{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "8bd11832-8efa-4cfc-9a73-4995ad673664",
   "metadata": {},
   "source": [
    "# 2. Images as arrays\n",
    "\n",
    "At the end of the introduction we have seen that images are imported as a specific data structure called an ```array```. These arrays are implemented by a package called Numpy which is foundational to the entire scientific Python ecosystem: as soon as you have to perform numerical computations, it's very likely that you will use Numpy arrays. Here we give an introduction to these arrays, specifically using images as examples. \n",
    "\n",
    "Let us first import the Numpy package as well as scikit-image which will allow us to import images and Matplotlib with which we can look at images:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ec54217e-22f8-4d31-913a-64c2721fdb2c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import skimage\n",
    "import skimage.io\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eb9461bc-2921-4732-9602-557ea3124516",
   "metadata": {},
   "source": [
    "We import now an image from an online microscopy repository, using an url. This is fluorescence microscopy image of Saccharomyces cerevisiae with a signal accumulating in the vacuoles."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a8b1464f-eb90-461a-9fbb-71a4453fd90d",
   "metadata": {},
   "outputs": [],
   "source": [
    "image = skimage.io.imread('https://cildata.crbs.ucsd.edu/media/images/13901/13901.tif')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "692f8c3e-b581-41f5-a0bf-68a062a31ea3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[219, 225, 220, ..., 256, 258, 272],\n",
       "       [218, 211, 217, ..., 270, 268, 278],\n",
       "       [217, 217, 214, ..., 263, 268, 262],\n",
       "       ...,\n",
       "       [337, 343, 321, ..., 266, 287, 285],\n",
       "       [320, 323, 339, ..., 268, 295, 281],\n",
       "       [329, 353, 335, ..., 276, 281, 291]], dtype=uint16)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4d4241c2-c23f-4c24-912f-1abfec6f5683",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "numpy.ndarray"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(image)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa64e39a-a1a8-4f36-bd52-0d84963b358e",
   "metadata": {},
   "source": [
    "As the type tells us, and as we can see from the output, the import function returned to us a Numpy ndarray or just array. nd stands for n-dimensional as Numpy can handle data of any dimension. The above output only shows us a fraction of the image the ```...``` indicating non-displayed values.\n",
    "\n",
    "We have seen in the introduction that any variable in Python is more than just a variable: it has also functions (methods) and properties. This is also valid here for Numpy arrays. For example we can ask what is the shape of the array:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f6b7def8-6e0d-4d64-8ba0-f2dc2df76207",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1024, 1360)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5f0e6d29-94ce-4579-a35f-43c88287cc0b",
   "metadata": {},
   "source": [
    "These numbers tell us that our array has 1024 lines and 1360 columns. In the above output we also see an indication ```dtype```. This tells us what is the type of the pixels inside the array. The variable ```image``` is an array but its content can vary: we could have floating point values, integers etc. here ```uint16``` tells us we have unsigned (no negative values) integers in 16 bit, i.e. up to $2^{16}$ different possible pixel values.\n",
    "\n",
    "We have seen in the introduction that we could display the image using the ```imshow``` function. Let's do it here:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "64737941-2f11-4a9e-adb7-a52f696b31eb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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HqYf926fq63c+g3RUvXqtnuwDtt2qHGRBZB7KpqIEKA4U+2XbPoatYMl30Vap+6GZfCOVSuHixYu4cOECxsbGMDY2hlQqhd3dXaysrODBgwdYXV11aieZH9lrpVLBysoKWq3WsXZraBUdSwR34BDgd3Z2YnfKsH0HBwdot9tdfWdNCWyX1sECBfvDminsNQC67tXxp41X5YPMVuvNe9LpNGZmZnD27FkAQKPRwP379/GDH/wA7XYb+XweY2NjWFlZObYA+Bgwnzk+Po7R0VGk02nXH5lMxpk31tbWUKvVABxpDVxoGDMLHC2qeg0ZLZOfcMtqu90+NlZxc0vrbW3ivj7vp5wa8KQAMOxDBUqBMypcg5/5nv0o9dHnRQENbWS6cgJHK6wN+ejnnT77lv6t8YSafcfX1l4s1CdctkSpWMrC9Dpd7Tk5wjBEsVjEZz7zGRQKBQesjOOcnp529rjFxUUMDQ2hUCg4hrO9vY1yuYxyudy1w0gXAY4B7bA2VCWdTnexNR9Lp02TC4B6zzkmVHGt3ZYMmSxYVVkCuc9b7gNOtkVjSMn4uJ1Uk3VwLDKZDMbHx9120zAMcevWLWxsbKBUKiEIAhSLRWfusLJp5Yh27VKphHQ63cWIwzB0u5gYpcA6cV5ks1mncQDAzs4OGo0G2u02gMOFsVAoYHx83G2I2N/fx8rKCtbX19FoNI452OLUeO1DS2pYZxvxEFdOBXgCRx1ObyWFCDjaDUDhj2MOWvplVlH/qxrG/1WwaJinV1bVW058n5DGvS+K6bFoggYFv37a53sXEO+QAI5PKqrCGp5jJ6H2QxiGmJ2dxWc/+1lUq1Wsr6+7SbW5uYlarYb9/X1MTk5iZWXF7SEnY2w0GtjZ2Tm27VH7ihNHA9a56CqIEYQIdqwvn8X97WRCZE/8jvZOyqgyHT6b17DtZKDKUBVItT0KmMlkEvl8HsPDw0in02i326jVamg0Gg5EuXgRQCmPNO3s7e2hWq0il8shn893pcXz2c+t7JAZUsbVdATARVgwcQoA53Qj6LIP2+02UqkUarUaDg4OnG12fHzckQ9qDxz/qPnjm7e6iPocRlERGlHlVIAnVwsKt9rXgCMVgoHJPo9zPwASNwAWiHygqROFQdwUcgBuoqqtjhOqX3Uhrh1qu+kVcqHt8JkZbNtVDdW+8i0cXBioJaiKrPGPDCpPp9OYmprC5OQkUqmUi+FstVrY3t7G9va2U5XT6TRqtVpXIguCANl2lN2V40PwVBuatkPVYl2IKG87OzsIgsNoAQb8t1otFwfJcebYEwxpK7VbOBl65Ot7HR8CZyaTQTqdRj6fx/nz53H+/HlkMhm3x35jYwNbW1vOS662xkQigbGxMdTrddRqNddPyWQSrVbLhY3p4tYrYoHREGEYuq2dHNtOp4OhoaGuCAPaXhn7y732rVbL9XGr1cLIyAhGR0fd4kR7cyKRQLvddju6fITCJ++s69DQkFs4LQnp51lOlnte8QkouiITIKiu83vtHJ9nzz6PJYrB+a733affqSqlwKkrsb1WbYNxjDKq/nofBd6nSscxW997NfSE/UoQ8E0qK3gHBwcOZLQf+Ox2u412u+3YU6vVwr1799y2QdoxG42Gs0UGQYDh4WEA6HLwqA1VWaQyR032oGqyZe3av+ox18UxDEPU63UXfkUWp8mAWTgu6gnXd7Bu+/v7LkcoP7djSODPZDI4c+YMnnrqKfzET/wEnnzySeRyOaytrWF+fh6Li4t49913cePGDbddlfOm2Wy6zQqrq6sOTBKJhGP13EXkc54ouIdh6NRxZcytVqtrsdF2JBIJpNNpZLNZB5wKrGSlyWTSjTU3JTCRdCqVQrvdRjab7Ury3KtwQSQL1vtUM+T/vQD0VIAni42f4+BYI3o/6jhLFBDpdxYYfKBswZNCYdUDtQsxXMKql3HFMj17j48d9mqzr62anFf7V9XOuOfpZFW7HOvMMRwaGsLu7i62t7exsrKCUqmETCbjQIjCTvZivay+9hIEOYnJiAjatLdxEmoIFdujC7C+z+4a4uc68bQeNg+AMmINjWF/+iatAmc6ncbk5CSef/55/OzP/iyuXbuGfD6PwcFBjI+P48KFCyiXyxgfH0ez2USz2XSg3mq1sLCwgImJCVy4cMGpy8waNTc3h7W1NcdWfW2y/d5qtVCv1x3g2bHRJCLAkfmAc5dgy7+BowiJIAiws7PjYnnb7TaKxaJj/L20MJVN1md3d7dr3lhfhJWpuHJqwFPVK7s687cvL+KjvMeColWl+Lm9T21jKhzWkO5bkfl/HICqKqVOKMsG2Fc+dcu2zX6nahhVw1wuh8HBQVSrVTQaja5+4nt8Cwnbo7Y3FmW2jUYDKysrmJiYcDY35swE4OrQbrcdW+K92n5VsfmboMtdPdxTH4ahAw7NSWnHU8dV26lMNmqi2UmpfTM4ONjF7NRR5QNPAkomk8GVK1cccJZKJWcDZJ9zb/q9e/ewuLiIer3uTAurq6t48803sbm5iUKh4Mwj1WoVt2/f9u4ksm2iXNERtLGxgVQq5QCU6vDBwQHq9bozZ2jhIkwnHBdFLqbcrw/AmWw0D0K5XHZOrzig0z7lu3R+qsZ2EmcRcErAU4XYFwdGleik9kN9PosPwBQMtD5R71IwU0eAtZ3ZdvBv/W2Fg++NAmAyPjWma7vstZZxMvwkn89jenoaly9fRqFQwP7+PhYWFlwANb2d9pk2KoJAx/fTRsnJQHaxtraG+/fvI5fLOVWS6ikDu2/evNmlpvlMDvycW0P5fq0HbXsEdjIzuxD5CsfQx1B8Y8G22vAYlQ0dV/scXbyHhoYwMTGB69ev4+zZs9jb23POtXw+756XyWQwNTWFmZkZ5PP5rh1QOzs7WFhYwMbGhlsUmZWKtuReGZNU9nd3d1GpVJBIJI553Xd3d7G5uYnt7e2uXKM8GkTPPbIJYgjouoECOLQ31+t1LC4uOrtqr/muAEq7sy7eNr6zX/w4NeBphdZ+DxztLY5bPeJUVqum8Tufk8EXS2l/WCcNjVDBtKqhj+Xq+7QvNOhb+0X7wAcqcf2iISTT09O4cuUKHn/8cRSLRSwvL6NarbqQFwqhDT0i8NGmZVPPUZXnuTx0LtXrdSwsLCAIAly8eBHT09NOZdd0cNVq1bWbpg+7CNHDm0gk3EQJw6Ns7Mlk0oXrqG1P+6LXYsP/tW3qxVWVXN/tWzitBmUXNEYJcDEZHx/H4uIidnd3HRudnp7GuXPn3KFvPLhOc4YCRx70vb091Gq1LtliiJMFJJ0f+hs4injodDrOnkoQZDo7xt6yNJtN1yaN6+Sc2t3ddQmhh4eHu9g+N0Nsbm46GepH1da6U1Z95p+TEK9TA57qcNHPVZgpFCftBD7L92yrgqqwqUDyHl3FbIgPB5qgoV5gnYAEZZYgCLriF9X2exIBiAIF/X5wcBCjo6OYnJx06l+1WnXZingdt1dqnJ0m8GDgOwvtYRoYrsJPAF1cXHQ7U86cOYPh4WEXmF4ul932TU14rAsm28A+I0tVexptfTs7O+4elQEdE9s/2v/8TG3DCo66O8c+Q80d1vxiw7v4m15qJvTY29tzoLq/v+/6HYBjk1TBbdIUFgKVxoayUFvSonNOCYACG/vIZpi3sklg5Bglk0ln46R6TadiIpFwp5LqccgnUbP13b522b/jyAZwisDTApYVbht4zGtOCqJ8n+04BSxlCso0+JtxfqyvsjNOGobX6CroUwe5QivL5bN6FR+T1X6xDIfbFmm7ajQaLudms9l0tlAa3bXeQXCYnIMZ3vU4XKuyakC6XQD0ulQq5YB8dHQU7XYb/+W//Bd85zvfcROM9ymj0BAl9hMD13U8WW+fuubTQOy72Ge0X2pfst26TVadTFZF198qMxZc0+m0M53s7e11JSqp1WqYnJxEo9HA8vIy5ubm0Gw2XRymOqo4JmTmjA21oKKLucqx7Qu2zbfA6LUcC15DNR+Ai8BQM4qdG8roo9TsXnPDp2E+SjkV4Al021koUCw++x7v6ee5Wnwd6mN0Uao2hWh3d9edrmjrQyZFm1+U7Yvv5Aqri0Evdsnn2q2srF8UQ+VEbTabXfbFg4MDlz9T2RTHgaxTJ4NtFwvtqtxixwUim81icnISL730El588UVcvnwZ2WzWsaZOp4OxsTEMDg7iD/7gDzA/P99lq2L71SZs2YZqC76+7PW3VWepFiuI6GKhqensYq6A6ZvMFlBJDhgdQLPJ4OCgi4DY2dnBzZs38fbbb+ODDz5wAKXvIcNUzYBM2S7QWmdrYtB+tXWOkk8FPLJVgroG5cc5rPhbZfgkpMI+y5Z+QfVUgKcdMO20Xmoor/c903etFeS4VS2qk2k+4PcaI6nn1GgblHXqeyjUcXXX+nCiaSZz/RzAMSeJ/lDdYywcJyhVJwI/PdYECY2rtEXBVBdAVSPT6TQmJibwkz/5k/ilX/olTExMHOvfRCKB2dlZ/MIv/AKWlpawvb3dtR9aJ6UmHmHR3S9RC0jUAmzHXRcnfu97nqrh1mGk9fXdZ+Vwb28PW1tbzrZIEwjt0MlkEisrK7h9+za+//3vY21tDUA3SOoirOoyFzM1Ddl2R4Gp7Ttff9l7uOhRbVcNIE7D6rWgfRTFEqOocirAEzg+cPo5Sz8rhq+jrUCrqmQnhU+V0791QqhaqWFUOihxbYoSwLj6czJpwgWtPz3hwFGgOa9hnavVqmOQOrG5L7tcLmNnZ8cxSAV3fSdtbb76alsSiQRyuRyuXbuGr3zlK5icnPS2k3UYGxvDzMwMSqWSs+vppKQTQ1OkKXAyv2gUaOlipr+tis1ibdd2seLfunliYGDAOa24tTTK2w7AbTpYWFjAmTNnMDk5iVKphDAMMTo6imQyibt372JpaQlvvfUW7ty5g0aj4Rw4bIe10wNHgKq7v3zmDGXYqiH10oh6AaGdO/3cE/V/v8XH9E9aTg14fphiO8kOWhQwWTXHN4Gss0Lv5W4ZxtMxpm5ra8slsYhS12x9VJB9g866MUifLE9XcfU6a5yhejt3d3dRr9cRBAHy+XyXg6XT6bgg6uHhYTcRW60Wms3msfrqAsS+Yv+rajY4OIixsTE8/fTTGB8fP9Y2W8ikfFnj1SzB8BcyUJoJbPo5O3YaOM3/fceQkA3qdewvTd7B/uYRJMPDw07VrlQqjkXruUsEL+2vnZ0dB44zMzMuYcbu7i7u3LmDra0tLC8vY2Nj41hIl13UVK5VM9C/eb29z8pML1C0z/GBrWXtUX+f9DNf+SiAEzil4GkBLKoz+mFqvkIB0QnJVVttrbr66rMJYvl8HufOnUOxWHRJTVqtFjKZjAMq6+G0Kg7f4xNI+z/fq/VWNZltIsDayU9VjrF+7XbbJSYmODIMiaBANlqpVJz3XJmbjoMyQ3pMgyBw2X4ef/xx5PP52LEB4DzvPsZn1T4tGjrE+vhYnh1Thkyxf7gAaWwogVJ3lxE0NXaV/d7pdJDNZlEoFJDP53H79m1sbGwc27llVXuC7ObmJkZHRzExMeEWOQDI5XJuf7qOv46L7tm3C4XN2sSi9kiNYmB/+ZhilMza732M017zKJ/5rukXNPu59tSBp88O4WOQvTqzHwC1f8fFkNpJyJCfQqHQlbSEwdsjIyMuBChqEgPHt4xFqY6cwBYA7IrOzxk4rf1p2QVBjmpmLpdzgdVcSMj+8vk8Op3DIGwyVdueMAzdThfGWBKcmdqsn8LkyIwv9O328YGo9qN+pnW048B+1UVIVWDagzm2bA8zas3MzGB4eBjlchn1et0lawbQdf78uXPnXIo1n1ebv2l2aDQaLqaTCTVKpRLOnz+PiYkJvP7661hdXT0WBaCxqFamOp2OMy3ovnONz93Z2cHOzo7bMWT7JMomqjKgv3t9puVRVXTfM+yzTkK+WE4NePoMuFHqq2/wfM8CuleYuFXPdrqth/2eCRx4HUNCCKy5XM45Zax6zef0CqHx9YWPrfraopl9otqujhjaQFlXbp1jYD1terVazaUW07yrALrsjQoQDIKvVqvHxsqWdruNd999F8vLy127Yaz90tentn3ad2Rkvr3oQRB07T23u1N4HUE0nU6jUCjg3LlzeOGFF9BoNPD++++7OEX2q57fzsVDd80oGFnHHxNncMGiRz2ZTOLChQuo1+suN2YYhm4BtAtzEBzFw1JbmpiYwPj4uDvjiPfwxM3l5WW3CFg5Yx/Fsc7/WsAZZb571HJqwNNXdNXTzwA/mNiijKLXe7T4ANrHBNXoHgRBV8otvUbfQWH0eTuj2hnFSlWwbT9pzGGUsPLZVPlo99OMNOxDTfxBu6L1RvO9rBf7Yn9/H1tbW3jzzTcxOzuLbDYbOQ5zc3N4/fXXsbm52bVxwF7Xz0Ko7SQgKUhRrbUhcjbtIUNu2FeDg4PI5/P41V/9VTz77LN49dVXcf/+fZcZn32vrLlUKrl8mrZdVkbYr7SlM9yL9SgWizh//jzm5+ddVnjrONJcuIw3LpVKeOyxx3DhwgXk83ns7Oy4c+oZS0ozFM0MbIM11Wh9o0hM1Bj/uIudU3HvjPvuVINnFBu1wBO1+qkK3q+6z2vi7K1kU3SsAEc7Ljg5arVa1+4ce7+PGbH46m3vs3ZAFgtwvUBGNwHQbksAUJXQ2oLZNtZbHTf6DtpWd3Z28P3vfx9TU1P40pe+1BVeAxyynvn5efzRH/0R7t+/74LeeeyIj6XbNkW11bdg6cJCsLL2QgugQRC4eNXPfe5z+Pmf/3mkUincv3/fHY2s7yVrJgPlAsV36Pu1nroQaeITmgEymQwymQwKhQKazaaLwWVfcVcRjx4hOD722GN4/PHHMT097RIra1jdwcHh8RqXLl1yMaU+55uv/+NITD9z7iQA3M+z+N5HBU7glIMniwWwKJuo7764/0/yTjsReTwEE1wQyCi41WrVgVfUe32LAz/3ASwnvbInZaNq79KdL/bZ2iZOXnUgAehiY7zHZk9Sby4dLDa8hXbVtbU1pFIpfOMb30AYhnjhhReQy+XQ6XRQq9Vw8+ZNfOc738Ht27dxcHBw7OgKApO1GfbLMri46TNZd+03GzFg+4v3ZjIZ1Ot1JBIJZ47gc2x+V6ryZJAERO0vPpuslEHyZLk8xrlYLAKAY5vnz5/HuXPnMDo66rz7q6urbhccTStTU1N4/PHHcebMGbctl/Vl33C8mTRmZWXF5TX1aVFa4rRELf2Y0D7KYudSFFb4yl8L8GTxsTVlT7zmUdSJk9SBwlapVAAcqmRkoDs7O9je3nbb6xSEtA1q3yLjIau2O0G0XVTdNM5TC+vm25XlExxlWLVazXmTyY7oHGJwPSeZ7mXXcVBhtX0VBIE7j+i1117D1NQUdnd3sbq6isXFRRf0TQ+/DY5nP9kkt9pH+lu/V5BSU4z1VuuzfLbnMDy0Jz948AB/8Rd/geHhYaysrACA6zu+S5OG8F1MBWhtorxWHXlbW1tuPztzCiQSCaduj4+P4+mnn8a1a9e6Dn178OABXn/9dbz11ltOradzM5VKOacf0wBqEhf+ptNzdXUVOzs7XRpKHPD5wNE3D+1nvebqo85lX137BdBTA56+AbD/q9CrQFrvYhTwfFSFQkaHBhMCEyjUaeKb0D41W3OB2vhJvU/B1WaqV+Zi+1OfaVkrmQ4Zc6FQcN502kDpoACOWKCyTXWyaN0JTO12G5ubm6hUKqhWq3jw4IFziNDxcXBw4KIENCMS62FBL65feY/tP1/91Aaqxe4Y4vXcCbSxsYEgCFxIEo+N4LvJdPU4ZUYcaJ5RZiZiHXZ3d9FsNrG5udm1b53yQa/9888/j/Pnzzt2yTjT8+fP44knnsD58+fx6quv4t69e27HEm2cdGpSk1GZoqpOhuxLTOzTjnppWXaMfADqG8eo6+NK3Hv6BdBTA55a4hqnhn+qHMouqC75HA0nKb06lxONQKngpDF4tviExb5L2+UTTn0H749iXVH2HwKqMq8wDB275MFdABw70XFRG6FmUlLPON9HUKequLe3h3K57GyAyWTS9SHHTU0OCvaqVvv6NUql7HVdFDNSpqrsv16vu9RrU1NTzsYIwJ0XxIiFdDqNer2OgYEBl0WKajX7WBPJEFTp8d7d3cXGxoaLHx4YGMBzzz2HfD7v8q4CcAexBUGAiYkJfPWrX8X4+Dj+8A//0PUvtRZGi2j/+/wLXECsiSjOBqr95/tc+7wfVtrvd1HXWc3vrx3z9BXbuQyb0WMbgCP1iPvKfcBzktJv5/I9VpB0ovVql2VoWoco8ONv3RkV1YYoYSEA6/9kiHSGceJwYdBwHT0/qN1ud3mpNYemtU9aRwxjZK3azDbo0Rxa56h+j/s/7rpefaTjtb+/j0ajgY2NDUxOTroQoJmZGWQyGWxvb3eFEdVqNXfUBMOZ7J51bkPlO+iw6XQOd05tbW25+FIGzlcqFScDPGGUWeeD4PCY4WeffRYPHjzAu+++64L8mQ+VmbE0JpgqPLPIa/u1H+xvO276O2oM9Bl2bOJspycBUN7/KAB6KsHTdj4ZDtOpFQoFlEolFItFd07N+vq6yx4el7Ul7n296tLPqtlLTbeFKm+U+gscMVFrBohShaLq76ufsnYCEtvFickAcTIWPUoDgLOJMuiatjzdIQR0O5g4KQkOANx+cGW1LJqSUMcjqu2PMuF8k1mfxYWBW1x5ljyDzBnuMzU15U653NzcdAH/g4ODbidXIpFwAKaHpGlh/3Exy2QyKBaLbsHh2UB0Ru3s7LjdSNQiDg4OMDMzg/fffx87OzuYmZlxAMvtrWSsBwcHWFtbc6aEZrMZm6HL1+/9fB5V4mT6UYhQ3GLaz/MeGTyDIDgP4P8L4AyADoCvh2H4T4IgGAXwrwDMApgD8HfDMNx+eM/vAPgNAAcA/kEYhn980vcqYJD10GuYz+cxNTWFkZERJ0jFYhHZbBblchn37t3D3NwcNjc3HUPQyXYSys579Df/jlpZowA1rp3AkRBb0OTzNWDb94xebfKpvT5VzN5j2aIeGpfNZt2ko42S3zUaDWfHU68u66yB5OpQ05hCFoKmxiv6FgTtd98iF9dPvoXFLpZad4b5rK6uolAouBA19u3Zs2exv7+P5eVlrKysuK2mZOZA95hSxae8a53UTBEEgVPd9/f3kclkuiIIdnd3HchWq1Wsrq66/t/f38fa2hpKpRKy2SySyaQzO1CT4+YHnoVUq9WOOR19/evrSztnbD/a+Wi1MTsmvoXypOr7ScuHYZ77AP4vYRi+EQRBHsDrQRD8KYD/FsC3wjD8vSAIfhvAbwP4rSAIrgH4dQBPAzgL4JtBEDwRhuGJjY86AFTVc7kczp0715VYgslVx8fHUSgUXAzcjRs3sLGxgWazeczLGvWufuoS9cPn+1Zo38T2XWNBw4KK1iWKbVkw9Amtz4YV1Rd2IuvumomJCUxPT2NsbAwjIyNoNptYXV11oTKc4LyH6imTLzPZiCZP0TR7YRg6T7R6o6PG0IKkT73k3z57nR0jyp5d0AhSlUoFc3Nzrp60EQdBgFqthsXFRdy+fRsrKyuuzfxeTRzcDsnFyToLdVEhuyyXy5ifn8fzzz/v6siQOeBQhV9dXXX2a/69ubnpHE96JhLD6+r1OtbX1/HgwQMsLy93jY+vn3wy00sGVRZ988D+xM2dXsAYRQj6LY8MnmEYLgNYfvh3LQiCGwDOAfgagC8/vOyfAvg2gN96+Pm/DMOwDeBeEAQfAPg8gFdO8l4LBlQP8/m8OzqChnndwZLL5TA+Po7d3V2sr6+jUqm4oO0447YdYLvy6TUaE8gfXS013ESFI47x6mBG2U7t3/30m69dPtD3tZHXaxsZiD01NYXz58/j+vXruHbtGi5duoSRkRF0Oh1sbm7ixo0b+JM/+RN3rg29xfT2Mg9qqVRyMZKJRMKF8ABH2ZR2d3e953b7+iKOQXM81Hvu60t9BrUdtasz9IxqNHfgMMUfIy5arRa2t7fdAq4Jp9VerImBmZiE8qqZo1hfRnhsbm7i1q1bGB0dxdWrVzE9PY2ZmRmMjIw4RxOZeq1Ww/z8PDY2NrC9vY1ms+ky0heLReTzeZcYe3NzE4uLi1heXka9XvfGCbN/fOyxF8HQsfNpCRwnO2f7Ae+Tanv9lI/E5hkEwSyA5wG8CmDqIbAiDMPlIAiYnPEcgO/JbQsPP/M97zcB/Gaf73Z5JTUgnQJHoaNg04uoh7LFqWsWdHTQLAPW9GN6VjkHmynRVCXV50QNnk9Vscwj7n4rvLbdFjhZLLPyCb06iEqlEp599ln84i/+Ip599ll3CBvLzMwMpqenkUwmUS6Xsb29DaA7tEvjRBlnmEwmu7ItcWdRoVBwZgHaCuPU8Dh2z3rYe+2Y8/2ZTMaFa6nJYmdnx5mECKCNRqMrnIdAqydHst4ES/YJZUnvJVDSQ67gy3OE5ufnnTNtaGgIk5OTXQm6GV5279493LhxA2tra2g0GkgkEo4Zj46OOhMY+5jhYlFxxCpz1ryhpjZdeK38s/28lv+rpsNx+bDOX1vXj4V5yotzAP4NgP9jGIbVKCAC4PvCW9MwDL8O4OsPn99Xa8IwdKEenFBU5zudjjN0U3DVWeEL3n747khglfY74CQwZzIZVw8KCZ0ItPVRkNVmZONRLTP1DWwvwNT/41Z9FXS2RTPg+9i5LhjDw8OYmZnBz/3cz+Hzn/+8NwkycOj0uX79Ol577TXcvXvX2eG444pshrGxekaPmiq4UPKsJYKuLkh2c4Svf3zmFN0BxD7R75n0JAiODuZjiJCmquN3XADsWFhPve4oUq0JQNcitb+/j1QqhYGBARcipu/c2dnB+vq627jw4MEDXLlyBbOzsyiVSi4v6OrqKm7evIl79+65c9ABOPkMwxDZbBZTU1MureLe3h42Nzdx+/Ztbx5XXx9bzUzTGVq2rwuHjT3mNfzcx1rt2Gpd4siJ1rVfAP1Q4BkEwSAOgfN/CcPw3z78eDUIgumHrHMawNrDzxcAnJfbZwAsneBdxz5jZ9NGdnBw4A4h02QWm5ubLvv57u6uO74BgHf1VLXaDpzWxQInEx/zVEC1Nw0PDzvVk+nJNNO8basPQB+l+FQm+7+CJiMWMplM16pPYNNdPey7wcFBjI+P49q1a3jmmWcigZOFGYcWFxfdtdVqtYtV8bncwTQ4OOjAgX2uNlZ6jtk2G3lg2Tn7Ic4Uwu/1M056BTyVEY1FVTCwDIl2Wxv5ofXTTE68RhOw6EmZKqvUshhMv7a2htu3b6NYLDq7Z7PZdOyfYVNc0GlXPnfuHJ577jmMjo66BTKVSmF7exuDg4Nd0QRx8qfzhOPJ35aRa7yvbxsrn6kLo76rlwofZ4752NT24PCN/28AN8Iw/Mfy1X8E8PcA/N7D3/9BPv8XQRD8Yxw6jB4H8NqjvNsCGlW+crmMZrPpDiID4M5/5s6e9fV1523XrXwKzhRsXxiGVeMJOplMBqVSye2+oUpGwWc0AFU9BSHfoPKzKNtOVPEtMnaF1omuxy6k02mMjo5ibGwMAwMDzh7H9tXrdWxvb7t4wyA4Sq83OjqKy5cvo1Ao9FVHHpfLcJxKpYJGo9FVT7UR22Nztc9oe+Q1dLaoCsz+i+pn+14tVhPRBB9cYHwqqNUc9G9+H+Wt1nGnbV6dSr4FnXXT40bIPre2tlwIGYCuBVGPHebzc7kcLl++jJGREXf93t4ehoeHcebMGdTrdYyNjWFoaOjYuNm2cEwYg83kKcwdyvbSwUtHrl2I+KMbLqzK7euXfkHx41TbvwjgfwvgnSAI3nz42f+IQ9D8/SAIfgPAAwB/BwDCMPxREAS/D+A9HHrq/374CJ52FhU+gufCwgIAYGJiwq2yVJeZi3BpaanLy85nAd3b7XRg9Hvr7dRgZia2Zb2sQFEQcrncsaBn1sMyoSizwaMCqX6nE14z3w8PD6NWq3XFaWazWYyPjyOVSmFtba0rqxEnQ7FYjGUhWvcwDJ3Tgc8ZHBx0C1YikXBJk9PpdBfgs4+UiWiSC6q2u7u7LqifE1EnFcfIMlUfEOgYMdYUQBfL1tAqC9Q+TYb3RI0X+4FjxWuUtXLxpxqfzWaRyWRc4D2BUfPJan20vrqYUotiH5No7O7uYmxszNmzfRqMlTFqNNQKS6USRkZGUCqVXF7bnZ0dt6V1a2vLmTrCMESj0XB9SfMI66u5E3Sc+vn7w5YP423/Lvx2TAD4asQ9vwvgdx/1nQ+fcUwAuF1tc3MTrVYLKysrXd5NtTdSoCwwAv3Td6v6Ujh8nmgAjgkxrAY43CpXq9WO2eXsRAX8KejigDGu3lZNZ0kmkxgZGXGHiWl2IibenZqacqcsMukJn+NTo6LK3t4etre3ned3aGjI2fHIODhmtOExTpR9yf5kn6TTaRejyI0RtVrN2fK