renamed datasets to data, added iam refactor

1 files changed, 287 insertions, 0 deletions

diff --git a/notebooks/02b-look-at-emnist-lines.ipynb b/notebooks/02b-look-at-emnist-lines.ipynb
new file mode 100644
index 0000000..423ad04
--- /dev/null
+++ b/notebooks/02b-look-at-emnist-lines.ipynb
@@ -0,0 +1,287 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The autoreload extension is already loaded. To reload it, use:\n",
+      "  %reload_ext autoreload\n"
+     ]
+    }
+   ],
+   "source": [
+    "%load_ext autoreload\n",
+    "%autoreload 2\n",
+    "\n",
+    "%matplotlib inline\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "from PIL import Image\n",
+    "import torch\n",
+    "from importlib.util import find_spec\n",
+    "if find_spec(\"text_recognizer\") is None:\n",
+    "    import sys\n",
+    "    sys.path.append('..')\n",
+    "from text_recognizer.data.emnist_lines import EMNISTLines"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2021-03-24 21:19:07.415 | INFO     | text_recognizer.data.emnist_lines:setup:106 - EMNISTLinesDataset loading data from HDF5...\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/home/aktersnurra/projects/text-recognizer/data/processed/emnist_lines/ml_32_o0.000000_0.330000_ntr10000_ntv2000_nte2000.h5\n",
+      "EMNISTLines2 Dataset\n",
+      "Min overlap: 0.0\n",
+      "Max overlap: 0.33\n",
+      "Num classes: 83\n",
+      "Dims: (1, 56, 1024)\n",
+      "Output dims: (89, 1)\n",
+      "Train/val/test sizes: 10000, 2000, 2000\n",
+      "Batch x stats: (torch.Size([128, 1, 56, 1024]), torch.float32, tensor(0.), tensor(0.0136), tensor(0.0883), tensor(0.9984))\n",
+      "Batch y stats: (torch.Size([128, 89]), torch.int64, tensor(1), tensor(66))\n",
+      "\n",
+      "Mapping: ['<b>', '<s>', '</s>', '<p>', '0', '1', '2', '3', '4', '5', '6', '7', '8', '9', 'A', 'B', 'C', 'D', 'E', 'F', 'G', 'H', 'I', 'J', 'K', 'L', 'M', 'N', 'O', 'P', 'Q', 'R', 'S', 'T', 'U', 'V', 'W', 'X', 'Y', 'Z', 'a', 'b', 'c', 'd', 'e', 'f', 'g', 'h', 'i', 'j', 'k', 'l', 'm', 'n', 'o', 'p', 'q', 'r', 's', 't', 'u', 'v', 'w', 'x', 'y', 'z', ' ', '!', '\"', '#', '&', \"'\", '(', ')', '*', '+', ',', '-', '.', '/', ':', ';', '?']\n"
+     ]
+    }
+   ],
+   "source": [
+    "dataset = EMNISTLines()\n",
+    "dataset.prepare_data()\n",
+    "dataset.setup()\n",
+    "print(dataset)\n",
+    "print('Mapping:', dataset.mapping)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def convert_y_label_to_string(y, dataset=dataset):\n",
+    "    return ''.join([dataset.mapping[i] for i in y])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "tensor([ 1, 45, 60, 53, 43, 58, 66, 42, 54, 52, 55, 51, 40, 48, 53, 48, 53, 46,\n",
+      "        66, 40, 41, 54, 60, 59,  2,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,\n",
+      "         3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,\n",
+      "         3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,\n",
+      "         3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3]) torch.Size([89])\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "'<s>funds complaining about</s><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p>'"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y_example = dataset.data_train[0][1]\n",
+    "print(y_example, y_example.shape)\n",
+    "convert_y_label_to_string(y_example)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<s>funds complaining about</s><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p>\n",
+      "<s>time locating a copy</s><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p>\n",
+      "<s>his prime source</s><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p>\n",
+      "<s>to</s><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p>\n",
+      "<s>to with</s><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p>\n",
+      "<s>out but certain of</s><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p>\n",
+      "<s>murky dark He came to the</s><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p>\n",
+      "<s>in Honolulu The</s><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p>\n",
+      "<s>in the city of Philadelphia I</s><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p>\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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RyYwWLkS+DzqJtD9JiH5GP53xfDORdVC+ykWWnpjxGnv0c/5F9HN/ZJ7fCYo5xZxiTjGnmFPMfQ3FnGJOMaeYU8yBYk4xp5j7Goo5xZxiTjGnmFPMKeYUc4o5xdwlxJy130vZ+JwBu4D1Mz7QA9GBDxPpc58ffa4s9vNF3u9hzl8f+qtEgrSDyAL3JvNIiM84MQ3RD/5fgNd5K2H990SquSeItET/wgXGtRXYHz3JHbyV6E0nkhQfiD7+fwO22Y6F+SXE/53IDJQJIv38y84Jpthxf5RIi4Dx6Hn+F65wQnzG7+1E2mv8X9Hzd97aFZcwxi8Q+bLvBf58xmvdRNai6In++SfAPc9rooLITcQDPH0J1+8fAP8y47l3fD1fZN+rgKToz18DngR+Ft3fUWbczIhMKHBdjjiN/t4KfIVIWw4P8CMgIfpcEtG1P97B/vJj1y7RmJzxmbUzYx0LIl+gGe9wf1tm/PxDLhxHm4jG6NvcVyLRCTEz4vKPiHzhDwH/H9EbNZFZauXv8NjKicyigkj87YnG0iiR77Y7Zmy7mhnrr7yNfdmATTN+30nk5neAyHffr5nxl56Z5/1t7i8DWBr9uZQLfyco5i68P8WcqZibx/4Uc6Zibh77UszNct7f5v4Uc6Zibh77UszNct7f5v4Uc6Zibh77UszNct7f5v4Uc6Zibh77UszNct7f5v4Uc6Zibh77UszNct7f5v4Uc6Zibh77UszNct7f5v7etZgzom8iV5FhGD8kksz/q6s9lvmItpfwABWmabZc5eG8Y4ZhPE8kIf78Vdj314h8GX7mXdpfK5GJD6+8C/vaTmQiROGV3ld0fz/kXYwjwzBMIjFw5l3Y18NEPrfZWr9cif3tJPLZ/ee7sK9SIi1+nKZpBt+F/X0Nxdzl2t8PUcxdrv3tRDF3ufbXimLucu1PMXd59lWKYu5y7Ws7irnLta+HUcxdrv19DcXc5drfD1HMXa797UQxd7n214pi7nLtTzF3efZVimLucu1rO4q5y7Wvh1HMXa79fQ3F3OXa3w9RzF2u/e3kOok52+V+Q7k+GYZxn2EYCdE1Hv6BSCuN1qs7qstmJ/Da1R6EiIiIiIiIiIiIiIiIiFxeSojLfH2QSIuCbiKtyT9hXiftBUzT/HvTNL1XexwiIiIiIiIiIiIiIiIicnmpZbqIiLxnGYZxF/C/ATvwn6Zp/t1VHpKIiIiIiIiIiIiIiFxDlBAXEZH3JMMw7EADcDvQCRwEPmmaZu1VHZiIiIiIiIiIiIiIiFwz1DJdRETeq9YDZ0zTbDZN0w88QWT5BhERERERERERERERkXlxXO0BiIiIzKEA6JjxeyewYeYGhmF8AfhC9Nd179K4RERERERERETeLwZN08y+2oMQERF5J5QQFxGRa5Zpmt8FvgtgGIbWABERERERERERubzarvYARERE3im1TBcRkfeqLqBoxu+F0cdERERERERERERERETmRQlxERF5rzoIVBiGUWYYhgv4BPDsVR6TiIiIiIiIiIiIiIhcQ9QyXURE3pNM0wwahvEHwIuAHfi+aZqnrvKwrhuGYZCUlER8fDyBQICJiQkCgcDVHpaIiIiIiIiIiIiIyGVlmKaWXBURkWuf1hC/NHa7nZKSEhYvXgxATU0NHR0dV3lUIiIiIiIiIvIec9g0zeqrPQgREZF3QhXiIiIi71PJycls27aNnJwc4uLi6O/vZ3p6+moP6z3FbrfjcDgIh8MEg0E0kVBERERERERERETk2qI1xEVERK5zhmHM+pjT6SQ+Pp6ioiJWr17NggULrsLo5scwDOx2O3a7fdbjuVJSUlIoKytj0aJFpKWlYbfb37V9i4iIiIiIiIiIiMg7pwpxERGR65jdbichIQHDMAgEAvj9fsLhMOFwmImJCaanp4mPjyc1NZVQKDSv9zQMA5fLhcvlYnp6Gr/ff0WPwTAM4uLiSEhIwOl0Mj09jdfrJRAIEA6Hr/i+N23axLZt22hra+OJJ56gvr5+XpXihmFgs9mw2WxWEj+W1A+Hw4RCIUKhkPV5