing', layout=Layout(flex='2'), max=234.0, style=Progr…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "step 2194, {'val_loss': '-1.2122845649719238', 'val/kl': '0.0010215543443337083', 'val/mse': '0.007163152098655701', 'val/std': '0.07716882228851318'}\n",
+      "\n",
+      "None\n"
+     ]
+    }
+   ],
    "source": [
     "name = 'anp'\n",
     "\n",
@@ -682,7 +1533,7 @@
     "})\n",
     "trial = optuna.trial.FixedTrial(params)\n",
     "trial = add_sugg(trial)\n",
-    "trial.number = 2\n",
+    "trial.number = 3\n",
     "\n",
     "checkpoint_callback = pl.callbacks.ModelCheckpoint(\n",
     "    os.path.join(MODEL_DIR, name, 'version_{}'.format(trial.number), \"chk\"), monitor='val_loss', mode=\"min\")\n",
@@ -717,14 +1568,335 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 16,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2020-02-15T07:46:34.059708Z",
-     "start_time": "2020-02-15T07:44:53.900Z"
+     "end_time": "2020-02-15T10:07:36.941333Z",
+     "start_time": "2020-02-15T09:55:16.786920Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "INFO:root:gpu available: True, used: True\n",
+      "INFO:root:VISIBLE GPUS: 0\n",
+      "INFO:root:\n",
+      "                                  Name           Type Params\n",
+      "0                                model    LatentModel  455 K\n",
+      "1                model._latent_encoder  LatentEncoder   84 K\n",
+      "2   model._latent_encoder._input_layer         Linear    2 K\n",
+      "3       model._latent_encoder._encoder     ModuleList   32 K\n",
+      "4     model._latent_encoder._encoder.0  NPBlockRelu2d   16 K\n",
+      "..                                 ...            ...    ...\n",
+      "67    model._decoder._decoder.3.linear         Linear   65 K\n",
+      "68       model._decoder._decoder.3.act           ReLU    0  \n",
+      "69   model._decoder._decoder.3.dropout      Dropout2d    0  \n",
+      "70                model._decoder._mean         Linear  257  \n",
+      "71                 model._decoder._std         Linear  257  \n",
+      "\n",
+      "[72 rows x 3 columns]\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0, description='Validation sanity check', layout=Layout(flex='2'), max=5.…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "step 0, {'val_loss': '1.5374459028244019', 'val/kl': '0.4961514472961426', 'val/mse': '0.24871626496315002', 'val/std': '0.9974575042724609'}\n",
+      "\r"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "302dff6e932b45bdaf1232169d08ce9e",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "step 2194, {'val_loss': '-1.3054770231246948', 'val/kl': '0.0014658418949693441', 'val/mse': '0.004981751553714275', 'val/std': '0.059659067541360855'}\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "step 4389, {'val_loss': '-1.3078840970993042', 'val/kl': '0.0003726059221662581', 'val/mse': '0.004040098283439875', 'val/std': '0.04867682605981827'}\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "step 6584, {'val_loss': '-1.023400068283081', 'val/kl': '0.00030945712933316827', 'val/mse': '0.005101347342133522', 'val/std': '0.05553557351231575'}\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "step 8779, {'val_loss': '-0.5684605836868286', 'val/kl': '0.00023415201576426625', 'val/mse': '0.004800163209438324', 'val/std': '0.03970134258270264'}\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=234.0, style=Pr…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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g99/Vc1qaUkls26Z2sHV1JhH4g1YLde+uUkZ066YWca0a0rBaDVuCjuJOSVHqochI9dDQ0cWmjcCAVlXrmg8VFcaxvDzjdWGhfweIYERmZia9evXi9ddf56KLLmLAgMbjVHft2sX27dvbtF9DhgwhJiamTb+juTCJoJXgmrRLSkMiGDcORoxQRKEjZj29NEwolJUZ9pSEBGXw7dXLPTLYFfv3u2d57dXL+3VDQ1X6CdNGYEDbVVzVQhqu+Z2Kio48Ili7di0VFRUcPnwYoXNq+0FxcTHTpk1j2rRp/O7cwdVoi3kL8e2335KTkxO0RmINkwhaCa4SQV6e2mF166ZUFRMnquM//miqhvyhvFwt7qBcRnXm0JAQ7zmaMjKUUd5uV+18FfyxWBQRmKohBSmVy62WBsCdCHJcfPuKi488Irj22mvZu3cvCxcuZNWqVXz88cd+2xcXF3PccccxaNAgCgsLOemkk7j22mtb3I/S0lKmTJnC0KFDAfj000+5/PLLeeWVV1p87daGSQStBFci0GqhIUPUrnbCBPV+y5aGE9CEAYfDIII+fZSaR+v74+Mbts/KMtRCjUncFoupGtKoqzPcRPWmxDVJoqtEUFJy5BEBwKBBg6ioqGD+/PmsWLHCb9uhQ4fy4Ycfsn79evr27cv333/P2rVrqWqhy9Thw4eZNGkSxx9/PEII9u/fT3p6Ol9//XWLrtsWMLOPtgL0DlM7A2giSE1Vzz16KFL4/Xf44QcYM8aI3DRhwG43PIb69FE2Aj0XXSWCkSNh+3ZFBHon6xlV7A2makhBaz2qqtRGRecV0nAlgkOH1HjZ7QaRBjNqa2vrjbGDBw/myiuvZPz48QF9NiQkhJSUFNasWcMpp5xCtGte82YgKSnJzXX1tNNOY9WqVYwNwqLZ5lLUCtA7TO19oYutDxlitBk2TBGBqxupZyGVzgydsVV7q/TpYxSjB+URFBqqFqwpUxQRZGYaKT0CIQJTNaSgNyzV1cr+4prAz+FQLs8aunZxXV3w369SSkaPHk1KSgrp6emMHDmSV1991e9n3n33XcaOHcuwYcPqj51//vlt0r/U1FRS9e4wyGASQSvANar466/VROrRw5AIwDB2aq8YUzXkDq0W0qohnWRO6/2FgNtuU+dHOnPY5ufDjh3qtWd6CW8wVUMKmghsNnXvutpFtU3AYlHjpMuAHglEsGXLFvbs2UNVVRU9vXkXeEBKyYIFC6ioqCArK4uBAwc2+pmmwOFwYDlCklodGb0McmjRubJSBeIAzJ3r7nut78uiooZlAU2o8bPZDKLUROCKq6+GWbNgwAC1UB06ZEgEOk21P5iqIWPx15BSSQSHD8PDDxv3b3KyetY2rSPBTjB69Ghyc3PZsGFD/QJcWlrKvn37vHrtVFdXc9ZZZzFt2jQ3Evj000+56qqreO2111rUnxkzZtC/f3+++uqr+mMfffQRzz//POXeCpZ0IEyJoBXgcKiJsm6d2kENHgwnnujeRuu4S0pMzyFvcDiMBQm8E4GOw0lKUsRaWGgUtw+ECEzVkPc6GTU18M038MsvxrGUFMjOVvd1VVXwSwMAoaGh9PW4cQYOHFjvShrrcZNER0fzwQcfNLjO3r17ee2114iMjOTKK69sdn8yMjLIzc2lW7du9ccWL17Mzp07mTp1KqNGjWr2tVsbJhG0AnR6CR3Jfs45DdMca4mguFgteK4BTybggQfUjlSjd++GbXR9gR49lA2hsFC5kIJy1W0MpmrIOwnW1MCvv6rXISGqTVKS8nIrKlKqTp0G/EhDUlISlZWVVFRUNCACX5g2bRqrVq1q8UK9efNmsrOz6devX/2xWbNmUVhY2GJDdGvDJIJWgN2udlpaTeEtsCk2Vhk7KyqUSqNbtyPHE6M98NlnxushQ7wHkEVEKBKwWFQ5yq1bDYlAG5X9wVQNNSRBh0NJYTt2KDvM8uWKXCdPhq++UkSQna2cHYId77//Pp9++ikXX3wxZ555JkB91k9vqKioICIigjCP/BnDhg1zMx43F6GhoSRrHZsTy5YFZzo100bQCtASQUmJeu8t+MliMY7rxaszL0ie0N5CDz0EH3/svXBMRIRBEElJ6lmPuakaCgx2O2zY8AUXXTSZfft2U1OjSMBmU+qgxEQ4+WQlsbrmdzoSpKhvvvmGlStXsk277TWCe++9l8jISJ599tk27lnwwySCVoAOziktVbsqraYID1e+8Bp6YmVnq+fOvCB5Qi/ovXv7dgUNCTF2/hde6G6MbwoRHAmLWlvBbodFi2awZcsPPPHEfdTUKBUQgKt7e1SUoQ7SuYeCPEsCc+fO5dlnn+W0004LqH1ZWRlSygYeRrW1taxevZq333672X35+eefmT17No8//rjbcZvNRn5+PkV65xMkMImgFWC3wwcfpCNlMlJauPXWZNavTyc2FkaNMohB3286YMckAgWrVcUQWCxKrebLMGmxKKIF5dVywQXGOVM1FBgcDkhP/4pbbnmfP/7xb1RXG/YBTyLQ92thoeEZF8yYPHky119/PWPGjKk/9ve//51jjjmGN954o0H7f/7zn9TU1HDRRRe5Ha+trWXmzJlcc801ze7L3r17ee+99/j222/djj/11FP06dOHhx56qNnXbguYNoJWwAcfpPPii4sAFQZbVJTJiy8uIiEBUlPTSE5WHhmuE8uzellnhratxMWpqGt/OYM0oqJg+nSVM7+01LtNwROmakj99uTkcUyaNI6wMLUpOXhQjadr3IuraqisTLlGH4mSVHFxMb/99hsHDhzwej7cy83WtWtXLrroIrp3797sWIDJkyfz9ttv09vD66F3797Ex8c3sEt0NEwiaCGkhEceWYLV6p6XpK6uihdeWMJVV6URGalURHqxKilRqiQzqExBp5XQC48vA7rrfAwJUeqg229XO1qnbdAvTCJQi7nOPJqfb2P79jogmgED3Mc9KkplgAXVvqws+Ingo48+IiQkhFNPPZUop1h5ww03MHfu3CYFiwkh+Ne//tWsPthsyilk4MCBzJkzp8H5tLQ00tLSmnXttoRJBC2EwwG5uVlez+XlGcd79DAWuuJi5ZvdmRckV2h1qR4fXzmYNBHoHESRkWoXe8IJRoyBP5g2AqipsfLyy4+zceNn7N37A6mprwIz6d/fvV1UlJHo70iRCBYuXEh+fj45OTn1RJCYmEhiYmKDtvv27eOyyy5j4sSJPPXUU63Wh/x85drsbTPjcHh3gggGmETQQths0K9fIjk5mQ3O9etn3IA9erjHEphEYMCVCLp18z1ZLBalNkpIgAMH1GJVVqaOBzLBOruNQCX1y2PVqj/XHysoUAzq4uoOqLHVbtBlZQ0jkoMRZ511Fvn5+fTw5rbngX379vHDDz8Q6SOgx263U1paSkxMjM82nrDZlL2rqAh27vyK7OxspkyZQpLTxa2qKrCcWB2BNuUnIcQ5QohdQog9Qog/ezmfKIT4QgixWQjxqxDivLbsT1vAbofbb1+GxeIeIBIWFsEddxg+w9HRRrSsVg0F+8RqL7hmHPUXGGaxqF2qEIoQdH6hsDDDiOwPnV01pFKbhHHeebdx3nm38cwzB+jVS005V4kgMtIoCgSKCHRCxWDGa6+9xieffOK2cGdnZ3PvvffyxBNPuLWdNGkS69ev569//avXa1100UXEx8ezbt26gL/fNZnfE088x+WXX15vLLbZ1Jyvra3lxBNPdDNoBwPajAiEECHACuBcYCQwVwgx0qPZPaii9uOAS4EjzqHXZoPzzkujV6+VQFL98TPPvJiLLnLXBSYmqkWrsjKdq65KJjHRQnJyMunp6e3c6+CCzi/Up0/jbbVtT8cU6GjjQNDZVUN2O0RH9+GKKx7jiiseo2fPAfVFaFwlAu211bevGu+SEiNH1pGGkpISHnroIV5++WW34127duWkk07ihBNO8Pq5nj170q1btyYVmnfNxzRu3BSmT7+U1FSVglin+g4PD+fnn39m69atLa530JpoS4lgIrBHSrlPSlkHvA3M8GgjAe0BHgfkcoTBZtN1iNOADC6++Dni4xP573/fZMqUZFavNhb5qCiIikoHFlFcnImUkszMTBYtWtSpyUCrhrRxMhCEh7uXsgwEpmrI3UGhulot8kJYeeaZk+jXz0pSklHkJzwcjjlGvd60KbjHzWq1UlVV1SC53IABA1i6dCm33XZbk663atUqDh06xCWXXBLwZ1w546qr/sCTT77FMcccX3/OalWG6K+++oodO3YEVRH7tiSC/oCrz1a285grlgKXCyGygY+BP3q7kBBikRBikxBiU6HWIwQJdHoJlbc9nX//+1aKirKQUpKTk8nddy+qJ4PISKipWYJ2M9WoqqpiyZIl7d73YIH+S5tCBHoO9eoVmKEYTNWQwwE5OQfYu3c/69ZZ6yPcLZZ97N37HaWlO+nbV2V31TherWP19baDFd999x0xMTENgsl69OjB/fffz7x58+qPSSmZN28eL7/8ss8dfyC1jjW++uorLrjgAh57rGH6CL3p1+7iUiq11PDhwwkJovwyHW3Dngu8IqUcAJwHvC6EaNAnKeVKKeUEKeWEhKasFu0Am015Ciix+c9Yre5Fr6urq3j0UbXIR0RAXZ13D6OsLO/HOwO0ROAt0ZwvhIaqHb7OPxQITNUQrFr1F+65Zy2rVoWhKzgOHhzLww9/zdCh7kVTQkNh0iT1eutW93KWwYaqqioiIiLoGkBhik2bNvHKK69w5513NmnB94XS0lL+85//8PPPG+qP5efnUlVVSWWldEvjHaxk2pZeQzmAq/PuAOcxVywAzgGQUm4QQkQC8UBBG/arVWG3u5b28/x5Ctq9NDISunZNpLy8oYeRNxe3zgJtI/BWl9gfwsOVAc5UDQUGux2iomIJCTnTrSzo6NF9mTatr1tGXO2hNXCgMiTn5Kgyq65V94IJ5557LjU1Ndi8BOfk5eWxceNGRowYQWpqKiNHjuTll1+mpqbGa0AZwNdff82SJUuYNGkSjz76qM/v3bp1K5MmTeLNN/9Fz55qcKSUTJmShM1mY+fOGsrKIurTc1itsG7dR3zzzTfMnDmTyZMnt/zHtwLaUiLYCAwRQqQIIcJRxuA1Hm2ygNMBhBAjgEgguHQ/jcBmM0r7hYd7X8y1G6nFAhdfvAxw9zCKjo4O2qyE7QEdWdxUItAqoUB9s03VEMyc+Sh2u/vOv1+/hmmmw8KURBAeDuPGqWOuGWKDFaFeglCWL1/O9OnTef/99wGIiYlh3rx5XH/99T6vU11dzfr169miEzF5QUZGBsceeywzZ87k1FMvYOjQURQUQG1tDT16JNCtWw8iIiLqa2yAWi/WrVvHI488wg8//ND8H9rKaDMikFLagD8AnwA7UN5B24QQDwohpjub3Q5cI4TYArwFXC29lRIKUujNh1ZtpKYuIzLSfZGPiop2cyOdNSuNkJDngCSEEAwYkMTKlSuDMtqwPSClkXCuqUSgvVuaSgSdWTWkszInJRkJEVNTHbzzzvPcd98fcDgHR3tjhYUZKah37+6ATrcCpkyZwmmnncYAV+NHI5g4cSJffvml38yku3fvJj4+nsGDB2OzhSKlyiwcGhrFDz/ksnmz2uHo+005lcAFF1zA8uXLOdGzelUHok0DyqSUH6OMwK7H7nN5vR04qS370JbQO0u9ox0+PI158+Af/1hCbm4W/folcscdy9zcSCMiHNjtiUAGUp7Hs88u4cILj9ghaDGKi5UhLSLCPVNrIIiMVItVoETQ2VVDDgfoDM3jxsH48UrlM3q0hbS0v5Cfn8u8eTeTkjKE8HA1XmFhRmZXXbayFdTqrY5HHnmEzz77jNtuu41zzjnH7dzs2bOZPXs2ALfccgsJCQlcd911fusad+/enVNOOcXvd5511llkZWVRVFTGv//9Prt27WbUqGsoKEhoEKAH6l6PjVWfO+uss5r+I9sQZmRxC6AlAuUxBKtX38Knn77Cr7+qit/KJqBuAL0rKCraixC/IuWpwFiys73bFToLdLH6nj2bt8BERQX+uc6uGsrJyePjj7OAiQwbpvT9Q4ao+3ThwtsRQtC1q0rjqu0uYWFGNGxZmRo7XylAOhK//PJLfaS7ZGgAACAASURBVK1hXzh06BArVqzA4XC0KLOoKyIiIujSJYGVK//Oli0/snTpKSQkJNCjh5IANInW1ChjuzYWV1YabrrBgI72GjqioRcUTQQORy6Vlaoo9XXX/T9GjOjBW2+95OYWmZo6hGuvvQmA4cP/yJQp53TahclqNewrgWQP9YaYGFM1FCj27cvDbj8WcDB0qHE8OhoWLryNBQtuJT5ehRO7qoZciSBYx+7+++9n7dq1TJs2zWeb8vJyXnrpJZYtW0Yvb2UEPfDkk09yzz33YPXi6rNu3br64zU1MH36XC699E/Exvbip58+57zzJrB06b31C39FhZFNIDOzinXrvmf9+u+a92PbACYRtABaIihVAgBXXnkrzzzzLgA//fQdpaWHuOaaaxg+PJk1a9JZvTqdGTOSef55C5DMwYNfEBMT67WgeGeAzdZ8+4BGZGTgO9TOrBpyOKC6+hggnL59rW5qOE+VnMWixjQkRBmLNRFUVARvxtxhw4Zx9tlnu9UHdsXixYtJSkqisLCQP/+5QbYbr3jooYdYtmwZxVr360RpaSlnn302I0aMwOGQ1NTA/Pm3cMUVD9O37xCKi7PZv/8nCgsz6g3FmggAduzYy6xZJ3DNNQub/XtbG0Eo5B050EmmdFrfqVNP4IwzYPXqdA4fLqlvl5WVyR13zAMEVquOQ8/k8OFFvP8+LFqU1mT9+NEAlblVvW5ueIgQvgvZeKIzq4ZsNsjMVAOQmmpE4OlYDCklv/32Mzt3/kpa2tWAICREEUJCghrj6mol/R6J9+qwYcOIi4ujuro64M/ccsstOByOBhHABw8eZOjQoXTv3h2rVdS7hlZWqufjjruQv/zlB6KiYiktVZucykp139XVQUJCH8aMmcCwYUMJFphE0ALoWsWaCLS0+eijS1wWfAVv4iVU8dBDN3P11Z3TY8jhUFlEoXEiSE9PZ8mSJWRlZZGYmMiyZcua7GnVmYnAajXiBlyrubku6ldeeRalpSWcddYZ9OunQoBCQtR9HROjiKC4mAYpq4MBjz32GJGRkSxcuNBr6oarrrqK+fPnN6nIjK9o/xEjRrBr1y5sNlt9oFhZWS1fflnApk1duO66HqSmTgSUtkBKgyRqaqBnzwT+/e+NBBD71m4wiaAFsNmUyFdRAUJI7rxzMmPHjvFZn8AbysuLO61qqK5OVW4D9+pYnkhPT2fRokX1Sbp0fiagSWTQmW0ENhv8+OOvwBis1ixAxbZoaUoIwcyZs6iuriQkxLghdZ3orl2Vm3RJScNrdzTsdjt33nkndrvdpxG4LSqChYaGogWMb79dz7PPWoBpDB8O556rjttsioD1Pec61+vc94odCpMIWgCHw4iKDQ+vYOfOHykszPBZn8AboqJ619eDDaLUI+2CggKVwwZg5kzf7ZYsWdIgU6POz9QUIujMNgKlGlKruMORR3R0IlVVhkQQFQUvv/xig8/pe7JHD+Xh5aEuDwrU1dVx3333UVBQ4DNSuDkoKipi//799O7dm4MHD5Kfn8+ECRPo1atXfeCatpnExAxEiHikhM8/z6e6+kUmTfp/9O8/gpwc+PJL+PhjeOIJQ/qtq5M4HLJZpTBbGx3fgyMUOoFUfr56HxsLU6acw4UXXsoddywjOiBFajSTJj0G0Cmlgv/9T/3uYcNUgJMv+MrD1NT8TJ1dNdS9u0olOmhQIqmpKrmclgh81YFwJQIITokgKiqK++67j2eeeaZVr/vkk08yceJEVq1axYoVK5gxYwYrVqwgLCyME044AYfDUX8v2e1DkVINUk5OPO+99wQHD6oIvNpaFZV94AB8/bVqf/31/48hQyL47LMvW7XPzYVJBM2EvgG03rVXr668/PJ/uf/+J7n00jRWrlxJrHYi9gJVrmEl0dFqRxusyajaEmvXqmc/Hn+A7zxMFoulSem7O7tqyGZTPropKX2IjlZEEBenXES1Wr2uro6tW7fWf06PmSYKHUXfGTB48GDGjx9PfHw845x5NpYvXw4oidRisWC3qwyje/e6fjKEUaPe4H//m8YXX6ix13uWjAyjjdVqpaAgOEQskwiaCSNATD3rCQXK3S4tLY3Dhw/zxhtvNNBPRkVFc8op/wDS2L49Dwhet7y2Ql2dEpcBLrjAf9tly7xLWHa7nUWLFnHDDTeQnJyMxeK/0E9nVQ1Jqe4v7easK+WBUe1NtZP069ePMWPGUODUeR4JRLBlyxa2bt1KTU1N442bgKuvvpqffvqJG2+8kVtvvZW1a9cSERHBggULeO+99wB1L5WUQHa2+kxkpHIh2rbtXDZvjuWtt9Q5vdE7cADKy+Gyy15kx45qLrgg8HoHbQmTCJoJvZjoiSFlLq+//iy//rrRzRMjLS2NWbNm1ae77d8/ieXLVwLKypSVVVZftKIz4aeflJG9f3+V6sAf0tLSGDlypNeUwVVVVTz//PNkZjZe6KezqoZsNqisrOTQIfXDPVPuaCIQQjBq1CiGDBnC/PnzmTRpEj//rBKj6aR0wWgjuPPOOxkzZkyTyko2B6effjqFhYW89NJLDHVG5NntyqVWe7/V1LhnKi0vh6++Mt4fPAjbt0NYWBwORyRlZcFhNDaJoJmw25VUoKOK9+37L/fddyPLl9/mFum6dOlSPv5YpVtKTEzkrrtU7qERI5Q+UcqBQR2o01bQBKrLIfpDRUUFmzZtalB9SsPzuK9CP51VNWSzwa5dWTgcIQhR0cBV11Vg/fzzz9m9ezdRUVH8+OOPZGdnAIaNQLtDBhMSExMZOnQow3R2vFaG3W6nqKiIkJAQt3oHUiq1UGWlQQTR0RsYPvwnJkyACRPUsS++MK5VUGBs+qqq1L2Yn9/x89/0GmomdGUyHUPQs6eFioquDBli+EGmp6fz4IMP1i9UWVlZLF68CKsVFi5cwCuvQHV1FLm5KsVCsCb0agvoiMvu3f17S6Wnp3PnnXc2+freDMmdVTVktUJ5ubIKR0VV00WHCjvhSsTaG+aee+7h1ltvZejQEVRUGKqh0lK1eAWTh9vKlSvb5LoFBQWMHz+eHGdh55SUFPbt21d/3m5XcQFSGqqhxx77gC5drISGKsPwpk3ujiDa07Cu7hdeeGE5o0cP4/bb/0JlpXt8R3vDlAiaCU8iSEubx2+/lfHSS6vq2yxZsqTBblVXLOvSxUiroBOvdfSuoD2h9dU9euBWEMUVOn5AT0Rv8FVhypuBuTOrhsLCkgFITExw22zodBKeGDt2LCeeeCLx8d2JiTEWqcOHO8/4xcbG1t97cXFxxHvkQdGRwiUlKtguNha6dxeEhipmHTXK/XopKer54EGoqSnnyy/fY8OG/wEdrx5qlAiEEBYhxDghxPlCiNOEEI1na+oE0DeB3tnqe8R1Uvlyb8zNzSI83PAn1mJlZyICPW49e/quOewtfgAgJCQEIQRJSUlcd911DQzJvgr9dGbVUJ7ySWhQgCYQt/sePQzVULARQW1tbX0NhdZGZGQkmZmZVFZWUlpaynffuSeJs9vV2Or5O2CAe9nUnj0Nw3x8vFHd7eBBGDBgFLfe+hZ33/2o83e0yU8IGD6JQAgxWAixEtgD/A1VX/gG4DMhxPdCiHne6gt3FnhKBAkJSq3jKjL7cnvs1y+R3bu38fPPquhFfr7aUXQmg7GWCLp3960O80WkDocDh8NBRkYGzz77LCtXrqSHcwb27NnTZ6GfzqwaysxUOQ486zv7IoLs7GweeeQRXnzxRUJCDAOzTkUdLHj66afp0qULf/3rX9vk+omJiYSGRlNYCOXl7qKTTjHz++/q/cCBRpoZDS0VpKQYpJCXBzExPZg48VLGjDkBUITSkRsUfwv5Q8AbwGAp5dlSysullBdLKccA04E44Ir26GQwwpMIrr12BCkpFh544IH6Nt7cHqOjo/nTn5bRvXtPIANQhtPOZjDWRnZ/hed9Eak+XueUpyMjIylxRjpNmjTJZ7RxZ1UN2e3w4Yf/AaC8fLvbOV9EkJuby5133snzzz8PQJ8+6niwEUFOTg7V1dUBFa1vDqRU87OyEjzz1WmtwPr16v3kySoVh+vG5vTT1dideioMHqyObdsGN90E//ynMhhrdKR6yCcRSCnnSim/9lY6UkpZIKX8h5TyVX8XF0KcI4TYJYTYI4RokPtVCPGEEOIX52O3EKK0eT+j/WG3KzG5tlZ5XdTVFSKlJMRFJEhLU4FlSUlJ9aqMlStXMnt2Gj179uKPf7wV0DrDzkUEnio1b/BFpGeccQahoaH1KYfX6sg04NRTT/V5vc6oGnI41KOmRi2UvXqpXW2XLkqn7Ustl5KSwu23316f0ykmRt3nVqvatAQLnnjiCUpLS7nyyivb5PpPPbWS/v0FQ4eG88UXn7t5TNlsKldWQYGSbCdMUFKnKyclJ6u0EuPHw8iR6lheniKXb76xsmrVUxw+rHZFHakeCshrSAhxIpDs2l5K+VojnwkBVgBnAtnARiHEGmd5Sn2NW13a/xEY15TOdxT0jkjnGYqLg48/3oPDUciIEb3d2qalpTXYoZaWQk2NhWnT+vL007BnT+dVDfkjAj1unllH4+Pj+ec//8lhJ5ucccYZ7Nu3j+OOO47Fixf7vF5nVA3pzcWgQedy8CCMG6e82lwDIL0hISGBRx81fOJDQhRxFBcHXwbSuGa62zTmpWe3w/r1GwCVPbi6uoq6OoM87XaVOgLgpJOMug2xsUpySkpSEcVSqlQeAwcaZApQWxvGP/7xd049dQpjx3bvUImgUSIQQrwODAZ+AfQUkoBfIgAmAnuklPuc13kbmAFs99F+LnB/AH3ucOiFRLuMJSRAz57d6NGjG36yStRDe8kkJxs3zf79RpHwzgBX91F/8EakNTU1fP755/XFv+fMmcOcOXMa/c7OqBrSObE08fbubamvPNYUWCzuRHA0ID9fzcWoKPX7qqrUrlzr+cvL4ZJL5jNwYAoJCX0ZP/6E+vraoNp/+616ffLJRt6m2FiVzK9PHzVWFRVKooqJgcsuUxLB/v2wezcce+xd5ObGMWxY0/+T1kQgEsEEYKQ3FVEj6A8ccHmfDUzy1lAIkQSkAP9r4nd0CLS3gE4416ePbzc8b4iIUDuRefNOoLp6KXA227bB2Wcf/VlI9S5ML0zN2cxFRkZy8OBBhg8fXi8pPPDAA6SmplJUVMSMGTO8fq4zEoHN5u7dlpDgWx3kiczMTLKzsxk9ejRxcXH1mxydXysYkJaWhs1mY+XKlU2WDKxWpZIt9VBIV1WpRb28HCZOnMrEiVPrz7nu2rduVYt8v35qt6+JoEsXtckTQqmJKioUMUREwHnnKVXdq68qIhg+/Aa6d1eEERmpznVEMtJAvvI3oE8b9+NS4H0ppdcpKoRYJITYJITYVBgEd6H2FtBE0LcvnH32MYwdm8rv2oXAD4RQf/quXVuwWr8EYNcuNWk72o2sraEnkl6YGpu7zz33HEIIBrjkRdDxBa5pJRYuXMiUKVOYNWuWz2t1RhuB3Q779mWSm6uM6X36+I7b8MRVV13FlClT+OmnnwBDeguCKViP1atX8+677zY5lbOUvjcEhw6pxdvbeT0/q6qMettagtDjqqUnMOwFulC9bqP9ILRjnDZEd9S96XMPK4T4EKUC6gpsF0L8CNQvU1LK6Y1cOwcY6PJ+gPOYN1wK3OjrQlLKlcBKgAkTJnR4gLsmAm0j6N8f3nprG1JKagNcySMjYdGiP/Hjjwl8/73KXlhTox5HYinAQFFTo3ZG2tvKV/pjjQNOJ22biyXdW3yBPu8v/XdntRFkZ+fhcKip6C+AzxNjx46ltra2Pto4GBPPvfvuu5SVlRGjV1oPWK3eVS7+HDOsViPd9t69u1iw4HxGjBjLc899gNVqJJrThBgbq7QB4eHuNgAwiMC17kNVlUEE+/dbKSkpJDpaOT50VPoOf8qMR/2cCwQbgSFCiBQUAVwKXObZSAgxHOgObGjh97UbtNuYJoIBA2DRosVYrcU+XR49ERkJt966lE2bYPZslZ62tNS/O+XRgJoaNRlqatQO3XXd9laO8sEHH+Taa6+lwsVVxVd8gRCC8vJyn9/dWVVD0dHHABaio62Eh4cFFEQGKh+/K3qqLNYUFQWPCvP888/3e745RADGgpydvZ/MzL1kZhp5pouKjMpjoIhAk2tMjLuqKSzM3TCv1UdKwJUcPAjPPXct99zzIVIGIRFIKb/ydS4QSCltQog/AJ8AIcDLUsptQogHgU1SyjXOppcCbzfDBtHuqKlRIlx1tSICrRoaOBBmznyYgQP9f94VejJ2765uigMHlM5xwIDgmWStDYfDXV8dG2t4bTSlHGViYiKZmQ0rwDVGwp1VNXTwoGLbAQPCArYPeIPTW5e8vCPnHvXliReoq/bJJ5/Nvfc+wbhxk+uPaTWOKxFERal7OTq6oc1Bx2AIYdhnIiKgVy87BQVhwHCkNPIWdQQCSTExSwjxuxDisBCiTAhRLoQoC+TiUsqPpZRDpZSDpZTLnMfucyEBpJRLpZQNYgyCDYcOqQlw+LC6uYqL1Q0RFaV2SoEaijWEgA8/TOepp66jWze1qG3bps61clr1oIEuyamDyVw9rHyVo7zqqqsapJT2FV/gLa2EKzqrakhz5oABTb9Pwcjuqs00BQXBMYZFRUW88MIL/Oc///HZxpdLZqD9F0Iwf/4tbkSgodVHsbFKkg8LUw9Pl1StUtMeSvozycnqzzj55L8DSmUUtEQAPAJMl1LGSSljpZRdpZQBOEkePXDdxWpo7USvXlBTU8pdd13Pvffe26TrvvDC31mz5gUOHfrC7ZpHMxE4HO7FfDR8qXvsdjtXXHEFCxcurD/mK1Dv8ccfJzQ0lLvvvtvrtTqbaki7jm7cqBwYunQ52KRd/Ndff03v3r25wFk5SEu8wUIEe/fu5brrrnOL5neFLsjjDU0J3qysVGkktLu4hiaC+Hgl2YeGuhf60aQrhCEtREUpEhg+3CjP+t578Omn6ns6SloNhAjypZQ72rwnQQxv4qVONNW7N+Tl7eHVV5+vL2MXKCZOPJH+/ZMZOFApGHWSzaOVCBwOZSTWE8jVUOxPrSOlrK8IpZGWlsb8+fMZP358vddQVVUVdrud/Tqdqwc6m2pIOzXs3at2MQ7HjiYRQXR0NAUFBeTm5gJGEFlhYXAQQffu3bnmmmuYPt2734rD4bufTSGC7GylAfD0ltL3sU4doe0ArmpfLYWGhanjISEqXshiUSVae/VS1335ZVWxL+hsBEII7Ye3SQjxDrAad6+h/2vjvgUNvN00etHu1Qu6dIkiMTGZrl29ey74wkknncS6dR+zYcNlwJ/Zs2cZdrvSh3eUP3Fbwm5X+lMtEbgSwbJly9xsBJ7wZgR+/PHH66OL7XY7r7/+OrW1tRxzzDFer9HZVEM6hgBU2svjj+/XJCIYM2YMOTk5JDjT5Pbrp3a2hw4Fh5vz0KFD/dYiaA0iqKkxVJm1tWo89UKvbQGeRBARoXb30dHKDbW62vAoAmNDMnQoPPRQGX/4wyfU1V3Czp12pOwYw4u/peZC5yMWqALOcjnWSJXZowveJAJXH+Lhw0fx22/7+e233wK+Znp6OjfdtIicnEyUl24mZWWLePddpQ/v6PzkbQGbTanY9MRyJYK0tDRSU1O9fxDvEsPpp5/Osccey0svvcTPP//Mrl27SEtLIy4ujtDQUIQQbjWMO6NqqLoaDh9WOrhp04Y3aXMRHh5Ov3796mtuR0YqdZ7DYdz/wQyHw3e8QKD3gFMYqofej0jpHqQHhiooPFwFlbkah8PC1EbElYijo6Fr11giI7cAsGdPVYfdm/5ui0+BO6SU87w85rdXB4MBnrsHKfVESOf995MZPdrCqFG+i6Z7g/dc+1U8/rgqsXg0EkFtrVqYvKmGAPKcSfNDPSyavgzBH3zwAZs3b2bBggVs2bKlPsgMlIQAuNUw7myqIZtNSa5Wq1rAu3VrmaePxdKwhkZH4vDhwxw8eNBn0Xr9P3surtp20hjq6hqqgzQRlJer8Y2KMlxH9Y4/LMyIH9BEoKUIV1dW7e8wf75KuVZa2rXD5r0/IhgIvCeE+EYIsVQIMUn4Kgd1lMOTCKxWOHAgHVhEWZmKbj1wIJPLL7+c+Pj4gAjBl3G0qEgdPxqJYPdu+PFHY3J5RhV/9NFH3H///Tz00EN0d4axhoSEcMYZZ/hMLa3hq4gNGDWMO6NqaK/T/b1HjypCQx1NJoK1a9dywQUXsGLFCjciyMho1a42CytWrKBfv348+OCDXs9rIvCcv/p9Y0keDx5sSBiaCLQZSm9mXHf7QriricA7EWgPoqFDVYBGbm7HZSD2F0fwMPCwEKIrcAYwH3heCLEDWAt8IqXMb59udhy8eR7U1UF5+RKUxswdxcXFPv3fXeHLF75LF6UCORozkS5dqgp5Dxqk3nsmnDv++OM5/vjjAfjss8/47LPPsNvtrFmzBm+w2WzMnj2bjz76CGsjA5aVlXVUqIaaUtdaGYqtQBj7979NWNjVTbY7FRUV8Z///Ifw8HCuuebG+nQKnh40HYGwsDB69epFTx3p5gFfEoGezzt3qs1IXJyyBVRWqnMpKWqc872sbpWVSrLVrt76HvbllmuxKDLQ954rEWi7QbduihQqK5VHli5g055o9LaQUpZLKf8lpbxWSjkOVbAmgcazjx4V8MbQSsftfUcPxg7UH7z5wkM0gwcvq49cPtqgd1G6/re/PENXX301EyZMICIiguHDh3tt89hjj/Gvf/2rURIARbxHAxE0ZcdotUJGhvqx8fG1REY23fvg9NNP5+233+axxx4jJMQIjvK2W25vLF68mPz8fG6//Xav530RgTZ019SoXfiOHereLChQasvt25Xqy5cKcedOIwOrzgTgL3Ooa30C3U4TclQUfPPNa0i5CzCqnbU3ArozhBD9hRAnCiFOBuKBjVLKs9u2a8EBb2vM+++n09jQ+VL9aGhf+AEDlC98XFwSsJKQkDQqK9UkO9qkAs8cNVqsTk9Pp1u3bggh6NmzJ+np6aSlpbFx40ZqamrYsaOh93J6erpPlYAntI1BT74j2UYQaElDm03vapUCe8GC65tlH+jbty9z5swhJSUFi8W93GKwE6rDoRZ9TZ42myKwsjL12lf/q6v9J9arrjZyZWki8Je/yTUNkg446+0sWxIdDUVFmdTUqMR+WpXX3ggksvhh4FvgHmCx83FHG/craOC5A1u9Op3nnluEUZrBOwLJOZSWlsbOnRns2+fgmWcygDTy8gw95NEkFVRXN6xsFRdnpJbQbqAlJSX1xt309HSSk5OxWCxu3j/gv7C9KxITE+trGB8NEoGuONYYrFZ3756kpJa7IwthRBfn5wf/ODocKlpX99PV7bWl7q/aY6hnT7W466I03uCqygsNNVKBh4UpCWvOnLmceqrK0K+l5fZGIAHnFwHDpJRB4Dnc/vAkgkcfXYLV6t0oqRFIugONYcMGUFRUzKpVm4HhFBSom6x/f0UEPpIqHnHQcReu6NYNFizwnlri5ptvpry8vL4usWfuIX+F7aWUWCwWpJR8/PHHjHJWED9aiMBuN3TSNpt3/bTVqhY7vbNNSWm+x9D27dt57733GDJkCImJKm9kMASVzZs3j23btvH8888zfvz4Buc1EdhsajwqK41zgRKBwwGrVytVkc0Gl1yiMofqzZqOKm6KG43WCIeFKUniuONSmTpVBZR1FBEEskfYB3Rg7ZyOhVbPSKn0iLm5vlU+rukOGvNy0SgsLKS2toaSkl1066ZuNr3GHU2qIW9EEBfnW4VWXFxcTwIarraXxgrbr1y5ks8//5whQ4bUnzsa3Ed1mg4Nz4LqGlarUt+oe6iEDz5Y2mwi2LZtG0uXLmXZsmUMGKC+PBiI4LfffmPjxo1uKcpd4SoReKaICZQIfv5ZpYD4/nvYtEmRAhjX69On+WnjXbPA6qC0jvLG8hdZ/DQq0qkK+EUI8TnukcU3tX33Oh5WqyKBPXuUgahnz0SKihp6+yQlJZHRjH/x+eefp7Y2nBNPPIX+/VW04v79xvceLdCBOVFRxuIVF+fbe8oXNHF4i0R2lcRccxNpHA3uo57RstXV7sZIDWUo1u/2ExIim00EM2bMYO7cudxzzz3ExVmIiVG768JC79/dXnjrrbcoKipipK4K7wFd6MnhcJcGIHC163ffqeeJE5Xr89atRqoUaJmHjzYcZ2dnsHnzf4HrycrqmMyu/iSCTcBPwBrgL8B3zvf6cdRDG5UqKgwvgTlzlmGxuG8BoqICVwV5Yt68eaSlpREb242UFHUsK6tjMxG2BbSu+sQT1U0eHq6IwFcmUV8ugXrH7yvxnD9JLFhUQ4899hgRERFMnz6d4iYWAPaUCGprvd8nKtZFvT722NEsXHhLsxeX8PBw3nzzTUaOHElIiFKHQMcHlaWmpjJ58mS6+FDQ19UZC77nGAUiEVRXg7M4G5dfrgy8FRVqU6iJQBt9mwMtEezdu4snn7yBkJBSr0Fs7QF/RHAY+K+U8lVvj/bqYEehrs5IheAqfk+Zkka/fs8DKnVg//5JPPVU4Kogb9AeB1qLcSQQQVPVK5oIRo6EW26BZ55RE0Ev6Br9+/dn5cqVPPnkk42mmk5LSyMjIwOHw0FGRobbf/DBBx8wceJErrzyyvpjwaIa+vLLL6mrq+PDDz9ky5YtTfqsq0Sg0yd47m51um/t69+/fwTx8d1bZZcphCQ6Wk2IYCpZ6Q2aCLzNo0CIYNMm9flhw5SBd+xYdfynn4y1oSVEoD2IBg5M4cor/0BUlFqOfcRFtin8GYsvB1YIIapQ0sC3wHdSysAT6hzBKC42biDPPyYk5HLgCu67bz/z5qXU75Cag5deeok33niD448/g2HD7gGCnwisVvUIRDdqt6vfonePffuqCTVhgtFm7ty53HzzzdTW1rJv3z7CXZSnVC1cVAAAIABJREFUnhXLAiXcLVu2sHHjRva5WN+CRTX04osvcvHFFxMXF0e3xmp1esDVa0j/DqvVvSC9ti3t21cFRGO1bgWOaTERSCk5/fTx7NhxFzC7Q0tWOhwO7rrrLuLi4tzSjruqVTRB1tXRoCBPIETw7bfq+aST1POxx8K6dfDRR+o/6NXLiKtoLsLCYNCgoTzwwNN88YWSODzVWO0Bf5HFFwMIIZKBE52Pa4UQiag4gvPao4NtDb3Yulr9KyrcbxRPg9zhw6rx+PFKl9OSCfbhhx/y1VdfUVx8mBUr7kEItXs+fDh4iaCiwn8AjSuqqxWpahtBr17K5c7VUGaxWCjysqqkpaU1W9I6//zz2bBhAyfpWUzwqIb69OnD+vXrm/XZqqqGv8NTItDvd+zIBVLZv/9fFBX1ZuDAXs3rsBNCCBITk9i1q8KtQl9HoKKigkceeYQuXbq4EUF5uRGfognRkwjs9sYD8/btg19/VWM9SXl2MnKkUZPYYoE77gh8HvhCeLjxf+mUEx0hEQQSWZwB/AxsBn4BCoCoQC4uhDhHCLFLCLFHCOG1CpkQYrYQYrsQYpsQ4s3Au94yOBxqQcvJcV/opWxYas71vMNheAxoQ1FL/LOnT5/O1KlTueiii+nWTe0w7Halh+xoFYYvNKWAhp5wur5zQoJRzaktsWfPHn7//XcefPDB+hiEjlINtWZ9iepqgwB8EUFNjSraImUyAMnJUfToEd8qqqFnn32Jq666GuhY1VBISAjLly9vUISoqsqIodD3njeizM+Hr77yTghSwquvqudzzzUq6UVEwJgx6vUllygJoaVjGhUFMTF2CgoysFiq6n9De8Of19DdwAmodBK7gO+BZ4BFUspG91RCiBBgBXAmkA1sFEKskVJud2kzBLgLOElKeUgI0bItiw/U1Kgdvk5pUFKidg56x11dbag5dFZBDSOnu0JZmc73Uswtt8zlzTfXtehmWLBgAQsWLKCyUul0Bw5UEkFmpm/XwI5ETU3g0a1gjKVeNPr2VSTg6vvucDiwtGLxBV/1j5XnaVq7SwTl5WqzEB4Oq1atYseOHVx++eUMGjSIAwcOMGLEiICuI6W6jzWxuKqGXFFTA3PmTKG4+HegC0uWLG414u3TJ74+8VxHqoZiYmK466673I5pe0ltrbK7+SKC2lp47TXlGvrpp3DaaWr3X1ur/iObTSVIjI2FmTPdP3vNNXDGGUq9GRra8iC9mBiorT3MpEkphIR8ApzVIaohfz/jSqAfKsFcOvCmlHJzICTgxERgj5Ryn5SyDngbmOHR5hpghZTyEICUsqBJvQ8Qhw6pXb7VqthWL+YarguuZ/RrQ7WQepYyl+3bNwGt4+oVFqZ2HLp8XVaWEbQSTNC7laYQgc2m/gMhDIO46wRatWpVfXqJ1oCv+sfPPKNiENqbCGprDS+Td955h7///e9s3ryZrl27Mn78eBwBDqbe5Wq1patkoBe92lqw2yVdugwGuhAdLUlIaD0JLCyM+sRzJSXBJbVqgqyrU/16/XW46aaGtRNqaw1V5d698OKL8MMP8MsvykX055/VuUsvbWgHi4tTkoDOMNoa+5fo6GgSE5OIilIq56CSCKSUw4UQPVC2gVOBPwshugBbUEbjVY1cuz/g6mCWDUzyaDMUQAjxLRACLJVSrm3SL2gEOlsgqB2MtyAtHXkoZcPdgycRaLVRz55hzJu3GIulaVGFnqipqWHNmjUUFBRxwQU3UFubDizho4+y2LgxkcceC9xA2h7QC05TiGDPHjW23buriVRX5z6BtAulbCWjiK8gtbw8dbw9Fy+9eFdWqt8/f/58zjjjDM4991ySkpKIiYnh0KFDAZGgw2FEDIPhSmqxqA1Kz57qfhVCcPfd67n2WoiPF0RGth4RCAGffroSWMT+/QU4HL06pJJecXExu3btok+fPgxyprPVc1UTwddfK0n0l19g/Hj1H+Tmqk2JllBPOEFt/iZMUGpLLVFERbk7NHhDaGjrbAIjIyPZuTODSy+FNWuCzFgMIKUsAT4SQqwFjgNOBq5FpaRujAgC/f4hKKIZAHwthDhGSummpRdCLAIWQWA5fFwRaFh5dbV3faEnO2uJYPTo4dx4410tvhFKSkqYM2cOAA5HHGvXLkKnt87PzwwopXV7QhNpIIuplGrCbd6s3ickqIWkWzd3IrjjjjtYtGgRZXrb3EL4ClLr2zeR3Nz2lQhc/dgLCmD69Nn17sL79++nKSU+dA1irQPXEbPduyvpsWtXY1esubBXLzXWrWmTEUIRd2mp6DCJ4Ouvv2bWrFnMmDGD119fTWhoQ4lAz1UtEWRkqHEqKVFjFxurJIbmojVUQxohIUa+oqBSDQkhpgsh/iaE+AZlIH4U6AncDgTiNJWDKm6jMcB5zBXZwBoppVVKuR/YjS6w6gIp5Uop5QQp5QRdPzVQBDrpq6u9/wGuEkFJibGTCCT9bCDo06cPUVFRxMXF8fDDd1FX11Cl0VhK6/aEJstAxtVmU+Pn6XMdHu4uRVksFrp169ZkkvcFX0Fqt92mYhDamwhca97m5Rnqx6bWedLShc6cabcb1d5AvdabHZ3SQ7s3tiYR3HTTPOer+A4jgi5dujB58mRGjhzJ4cPK+OsqrdbVGeq4vDzDLgjGHA50KYmJgdTUhjED4eGtRwShoYYaKqiIALgaKAT+BPSRUk6VUv5ZSvlvKWUg/gIbgSFCiBQhRDhwKSpK2RWrUdIAQoh4lKqoVdMuNYUIvJW003/Kp5/CjTfC+++r9zt3/h/r1v3bzQ2yObBYLFRVVbFixQpyc72HajaW0rotoRccMFIbQ2Ah+lqfrdVpffrgN6Noa8FX1PHMmWn1v6m9UFurFiFVxLyKdetW89ln3zerD1oi0MZ6LRHoa9XUqP9n9eq3eO+9NwBVcB5o8X3qilGjFLscPtxxEsGZZ57Jhg0bWL58udexrKgwCLegwJCQoOlE0LOniqYeONB9A9OaY3rBBefx7rtPA0HmPiqlnCWlfAzo5jT21kMIcV1jF5ZS2oA/AJ8AO4B3pZTbhBAPCiGmO5t9AhQLIbYDXwCLpZRNi7lvBC2Z9Dk5atJt3QqvvOJ+bseOZ1i16h8t3mmlp6cTHx/P5Zdf7rNNa+2UmwObDV57TS3e4eEWpkxJ5q230hu42Pr6bEWFMsABlJen19cVllLWe/Occ845DBw4kD/96U+t1m8ddVxXV8f3339PWlpah9QjqKtTm4yCApWw8NprZ3LbbVdRUgKff/45I0aMYMGCBQFdy+GAN99UQU3aQFxX13AHmZmZQWWlWuWSkxsWTW8pYmOVV47V2vEODbpAvSeKiozjxcXuLrxNJQIdlxAa6l5VrzWJ4MCBA5SVqVDwYJMINO4VQpym3wgh/kRD7x+vkFJ+LKUcKqUcLKVc5jx2n5RyjfO1lFLeJqUcKaU8Rkr5dnN+hC/4ukkCQXW10i1WVcGTT6prTZ+uPAymTl1O7977GDducouIQLs5+ss305SU1m2B9PR0brzRWLxzcjJ54IFFrFnjeyevd/1xcRYuuSSZLVvS6dIFfvnFuzfPF198QXZ2dpPTLTSGp59+mrCwsHr3zPYOKNPG3T17FBEIEcrpp1/I5MmnUlkJJSUh7Ny5k927dwd0vYwMSE+HFSvcvYc8Pd1mzvwD3btPA5SXVmvHbFRUHMJiUTqpjool0I4FnnY9rQ5yVZl5Tq+mEEF4uLvnkM4iEBfnvxhNU/F///d/3HabKvMSdMZiJ6ajDMaLgXOA4QRIBB2Nlkz4/fsVifz+u/pjkpJgzhy1u7rhhrsZNOhuevdu2STzV3Bd49lnW5bHqKW4//4lVFe797G2tooVK5Zwzz1pDTymPH34a2szgUVceCG8/bZ3FZfVauWmm27itNNO83q+uejrjPjTaYrbmwhsNlWj+dZb4cILYfHiVFauXFMvmYwadTyffLKVsWP7BXQ97fJYWqp2uFo950kEFRVdOXRI/d7k5NYngsjIUKqqdgM9KCyUQAvc5pqJuXPn8r///Y8XXniFceOMJAe5uUqn7yqxatdxPQ5NIQLPDCDduimJaMgQ33WKm4MhQ4bUu44HlWpIQ0pZhCKDFai4gos9VUXBCptNVRSbMiWZQYOUWmP1aved7OHDDb2J8vKMnYUuHTdypLthSAdFtcR1tHHdfyKXXNKx3kI5Od77WFCQ5VXF4p3cqvj88yUMHOi7hsCTTz7JjBmtu7+YPn065eXllDv1F+0dWexwqMRloKJYs7JgyxbDASE6OoahQ0cjZQ+3z9XUeO+j9n5xONRipj24PHeQO3eq5z59lCdRaxNBt25dSUpSW+OCgo4xEuTk5FBYWEhUlFG5SdtMKisbSgGuEoIOhGsOEVgsMGJE63oMaWivoaAiAiFEuRCiTAhRBuxBGXIvAfSxoMdbb6Vz992LyMkx1Bp3372I1avTKS9XRap37HAvWlFdraJ6NfbsUc+pqcax/Pz9HDqUixBNqCTuBf51/9HA8g6rYarRv7/3PiYkJHpdrHyRW2FhFg89tMwtoRy0reorPDzcLUVxeyeds9uNZHtlZbB1q5XqakeDIj01Ne669kOHvKsHtEQAarOiJYLaWmMzU10Nb775FgC9etURHt426TxGj1bb1+Lidk6c78SXX35JTk4Oxx5rhCYdOqSkeG9EoN9rEgUaTRYZFmZkI3CF3vy1pt3lnXfe4YMPXgIaSnjtAX/G4q5SyliXR6SUsos+3p6dbC6WLm2o1qiuruJvf1vCtm3Grt/VfT0vz7Ar6II0YFQQAvj/7J13eJNV+8c/J2nSQRd00EEHey/BhSiCqMiL7KVVQEVeB+pPxUV9xQUq4kBfROp+bRwgKkOWoqDiYk9lFMqeBVrobnN+f5w8GW1SCk3SQb7X9VxJnpWTk+fc9zn3+N4TJ3bmuuvi+eijt6rUPmdhjgBhYREkJaUBKWzeXKWvqDIef3wyOp3jE280BjFmzGSnisCVcmvYMJHbb09hxowZVmWg1+tJS0tj69at3HfffWzfvt3t7bdHdfgI7LNaZ8/ezG23+ZGW9oJVcH/00XSeeOIutmzZT2GhEuSFhc6FgT3JW1aWY+SW9j2nT8PGjZkAxMeXWjNg3Q0t/626iOf0ej1xcXEYDDZDvRamm5fnuAIAmyI4fdqWQ1CWkbQszlXe050rgqVLl7JokXKR1rQVQXJFFwqFRu5ukDtx4IBrs4Y97BWB9jCBmjloiTrRdixImmCMjKwaJYKzMMd3301n1aoTdOqkTEKbNlXpK6qM/v1TmDbtY+vnBg0acffdafTo4ZyzZ/LkyQQGOio3gyGIiRNtlcPee+89AJKTk0lJSeHNN99k5syZ/Pnnn25vf8eOHQkLC2PFihVeNw2VljoqggMHWiGlHqMx0LoqWLx4LrNnf8jevRkcP26zbRcWOmbB5+Y6Ct3jxxVNcmqqmrwcOaJWFqdOSRIThwHQvLkSku60ZWvQ65V95Z9/qpGCFJtSLyy0jd2zZ23vtdm7Zg6qrH9AI0esCO5UBMOHD+f++1X0WI1SBMCrQoi5QohRQoi2QohoIUSiEKKXEOIFVH2CyrFlVRNcmTUiIhz3FxWpQZST4zjLsjcL2fsCPvooiz17JHfcMbrKbSxbXGXkyBQeemgAixapUoseniQ7hTZb1cITb775Nisp3MMPf0Xr1in8/rtzgZqSksLLL6cRF5eEciImMWlSGkOH2nwdt956K8XFxeyydHDXrl1JSkqqNPna+WD37t3k5OSwZcuWajENaayr0dFQXBxE586FtG79EMeOKdPk4MEPMnnyLJKTmztEAp05k8OECU+ydetWpFSCzZ7k7dgxWLxY0SUvX6727dmjJi6FhSqPs0kTgV5fNT+WK+zdq2o4bt3q/TJl27dvZ8CAAUyZMoWSEmXa1UpIgo36HGx5FMeOwddfw7x56nNUlI1VtCwiI7FWC6wI7jQN9enTh7vvvgWoYVFDUsphQog2QAqKUiIWxX3wN7AImCyldCPBrvvx1FOTeeSRcRQW2lSs0RjEiBHlbdLZ2eXpgjX7vL1/AGxLbU/MtAwGOHBgD8XFyv9QHfbC7GwluEpKVJ+UlsKyZdsICkpix44AHn9cDaw+fWxFOzSUlMD8+V/Qrt1gDh3qAjzJf/5zO+++m8rLL09m8eLF7N27l27duvHll186FJ259NJL3f5bXnnlFQoKCujfv7/XTUNHj6pZfUgI3HqrCvtcv17Htm06XntNndO48VA6dy4fk56W9ir//e8rpKVNZ//+fEpKHO3eJ07YlMzWrbB370bOnMni669f5ODBhYAyZ3qK7rtt2xh+/BGEqEKJrgvErl27mD9/PoWFhdx++0T27i0fRqr1VePGKh/ol18c//eYGNU/p06pMZaQoI7n59vMXueCu53FmpW4OliHz8U1tA2oOfwG54kBA1LIyIBZsx4gN/cUQUHh3HHHf+nevXwkTk5OeaG7c6d6tfcPgK3EnCfItgwGePLJV/jmm3zmz6+eZWJBgY1uetOmTdx+eyfCwhrw3Xcn+OYbmwDavbu8IsjNLWH58oVAW2AWkIeUcOCASh6TUpKfn8+ff/5JscX2oSWWgfs5le677z7re2227S3TkLaijI1VVMctWqgSndu2qSiiwYOVH+rIESjrWrnuupv5/fcfufTSq63PZdnYeG2FkJkJX3/9Dn/9lQYkAkHUq1dAVFSARyYrADfccBlvvw1GY8K5T3Yzunbtyty5cwkJCaW01DHqb88eNaPX+qpFC/j1V5sS6NdPEcpdd51SvmUrjDmruufvr1YPZZ367hz/hw8fZsOG3cBVNc40VOtRWgrduqWQnNwZgPj41k6VwK+/mrj11mQGD9bxwAPJ/PqriYwMpQiMRht1Miju/CFDgunQob41Pt2d8PODa6+9iZtuGgx4f3ag0Rfk5an3Gzb8gZSSwsJ8/vlHlenTcORI+etPncqjZ8++6HQH0MjzNOTl5eHn54e/v79VCdgf8zSnkrdNQ1r0WVycykj98ss7KS5+DlCKwGyGM2eyWLx4EatWrXC4tlOny/jqq1U88cTL1n1l/VeasJMSpOxBfHwbhgxREUMREXkEBHhm1Qo2G7t9m7yFhg0bMnjwYHr27O1AgfLPP8pnMmuWze/Xtq3tuquugpQUpYCjoytvMlPFY5TPwN4c5E7T0Lx58xg+/F9A9awI6qwi0Ap7jx/fgp07/yAxsQNXXDG83Hm//mrivffGceLEXkBy4sRe3ntvHLNmqXyDG290nCWcPXuSgoJccnJO4+eBUSaEGrxa2Jq3ZweafNYqPfXqdSdTp67n8st7cN99Mx1qwmrOSy2TWAhBs2YN+OmnRZjN2U7vf/bsWYpcEBV5glNp4cKFDBw4kGeeecbrpiF7RdCgAWze/D07dz5PWFgJx44pwbVnzzpefvlfTJv2nPW6Y8fKmykLCx1txzt2OGbNh4XdyrRpWyku7gZAu3YNCAz0nGlIUwQnT1Zf3c+yq4EfflB9sm2bbebevLkiiwsNBXsWl3NFDNlDyyAWwjYuAwPdqwgSExO5+mrFe13jTEO1GYqZ8QxHjij7TmrqckJDHQOHf/3VxMyZozGbHR/moqI89u9PJTAwhZtvtu2vXx/8/IJ58sn3qVfPc8b7X35ZzOuvfwV84PWHQlME2sqgpMSPhIRO6PUBFBaq2PEWLVT+xbFj5TOJS88hZbXwUmc00Z7gVFq4cCHz5s1j/fr1PP/889b9qsqc27/OAVpkUFKSmkw88shnZGUdZ9cuWLBA8VclJV1KixajSUqKIztbCajMTPjkk3soLDzEww8/R4sW7ThxwlGiH1C0NPj7K2G4ZYv6rFF+d+2qBJWnVgT165sBHdnZZgoKzAQEeLj2qB1mz55NYWEh11xzE0VFakzn5to4rfLzbcI0OhqmTFHPsl1KSaUVgRCO54aEqAAKN9VQsqJv377cdFNfDAZbfRRPl3O1xzkfEyHE18AHwGIpZQ2qR1QxFCmXjsGD/8OhQzucKoG0tHHllIAN++jbV/3xoGYAzZuDThdA5853lcs4dCd+/30Fa9YsBrw/O7CfrJvNtpnpzTffy2+/dSE/X2VZa4qgMjQZGgICAujSpQtNmzZlxowZDtd5KrGsV69eDkXsdTobc6enhCQoRaMpAi3YoF+/qzlwQCmGRYtUstn+/eF06PAxI0fCTz9tIzf3ME2bXsf69T9x+PAOli9fwBdfrMRovAZQma729Ant2sHWrWaOHNGxYYO6Z0CAKsQCnvuNQUE6IB8I5NChLJo0cbNkrAAvvvgimzdvZuXKtfj7q3G9alX5olN+fqq/XNn9K4OylOlCnDsR7UIhhJIzZ88qxeZJGVMWlTENvQPcCuy01Cdo6eE2uQWffWZi4MC2fP31i+zc+Ttpaf/H/PlTAWX2eP/9VIqLXQswP79E62pACDWYNRuzXu/eZWFZdO9+NW3atAC8rwiKi220HI0bC4YP13HLLYJJk0aRn78Yvd7mM8nKqrw5p379+vTt25evv/6aDz74wClNtCc4lYYPH87GjRt55513AO8llZnNNh9K48ZK8ISFKZt18+bw4otw772qPZs3w8mTkokTr+Dpp3tz8uRB7r8/HT8/FUp06tQJq+O5bFijCoP8HoA33lCSsEMHZQpxN+uoPfR6iIhQNhOdzntKAGDIkCGMHDmS+PgkCguV0l2xQh2Ls6Nt0pLGnK38KqsI3EksVxkEBqpXb5uEK8M19IOUMgW4BMgEfhBC/CaEuEMI4cXFS+WhMWYeOaLs/llZ+/jppzQ+//wl9u/PZ+JEKCx0LcCECGLUqMnWhyUsTDmLAFav/pWUlN6kpj7ssfb369ePb75ZAZS3FXsac+aYeOopRcuhoAzR2dlHgHGEhpqsVLxZWec25xiN/sTExDB16lSuvfZaIiIiaNOmDSkpKbzzzjvExMRgNBo9RqxXtv6BlMr3401FkJwMeXkn+OCDN1iy5GsaNFD7rrkGunRRguzHHwuIj28DwPHjmTRteinvvXeSX34p5YYbBrNnj7pXbKzjDDciAsLD04CzFBWp4di5sxIonlzx6HQQEqIkrLcdxpMmTeLzzz8nLCyCoiLF37RnjzL9DB5sO0/LE3BGF13TFMHGjRsJCQkhO1vZ/GqcIgAQQkSgCtWMBdYD01GK4XuPtawKSE0tTy2hlrF+zJolOHoU9HpXAkxP795pXH+9TTDZc5D/+edKfvttOV988am7m22FwaA2vd5mL/QGSkpg6tRUCgpcPYV5ZGc/ah1gJ0/Ck0+WzyTWYDAEMWvWBxw+fJjAwEBee+01Tp48yf79+zGZTISGhnL48GF27tyJEMLthWo0/4V9/YOSknGAyeMhpNnZymGphSgeOpTBiy8+wjvvTHF4nq6+Wr3OnbubgQOfxmQqpWVLZcYKCKjHoUM6DhyAEyeU5oqMdDQZRETAc8/NZdAgm8Tq1MlbikC9r47IIbDF/X/5pfo8YAC0tLNXaI5dZ0K/MgJerz8/p3JVYDQaOXv2LKAiAmqcIhBCfAP8gmJBu1lK2V9K+aWU8gEguOKrqweuzRVZZGQEEBYGY8ZMxmgsK8CCgHGsXZvKLbfYQkntB17btp255JJu9O3bz0OtB7O5iJ9/Xoyfn9IA3jIPFRer4ikVwWw+ipQnEEKF6PXuncKUKWn4+anZqBA6y2sSqalp3H57ilOBPG7cuHJC39X+C4UrJlRI9fiKQCObi4pSAjk2NoI77niQvn2H4e9vW2F26gQGQzbQlqNHo9DpdBw7lsn8+a+wbt13mM2KbG71apXJazRmOTyPWvRO//5+NG8O116rFIU7C9a7Qm5uJgDz56/w7BfZIScnh4yMDPLy8igpUQXqMzPVZO2GG5Ri1JzCWj+VFeZCnLuojBC2es/eQIsWLcjOzqZtW2US9nZ2cWV+5luWwjEvSSkP2x+QUnb1ULuqBNfmCrX/zjuVALv77jQiI21UCDAa+IiTJ22hpO+/P47Fi22CqWfPvsydu4qPPvrYY+0/cuQwY8b0pbBQpUd6a3ZgNkNMTMWmHp0ulEaNCggNxUp9MHBgirX+bocOOwDJjTdmcsstKej1MHHiRKcFaTTOobL73ZVP4HpCsM/jikDjtKlfXwmTZs2a8dpr07n33icAG4+Nnx906KBoRX/8sSsZGTBpUiSff96B2bNfZurUfrz++mAMBvW//PLLBw4rCs1fExAAzz8P//63+j5/f8+uCACEUCHCmZneWxIsWbKEZs2aMWrUKEpKYMkStX/gQJtjNzlZ7XOlCCozy4+M9N5qABSJXmhoKPXqqXFU41YEQH0hxOAy23VCiOhzX1o9eOGF8uYKozGIuLjJ3HBDCZddpvZ1757C229n0q2bGeX+WAQ4GuULC/OYNq28YPKkszg2NhY/PwNCqLZ4UxHce+9k9HpXEkRgNudw773d8fNTylFL5X/mmTe59dZHyMxMBqBHDzUzKykpcSmQXYWauiufwPWEQMfs2e6vlWwPLfu6fn3bs1K/PsTHKwGt1cBt1AjGj29NbCwcPKjn6afNnD4dDNxEbu4XrF//M5s3f48QqsjOiBH9rKGLej2sX/9fJk7swsqVn1i/W3M4enpF0KZNMgCdOvX27BfZQUpJUlISiYlJFBTYqLk7drSd06SJetWie85XEQQE2FZs3ob2vTVREdwFvI/iHEoB3gOeAFYJIW6v6EIhRB8hxHYhxC4hxJNOjo8RQhwXQmywbGMv4DeUw9Chylyh16vZflhYErGxrTh06Db277c9tLt3r+Htt2+lsHCpZY9zAWRvLtm0aQ3Lls1l166d7miqUxiNRo4fL6JJk2TAu4rg6qtTGDLkOfz9tZGgaTyB5jg+eHAvJ08qW7umCIYNu5du3V4jO1tPWJgamP7+imfdFfQutKm78glc0XxDKY884j5UuSy8AAAgAElEQVQTlDNo9A+aMDp69Ch79uyhqCiPwEDVN/HxyvkbGAj33w96vQR06HRLiYyUnDgRT/v2m5gwYT7Z2Uqqd+vWxqoI6teHPXs2sGfPOgoLbbYE7Sd7WhEkJiojfHFxiGe/yA4jRowgMzOTqVNfIztb+al0Oltcf2CgSgLt1w+GD3fMA4iIUMllmrC1zyswGGxmoHOxjnoKo0aNYtOmXwHHGineQGUUgQFoLaUcIqUcArRBSYTLUQrBKYQQelRVs5ss19xiIbEriy+llJ0s2/vn/QucQMXC++HntxMwM3VqpjUU7++/V1pt/xs2LOG33z7n77+fs7TZuQCKi1P7v/3WxNCh3fn3v4fSoUMHjwoSg8Hm0PKWIigtVQ7OSy6ZyKxZZxFCoteXEBiYhKYENEipbO1ZWco8tHkz/PGHOtahgxp0BgMuzTxCCMaNG1dOULszn0Cj+XamcPLzPUtpoa0INEUwbdo0mjRpwttvv22dsYOa1YeFKT6rRx8V9OixhRdeiOHxx9Xx7dsTmTJlMkePCurVk7RsaRN6kZEwceKrfPLJ73TtOtB6z/Bwz4aOatBMVNXhLC4txRpJFRlpM4M1baoEeUqKWnH5+6stIECtFBo3tvE61a+v+jIkRIWdxscrn4s7i9KfD77++msOH1YTTHtOI2+gMoqgkZTSnnT8GJAgpTwJVBTPchmwS0q521La8gu8VOu4qAj+85/HKSw0oNcXsXGjif37bYXRNRqJnJyjxMW1onXraB58EC69tC9l668GBgYxYcJkvv1WVTsrLlY57QUFBW51bJaFwWBb4nvLWTx7tolbbknmySd1/PvfKtQyJgby812ZavayaJGJFSt28vLLA1m6VBVh79BBCSODwbWZR0rJO++84/F8gpSUFMwuQoQ8QWmhoSzvfXBwMElJScTExBAQ4Bjbrs1AO3eGe+5ph7+/EYMhg1atzBQV6TCb/wdA796C1auXsXr1R4ASXGFh9bn66iuIjlYB9ELY+t7TMBpVdv0ff3i/elJpqXISg5rlg+rH4GDbisjPTykBjS/MXjEKoT6HhChloH2uLpMQwMcff8wNN6jEwZqoCFYIIRYKIUYLIUYD8yz76gGnK7guHrAnKz9g2VcWQ4QQm4QQXwkhnFIZCiHGCSHWCCHWHNdGWAX48ksTeXnHAB1SNuN//3uIoiJHaVpUlMfatQt47bW/mTDhW0pLTaxd+wFlZ76DB49m4MAUpk0rH5LqSaK0xo3jWbNmieV7PPIVDjCZTDzyyDhyc5WjXCs67+9vIjLStanmhx/G8d1301i7dinHj6u/7/LLsZZIdGXmSbJU6i5bj8ET+QSu2uAJSgsN2mMaHa2ep0mTJpGZmcno0aOtzlwNZTNIZ826i4cfbk6rVpr5UQn5/v1h+fJFrFx5D5dcspg77lBHhVAmJlCrC73eO4ogIECNqW3bytOFeAq9e/emc+fO7NiRgabHNUUQb5EumjA3Gm0O5LIC3tOO9AvB0KFDaddOUR3bF8vyBjdWZRTB/cBHQCfL9j/gfillrpSyZxW/fwGQLKXsgMpJ+MTZSVLKNCllVyll16hzlBYymUw8/vg4zOYCQGI27+fs2Syn52Zl7UMI9aB8+WUqpaXlydCWL58PuA6r9NSsMjc3F2/GFD/00ENOci/yOHIk1UWorUJpaR5r1nxLdPQYIJDGjdXyW6dTg82Znd6TdYqdwVkbAgM92wbNd/Lf/z7KqlWryh23j2M3Gm0x+Xv3bmTnzt8B6NbNYJ3dtmqlstsHDBjEE088w7BhDZHyH1JT7+Hbb03Exqr7aKsLbyiChASVUBIT097zX2bBpk2b2LBhA/7+QVa+Jc3urwn7evVseTiuBH5NVARgW81o1ONms3dCSStUBBY7/49SyrlSyoct21dSSlnRdRYcBOxn+I0s+6yQUmZJKTX+wPeBLufRdqeYONFZMplzNGgQi7//BvT6s5w44VygHz2qwhI0P0FZeGpWuXTpUnr2vBbwvCIwmUxkla32bUFe3j4GD1ahtq6QnX2cBg1mAspJXL++TdA5K8fpKToJV7BvgxYq/OKLnmtDfr6NInrXrlX88MMP5c4JClKZr5rgbmQp+rpnzzoArroqhYSEJlx3ndrft68Sbj169ODRR1Np2fISMjLW8Nlns1i27Ft0OnUPbXXhDUXQsKFa1tSrl+T5L7Ngw4YNrFmzhgYNoq0RQw0bOpLA1aunBH1FisCbhG6VRUZGBlu3qnKteXlqJZCbWwNWBFLKUsAshAi7gHuvBpoLIRoLIYzASGC+/QlCi4lT6I+qflYl7N9fuRl6QEAQBoOOQYM6M2PGHS7NH5oCmDhxMgFl0hE9ObO9/PLLSUhQT7enFUFF5q3IyEQaNFChtrGxzgd8YGAi//yjhFD//mog2ps+vGH+ORe0NjRvrkKF//Uvz7ShuFiZhTQH6gMPjOHRRx8td542ew8JsdEbR0dD06aXcfPNj3PFFaru8IgRMH06XHqpukYTcAYDdO58Gc88M53Bg0cB6nrN0ekNQacpsTNnHCmxPYm4uDi6dOkC6F0qgqAg1Q8aJ5gzrqGauCL4+eef+eYb5Q/Ky1O+zrNna4AisOAssFkI8YEQ4i1tO9dFUsoSYDywFCXgZ0sptwohnhdC9Lec9qAQYqsQYiPwIIrG4oJhMpmsiU1lERoaQUCAWn9HRyfw0ktpREU1RAhBw4YxjBhR3vyhOYqFgLvvTmHUqFHWY96Y2WrhbZ5eGlZk3nrkEcW5FBgIEyY4o5MIIj9/MkJIxo7NscZwe5usqzJo3bo1O3equYanBtfp02o5rzGEPvXUvQQHu07Atw9vTEqCa65py+uvv8J99w2gSRMlyKItGTuauePAgUx++cWEEMXccceD9O59c7n7ekPQ2aKGijlxwruhQ4WFtsgsjdRPg+YE1pzDzvqiJiqCzp07062bKqKVm6uUQWGhdxRBZbrja8t23pBSLkJladnve8bu/VPAUxdy77LQaAycRYgEBAQxadJ0EhNTMBqhfXs1AAcOVEK8uBjWrlX7vv46lcOH9xEXl8gjj7xAx46XERysBuGsWbN44YUX2Llzp5XW2FN49tln+fLLOGCcx1cEiYmJTusDBAdHMGyY6qOGDaFjxxTq14dHH32