4FVLHXCddr/5U2WA2LLUL0/ET5YG2wK3vixp3C05qKySoUathvs5MJoNsNuvqwzpFsWnbF2pz5U4j3Zqpsqx5XVWV1vlBkxa1mqmpKVy+fBmPP/44rly5grNnzyKfz2Nrawu3b9/Gu+++i1u3bmF1dRXZbBb5fB7379/H+vr6MSeSj3H6SpR2FzXO/crxqdxhxKKrJ+0+u7u7KJfLzr5CwWZMoNqfAHSxD/ts+1uZA3/0f1WB9P2an5GCz8915VR1UAVZmZFlqrb4WJOtp7ItnRS0aQVB4JxdVM2ZrLfVaiGbzbrYQ02qywTFegSHr2xsbODBgweo1WrO1kk7G7WIZrPpnCFM7VYqlbpyFnDMDw4OMDExgStXrmB8fNyZHKrVKhYXF10ojvZpHMOPmjzsR5oDdnd3u+yfPsbJYiMr4t6lsqKgye2Suj2SrJ1mKsZkcssqWbjNJ2DfzfdQzhiydP78eadNUS4YRbC9ve3eY22Xqq5nMhmMjo7iwoULeP755/EzP/MzePbZZ10sKcvzzz+PL3zhC/jOd76D73znO27Lqca/MkzL5jaw42j71QJtHED2C6CnFjy1E+yEsGEQqt7rNVaQfM4DFhsMrc/ns/WMc05yqi1kKmEYYmdnpys2UWMlWS8KiaomUV5vW3zCxLrrD8FTj8xgTCxVaKrzY2NjAA4dOwyfYZvo9b1//z42NjYwPT0dWbeDgwPcuHEDc3NzTrUE0JX2jAud3QPPHJUKtGEYIpPJ4JlnnsHjjz+OIAjccci1Wg1nzpxBJpNxbFkdNCoftr96TR7rAIpiP1FgFQfQfD4Bk3JBhk5b5sHBgUtyDHTvtrIAHGVOsO8lKFcqFczPz2NmZgYXLlxwILy3t4f19XXMz8+77c5a1BZpN7B87nOfw6/+6q/iySef9Jp3UqkULl++7LSfb3zjG3jw4IHLh6pzTdtjTVDsPztf+mWUf62YZxQl10basI84L6oCh9qT9HkKtKqG6P3KFH1bPe13CgIaggLAeZTVoUSGQSDhKq/2ubh+ivuf/UHVjMyFzy2VSi4UiOzj3r17jlUz+48eELa6uop33nkHo6Ojbn+0HYO7d+/iL/7iL7C5uenMHWq7o9pOGxuZHlVEdQwlEofnvV+8eBGPP/44JiYm3B56qvK5XA57e3tYW1tzYVGqeUSxMbsA+UAnit3ElV6MR+9ne9nWdrt9zI5ryYONIda2+Lz69hqq49vb27h7965j8jwaZWNjA7dv38Z7773nolYIaMo4ATjwZ7D+L//yL+Pq1as9+yiVSuG5557D22+/jbm5OdcmnUOWKKn3njLDecO6sZ292Ge/C+ipBk+gW63WRtu/ra2Lk1RXQH6vhn8LnL53ky0xRIlCo6E+OoiMAAjD0Klc2WwWuVzO5bAMw9DtAKnX687up3Y+XXl9feWrs52gOmnW19cdoAHA2NgYkskkPvOZzyCbzWJ+fh7tdhvZbBbDw8NdEzcMQ1QqFdy6dQuTk5O4evWqA2TgcDG6d+8e/vzP/xwPHjxwbIpOCJ3s7DsNA2KfsC+ZjCSTyeDs2bM4d+6ci0PM5XIIggA7Ozuo1+solUo4e/YsNjY2HKu1i5CVj6i+02vsPSoTKje9QNeOh8ZAUi0nGOixGFyYaYdUu6O+K87ko/JDgGq1WqhUKrh//z52d3cxPz+PkZERJBIJbGxs4P79+1hYWEC1WnUMmMCmhISbV8bGxvDyyy/jqaee6gmcrEcqlcKFCxeOhcxZ4kB2SwJAJxPlqtlsurkWRTqiSi/1/RMPnlECoSVqJVGhsNfr5zqgKmj2OXGFYRY8stXGOuqAEgS5K+fs2bOYmJjAyMgIUqmUO0FxYGAA9XodKysrLitUs9nsSqTsA/g4oNdrCCB0oqn3nzGUjOtjirVkMolr164hl8u5EKFqtYqVlRWX0PjOnTtIJpN47LHHkE6nEYYhyuUylpaWnMmCGZI0dpQMAkAX+7RqJ+3LdA5NTEzg2rVrWFpawubmJur1uktMsrW1hXq97nab8dnAkW0uboJEgSrrFNW/vuIzEfhAmNoAPeiqlVAm2B/qDef/GjoVlXTbzieVIzrXCKSrq6tdoX/NZhONRsNtsfXNF43DnZqawjPPPOPNDOUr2WwWExMTXWnxosaCTjKamniNmu5sFETUeJy0nArw1PNq2AE+QLSdEaeOxan3/RZlQmF4GFLB3JMA3GBSCJkQl8lpR0ZGcOnSJVy+fBnj4+NdQeetVsvt12d6vbm5OayvrztW6puIPhNDlIpvfxgetLi4iEqlgpWVFYyMjGBxcRFBcBj79zM/8zN4+umnXcxqoVBAq9XCW2+9hR/84AdIJpMYHx/HhQsX3IQLggBjY2P43Oc+h3q9jrt372J1dfXYomX/t+3Qftd4x4ODA1efcrns4hGHh4dRrVbd5giNcVTvt/ZJlCYDdIeq8X8FHltH31j0UhcTicN9/Pl8HkEQuEWNDKtQKKDT6aBer7u2aPSIhhvZTQ1xAGrnA+OUud2Tz+T71Alln8n2sr5nzpzBxMSEt83aX5VKBa1Wy5kKmHlf1XXLOhmixoVF66RhUjQv9KuS91M+8eAJdDtUKPiAn1H26hwKGNCf59P3vbUdcnAbjYbbS8zthVQ5CJ4Mc2FMJRM2jI2Nuf3OpVLJOQNyuRzOnDmD0dFRB8IEawUY3w/rZ3+0X1VF5PX7+/uO5VYqFZRKJVy9ehW/9Eu/hOeff97tUmHJZDL4whe+4Pasf+Yzn/EGy2cyGbz00ktYWVnBa6+9hrW1NfdejUHU8VGGp6oqABdQfevWLXzrW9/Czs4OlpeX0el0XPLhYrHosmnpM3RPue0TawrRz+hIs2Bv5cSnBfiAU9Vtyjj3jhMU1abHM5DUMUSAoXNIU/TFndAa9b+aSLhNUlmy3RXlW7TZb9lsFmNjYz0jMA4ODrCxsYFKpYJkMumyN6m8a+FC5nM8qSypLdQmkPmw5RMPnhws21m6ivtAM0qwdYKqwwc4HuSsdbDP9LEMrm7czWSv50RJp9MYGRnB1NSUy/dIWybjHdVhNTIygv39fUxOTrqMNjZygBOPk03fy3frpCB7s/vX1W5FB8vs7CyuX7+O2dlZryMIODTyMys5T3D0ldHRUXzmM5/BvXv3sLCw0MVqlBn6gsN1xxG9zpVKBR988AGGhoZQLBZRrVZd9MDExATOnz+P3d1d3Lp1y+3d1vFUObIT0coQbdtRNlF7rwUVNT/oM/m9MiV1uvAzzY/KiALWSZ2QHEcfu9b6xYGqyo22xbcIsw99IKo29F5lf3/fbSd98803MT8/784B4zt0jHzjoN5+NfvYa+3YR/VRXPnEgyfQHUakoKerqmULPpVM/7ZOCQBdTox+62X/t6q8ApLar7gHnvWgasYzzHnEQb1ex9TUlEs4wjAddRLwf92eqHXSPcPqvLIM1TrJuH1uZmYGAwMDuHHjBlqtFi5evOjdv57P53H27NnYXUZBEODMmTOOXZEZWEHVdhEI7HHJZPvc8TQzM+O8wolEwrHPwcFBLCwsOBsdn8/JaJmnb2w1MJv/277j3/bZllX7FmjWSRcLbl3U4HcyU0Y7cLElQ+M7LKBZ8Ihinj4wsXNL62uLnQPMHcqTPqMKN2l0Oh2srKzgBz/4AVZXV7tyhmo/6vtVbnU7p5V7HyHqp02Rde77yk9AsUJOQbTf+yaiFqum2u/Y8SqA+hzLHHRV5iBpfJ1OFmUSnc7hmeQ8apYqmIKEns2tHk0N0aDHnkmFOelYP7W38m/tMzu5NBJhZGQEk5OTzhEzMDCAUqmE0dHRY+PDzOO9yvDwsNs5BMCxWV0g6WzI5/PodDrY3t5GtVp18aA6QXmcc7vdRrFYxLlz57C1tYVvfvObeOONN/Dnf/7n2NjY6LrXp6rb/609T00MqgX5GJ4FV8tso7QZmiWY5IYLTLFYdDlP2+22S9ZBuyQ3FlCLoXnIMsheKrwFUVtPq5ZbZq19xlNEb9y4gR/+8Ic4e/ZsrNNoYmICm5ubePXVV13Ccg0t0wgErRv7RPtbd1bRfhsFmLZd2iZrGtRyKsDTp2b1c73vHl3dbSycta32Wy/9W21hdqW0LJSfMdyEqj+98hQA7sKhQZ0TUbMKcevb5ORkV5wlz/deWVnB6upq1zY3ZWG6U0Y93xMTE5iZmXGnMDI/QKFQ6JoI1WoVc3Nz7jzvuGKz/uhCNTQ05M6gGhkZweXLl7G3t4dbt25hfn7eJexlnCMAp7byaOS1tTVnc22326hWq6jX613nJum420VRF8Eo+SDL12dxfHXsoximBTJrjtDEzwwNYw5RbkPNZDI4ODhw5yVtbW2hXC6jVqs5p6QNYYpTU7VEzSG7kFjw5HuoKTBa5Ec/+hGeffbZSK2l3W7j5s2b+M//+T/jtddew9LSEmq1Gvb29ly4FiMmNMOWxr5a8x0XFQ2F87XdAqeSE7utVcupAE9fUXtGlIAC3bZRZWvWMcBO4+rm28Wgxd7Lz/gey4h5jQa+JxIJp44PDg46o78GHhNQy+Wy27vP67if+9KlS/jsZz+Lz33uc7hw4QJyuZwDNjKSubk5vPbaa3jttdfwwQcfRGYCJ3CyFItFzMzM4ODgAKurq2i32y5MhWpYvV7H+++/j7m5OYyOjmJ6erorxtOWBw8euJhLAloikXDHd+TzeWSzWZRKJVy8eNHthaetV9VTte+xv5j1XMGMtmhV8ez4WceUypKaXHK5nAuNsTlafdsVLYtVJ4x9lzLJoaEhd2Db8PCwC2k7f/48Ll68iGw265x7CwsLuHHjBm7cuOES5Cj70kW9XwBl0TmkWkqclsF2MpPZq6++imazieeeew5PPPEEzp496xL3PHjwAN///vfxxhtvYG5uDmtra+6EAJos8vk88vm8S+0IHNlIt7e3nYOT7+Z46xEtvdrMNlEzHBoacr4IXzm14NlvhwDHnUtq71OWqCpBlOrmU198qzRwPPyGZW9vz+3dZjZ0hjgxnR2ZKNW21dVVbGxsuJMkuRf97Nmz+Kmf+il87Wtfw/j4+LH3EeAuXLiAq1evYmxsDP/23/5b3L9/v8tOphNak4Ls7e1hY2PDhdDQPqms74MPPsAHH3yABw8eYHV1FVNTU3j66ae9k2tzcxOvvPJK11EOBAdmwwqCwDHGW7duucDnYrHomJaOIScLWYLamy1Q6jhyodSFTQGXhXZGZmQ/c+aMc/gtLCxgdXXVMSXdOaYajt35ozJpw7K4EHDyj4+P49KlS/j85z+PJ5980gWsa3n22Wfx+c9/Ht/5znfwzW9+85gjqV/gjCIh/FuB07c46DNYh0qlgjt37mBtbQ0/+MEPMD4+jjNnzqBYLKLT6WB1ddXJDjUEOuaGhoac6YhzhaYvZelDQ0NYXV11MdJ2V1Ive6eSJ9qUx8bGXEiYr5wK8PTZI9Tb7CtRbJGCzGdFXdOrPgqqvmf4/ub/e3t7qFQqaDabXVvKqKKRWZIl7+zsuNhLghztoE888QS++MUv9oyjC4IAU1NT+NVf/VVUq1X8m3/zb7C2dpinWhk2259MHh5d++DBA7z55puYnp7GyMiIYwBk56urq7h37x7u3LnjYjeD4DA29/Lly12OuYWFBfyn//Sf8Jd/+ZdYX1934zA4OIiRkRHnpWeiaLJt2nMJ4FxYVCuw9inVLnyRCRp4Ticc7afqZGBbqC4/9thj7njfVquFwcFBFIvFLscGswhxIaQTUE0uveyJwGFo18TEBJ5//nn8wi/8Ai5fvhzJ9gYGBjA5OYmf//mfB4CuQHYNNfLJsJWTXrZB3/N0LPibfc5204Q0Pz/vIgeAo2B8biChmj0wMIBcLudkgzvHOL66DTefz7txazQax3wNcURLFwTuVqKDLs5GeyrAE+gGOl/H9Fs4mYCjxK8+u6RlLPYZFiCjrrPX0FZTq9WwtLTkmFYqlXLedKrxtHfOzc253TkEWZ7r89RTT+H8+aME/brjxFdGRkbwN//m38TNmzfx2muvYWtry016NTsEQYBms4mlpSW8+eab2N/fx+zsrGO3PPNmbm4O77zzDu7cuePsl7SNPvHEE8hmsxgZGXGq29zcHDY2NlwduUDw7Klms9mVZZ/qK3fc6BipZxU4mvg8ukPVO26JJQtj6A9NHAS0RqPhAut1TAcGBjA+Pu7sjLVazdnT6PEmaBaLRfc/2Ve1WsX6+vqxEyctiFLdp5Po6tWr+NrXvoYLFy54x9OWXC6Hn/7pn8YHH3yAtbU11Gq1Y2FzLHFA6SMsys6UhfrmoM6JTufo/C72JZ2LfIZqQBxb2vTJNvV5BFhqazQBMOOX7VutV1R7CZ7UdFST8JVTAZ4+Y3RUuEdUsYPJz3y2KWUpNrTExxisXdROZm0HmW+z2cTKygrCMMT29jYKhYLbZUR7z/b2NhYWFrC2ttaVXRs4UiWnpqZceA6PVgAOw4Z0pdYyOzuLz33ucw7waIO1RnXm27xz5w6q1Sru3r2Lc+fOYWxsDEEQoFwuY3l52SWYZnjV5uYmlpeX8e677zpbIc8pojMMQJeJAkCXo0xVXI49swqp/dKOL5kgt48C3XbEWq2Gg4MDDA8PI5/Puy2QPCiQQEo2xL4eHh5GsVh0oVMaUsb+GhoaQqlU6jq7KpPJuMS/YRhidXXVyZjPKUVbNuNUv/CFL+DcOe85iZFlfHwczz33HN544w0HBhqf6pNL+78t6i8gU9f5FLULiN8raVGbv8/2azUIsniOD5+hpjs6lXwH0/WLEayPOm1PNXiqmtBrkGxRQFNg42DZZAZq/9RwJvtenx3IAo/PVmrNBtx+Vi6XUSgUutTBarXq9pSrkNDWx730XGUBOO81AYZHHtgyODjojgReW1tzp1Za2xvrr4b/O3fuuHR0ZHK0UWn/lstlN9FYuBCp4Kuga9yuzzvKHUUar8rvObELhYIDTtpn9T0ERKZyI1jRYccM6UwgQhNKKpVCLpdzdletC7UJmhSU4ebzeacCFgoFl03KyoUSBMre7OwsXnjhhUgtIqoEQYBz5851sWob+eG7J+479q96vHkPvd72ED5to2WvOu9sHazW55MjvV77Te/rZef0FY5lFKPW8okHTw6G/u5XXY9SVezz9TvdHqeAZ2PnbGxg3Gquv33AxPyJKysrAI6Ekc4UTjZtM1X627dvo9lsOsCw+3ujCk0DusvKqpJcLNj+VquFWq3m3m/71NeXDPsig+BebQVqjWtkFnjdBMD8oQcHB84m6ZMBLhaqpbAoAFmW4gtRU1WeE4oAOTQ0hFar5WyKXMQ0fpWg22g0nAOCZhntM12wlSAoi32UorbcXsBoQc6Oo84LbnVVMGMssc/WqCDUSzPThZR9oZEHwNHZ9vqcgYGBrsgNq5GcpNDWGtdnLJ948ATQxTDs736KFVT7m38HQeAEXdkkAC+A+UCDxfeZXq+qDA3lHDRlZRQUfmaD7G/evIlbt27hhRdecEZ0oNvb66sbY+gs0Pr6mfXVbbLcQkgVx9d2ZZm6+UC3ErJfarWaAzQNmqe6nk6nUa1W3THDHBNeR5Bl0UlMUOQiYDUFzZXA+mr9Op3DzFOrq6sYHR3FlStXMDk5iXq9jkql4oL39YgKPp/2Vqrymp/BB1qUdS4WJ538LHZDQRzZiGKA/E3TC00dGoZGbYK/rUxZ0PQBJ6+hVkXZJ0EgW+diR81HF3eSEG3zSYuCvDLZqPKJB0878I8qTEC37VQFRgOJ7X53Xke1jj+2jvY9cd9HCbPWS9Ubm9yBqnKn00G5XMa3vvUtXLx4EaOjoxgdHXVe4Ch1jzkaa7VaFwv01dUXecD8ozQx6Fk2yjYUQFQFZh+q6YUZ6hm2RWcLcLhNlEdG02aptjK+l6YD/k9gZz8QeIMgcA4LOgmoabB+ejQ1baBLS0vOIdZut7GysoK1tTVUKhWE4aE9jsdeEwipxpfLZVSrVdffFjx95iPuqoqLmY0a39u3b6NarTo2FqexKVhaYsB5QQcbTRMszDBPezRt3z61V00U1kRk2SnlvtlsOgdjoVBwmglwtHju7e05m7qeSHBSzKDMUiZ6mTo+8eAJHFcHfZ/bYhtNoSQj09Veg9qpKlBoyP44OdRexTrYoHifesL/fd8p2Ci4K1NTMKUNslaroVAo4ObNm/iTP/kT/Mqv/IoLs4gb9Lt37+Ltt992QfecXAQPK/T6P5