iIiIiIiIiIiIiMjlp4S4iIjIdcowDNxuN9XV1WzdupWkpCQaGxs5evQoU1NTZGRkAOByuaisrGTLli3s3buXiYkJRkdHCQQCs75vXFwchYWFLFu2jFAoxL59+xgcHLyix5KUlMSiRYsoLy8nEAjQ1tZGV1cXw8PD+Hw+K0F9uVuaT09PMzIyQkZGBhs2bMBut/Ptb3+boaGhC77OZrNZFfhZWVmkpqbidDpJTU2lpKSE3NxcXC4Xw8PDtLa20t7eTn9/P4ODg2cdz9Vgs9lITEwkJSUFu92O3+9nYmKCiYmJqzYmERERERERERERkbdLCXEREZHrlGmaTE5OcvDgQZYuXcr27du577778Pv9BAIBXC4X6enpVmJ88eLF1NXV0dXVxfPPP8/evXsZHBw8LzkbCoVwu91s3bqVO++8kx/96Ef88z//80XXH7fZbNjt9jkT7Rd6XUpKCrfffjtbtmwhMzOTkZEROjo6OHnyJK2trYyPj+Pz+RgdHaWzs5OpqSkCgcA7TixPTU1x+vRp6uvrueGGG7jrrrs4duwYTz311AWrum02G8nJyZSUlFBcXExVVRXZ2dkkJiaSnZ1Nfn4+qamp2Gw2uru7aW5uprm5mZMnT/Lmm28yMjIy74r9y83hcFBSUsLdd9/NrbfeSigUoqmpiV/84hfs379f68yLiIiIiIiIiIjINUUJcRERkevc5OQkP/3pT3n99ddZvny5VZ2cnJzM+vXrWb16NQBnzpxhz549HD9+nJaWFkzTxGaznZeYNU0Tv9/PyMgIbrebW2+9ld27d3Pw4ME5k7gOh4PU1FQWLFjA1NQU7e3tBIPBeY3fMAy8Xi9JSUkUFxdTWloKgNfrZdu2bXR3dzM4OMjU1BRjY2McPXqUY8eO0dbWNmtC/1I4nU4SEhIIhUJMTU2Rn5/Phg0b2L17N319fbMeZ3JyMpmZmZSUlLBmzRqqqqpYtGgRWVlZxMfH43K5iI+Px+12Y7fbycvLo7KyEo/HQ3NzM4mJibz22mv09va+7XG/XW63m7y8PFatWsUNN9zA6tWrSU5OZtOmTWzfvp3vf//7PProowwNDb2t8xpbu97pdAIQDocJBoOXPEniaou1wne73SQmJmKz2TBNk1AohNfrxev1vq0JDW63G5vNht/vn3d8iIiIiIiIiIiIyIUpIS4iInKdM00Tj8fDxMQEHR0dxMXFYbPZcLlcHDp0iHvvvZdFixaxe/dunn76aXp6evD5fNb61ueKrY3tcDhwuVysXr2aNWvWcOjQoQuOIzk5mdtuu40tW7bwjW98g+PHj8/7GHJycnA4HGRmZuJ0OrHb7cTFxZGUlER2djY+n49AIEAgEGDDhg2cPHmSEydO8MYbb1BTU8P09PTbSuAGg0GcTicZGRmkp6djt9spLi4mPj5+1u1N0yQlJYWqqirWrFnD6tWrWbt2LWlpacTFxQFYidLYZINYNXlCQgIpKSnYbDYmJyfZtWsXHo/nksf8ToRCIZKSksjKyiIjI4PU1FRcLhdut5uEhAT+4A/+gNTUVH74wx/S2dl5SUlbm81GfHw8iYmJZGRkkJKSQigUYnx8nOHhYSYnJ/H7/VetMn4+7HY7ycnJLFy4kLKyMhYsWEB+fj7p6enWRJHYpIz6+np6e3sZGxub93mKj4+nsrKSYDBIe3v7O57QISIiIiIiIiIiIkqIi4iIvC+YpkkgEGB0dBR4K6lts9lYuHAhhYWFJCUl4fF4rG0u9F7hcNiqII+Pj2fhwoVkZGQwMDAwawIvVj1rGAarVq3iwQcfZHR0lLa2tosm/EzTxDAMwuEw4XAYwzAArKS+w+EgKSnJGlNubi4LFixgxYoVVFVV8c///M80NTW9rbW5TdOkr6+PhoYGuru7KSwsJBAIEBcXh2EYZ72fYRjEx8eTnZ3NkiVLWL9+vXVeHA4HHo+H8fFxvF4vw8PDOByRv4bFEsCx3w3DoKCggLS0NEZHR9/1hKjdbsfpdGIYBn6/H6fTaX12xcXFfOQjH2F0dJRnnnmGzs5O/H7/Rd8ztn56aWkpRUVFFBcXk5WVhdPpZHx8nO7ubtrb2xkdHaW3t5eJiQm8Xi/BYND6XM917vm/khwOB4mJiRQUFLBw4UI2bNjA6tWrKSgoICEhgfj4eCsupqenufHGGzlz5gz19fUcPnyYuro6hoaGLthmHyITMEpKSli8eDEnTpxgx44djI+PvyvHKCIiIiIiIiIicr1SQlxEROR9yDTNsxJ4wWCQ5ORkkpKSLppojL1mfHycQCCA3W6npKQEt9t9wddMTExYCdTf+Z3f4cCBA/OqMg6Hw/T39xMKhWZdv9pms531X6fTidvtJiMjg8zMTPr6+nj66ac5c+YMExMTF01KzmSaJsPDw9TW1tLY2EhRURGlpaWzVjHHJgi4XC4yMzNZuHAh+fn5uFwuxsfHaW9vp6amhsHBQbq7u6024bHKdsMwsNvthMNhOjo6mJ6efleTvjGhUIj4+HiSk5OtiRQDAwP09fWRnp5OYWEhn/jEJ8jIyOCZZ57h9OnTTE5OXnCccXFx5OTksHjxYrZs2UJFRQXp6em43W78fj8ej4eenh7GxsasyurGxkYGBwfxeDxMTU1ZHQtM08TlcpGXl4fP55tzEsbl5Ha7WbZsGTfeeCOrVq2isrLSWnpgenqa4eFhPB6PNXnD5XKxefNm1qxZw/Lly3nxxRfZs2cP3d3dFxxrLK5KS0vJzMxkaGiIgwcPXhPrtseuX5fLhc1ms1rhv5cr/kVERERERERE5P1BCXEREZH3qVjiLiEhAYfDYf0+n4T45OQkPT09eDweCgoKWLBgAenp6XR2ds5ZIe71emlra6O9vZ1bb72Vm266iT179tDT03PBJLVpmgwNDTE4OGi1n3a5XGc9P3MtaqfTicvlIi4ujoKCAj760Y8yNTWFzWajvr7+kituY0nK0dFRDMOgtLSUrKwsmpqazts2EAgwNjbG+Pg44XCYpKQkq2V9fX09O3fupKuri4GBASYmJqzz6ff7rQr42PF4vd53PRluGIa1Dnp6ejoOh4PJyUkaGhp45ZVXyMjI4KabbmLlypXk5eURDAbxer00NjZesFLc4XBQVFREVVUVq1atory8nPj4eOx2O4FAgImJCQoLC/H5fCxevNiahNDR0UFLSws9PT2Mjo4yNjbG5OQkdrudnJwc1q1bx/PPP09XV5d1DRmGYXURmOu6iq35Pd/zGx8fz8qVK7nzzjupqqrCZrPR09NDc3Mz3d3d9PT00NXVRSgUsjoWxKrIt2/fTmJiIqFQiJ07dzI8PDznfoPBIC0tLXg8HpYvX87WrVtpbGycdb369xqbzUZCQgJZWVmkpKQQCAQYHh5mZGTkbS9ZMPO97XY7wFlxcrnEOmbEJqTE/lxLbDYbTqfT+v4IhUJqty8iIiIiIiIiEqWEuIiIyPtULFnidrtJS0vD5XLh8/nmlQiamJigtbWVnp4eli5dyoIFC1i9ejX19fX4fL5ZXxMMBunv76euro4tW7awdetWtm3bxq9//WsrOTybWLKqtraW/v5+iouLrZbesePw+/3WWtQul4v8/Hzi4uJwOBxUVlZyzz33EAwGmZqa4syZM7Mmb202G3FxcdjtdkKh0FnrWTscDqstdigUYtWqVRw4cOC8hJPP52NoaIjGxkYaGxspLy/HbrczPT1NU1MTDQ0NdHV1MT09zfT0tFVR7nQ6cTgcTE9PMzk5SSgUuioJLcMwcLvdxMfHW2vNj42NceLECZ599llCoRAej4fCwkJycnK46667aGhooLe3l5GRkQuuOV9SUsLSpUvJysqyJjSMjo4yODhIT08PIyMjwFvV5Dk5OYyPjzMwMEB7ezvt7e20trZSV1dHX18fU1NTfOYzn8Fms/H0008zMDBAMBgkLi7OWu/d4/Gcd23F1qKPJeLn0/I9HA6TmJhIfn4+qampDA8P09DQwK9//WsOHDjA+Pg4Ho+HUChktZx/7bXXuP/++7n//vu54YYbrIkVe/bsYXJycs79dHd3U1NTw5IlS6zJA0NDQ5e0XnvsvDscDqtzAnDe9RT7/XIkmQ3DIDEx0fqc7XY7ra2t1NbW0tPTw9TU1Nt6f8MwiIuLIzExEZfLRSAQwOv1Wp0tLkeM2O12EhISrK4Ik5OTeL1eAoHANZFUjq1tn5OTg8vlIhgMMjo6ysTEBD6f77KdJxERERERERGRa5US4iIiIu9jpmkyPT2Nz+cjLi6OjIwMWltbL5oUD4VCjI2N0drait/vp7i4mOrqap599tk5q0HD4bDV4npycpLly5fz2c9+lhMnTlywwjhWuT4wMGBVgs98/9hYmpubOXXqFIFAgDvuuIOSkhLsdjs2m41Vq1YxOTmJx+NhcnKS9vb288aYlJREWVkZ6enpeL1eenp6GB4eZnp62lrT2mazkZiYSHZ29pznc3R0lDNnznDixAlWr15NSUkJFRUVZGdnk5aWhsfjIS4ujnA4jN1uJz4+nqysLNLT0/H7/Zw5c8ZqEx5rFf5u8fv9TExMWC26DcMgEAjQ3NxMb28vPp+PAwcOUF1dza233kplZSXV1dXU1dWd9bqZZq5Xn56eTlpaGoZhMDw8THt7O6dOnaKzs5Oamhqmp6dxu91UVVVRVVVFeXk5ixcvxuVy4fV6OXPmDM8//zyPP/4409PTnDhxgt///d/H4XDwzDPP0NPTQ3JyMrfddhvFxcUcOnSI/fv3MzY2Zl3TbrebG2+8EbfbzYkTJ+jo6LhoK/3h4WGOHDnC9u3bycnJISUlhaKiIvLy8picnGR4eNiawBCbTHH69Gl+/OMfk5CQwN13382GDRvw+/0MDg5y7NixOfcXS5pXVFSwdetW7rrrLhobG+nv75/XZxiLl8TERKta22aznVX5PHPJhGAwiM/ns9a4fyfXm8PhICcnhxUrVlBWVsbg4CBvvPEGb7zxBk1NTXNOlrkQ0zSt2MzPz7cm1vT39zMyMmJ1Uogdz9up7Lbb7WRkZFBRUUFKSgp9fX20t7czODj4jjo1xNrIOxwO69q4nBNdDMPA6XSSkpJCeXk5W7Zsoby8HMMwaGxs5PTp01aHhVh3jfe7mZOPrrUuACIiIiIiIiLy9ikhLiIi8j4VS4aFQiGSkpIoKirC7XbPK1kTDAYZGRlhYGDAajNcVFRETk4OY2NjsybVHA4HaWlpZGZmWomIjRs38vDDD/Od73yHtrY2a13tmQzDICEhgYULFxIOh4mPj7daXsd0dHTw85//nAMHDlhVpJ/73OdITEy0Klfz8/MpLy/n2LFjdHZ2njVGl8tFRUUF9913H8uWLcPtdlNfX8/+/fs5fvw4XV1dvPLKK9xzzz1W+++8vDy6u7vPG+/U1BQtLS28+eabFBcX87GPfQy3282dd95JXFwcjY2NVgI2HA7jcrnIyMigsLCQ5ORk2traOHbsGD09PZw5c4bBwcF3rVLVNE26u7s5efIkGzZsICsry6qOD4VCTE5OUl9fz65du1i/fj3Z2dncfvvtdHZ2WuuMn5t0C4fDZGRkWOu6u91uhoaG2L9/Pzt27KChoYH+/n6Gh4fxer0YhsGbb75JSUkJBQUFrF27lhtuuIHFixdTXV1NQkICQ0NDvP766zQ0NPDggw/yzW9+k4KCAr773e9is9koLS3lgQce4BOf+AQ/+clP+OEPf0hvby8Q6W6wcOFCHn74YXp6enj88cd56aWX6OrquuB52b9/P//n//wfJiYm2LJlC0uXLsXj8VBXV8eOHTtmTTZ2d3fzxBNPYJom9957Lxs2bKCzs5POzs45E9ymadLT08Px48dZsWIF1dXVLFy4kMHBwXkl8FwuFwUFBdx0001s3ryZG264gfj4eKuiOrZmfeyP3+9nbGyMw4cP86tf/YrOzs55Vc2fK9aqPtZyf+HChSxdupT09HSrYrmnp+eSE+6xiRQ33ngj69atIy0tjZGREdra2qitraW5uRmv12tN5ohNYpnvfmJJ67S0NJYuXcq6desYHR3l4MGDHDhwgPb29redFHc4HKSkpJCVlYXT6WRsbMya7HI5ktNxcXEsXLiQlStXsmbNGu68804WLlyI2+0mGAwyNDREQ0MDO3fu5JlnnqG2tvZ9nRQ3DINFixZRXV3Nq6++Sm9vryrnRURERERERN4nlBAXEZGryjCMIuDHQC5gAt81TfN/G4aRAfwMKAVagQdM0xy5WuO8XsVamLe2tlJaWsqSJUs4cuQIU1NTF3ydaZqMj4+zb98+Dh8+bCXeqqqq6OjoOO/1NpuN5ORkFi1aRGVlJcnJyQCkpaXxe7/3e3R1dfGzn/2M3t5ebDYbDkfkryh+vx/TNK2WyYFAwGqVDlhrbRuGQXp6OtPT08TFxeH3+5mamiIxMRGIJEJiFdqZmZmkp6czODgIRCoG8/PzueOOO7j//vvJzs5mamqKFStWcPfdd9PY2Mjx48et6u0VK1ZQUVFBRkbGrAlxAI/HwxtvvEF3dzcej4e7776bkpISPvnJTzI5OWklJ2MVo7F27QkJCYRCIbq6uhgcHKSxsZGf/OQnnD59+qwq5yspVh3f3d3N9PQ02dnZfPjDH+bnP/85Ho/HqnDetWsXt912G2VlZWzevJmGhgbefPNNq/X5TLEEa6wCOSMjA6fTSWNjIydOnMDj8Zx3bH19fdhsNnbv3s3y5ct54IEH+NjHPsaGDRvIy8vjW9/6Fg0NDbz00kvce++9fPazn2VkZITf/OY3jI+PY7fbqaio4A//8A9JSUnhr/7qrwiHwxiGQXt7O36/ny1btlBaWorT6eTxxx+/4PryU1NTvPLKK5imSWJiItu3b6e6upqPf/zjHD9+nJ6envNeY5omzc3N1NXVsWbNGlasWMEtt9zCoUOH+O1vf3vRKvHCwkI+85nP8KlPfYqmpiYGBgYu+NnFJn8sXbqUD33oQ2zdupXU1NTzYiZWUT2zZfrtt9/Offfdxw9+8AOefvppRkdHLylZGAqF8Hq9TE1NWRNbUlNTWbJkCVu2bKGzs5Px8XHGxsYu6X0Nw8Dj8VBWVkZ1dTWlpaXY7Xar20R7ezs9PT14vV7GxsbYvXs3p06doquri4mJiYvuK1a5HQwGSU5OpqysjNzcXBYtWkRGRgavvfYajY2NF/1OnEtRURHr1q1j6dKlTE1NcerUKerq6s7qTBAbw6Ww2+0kJSVRUlLC7//+77N27Vpr4kogECAcDpOVlUVeXh7r16/nlltu4a/+6q/Ys2fP2zqO64FpmmRkZPDpT3+aUCjESy+9xNDQ0NUeloiIiIiIiIi8C5QQFxGRqy0I/JlpmkcMw0gGDhuG8TLwMPCqaZp/ZxjG/wD+B/AXV3Gc1yWfz8eZM2c4cuQIubm5pKWlnbXm8IVMTEywb98+XnnlFTZu3EhOTg5f+cpXmJ6eZvfu3dbazbH1bSsqKrjllltYsmQJ8fHxBAIBqzr9937v93A4HLz00ktMTExQVlZGTk4OR48epaGhgfHxcXJzc8nOziYQCBAXF2cl+WJrdre2ttLW1obT6eSDH/wgfr//rHXG4+LirGOOJWhj6xOvXr2arVu3kpWVxenTp9m1axfDw8Pk5uaybNkyPvjBD5KQkIDdbsc0TTweDw6Hw1pv/FymaeL1eqmvr+ef/umfGBgYsKrPs7KyzkpQzhR7PCcnh3A4zObNm8nOzub73/8+Bw8eZHR09IonxYPBIM3NzZw4cYJNmzYB0N7ezsqVK621oOvr69mxYwcrV66koqKC1atXs3HjRo4dOzZrh4COjg4GBwethHhCQgKVlZVs3bqV2traOccSDocZHBzk6NGj1kSJj33sYxQXF/O5z32OX/ziF/z617+2WtM/9NBDTE1N4fV66ejooLKyktzcXB588EFOnjzJk08+SSAQ4LXXXuMrX/kKdrudhQsX8sUvfhGn08ljjz3G6OjoBcfT1NTEsWPHKC8vJy8vj5KSEtavX88LL7xwXst4wzBITU0lISGBuLg44uPjiY+PJy0tDbfbfcEk6/DwMMePH2f9+vVUV1ezfPlydu3adcHEqWmaTExM0NHRgWma2Gw2K86mp6cxDINwOGy1UIdIRXmsen/z5s0UFxczPT3Nr371q1lb4F9o39PT04yMjDA8PMzU1BR2u52cnBxWrVpFfX09DQ0NTExMXFLy1+FwUFxcTDAYxO12W48lJSWRkJDAggULrIrrQCDA9u3brYk6u3fvprW19aKt2mNV4rFzlpmZSXJyMoFAwJoE4vP5Lin2Yu3Mk5KSuPPOO9myZQsZGRl4vV4GBwc5fvw4ra2tTExMWJ/ZwYMHGRwcZHJy8oLnyDAM4uPjWbRoEVu2bCEhIQGHw0EwGKSrq4sTJ04wMjKCw+GgrKzMqnz/+te/zt/8zd+wc+fOeR/H9ebkyZM4HA6++MUv0tvby86dO+c9QcNms2EYxnkTSq4FNpsNp9OJaZoEg0G1ixcREREREZH3HSXERUTkqjJNswfoif48bhhGHVAAfBDYHt3sR8BOlBC/7EzTpKOjg9dee43S0lIrYRtLZl/M5OQkzz77LCtXruTee+9lzZo1fOlLXyItLY2WlhZGR0fJyMhg1apV3HDDDVZ1bygUora2lqNHj7Jp0yaKi4v5oz/6I6qrq+nq6iIzM5OMjAyqq6v5wQ9+wPj4uJVQnJmw9/v9BINBpqam6O/vt1pDnz59mv7+fnJycnC5XFbl7IYNGzh+/DinTp2ykoKmaeJ0OsnLyyMlJYVdu3bx3HPP0d7eblWWL1myhA0bNrBt2zYyMzOtxNzFEiKBQICOjg6+973vsXfvXtasWcNNN91EWVkZeXl5JCQkWMcRCoWsKvHYusOJiYl84AMfsCpevV7v21qH+VLEzu/4+Di9vb2kpqayf/9+2tvbrXbLsbWh8/Pz+chHPkJmZialpaXWutHnJvPC4TDHjh1j7dq1lJWVkZCQQFFRETfccAMvvvgiw8PDcyZoTNO0Wnq7XC7KyspYv349K1euZGpqiieeeIJ///d/50tf+hJFRUU88MADtLe343a78Xq9JCUlkZeXxze+8Q16e3vZtWsXSUlJHDx4kOLiYjIyMlixYgWf/vSnmZqa4umnn561yj12HB6Ph4GBASYmJvD5fPh8PvLz87Hb7dZ2sXXTExISyMjIIDs7m/T0dJKTk8nOzqaiosLqgjCXqakpjh07xvPPP8+Xv/xlHnzwQWpra+nr67vg6wKBAO3t7fzkJz+xxhQKhWhpaWFwcNCaMGAYBsFgENM0Wb9+PatXr2bZsmUUFhbyhS98gZ6eHg4cODDvymjTNJmcnKS5uZnTp0+zdOlSioqKSE5OZsGCBaxdu5ZTp04xPDx8SdXnsckrpmnidrut8xZLYrvd7rOWesjLy6O8vJw777yTo0eP8s1vfpO6ujp8Pt+c+wwEAoyMjFiTOWw2G6mpqVRWVrJu3To6OzuZmJi4pOr22GQb0zSJj4/H5XLhdDpxOp3W+u7j4+NMTU3h9/sZGRlh37597Nu3j6NHj9LW1jbnvmKP5+fnW5MYbDYbU1NT7Nmzh1dffZWTJ08SDAa54YYbeOCBB7jxxhvZsGEDf/zHf8yePXtmXZ7iSoi10Xc4HGdNUJr559x17a8kt9vNsWPHuOGGG1i0aBE1NTXz6rwQ+z6O3YP8fj9erxev12uN/70sLi6OZcuWkZ+fT29vr9V1REREREREROT9QglxERF5zzAMoxRYA+wHcqPJcoBeIi3Vz93+C8AX3rUBXqf8fj9dXV0cP36c22+/nYqKCjo7O+e11mwgEOD06dN861vfYvHixSxZsoRt27axaNEiPB4P4+Pj2Gw2srKyyM/PJzU1FYfDgcfjYffu3fzqV7/ipZde4nOf+xxr167ltttuw+v1WpV4ycnJPPvss4yOjuLxeMjKyrIS3BCp9h4aGqKzs5Ouri48Hg9JSUlMTEyQmZl5XiV2ZmYmixcvpqSkhLGxMauKfN26dWRlZVnv09XVxcjICKFQiJGREfr6+hgcHCQlJYXKykrKy8spLS3l5MmTFz1H4XCYkZERTpw4QXd3N7W1tSxZsoRly5ZRUVFBWloa4+PjDA8PW2svFxcXA2+tn75+/Xpqa2sZGhpiYGDgktsrXwq/34/H46GlpYUzZ86wfft2KioqePLJJ8/aprW1lSeeeAKA9evXW8nn2arfTdOkqamJw4cPU1FRQVZWFikpKVRVVfE7v/M7NDc3MzQ0NGcyLBwOMz4+zrFjx3j00UeJi4tj5cqVLFq0iBUrVvCb3/yGhoYGMjIyWLt2LYsXL7aSWIC17vvv/u7vMjAwgM1ms66x2HYrVqzgD//wD6msrOTxxx/n1KlT5yW6YtWhseTo5OSk1bY7Pj6eYDCIy+UiOTnZmtSxYsUK1q5da33OfX19TE5OEh8ff9GE1MTEBKdPn+bYsWOsWLGClStX8tprr10wNmMTCF5//XXGx8cZHx+3WplPTk5alfaxhHgwGGTnzp1kZWXxkY98hC984QtUV1fzx3/8x3z961+ntrZ23muKh8NhRkdHaWxspLa2loKCAioqKkhNTaWqqoqVK1dSU1NjdQqYj9ia6qFQiLGxMTIyMs6bfDCT3W4nMTERl8tFfHw8jzzyCL/4xS84ceIEo6Ojs+43HA4zNjZGS0sLHR0dlJaWkpCQQG5uLkuXLqW+vp7GxsZLqm6PVeLG1lBPTEy0rjfDMEhJSSEpKemslulLlizh7rvvpr6+nieeeIIXX3xxzrbvgUCAvr4+UlJSSEtLwzRNGhsbefPNN9m/fz+9vb1kZWVht9utJRkMw2D58uV84hOf4LHHHrviSVybzUZ2djYLFiygqKiIpKQkTNMkEAgQDAatCU0z17QfGhqyWuBfifENDw/j9XpJTU0lOTkZp9N5we1j3w9ZWVnWxJ/MzEz8fr8V+x6Px7qfzDehH5swEYvBKy0uLo6ysjLrHvviiy+ye/fuCy4TISIiIiIiInI9UUJcRETeEwzDSAJ+Cfw30zTHZiY5TNM0DcM471/GTdP8LvDd6Ovf2+VZ72GmaTI4OMj+/ftZs2YNn/rUp+ju7qaurm5e/7jv8/k4efIk//qv/8pDDz3EkiVLKCsrsxJCpmnicDhwuVxApPK1rq6OAwcOUFtba1Xoff7zn7cqsA3DsKpY09LSCIVC9PX10dfXR1ZWlrXvhIQEq1oPYHp6GqfTycjICJ2dneTn51vbxhJPubm5FBcXU1dXRyAQwDRNRkdHcbvd9Pf3W1W0sbH7/X4mJiYYHx9nenqaQCBgJUji4+MvWk1vt9tJSEggLS0Np9NJT08PfX197Nu3j7S0NFJSUkhISCA9PZ2lS5eSmppKdnY28fHxVqXxihUrKCgoICUlxUrUXymxhG9sTfCFCxeycuVKCgoKrMRk7Fy3tbXxy1/+kmPHjgGR1upzXTNer5f9+/eTlpaG3W5n3bp15Obmctttt1lt6tvb2+dMgoVCIYaGhqzrtLCwkJycHFauXMmxY8d45ZVXyM/Pp6KigszMTEzTPCtZ6nK5uPXWWwkEApw8eZIVK1ZYlcWxKt6qqirS09OprKzkueeeIzExka6uLl577TWrlXowGMTr9TI9PY3b7SYrK4upqSlcLhepqank5uZSVFREVVUVZWVlVFZWsmjRIpKSkuju7ubo0aM0NzfPqwvD9PQ0zc3NvPDCC1RXV3P//fdz9OhRBgcHL/i62Lnau3evlXCLLV1QWFhIeXk52dnZOBwOpqenGR4epqWlhZdffhmAj33sY2zcuJEHHniAxx57jKampnm1TzdNk6mpKdra2jh16hQVFRXWRJjc3FxWrlzJ4cOHGRoauqRqa4/HQ2trK8PDw+Tn55+VxIxVFfv9fvx+P3FxccTFxeF0OsnMzOS+++6zJiocPXp01mrg2Lhj670vXryYzMxMEhMTKS4uZvny5Zw+fZqRkRHGx8fnNe6Zid/Yf2PLNsSS4jO7XcSuwdTUVHJycoiPj7eq7WdLDgcCAdra2mhpaWHZsmXYbDbGx8etySXx8fGUlpZSWVlJfn6+NQEkJSWFvLw8HA7HFa8ST0xMZPny5dx4441UVVWRk5NjVc2HQiHC4TChUMj6E1uO4tChQ+zevZumpibGx8cva9V4KBTizJkzTExMWMsZzMVms5GUlERRURFbtmxhzZo1lJaWWhMQYl00YvemU6dO0dPTQ29vr3W/iB3XuVwul/W90NzczPDw8BX9Xo/dt4qKisjMzGRwcJDDhw8rIS4iIiIiIiLvG0qIi4jIVWcYhpNIMvwnpmn+Kvpwn2EYC0zT7DEMYwHQf/VGeP2bnp6mo6OD48eP84lPfIKHH36Y73znO7S0tMzrH+knJiZ47rnnCAQC3HHHHaxcudJK6kLkH+Nj7WUHBwfZvXs3R44cYWRkhEAgwN69ewmHwzQ2NrJkyRIyMzMJBALU19czMjLC5OQkfX19nDlzhqqqKishFmuZHBcXh8PhwGazMTk5SUtLCzt27GDJkiUkJiZis9nw+XwMDw8zOTmJw+EgPj4er9drJUidTqdV9RtLhseEw2ECgYCVmElLS2PBggVzrgU+U2z98pKSEiorK/H7/QwPDzMwMEB3dzc9PT1We2an04nL5bL2E0vWJiUlWQlxp9OJ3++/otWdfr+f7u5u3nzzTbKzs/nEJz7BHXfcYSUFY+Py+Xw0NjbS3d2Nw+HA6/VesNqxs7OTN954A7vdjtPpZPPmzZSXl/PAAw/gdrvZsWMHLS0tcybAAoEAAwMDHDlyhE2bNpGTk0NRURHLli1jx44dVsL93BbmMTk