AU6dOobKxJwMjkfL/WLlyP6NGfV2pFP7qgxpVnuIa0oql5OcrYWOfBewKAQGKXFCvtzk+Qc1y9+yxzbYDAtQ57777BjNnvkVx8fN07drWoTgLqO/1dK0FsP22s2fht9/+ZMCAPh79vjVr1vDhhx9y9dVX06jRLZSUqFWoPeOohvBwR0XgjKK6pqFTp048+GAnfvtN9anmJ6gRKwIp5SfAbOAPKeUn2ub5plUeJpOJ0aNHO+XF1+n0vPRSGoMHpxAfr2KJyw4Sg0HNKPr2TWHVqkx27zbTu/cAHn10FL16teCSS2xkaNHR0R5XAgArV64kK0vN1D2tCCZPnoyuDKmK0RjE2LHTrQNGm5WOGpXCyZMnOX1a0rFjJklJKSQk/BudbgbR0QmEhLim/q1uLFy4kFatFJeLpwZXaanNLGQw5PDZZ+ceKvZ5BfbQZrbgGBbZo0dPgoJCaNWqg0PmsgZv2b9Vla4iwEBpqYsf4UZs2LCBmTNnsmzZ99Z64g0b2sjl7FGvXsUrgproIwCbw/vsWdsEoEYoAiHEzcAGYInlcychxPyKr/IOTCYTkZGR3HbbbS7pCqQ0W2f+K1akkZp6q6W4uiNCQmwP1LffmvjiCxsPzr597iVDqwxatGiBwfAuoOO//3UvK2dZpKSk8OKL76Fm+ILIyCTuvjuNPn1sZi8tQUkbXAYDvP02vPwyTJ36PiZTCRMmTAdqplkIoGnTpgQEqKWKpwaX2WxzFOfnZzJ37pxzXmM0uiY305y/ERE2gTZgwADeeGMOV17ZE6PRRreswZVicTd0OggPV/3ZunUPj39ft27dmD59OsOHj7Qmk0VHO/5erb+0vAAoL/Rd+Q1qBtSs78wZWz10D5RGL4fK+AieRSWHnQaQUm4AmniwTZWCZgpyFe2iwZ5E7f3332D+/M9ZsEAV+O7YsT5t2gTzzz9bCA62KYJp01IpLHTMO8jLy2P06NE0a9aMndp0xEMwmUykp6dTXJwFSM6c8bwiatv2TiCTdu3MLFuWyfXXp5Sr7GRv7ikqymPTpuXk5CguBftY9pqqCMDzhWnsFUF8fBijRlXIwgKovnPVZ/aKwDbDFVx//Y2Eh4da6aDtFYlTVg0PQKfDgZLc02jTpg0PPvggvXrdYGV3jYuz9UtQkC2rGlyvCGqiWUjDCy8oS/nJkyqjzGxWdCWeXhVURhEUSynLMl9Ue8nKypRIFCKIxx6zRfV069aTJk1a0q6dilLNyTlNfn4uwcEhhIfblmWucgZKS0vJyMigV69eHhXKzn6bJ5PXwMaNExamBnezZsocYTTahJS9IkhKimX8+N788ouKcoiKsjFe1lRFsGLFCrZs2QB4xkdgNqvlvJZM1q5dEiNGjKjUteHhzmepQUE22gNNgGkzWu2zTufIve9NQaeZrk6e9FLYEMoHoxX90SYfQtgih7TntKwiCAtT/VmTFUHz5srhUVSkp6REmRnz8z2vCCrTJVuFELcCeiFEc1R0z2+ebda5ce5ELj3t2qUxaJDNvPHCC+84nPHhh99x9OghYmLiHR6OuLhEuwpd5XHgwAHGjRsH4JGoIVe/zZOUCJMmvQo8hhDH0eujrAk6GldLQYFjZEZUVBS5ubnk5eVw++0B6PWCX37ZQ4sWMR5rY1Vx9uxZCgvVj/DEwNKUi1ZW8nxq22omHnuyMa2+spaqogk2IdQxe5NHaKjKRvU2RUJp6XEgiueff5mbb3ZL3IdLLF26FIPBQHLy5Rw7pn6olk2shYuC7Xm1VwQhITbntrcKPV0IZsx4ApMJcnJCyclRkwqDoWasCB4A2gKFwOdADvB/nmxUZVBRIpdOFwR8Qq9eFQvpnj37MnLkWPzKTBGch0k6wpMz9OqgRDh4UMWoBgc7hqD4+6tZVNlIoB07dpCRUcKIEY9TUlJIYWEBDRpEUkGkZLXjsssuIzpaSWdPDKzSUrWy0marRUX72K/ZMCqB8HAl0AMCVIy+FkGkCXz7x7SsItByEbxlFtIQGqq038mTnjdk33PPPVx33XXs33/YGjqqJeKVzdTW6WwrLJ3OkVG0pjqKQf2HcXFKWW3ZosKQvRFCWpmooTwpZaqU8lILzUOqlNLLlXTLwxXFcFhYBIGBaUAKHTo4HisqKuLvvzexfv2f1n0q8sHxvIEDU3jrrTQi7LNUnMBTM/TJkyfjX4Y03dO0DB06qBTWxo0dp7H+/mogBQc7CqLPP/+c7t2TGTGinjXi6Nprm/HFF95zqJ8voqOjadVKVXLxlGkoK8tGGDZnzqu8++67lb5eCCWwYmKUQtB4cjTYP6fOsmZDQ71v9khOVmNk2LCJHk8qu+aaa+je/RoiI2OtpkwLZVU5RVB2TNdc53B5aOU2165Vr8XFNUARCCFaCCHShBDLhBA/aptnm3VuaLQBGmJjY3nvvXQ+/PAEubkpBAbaqjdpmD37A/r27chtt/Vm48Y/GTbsMh5/fLSDycPfX2nksWNT2LVrF1OmTCE2NhZn8NQMPSUlhQ8++ICYGBXFYzR6PnmteXNVPDcx0Tai7Ged9sRomqP+wAFlPtNyNw4c8H501flCcyR6akVQXGxTBE2a1Kdx48YXfD/7VVjZFZm3iOXOhchIpXmys/Uej2755JNP+PbblZSU1KOwUE3iNOox+zGs1fyujcjKymLduhkAaKk9RUU1QBEAc1AF658GHrPbqh0pKSk88MADDB06lB07djBkSAqbNqljTZo4Fp4QAhISmiCEwN/fn127/mLNmtV88803Dg+R5iAFCA8P56mnnmL8+PHlvtvTM/SUlBSWLs0EzDRt6nlaBi323X4RVFbwaKjIUe9pp3ZVcfCgWsX9/fcOt9/bbHZUBK+//jxjx1at1pL2bAYGll8d1ASnp2Z3P33aO/Hu+fm2qmRaSK22arWHt0Jo3Y3Q0FCys38CYO9eyQ8/wH332fxOnkJlFEGJlHKmlPIvKeVabfNssyqPt956izlz5hAcHExJCWzdqvY3b25bLgYEqGVzjx43snu3md27T3DFFZdw4403Mnz4cAeB5yziJSUlhSuuuIKAgACvEqdplq/cXM+uubds2cLGjRmArfA5uC7pdy6TmCed2lVFZqYaUb///uc5zjx/mM0q5lujED4HUW6lYK8I7FFR7oE3oSmCn376nhMnKmKlrxpKSkooKCiipARr6Kiz1YAGb/tK3AWDwcDHH08FVL2FOXOU32np0oqvqyoq8ygtEELcJ4SIFUI00DbPNuvCUFoKf1to65o2tQm0sDC1aaaOsDC46qqrWLJkCe+//771QXK23L7//vtp3rw5f/zxBw0bNuTTTz/1GnFa69bKAJqT49kwhwULFnDihHISh4XZHJWuZlXnMol50qldVQQE/A4kYzKNJjnZvYl6Wrif5sh0YVE8L2jPZlnB5s3C6hVBMxkePZrNwYNHKz65Cvj1118JDPTnttuud6CfBueTN09XZ/MkevZsgr8/nD4trJMK7Td7CpVRBKNRpqDfgLWWbY0nG1VZZGRk8NBDDzFr1ixALRsz1MSWtm1tdtXAQFvyi1aNyB4ad37ZwWUymUhLS6PYEm+2d693beB6vRLOZblk3I34+Hh0OuUkrl/f1meu8gFc1wL2fq2B84HJZCIvbwqgiu+4+/8sLIR589RrRMRGunRpwIIFC6p0Tz8/R7oEDTWFy0mL2omKuo569WI85jA+e/Yser2ewMAga2UyTdHWFKXoLoSEqDKb9vC0IkBKWau2Ll26SA3vvPOOBGRwcLCUUsqFC6UEKSMjpVy0SMo9e6TMybGeLs1mKRMSEqROp5NhYWESkLGxsTI9PV0eOybl6dPSAUlJSRJVssxhS0pKkt7A8ePZEqT08/Ps95jNUhoMqu/27q3cNenp6db+0auq6zIpKUmmp6d7trFVgKf/z5Ur1X8FUrZvP14CcsGCBVW+b1GRGxrnIRw5Iq3P6NatUp4547nvyskxyy1bCuS116rvnDhRyn37PPd91YX33zfJuLgVUqUnqq1zZzVOqwJgjXQhV12uCIQQj9u9H1bm2BR3KqMLRVRUFPHx8bRv356SEttqIC7OtpS2ny0IAUePHsVsNpNtydw5fPgw48aNY948U7kZcHUkdtkjIiIUvV6ZHIrKF09zG/LylJPT37982URX0Pj9pZSUlJQgpay2WgOVhaf/z/feU/9Vt24wffqrHDt2gt69e1f5vjU5AkaLey8pUWZZT9baLS0VZGf721F41JyVkTuxevXvHDqkyAqbqsqVHD3qWWd8RaahkXbvy6YMepZvtpIYOnQoBw4c4LfffqOkxFbMOjraVvCj7CAKc0JVmJeXxwsvpJZ7qKojscse9hw0nhxgmzapdaeWzFRX4en/c/du9dqtG4SEBBAVFVGumFFdg04HcXHq4Vy6dDeFhZ7L3C0tVQJRoxdr1KjumYUAhg4dwYQJV3HLLQeYMEHtO37cs5PBihSBcPHe2edqR2kpDsWsQ0KUEijrDzihZaKUwf79+8qdW931du+55x7y8pTnMbss25MbMWjQnQAUFR2qkzMsDZMnT0YIz1WZ0wRUWFjdFFDOoHiPFH/TypVqAGo8+u7EtGnTGDasL6tXL7OuCJKS6uaK4KqrujNy5F3079+I8HAV0l5cbAub9QQqUgTSxXtnn6sFJ06cIMfiVi8pgYOWisjx8UoJOHtIGjRwHvDkbFZY3fV2d+zYgZSK+sGTKwKzWa2SgoO9wHdbjUhJSeHyy99Ho9tOSHDf/2k223IxwsLg1VcfYsyYMRzTQojqKHQ66NBB8f7k5bW0vLr/e9auXctPPy3mxIlT5OcrRatlX9c16HSOnFEaZ5WT2lHu+84KjnUUQuQIIc4AHSzvtc/tK3NzIUQfIcR2IcQuIcSTFZw3RAghhRBdz6fxN954I2FhYQwcOJCSEpvG1OxqZR8Sk8lkqazlCKPR6HJWWJ31dp944gkiItQT4SlFYDKZkHI1oCMr6+oanRXsDjRtmgJk8vHHZrZudd//aV+QJjQUli37ik8++YQiT67nawCEgAEDLgHg9OlYcnLU7NXdP/vpp59m+vQFxMRcCyjh6OdXM5Lq3I2zZ8+watVC1q9fQECArQKbJ12TLrtRSlmlSFwhhB6YAVwPHABWCyHmSym3lTkvBHgIOO8MnxJLTnt4eDhFRTayL41aoqx/IDU11Wkpy5CQkBrp5LzxxhtJSHDkr3EnNKoILUu4oGCfR1lVawK0MMyCAvfyDZ0+rQRgQIASUlOnzsBsPn1Ovqq6gPh4Zb44exa2b4dLL1U1d905W2/Tpi3Z2W2ZNMn2nXVxNQCQlXWUsWNvpmHDxgwceLNVEWg+UE/Ak7mJlwG7pJS7pZRFwBfAACfnvQC8Apw3kd3GjRspLS0lLS2NgwfVLCQkxKZByz4orqJDTnqjqsYFQnNReEIRVEfdg+qGpgjuv38cu3dnuO2+2iQkNFTFt/frN5AxY8YQWFu5Ds4DgYGShAQ1KVu/XgU85ua69ztKS2HJEvjhB7UKuPvuuqsIYmMb0rPnTVx++Y1ERXlnReBJRRAP2HPwHrDss0IIcQmQIKX87kK/RKfTYTQa2WGhjomJUfZD+7KKGqo7Cuh8sX37djIyNgJqtuXu8LHqDo+tDthI5yS7tTAfN+CoJak2PByndYTrNrL5++83Adi2TQU2lJS4d8X1xhtv8eqraq54++3Qvn3dNAuBslB88cUiXn11Jn5+tuSyAwc8V7ay2thKhBA64HXg0UqcO04IsUYIsea4Vv7JDqWlttA9V6sBqP4ooPPFzp07OXpUzVpzctxvd61titEd0AR0Ssp4una90m331RRBdDSUlBQzZ0468+fXiNLeHkeDBmH4+/8CwJo10hq04a4wUrPZzBNPTKegIICwMMn113u/Epu3YTTaZJimCI4c8VxoricVwUHAPlG6kWWfhhCgHbBCCJEJXAHMd+YwllKmSVULoWuUHZNXXFwcUVFRbNnyt9WjrqW8O1ME1R0FdL5o27YtISHqac/JcW80hslk4qyTOL+arBjdAU0RtGzZkaAg91XR0YKDoqLgzJls7r77du6880633b8mQ68XLF8+j8BAOHhQsGsXVqexO1BSUkL//irWJDZWWKlj6rIi8POT5OScprCwwDq5PXKkdq4IVgPNhRCNhRBGVIKadYokpcyWUkZKKZOllMnAH0B/KWWleYwOHz7MiRMnMBiCrPYzrVCFK9NsdUYBnS8aN27MsGH9AWUays93z301J3GWFvhuQUhIRI1WjO6AfT2Cr74ykZycjE6nqzIBneYjiIpS5soRI25l0KBBbmhxzYdOpxzknTqpz2vWqFBudykCo9HIlVfeDTjyC9VlRTBy5AA6dqzPr7/+QEyMis46edJ9MqAsPKYIpJQlwHhgKfA3MFtKuVUI8bwQor87vmPWrFk8++yzxMTEW0mZGjdWnVZXEnpUDLGJGTOSSUzUkZRUdcZMV/UEgoKC67QSANuKYPr023jwwTvYu3cvUladgE4zDUVFQXh4Az791MR7773nplbXbOh0arxdabG0rVmj/AQFbqxjuH27eo2JUf9h2eptdQ1RUREEB4dQWJhHRIRiBDabPRc55FGdKqVcBCwqs+8ZF+dee77310IdT56Ew4fVPo1+uq48JHv2vAU8ZRXc+/btrXKIpytn8LFjdddJrEFTBKdPzwccp6xaxNSF9KtmGoqOVjPVmswP5G7odPD22y/yzTdL0elWsn27jqwsZR5yBxV3dnY2W7bogWAaNqz7ZiGA999/n8mTPyIwUD1LjRurMPJ16+Cyy9z/fTWgtEXVkZ2tknn0euVYqUv0LnPmPAa4N8TTlTM4Pr7uOok12Iq5OI/HvdCIKS2GISIC/P2Lyc7OttKX13XodHDs2CH27PmVRo12IyW8/rqtT6qK77//gdWr1ZK/Y0do1qzuKwK9Xo+/v40qp0ULtX/LFs9wDtVaRbB69Wr69OnDY489Zi3j1rChekDqSui2MlM4/9erEuLpvJ5AEFOm1F0nsQZtRVCvXpLT4xcaMaW5WyIiYN26lYSHh9OnT43gZvQ4DAa49dZ7+PbbNTz+eCOio1UU34svusdPUFqqB5oAajZcr17dVwSgqEq01aVW0H7HDs9QeNRaRfD666+zdOlSpk2bxogRyYCJuDg1O6kLiSaaQ9cVqhLiWTZ6CpKoVy+N22+v2/4BsCmC9u0n4+/vvlBiLSexUSOQsoTg4GBCQkKq0tRaA39/uOSSDnTs2IXGjQOYMEGNw++/d08iZOvWAwEjERG2BMu6rgiysrLo168Pl19+OTqdypsA2LnT/cl6UEsVgclk4ptvvrF+PnVqLzAOKU11xklcUYF4d4R4atFTn35qBjJp2bLuKwGwmYZKSlrRo8cwt4QSl5Qo86QQyjTZp08fzpw5w7fffuvm1tdcaLWLw8PBbN6IwbAPs1klmFUV//yjXrXQcKj7iiA8PJyVK1fy119/kZ2dTYcO6vnav18pAnebh2pld6amplJYrn5jHjt2pGIw1A2BVpHpZ8aMqod4bt26lfvuu4+cnH8Dt9KsWZVuV2ugrQjWrFkAfMK11/Zk0qRJdO/eneYaSdV5QmM2v5jop8vCaIQFCz5m2bLlFBaGUljYE0hk82bo3r1q99YUQXKybV9dVwR6vZ7vvvuOpKQkQkJCKC5Wpu8jR9SqIDravZaPWrkicCUkz5zZV2eiNVyZfgICghg6tOrK7q+//uLnn39m82ZF432xKQIhugDPsWLFL9x5552MHTv2gu+p5RA0aHCxUeql9lEAACAASURBVEs4Ytmyb1m4MJ1GjZpz6aXKqD13btWWBCUl8OmnywHQ63da99d1RQDQq1cvmjZtik6nw2CAJspNwtq17s8nqJWKwJWQjIpKrBP+AXDt0B0/Ps0tnEMtWrTg6quvITS0GwCtWlX9nrUBmmlIypuBZ4C+gJqBXSi0HIIGDZSAMplM9OjRg7S0tKo1tpZh7NixvPjiTMaMGUi/firMZfnyXezefeE1GQoKIC9PUZTFxubi56f+w7oSHl5Z+PnZHMabNinTkHRjVZhaqQic28eDePTRyXVmReDMoQtptGiR4hZFcNVVV/HjjyvR6zsA0KZN1e9ZG6DkvQlIBnQ0aLCR9PR0fvzxxwu+p6YIIiOVgNq9ezc///xznSbvc4YBA/oxZsw9JCYmc8UVykYWEHA5Bw+euSACurS0NP7zn0mcPKmmwn37JhAXp0IqLwYcOXKEp59+mokTJ2Iw2MZoZqb7E/acVrSvyVuXLl2klFLGxMRIQIKQkCQDA9Plvn2yTuLQISlbt5YSpBw/XsqDB91z3+PH1T0NBilPnnTPPWs6RoxIlxBkeXbUFhQUJNPT0y/4nlOnqn68/Xb1ed++ffKnn36SO3fudFOraw8++ugr+eCDz8iFC7dKvV5KIaTctk3K06fP/149evSQcJUEKRs1kjIry/3trck4ePCgBGT9+vVlaalZLlumnrN69aRcsEDKU6fO737AGulCrtbKFQEonqGjRyUzZ6qol6SklDqzGigLnQ6aNlU59jNnfu8W++Cvv/7KjBnLAMXYWlf7riy++y4VdyfoaVnFMTHqNSEhgWuvvZZmF4vjxQ5paW/y1lvP89df35OQoMwXmzZdWBjpnXfeS8eOLwHQrdvF54iPjY3l2Wef5Z