kTwVJ322i/UVXXPiXoKfNmqVar6HQ67tRTetfDMHSB0Ovr6y4PKsdCNxS0Wi133hH7jj+0I7OOfB8TbQBHZ65zUdH2ExgWFxexvr7ubKKcrIlEAvV63dWL9/Ea7gLyTW4dc42fXVpawttvv42vfOUrfds9wzDErVu38Oabb6JcLneldPOBmb3XyqYuMD67oxbdPnnSBdlXB5qvOJY7OzsuxyfJQafTcX3L9kZF4vQLohqiFldOBXhq6cXqfNcr4+SPvUYF3hq8yZh4ndZB1W8yUl1hfazT1xa10SmQqhBYB1a9Xndn0H/7299GsVjEV77ylWMp4/TdCwsL+IM/+AMHnqoCsw8UuO1E4vt154VGAPBzTVTCe2xiXhaaLghuTGRM1Y2nntIzr4sYFzd6wOnR1/uZwJc26yAIXJIQngaqyX4ZvK9qIdVKbjlkmzQgHwDK5fIxT3+j0XC7kKKAg/WiDbhSqeDBgwf41re+hTNnzuDpp5/uaYcLw8NjTv7wD/8Qt2/fPpYPsxfZsECjanvUu5XVqvz7TFoqw/Y64Dio6qJLMGXOXDVzUF2n0+okarvigybY8TFnW04deGqJsznaol5MG37E7xW0VJXiu4Lg6LA0slG1WUZleGcdfTbXuAlhBV7VCqruDJxvNBr4d//u36FWq+Gll17C2NiYs4uG4eGhc/fu3cO3vvUt/MVf/AUWFxed8Z1tVfbJz2gDZB/5Fi+rglEIWehssCYITiROAoJTs9nsChni5OdzfZOZNjEeXdJsNt34cLFhHXVxJKtn2zQCw2oKNjRGFzZdRPf29pyNk+PY6XS6jiomSPJZVj739w9PI33jjTcQBAF+7dd+DU8//bSXDYXh4Qmjt27dwje/+U18//vfd7t1fBmFbInS5vRvXUh85EK3gvpUdd8zdTx0ztj3hmHoNCSeWMqxU7C0DPskAKoRFdx6m0gksLS0FHnfqQTPflV3vV6ZJz/z3av7pnVy7+3tYWDg8CTJQqHgAJirIxMy2NiwqPcocEat1Fa1o9DSsK5qI1lGo9HAm2++6bLw0BO5ubmJtbU1dxQvhdDnUOCEViaqwffKUlnUvKHfEYjUyaXB7ZZtKIDr/1y4+JnvXl5nIyMs0KqTQb3cHG+2xYar6ULiMz2omYVxjAR8giXvUUcggZ+2XrKf/f19bG1t4fvf/z7K5TJ+9md/Fk8//TRKpZJz1lWrVSwtLeHGjRt4//33cf/+fWeH9WV871V8YMe+2t3ddWPIPrHsz4K1z46qY9IL7JRhcmFSAmTHxCfL+tsnL5S3TCbjDj5kiXK6AqcUPB/FjqHgaQdTi3q1ud88DEO3PS+TybhzeSjoDGEBgFqtdkzl9bFO/dw32Pzbp/ZTmAkUGp7R6XSwtLTk0tORwdVqNWxvb7uQEh8AWeM9QYQCxJ00Kvj8m+0lgFoPPNmnZQc+ALJMmPYnO2l9dY4yOdjJqvW3k1rNEPTg23erN9/WgX/7YoWV2fI7ypHa4jWSoFar4e2338b6+jpmZmbc+fWdzmGI0Pb2NlZXV13yFE1UErehxMq/DziVTbdarWNxw1womPLQxt6y9HLg+OZKVJ2jNKCTAKd9JsGTDjE1R0SVUwWeCkAnoeVAdMCuNWzrxKOqyF0rVD3VU8vEG1S1dKW3k0vrzvdZxqnApZ+zRDE1AG4XEne1AEcqFRkRA7s5+XwMQd+rYUkMptc+VI+nOoms9x2AC7LWSR2nUiogahtYrONP7/Exafu9ygOZDAFPTzQlcNfrdXfcrm/nSRxzUpVX363qum2Xmi1omllZWXEp6qhVcOeUgiY1INUstE4+bcfKo/7N+FXaiXVB5YYNmkC44ChrjGOXUf1mQd/OewuyvrHvpyixoiYA4Fgkii2nBjxPqqrbQlC07FNtnSrYFDoVcA3JoYCk02l32Fin03EJIDSTTa96+X5TjYxjqmp/4ucEO91ayOw8asvzFZ96yz7i+xkOpLZXmi60DT52qJ75qPhSbYt+RxVNVWu9Xlkdv/exWjuxfMCRSqUwOTnptr4mk0k0m01sbW2h0zkMD/MtPAp6fJbKm+13y06VsRPIgaP93rSr82dwcNCZiuyPz/6n749TR7VflcnTZr2zs+PuV0cpNzNolAUdiNZcY+39UeMUN1aWmMTd009RGaMf468F84xiaf3eSwGwwu0DIgtSvJcCpPczgQM7npnc1bPrY1f9tEfr4fvM3qcLAVN70X6mgKaMzgoxcBxE1ZbFH056nVi0hVq2w4nGMCMbysJ3ap9YwFFg0VNJ+RzdF897rWPQPs+2k0CXzWYxOzuLq1evolKpoFarOXMMdxhxEVE1mzZLLqy6oPhMRtoHrCcXJI6X2psJRI1Gw2k/lDuqz/zbx9psu6MWUmX02sfaXqtNMRsRoxz0OdxIEKW6c07a8YmaF3EEQEuva3QusR+Bo40NaoLwlVMBnr4Vp597LECq08M6hKyQ6XO0Y7UkEgkUi0WcP38eq6urx2w+WncdJKsy9WqPBRZlp3qNOrColjO4n+DDiaXOEp3U2gcK0my/shG78KgTzbabz+C7+b3duWUnjG07x0LDSTTDjp18tm29+jsIAmcvzufzqNVq2NzcdFn8gUNtQ/M8Us3P5XJdKi3DnvhcjWzQBUY3XagdWduvY6gLGK+1fesDSSvnUWxPx9inQagccB4xbSCL7oNnYhKbzMVqTbbeKgda4sbvpMRK62J9B3FJQYBTAp79Aqa9BzgOuBQuG/NJ9sB7FKC4qpPxsINpCw2CwGWyps1J621trFFAzXf72sG66DN9tqv9/X3vMa9hGDpbmDJom1XK9h2fSbDV68jk1bHmm6S2T+13+lwfY2I91bGiz4wyuegY2P70jQH7dW9vD+vr63jrrbews7ODer3uTDbWkaVeWkY3cJwpT9VqtasOWl8fG9Y66T5u1Y60/xXoKCMEam2bgrCVM1sP1cL0t+0rjo+aYyhbusGDdnPfXI5aOPspPlIRdZ0WvYf9xogBninWq5wK8ASOr3pa4gDHXmNXOR/D8YEH9y5rDkrawpaWltzZOnTI8JlxKnGcYLJYJuJjJvoujTNkIfgxiJiC0W63u2xUOulpN6XjQZmfbQ/7RRcmZRU6ydg+Xbz4vaqg2g/MfEQnidrZeJ06SXx9bcEgSoY6ncMTObe2thzY0HHA+lFlp325UCh0BeUrSBHEqML7NB5lyMq+FPAss7Z9q22k6cASBJIAtYHHgaL9zLcIsVhTjDr3dD7wt2W4/FzlRq+NK3Ye9QO+vj7mBgiV1bhyasATiAZF3+e9nqMTF+iON1NWwY5lRm4m2aUjZmlpCZ3OYQ5Lsk87+ftVPXxsLa7t2hbaGwmgdChwwumpnAokXBz4HDIvOigY30rQshEEfB//Z+C9hvtQdSPA0ZxgFwEbFsVxoD2NWZk0to+JlNPptMtyFDV5fJ8r++Xf7XbbHT3Cra7qjWXEAdvGkDAFf8oN38HrCZI+YLeaCvuBz9JttL5oDC58TN6hY8T4TKYt5P78KEDmZxbUbV/qoqPhZHyGtb9qG7Utyna1LlHgHjdX+il2ceC4MsUjtwfHYcupAM844AD6Y576nQKFqn4sViVh5zLVGBkbVylNiKDgpMWnsvpUjn4WAhU6td/q/wRQAF2sxSfIygx0slD9UvYT1R71vmp8JB1qPGNmd3fX1ZPv0L62KjxZMGPvCJysG3AUj0kgt9sR7TN9MqFtocOt0+mgVCq5SUTVjmBEZunb9WTNGJrizgcSXKR8iznHT8HY1pv9l8vlcPXqVYRh6Pqb7WJd9WgUa+Lg83xzSueLygG96kwQws/V0aX18Glfvs8tkPOauPo+ClFREsHS6XR6JmT50OAZBMEAgB8AWAzD8JeCIBgF8K8AzAKYA/B3wzDcfnjt7wD4DQAHAP5BGIZ/3MfzYz/vBZTaSVZ9BI7bd3wrm11FOYH0OVHgos+Na5evHVYts99Z1Rc4fl64Ohi0LpZl+wSb3ymztG1T4eOEYVINAmij0XDH4VqbLO9T4NTjKxKJoww3Pi8y72G+UBtiov2iE8w3PlQ9CSw8DoRJKPgOsnANB+O7CfJ8LoHPx6IsINls71o/dcppnVWmU6kUSqWSO1OJ+705hjR9ZDIZt09cM+FH9Y3WyccE2Re08eq2YMaHqunHPiduQdO/o8A3jnX2y0jZx2T3jF9V85AtHwXz/B8A3ABQePj/bwP4VhiGvxcEwW8//P+3giC4BuDXATwN4CyAbwZB8EQYhtG1Q7eQsPiAJ6qTfGAQtWL5VBE7sHpNVOiF739bJ8sa7D39MFBrl6EgWw9zlHMiSvAUcOznvnZq/TWcieot66AOjih1cGhoyE123WJJ1qmqq+2nZDLZlRCa7/WF2ti+4GcaiQAcHV5Gu6Y6goaGhty54cPDwy4dnYI860w7ue1HC+rWVqxjpfJr5ZoMfWBgAPfu3XMB8wQtZb82E7wd9yh58C3klDnmJOh0Os45BByZHWj6sbLYC9yiWKf2i73O1r0XuOo1rJ/1vvvKhwLPIAhmAPxNAL8L4P/88OOvAfjyw7//KYBvA/ith5//yzAM2wDuBUHwAYDPA3jlEd/tBRsLtPZ7/k01jPew2NXNqpU+obaTsFddWCzInaQoA1F1TjcCRK3QPnahhSzMtkHbbxc1go7P/KHvZL/7xo4s09pl2+32sTyrGilgFx+fQ0ZLFAiwHfo9bbi02/IaAC7KoF6vI5fLoVQqdTFfZS8EXTWr8L1xnnctPk1DNRDNRaqp71jIAvm9mmssQEfNLVt0wWGUycHBgXNa8Wwoml40GkX7oFfxyetJgLefotdHaQtaPizz/H8C+L8ByMtnU2EYLj+szHIQBJMPPz8H4Hty3cLDz46VIAh+E8Bv9np5VLC1/n5Yj66/fYLZaxW0AsRV1Pf8Xs+LYk5RgxXFvC2j4m9O1KjQEFtX/TuO4bMeDOXQM2vUrhqn4gNw20M1gQiBnydSaso7ZW+6kFGV1vRvWg8fM2F/RC1qvId9q8Ht6sTSsre3504hJXgyhwC3NBLY2G59j7Vlap8p+6fNUsOQbP9aueT3yg4BOPu9HecorS6O2VkZ45jo0Rm6QDLjVZSZy/4ft9BHfaZ171WiFvle9z4yeAZB8EsA1sIwfD0Igi/3c4vnM2/twjD8OoCvP3zPsWvi2GUc6/SBTi/A9E02DryP9fRTtD4+VuR7ns984Bto2wd2cvWKX1PWae2nnAS0QfIz3y4U3uMbD6rkmp6N7EsjAgiQwKEHnIe20bOrnm4CbNwxDL4Fy/e/skEu0GSQ6iBim/f29rC5uekynhOotB1so7abgOxz2vBv3chAm6WmROSZULq4+E6QZLsI8FSxbT/4ZN3H4G1fchzJNrlZwG7J5BZONSfEFd/86EV0ou7tda1t94+TeX4RwN8KguAXAaQBFIIg+OcAVoMgmH7IOqcBrD28fgHAebl/BkB0sjwpUSujjQlTQQO6V17rJOLEsMDDYtVeq676wDOOUdr2xKnzvMbHYn3AaGM/+ZnPZukzFUQBDZmMgmMQBI69WJYHHO83u6rzN8OhVA1VgNYsQ/zNs4B40JtmbSdw+sJvtN98i4sP7JW90XGlzNqCFx0vbIOOl5VHTa5iPfDaj5oLIJ1Oo1Qq4cyZMygUCu7Yi0qlgvX1dVSrVXc/7Z9q/mA/6UYONZ+ovPVjzrJ9SVnRsQHQxW65EFlw98lHFAO25SQAedLyY2OeYRj+DoDfAYCHzPP/GobhfxMEwf8dwN8D8HsPf/+Hh7f8RwD/IgiCf4xDh9HjAF7r93120HyTw6qqOuEti9J4Rd9AcVJbgI56v2/goyasBVxfG33PtGBtAda2IYoxWAbqa4suEPbzk/aFTy2iqm/BRRMeW9seAGezS6VSLjUgY24ZQ2rroO32td9er/cwekAXaNaXQdWaMMZXrJZA9krPfbvddomLeR37YWhoCIVCAWNjY7h48SI+85nP4MqVKygWi9jd3cX9+/fx+uuv491338X6+joajYYLo1InVafTcdn01dziW5h9c8deq9fzb4I2oynYXp1HBHG1V/tA2s7Nk4Lko4CqT17jyo8jzvP3APx+EAS/AeABgL/zsGI/CoLg9wG8B2AfwN8Pe3jatWhnRjElDkjUCmYZqnp/9RplBNqhdvtmnDpj62a/s/f5POe2ThZA+V2UoFgAtMAbB6JkULzfN8m0P21wdFTx9ZuCqB7fEcU+yOyy2SxKpRIAuDAfqsYaYqJjahdRu5D6+o+OH23v3t6eS9BhQ7lsP7B9tHdqGzOZDDKZDDqdw51NmrxmcHAQhUIB58+fx7Vr1/DVr34Vn/3sZzEyMtIVDfDMM8/gX//rf43vfve72NzcdCq5MmFrStCxt223sukDTr1PbdE6R33yoqq8710KXlYL4PX9FJ920c+9/QIn8BGBZxiG38ahVx1hGG4C+GrEdb+LQ8/8h3kXgGhvO69RdUEnCXCUGMQXisTC+zmh1dPJCWXVWd8Kyr99bIf3qXDFCRInjLbJZ3pQobOxgbavogQlinnqPb66+1hnr3fp9ToZ7XfA0diVSiU8//zzmJmZcSeB0kGh53fz/Tp+BCaOCbcrahu18BraPukE6ofp8n6tg/ZvGIYudyjPOFKGmsvlcOHCBfytv/W38PLLLx87hiOTyeCzn/0swjBEpVLBG2+8gXK57HKmUkbVqcf3+xinBTPbrigA8o0bZY82as7LODuvLT456lWXqOdE1btfGbXlVOww8hXbGRpHSEFRJmpBzqoElrJzgmlmGF5PO5fGIeoE963Q9j3KYqKKBSnLOu2z7DutycG2MYrNx9Xfp9bE1UHfz78toOm1XJiigDQIDnf3ZDIZ7OzsYGtrC0EQYGhoyDFRqtJqW2QgeyaT6XKI0VYKwF3v6wsbu2rHnNdq2+zCouFK+t3w8DAajUZXfCpV4EKhgBdffBEvvPBC5GmOg4ODePbZZ/HZz34Wc3NzTj0neOqOKzu2dh74ShRYRTE6JQnWkUiHlc4z+2y76ES9v1826dMo+iEQvcqpAU9fY22nWg+eru4WAOIGjsDJjN3pdLrr+AHugeUeYQ1Mt+/xPV+/jwIwH+v09YE6rvTZyrp8DoB+i4+JWKZrr4sTVgswzFSldVY13ifoTFpy584dLC4uOtU3DEM3btVqtSs5h2Y+YoxjNpt11/gC8O2iF9V+y7p1XFQz4Pd0mNC2qxnLCaxDQ0PI5XKYmJjA1atXkc1mAcCFc9G7zmTN2WwWly5dQj6f71robQxplPbQS0biPucPWSW3y9K8wXlJts7/dYuu7U/+2B0+cbLYb3lUsLTlEw+eFuSiWIwVDAskvuLrdA7q0NAQ8vm8O4ZBD+XSg7ooHBbIfQPkm3S+dun1wBFDU6GyC4MVKn2P/T6KLdm+iRIyCzCWifnYMf9WFVaz/3Biab1tlnX9zYz9/OHBYBqyw3cPDg660Bn1MtOOyfAZPeY2qt3A8SgP3xjo9Tpme3t7SKfTzmxAjznzfmoUAUFdg+5XV1fdufIDAwMoFos4c+YMBgcHMTw83JVNK66wbtZea8eu32epbZjPoX2T80OdehxfX/5bXTjj6vIowHmS0gtkP/HgyRLH3uLu6dUBOun5bIIns4brxKDqxMHlud82gNqnYvh+x/3NYh0pBBRrP7IruH3/owpa1L2+BcPn6LHXB0HgPMnqfeUE43VUcfXMoyAIHOhpkD0Ds9UpEoZHYTs8CliTixwcHLg62Az3/cTDsi1R3/tMAKw77YDq4KKnmltU0+k09vf3cevWLXz+859Hs9l0RwrTfMAjMaamplCr1bxe/yhQ1+KTQZ95Im4R5g4m/m0zTSlwaugX79c+07CwOLn9qAHU9kMcfpwK8PQBQdQ1cYwvirXqZ6q26yl66jjipCVz0lhInxrXT/0tU2RJJBLOxsfUa1yxuWOE4Sc25jLuufzO9otPfYoSTqtiERSB7j3llpmp40YFlL9Vfabqxh8CqjJW9SbzQDQbakN1vtFouM81cTHr5ZswUf3J/60GpN/7+pt5UvV9mrmJ7SQI3b9/H3Nzc8jn86jX66jVao5pdzodZ364c+dO11ntJyk+oqEqva9d9np1omn6PU0hqP3cz4LcT+nFlh9FTe/nnk88eCqF1x+d2D62Y0ONfCuKThr7Tk3wy7K/v+9snxRuvcc+