5Odx5551UVlaycOFCa5LG+Pg4Ho8Hu91Ofn4+6enpFBUV4XA4GBwcJDExkRdeeIGRkRF8Ph8tLS20t7ezdu1aFi1axG233UZ+fr7VYr+kpITS0lKKi4vJzMzE6XTi8Xhobm6mtraWtra2eSX5YpM1ampqqKurY926dVRVVbFv376LVpWGQqGz1kOPXYNbt26lurqa4uJi4uPjCYVCjI+P09raisfjwe/309/fz8qVK7n55ps5ePAgPT09815PPBgMMjw8TFNTE6dPn6a0tJTExESSk5OprKxk+fLl1NbWXlK1dSAQoKGhwTr/8fHx1ucbDofxer2MjY3R2dmJw+Fg6dKl1ndCfn4+27Ztw+v14vf7OXLkyKyV+YFAgP7+furq6li+fDm5ubnk5uZaXSWqqqqsROp8Yy8YDNLa2mq1Ro8lX2e2Do8lhQGrpXpGRgYbNmzgwQcf5JlnnqGmpua8iTDhcJjh4WGeeuoptm3bRmpqqlUdX1xcTGFhIWvWrLG+i2PJd7fbTWlpKSkpKQwNDc3rON4um81GUVER69evZ+nSpWRkZJy1VEA4HD6rC4PdbicQCLBixQpWrVrFiy++yJ49e+jq6rqs4zp06BCf/OQnKSgoICsri6ampjk/07S0NBYtWsSyZcvYtGkTRUVFuN1uq8PC5OQk4+PjVmeEjo4Ojh49Sk9PD62trYyOjuLz+axlMWaem/Lycm699VYOHDjACy+8wNDQ0EWvrViXikvl9/utRH1FRQUrVqxgyZIlVsyLiIiIiIiIXO+UEBcRkavKiGQGvgfUmab5jzOeehZ4CPi76H+fuQrDe9+IVbvt2bPHSpqNjo7yi1/8gtbW1osmYMPhMB0dHTz77LN0dXWxceNGqzIxMTERr9drrbvc1tbGrl27rPcFrLVvW1paKCsrsxI4IyMjtLa2Wq2pGxsbGRoaIi8vD7vdbiWL09PTMU3TWke3o6ODF198keXLl1NZWUl8fDyBQICWlhbq6+vp6ek5q1Vxe3s7PT09VuLi3GRlOBw+K0mekpLCsmXLWLBgAVNTUxdM7MWSPikpKWzatImUlBRGR0dpb2+nq6uL8fFx3G43JSUlLFiwwKokP3ff+fn5JCUlWZWeVzIhHg6HmZycpKmpiR07drBp0yZuvvlmXn/9dWpqas6qZpyenp53stTn89Hc3Ew4HMbpdFot6Ddu3Eh8fDy5ubk8/vjj9PX1WWvzxhiGgcvlIjExkampKXw+H6FQiMzMTCoqKtizZw+7du0iNzeXxMRE0tPTzzqeWPeAnJwcq0rdZrNZVamxltrV1dUsWrSI6upqayJEMBikq6uLAwcOMD09TV9fHy0tLXg8HjIzM7nxxhspLy8nISGBpKQkUlJScLvdOJ1OvF4vXV1dtLS0cPz4cU6ePElnZ+e8q16DwSDd3d28+OKL/Nmf/Rl33HEHp06dwuPxXNI1EFt/fdOmTaxdu5bs7GzrOjNNk3Xr1lmxE0uulpSUsGjRIo4ePcro6Oi8k/ix96mpqWHRokXk5uaSkZFBfn4+y5cvZ//+/QwNDTE5OTmvBKDb7SYYDFrVtudOVhkfH+fkyZOcOHHC2r68vByn04nNZmPhwoWsX7+e3t5eKyl47n5jnRHOnDnDqVOnrErgxMREa9LFsWPHGBgYYHJycl7nPBwO09/fT3d3N2NjY6Snp1sJ4dh3j8/nY3JyEr/fT2pqKklJSdjtdtLT07n//vutOIt9BjNNT0+zY8cOTp48yaZNm8jPz+fmm2+mv7+fkpISa3mI5ORkKwnvdrtZsWIFhYWFeDyeK1qVPD09zcjICMnJySQnJ+NwOKxjjlVPx7oX+Hw+MjIySExMZOnSpRQXF5OamkooFGLnzp2XNXkf+0zcbrf1mcxVLe92u6moqKC0tJSMjAzi4+Ot75OJiQkGBwfx+XyEw2EWLFhASUkJxcXFDA8P09zcTFdXF729vXR0dNDR0WF9V4bDYVwuFzfeeCN5eXl0dHRw5MiRC1ZsxyY8AFYXk/kKBoPW/W/JkiVUVVVx8803U1dXR3+/5huKiIiIiIjI9U8JcRERudo2Aw8CJw3DOBZ97C+JJMJ/bhjGI0Ab8MDVGd77R6z1+fe+9z1SU1O57777sNlsvPTSSzQ2NjI6OnrRf4Dv7+/n1VdfpaamhrKyMsrKysjKysLv99Pe3s7Y2Bh9fX10d3fj9XrPem1sXer29nacTid2u92qwguFQnR3d3Ps2DEWLVrE5s2bSU1NtZLgsYq9mImJCU6cOMF//Md/cOutt5KWlobD4aC5uZmTJ09aSXZ4a83ll156iQ0bNljJwJkcDgeJiYkkJSURDAYZGhpi0aJFfOhDH+Lpp5+mu7ubcDiM2+0mPj7eSrB4PB68Xi8+n4+xsTHi4uLYsGGDda76+vqsddbT09PJz8+3krXwVvVrb2+v1d793ITglRIOh5mYmKC+vp6nnnqKRx55hE9/+tO89tprHD16lM7OTmsywKWMZ2JigsbGRuta+uQnP0lZWRk33ngjlZWVTExMsG/fPtra2piYmCAcDlstphMTEyksLKSiosI6zy6Xi4KCAhYtWsSOHTt4/fXXrWr62KSJQCBAT08PhmGwYMECaz1liFRS+/1+zpw5w4EDB2hvb+ejH/0oFRUV2O127HY7GzduZOvWrZw5c4aBgQEcDgdTU1MMDAxYkzFirZXj4uKsNuR9fX0MDw/T29tLQ0MDdXV1ViX2fBORsTXoX3/9dT7zmc9w++2386tf/YqJiYlLanntcDhIT0+nuLiY7OxsAIaGhvB6vVaiLSUlhdWrV1trrCclJbFs2TJ27959SVXisUr+uro6SkpKKCwsJD4+nuTkZJYuXcqKFStobW3F5/Nd9DvFMAySkpJYsGABLpcLl8tlTWSAtxLZhw8fZu/evTgcDvLy8iguLrbWSo91WFi0aBELFiygubl51qpYv99PT08PtbW1LFmyhPz8fPLy8sjKymLJkiWsWLGCtra28yZrzMVms2G32+nu7raOdWaFtM/nY2BggK6uLoaGhqy28rHlEoqKirjpppvweDxW4nXmZxBLuP/sZz8jIyODxYsX86EPfYihoSFSU1NJT08nISHBSkRDpAo9ViHc2NjI1NTUvD7Tt8Pn83H8+HHq6uqspTO8Xi8jIyNWd5BAIGB15ygsLKSwsJDS0lKys7PZsGEDExMTjI2NsWvXrnlffxeTmJhIX18fycnJ2Gw2nE7nrLEU6zpSWlrKokWLSElJwe/3MzIyQl9fH+3t7dTW1tLf349hGGRmZrJ27VqKiopYuXIlW7dutdr9Hzx40LqXxtrFxzoVrFmzhhtvvJG2tjYmJyfnvLYcDgdlZWUUFhZSU1NDT0/PvKu7TdOkr6+Po0ePsmrVKjZu3MjNN9/Mnj172LNnzxW9DkRERERERETeC5QQFxGRq8o0zd3AXH2nb303xyKR5GBjYyPf+ta3+JM/+RM+/OEPs2zZMp566ikOHTpEX1/fBf/BHiJJpY6ODjo7O9m/fz9utxubzWa1TZ/ZInc2seq7cw0PD7Nz5048Hg+Tk5NW5XcswZ6QkHBekmznzp309/eTnJyM0+kkGAxaiaXYtuFwmPb2dp544gnuvfdetm/fzqlTp+js7MTv92Oz2UhLS2PhwoWUlZURCAR48803CYfDfP7znyczM5MXXniB6elpCgsLrcrG0dFR9u3bx5EjR5icnKS5uZkTJ05w2223kZaWRm5uLkuXLrUSvrGK5ZntlL1eLz09Pbzxxhvs3r2bvr6+dyUZHhNbu/2nP/0pixYt4uGHH+bGG29k165dPPPMMzQ1NVltrGe2BI4lkiGS0AyFQlbLedM0mZ6epqmpid/85jekpaWxbds2a+3vRx55hKKiIo4cOUJTU5O1lrzdbsfhcJCTk8OKFSusStpwOExcXByJiYmYpsnJkyc5deoUZWVlpKWlAZEEbVNTk3X+lyxZYrVLt9lsVpv6uro6Dh48SDgc5ktf+hIpKSnWhIuKigpyc3PxeDykpaWd1f55dHSUp59+mpKSElJTUxkfH6ezs5O+vj4GBgasJODAwMBZ196lfA79/f386le/4otf/CI333wz7e3tVvv6+fD5fAQCAauVuMfjoa6ujvr6esLhMJmZmSxcuJC8vDzS0tJISkoiKSmJm266iTfffNNamzr2mdpsNmvt53PFqsRbW1t58803SUlJIT4+nvLycoqLi89aS/xiEypi8eF0OpmamjpvbfhYlXEoFKK1tZW0tDT6+/vPS7THKvdj/51tHfZYkrK+vp4jR46Ql5dHUlISiYmJlJSUsGLFCo4cOUJ/f/+8krN2u52UlBRCoRAJCQlnjds0Tet7ITYRIy8vjwULFlBYWGh9F5SXl1NdXU1TUxPDw8N0d3eftY9gMMgPfvADwuEw//2//3eKiopYsGCB9TkBVhV6KBQiPT2dpKQkqqurefnll2ddn/xy6u3t5bHHHqOoqAiIVI1PTU0xNDREOBy2YijW9aKgoID169ezfft2Kisrufnmm/F4PLS0tNDa2npJVdFzcTgcZGVlEQqFmJqamjOp7HA4cLvdQGQigWEYDA4OUl9fz+nTpzlx4gTd3d00NTVZa8SfOHGCRYsWsXbtWioqKqzlE0pLS3G73Tz66KMMDQ1hGAZxcXEEg0FycnJYunQpmZmZdHV1zXl/NQyDyspKvvjFL/Lkk0/y/PPP09XVNe9z4vP5OHLkCFVVVVRWVlJZWcnnPvc5hoeHOXLkyLt6bxERERERERF5tykhLiIiImcJh8OcPn2av/iLv+CTn/wkn/nMZ/jqV7/KwYMHeeaZZ9i7dy8DAwMX/cfzWOLzclX1AQwODrJ3716Gh4dZuXIlhYWF+P1+mpub6e/vPy+xEUsAxCqMY+M6d+zhcJijR4/y93//9/zu7/4uXq+X559/ntbWVkKhECUlJSxZsoTi4mICgQAHDx7k5Zdf5lOf+hSf/vSnue222+ju7iYpKYmcnBwyMjKw2+2cOnWKr3zlKxw4cICBgQHeeOMNli5dyk033URqaqqVnIyNL9ZGORgMEgwGrTbxDQ0NNDU1MTg4yPT09LuauIgl7p588kmWL1/O1q1befjhh7n11ls5ceIEp06doqGhgdbWVqvqMykpiYyMDAzDICEhgaGhITo7OxkdHbXaQ8da2P/whz+ktraWrVu3ctttt7Fw4UI++tGPsn79empra+nt7bWSR7G132NVu7FEe1xcnNVCvK6ujh07drBw4UI2btyIzWbD4XAwOTnJz3/+cw4fPsxf/uVfUlFRgcvlIhAIMD4+bq1/3t7ezne+8x1SUlL46Ec/aq1nPz09TTAYtMayYMECioqKMAwDv9/PyZMn+c1vfoPL5bIqYaempqyW6++kst80TUZGRnjyySe5//77+djHPsarr77K+Pj4vKvEQ6EQXV1d9PX1UVpaalXYd3d3c+rUKQYHBykqKmLVqlUsXbqUDRs2kJmZabX6j20XCoVITEwkISGBwcFBenp6Zh1DrJPC8ePHsdlspKamkpmZSWZmJqtWrWL16tX09vbS3d19wSrX2GSIwsJCcnNzgUi8xqrEY2s3Dw8PWxMOXC4XHo/HmjQBkJycjNvtnnVJhJmmp6fp7Ozk4MGDZGdnk5GRQWVlJVlZWaxatYpVq1bR3t5OX1/fvKrEnU4nycnJjI2NWUnh2LWQkJCA1+vl6NGjNDc3U15ezuHDh8nNzSUuLg54K5GfmZlpJdXPvY78fj+PP/448fHxfO5zn6OkpASn02lNDOrr66O1tZXOzk62bt3K8uXLKSsrIzc3l+Hh4UvqNHCpfD4fe/fupaamxurWAJFkc2yiUVZWFuFwmKmpKerq6jh58iQ1NTV84hOfYMOGDdx1111MTU3x3e9+l9bW1nc8JofDgd1uJy0tzerIMVtSeWpqypoUk5iYiMPhYHh4mDfffJNf//rX1vrwMyeF1NfXW8e2du1a7r77bm699VZWr15NWloafr+f559/npaWFnw+H/Hx8dhsNoqLi1m4cCGtra1ztoePdTBISUnhv/yX/4LNZuPZZ5+ls7NzXt8tpmnS1dXFq6++Sn5+Ph/72Me49dZbOXXqFDU1NZf1Xi0iIiIiIiLyXqOEuIiIiMzK4/Hw3e9+l9/85jds2rTJan28cOFCRkdHr8o/nscSPEeOHOHUqVPWOs2xqvKZFZjnvu5iCYPp6Wm+//3vU1RUxD333MMHPvABGhsbGRkZISMjg6qqKrKysujv77cqFr/+9a+TkZHBnXfeSXl5udUi2W63EwqFKCgo4KabbrLWPj969Cjf/va3GR8ftxJS2dnZJCQkWAm+WHvvwcFB2traePLJJ63E8NVKWASDQfbt28cf/MEf8I1vfIMPfOADVtXjBz7wASYmJhgeHmZ4eNhq5Z2SkoLD4SAcDmO322lqauLQoUPs3buXuro66xpqamqio6ODXbt2sXPnTv78z/+csrIyNmzYwIYNG6zK8plV57HPu76+npdeeomenh6OHTtGR0cHo6OjvPHGGxQXF1NcXEx+fj4ApaWlBINBnnrqKTweD1/+8pdZt24dhmEwMjJCb2+vlRzs7Ozkq1/9Kvv27eNTn/oUdrud3bt309vbi8/nY3R0lImJCex2O8nJyZSXl5ORkcGxY8fmvTb4pTJNk+7ubv76r/+aP/mTP2H79u309/fT398/r336/X4OHz5MbW0tVVVVFBQUsGHDBsrKymhubqajo4OmpiZGR0c5fvw4cXFx3HDDDaSlpXHzzTeTmJhIV1eXtXRAcXExPp+Pf/3Xf+X555+f9doMhUJ4PB5OnTpFeno6eXl5bNu2jdLSUtasWWOtRx9bDmA2drvdWv891i59Zrv7cDhsrbPudDrp7u6moaEBj8dDfn6+tfSC0+mkvLyc5cuXc+TIEWw226znLbaEwqlTp7DZbNbjixYtori4mLVr13LkyBGGh4cvGo+maZKVlUVpaSmJiYlnvZ/X66WtrY2enh6CwSAejwfgvHHF3iM+Pt5akmG29tYTExP867/+Kzt27GDz5s3k5eVht9sZGRmhtbWV7u5uxsfH6e/vZ/ny5Wzfvp2bb76ZlpaWK5oQh0i8zlz/PC4ujtzcXG666Sa2b9/OkiVLsNls+P1+ent7revx1KlTpKWlsWzZMu655x7q6upob29/xzGWnp5uTZBwu93WMgfnMgzDivXR0VHS0tIoKyujqKgIn8+H1+udtUNCrBNJbPKWzWbjs5/9LOXl5fzX//pfSU5O5plnnmFiYoLe3l4WLlxIRkYGSUlJZ7XUn+08dnZ2curUKe655x62b9/O8ePH6e7unvcSDMFgkJMnT/L0009TXFzMLbfcwp133sn+/fvZsWPHFfv+EhEREREREbnalBAXERGROYVCIdrb2+no6LASUaZpXvV/NDdNE5/Ph8/nu6zvGwwG+drXvsZPfvITPvjBD3LTTTexatUqK1ExPj5OU1MTL7/8MuPj4wB86UtfIjs7mwULFpCSkkJCQgIul8tK1M9srzw5OUlNTQ1///d/T2FhodUeOScnx1rr12azMTExQW1tLUNDQ3R0dDAyMnJZWgW/Uy0tLfzd3/0dg4ODbN26ldLSUpKSksjKyiIzM9NKUMbaXMeuGZvNxurVq7nhhhtYvHgxjz32mNV2Ht6qfPztb3/L+Pg4W7dupbq6mpycHOLi4qx26bHkpt/vZ2hoiKamJg4ePEhNTQ2jo6OMjo7i9/tpamqyqkk/+9nPEg6HOXz4MBBpn/7iiy/S09PDI488Qk5ODs3NzVY3gJiJiQl+/vOfs3PnTqqqqmhpaWFoaMhK3Pp8PqampkhPT8flclFYWIjb7b6ia/GGQiH27NnD9u3b+eQnP8mhQ4fweDzzjoPh4WEeffRR4uPjufvuu60q98LCQkKhEJOTk9YEhNjayoZhWBMLQqGQNenDMAzC4TBut5tDhw7NWaUaCASsSvHFixezbNkyioqKWLduHXV1dQwMDOD3++c8hlhFut/vJysr66z1371er5VAPXbsGAMDA1ZFf3p6+lnfU3a7nYKCAlauXEl+fj4ej2fO77FwOMzw8DAnT560KrwzMzPJycmhurqa48eP09PTQ29v7wUTkeFwmN7eXisOgsGg1ao/Li7OWhIhVt1+7Ngx7rzzTsbHx4mPjwciCfJY6/ZY8n8uwWCQmpoaamtrreR7rPtEKBTC4XDw61//mo0bN3LnnXdy2223sXfvXk6cOHHZv0vnYhgGiYmJLF68mHvuuYdNmzaRnp6O0+kEIucs9t0eay0eCoVIS0ujurqaN9544x1XiZ8+fZr4+HjrO3quyRimaVJTU0NnZydDQ0MUFBSQkJDA6tWrueOOO3jsscfw+/1zvn5iYoL6+nqeeuopkpKSuP/++ykuLuaBBx7AMAx+9KMf0dPTA0Bubq41WWNwcHDO66q7u5sjR46wbds2qqurufvuuxkZGaG2tvaik75i3RacTicej4eamhrWrl3L+vXr+dM//VNCoRBnzpwhGAwyPT1NKBTC7/eftRyGiIiIiIiIyLVKCXERERG5qFgr7/eDUChEfX09//Zv/8Yvf/lLysvLKSgowO12EwgE6OjoYHJy0to+VtHd19eHzWazkl8zq1hnVmBOT0/T1tZGZ2cndruduLg4q9I99rpwOMz4+LjVpvu9cu5DoRAnT57kq1/9KuXl5axfv57bb7+d1atXn5XUnymWcAqFQrhcLgoKClixYgXd3d00Nzeftd34+Dgvv/wyhw4dIj8/n/LyclJSUqzK4Fgidnp6mt7eXmpraxkZGbGSmzPXkO/t7eWXv/wl+/fvJzMzk4GBgbMSTTU1NXzzm9+02jUPDQ1ZVbozj7e3t5f+/n5rIohhGHi9XiYmJqz1zXNycqx1ya9kQjw2pt27d7N27Vruu+8+fD4f9fX11vraF3vt8ePH+da3vkVTUxP33XcfixYtIi4ujuTkZJKSks56j9gEGMMwrAkJwWCQyclJxsfHCQaDeL1eli9fzuDgIF6vd9b9BgIBBgYGOHz4MCtXriQ9PZ2CggJWrVpFXV0dQ0NDc7Yyj1Vst7W1MTQ0RE5OjvXczPb0KSkpVjI1tnZ7Xl7eWe8TCoXIyMhg7dq11rrPc52z2HriDQ0N7Nu3j6KiIjZv3kxhYSFr167l6NGjeDyeOc97bLmAnJwciouLycrKsmIjHA4zODhotYzv6uoiLi6O+Ph4pqenz5qUYLPZiI+PZ8uWLZw+fZqurq4LVtTH3n+2cxn7bnv55Ze5+eab2b59O2+++SZtbW3vWkI8dj0lJCSQm5tLeno6hmHQ19dHKBTC7XaTlJREeno66enpwFtJ9OrqajIzM99RQtzpdLJx40bOnDlDQ0OD1eJ8rirxcDjM/v37Wb58OQsWLKCgoIDy8nK2bt3KK6+8wujo6Jzfz7GOJvv37wcgOzubG2+8kdLSUm655Rba2to4efIkN910E3l5eaxYscJqmz6zov5csWtm1apV3HXXXXR0dNDd3c3IyMgFjz09PZ3169ezcuVKFi9ezLp160hMTMTlcnHLLbdQVVVFc3MzHo/H6oTS0dHB3r17OXXq1BXvJCAiIiIiIiJyJSkhLiIiInIO0zQZHx9ncnKSrq4uK1kNWEnAc7cPhULzTlybpmmtE+73+5mcnDyv3ft7dRJCLHFdU1NDU1MTr7zyCmVlZSxZsoQ1a9awatUqkpOTcTgchEIhOjo66OzsxOv10tLSQkdHB+3t7XO2m46tPT02NkZXVxdut9tKJM7sUjA9Pc3o6Cg+n2/W8xRb+/zMmTO0traeV10bDAbp7+8/qwp1rveZ+Xgs2V5fX093dzcVFRVWMjdW5XolhUIh9u7dy7p163j44YdZsmQJzz33HHv37qWtrY2JiYkLvj4YDNLU1MSPf/xjdu3aRVlZGXl5eZSXl5Ofn4/L5TqrIv/c6vzp6WkGBwdpbW21kphNTU0XXAc8FAoxPj7O6dOn2bt3LxUVFSxcuJDy8nIWL15MR0cHU1NTeL3eWRO9IyMj9PT0UFNTQ2lpKW63G4isBZ2QkGBNxDAMw2rR/tvf/paSkhJrjWi/38/4+DhjY2OYpkl8fPxZE1tmEwgEGB4epr6+npqaGpYsWUJxcbG1BnpXVxd+v3/WRKFpmkxNTeHxeGhoaGD79u1WjMe6HExMTDA2Nsb4+DgTExNMTU1ZbeljYsntjIwMiouLyc7OZnJy0rqWHQ4HeXl5uN1uxsfH8Xg8F6xa9vv97N69m3379rF582a2bNnCvn37mJqasrpeXGmxzyIYDGKz2RgZGeE3v/kN+/btw263W50ESkpKyM3NJSUlBafTSXFxMR/60IdoaWlhZGQEp9OJ0+m0Kpnn07kkGAyyfPlybrvtNnJzc1m9ejULFiwgGAxy6tQpnnnmGY4cOWK9l2manDhxgldeeYXU1FTi4uLIyclh5cqVPPjgg3zve9+jo6Njzu+zWDeT06dP88tf/pKUlBRWrVpFaWkpa9eupbu725rsU1hYSGFhIfHx8XMmxBMSEkhMTLTisaKigg9/+MNMTk7y9NNPMzY2Nuex+3w+pqenKSgoYO3atVbFezgcxuVyUVxcTGZmJr29vUxNTTE4OEhiYiLd3d309PQwMDBw1bvDiIiIiIiIiLxdSoiLiIiIzCKWCPV6vXNWvl7O/VxLTNO0WulOTk7S09PDyZMneeWVV8jNzSU5Odla73tqaoq+vj6CwaDVZjy2/m4suX2u2BrhwWDwrGr7mZMGYuftQgmamRMPZjNXJe3FeL1eGhoaePPNN8nPz8fhcJCfn/+uJMQh0np/9+7dbN68mdWrV1NQUEBlZSXPPfccBw8evOj1GggE6O/vZ3R0lMbGRhISEkhJSSE7O5u4uDgcDof1Z2ZS3OFwWFWvra2tjIyMEAqFGBoauuh5DAQC9PX1sXv3brKzs7njjjuw2+1kZGSQkpJCXFwcPp9v1ushFArR399PU1MTfX19JCQkWK3Tk5KSKCgoIBwO43A48Pv9dHZ28qtf/YrMzEyqq6tJTU0FoL6+nn379nHixIl5VdSbponX66Wrq4sjR45QWVlJWloaubm5VFVVcezYMTwez5zXYSgUYnR0lDNnztDb20tZWZl1Paenp5OUlGS1sA4EAta2ra2trFixAohMAolNwoktT9De3n7WGJcuXcqWLVsIh8OcPHmS48ePW0nNc8cVm+wzPj5OOBxm/fr1bNmyhZaWFiYmJi56Ti6H2ESD3t5egsEgqamprF27lubmZnp7e9mxY4fVJaKqqoo1a9awePFi0tLS2LRpE/v372dwcBCAnJwc3G43zc3NNDc3MzIycsFjcLlcDA0N4XK5uPHGG+no6LBa3991113ccMMNfPnLX6ampsZ6jc/n4+DBg9ZyGJs2bSI/P5+77rqLoaEhXnvtNY4ePXrRFvxHjx5l8+bNlJeXk5mZyfLlyxkdHaW+vp60tDSysrKsjiRDQ0PnTbSw2+1kZWVRVlZGWloaDocDl8vF6tWrGRkZoa2tjTfeeINwOGzF7cxuAj6fj7q6OpKSkvD5fCxZsoSysjLcbjdZWVlWwn9iYoKGhgYGBwfp7u5mYmLigt0URERERERERK4FSoiLiIiIyNsWSzhPTk4yMDBAU1PTWe3fY9XcsWRKrLV57M+FvFcnCoTDYTo6OnjhhRfw+/2UlpZSV1eHy+WaM8l/OZmmSW1tLW+88QaVlZWUl5dbLcnPbVl/oWPwer34fD5GRkbo7e2lra3Nqjyduf77zP/GqunHx8fPqsqdT3J5amqKxsZGnnvuOaamprjhhhuw2WzWOvHndkmYqbOzkzfffJOMjAy2b99Ofn4+NpvNSuwmJCSctbZ4Q0MDP/3pT2lvbyc7Oxun00l/fz+tra0MDQ1dcC3umYLBoLVG8xtvvEFWVhZVVVUUFhayYMECWltb8fl8c7Z7j1W3NzU1UVxcbK3t7XQ6iY+Pt47dNE08Hg+HDh3i0Ucf5Utf+hIpKSnYbDb6+vpobGy0Oi3E3iP2Oba3t1NYWEh1dTXbtm3j5MmT7Nu3j6NHj9LV1XVW/LlcLpxOpzX5ILY294EDBxgeHr5ghfHl4vf7aW9v5+WXX2b9+vWUlJRQWVnJAw88wNDQEB0dHUxMTFjrtwcCAfx+PykpKSxbtoyHHnqI/v5+HA4HqamppKSk0NraytNPP82BAwfOW/pgJpfLRX5+Pl6vl46ODl566SUOHjxIKBSisrKSjRs38hd/8Rf86Ec/4pVXXrFe193dze7du62W9rfffjulpaV85CMfYcGCBcTHx3P8+PFZJyHElhwIBAJWF4eMjAyKiopIT0+nvr6eqqoqsrKy2Lx5M+3t7QwMDJw18cFut5Oamsry5cupqqoiPT0dm81GKBQiJSWF6upqPvrRj+L1eqmrqyMxMZHCwkL6+/vp7u4mGAxarfr37dtHW1sbubm55ObmkpCQQFlZGffffz+lpaUkJiayZ88eTp06xcjICMPDw/OaQCIiIiIiIiLyXqaEuIiIiIhcFrG243O1D76ejI+Pc+rUKUZHRyksLKS3t/ei7covp5GREXbt2kVJSQnr1q3D6/XidDrnnRCPiU1MCIfDV3yN4HA4jMfjoaamxuoWMD4+zvT09FmdAGYzNjbGiRMnrGT88uXLSU9PZ3x83GqJH5tAEUu+Hz16lJGREZKSknA4HASDQTweD6Ojo/NOiMdaXnd1dbF3714SExOtFtcpKSkkJCTg8XjmrKD1er20trZy5MgRKioqyMvLw+l0EgwGSU5OJj093VpXe3p6mvb2dp5//nlKSkpYuHCh1Qr99OnTNDU1nVeNb5omLS0t7Nmzh6VLl7J69WoqKipYsWIFe/bs4cCBA1ZC1DRNEhISWLZsGXl5edYkhKKiIrKzs3G5XJf4ib494XCYoaEh3nzzTV599VXuuecesrKyWLFihTW5ZnJy0mr9Hlsr3mazkZWVxc0338zY2JjVtcDtdlNeXs7IyAh9fX1MTk7OeS3bbDaSk5Pp7+/n1Vdf5dlnn6WhoQHTNDly5Aitra387d/+LXfffTevvfaadU35/X6rNbrb7SY9PZ0VK1ZQVVVFRkYGaWlp/OAHP6CtrY3h4WFCoZB1PdvtdtLS0igoKCAuLs5aGz4rK4ucnBxqamqora2lurqayspKbr/9dvr7+3n99dcZGxsjFAqRm5tLRUUF27dvp6qqiqSkJKampqwlH5KSkrj99tsxTZPf/va3xMXFsXz5cjweD8899xydnZ3W5KWBgQGGhoaor6+3Jkjk5OQwMTHBQw89RGZmJkVFRRw6dIj29narQlxERERERETkWqaEuIiIiIjI2xBrLdzS0mKtUf5uVVGapklNTQ0//elPaWhoID4+Ho/Hc8Gk8ntBOBxmdHSU2tpaPB4PqampjIyMnFXFPJfBwUGOHDlivb6goACAtra2Wau+p6amqK2tPSvZPp/OBOcKhUKMjY1x+vRpq/V/eXk5pmlalfNzMU2T1tZWdu7cSXJyMjfeeCOZmZlWG/RzX+v3+2lra+Oxxx6joqLCWi+6s7OTjo6OWZP509PTPPvssyQnJ/Pxj3+cxYsXs2XLFkpKSli2bBmtra34/X5CoRDx8fEsXbqUpUuXWi3wY+21381rJxgM0t7ezk9+8hPC4TDbtm0jIyODuLg4EhMTSUpKOutzstls1vlOT08nJSXFmqwQq5rPz88nLy+PM2fOzJkQd7vdhEIhOjo6OHr0KB0dHdYEg4mJCQ4ePMiuXbuoqqoiNzeXnp4eaxx+v99q++92uwmHwyxdupT8/Hzuu+8+RkZGOHz4MA0NDVaVut1ux2azkZaWxsKFC6moqCAhIQGbzUZ8fDwpKSmMjY3x6quvkpyczIoVK1i9ejWhUIi8vDx6enrw+XyUlJSwevVqVq5caXUa6O7u5tChQ4yNjVFZWcmqVav44Ac/SE5ODoFAgJKSEgArST8+Pn5Wp47p6Wlr8tLIyAg//vGPSU9P54EHHuCDH/wgdrudp556ihMnTuD3+6/IdSAiIiIiIiLyblFCXERERETkbYollq6GiYkJ9u/fT2NjIxkZGQQCgSu63v3lEqvgPnPmzFmJ6ouJJdNPnDhBS0sLycnJuFwugsEgY2NjcyZ0304SfLZ9j42NUVtby+joKFu2bKG/v9+qYr4Qj8fDnj176O3tpbOzk4qKCpxOJ+3t7TQ0NJxV3Q6RtZ4PHTrEiRMnrHXcDcMgGAzOub+BgQEeffRRfD4f9913H2vWrCE/P58FCxYwPT1NKBSyzoPb7SYxMRHDMAgEAoyNjWGz2d61lv+AtRb966+/TktLC83NzSxdupSsrCzy8/NJTEzE6XRit9ut18xs2w+R6vvYRIGpqSkaGhoYHx8/q6X8uVJTU8nPz2doaMiqvp5penqaHTt2sH79etasWUN/f/9ZExACgQAtLS389re/JRwO09/fz6pVqygrK+MjH/kIFRUV1NTU0NraSiAQsD4/p9NJfn4+ZWVl2Gw2fD6f1Wo/1pI/MTGRhIQEKisrufXWW9mwYQMTExPWdvn5+cTHx2O32/F4PNTV1fHKK69w6tQpFi5cyIMPPsjmzZu55557mJ6eJi4ujpGREcrKyjh06NAF14g3TZPOzk6+//3vk5OTw5133smDDz5IXFwcoVCI48ePW232RURERERERK5FSoiLiIiIiFyjgsEg/f399Pf3X+2hvC1vJ8EWW9d7ZGTkkhLq75Rpmni9Xpqbm+np6cHtdjM9PT2vdtJTU1OcPn2akZERa+3o6elpent751yf2e/3X1Jl7tDQED/96U+pq6vjM5/5DLfccgv5+fkkJyefVck+s01+KBSir6+P3t5eJicn3/WEZzgcprW1lW9/+9ukpqaSlJTEsmXLyM7Oxu12W9XrdrvdSi7HWqUHg0Hq6upob2+3KrJHR0fx+Xxz7q+vr4/CwkJrTe1zE+KGYZCdnW2trW2328/7fGMV5o8//ji7du2iurqaRx55hFWrVrF9+3ZuuOEGBgcHGR8fB7CS+g6Hw2qR39DQwNDQEAMDA3R1ddHT08Pjjz/O5OQk999/P0uWLCE1NZX09PTzJinEuggcO3aM2tpaGhsbaWhooKOjgy9+8YvccccdpKSkAJFJA/Hx8Tgcjot2ADBNk9OnT/NP//RPpKens3nzZu69917C4TB2u33ONdJFRERERERErgVKiIuIiIiIyDXpalSshsNha53r+TJN01qHurOz8x21cL+QsbEx3njjDRobG3n11Ve577772LBhA5mZmVZ1cSAQwOfzMTw8TEdHB11dXQwMDFzV7gKxium+vj6ampou2IreMAwrKQ5Y7eBj53Ku82kYBgsWLODNN99kYGCAsbGxs7Y1DAOXy0VfXx+GYbBu3TpefvnlWavyw+Ew4+PjNDQ00NvbS1dXF3/6p39qJfMzMjKsxHHsOGLt9vv7+zl9+jTPPfcc/f39nDlzhsHBQbq7u/nRj37E6dOnueeee9i2bRvZ2dkkJiYSCoXw+Xz4/X4GBgZ47bXX2LFjB42NjVbl98GDB2lqauLFF19k48aNJCYmMjw8zIkTJy44SeDc4zp69Cjf+c53iIuLY/369Tz00EOUl5fz6KOPsm/fPtra2lQpLiIiIiIiItccQ/8zKyIiV5thGHbgENBlmua9hmGUAU8AmcBh4EHTNC9YJmcYhm5oIiIiUXa7nfz8fFauXEllZSWVlZUUFxdb63d3d3dTV1fH6dOn6erqYnJy8rqv/t24cSNf//rXefTRR3nhhRcYHBwEIucqLS2NNWvW8LGPfYzCwkL+4R/+gT179syrSt9ms5Gbm8vChQvZtm0beXl5xMXFWVXtdrudUCjE6OgoHR0ddHR0cOTIEYaHh5mensbr9VrnPlZJXllZyQ033MCKFSvIyMjg+PHjDA4O0tLSQn19vdVd4NzPzG63k5ycbFWGe71ePB7PvDoZxLjdbrZu3crnP/95brnlFpKTk+ns7GTnzp38+7//O8ePHz+vul5ERESua4dN06y+2oMQERF5J1QhLiIi7wV/DNQBKdHf/xfwLdM0nzAM49+BR4B/u1qDExERudaEQiE6Ozvp7e1l165dpKSkkJmZSUJCAhMTEwwMDDA1NYXX672kZOm1yul0smDBAkKhEJWVlRw6dIjJyUmysrJYuHChNWkgLy+Pjo4Ozpw5QyAQmNd7h8Nhent7GRoaoqGhwTrPDocDm8121jrwHo+Hnp4epqenmZ6ePq/aOhgMMjAwwNDQEAcPHiQ5OZnExEQCgQAej4dAIEA4HJ5z8kIoFMLj8TA6Omo9dqmT4H0+H6+99hojIyMMDw9z//33U1ZWRnZ2NpWVlfz1X/81u3btUqW4iIiIiIiIXDOUEBcRkavKMIxC4B7gm8CfGpHeorcAn4pu8iPgayghLiIicklM0yQQCBAMBpmcnKSvrw+bzYZpmme1GX8/CAQCZGdnU1RUREFBAUVFRXR2duJ2u8nMzCQpKYm+vj5++9vfcvDgQXp7ey/p3MTa4g8ODjIyMoLNZrNav8f+QCR5HggErPM/l3A4jN/vZ3h4mJGREeuxSxnPOxEMBqmpqeE//uM/GBgY4IEHHmDRokWsWrWKj3/845w5c4aurq53tA8RERERERGRd4sS4iIicrV9G/hzIDn6eybgMU0zVq7WCRRchXGJiIhcF2KJ7+u9JfrFPPvss2RmZrJ48WJM0yQnJ4dwOMzo6Ci1tbU0NDRw/Phx+vr65l0dfi7TNM+ruD93PfRLTbRfrUkLPp+P06dP88QTTzAyMsJDDz1EQUEBixcvpqysjJ6envf9NSUiIiIiIiLXBiXERUTkqjEM416g3zTNw4ZhbH8br/8C8IXLPS4RERG5/vT19fGLX/yC3Nxc3G631co8Vond3d3NyMjIZW8hfy1X4ft8PlpaWvjNb37D2NgYa9euZXp6mmAwiN1uV0JcRERERERErgnGtfw/5yIicm0zDONvgQeBIOAmsob4U8CdQJ5pmkHDMDYBXzNN886LvJduaCIiInJBNpsNp9OJ3W632ppDpKW6z+e7ppPXV5LT6SQzM5PS0lJcLhctLS10d3cTCoWu9tBERETkyjtsmmb11R6EiIjIO6GEuIiIvCdEK8S/bJrmvYZh/AL4pWmaTxiG8e/ACdM0//Uir9cNTUREROQKcjqdOBwOQqEQfr//ag9HRERE3h1KiIuIyDXPdrUHICIiMou/AP7UMIwzRNYU/95VHo+IiIjI+14gEMDr9SoZLiIiIiIiItcUVYiLiMh1QRXiIiIiIiIiIiKXnSrERUTkmqcKcRERERERERERERERERERuS4pIS4iIiIiIiIiIiIiIiIiItclJcRFREREREREREREREREROS6pIS4iIiIiIiIiIiIiIiIiIhcl5QQFxERERERERERERERERGR65IS4iIiIiIiIiIiIiIiIiIicl1SQlxERERERERERERERERERK5LSoiLiIiIiIiIiIiIiIiIiMh1SQlxERERERERERERERERERG5LikhLiIiIiIiIiIiIiIiIiIi1yUlxEVERERERERERERERERE5LqkhLiIiIiIiIiIiIiIiIiIiFyXHFd7ACIiIpfJIDAZ/a+IXDlZKM5ErjTFmciVpzgTufIUZyJX3rsRZyVX+P1FRESuOMM0zas9BhERkcvCMIxDpmlWX+1xiFzPFGciV57iTOTKU5yJXHmKM5ErT3EmIiIyP2qZLiIiIiIiIiIiIiIiIiIi1yUlxEVERERERERERERERERE5LqkhLiIiFxPvnu1ByDyPqA4E7nyFGciV57iTOTKU5yJXHmKMxERkXnQGuIiIiIiIiIiIiIiIiIiInJdUoW4iIiIiIiIiIiIiIiIiIhcl5QQFxGRa55hGHcZhlFvGMYZwzD+x9Uej8i1yjCMIsMwXjMMo9YwjFOGYfxx9PEMwzBeNgyjMfrf9OjjhmEY/xSNvROGYay9ukcgcu0wDMNuGMZRwzCei/5eZhjG/mg8/cwwDFf08bjo72eiz5de1YGLXCMMw0gzDONJwzBOG4ZRZxjGJt3PRC4vwzD+JPp3xhrDMB43DMOt+5nIO2MYxvcNw+g3DKNmxmOXfP8yDOOh6PaNhmE8dDWORURE5L1ECXEREbmmGYZhB/4P8AFgKfBJwzCWXt1RiVyzgsCfmaa5FNgIfCkaT/8DeNU0zQrg1ejvEIm7iuifLwD/9u4PWeSa9cdA3Yzf/xfwLdM0y4ER4JHo448AI9HHvxXdTkQu7n8DL5imWQWsIhJvup+JXCaGYRQAfwRUm6a5HLADn0D3M5F36ofAXec8dkn3L8MwMoC/BjYA64G/jiXRRURE3q+UEBcRkWvdeuCMaZrNpmn6gSeAD17lMYlck0zT7DFN80j053EiyYMCIjH1o+hmPwI+FP35g8CPzYh9QJphGAve3VGLXHsMwygE7gH+M/q7AdwCPBnd5Nw4i8Xfk8Ct0e1FZA6GYaQC24DvAZim6TdN04PuZyKXmwOINwzDASQAPeh+JvKOmKa5Cxg+5+FLvX/dCbxsmuawaZojwMucn2QXERF5X1FCXERErnUFQMeM3zujj4nIOxBtY7kG2A/kmqbZE32qF8iN/qz4E3l7vg38ORCO/p4JeEzTDEZ/nxlLVpxFnx+Nbi8icysDBoAfRJcm+E/DMBLR/UzksjFNswv4B6CdSCJ8FDiM7mciV8Kl3r90XxMRETmHEuIiIiIichbDMJKAXwL/zTTNsZnPmaZpAuZVGZjIdcAwjHuBftM0D1/tsYhcxxzAWuDfTNNcA0zyVntZQPczkXcq2n75g0QmoOQDiagCVeSK0/1LRETk7VFCXERErnVdQNGM3wujj4nI22AYhpNIMvwnpmn+KvpwX6x1bPS//dHHFX8il24z8DuGYbQSWebjFiJrHadFW87C2bFkxVn0+VRg6N0csMg1qBPoNE1zf/T3J4kkyHU/E7l8bgNaTNMcME0zAPyKyD1O9zORy+9S71+6r4mIiJxDCXEREbnWHQQqDMMoMwzDBXwCePYqj0nkmhRdx/F7QJ1pmv8446lngYeiPz8EPDPj8c8aERuB0Rmt/ERkFqZpfsU0zULTNEuJ3LN2mKb5aeA14KPRzc6Ns1j8fTS6vaqCRC7ANM1eoMMwjMXRh24FatH9TORyagc2GoaREP07ZCzOdD8Tufwu9f71InCHYRjp0W4Od0QfExERed8y9HdPERG51hmGcTeR9VjtwPdN0/zm1R2RyLXJMIwtwBvASd5a2/gviawj/nOgGGgDHjBNczj6j5//QqQ95hTwOdM0D73rAxe5RhmGsR34smma9xqGsZBIxXgGcBT4jGma04ZhuIFHgTXAMPAJ0zSbr9KQRa4ZhmGsBv4TcAHNwOeIFAXofiZymRiG8XXg40CQyL3rd4msU6z7mcjbZBjG48B2IAvoA/4aeJpLvH8ZhvF5Iv8vB/BN0zR/8C4ehoiIyHuOEuIiIiIiIiIiIiIiIiIiInJdUst0ERERERERERERERERERG5LikhLiIiIiIiIiIiIiIiIiIi1yUlxEVERERERERERERERERE5LqkhLiIiIiIiIiIiIiIiIiIiFyXlBAXEREREREREREREREREZHrkhLiIiIiIiIiIiIiIiIiIiJyXVJCXERERERERERERERERERErktKiIuIiIiIiIiIiIiIiIiIyHXp/wfvVcKfdxq76gAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1440x1440 