133kFKM61aKfNQbi7MmePeFUGtVQRSKoeJlkzWqFHdyB9wBp0OrroqDyihtLSnlVepKnjwwQd59tlPAEXUp6u1T8L54exZ5+aavVUoCKs5izVFcDHj0ku7EheXyMCBt1gDEObNO8DRo2f444/1TJo0yYGe+/vvv+cfLSyoDG66aQRnzlwNQM+eF58iEEIwadIkRo4ciV6vJyAARo9Wx779Vj137vIT1MrhbzabraUGtfGbkFB3Z7VCwBVXtCYx8Qjgx8KFVb9nVFQUen07QEUjXCzRLgkJrhPxnNFyVwb2PEMA8+bN47XXXmO7xpR2EWH69Df455+9dOoUTevWat/nn3/G888/yZVXXsLzzz/P3LlzAWWWvuuuu2jdujXr1q1zuI/ZrCZ5u3crBdCr18URKVQR/P2hRw/Fp5aTA59+CuWi6C8QtVIRvPbaawQF6bj22ubW2XFSUt1VBDodNGgQwM03q4yapUurXv1p6dKl3HDDU4DiMblYVgQvvTSZgADHaCyj0chTTz1FwHmSVJlMisZ62TIdkMzWrYq59NNPP2XChAls3rzZXc2uVQgJUZOXzp21Pffz44/JaOLm1ltvBZTi7dWrF+3bt6eTxmFtwbFjObz11hZA3Sc83Dttr2nIyclh/vz5zJ49G39/VRv6X/9Sx9yVuQ3UTmfx2LFjJSBjYlrIwEDlQFm8WMrS0vNzntQW5ORIuWuXlB9+qH6rn5+U+flVv2/Llup+c+dKWVJS9fvVFrz0UroMC0uSIKTBkHRBjuL09HQZFOTodA4IUE7nTz75RD788MNy06ZNHmh97cHx41JedVWpVAYMKQcP3i5XrdpW7rxXX31Vjhw5Up45c8a6b/HiVRIWSZBy4sQLczbXBWzcuFECskmTJtJslnLPHik/+0w54f38pNy6VcqCgsrdiwqcxdUu2M9369KliywoKJU//PCPvPvuDAlSJidLuXfvefRuLUNhoXoAevYcI3W64xKkdEdASnCwegLWrJHSbK76/WoLNm2Scto09dubNLmweyQlJTkoAW1LSkpya1trM3JzpfzhBynHjVN9nZgo5e7d5aN/2rdvLwH5xx9/WPd9/vk6CcVSiBK5enXlhV1dQ1FRkbzxxhvl448/LktLS+XBg1Ju2aKeW5DyvfdUVGFlUJEiqJVWt6IiHY0ateTvv9Xn7t3rrlkI1G8TAtatW4DZPA6IJCOjatnABkMkJSUnMBrNREXpLroEnXiVo8Tp0/DMM8+waNEi7rrrLu69995KXe8qR+Biyx2oCEajIom7+mr44gvJvn2CZctOoNf/TmyskfDwYK688koee+wxiouLSbbjkNi2TdmVLrlE1TS42BzFGgwGA0uWLLF+9vdX7KuXX678Jz/9BL17qwiiqtDv10pFUFioPOZr16rPvXrVbUWg1WgdMOB2Fiwo5tSpqlUqMpvNlJSoQqgNG8o6Vb+hMggNVbz2oJxu8+cvYOPGDcTHx1daESQmJjqNNEpMTGT79u3odDqSkpIw1tVQtkrAz08l2Y0c2ZKcnHuB/2Pq1B3s3m0rUPjwww/z+uuvO1xXXAyLLOWsbrpJ2cV9UPD3V36Bnj3h88/h999VLZbg4KopAo+6CIUQfYQQ24UQu4QQTzo5fo8QYrMQYoMQ4lchRKXyW6+6qh1DhtxPfr6q3NOkSd2PKDAa4bnn3uD6668BICOjavebNesHABIS9BedIggLUzUrjEbFZTNs2GhuuukmhgwZUu5czSFsX9fYZDKRnZ1d7lyNFbZPnz60aNGiSiGpdQUhITBq1D3A/wA4fLgrjRs/RKtWXUhISODRRx8td82BA7B+vUSvlwwa5FMEUkoOHTrE+vXrCQxUgR3duyuZl5kJGzYoZVA2lFSeT2ypK5tRVTdAD2SgKkoYgY1AmzLnhNq97w8sOdd9GzdubGeTTZJXXpku//hDyrNnL8AAV4tw5ozyE0ycqGyDQ4ac/z3S09NlUlKSFELI+vWTJKTLESOUD+JiwqlTqi8jI1VfvvWWrV+SkmzOY2cOYYPBII1GYznfgJ9fhPW6d955R+p0Onns2LFq/JU1A1lZUmZklMrly3fIxo3NVsdx585SZmcXSymlNJvN8vvvv5dvvvmmNJvN8pVX1Dk63RI5e/ayav4F1Y/169dLQLZs2VJKqfwlmZlSduig+qlrVynnzi2W06e/63DdoEGD5Lp166yfqQ5nMXAlsNTu81PAUxWcfwuw+Fz3FUJXZmAGyalT0+u8MCsslPLHH3fIW26ZK0HKLl0U1URlf7czoQZBsl+/C6dWqK04fVopAuVwS5cBAWX7BVmvXj2p0+nK7Xe1BQUlOXzHn3/+WS2/rabhzBlFX3LmjKJFuOkmKYOClOSZN09F+pnNZhkZGSkBuW/fPnnppdKiMEbJlSt9/VhQUCCjo6PlddddJ0ss4X1nzkj53/9KGRCg+iogIFvqdPXlKQvvxPr162WzZs3kuHHjrPepSBF40jQUD+y3+3zAss8BQoj7hRAZwFTgwXPdVErHAPri4jymT0+t0z4CUGaMzz57l88/fwKAgwcVA+Hx45XLLnRe6CaP3367cGqF2o7QUIBUCgrKFwDKzc3FfB7JGnl5+xyW4pd5osJ4LURwsCpaU68etG2rMmOvv14d+/hj2LcPjhwRDBw4hPHjx3PokB9r14Kfn+Tnn9/miis6V3j/iwH+/v4cOXKEH374wcqSGxSk+vHVVyEhQVJQEIqUw9i6dQcAOp2O3NxcYmNjK/Ud1Z5GJKWcIaVsCjwBPO3sHCHEOCHEGiHEGmfHDx3ad1FEvRQWnkWI3YCOI0eS+fprE8XFUJmEWFfRLKdOXbxRLmFhAO76/cHExsYyY8YMN92vbkEI5S+45BK4/361b+lSNaE5fBhSU9/lscfeZunSWMxm6NJF0LJlKEZjHZ/hVRLCTsBlZGRQUJBHSIhiVOjXTx1r3Pg1WrRQE5D27duzf/9+nn322Urd35OK4CCQYPe5kWWfK3wBDHR2QEqZJqXsKqXs6ux4fPyF1++tLTCZTMydm25ZEUlgLxMnjuPbb02cPn3uVYGrGg5hYQ3c3taaDm1MqWxVdzw7BqCIo0ePMnHiREwmkxvuWfdQr56K7mveHFq3VkXYR49WtAlPPgmbN0N6ujp30CBbfWIfbFi3bh2DBg0iNDSUpUvn0LIl3H67ihjavTuYdetU1JUQAr1eT2mp5JVXXmf//v0V39iVzaiqGyo0dTfQGJuzuG2Zc5rbvb+ZCmxYduc52GYDA4Pku+/WfTu3qwSmuLgkuWePlM78kvbO4QYNGji93mg0VomCuTaitFTKoiIp77pL+QgMhvI+gvPbHJ3HVaW1rss4flz5tZ59VvMDlN+MxhJ5xRX95ZNPPlXdza1RMJvNcsKECbJTp07y559/lvn5Zvn999vksmVbZd++yhF/yy1SHjmiHMrFxVL++ONWGRZWX7Zvf0n1ZRajyj/tQEUPpVr2PQ/0t7yfDmwFNgA/lVUUzjadLlZCkgQh4+KS5BtvpMvsbA/2fg2BEMKpEBJCyJ07lfPTnp/cuXPY+XaxZsNOmKBGwODB6TIiIuIClYDe16cXgMOHpfzXv6QcMULKF16QsmFDTREsk+3a/Z8EZJ8+faq7mTUegwbdJgE5Zsw3EpQjft48JQ/27JGyU6cnpNE4Tr7yyoLqUwSe2IToIkFKk0n90MzMiyP80dWKAJChoRHyjTfS5Z49ipfoXOc7UyYXI6ZMUSPggQfUiqqiPtLrywt8Z2GkF3ufVhYlJVJu3Ki4cjIzpVy3Tsp///t/sl27rnLmzM/k7Nlz5MqVK6u7mTUe99//fzImJkauXLlJXnmlep5jYxUf0dNPS6nXq5VCeLisW4oAusjmzRVfTNlZcF3GuWb4BoPRqgzOnHG9gvDNXm149101AoYNU89So0bOlaeWWxAaals11K8fIV9/Pd2yOvX16YXg6FHFk1NSohRxZqYKNb2YeK8uFLt375b9+/eXffr0kWazWebnm+Uvvyg+p7Kmtqgo7X2dUgTIevUS5RtvpMuDBy+uhyY9Pd3pzFTbYmKSrEvChITKrQguZnv27NlqBFx3neqzN98sr2y1/ikulvL776X8/Xfbsvunn6QE95e+vFhQUODIGFxX2YM9gdOnT0uDwSD9/PysuQMHDigm4S5dpPT3V8/2nXdKuXmzlK++WgcVASgn8YcfXnyDreKZvpAbN9qEWkVKA5Dx8RdGwVxXsHy5GgFdu0qZkaH6bfr0dBkfrxzsiYm2/snLkzItTcqvvlLn7tgh5SOPSMtS3Hlmsg8+eBLz58+XB+0KmGuJkps3q2d77lwp9+1Tq639+ytWBEIq4VprYBGEACQlJZFZFfa1Wojk5GSXHDb+/kl89FEmycmKsbFVq0AKC50XNo2OTuLgwcw6z9FUETZuhE6dFFfVtGkqrDE4WC2i8/MhOdkWwjhnDgwfroqC3H03ZGXBo48q9tK33oIHHqjWn+KDD5jN6nnMy1McWjqdKp9qNKqQUqNRrJUuQvCrPaGsKrgYKX8nT56MwUUadWHhWV588T5uuCGSxo0FhYUFCKHDz8/x/ICAIMaPn3xRKwFQGa+gBk9hoa3s6eHDarMvA7hihXpdskSdN2eOuq5FCxgzxput9sEH51CVDFX99oQEiIuz1XE/F/NCrRYFrpKk6jJSUlIAGD/+IU6fzipzNItt22Y67JHSTEmJACKAk8TFJfLYY5MZPjzFK+2tydAUQW6uYnNt2FBlvx4+rJgd7RWBVn64tBReeknRoAsB991nG2w++FBTcL41yGvtikCj/L0YkZKSwrZtJ4iPT6rkFaVAMDNnmlm1KpOBA1PqPDdTZRAcrAZMYSE8/TRMmgR79iizz4oV6lWznO7aZbtOUwLjxim+l4t9ZeVD7UetfISTkpKYPHmydXZ8McJgUBxLlcc+evRQPPwGQ90u5FNZCAFt2ihqAz8/OHQI3nsP/v4bTp5Uy+xHHlF+ggMH1Pn9+sGyZXDHHTBqlKJNON/Zlw8+1DTUOkXQpUsX1qxxyj13UcFohLi4RA4erFzxk/DwRAIDlTnEZ8qwYd48WLhQVSp75hlYtcp2bMkSuPNOxZBZWqocb6NHK6dxeLhyyPv60oe6gFprGrrYUa8ePPXUZAIDz83MpdcbefrpydaqXD7YEBkJUVHQtCkMtFAeNm2qZv9r16rKT6tXq/2NG6tax35+6r1er671wYfajlq3IvBBQa+H++5LITAQnnsulX379lrYBksRQmg5FwQHRzBhwnSGDEmx0C77YA8/PxVhUVQEQ4dCly6QmKgcwtu2wezZNj9B06bKoSylUsRRUT7/gA91A77HuBZDCLjzzhT8/WHcuHHWwjNSSgIDg/jPf9IYMiQFo1EJroutNnFl4OenZvmg+kejqL7qKqUIliyBJItPvkULdTw2VvlafP3pQ12BzzRUB+Cs+lh+fh4zZqRiNCpzUGRkNTWuhsPe0Rsbq2Kw27aFYcOU0N+0CX7/XR3v2NG2AlDVzXzwoW7ApwjqAFwl1h06tI+AAIiO5qKo4HYh0OkcI6gaNVK5BM2aQc+eykl89Kg61ratiiQyGNSKwAcf6gp8iqAOwFViXUJCIjExPjv2uRAfr5Slzm40CKGqZkVHq8+BgcpBHBTkW135UPfgUwR1AJMnTyaoTF2/oKAgpky5OBPuLgRBQSo8VFMGQijB/+CDagXQpYvtmL9/9bXTBx88Ad9csQ5AS6xLTU1l3759JCYmXvQJdxcCo1GtDnQ6KChQJqEbb4SICOjdu7pb54MPnkOtYx/t2rWr9CWU+eANHD+ueIj274cOHfCF3/pQqyFENbGPCiH6CCG2CyF2CSGedHL8ESHENiHEJiHEciFEZclzfPDB42jQQK0OEhJ8iXg+1G14TBEIIfTADOAmoA1wixCiTZnT1gNdpZQdgK+AqZ5qjw8+nC/sM4d9isCHugxPrgguA3ZJKXdLKYuAL4AB9idIKX+SUmoB8H8AjTzYHh98OG8EBqooIR+xnA91GZ5UBPHAfrvPByz7XOEuYLGzA0KIcUKINUKINcePH3djE33w4dwIDq7uFvjgg2dRI6KGhBC3AV2BHs6OSynTgDTLuceFEJWj3Dw3IoETbrqXJ+Frp/tRW9rqa6d7cTG306UP1pOK4CCQYPe5kWWfA4QQvYFUoIeUsrDs8bKQUrqN71EIscaVF70mwddO96O2tNXXTvfC107n8KRpaDXQXAjRWAhhBEYC8+1PEEJ0BmYB/aWUxzzYFh988MEHH1zAY4pASlkCjAeWAn8Ds6WUW4UQzwsh+ltOexUIBuYIITYIIea7uJ0PPvjggw8egkd9BFLKRcCiMvuesXtf3fmaadX8/ZWFr53uR21pq6+d7oWvnU5Q6zKLffDBBx98cC98pHM++OCDDxc56rQiEEI0rO42VBZCiPrV3YbKQAgRUd1tqAx8/eleCCFqRXXm2jLma1p/1klFIIQIFkK8CSwWQswSQgyu7ja5ghAiSAgxA1gihHjAEkmFEKJG/TeWPn0D+E4I8aIQomd1t8kZfP3pXgghAoQQM4GfLIEevSz7a2J/1vgxX1P7s0b9me6AECIe+BQQQF9gJTWbw+gRIAIYDQSgwmmRUpqrs1H2EEI0B74BSoE7gePAxGptlGv4+tO9uBOIRiV77gE+FEIE1LD+rE1jvkb2Z51TBEAB8L6U8iEp5RFgNrBBCNGhmttlhRAiwPLqBxiBz6SU/0gpXwWOW2aK1T5LsEMukCalnCCl3IaKBDsshKgR3FC+/nQvhBD2pBoC+F1KmSWl/Aj4HZhiOa+mFECt0WO+NvRnTRkYFwwhREshxLtCiEAAKWUWsMLulASgCbC9GprnACFECyGECXhbCNHVkmsRDFxpd9o9wO1CiEbVNUuw9Kl1RiWlPIQjD1QQ0EpKecDrjbODrz/dCyFEMyHEbOBjIcS/hBBaLbZou9MeAwYJIZpKKWV1CK/aMuZrS39CLVcEQojuqCXhOJRJACGEkFLm2p1mBDIrQ1/hSVge2lnARmATcL8Q4i7gFeAeIUQkgJRyP5AO3F1N7fwX8DUwQVhqSAgh/KSUZ+1Oa0D1DzJff7oRltXSm8AW1Ji6GXgG+B/QVwjRDsCirOZhMWVJL8ef15YxX1v6U0OtVgRAFsrm1gK4QwiR5KQjOwMZAEKIu6txudgUyJVSTpVSvg28DwwCAoGZOCaQ7ECxtVbHcvEokILq0yeEEMFSyhIhhM6uLW2ArZb23SqEaOHlNoKvP92NWOA0MFlKOQ94AbgeaI5SuKnCFpGzBHAX8eP5oraM+drSn0AtVwRSyr9RNQ92Ad8Dz0M5W/B1QIQQYi5wK8qe6HVIKbcAyUKIayy7NgHLgcdRpHsNhBCThBDDgbFAvuU6r84QpJRrgH8sfboEeNdySNi1pTsQJYT4BiXkir3ZRks7ff1ZRdgrRSnlQRQD8PV2n2cCUyyKNhd4TggxFrXqOumNNjppZ40d8/ZtqMn96RRSyhq/oZbOoXafRdn3QAiwC7iuzLWLUbOtoV5qayTQ0L59gM7y/gEg3e5YJ+ADyzUtgFHAMiClOtrppE9DUbOaS+2O+aOE7lpguBfaGQt0K7OvJvZnuXbW4P68q8w+veV1DPCr3f5wlOO1E1AfZd74wov9eZeLYzVmzKNqrEwDjDW5P8/5O6q7AZXo6P+gSOu+AJ617NOVOUfr+P8DFlre32IRwtd6sa1PA/+gym6+bN82y/tmwFxgtOVzBIqUL8bLfeqsna769D/AT5b3fSyvA73Y1q2omfQlls/2CqtG9Oe52llT+tPy3WuBR1wc///2zjXGjrKM479nL21JITVYFBBxXWmhLa0NGkvUkEagBoOKCn4wgoCJhqZULE3QDwbRBklUDLoYiSGB+gGJ4YtGsY1SkUtEE2yLJiRiWmMi4ZIiVKSlu3388Lyn+3ro2VvP3Dr/X3KyszPv7P7mnZnzzLzXAeAh4IZs3Vbg3JLzckrPrvys7J4nGiL8BRgjGil030O1yM8ZHUvVAlNk8kJidNL7gbcST3gvAyNp+xueYNPySynd3cCCklwXALcR0f6U5Ptf4OTOBZGlXUeUX54HfBrYAZxZB8+utHmejgP7gTuA4ZJcB9LN9SDx6vxlYGGd8nMGnr2u0Sry8zvpf77h/3W5vYdo334Z8Nn0hby8xPzs6TmFc6n3PJNvpD/o9aXO5FtLpfk542OqWuAoGfim9HMIWAsMZdt+DFzbY79FRODYDXygTNe0fFq2vBa4D1jR4+K4Dvh+uigKd52tZ7Z9ccrzP5ftma0bAzanL80L6pafM/GsQ34Cy4h5wU8iHqquBc7vSt/5gvs4cAvwe+CDdfPM0pZ6z3d5DgBPEQ9TK5LH1WQPVUy+tZSan3M6tqoFskx7c7qZtgMbgbOybUY0CdsBrO6x/wCwqiLXc9L6IeIJdS/wXeCPxOtq54LIn2QH6+qZ7T9U0g2We14PLEvrzwLuScubiCfuG4AzOtdFhfk5Y8+K83Nj5vl1oiL6ceBmoqXKVdn1aUW79cMz27+Ue/4o531lWn8r8L20/otEx8Bbs/tsoGi3fn1q0WrIzM4nXq1fBLYQFTAbsyQDxIXxOkeZ7hJiCAF3312wai/X9clhHHgSGHX3G4mngE3JH886NLn7