H/CzM99v+36WwcFB5HI5jI6OIpfLOdse1bl0Oo1KpeLu0/7g/8pOtT4KMLzWN+midqvo34lEomv/Nz3Y+j4FWTISMj/tZwKIZifSHx4zogsa2U29XnehOjoGus+cwK3qMfua79fYRlv/uBjRqKLgxOeyzWpPZ78kEgkX/7m6uopXXnkFX/ziF7sAieO8t7eH73//+3jrrbdQLpePJYS2i3k/dVQiYecdcPwAPn2P9fBr32n9o7TJuAWoHyb6YcpJ7j8V4JlKpY5tA7QqIHBc1dIJYAHABxxWuG3hwFIALEBY26zuHullQrBgGwRBF3COjo66w+WompL1Uu0jkFD9ozraarVQrVadc8vWV+usddC6qf2R4Kb9pNsWlY3FCTr7Tk0hmUzGBab7bMmWlfN8HO7yYUJkzapEB59mgPfl4dSEwWT2ypriGGac+m6/1+f4nkmZ2d/fR7VaxfLyMt544w3kcjlcuXIFpVIJjUYD2WwW+Xwe8/Pz+Mu//EvcuXPHJfP1aQX9qLj2+6jFNE6WrSoep/1ElZPMlQ/7vEctn3jwZDJdzT1oA78ZQwb4V0/dzcJrLMBpCcMQOzs7yOVybg+zDbAm86OaooCkdrNek8tX2KZ0Oo1iseiyWmu6NaqiPHiMNqZcLuecXGEYIpPJYGBgAKurq1hYWHBeaG2rBSRl5LprRNVkHnHrU/vtpLHv0AWQ9WaaNNrJBgcH0Wg0jvUvmRbBpdFodKm7au/k51SRNRkw/1YHTS6XQyKRQKVSwcbGhjt7yNcm1p918i04ccxK+00THWsQeRge2kjX19cdmD948AATExPI5XKo1Wp488038f7772N5eRnA4eF0miDFyr6tm8qnbx5oiTJrxPWFT6W2MuOrj+3Lft4Vd1+v+Wff3w8wf+LBMwgCjIyMIJlMYmtr61iigSAIupw1OrjKJPW3ligWxqw46m2nIX93dxf1eh3VavVYWi9fcL7WRdsVNek08S7Zpgb1E1w7nY5zhihDHRgYcHuYAbhclJog18eG+W5NaMGog6GhIfd+Ah5VaC5o2s9kjZbF28WNTF5VcLJROkx88X6q3mpf+8BNdwjRXk2GnsvlMDY2hpmZGUxMTCCdTqNcLmN5eRnvv/++C8BXs4cdtyiG7VtYfCFBms5Nr+F3rH+z2cTCwoI7koQllUphZGQEpVIJrVbL7XfnOUw+8uAzH/lYsMqGL8hfn6FzMgrwokDJB3Ta3z5Q61ebiyIwUWDuu9ZXTgV4cpuanh/uG9yozuqVPs4ONidmrVZDInF4tAFwdJxAq9VCrVbrSusV9Wxf/Xx1VKEj46PnVb3KOtBsVzKZRD6fx4ULFzA0NIStrS0XvsNJOTw8jEKhgK2tra6wIGu+UHYxMDDgYl25SAFHR+2qI0edPFxELPvUYpkoJ6VurYwKotcS5RixC2cQBF1Z04MgQD6fx8WLF3Ht2jWcOXPGtXt6ehrnz5/H2NgY/vIv/xIffPCBW3Di2Ew/bMU3+WlaANBlw6VZg2YMHmWcSqWQz+cxNjbmNBOmCdzd3UUul3OLHcdHx8aOe9TOJ62vyobWParvfX0Tx3btPfxcZV/rx7Hw9blvTunntk7aL746RJVPPHiS3dCDZzvCdr7+WJZGYbJF79FJuru7i2q1it3dXecNZSJZTbCgz/HVn99RQKPqaOsDdJ+Fo44M9gevHxsbw8TEBMIwRL1e77KF8mRPZV6+PgCO7JCsE7OC8zMCNtmn1sfHxnxg4fucz2TUgE5qy0R8fRyn7vH5qh6n02lcvnwZn/nMZzAxMeFMQ7VazbX7woULWF5exvLysrOX+hiKb6GM6mMrL2yT7o5TWdSQK44Jd1KNjo46EwTBk+ent9tt16ZWq3VMvpWBa6hWGB5tGIjKD8AS59H39UtU21kPbbOdyz7GbwE0iojEgblPpvR9ceVUgKemQPMNiE427TiyN4Yc0bEQNQkV3FjIClQFtNvdolRzC+y2fpwMuv1TYzYV8Pk+9UDTEbK/v+9Uznq93uVJ1vrb/fgsPpVID5bT/rHqn6+9/DsO6LRvOIbWwx2nZvmeq+2Jmqg0RUxPT+OJJ57A2NiYczTxfY1Gw5lqSqUScrmcOxBOx9P3Hl+/sn6aiMber0zZ3qesiD6AXC7Xla2dtm2+g84kai6qNbCo3ZwyeHBw4DYe6Bk+NoIjqp+tbMTJAX/rc3xjbwHWN+Z2XDQcznefLkz9zGVfORXgyYBgm4hBB8rulEilUl1C1m63UavVUKlUXAKGKK86Oz+TybhtcfYsFjJFtcmpcNlB4ABqBvWBgQEMDw+jWCw6oVaQp1OKk0SBk84SOra424kTzC4g7D9fUgato7YxCALvDhDAf+yGfn+S8Q3DQ8eICrqNVGBd4wBbr/GxFbY1nU5jZmYGk5OT7mhhjunw8HBXED1jaxU8bPiOjrPKpP0sbnG199jP+T+BjgsjoxsI+EFwaOYaHx9HIpHA0tJSV1/o39yVxAWCGxLq9bo7GVbNFVGLZtzYxrVXx8uOkQVXrTft7cpSea/az30ZuogVSkzI+KOYaFT5xIMncOSN1ES3UUI2ODiIUqmExx57zOU15IrMHRpra2vOmWLVJHY+90InEgkXdK3OIK70jUbDeX918KwHVZkcwYme8VKphMHBQWdTpa2SKc8IrPxNAed3PA2RmdYPDg5csDTV6yAIUKvVjjnPFDhV6NgfDNeh6YP9bBl5HCPQ4mMmbNPAwIDLDE+Nw9az1zt8wKn30lFUKpXcXndd1BhHS/siT/xUzYH18bEunXz6bhvVYUHBV3cFLNYxm812MfT9/f2uRCAE2KmpKYyPj3dFoui4M1FKqVTC+Pi4O7GU/UCALpfLXQH9HHs7nr6x9Y1zVLELpO8+fbevf1R+6WxNp9NdRIfkhHPMRxB8bfKVTzx4hmHomJieawPgmGDx/6eeegr/8B/+Q9y4cQPf/OY33a4S2i339/exsbHhAJSDQgGnk4hJJKIYFk9TpBBT6PWMGg4q4y75PT3kuVzOGfyZG1IdKJVKBdVq1anjANzgE9RqtRrW19e7EpkUCgU3IQi2dHBZwaTQMQEKwZPC1mg0XKQBx0OzkfsAJU6N1j7U/ueuGf7vWyh9z7DXxN3DZ+sBaGrOIcvkIrS8vOxYmIJDHOO077MAalmp7Qd+r3KgmotqWlwodWfR4OCgi6zgeUHKriiPmUwGhULBJSehvZkOwZGRERdrynFWhqbFtxD4AIltsDLQq+983yuAUoY5r0ZGRjA2NoaRkRG3xXpnZweVSsXlEmAoHEtcEhJf+cSDJxmjzZ2pv/k3V51MJoNisYhiseh2nQBwacsmJye7hEUHmoJFQfHZBynIqVQKw8PDjoHxGRwEqgxq1+RkYA5HgjTfyXR3qr42m82ucCy7MjcaDSwtLSGTyWBsbMy1NZPJYG9vDxsbG9jc3HR7n7Uf9egEZUdqXtA+JMgROFkHqx7zc/1eP/ONI510TGwcl6Qj6n29QJPytLS0hLm5OczOzjrtgovp4OAgdnZ2cP/+fSwsLLj92lYefHXwMdKookzKLjoWdCkLfCY1GT1wTtknt+5y7qjM0JSTzWa7gFY1Jcomt7vSZOaLWullalAS4Quwt4Dcq8/0XXweF38eVTI7O4srV67g8uXLyOVyTvOan5/HvXv3cPfuXayvr6NWq3Wp6ydR3T/x4EnVEehe3SyQ6Iq+ubmJf/SP/hHq9TpWVlacwymTyTg1udlsOiamqgwBGDgKoeGP/k8gpD2SddVCFZ0qhD57YGAAk5OTbl+yDfsB0OVE0gmg7U8kEu70RoIf65NIJNBoNLC4uIj19fVjzJP15/ZACwx6Fg1B3Ya+RDGuKKZmi17j25PNe6192oJUnLArIHEhWFhYcLu2hoeHARwuepVKBc1mEysrK3jw4AE2Njac/dmqd7YNUX9bFVPH0AcYPgbHuhPgKKua+Jmyk0gk0Gq1sL29fSymV4E4lUq5RUMzzDNSgyyO5yHZWFdfv0dpHiqvtvhsyL36VeWPBKBQKGBmZgbXr1/HCy+8gCeffBIXLlxwGmSlUsHVq1extLSEH/zgB3jjjTcwPz/fhQHqsO1VPvHgCfhXY6AbTFVA9vb2cPPmTcfYVP0hWywWi064qKqQbakh2XrtlEmqg0VVdt13TScE1WkCW7vdRi6XQz6fR7PZdMke7ERXgbXmAwIn28hwn0KhgCA4dBBVKhVsbW2h2Wx2sUXer4lNdIKz0Gam56nb2EsfcKoZRVVwa7Oy96vjz7c4Wpnw/R0HSmS36+vreOedd1AulzE2NuYcbltbW9ja2sLq6iqq1aqLZrDbUXUC+95jFzjNpG7v9d1v+4iB9PV6HcPDw24R4xgqKAZB0JVARPtPbd7UIlR+NPQskUigWCx2ma98i7ddyOxYcG7ZsfIRIZ3Hvr6xn7FvM5kMJicn8cILL+BrX/sannzySeTzeQwODrrtyRsbG0gmk3jsscecP4OsWxdGNVHElVMBniy+Vc9OMAIK7Vh6HXDY6fQycrujOnQ46bnyMj+i2jSZrk5tJGQCZKJkm8PDwxgZGcH4+DhKpRKy2axjx7Ql0har4SEKhlEMW51YvHZ3d9cdgavGcd1cwH6yTBs4chzZUCVm+rGgp8/W/tVUfhrDybracfWpcpax2Xv0d5zM2GfQjru0tIStrS239RWAO5aXC69dcHxAoRNZwZX9x2dThqwa63Mm2eer7Zo2cr6X2g1w5Ewsl8tdrNM+myxVk5JYh+bo6CgmJyextLSEcrl87FkExChtQZ9Lh6M6XflbQVTvteFRPmbK/i0UCrh06RK++tWv4oUXXnBz+ODgAI1Gwy2Enc7hppJz587h5ZdfxtzcHLa3t7siedjfUbLHcmrA0ycANubQxkKyKL2nl5sqKW2NQLdtqdPpuKMRCJbsXFXrNX5OvXzcATI9PY3Lly/jiSeewPnz511YUrlcxvvvv49Go4GtrS2sr6931YMZdaLCqewiwslAe6H2UVRYFoFOzwEHjmxiTJTBNpOlMnYWgNs2yInKPiZAczHj86NCm6xKy2t9NrJ+gdOOv7Ibgj5DfDSjkk1I4pu4vmIXJfZrJpPpctywTWSM2mcEGBtLzDFstVool8tOE6CDi+NBdd3aOrWfCQ7tdtvlTVD5YN07nQ62t7cdM9N+8ZkWbH8BRxEiPkeTDxztWOv3+l6d0wTPxx57DM8884zbJKC2XY4BAORyOYyPj2NnZwczMzO4ffu2S5oDdDuOTj14RoEHf2uHUi1j3Jo6b/S4WgqWtfepat5ut1GtVp1TR21MDJ0iu+Xz6ayanJzEpUuX8Pzzz+PFF1/ExMREl5dxfHwcs7OzaDQaKJfLeOedd3Djxg03eejQ0hAo/u0TWlWNo/pOBVSFXHcKBUHg2qqef0YgZDIZ9zw6mcrlMra2trr2vPNefZeGcVkA1JXegoYKcD8gpkXvVXODmkAoM1ofO6EJXsqYfPY7gmKhUECpVEI+n3eqP+ONyfgKhYLrax5H0ukcHhHM6Ag9ooNywZwKZKBkdVTVybAIeKoKKxgxRphHeXBBISDV63U8ePDAvc/Kmy6EUUBqx1MLZYJ96WOdahZQgsS+Zl3z+TxmZmZQKBQAoCujPv0LXKAmJyeRz+cxOjqKkZER5zhT7dI66XzlEw+eUSsSvwO6JwjZF5kTJypXoIGBAdRqNWxtbTmvtk4iDihTo1F9o5Aqy1PAJevkqnb58mW8/PLLePnll93eeFu4W6RYLGJsbAyZTAbr6+uYn593NiZODFW31B7D76wn1KpAvj49ODjKjkQb7tDQECYmJty2Tr6DGZ704LuDgwN3vU50HzhqUQZoGaf+7Rv7qOfGMQQW2gjtJPSdnKlAbvtO0/PpxAeOGHoul8OZM2dw5swZNBoNjI6OYm9vD6urq+h0OhgbG8PTTz+NM2fOYHt727FhOvlWVlYwPz/vTsKkCsoJzq3DnOTqMNLxVeBSkkHtplKpIJ/P49y5c9jZ2cH29rZ7ZrVaxebm5jFHo28coti5ahu68PjGl2DIuctsXpwDGrLo0/i4WcSWIAicySwMQwesNNuRVFEeFURPPfO0ti87SCosDNFotVoYHR1FEBwdIsUdFK1WC1tbW102OA1q5wSh8BEYdBWiAGpqMwLM2bNn8eyzz+Kll16KBE5bcrkcXnrpJWdno61S20cVTxkFJ4eqGrZ/LABwsu3vHx6bQIHh4sAQLi5EADAxMeGYt+6QSiQSyOfzKBaLXX3Kevjq5Ps7amztc3z/+4rKjIbIRLF2fa5vkqv82b8VwNLpNM6dO4ef/MmfxJe//GUUi0VkMhk0Gg1897vfxXvvvYd6vY7Z2Vn8jb/xN3D9+nW88soruHv3Lvb39zE1NYVCoYD19XW8+uqruHHjhsuORCBSs5S2izLMutkFlTKktsdGo4GNjQ3kcjn3bG7RrFQqznbaa0GOKmp6sQBuxwuAm0eUKe4A47xlrCZJjb6HG1Y045Q+357vVK1WUa1WnQ8EgNvKrQ7jqPKJB08LnNZ2BXSHs9BgThsiY7wAOLtGvV7H5uYm2u12F2D4nscVV1c6rpBqd9Gg4/Pnz+P69evI5/Mnamsul8NXvvIV7O3toVwuu4QOZDMETN1zrP2gRQWV/9tC5slVfXBwsMvRxhW4WCxieHgYnU7HObcsw9rZ2XG5QlU1t3ZZrbfvt9b/UYpOSlXraK9Vm6bPJqh9F1cPjU6gx5v2zWeeeQa/8iu/gpdffrkLyJjq7ty5c/iJn/gJPP30007GGBFRqVQwMzOD2dlZl4rxhz/8YZfNUZ0uKrOqhai6rG1S2VbSUC6Xu2z51DD0UD6rEUT1ue0zH4DyWv2h42t8fNx5+ck6aUemqWJ9fd3FHnOX1cLCAlZWVjA8PBwLesChtjE/P492u42xsTGk02mXGEbjWk81eALHt/5ZZsDPOTHa7bY7jiCfz3fZ8Lhy2Z1Dvl1ENr6S76PthHXQ9HGlUgmzs7OYnp5+pLamUilcv34dP/zhD7G5ueliPQE4plipVLx7zm09fcLuA1Rl7a1Wyy0M9GTSqUAWz1jCdDqNp59+Gn/7b/9t/MEf/AHu37/flclc66amjignmNbpwxQLasPDw04DYDC5srU4ALcgGiWLjLAolUp46qmnMD4+7rK9czFpt9s4c+YMPv/5z+PKlSvY2dlBuVx258zXarWurZZXr17Fc889h4WFBXeNMksFwrg+jFOlORbUMBSA9be+L2qMfKzSsncdH9u33DY7Pj7udrQxvpgmIZrUSqWSA/fd3V3UajXcvn0bf/VXf4VEIoELFy44J6AtYRg6p9pjjz2GJ554Au12GxsbGy6L1tbWltPKosqpAE8tUY1RgdAsQo1Gw3k1yTAty7TbKRVMbEC4BstbISITO3v2bFcIyElLqVTCyMgIisUiALjVn0KTz+extLSEarXq1GQbAsJ6RgGCqqw6CTV8RoUvDEOXpafVajkH0uXLl3HhwgVMTk46lceqU7oBwAL+R1F0UupnjJRgn9XrdVd3epOtEy6qbvzf57jTiAJuhlhaWsLy8jImJycxMzODVCqFs2fPYmRkBF/4whcQhiG+973v4e7du5ibm3OaBoF2cHAQZ86cwYsvvoi7d+92bRPVsbWLpva7bYfvb1WXAXTJfL/Aqe+2TE0B0jI5K3PZbBajo6PON8HtpXS48d20iTJcMAxDt/HhlVdewcHBAT7/+c/jscce69pWzPexn69fv+6SjYdhiGq1irm5Obz55pv44Q9/iPn5+dMPnlFOBRYFBBUqsh2qv8DxkAnGL+qg+ia7dQzY37RHcl/5hy3j4+OYnp52AsTEGcPDwxgbG3MrrvaLDTfRGFAf47Qgqn1INYtsl8khxsbGXEKSdDqNu3fv4p/8k3+CH/zgBy6Rh3p4oxhMP8UCgq9Y4LS2TqrTCjBqdrA5WX110N/qJNSFloC2t7eHzc1Ntx12cXERlUoFjz/+OIrFImZmZjA0NORUxK2tLdRqtS4bNxnX+Pg4Pve5z+HmzZv49re/7Wzs1hFk62br7usvFo1t1sgO2rXjtsjqM5VJav9Yhq9OWR0PEg+GXpHoMLrFalqag5Ryur29jbt37+Lg4AArKyuYnZ3F2bNnu+Yjt2+Oj48fa0c6ncbExASuXr2Kxx9/HN/4xjfw3e9+N7LdpwI8gWhHQtSEtPYfex+LqqE+Qzvgj0G0hff43nfScnBwgImJCRdQz+cDhyyUcaS+bXNaNPwjyi6qf9tJQIdRrVZzZ0hRfQ/Dw8xDGxsbWFtbw/z8fNcuJnVK+MYpakJaZtwPgLJYAOXftO2qrTqRSHQx5DjmGSVbygLZ3nq9jhs3bqBUKrn4zeXlZWxubmJoaAgXLlxwdSKzJ5jbRNRU+fU7X3+etK90wQeO8kdoP7KfCHz9FAue+gy+h+/nPNEsTplMpmtcLIHxtZPmMrJQ7l+v1Wq4e/euy5Q1MjKCy5cv46tf/apLMxnVhkKhgJ/6qZ9CsVjEP/tn/yzy2lMBnr2A037O33Y1jCtqS9L7WaLsiBQEesmZyuxRSxiG7swc4EgI1bTA+mgICH98DoQoINBFwaquFG464JaXlxEEgXOy0clULpexuLjoko7YBSbqb18/RwFrL1Cw46zvUYDUnTjWWdQPeFpQ18VJt0/euXMHlUoFU1NTGB0dxb179xCGIX7iJ37CeXyz2aw7yI3Z33XLZafTwcLCApLJJF599dVjYUj9lKix1v9t3KS9lmYE3zN877PMn31mTQ18HgFUNypQG9TnKuBrOBIPDmTdGNDfaDTcdmiaaH7yJ38SU1NTffXdwMAArl+/jpGRkchrPvHgGceaotQSH6Pq912+5/meY4GT5oFKpYLV1VU89dRTXQLQb9nY2MDt27extbXl4tc44TudjnMgaSC0CreyBSusUQDhs/kBR0yBu1b29vawvb3t6kOHB6MYdFtpHBjZ0i8Y2NJrXKlG03GjIEtvMp/TT311kbEmDwIpU7hxmyzHb2pqymXwAQ4Z0/nz510QOj/f2dlxC2a5XMYf//Ef48033+xKYhMH9idZgKIYnd7LulgA1RLnh1DSoddbgFXZtYuhfs+wQNotSRj0PDEN56MNemBgAOfOnTvRnEwkEi6EyVc+8eAJRAMlv7OgBsAr5P2WqBXWshQ1DRA8t7e3cevWLXc2zklKu93G66+/jrt37yKZTGJsbMwB0+DgoAtKZ4Czz7bIekaF4fhKHLNSuylVeDIEekJ1IYma3P2+96TFx6iUVbHOe3t7znHINGuWydkJHgegtg1aNHB7aGgIBweH2Zpu376NW7duuYV1bGwMly9fRrlcdu/kRB8ZGUGz2cRbb73lcs/2Y3+MK5ZhRo27skUFOasl2OfpM9Wbr2YwPku3sZKValwxbZ8EQt3ySg2PtlI6uaypjf/zlNQ4dT2qxC3Qpx48+b1vVfVNgJPYhOJWVAUtDTjf3t7GnTt38Prrr+Onf/qnu7YzxpVWq4Xvfve7eOONN1CpVHD+/Hl8+ctfxp07d/Dd737XTXj+tFqtLnBU4IoDsLj+8IGHTgaqpta5pn1yEsdQL9Dsparb59jryTz5m/XW3WE+x4uqrxZUfEXvoxeYcb/FYtFN7Lm5Ofzpn/4pSqUSzp075zL8VCoVtwOu2Wy6mN433ngDH3zwgXPE+YC+F5D7+iqq/lH3Wlu4fmcB2BIL+3yG9dGRR2ftwcGBO0eKYErAZP8xIoBzgMnENRF0VBvCMHTxyx9VOTXg2e81USz0o6qHBSzaorgalstlPHjwAK+88gp2dnZw/fp1XLhwIVJdCMPDEInXX38d3/ve9zA3N4e9vT2XFX5ychKjo6MADrPK37t3z+UotfVR4PSx515gGsW4rSfeXutTzXhNnLqoz+llT7PP1d9Rn2m/WKeHtfnZfooCGQsY+jzmNmBQPp0gZFS7u7t45513kEgk8IUvfAHT09MIw8NNCJcuXUKz2cTy8jLu3buHd999Fx988AEqlUrXkck+bULt3b7P1RkaxT5tvwDdWZYUPK2m4+sn2498DhOS66kF1BCazab7HoDb4KBjxP373NTBnAAKurw3CAJnttna2sLi4iIee+yxjwwPTgV4nkSti2Oh+jz9HceUokBZ1fUoxrO8vIz5+Xl87nOfw9WrVzE8POzCZnZ2dlyy5jt37uDOnTtYXFzExsaGC/T/5//8nyOZTKJcLmNnZwe1Wg1ra2vY3NzsSjWntkZb75OUKND19UMUm+F16smNUo3j3h9VfOzH1sk3Hr76+oAoql6+OvJeTlyyTqqc9PKzL2hn/bM/+zP86Ec/wsjIiIuaCIIAjUYD9+7dw9zcHDY2NlyEgy9G1tbLfq7qMRmeTyuJWvQIdrqHHziK4FCThy8yhX/zWYyB5WFzqVSqKwaT9nRubiG4EkC5g61er7u4Z2b+JzFhXTWBdxgeOmA3Njbw3nvv4bnnnot1AtkSxWaBDwmeQRCUAPy/ADwDIATwvwNwE8C/AjALYA7A3w3DcPvh9b8D4DcAHAD4B2EY/nEf7zgRK9HrfJNKV2FVR9QYH/VMa0dVj7QyUToQkskk3n77bdy7dw9XrlzB5OQkRkZG0Ol03G6cgYEBNJtNPHjwAJubm6hWq2g0GlhdXcXy8rLL+MJsOrR/kc30MxlOUuIA1NfH2o/827Jh3z2+4gPGuOuss8HKio5RL9Z90mKBnjGlNpFFtVrtymW5v7+PcrmMlZUVBEHQBVBkSdxNpDuy+rEl6/eUP5tykEDMKARralHA05wAdn5opIGvThY40+k0RkdHMTU1hWQy6c7AYijR8PAwwjDE6uqqOzFWTwlVeyjbyvv5fo00YfQMjykZHBzErVu38L3vfQ8//dM/3Zf9s9VqoVarRX7/YZnnPwHwn8Mw/F8FQZACkAXwPwL4VhiGvxcEwW8D+G0AvxUEwTUAvw7gaQBnAXwzCIInwjCMDSKzdPzDCLzPdhMER0f1WgZnJ4jvf1/IC+00HDTuF19YWEA6ncb+/j6WlpYQhocZXtrtNtbX17G9ve12DYVhiK2tLQfEnHzcusd3+2x2H7b0Uu36ud8yzUetmw9AdWJq0mYFUwIE1Vlbl7j68Bm2HT6NxraP4KnJW2irI2PjmUMEBR0/BVkdWyuTdlHSuth8oprVn/8zSY62Nar9Q0ND6HQ6XaYiHRuCv/YRn0HmmMvlXGiWRmcQxBmylUql3BzY29tzycL5m7ZRgi/nGE/KBY7s8LphIwgC3Lp1y6WkfPHFFzE2NuY1p4Xh4fbNP/3TP3WZxXzlkcEzCIICgJ8C8N8+fOEugN0gCL4G4MsPL/unAL4N4LcAfA3AvwzDsA3gXhAEHwD4PIBXerzHedg+jLdRV1MWK5j9qIw6YX3qP380eJ0exWq1irW1Nezu7rqtgkEQuNhQZjAHjnYI0eFhgTKKjUSxgEfpN586F8XgfBrCowCnT+2z3yuj4cRh4g8WLjT88W0k8LVHn2+TmNj2snAsOOE1XjEMD/eNc3ITVDW1mt3Jxmf2YvC+RUD7RTO96xhp/KWaFeyzbF4HPovv4cKk/a5jxroQPLlxQEmMkoBMJuOcZgAc6+T7GbkwODjoTgzVVH26eALdMb47OztYXV3F22+/jXq9jrt37+Lq1auYmZnB+Pi4A9VKpYJbt27hu9/9Ll5//XWXq8FXPgzzvAxgHcD/HATBcwBeB/A/AJgKw3D54WAsB0Ew+fD6cwC+J/cvPPzsWAmC4DcB/ObDv7uykJ8ECHxswQoBBdoyDU+djqn9YRi6VdzHSBkOUyqVumJBqQ5oRiOd5DyASwVBd+zEmRd89daJ2Uvt0z6K+r7X/Se5R4vPnGK/A7qdD0zQrN5bTmom26hWq13RCVF10/fGxapqP+piSbu0BRsCMbURHrditxzyemu7jqqH/U4dPAzL0jhgfq5tBeBCgfTZrIOGACkAWzJiQZHv0HFizKSe1AnARSbYY2HUtMB5wfcUi0Ukk0l3DhnBU+uk7DcIDrdwVioV3L17F+VyGbdu3UKpVHKyw9jc5eVlrK6uuljqqPJhwDMJ4AUA/30Yhq8GQfBPcKiiRxXfjPTOrDAMvw7g6wAwMDAQcnVT9f2kxa52qs7Je2Mnu67YlsFo9iOqC2Qiu7u7bmIzu46yTMtU1W5KwbF1jgLCXp/HAai2rRcLt6XXs+OKj236mKx+z91C3MLIxYmTL5lMugPAlLnr83xquP7dSx54HZ/PTRJkSZTZMAxdTCxzzepWTNWGNNzM1z9RbF4Bi7KoMmXZIK9VgLULloZz2RSMfIfmdOBzKcMsPDCRhyCqjCUShwlmpqensbu7i6WlJQdkNlZ0b2/PaRlBECCbzXblntUx41xlvbkFlRpJo9HA+vq6MwXwO8oRic6PCzwXACyEYfjqw///NQ7BczUIgumHrHMawJpcf17unwGwdJIXnnRC24nIwdLBVSGM6yiuaD4WQOaqwkPmo0KiRy0QXHUbpmU8qp7r+3yqpwKNb7LZa6PYTNT/tvjG4iRsOO7zqLboZE0mk8jlckgkEi4OkmPMycp0hIVCoeuERGvusP3VL3DqPZzcXBCHh4cxNDTUZU9nmA3lgkxK26p18anzvUwPlLMgCI4dXke5p5xapmaZpIIvF3ON02S6wpGRERQKha7MTDs7O2g0Gu7M+0QigenpaefpDsPQEYpSqYRisYhyueyu1fZoIZMlCaF5wo6b7U9lsayfbt1krCjHhCazOBl4ZPAMw3AlCIL5IAieDMPwJoCvAnjv4c/fA/B7D3//h4e3/EcA/yIIgn+MQ4fR4wBeO+E7+2Y3lrX4gMgKZBwjs6zTTnD93HozKZTKJjnZLbsEug+g0smun+nvXkDWT5+dlDXa5/dbrFrX61rfZwwLAuDyXyp4kjkMDAw4R8TQ0FBkfsaTmht8cqjOH5pi9KA8PdFVgUjtejqeuhec7/SxTp95Y3h4GEEQuJAeyzwJ3MCRKk8g0+frmV1aLy5cExMTmJ2dxWOPPYZz584hl8shDENnX7x58ybu3buHer3u2DcdP8x/ChzK+/z8vIsk0XdZpyAdUARPHQ8W69tg/bl4kH2qmYeLK/0TvObHAp4Py38P4H8JDj3tdwH8dwASAH4/CILfAPAAwN95WPEfBUHw+zgE130Afz/s4WnX0k+ohhYLcHq/FTheY4uPuepzfc/gAGlYBQsHh+BJbygHmuoE2axvwsS1X8NHtA/ifse1v98SpUL6PtNJoX0K+G25PqAguyQY6cKj2kGz2XT9rWebR7G4D1P4LAInbXC+71VVt1mDtB0+M1Vcfam5qJxZeeCPkgFVw9XLHwSBO+Sv0znMq8CUiBcvXsRLL72EL33pS7hy5Qry+bxjgFSDX3vtNXzjG9/AW2+9hXq9jvfeew8rKytOJVaPe6VS6TrdgeYWjjXjRLPZLLLZrGOGtt8ItBrXatuuJIf9oA7pRCLhnHk/NvAMw/BNAC96vvpqxPW/C+B3H+E9j+Rp15VcJ2gv4LQT3f4ft/JzwLgqqidSWScN6LpDQgOFqV6oAGhbotiSZaP2+igAPSnzjCuWCWj7ybasUR/oPgE0Dth5j+5ptosL+9rnSPioi9VufBqKL5bS3mu/p/rYCzD1/k6ng1qt5tiTz+RjQYTgxEVb60UA5WI/MjKCJ598Ej/3cz+HX/zFX3S737TQbPIzP/MzGB4eRqvVwo9+9COsrKygXC47QCZ7pKONwEn7KetC0OYBb4lEwrHr5eVl106ySF/4kV1IdJwIpOokU0dbVDkVO4x0F82jFAWKqImtYGNta6oSWjZgVXqgGwT0gDgygpGREZRKpS4wDcPQeRzpebf7dS0wRoEli+ZT5MTyAc2Po1iGrv1pA6wJbFQfdUcNHRm2/WQWtOv5gCmRSHSdmOoDrV51P0k77TN9rNFXh7h3xS2Wvvu4cFNu9d0qB1yYrWPFRnnoHGCy4BdffBE///M/7wVOLYODg3j55Zdd4P+9e/fcSaGsK3fK6aK5v394rDIzvFM2WG/WjzkedJ5wwYlaKH0LHcHTzt9eUS2fePBkZ37Yie4Tcit8uuJznzKD2BkPZ1VN2oC4kipLVmHd39/H0NAQxsfH8fjjjyMIArcFj0kruB0tk8m4Y2X1ecqaLdvV+pNN6PEj6kX0MZKPuvgWI9qYolhAEAQuPyN32USZF3TCR7Fm2vMIKFG2Yy2WoUe1K+o+32dRZp64Z/YbWeJrjzoho7QqOq1of6QdNpVKOQDlM9S7PTU1heeee87tCOq1yCSTSXzxi1/EvXv3UC6X3Q4iPa5F5YCHuXEeUF549hTliLlkmfuW84QExdef1pfAotEGGu3Qq/9PBXhGrbyP8iwLOvo/JyTj0orFIkqlEsrlsosVZFEPpYKyT/UMw9AZyIvFIjqdjturq0mENYsM7/Oppary8jPWhSw3m826XIYA3HEedLBYxvbjLOxXdUj4mGIQHB3HQJuWjYpQ5sT2WfVKZaZSqaDRaLijanu1WVU5/eykxZpDfABqF+MoZ2ZcHXwyTflT8wiL7l7SsCUW/q+Mn4txOp3G9PQ0BgYG8ODBA5w9e7avE2JzuRyee+45fOc738Ha2pobA41O4TvJRgmK9uBBXs8xJRNlX2q9te1qclNNVFV0akf9lk88eAL9OSSiru33PmWdzGik5z9zVWbgrIYu2WBencwaP8dtbvV63U1qPd6VwOizTfnaoBOPz2fyhYmJCZRKJXdkMA3yGxsbbsuZPdrho7R7+vpW2ZRvLNiXzL/pU4dtSJCq8Ow/XYR4CqLuMuqnvraOUfWNuleviZI7XXhtocMiqn69CAX7UrURX518bI2RDNZsNDQ05I6H0T3l/RR1kNm4VtZJFxDOC4Z7hWHYdZ4RZVdt6Cq/fFaU+s65ahdU+4y4cirA05Y4QY6yP2mn+NR1/qa6S9WAuQNViAiQ6jVW1hn1XgYkc28un2NBlyuiVTPspFZQCoIA6XQaZ86cwaVLlzA5OdkVHjU2Nobp6WksLCzg9u3bXfZPFeCPCkB97E1/fMwT8B8LweexMCCdzMQGbRMINMHGSR2Oto/1s6jn9KOe2z7xsSGVI32nqrf2nVFFx9eyXi5EGtupmwwoI7x/aGgIxWIRV65ccfvQ+y3cSqmOO5U7mx2M/WKPiVbbJsOe6GDi/GISEfWYqypOGVPbuu3XfmTl1IBnLxYQJ9h2lY5T35VR0gajwqervnrs9D1WFbMroA84eC8FxAZ0az31fo2By+fzmJ2dxezsLNLptDsOgoeJlUolpFIpF7ysqrtlt71YTdxYxPW/9q1vTNX+acFG+4ATn5l1lIFofF7cs6KKXs9xi2pzrwVZ/9ZnKlBxvAF0JRSxfWfr4Xt/HCv1EQx6vOlNVyAhCIVh6ALj6YSLOhPdV/b29vDgwYMubQHojj6xQKZzRzUwEpxsNus2QZDsBEHg2Cm3RzOHhGWY9vnad70WQZZTAZ5RjMvHCBTYfFTcFgtI7FAyObI6qgq+wVRhVfDUd+uKyTg1C5IMt4izRxKIfRNxYmIC09PTKBaLToXlipxMJlEqlTA0NITNzU0sLy932QF9i0kcgGq7+wEltscXMmQXG18MpAq27X9lFJqEmEeXqK2XgBHXLv62qqC9xtcG3udTyTWqgKE3ANy+eO7G6UcltxqNL8bXV1dtl7aPMsekJQpsaqve2NhApVJxR/cywYluz7RlcXER7733ntvuGGejtj92HtORVCqVkM1muxYejdQAgHw+jyAIjqnnOoet3Ef1m6+cCvAEjjMIu/tAJx9XHnXc9KOOcmIR0CgMtHXykKko0LBCT1BinWiDGh4e7ppgzK5EJmVXSMtmLdBThTl37hwmJiYwNDTknFuJRMLZjRgfR8HjZz510k5CbeNJVHudBNybrCFUrKP2mQZP++oRxQKZYGJ4eBgjIyMuhrZer2NzcxONRqNLZYtqh6r/XDjt93ZR1FhS2scJQOrASaVSKJVKmJmZwVNPPYV6vY61tTVsbGxgfX0d1Wq1K1FNrzb3Y1Kw10cxeqq5dq4FweGpqY1GAw8ePMA777yDL33pS135HHwbAhKJBCqVCv7sz/4M8/PzXRtH1Byg77Fyz+8pd3QocuHRMCfOMV6bSCRQKBS6tkJb8mP7zspbnJyfCvC0oEmmRQ82wy0AuFCHZrPp7F3A8UnvAz8KOk/mY7zcwMCAU3V9CSbiVCtOVHoQc7mcSxpBAGO+QmYO9w2w9oVlXUEQoFQqYWxsDLlcDvv7Ryc4Kngyj2IcOwKO1CkfUFpGrd9HqdgKVpwAPlufLl5RwGnfowybKhyArqxFBwcHSKfTDsCtucUW1lO3LFoWrGFAZESq2nLPtUYNpFIpjI6OYmZmBufOncPTTz+Ner