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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b2ss/z0HZ+fyQXLBmkzdnE7kvmc7b2N4nG9zPW8lV4a0iNwdU77z1x2x4Tj9kW7sB/Rs815dlz8J7wI1kLzNyFYb7b+O57U+uAm7D8/0cuSKn5eS+hE/O27Y/eXONfYi2CoBj8j6PI/eCeD57zh8n7y8G+df9Q7bXGTg4+7lXdi2Hk/vCXgB8N2/bZn3vbaG9w4H22c9XAw8DfyL3PfsKeV/4Zs7MZT+buW1rz8wlM9eM9sxcMnPNaM/MJTPXjPbMXDJzzWjLzDVy3T9ke2YumblmtGXmGrnuH7I9M5fMXDPaMnONXPcP2Z6ZS2auGW2ZuUau+4dsz8wlM9eMtsxcI9f9Q7a302YusoNITYqISnIPXrfUBg9MRMwkV6Tzt1ZoaxC5Ypru27utrL07yRXZ/O9Wai8BfVJK01uhrYvI3bfGhpPaHu2NI3fvRrRCW73IDWFUnFKqbYX2rib3kv7S9m4ra28mZq6l2jNzLdNWL8xcS7U1CDPXUm1dhJlrqfauxsy1VHt3YuZaqr1xmLmWam8mZq6l2jNzLdNWL8xcS7U1CDPXUm1dhJlrqfauxsy1VHt3YuZaqr1xmLmWam8mZq6l2jNzLdNWL8xcS7U1CDPXUm1dhJlrqfauZjtmrmB7HFQ7nY7Ad9qiSEOSJEmSJEmSJEmSpJ1JUVt3QDu+lNJb5IbFkSRJkiRJkiRJkiRJ28CpTyRJ2gVExKnAr4BCYERK6adt3CVJkiRJkiRJkqRdkoUakiTt5CKikNzISCcBc4AXgPNSSm+0acckSZIkSZIkSZJ2QQVt3QFJkrTdDQCmp5RmpJTWAQ8AZ7ZxnyRJkiRJkiRJknZJRW3dAUmStN11A97N+zwHODp/g4gYDgzPPn6ilfolSZIkSZK0q1iSUtqrrTshSZJ2DBZqSJIkUkq/B34PEBHOiyZJkiRJktSyZrV1ByRJ0o7DqU8kSdr5zQV65H3uni2TJEmSJEmSJElSK7NQQ5Kknd8LQJ+I6B0RJcC5wGNt3CdJkiRJkiRJkqRdklOfSJK0k0sp1UbEpcDTQCFwe0rp9TbuliRJkiRJkiRJ0i4pUnIaekmS9IGI8C8HkiRJkiRJLeullNKRbd0JSZK0Y3DqE0mSJEmSJEmSJEmSpFZioYYkSZIkSZIkSZIkSVIrsVBDkiRJkiRJkiRJkiSplVioIUmSJEmSJEmSJEmS1Eos1JAkSZIkSZIkSZIkSWolFmpIkiRJkiRJkiRJkiS1Egs1JEmSJEmSJEmSJEmSWomFGpIkSZIkSZIkSZIkSa3EQg1JkiRJkiRJkiRJkqRWYqGGJEmSpF1CYWEhXbt2Za+99mrrrkiSJEmSJEnahVmoIUmSJGmXUFxcTJ8+fTjxxBOprKzc6v07d+7MwQcfTPv27YmI7dDDje2999507tx5u7cjSZIkSZIkqXVZqCFJkiRpl1BdXc3UqVMZNmwYQ4cO3WyxRURQXl7OHnvsQbt27QA46qij+O1vf8sxxxxTv6wlNNWP8847j5NPPpn27dtvtLyoqIg99tiDLl260KVLFzp27EhxcfFWFY+Ul5dTUVFBeXn5ZvtVVFREYWHhVhemFBYWUlJSQkGB/8opSZIkSZIkNeR/NZMkSZK0S0gpsWjRIs455xzuuusuUkpNbtuxY0dOPfVUbrvtNr74xS/SoUMH/v73v7PXXnsxfPhwunfv3iJ9igg6derUaEHDxIkT6d27N6eeemr9ssLCQvbdd19+/etf89///d9MmDCBa6+9lgEDBtCpUycKCwsbbaewsJDi4uL6dk488USuv/56Tj/99EaLTiKCiooK+vbtS9++fesLVppbEFJZWcnAgQPp3r17k9tHBGVlZRQVFW3xeE0pLy+nrKxss30qKCiwYESSJEmSJEk7FP9rlSRJO4GI6BERYyPijYh4PSIuz5Z3johnImJa9s+Ktu6rJO0INlekAdClSxfOOeccOnfuzJAhQ1iwYAHt27fnP//zPzn44IPZe++960eb2JZCg5KSEk466SSGDh26yboXX3yR8vJyDj/88PpChPLyci644AI+//nPU1NTQ2lpKRdccAHjx4/nzTff5NJLL2X33Xff6DgFBQX1o4GcccYZtGvXjvHjx7Pnnnty4YUXMnjw4E3a7tixI/fccw+vvPIKr732GosWLWLJkiX84Q9/4Nhjj93iOS9YsIAf/OAHXH311XziE59odJu99tqLu+++m2uuuYbKysr6cywtLaWiooKKiootFoVcfPHFfO9732PAgAFNbnPssccyePBgOnbsuNHyiNihCjhaYzodSZIkSZIk7Rh2nP8qJUmStkUt8J2U0sHAQOCSiDgYuAoYnVLqA4zOPkuStmDevHk8+OCDVFRUcMMNN3D22WczdepUFi1aRHFxMT179qRDhw6sX7+eurq6D12sUV1dzahRo7juuus2+UX92rVrefvtt1myZAkVFbk6u+LiYvr168fq1as5+eST2X///enevTuf/vSnefTRR/n2t7/N008/zfnnn19/nJKSEn74wx9y4IEH8s1vfpNJkyax33778cQTT1BSUkL//v0pKiqqn+okIth7770ZOHAgI0eO5LLLLuPaa6/lueee45RTTuG//uu/GDlyZJMFGAB1dXXcdNNN7LPPPgwbNqzRUTvatWvHKaecwpVXXsmDDz7IgAEDKCoqoqCggDPPPJMJEyZw3333ccIJJzTZzlNPPUX37t255JJL6Nq16ybrd9ttNy655BL+/Oc/8/zzz3PmmWdSUlJCUVERhxxyCD/84Q/58pe/TM+ePbd4r7bV5opCysrKGDZsGPfeey9lZWXbvS+SJEmSJElqWxZqSJK0E0gpzU8pvZz9vBKYAnQDzgTuyja7CzirTTooSR8xK1eu5JVXXmHx4sXcfffdPPvss5x88snccsstdO3alX79+rHHHnsAuaKE2traD91WVVUV119/PWecccYmU5csWbKEffbZhy984QsArF+/ntmzZ1NQUMDChQuprq5m1apVTJw4kW9961t85jOfYeLEiVx33XXccccdlJaWUlNTwx//+EcqKir4zne+w4033sjPf/5zOnXqxMqVK6msrGSvvfYipcT69espKSlh/fr1lJaWMnHiRO69916uv/56hg0bxqGHHsp5553HmjVr+NOf/sRPfvKTJkeCGDt2LFOnTuUzn/kM3/zmNzdZP3v2bG655RZqamro168f++67L7vtthtr1qzhkUce4dprr+Xkk0/mrrvu4qSTTmq0jZkzZ/Lcc8/Rs2dPrrnmmk0KZlavXs2TTz5JdXU1++23H6eeeioHHXQQtbW1vP3220yYMIGrr76av/71rxx//PEf5vZtoqCggLKyMjp37kzPnj05/PDDufzyy3nmmWd48skn+eQnP0lxcfFG+6xdu5ZZs2axatUqrrzyyi22UVZWRteuXTniiCM488wzGTp0KCeddBKf/vSn6dWr1w41UogkSZIkSZI29eHH6JUkSTukiOgFfByYCFSmlOZnqxYAlU3sMxwY3iodlKQdSFFREb169WL+/PmsXr26fnlKicWLF/Pb3/6Wu+++m1NPPZXHH3+c888/n+OOO44XXniBJUuWtEgfUkq888473HHHHfTv3581a9ZQW1vLpEmTmD59Or179+bAAw8EYN26dTz//PMMHz6c8vJy1q5dC0BtbS21tbVMmTKFn/3sZ7z66qtcfvnlPPzww3z961/n6aef5gc/+AE333wzX/nKV1iwYAHf+MY3OOKIIxgzZgw9evRg/vz5pJRYt24dS5YsYfXq1ZSVlVFdXc2aNWuAXAHLmDFjmDZtGoMHD+ab3/wmBx10EOeeey7V1dUbnde6dev4y1/+wt57781BBx1EWVlZfX8hV+DywAMPMHz4cEpKSujWrRvt27dn+fLlVFVVsWTJEqqrq6msrOSyyy5j4sSJrFixYqM21q9fz4QJE+jXrx/HHXccRx99NM8999xG24wbN4433niDAQMG0LdvX7p3784///lP1q5dy4wZMxgzZgznnXceI0aMYMiQIbz77rtbnBqnof3335/999+fQYMG0b9/f/baay+Ki4spLCykrq6O6upq3nzzTcaMGcPixYsbPf60adMYNWoUw4cPp7i4mJqamk22ad++PZ06dWLIkCGcddZZVFZWUlBQwMqVK1m8eDFdu3alvLycxx57jFtuuYWlS5du1XlIkiRJkiSpdVioIUnSTiQi2gN/Br6VUlqR/385p5RSRDT6m6eU0u+B32fH2LrfTknSR1jHjh35/ve/z6OPPsrf//53li9fXr9uzZo1PPfcczzxxBNcddVVvPbaa7z88svMnDmTlStXblTYsS1SSrz55pv06tWLvn37MmnSJHr06MF+++3HqlWrOPDAA6mtraWgoIB169bx7LPP8u677/KlL32JW265ZaPRPGpqapg/fz6PP/44NTU1XHbZZVxzzTV89atf5Y477uDHP/4xPXv2ZOLEiRQUFDBw4EDmzp27UdFJSokVK1YwceJEjjrqKEpKSqiqqqpfX1VVxfTp01m+fDnvv/8+V1xxBffffz/nnnsu69at2+jcXnrpJSZPnszRRx/NJz/5Sf72t79ttP6tt97iwQcf5JxzzmHfffelU6dOzJ07l9raWpYtW8bMmTOprKykf//+lJeXb1KoATBnzhxefPFFDj30UAYPHrxJocbChQt56KGH6N27NxUVFbRv377+PFeuXMnkyZPrC3b23ntv5syZs9WFGosWLeLCCy/k+OOPp0uXLrRr1466ujpef/11brvtNpYtW8bChQtZsGABK1asYP369Zsco6qqisWLF9OuXTu6dOnCokWLNil+2W+//fj85z/P0KFD6dWrFwsWLOChhx4iIpg8eTI9e/bkc5/7HBdeeCGzZs3iySefZNmyZVt1LpIkSZIkSdr+HA9VkqSdREQUkyvSuDel9Jds8cKI6Jqt7wosaqv+SdKOqKKigmOOOYYjjjiCioqKjdbV1dWxZMkSHnroIT72sY/RoUMH1q1bx9y5c5v8ZfuHtXz5ciZMmMBbb73F2LFjefzxx3nmmWf4n//5H1555RWqqqo44YQTqKurY968efziF7/g/PPPrx9RoaElS5Ywfvx4XnnlFU455RR69+7NyJEjmTJlCv/2b/9Gp06dGDduHHfccQejRo1iwYIFG+1fU1PDrbfeSp8+fTjwwAMpKSnZaP369etZsGABo0aNYsSIEXzqU5/i9NNP32QalPfff5+XX36ZqqoqPvvZz26yvqqqiocffphVq1Zx9NFHc9BBB7HbbruRUmLZsmX885//BGCPPfZg2LBhjZ7r2rVrmTRpEi+//DLHH388lZUbDx5VU1PD6NGjmTp1Kp06dWLfffetv9fV1dXMmDGDNWvWUFhYyJe//OVNzrU5VqxYwZgxY/jd737HT37yE2688UbGjx9PXV0dzz77LH/729949dVXWbBgAVVVVY0Wgqxfv56qqirWr1/PsGHD+OIXv8h3v/tddtttt/pt3nvvPXbffXe6detGu3btaN++Pf379+fII4/ktNNOY+DAgVRWVrL77rvTtWtXysrKtvpcJEmSJEmStP1ZqCFJ0k4gcr/5ug2YklL6Rd6qx4ALs58vBEa2dt8kaUe2Zs0aampq6N27N506ddpkfW1tLRMnTmTatGmsXbt2q0da2Bq33XYbFRUVTJ8+nXHjxvHYY48