RF09M8dxd3+sZM8zMs9ngFfMbBA4G/gSsMZTxytPd1taLjs/Z+yZOVaRn28j3pgg3la+AVzk7rcQE0etz/yckjgWzw5l3PM9zvvn0+ZOkeTP3P0u4CbgVFKHMa/RMBzTUYvJ64mWFLe7+0/hyMiRF6aeeIfcfcLMRtPyCxYDSs3rpK+J6wLgoLsfmXDa3X9pZpuJi3yvPGflOUy0r19JvPr/nSg/djNb4u5/k+eMPS9K5/1ld/9mJ6G7/8LMNhFfbmW3Y2+y58Vp28NEL/bzkudTqSNjYwJAh9IDQeoF+H9PHu7+tJn9M9t2iCgaynsGXgicYGZbiaeum2rmeiDfx8yWEU8Q/wD+Jc9Zex4CdpnZo8Aj7r7dzN5JzH1daLvw49DzXZ3znu27nDjve6nPeW+K52ja9oyZjQFfsRjPapR4q95TpGcRlFo0ZGbDeUZ3dRR5Nds2Qjxd5SwGziXa5a5x99/V1HW+mV1JtHZ6yN2vdvfX5Tk3T3f/mrtvT8t73P1bHsNGyHMOnmY2ZGafIJpj/9bdr0nBTJ5zO+87iWKrR4Gfu/ulHp3HGkVpgcDMNgC/sRiD+6MQZZJ5b7xseRR4Iq37pJktIobtHXH3wufyPBZXYgCxbUQZ8Z3yPOZzf2qRbm3zJFraPAy8r87nvSmeZna6u+9z9wfc/e4iPYuk8EBgZidbFOd8GPgqUenyufT6fKRCxcxW+WTlynJgqZk9CFxB1Ac87e6vNcB10N2fL9K1RZ6fooTy1hZ5Xk60ZNnXXQQjzzmf9/Gi/ErFi296NUiMFNhp8z0K3ENqu07Usm8FHgFOB84EXiGGlS2tB2uTXOUpT3m2x7OUvCggc4eIjjVvz9admC0PEB1GlqTfLwbWd/2Na0q6EBrhKk95yrM9nlV8+p3RK4n26c8B9/VIswz4VY9t8/rpczy4ylOe8myPZ1WfftcRvEh09T+HGCJ4HYCZDWa18KcRc7RiZmssTdptZuYFtlppsKs85SnP9nhWQl8Dgbs/C9zv7i8RZW2dWXcmiGEiAN4NzDOzbxPdszv7ltarsUmu8pSnPNvjWRV9bzXkk61QtgIHzGxjWn84Rd4LgA8B+9z9/e6+o98OM6UprvKUpzzb41kJRZY7Ec2ynkjLq9LPj5FV1tTl0xRXecpTnu3xLC0/SsjwXwMHiZH5Fld9wMeDqzzlKc/2eJbxKaxDmcXk3FuImvgN7v4RzwY6qxNNcZVnf5Fnf5Fnc+l0pCjmj5tdQoxjc3DaxBXTFFd59hd59hd5NpNCA4EQQoj6U4uJaYQQQlSHAoEQQrQcBQIhhGg5CgRCCNFyFAiEEKLlKBAIMQ1mNmFmO83sr2a2y8xutGz2qh77jJjZ1yo5NAAAAXdJREFUZ8pyFOJYUCAQYnpec/fV7r6CGKP+EuDmafYZARQIRCNQPwIhpsHM/uPuJ2a/jwJ/AhYD7wB+AixMmze4++Nm9gei5+oe4F5iCOTbgLXAfOBOd7+rtIMQYgoUCISYhu5AkNb9Gzgb2A8cdvcDZraEmPTkvWa2Ftjs7pem9F8A3uLuW8xsPvAYcIW77yn1YIQ4CkNVCwjRcIaBMTNbDUwAS3ukWwesMrPL0++LgCXEG4MQlaJAIMQsSUVDE8DzRF3Bc8SkJgPAgV67Ade7+7ZSJIWYBaosFmIWmNkpwI+AMY9y1UXAs+5+GLgSGExJ9wMnZbtuA64zs+H0d5aa2UKEqAF6IxBiek4ws51EMdA4UTl8e9r2Q+ABM7uKGN/+1bR+NzBhZruIqRHvIFoSPZlmw3oBuKysAxBiKlRZLIQQLUdFQ0II0XIUCIQQouUoEAghRMtRIBBCiJajQCCEEC1HgUAIIVqOAoEQQrQcBQIhhGg5/wOXJsZbr3vihgAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "step 10974, {'val_loss': '0.206074520945549', 'val/kl': '0.0002613919787108898', 'val/mse': '0.0049077728763222694', 'val/std': '0.032850708812475204'}\n",
+      "Epoch     4: reducing learning rate of group 0 to 2.0000e-04.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "INFO:root:Epoch 00005: early stopping\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "INFO:root:\n",
+      "                                  Name           Type Params\n",
+      "0                                model    LatentModel  455 K\n",
+      "1                model._latent_encoder  LatentEncoder   84 K\n",
+      "2   model._latent_encoder._input_layer         Linear    2 K\n",
+      "3       model._latent_encoder._encoder     ModuleList   32 K\n",
+      "4     model._latent_encoder._encoder.0  NPBlockRelu2d   16 K\n",
+      "..                                 ...            ...    ...\n",
+      "67    model._decoder._decoder.3.linear         Linear   65 K\n",
+      "68       model._decoder._decoder.3.act           ReLU    0  \n",
+      "69   model._decoder._decoder.3.dropout      Dropout2d    0  \n",
+      "70                model._decoder._mean         Linear  257  \n",
+      "71                 model._decoder._std         Linear  257  \n",
+      "\n",
+      "[72 rows x 3 columns]\n",
+      "INFO:root:model and trainer restored from checkpoint: /media/wassname/Storage5/projects2/3ST/attentive-neural-processes/optuna_result/anp-rnn2/np/version_2/chk/_ckpt_epoch_1.ckpt\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "372c72633376435b87e2eb9fc7012c5a",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0, description='Testing', layout=Layout(flex='2'), max=234.0, style=Progr…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "step 4389, {'val_loss': '-1.3078840970993042', 'val/kl': '0.0003726059221662581', 'val/mse': '0.004040098283439875', 'val/std': '0.04867682605981827'}\n",
+      "\n",
+      "None\n"
+     ]
+    }
+   ],
    "source": [
     "name = 'np'\n",
     "\n",
@@ -777,15 +1949,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 34,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2020-02-15T07:46:34.061282Z",
-     "start_time": "2020-02-15T07:44:53.900Z"
+     "end_time": "2020-02-15T22:55:19.598323Z",
+     "start_time": "2020-02-15T22:55:19.482586Z"
     },
     "scrolled": true
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "[I 2020-02-16 06:55:19,584] Using an existing study with name 'anp-rnn1' instead of creating a new one.\n"
+     ]
+    }
+   ],
    "source": [
     "import argparse \n",
     "\n",
@@ -793,10 +1973,10 @@
     "parser.add_argument('--pruning', '-p', action='store_true',\n",
     "                    help='Activate the pruning feature. `MedianPruner` stops unpromising '\n",
     "                         'trials at the early stages of training.')\n",
-    "args = parser.parse_args(['-p'])\n",
+    "args = parser.parse_args([])\n",
     "\n",
     "pruner = optuna.pruners.MedianPruner() if args.pruning else optuna.pruners.NopPruner()\n",
-    "\n",
+    "name = 'anp-rnn1'\n",
     "study = optuna.create_study(direction='minimize', pruner=pruner, storage=f'sqlite:///optuna_result/{name}.db', study_name=name, load_if_exists=True)\n"
    ]
   },
@@ -805,13 +1985,205 @@
    "execution_count": null,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2020-02-15T07:46:34.062624Z",
-     "start_time": "2020-02-15T07:44:53.900Z"
+     "start_time": "2020-02-15T22:55:38.900Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "trial 29 params {'attention_dropout': 0.2, 'attention_layers': 2, 'batch_size': 16, 'batchnorm': True, 'context_in_target': True, 'det_enc_cross_attn_type': 'ptmultihead', 'det_enc_self_attn_type': 'multihead', 'dropout': 0, 'grad_clip': 40, 'hidden_dim': 32, 'latent_dim': 64, 'latent_enc_self_attn_type': 'ptmultihead', 'learning_rate': 0.0058703726639809896, 'max_nb_epochs': 10, 'min_std': 0.005, 'n_decoder_layers': 8, 'n_det_encoder_layers': 2, 'n_latent_encoder_layers': 8, 'num_context': 96, 'num_extra_target': 96, 'num_heads': 8, 'num_workers': 3, 'use_deterministic_path': False, 'use_lvar': True, 'use_rnn': True, 'use_self_attn': False, 'vis_i': 670, 'x_dim': 17, 'y_dim': 1}\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "INFO:root:gpu available: True, used: True\n",
+      "INFO:root:VISIBLE GPUS: 0\n",
+      "INFO:root:\n",
+      "                                   Name           Type Params\n",
+      "0                                 model    LatentModel  118 K\n",
+      "1                           model._lstm           LSTM   14 K\n",
+      "2                 model._latent_encoder  LatentEncoder   15 K\n",
+      "3    model._latent_encoder._input_layer         Linear    1 K\n",
+      "4        model._latent_encoder._encoder     ModuleList    8 K\n",
+      "..                                  ...            ...    ...\n",
+      "118       model._decoder._decoder.7.act           ReLU    0  \n",
+      "119   model._decoder._decoder.7.dropout      Dropout2d    0  \n",
+      "120      model._decoder._decoder.7.norm    BatchNorm2d  192  \n",
+      "121                model._decoder._mean         Linear   97  \n",
+      "122                 model._decoder._std         Linear   97  \n",
+      "\n",
+      "[123 rows x 3 columns]\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0, description='Validation sanity check', layout=Layout(flex='2'), max=5.…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "step 0, {'val_loss': '1.5332967042922974', 'val/kl': '0.5003573894500732', 'val/mse': '0.3075014650821686', 'val/std': '0.9426979422569275'}\n",
+      "\r"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "40a7878e1859474ebf4a4e2d71a9c741",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "step 2194, {'val_loss': '-0.3435288369655609', 'val/kl': '0.0003237754572182894', 'val/mse': '0.02968326210975647', 'val/std': '0.16645464301109314'}\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "step 4389, {'val_loss': '-0.12076319754123688', 'val/kl': '0.0009134513093158603', 'val/mse': '0.017563801258802414', 'val/std': '0.08026392757892609'}\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "step 6584, {'val_loss': '-1.3186585903167725', 'val/kl': '0.0002568588824942708', 'val/mse': '0.005394966807216406', 'val/std': '0.06686413288116455'}\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "step 8779, {'val_loss': '-1.125415563583374', 'val/kl': '0.00019626482389867306', 'val/mse': '0.006910798605531454', 'val/std': '0.07083785533905029'}\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "step 10974, {'val_loss': '-1.391121506690979', 'val/kl': '0.0004129649605602026', 'val/mse': '0.004302750341594219', 'val/std': '0.06069936230778694'}\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "HBox(children=(FloatProgress(value=0.0, description='Validating', layout=Layout(flex='2'), max=117.0, style=Pr…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "step 13169, {'val_loss': '-1.0961132049560547', 'val/kl': '0.0003247860004194081', 'val/mse': '0.006203540600836277', 'val/std': '0.05735539272427559'}\n"