3uwuLIlOkM0b6JMxWoHNjx8DFPX9GFQO+lnOzt7aFSqWBpaQmvvPIKSqUSnn766a5EHSyU952dHfzVX/0V3n33XSQSCRdFEYZhV+SK9qkWa1JiHzMZjLVR2vEgVlAubDyp7122T+LKJx48LXASNEndS6WS27bFmLBqteqOtNBTEuMKBZS2EuZl5DO5KvuAU5/BOis7BODO9N7Y2OgCTraHwkYPvGWffK4t3LY2PDyMTCbjks3aNHm0X3ErHB0uPgeNb8WPYjT9MFBeo/GqmnFI1amTOHesXJDVAnB9qM4QboelJz+KzWm9lfUry1Lw5ALFKA3GJ/IdTEM3NDSEyclJJ7P37t1zUQCpVArFYtEdNaGqbT919X1uFzq2SRcrtenqj7aXCxqPjXnnnXfQarWwuLiI69evY2JiwoUUAYdhcXfu3MGPfvQjLCwsYHR0FKVSCdvb21hdXcXGxga2tracJkANT5ko5UHtkhxDAF35O9UUpONNzUM/95EnX9v7KZ948GThakKwoH2vUCg4lsAsKePj4xgaGuoyvtuV3Fd0InP1tIDiW7XiVFsKBPfz8vzzfD7fFYNZq9W6zqyJWwl1MmvquzAM3SrLlT0MQ7fVjQmX19bWukwQUW3xMUnfuMSxedsX/G3NBfp9XD10Mmh/aJq1IDhKiqGeeJt71TdJtD5qD7b3ke2RZebzeYyPj6NYLCKdTneBOsd9f3/fOTkODg6wvr6OWq3mUtSRIXMxtSzSxzij+sqnivrGUVm4T9vRkB6V33K5jIWFBfzwhz/ExYsXMTU1heHhYezv72N5eRkLCwsIggCXLl3C1atXkclksLy8jMXFRbz++uu4ceMGVlZWjgGoJuvQecj+sLZY7twD0OXEsu2Pki22MYoExZVTAZ6qrnOFPnPmDEZHRzE8POzi/vTM54mJCWxvb7uYwagQGMCv0vuus7aZOHDzqaNkQ4xl5KQMw7Brm5qqI/a9ALpUbgpTtVrF8vIyLl++jHQ6jeHhYZdEIZlMYmlpCdVq1cV6+s4BjwJHXx9F3dMLQPn/SVZ4Cw6cDFo3ygdVZZsJiGEs9jm2rRbM9X5lL7qLJ51OY3x8HKOjowjD0JlemH2oWCy6MVfTEHfI0OkCdOfO9PWBTxX39VOvz33Aq//rb8psIpFw3utms4lyuYylpSW8/fbbbq85F4Dx8XF86UtfwksvvYRSqYRGo4HBwUFMT09jdnYWf/iHf4i/+qu/cpnaVSVnjHUymcTOzo7rJ/YRtRbalblbisDLhY9zzmqN2n9Rjtm4/mQ5NeBJIR4aGjqWP5AqKQAXmpNMJlEoFFwqsjgHAeAHhygQ9akAUc/S31T/rd0R6D6Iy4KLVR0tqyXDWlxcxPz8PCYnJzE+Po6ZmRlkMhkngDs7Oy45gy9oPA7MrI3J1+5+iu1ffWfU37577Lu1LdqvdKZxy6cvDpe/7d9R3+nvwcFBFAoFjI6OIpVKuW2EwOGYMrMTGVKj0XDA0Gw2sbOz02WbVweTZYIW3H2LykmBNeoa30Kitth6ve5MURobmkqlMDY2hmeffRYvvvgiRkdH3VZKnoE0MzODX/iFX8DS0hIqlYpbaLi5g3ObyXUYxK85N7nvXSNUCJCa3YkHwPE7nzPWykO/cn0qwJOFq83o6Cjy+bwzZKtNk5ODg+nzJkeVXmopizVkRw2ABQAFUYKnfbeqGVH3sw783W63UalUEIYh3nrrLczOzjqgSKVS2NzcxM2bN3Hz5k0sLS25/fRqU7L19xXLVk4iaFp3HzBGPctXl6hFSfc+095FJgrAsRCfhqB1s7Y0TWii6jo1IbJLMi+CH69V0021WnVODNvvANyWQwuYtp4+oLSLq/YvizqWotitr/9VLlV26J0ncxweHsbBwYFLcAwc7Y8n2Umn03jiiSdw/fp13L9/H51Ox2mTpVLJZZvXWGTmZq1Wq12JTziHdMsp41UZw2rjPH19E7Uox5VTAZ4qKAo47ECqORSMkZGRSJveh3l33Irluy7qeYAfQOxvq2b42AiFudFoOBsvDfvvvfcewjB0CRlopCfr9E3eKHtaVNtOKnC+Erew9dIUOOZ0uNEWSvCjrY6ZfeyWQ8voCQQEA7JWArL1oNMGn8lkXJJe9i01JTJS4Mi+3el0nJOJ9dc9+FbbsIun2nxZ1JxjNRONntB+ZR9G9YcdIwtA7C/+fXBw4Jgf70kmkygWixgaGnLhcgcHB5iYmHARM6OjoygWi127lqzskdk2Gg0EQeAchGSYdt4wc3+cicr3Wb/lVIAncAQcGvRM4zozFpFpkZFStejVKb0YTxSA+p7jW82jAMZ67qPqEzfo/M3JzP5ZXl7uEqx2u921VdG3CttJ4wPKXv3Qi7X2owFElahxJAPiOTQaS0qTDh1xALoAVieoBrHzGI+xsTEUCgVnhxsYGEC9XncLEdVtRlCwj2g+YmauWq3mQKbT6XQ5IzudDhqNBiqVigMB1sfa8dTppvVXmy/nifa9ZrNiX/pIAItGQ/jGgHVQLYrj0OkcHWtBJw4XGJadnR1sb2/j4ODAsVKtYyqVwvDwMLa2trpC6hgtUa1Wkc1m3UYWvhuAC/Sng1QTzPQyB2npJaunCjxJwxmv2Ol0nHpGr2YikehiWmqn8T0z7n1RHd2rnlEAqv9bNcy+Q/9W5uH7XlkFJ2az2exiIMqIdALa9+jzbRydZSJ2Uelld+tV4vo7bvx0IaAZw2dLtu+w/wfBUfagUqmEixcvYnZ2FqVSqWtxYgo3LtjcQHH27FlMT0+7BL26iO/s7LjJThAG4GSZzhAAXSYBhuElEofbTpndSxm03SyijFzHxJdc2Seb9n5dWGy/kWGraWJnZwdLS0tYXV3F7Oysd6wZM2oZI0GOGiX7ie/mLqJWq+XOIdKjntVRRLKgGpzOiSjZ12vjZPlUgKeuchSgWq2GbDbrDMxUzfb29rC1tYX5+XlUKpVjh2DpMz/uNgDdA8jPe4G0CpemzLLsSdm5D6ytQypKdYn7rlc9o4TtpOB6UnOAyogNttZn+p5P0KEjgsdMnD9/HufOncP4+DgePHiAzc1NFzZDjWdgYADtdhtbW1u4fv06nnzySceA0+k05ubmsLW1hSAInJ2e8shELqOjo8hms1haWnL1TyaTGB0dxdjYmAPbMAyxvb3tIicYr6rAqe3Tya+/fdqLb0zC8CiKwQbCWwYKHC1UrVbLBdMXCgWMjIx03bu1tYVvf/vbuHXrlvO212q1rrhqLoIKpvrbnltlF0vdkgkcJQbXuvN6C6L9akmfePDUycwVpVwudwXAFgoFAIer3vr6OhYXF7GysuIC5H22w37fHSVU+ryTPEsZ50kBxQeMLL2cPr1AM+7/uBVaP4+bjP22zz7L3t+PBmH7IsppqPZDOoQY5jY2NuZsmExazWODOWmZeevg4DD13RtvvIGFhQVUKhXHPFdWVtDpHGZhVxWSTiONV2aezFarhVwuhzNnzjhHFOvLd/K9cX1jgcD3fdQ9ajLgEc8KbHYrJG2QPGzv4OAAt27dQiqVwpNPPunsm0tLS3j11Vfxve99D8vLy25Dx/b2NgYGBlAsFl0fWb+FJvO2jjlrk7Xahl1YbMSM7/NTzzxVMOgcaTabWF9fR7vdRrlcdokwyuUytra23NZETUf1KEwzDjjt373AopetpZcJQa+NYxG+d/qYhn22D2zj6uIr/azYUeqRZc+9+s93TVwf6PdRk4kqO8Pb6HDKZrNue65mGWK+V+7aeuedd5zNnQsdAIyNjaHZbDo7IEEwCA7zGgwMDODs2bPOubWxseF2IakTiGYX2l8Z+mPNJ77+9f3vM8VoX9BOWSgUMDY2hkwmg4ODwyOUmVax1Wq5/uCJmufPn8fk5CQGBwfx4MEDrK6uujCt9fV1rKysYGVlBVtbW2i1Wg6km82mi0tWWdc6+hJ5s68tMbD9Ytuqbda294sXn3jw1KICSRWdnuVOp3Ns7zkLJ+dJAPQkrLKfZ0QxKd93+r21O/J3P2ptHLOM+q4fQH6Uhcg+AziyY51ElexVD8vkbT/rfVblI3MC4JK1cJIq09FCwKMdkoWgl06nsbe35xx2rAPNL4yOyGazKBQKmJqacjuRNI5Z1XN6nQmolkVZYKDsq208ri80heHo6ChmZ2dx/vx5l4puY2MDc3NzWF1dRblcxv7+PoaHhzE1NYVr167hmWeewfj4eNd246WlJdy8eROrq6toNBpd21Bp/qhUKhgYGHBJXehgok2YJgEbBwtE7xLyaXz2evYtFzSq/XEB9MApAU+7WuoeaXotNQievx81VCmKQfVih77J7gsu12dZAe71rg8DXP3e2089TlJ8q7wyKvs+6+Sxz4pT76PAIa4tYdh9CJ09iiEMQ7cvXm2SANwhZDaGlNdQzabKCaBLHWb4Dr/L5XKYmppCIpHA+Pg4BgYGUC6Xu/qJqqsFAh+LZ+nHcUYQYdLjqakpXLlyBRcvXnTgPj4+jkuXLmF6ehq3bt1ydsvx8XE8//zzeP755zE7O4t8Po96vY5yuewC4RcXF7G4uOh2A6oaDhwlGe90OigUCs6UwjaT/WvAO9sZRY7UFqz9on2m3n72FU2EceVUgKd1kgDdeTdVYPk7bgJGlTj15iT32nrGqclR3/Wryke9v996+1Q+a/fRv+OAK64ocBI8NE+kAir360cldHmUevTqS/7Qm65lYGDAxSbSwcHoDm6vtAlNOLEZvM/2sf2csHpKJN/F3UiXLl3Ck08+ie985ztu/7vdzqn1VxZtgVM1MpUv1QLoGOJZW2fPnsWVK1eQzWbd81KpFKamplAsFpHJZLC/v4+1tTVcvnwZzz77LC5duoRiseiyGDHONZ/PY2JiAvfu3XNjrHOUDiB6yavVqmOe7XYb29vbzlTgS2zskxGVKe0L7S+yeDrENG68l1x94sGTKwMbph0ep4r4Ytr4d9R7fL/5tw9ketVbr41Tk3v934/JoV8g810XB+hR9z4Ki1VhpfNBjf78PTQ01KU9RNW1XwD1aQW2zXSCkEUyPAiAS8DLvd20uzMxsG460OfqMzV/Klks1fpsNgvgiHkBhwHed+7cccyVhKBer3d52tkW3xzQH6v9+NR1/vCc9JmZGUxOTjpfA8eMkQCtVgtbW1vodDqYmZnB6OgoMpmMi1sl2BGQcrmcC/PSeax9RRWd21oBuC2Wvny3UePp2x0GHM/Ur5qG7auoqA2WTzx4JhIJl4GI8V0av2XByQqPLXai2cnN377rTsK0+gXbODB7lHfp/4/ynLj3P6oKb+1pOoHsO/kZt+gxyYZe4wNCq6767Fz6nb2falqtVsPa2lpXCBFBgypto9HAxsaG8xbbZMl8JhcHbuhgqrqhoSEXS3rmzBnkcjmUy2Vn/2MQ+Pe//3289957zgnVaDTcaatDQ0PuPfaEAwuqCpxRZiIWagTZbNYl3mEbyMjZHjqStra2HGjSvru6utqVgFp3IdG8wcVU+ws4ylWhSV40Rln72MoY/9acvzSfAEeaALUBmxpRM2lZ2bHlVIAns6Pv7Oyg2WyiWq26Iwui6LtPrY0CTXtd3HdRwBQ1KftRwe09vvf2uq7X//2WR73PFp9NjTbFROLoDG2fXbLT6Ti11pcY2PcOX//7FkY+y8ZFUmUEgPX19a58kBpw3Wg0sLS0hLW1NeftVg8t5VED14FD1ZNOGGa8KhQKLv0czRStVgubm5uoVCpoNptuh00ikXAqPkGMAKM76SxpUBm0GpRvnICjHLEDAwPY2dnpyhc7ODjoFjQCEVV0qtr1eh3z8/PY3t5Gs9l0oVoM8Ke2obuhLFPm56qdWDunLdpWjp8epaymCT5PIxnU9KImkKhyKsCTqzZXKk2rD8SfuOgTDh8j7GXjtMAZB4h29Y9bvfopHxUwxpVHYaq+Z/g+s8wzajL7VHx1uEX1e9S4+WTCt8Dp4ku7IjOnM2QomUyi3W6jVqs5JxEZp0YNUCbJMGnzC4IA9XodAFwCjd3dXayuruLg4MA5Q7a3t7G5uelOmwzD0IGZHhbHhSiXyzng9G279fWtjovdgqnjwZ1T3OkUBIHLcNTpdFxWKLJNBrqTIatHPZFIuFAvskK1Eevf1tygsZs6rtpGBU5V2dXOq4sagRs4MtkoiPdjLvvEgycHbG9vzxmQ0+m0C1WKYny81/c8/Tuqc6JYjE+Vj2KGj6K29wLajxo4fWrtoz5Hf9vP9G/1suvk5f+aMZy7dWz94vqtF4ha8NYJRi82AXJzc9Mdm8LvyFL4XC4KnJwAnFpeLBbdZ3t7e2i1Wpibm8PKyoqzgwJwdlMblsS2ky3RZsfFhds9fduQfbLuIwxWlQ/DsMteWavV0Gw2HYjyDK6trS2srq6iWq06ENfzlzhvyeir1SqC4DBxD7e8Mjeo5rPlmNmfqPH3yYJdFKJk0Hcvv/eZY7R84sFTG6c7G3x2ibiVQjtMn91L4CwA9vrffhYFhicBqR8XK+Tn9C72E9sW9VwdiyiWw8/JXIDoeLt8Pu8moh3ffhc8Lb7x0omok4Z1oMpOhw2AYwk21MnC/4Pg8EypyclJd8IjGSTZ5sbGBoIgcIDEDEszMzNoNBq4c+eOOy4FOHJsaIgSgZ+mEIJtFHmwgKMsSz8n697Y2HA7nILg8OBC2i+ZG3ZhYQE7OztuWytZ8fDwsDOv6W6hiYkJZxJgDgbaR5Vt+uoZtXDq+OtcUY1Ax1cZLFmxYoONTogqn3jwBI4CkZkcgSsi0H1YmVVXbKfZuEL1+lmjuj6Df+vgWfVIi13F9Zn6vf7fC3AfFUDjGLT2CxAdk9rr2focGxrCd7Go44VgwAmv6hbHPMpBoJ/FaQCWEfvGTN/LPmDgdiKR6NpSyTbwmTpRdXFgKI8FvCAIkM1mUa/XEYahC+Phccnj4+MYGxtzsZ21Ws1laKLjSMN8dJtknMbVC1B1TjBUaGFhwWWFJ/CHYYhms4larYZ3330X8/PzDmx4pDb7kom4ebzM8PCwO4yQi1M+n3eLlM0aZSNrrAzomPsWbS4qHC8ucMooScKUQPQDnMApAU/NEs1TMe12LBY7oTkBdBVi8XnZeI0PGDjBaSy34Ra9QNF+F1V8C8BHwTytgLE9j/J8Xz/bpMFad05wCibDc+iMIaiyr5mJyOdM0D7qp802UNoGlat8qCOLLAo4yh4U1698Fr3pQXCUnYjvJAhns1ns7++7I3T1xFemWqRDaXt7GwBc1AkDxany2phJdWBpHX39YtvAseJZV7RNMrExcHgO+/3793H//n1nx2X9L1686HJNcPt0u93uCmFiuBbbmcvlXOgTVXz2VS/1XGWQ40w5IoDbZOkcez33imOsi1Gv8okHzzA8zCjNhjFAWFeoKJuHHiYVt+Jq7kf9XL1zGkAMAOVyGY1GAwD6BlB9r6+dUXXsBzDi1HIFkCgwtupSP0WfzbAQCyQEVTW37O7udgVZ86xy3k9VWY9h7lU3X7t08bTgqUDD72xMqYIf7+Xn+k4yFi6smpyb7ddrCK5kQNzzDsCFBHH/OoGQCTRo92c4D3/38kSzP/hDmabc6f0MTeJ7yuUycrmcq/Py8jK2t7e7kqQQcLe2tpDL5bqeyaxK1WrVxYmSadOZls1mkcvlHBirzPeSe7t482/NmcrCOU72qwt2GIbOwdXP7sRPPHiqqq4ZVSwb0YZaNqHFqm8UfqpkVLGCIHBJcYeHh5HL5TAyMoJr167h0qVL+Pf//t/j/fffR6PR6Alu/bI62wZ+FgWMep3+bxmHChX7hO3XfcP92jstQKpKCRypsPqbXnaCV6VScXVX4eX3Vo3rpWX42JXVOlgsuAHHd55o3yv7DMOwK2ZRNRG9bm9vz7VZj9a1DF3byr4Iw6PEIwzWp40xl8shDEOX7Jdxn9p3PtlgXQnMuVyuK8aSx1XQRMFAdUYCaMwl56KVM2bz5x51bkHlee3cFUWbN/tyaGgIe3t7bsFot9vHxjSKnHCcU6mU+9HwIxIvXqemGfYZw8Dy+TzW19cRBIFj93HlQ4FnEAT/JwD/ewAhgHcA/HcAsgD+FYBZAHMA/m4YhtsPr/8dAL8B4ADAPwjD8I97vYMeRaonvZwaPpanIKkTTouCCtlBLpdDoVBwHs2pqSl84QtfwFe/+lVUKhWsra25VT8qbvFRS5zK36vdVp0hK7RAoqzhUepMgbT7wS3TZeH