xcuRInnrqKRYtWsSgQYPq+3TvvfdSVVXFV77yFSoqKjYpgCgsLKSkpIS1a9fSvn179thjD2bOnMmjjz7KkUceSY8ePVi7di1Tp05l+vTpG42YscFf//pXXn75Zc4991x69OhBYWHhJtusXLmSp59+mrVr1/KZz3ym0W2mTJnCO++8w+GHH87uu+++yfqXXnqJf/zjH3Tt2pWhQ4fSr18/CgoKeO+99xg/fjzLli2jrKyMf/mXf6kfDaOhOXPmMGnSJLp168axxx67yfqZM2cybtw4ampq6gtzNoxQMm3aNGbMmEFBQQHDhg2jW7dujRaEbMnYsWO5++67ue2227j99tsZO3YslZWVDB06lJTSFp+duro61qxZw+rVqzn//PMZNGgQFRUVnH/++fUFF3PmzOGFF17gnXfeYfHixbz66qusWbOGoqIiDjjgALp3787s2bN54IEHePXVVxu9r5IkSZIkSWp7FmpIkrRzOA64ABgcEZOyP6cBPwVOiohpwJDssyQpM3fuXCZPnkz37t2prKzcpOAhpcSiRYuYN28ee+6554f6BX5zPf7445x11ll06NBho+WLFy9m/vz59OrVq779lStX8utf/5ozzjiDoUOHcsghh1BRUUFxcTHl5eXss88+fOpTn2LAgAEsWLCApUuXAvDEE0/w+uuvU1dXt8Vzqamp4aabbqofraF3794bjTZRUFBAx44dOfTQQykuLqZdu3aNHnPhwoXMmjWL0tJS9tlnn03WL1u2jNtuu423336bwYMHc/bZZ3PYYYdRVlbGW2+9xTvvvENE0K9fPw444IBGi0GqqqqYO3cuK1eu5LTTTtukH2vXruWpp55i8uTJHHrooXz+85+nb9++1NbWMmvWLJ555hlqa2upqKhgyJAhlJeXb/baNGVDQcayZcuYMWMGdXV1XHrppZvc06asWbOGefPmcdhhh7F48WJ++tOfcuqpp25UjPOPf/yDCRMmMHPmTP72t7/xox/9iOuuu46bb76Z3/zmN9xwww389Kc/ZfTo0RtN5SNJkiRJkqQdR1Fbd0CSJG27lNIEIJpYfWJr9kWSPmpGjhzJ8OHDqayspLy8fJNRCNavX8/777/PUUcdxfPPP09tbe126ceaNWt49913KS0tpbCwsH5qldmzZzNp0iROPvlkevbsycyZMwF45JFHWLFiBddeey2vvPIKY8aMYcaMGXTs2JFBgwZx1lln0bFjRx588EHmzp0LwPTp0+tHB2mOF198kd/+9rd84xvfoF27dowePZoFCxZQU1NDaWkp/fv359JLL6WgoIAXXniBurq6TY5RXV3NqlWrKCsr47DDDqufziTf6NGj6du3L2effTZnnnkmffr0Ydy4cRQXF1NVVVVfWHLCCSfw2muvbTLtTF1dXX1xxGGHHUZpaSlr1qzZaJs33niDJ598kj333JPTTz+dsrIyrrvuOmpra3nuuef42te+RocOHfjXf/1XRo0a1eQUJc1RV1fH0qVLmTVrFgMHDuSII45g7NixW9xv9erVTJkyhfXr1/P222+zfPlyLr/8cvbbbz+WL19OVVUVM2bMYNSoUVRWVnLCCScwduxYXnrppU3OV5IkSZIkSTsuCzUkSZIk7dIefPBB5s2bR3l5OXvuuSezZ8/eaH1NTQ2XXXYZwHYdUQPg+OOP52Mf+xgFBQX1xQgpJd544w0eeeQRfvnLX3LWWWfVbz969GjGjx/PRRddxKWXXsq+++5LcXExBQUFLFy4kBEjRnDLLbfU/xI/pURxcTGnnXYaixcv5q233tpin+6//35ee+01fvzjH3PxxRczf/58Zs6cSUFBAccddxy77747jz76KPfff3+TRSzV1dWUlJRw0kknce+9925SALF+/XpuvvlmRo0axSWXXMK5557LCSecQEqJgoIC6urqeO+99+pHqWjM8uXLmTJlCgMHDmS33XbbpHBh3bp13H777SxcuJDhw4czdOhQBgwYUF/EUlJSQkqJtWvXUl5eTmFh4TYV5bz11lvcc889DBkyhBtvvJFjjjmG6urqze6zdu1aZs6cWT8NCuRGffnjH//IV7/6VaZPnw7A+PHjWbx4MV/72te49957+f73v8/YsWOpqamhrq5uu07RI0mSJEmSpG1noYYkSZKkXd6ECRM2u37DL74bjuTQ0lJKLFy4cJPlCxcu5J577uHll1+mtLR0o1/419bWMmLECEaMGEFBQcFG07c07G91dTVXXnll/fnkj9yxOZMnT2bYsGF06dKFo446in79+lFaWsr06dN5/fXXeeaZZ5qcZqOqqop58+bx9ttvs3TpUiKiyUKC6dOnc8UVV/CHP/yBIUOG0LdvXw444ABKS0u5++67+etf/9pk8UREUFRURFFREd27d2fJkiWbbFNXV8fjjz/OCy+8wJlnnslVV13FoEGDiAgKCgpYvnw5I0eOZOnSpdt8r1etWsXzzz/Pfffdx+c+9zl69+7N1KlTN7tPVVUVr7/+OrW1tbz//vv1fZ42bRqVlZXMmzevfsSXKVOmcMMNNzB//nxuuukmnn76af785z8zffp0Vq1axdq1a6mpqbFoQ5IkSZIkaQcU/kcbSZKULyL8y4EkqUUVFBTQoUMHKisrmTZtWrOLByKCwsJC2rdvT3V19Ran9+jVqxc33HADV111Vf3oE5vrU/v27enduzft27fns5/9LFOmTOHxxx9n6dKlLVbgUFRURJcuXVi5cmWTxSz5unTpwoMPPshFF13EjBkzADjnnHM49thjufXWWzcp9ogIysvL6dOnD5dccgkdOnSgT58+VFVV8dhjj/HII4/w9ttvt8i5SJIkaZu8lFI6sq07IUmSdgwWakiSpI1YqCFJ2l42N5pGSx2/tLSUdevWNTlFSkMbprMpKioipURNTc126dfWFKdsmHpl5cqVABQXF3Prrbfyu9/9jhdffLHRcysoKKif9qa0tJR27dqRUmLFihWsWbOm2ddDkiRJ242FGpIkqZ6FGpIkaSMWakiS1PYaFnfstdderFixYqNpbzZnQwFKSsnpTyRJknYMFmpIkqR6RW3dAUmSJEmStLGGxRWLFy/eqv0dQUOSJEmSJGnHVdDWHZAkSZIkSZIkSZIkSdpVWKghSZIkSZIkSZIkSZLUSizUkCRJkiRJkiRJkiRJaiUWakiSJEmSJEmSJEmSJLUSCzUkSZIkSZIkSZIkSZJaiYUakiRJkiRJkiRJkiRJrcRCDUmSdiIRURgRr0TEE9nn3hExMSKmR8SfIqKkrfsoSZIkSZIkSZK0K7NQQ5KkncvlwJS8zz8Dbkop7Q8sAy5uk15JkiRJkiRJkiQJsFBDkqSdRkR0B04HRmSfAxgMPJxtchdwVpt0TpIkSZIkSZIkSYCFGpIk7Ux+CXwXqMs+7wG8n1KqzT7PAbq1Qb8kSZIkSZIkSZKUsVBDkqSdQEScASxKKb30IfcfHhEvRsSLLdw1SZIkSZIkSZIk5Slq6w5IkqQWcRzw2Yg4DSgDdgd+BXSKiKJsVI3uwNzGdk4p/R74PUBEpNbpsiRJkiRJkiRJ0q7HETUkSdoJpJS+n1LqnlLqBZwLjEkpnQ+MBc7ONrsQGNlGXZQkSZIkSZIkSRIWakiStLP7HvDtiJgO7AHc1sb9kSRJkiRJkiRJ2qVFSo5uLkmSPuDUJ5IkSZIkSS3upZTSkW3dCUmStGNwRA1JkiRJkiRJkiRJkqRWYqGGJEmSJEmSJEmSJElSK7FQQ5IkSZIkSZIkSZIkqZVYqCFJkiRJkiRJkiRJktRKLNSQJEmSJEmSJEmSJElqJRZqSJIkSZIkSZIkSZIktRILNSRJkiRJkiRJkiRJklqJhRqSJEmSJEmSJEmSJEmtxEINSZIkSZIkSZIkSZKkVmKhhiRJkiRJkiRJkiRJUiuxUEOSJEmSJEmSJEmSJKmVWKghSZIkSZIkSZIkSZLUSoraugOSJGmHswRYnf1T0vazJ+ZM2t7MmbT9mTNp+zNn0vbXGjnbZzsfX5IkfYRESqmt+yBJknYwEfFiSunItu6HtDMzZ9L2Z86k7c+cSdufOZO2P3MmSZJam1OfSJIkSZIkSZIkSZIktRILNSRJkiRJkiRJkiRJklqJhRqSJKkxv2/rDki7AHMmbX/mTNr+zJm0/ZkzafszZ5IkqVVFSqmt+yBJkiRJkiRJkiRJkrRLcEQNSZIkSZIkSZIkSZKkVmKhhiRJqhcRp0bEmxExPSKuauv+SB9VEdEjIsZGxBsR8XpEXJ4t7xwRz0TEtOyfFdnyiIibs+z9MyKOaNszkD46IqIwIl6JiCeyz70jYmKWpz9FREm2vDT7PD1b36tNOy59REREp4h4OCKmRsSUiDjG95nUsiLi37O/M06OiPsjosz3mbRtIuL2iFgUEZPzlm31+ysiLsy2nxYRF7bFuUiSpJ2ThRqSJAnI/aIL+H/AUOBg4LyIOLhteyV9ZNUC30kpHQwMBC7J8nQVMDql1AcYnX2GXO76ZH+GA7e0fpelj6zLgSl5n38G3JRS2h9YBlycLb8YWJYtvynbTtKW/Qr4r5RSX+BwcnnzfSa1kIjoBlwGHJlS6gcUAufi+0zaVncCpzZYtlXvr4joDPwHcDQwAPiPDcUdkiRJ28pCDUmStMEAYHpKaUZKaR3wAHBmG/dJ+khKKc1PKb2c/byS3C+1upHL1F3ZZncBZ2U/nwncnXL+B+gUEV1bt9fSR09EdAdOB0ZknwMYDDycbdIwZxvy9zBwYra9pCZEREfgeOA2gJTSupTS+/g+k1paEVAeEUVAO2A+vs+kbZJS+juwtMHirX1/nQI8k1JamlJaBjzDpsUfkiRJH4qFGpIkaYNuwLt5n+dkyyRtg2w46o8DE4HKlNL8bNUCoDL72fxJH84vge8CddnnPYD3U0q12ef8LNXnLFu/PNteUtN6A4uBO7IphkZExG74PpNaTEppLnADMJtcgcZy4CV8n0nbw9a+v3yvSZKk7cZCDUmSJGk7iYj2wJ+Bb6WUVuSvSyklILVJx6SdQEScASxKKb3U1n2RdmJFwBHALSmljwOr+WCYeMD3mbStsmkUziRXGLU3sBv+H/vSduf7S5IktTULNSRJ0gZzgR55n7tnyyR9CBFRTK5I496U0l+yxQs3DAGf/XNRttz8SVvvOOCzETGT3HRdg4FfkRuquijbJj9L9TnL1ncE3mvNDksfQXOAOSmlidnnh8kVbvg+k1rOEOCdlNLilFIN8Bdy7zjfZ1LL29r3l+81SZK03VioIUmSNngB6BMRvSOiBDgXeKyN+yR9JGXzhN8GTEkp/SJv1WPAhdnPFwIj85b/S+QMBJbnDckrqREppe+nlLqnlHqRe2eNSSmdD4wFzs42a5izDfk7O9ve/4tS2oyU0gLg3Yg4MFt0IvAGvs+kljQbGBgR7bK/Q27Ime8zqeVt7fvraeDkiKjIRr85OVsmSZK0zcK/x0uSpA0i4jTgl0AhcHtK6bq27ZH00RQRnwSeBV4D6rLFPwAmAg8CPYFZwDkppaXZf5T/DblhrquAL6eUXmz1jksfURExCLgipXRGROxLboSNzsArwJdSStURUQb8Efg4sBQ4N6U0o426LH1kRER/YARQAswAvkzuf/zxfSa1kIj4EfAFoJbcu+urQDd8n0kfWkTcDwwC9gQWAv8BPMpWvr8i4ivk/l0O4LqU0h2teBqSJGknZqGGJEmSJEmSJEmSJElSK3HqE0mSJEmSJEmSJEmSpFZioYYkSZIkSZIkSZIkSVIrsVBDkiRJkiRJkiRJkiSplVioIUmSJEmSJEmSJEmS1Eos1JAkSZIkSZIkSZIkSWolFmpIkiRJkiRJkiRJkiS1Egs1JEmSJEmSJEmSJEmSWomFGpIkSZIkSZIkSZIkSa3k/wOBpH2LO2BSYgAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "num_samples_to_plot = 9\n",
+    "\n",
+    "for i in range(num_samples_to_plot):\n",
+    "    plt.figure(figsize=(20, 20))\n",
+    "    x, y = dataset.data_train[i]\n",
+    "    sentence = convert_y_label_to_string(y) \n",
+    "    print(sentence)\n",
+    "    plt.title(sentence)\n",
+    "    plt.imshow(x.squeeze(), cmap='gray')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.1"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}