+     ]
+    }
+   ],
    "source": [
-    "study.optimize(objective, n_trials=200, timeout=pd.Timedelta('2d').total_seconds())"
+    "study.optimize(objective, n_trials=200, timeout=pd.Timedelta('3d').total_seconds())"
    ]
   },
   {
@@ -828,14 +2200,37 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 25,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2020-02-15T07:46:34.064099Z",
-     "start_time": "2020-02-15T07:44:53.900Z"
+     "end_time": "2020-02-15T13:33:41.400966Z",
+     "start_time": "2020-02-15T13:33:41.306952Z"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Number of finished trials: 2\n",
+      "Best trial:\n"
+     ]
+    },
+    {
+     "ename": "ValueError",
+     "evalue": "Record does not exist.",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-25-5d5ede3f7d44>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Best trial:'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0mtrial\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mstudy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbest_trial\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      6\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'  Value: {}'\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtrial\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/.pyenv/versions/jup3.7.3/lib/python3.7/site-packages/optuna/study.py\u001b[0m in \u001b[0;36mbest_trial\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m     87\u001b[0m         \"\"\"\n\u001b[1;32m     88\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 89\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_storage\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_best_trial\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_study_id\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     90\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     91\u001b[0m     \u001b[0;34m@\u001b[0m\u001b[0mproperty\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/.pyenv/versions/jup3.7.3/lib/python3.7/site-packages/optuna/storages/rdb/storage.py\u001b[0m in \u001b[0;36mget_best_trial\u001b[0;34m(self, study_id)\u001b[0m\n\u001b[1;32m    712\u001b[0m             \u001b[0mtrial\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodels\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTrialModel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfind_max_value_trial\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstudy_id\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msession\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    713\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 714\u001b[0;31m             \u001b[0mtrial\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodels\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTrialModel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfind_min_value_trial\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstudy_id\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msession\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    715\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    716\u001b[0m         \u001b[0;31m# Terminate transaction explicitly to avoid connection timeout during transaction.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/.pyenv/versions/jup3.7.3/lib/python3.7/site-packages/optuna/storages/rdb/models.py\u001b[0m in \u001b[0;36mfind_min_value_trial\u001b[0;34m(cls, study_id, session)\u001b[0m\n\u001b[1;32m    186\u001b[0m             \u001b[0;34m.\u001b[0m\u001b[0morder_by\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0masc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcls\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlimit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mone_or_none\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    187\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mtrial\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 188\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mNOT_FOUND_MSG\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    189\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mtrial\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    190\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mValueError\u001b[0m: Record does not exist."
+     ]
+    }
+   ],
    "source": [
     "\n",
     "print('Number of finished trials: {}'.format(len(study.trials)))\n",
@@ -883,8 +2278,8 @@
    "execution_count": null,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2020-02-15T07:46:34.065482Z",
-     "start_time": "2020-02-15T07:44:53.900Z"
+     "end_time": "2020-02-15T08:18:13.161641Z",
+     "start_time": "2020-02-15T07:47:05.700Z"
     }
    },
    "outputs": [],
@@ -898,8 +2293,8 @@
    "execution_count": null,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2020-02-15T07:46:34.067046Z",
-     "start_time": "2020-02-15T07:44:53.900Z"
+     "end_time": "2020-02-15T08:18:13.162799Z",
+     "start_time": "2020-02-15T07:47:05.700Z"
     }
    },
    "outputs": [],
diff --git a/src/models/lightning_anp.py b/src/models/lightning_anp.py
index c74a668..e75df10 100644
--- a/src/models/lightning_anp.py
+++ b/src/models/lightning_anp.py
@@ -87,7 +87,7 @@ class LatentModelPL(pl.LightningModule):
         return self.validation_end(*args, **kwargs)
 
     def configure_optimizers(self):
-        optim = torch.optim.Adam(self.parameters(), lr=self.hparams["learning_rate"])
+        optim = torch.optim.WAdam(self.parameters(), lr=self.hparams["learning_rate"])
         scheduler = torch.optim.lr_scheduler.ReduceLROnPlateau(optim, patience=2, verbose=True, min_lr=1e-5) # note early stopping has patient 3
         return [optim], [scheduler]
 
@@ -151,13 +151,8 @@ class LatentModelPL(pl.LightningModule):
         """
         # MODEL specific
         parser = HyperOptArgumentParser(strategy=parent_parser.strategy, parents=[parent_parser], add_help=False)
-        parser.opt_range("--learning_rate", default=1e-4, type=float, tunable=True, high=1e-2, low=1e-5, log_base=10)
-        parser.add_argument("--batch_size", default=16, type=int)
-
-        parser.add_argument("--x_dim", default=16, type=int)
-        parser.add_argument("--y_dim", default=1, type=int)
-        parser.add_argument("--vis_i", default=670, type=int)
-
+        parser.opt_range("--learning_rate", default=1e-3, type=float, tunable=True, high=1e-2, low=1e-5, log_base=10)
+        
         parser.opt_list("--hidden_dim", default=128, type=int, tunable=True, options=[8*2**i for i in range(8)])
         parser.opt_list("--latent_dim", default=128, type=int, tunable=True, options=[8*2**i for i in range(8)])
         parser.add_argument("--num_heads", default=8, type=int)
@@ -177,13 +172,22 @@ class LatentModelPL(pl.LightningModule):
         parser.opt_list("--det_enc_cross_attn_type", default="multihead", type=str, tunable=True, options=['uniform', 'dot', 'multihead', 'ptmultihead'])
 
         parser.opt_list("--use_lvar", default=False, type=bool, tunable=True, options=[False, True])
+        parser.opt_list("--use_rnn", default=False, type=bool, tunable=True, options=[False, True])
         parser.opt_list("--use_deterministic_path", default=True, tunable=True, type=bool, options=[False, True])
-
+        parser.opt_list("--use_self_attn", default=True, tunable=True, type=bool, options=[False, True])
+        parser.opt_list("--batchnorm", default=True, tunable=True, type=bool, options=[False, True])
+        
         # training specific (for this model)
+        parser.add_argument("--context_in_target", default=True, type=bool)
         parser.add_argument("--grad_clip", default=0, type=float)
         parser.add_argument("--num_context", type=int, default=24 * 2)
         parser.add_argument("--num_extra_target", type=int, default=24)
         parser.add_argument("--max_nb_epochs", default=20, type=int)
         parser.add_argument("--num_workers", default=4, type=int)
+
+        parser.add_argument("--batch_size", default=16, type=int)
+        parser.add_argument("--x_dim", default=16, type=int)
+        parser.add_argument("--y_dim", default=1, type=int)
+        parser.add_argument("--vis_i", default=670, type=int)
         return parser