7O52OE2p6kdUuaLULX92igNMCexTbVhXPstooEwu1H6A7PyTv5y4csmaCJ6+n6m93uZAQKFCzLUNDQ+h0OkilUtjY2EC5XHbvovlKc1f6SARlmsA5NjaGiYkJnDlzxh20xgTiGxsbDjT5TCZJAbp36Nh5xXfTRss4Sy4sbCMXajqWxsbGnF10Y2Pj2BhFLex8r2bs53iQXQLoOqGT/a2ROlzUOB7cHvtjcxgFQXAOwD8AcC0Mw50gCH4fwK8DuAbgW2EY/l4QBL8N4LcB/FYQBNcefv80gLMAvhkEwRNhGB5EvMI1mKqyZSAWMHyTLErVArozFqntb2BgwCVBoNGfk/yVV17Bu+++izt37rhtdlFbxj5siWOdUYuA7zpdGCi0auM7id0zis346mGBU9tEcwwXHR+YaJ9GjbkPcHwyohPdp6lo8YGn78eaA9hOakrcJaWTnIyOajEPK9NCmyCzpCeTSWfaUDuwRixEyZ+qtfl8HhcvXsT169dx4cIFnD17Fu12G8vLy6jVahgdHcWNGzewtrbWpenpQmQdOb7+U2DlM1QL4XzKZrM4c+YMrl696s6Cv3PnTpfca8iWhjFp+8heU6mUA341oXBTARNYa0gUS6PRcCYEEg7NH+ArH1ZtTwLIBEGwh0PGuQTgdwB8+eH3/xTAtwH8FoCvAfiXYRi2AdwLguADAJ8H8ErcCzSmrhdARQEAP1fAofD7BoIxekxQC8Alxi2Xy25Ps7Wp6ns+KiDtpbZHCbC2CThimRZofItKL1Zv2Z3tR62bL0MRx1JBwJePsVcf6GRUNZ1qs9ZZVXKVpShm6quzD3S1H6iKh+GhR1oTfgBwaiTPIQ+CwCXR4HPoSCGoEjAZ16xZiOJkjc+jqppKpTA+Po6f+7mfw6//+q8DANbW1vDee++5YHdm0KfKSlKgfe+zBdrFin8re2VfKFOcmJjA5OQkzp8/j1KphHfeeeeYiUTNaL62qkzzXRq9AaBLXfeNo2qNNilMXHlk8AzDcDEIgv8HgAcAdgD8SRiGfxIEwVQYhssPr1kOgmDy4S3nAHxPHrHw8LNjJQiC3wTwm8DhamG9ruZa7+dRjNNOHL2eA5HL5TA8POw6nfuelWnoZNHPbb0+itILQONYn0+Ns4ASxcR6ATPQnTwhqp7W5sixtL/jQNL3P8HBBm9ztwsdGgruCta+uvG5cWPHZ/D9tI1TE+H3lUrFndNORqpJkQn8uVzO7SDicwC4QPVKpeIScNAU4HNusW72c+bnPHPmDH7qp34Ks7Oz6HQ6Lr6yUqmgXq9jYGDAHetdr9ddjClw/Dx57Qvfe2nioHmBGaSAo8PyOF5zc3PY3d3F9va2e48NH7Tv0PcSpNUWrZEzvnHWa7R9VN9/3Gr7CA7Z5CUAZQD/vyAI/pu4WzyfeSU0DMOvA/g6AKTT6ZBU3LfCaSf6QEFXLXl+1706uZhRBkCXnZUeY9oOaeez4R76jk9CoVBQJdFFxMa0+SaeLVEqro/B6mLFhcg3CZWxE+Atu9L3K6visbXj4+POPhiGh6cKrKysuMQUWl8FHoKrZd7aBttW/q0OET3UTdlZq9VyXmZVGfkO9gfzV9KBxG2gBFAALtwnDMOu/KGqTms/WYfdyMiIM4FZeaUs5HI5l9VKvfG+Uxl8gG0ZHR1bjUYDxWLRPX9oaAjlchnJZBJra2u4f/8+3n//fWee6McMRtliv9o6KEDaMWW/WNJAIO6nDh9Gbf8bAO6FYbj+8MX/FsAXAKwGQTD9kHVOA1h7eP0CgPNy/wwO1fzYwkxKUaEDUeodhdKqqlGAy3cRZKi6UKgY75ZMJl0oRi/G9nGUKNDWttFArgkRotRl3/PjioKjD0B5DceCf6tg+pxNllnpdwoI+Xwek5OTXVsUBwYGMDl5qPAsLi4eiwvWhVUZqGWoWn8fgyejy+VyzlxgbWpcMFSelBVxsrbbbRdAHoahS78WBIE7DoN5HfgO7hXnM317s9UZFQQByuWyCwXjcci0rSqYW+esD0j6YefMFbC+vu7YJklHq9XC3bt3sbOzg9XVVSwuLrpQoSiZ1HnH+jICgIDPcbQYoMc4WxnU8Wef9prHHwY8HwB4OQiCLA7V9q8C+AGABoC/B+D3Hv7+Dw+v/48A/kUQBP8Yhw6jxwG81uslSqGtAEeteCzqwbW0XQdHO4oT15d8BDg65Y+CrxPBBzQ/biD1MT+fSYJtVOGyCXxPahqggNJrzuda9gkc7V7iXme1T1GoWXwOEKtB0KkyMjKC0dFR51Hl96lUCpOTk6jVak4dtN57/lZ7sHWuRbEtVYdzuVxXNnm1S6rZwIbZKVjRkaQsmIsD7aIAnFwSDJgcOQzDY+DPH76j3W5jZWUF9+/fRxAchhYxHIrMrVwuOwCzY6zjYPvFjhO/o513a2sLwKEnPpfLuagEmjb07LE4xucbP7ZNzRo63ho0T9araS2VZatm0Kt8GJvnq0EQ/GsAbwDYB/BDHKraOQC/HwTBb+AQYP/Ow+t/FBx65N97eP3fD3t42h/eF6nm6TX2b2Vd2oFR9j4Knxq59XhTAjFj4YCjM7f5PluvHxcTjVKdtR6+QoHyCX/cM33v1onJTDtqA9bnECgY0K3RCTo+rJeCj60Ln0XwoCqo19CswlAYJqTQ8dHr7SSzk9/2kdq5CSoavaD3KOvzyRwLPcSc5AzRYwJhqs1BcJQsmqCoTMlHMLhora+v49atW25XTxAEOHfunAPfzc1NLC8vuzRyOsa+fouTD5UTBtAfHBweHkcWTa2SP/ZEUN+7fOxX62o95OwnAmQmk0GpVHKmBBayfzuf4wjFh/K2h2H4PwH4n8zHbRyyUN/1vwvgdx/hPSdSGew16iDyTWxlasz0QvuTTg4GPjMmrVardXX2j6tEPbsfpqiqjAU+fm9XevaH7zP7XlVV6bwhywSOFq9O53DPtJ3oyoz0mXynLVo3gszg4KA7MI2f0fTiCyeyz2NRFdfXT8pOec3u7i7q9bqTK4Kf2jXtu3rJM5+RTqe7Asr5PDqo6EjVHJt6nZpAms0mFhYW8PbbbyOZTGJmZgbZbNYtZrVaDQsLC1hZWXFHJPtC8HwArcV65xXU1J6r5EZ/op4dt/Do+PlklO+ntkITCa9hRIOmqfO1zZZP/A4joLfQ93OvZQIsdmIRPGnHUvWLA1yv17G1teWEzK7QHyXT7AeU7QppgZM7gNQbTMZCFdoKbpza5Hs3nwd0x88SWFUdshoE+65Xuy34hGHoWFMmk3HJgtPptPMW+1T1KHmyi4ayDwKahr1wkaC6aEOT+AybK9JX7Pjx9EiGyCnr5XiyKJD6tAmOT71ex40bN9BqtXDhwgUUCgXs7+9je3sbS0tLWFhYQL1e79qkoOMSZROO0gTt+FLufNqLTwbs+Pj+jvtM+4Dsm6YROvkYT7u3t4dGo4F6ve5yDPy44zx/7MUnjMDRQJ6EgeozfKELwCG4NhqNrslAlYosYGtryyXMjbKjfRTFAkgUQNpQKf5NJsi41enpaacytVotrK+vY2Njw9maWH/LmuLapLYkMj6aPWj/021uljn0Evo4EGf28lqthnw+7zK0c7sfQ4Ns1iH7HjuZLWiS3WpGIPWsa534uYYU+Y6N8Zl5bL/qzjC+i5/Ta85IENu3lnlxcSuXy7h16xbm5+fdThqqzQQMXm/ry9821C9uQWKxjFSvsTIR1y9x2ogtvnFMpVLufHkeZDcyMuJk6e7du1hcXESlUulqt6984sFTiwKFrij9hDXoM/ijQhCGRztGmM9QU2gBcOoNvZx2Zf4ogLMfFV0F2Qew/CGojYyM4Itf/CJ+7dd+DQsLC+h0OqhWq/jRj36Emzdv4u7duy5FGieNZWBR9WHMnqpBfI5GK+h49Vr0lLHYQoZCMNjc3EQqlcL09LSbHK1WC6urq45J2T3y/fQ9ZY07YQjOdDjk83mk02ncv3//2DlGOi7c7x0XVxpXJ/WEEygJ4MxEpFqDzxxg7dwkCGF43GnI3z513RcB0U874hbKqO985g79PE691v7XceSpoJcvX8bzzz+PCxcuAICLDQ7DEGfPnsX3vvc93Lt378cX5/lxF1Wd7FY/Cla/q5KyKy26OtJ4rLtGfCEcUeVRgDSOaer/vVR5tXMmEgmMjo7imWeewQsvvICxsTF3njYdXuVy2bFE4PiRCPbZyv45ue3OJaq07Xa76zmWZdhn+gDON360n9XrdSwvL2N3dxeNRgOZTAaNRgMrKyvY3NyExghHFZURy1TS6bTLfK5bdZklfnd3FysrK10JOoAjW3Cj0XCs3uYDjWsr5SuTybj2qpOKdSbD94Ed5VnHA4Azo/jGwtarXxmPakvcguV7r13Aemkmdtz0fvYXSUShUMD58+fx8ssv4/r168jn8xgcHHQJVjqdwxwCtVrNmX1OPfNUAbDhJDrIUV5By6B8g8aigk1jugqBT+20g/YoKryPWerfUb/tZ5Z5JhKHZ0DdvXsXX//615FIJFAsFl1mHW6R297e7oqJs6w8qs6+8WDcpy+LU9Rk7WdB8DEh7sFm/slEIuFUUdUOerFO4MgUxL7jhgmmz2OcJTMQbW5uotPpIJPJOPDWRDFqsrBqelx9FOgKhUJXxiOWSqWC9fV1rK+vd7FPO2a+MdS/Nb7RV58oVVv/jhq7fkC4nzmi89ZHKHy4wO80leTExASeffZZvPTSS5idnXWyOjg4iGKxiDAMXeLnxcVFl2EpqnziwdOCRBRoqMD1U6JUAa7WvmfFqUb9TIqo0gssre3Gmi18zIl/c2IsLi5iZWUFw8PDKJVKuHTpkhMs3cPPZ9ndF1o/fR/7zNeWqNCwuPaz2IkStSjy/XQGaJ36GQfbFq1TMpl0jBNAV/Jh4MimrGfREzA1QbFuIOhVJ/2eR2GkUinXx3wms70z2bCakKIWPR/o6XhHhTtZ2VLNTQFb39GLxPTLaLWuvvlPE4a1DWsInG5P/dznPofHH38cw8PDaDQaXQlastmsC+MaHx/vcsr5yicePLXDbeex6Hf9qmdxn8cB4UmEv5/SD4PkCqqhORSUqJAS1kUnGmPrEonDw7v0ID0uGHbXRa/+JFDo9k861uwE69UPJ+071uEkE1E/85kDFATY58AhaPFQOHWodTodt+XQbp7whe30U8ha6/U6FhYWkM/nu8Bxb28P9Xq96yhfnxMnqh+sphU1L1TutC90E4mP1ccBZ1w/+MbDfq9zhOo4NxEoqHNPPQAXynb58mVcvHgR2WwWjUYDCwsLztySTqdx9uxZ1Ot1bG9vH4to8JVPPHjGdWgvVe/DlH4nva3TSUo/wEk7ryZmzmaz7ihY2mtUTWV9+Dcz/Cij1nPCq9Vq146SKIZg1UKC5+7urgv5YGm1Wu5Y2rjJErXoxamLvb7TSRY1sfspBEw9UoPAARzZMNPptGMy5XL5GBuLa0PUgkeT0cbGhotXVZME1fh+94Hru3zvVC2Bv5n9iD9BELjFkizchqB9mP7up+i8SCaTzo7JfuI12WzWJVZOpVIYHh7GmTNnMDo6CgCYm5vDvXv3XLZ52pYzmUxXoui48okHTxZVqXvZYXo9x04u3zWPwjp974maRHoNiw84yTQzmQxGR0cxMTHhtiTSOfLgwQM8ePCgi4nweWEYOsM3kzuXSiWXsHdjY8PZOy3j9vWD7X8yW2Wd7Xbbxcr54jdP0o8+G1fctVEaShzw8nsLuAQJTWzMQGplprzPZuKxYOR7f5T8cTwY6qQ7n+iMOmkEQdT77OeUvVwuh7Nnz7oNCDx6A4BbjBmlEaX5xL0riu1GESQ7NxjTS+DUfAIMiFdta3h4GMlkEisrK3jw4AG2trZcdiseMHnmzBm3IebHmkn+4yrWvma30FnbSz+D5hNsPuMk29Hi3mOfH9UuH0Ao4+Spio899hgmJia6ksmOjo5iZGQEhUIB77//PjY3N513l/3Ec4IYXsOYto2NDSwvL7u9zLbdUcBpv+MODe4yUmdJP+y9H2DTv6PAyLco+t6tMuJj/MCRt7zZbLr965qTMgxDl6i41WqhVqu57ElWPvU9vj61ddXQIt19pVtY+wnRiwMn3xzQz1OpFC5fvoxf/uVfxq1bt3D37t2uTE4EI5slqh9w7lXXXhoZWTjDCHVbJa9NJBLukD3K987OjjtnSZk738EdcDwOeWdnJ7bepwI8AXQJDf9nsfGWUazSMhLfdR/VLiH77F4mhjh1PZfL4dKlS3j22WcBwIXgMFv5yMgInnrqKQdY3DbK+7m7CDhMs7e5uYlyueycDTbI3tZLJ5UFTvY9wca3qGnxqXRxLLHfcYh6RpzJgL99jDUIjs7Aob2Y5hLadLlbq9lsujPWubkCgItFVWDRPolrm73WLvJ6ja/9ccDpyz+gfcE94MztGQSBS0CiKRrZVntE9IctKnPqINUfzQa1u7vrNAIyzuHhYXf0MXBoplpeXsby8rJjpENDQ26eZTIZ5PN5tNttzM/PY3l5uWvvu6+cCvC0K6Sq7wqoUfdp0bAGK8j9TFQfq/Stuidln/q/AijDZc6cOYPJyUmXnUYZMuMRp6amsLS05LZccsJPTk7i8uXLLmM3Y9jW1tawvLyMjY0NrK+vd9lMfXWOUjGBbrak4+Rrp08DiHs2/46qk097iCt2ctpQF60TF6NOp+NClnRrJm1/PPWSiY0ZeF2r1dBsNr1akq/dvoUcOMr2FdVHPmLgk0ECjz2DyQJxIpHA9vY2/uiP/siFYOk1DGvTcLSochLWyetV/vU4a37Hzyjj7GPmBBgfH0ehUMD8/Lxb4Obn53Hv3j1cu3YNU1NTLoqCTPvg4ADz8/N4++233Xz4a8E8bfFNkl7sToPse6lz9l1Rdeh1TVTpVVcAXewzDEN3sJaejcM93ZlMBlNTUygUCiiXywiCw+w7Y2NjePzxx/Hcc89hfHwc2WwWlUrFMQbaf959911v3ktb3yhwsmCgi1tU//TSAqKu9anCvj6NY/2+yanfse6M6wzD0OVEZWQBmSWjDWZmZnDlyhWnLrbbbbfTiRsSgiDo6ueoNiqg+eSyl+yrp1+BlfKk5MGCKP+mV592TgvQvM7Ww1c3bYclQz454NhwRxfHybZPSQIZcTabRTabRavVQr1ed/vWFxcXcefOHUxPT+PcuXM4e/YsgMM0k1tbW1hZWcEPfvAD3LlzB5VKJdbZCZwS8LTqlLXZAN2T2v7Na+3xt9ZmxAkVlQ7tUUsUa4orlikAh97PyclJDAwMuJWWwgWg6ygK/n/27Fk8+eSTuHDhAvL5vNtZ1Gq1kMlk8Nhjj+Gpp57C5OQkdnd33VZNH5PspU77gDLqWjtx4ph63OLV61ofs2f/KJD46q9hSgRJq0aS6Vy8eBG/8iu/gmvXruHWrVtYXV3F3t4exsbGkM1mcfv2bXfUhTqdfHXtxwTVb1/oZ9wRZm2nvFZjfWnv5bEgGqCvfWhT9kWBvQ8wLWgqcFL95tZYOjtTqdT/v71rjW00K8/P8cQTO3ES27mNJ5nxzJq5r8LOLrPLQoetFkQprVj+tEIqgqpUSFWl0vZHWcSPqv+grVDVVqJCQOm2XIooLQiVLS1suSwMs9PdmWSY206ymWzuie04k5uTcU5/2M/J65PzfbbDzsSR/EpWnM+f/b3f+53znPd+TB9QBkeZikRf+759+0wglNVzhUIB09PTeOWVV0wjlUOHDmFlZQXZbBavvfYarl+/juvXr5d9x4/2FHhK7cBW5+lz03qr6ay8ebsLjl9QqNoBWwv/NrlWYvtzvuhLTCQS6O3tNYOHCb50isuVMhAIIBwOo6+vD6lUCv39/WbzsdXVVbS0tCCfz5ttLJ588knzm9SUvEy/Slqk65j9O/Jly6Taa1RyjfgtWNRsyIPLby5fDNzIGnVqRtFoFCdPnsTAwAASiQRmZ2exsrJiUriYTzsyMlLW6cnms1pZV0OuRUNuWEiS7h/pxmCmwcbGhukAz9Z35Ik5wq7F0uvZu3iTx8kD/ZaJRAKJRALxeBzt7e0IBoNm2++NjQ1ks1msrq4arZTBS74YMWcrvOHhYTPGDxw4YFpMZjIZTE5OljWSqaTw7AnwlDWqfLhUzeWe4YyWce8XGVySqyqP+ZmI1ZxXLe1E8+T3WILIAM+xY8eQSqWwtraGTCaDpaUljIyMlO15Q3mxeigej5tEYmoSwWAQsVjMrNaRSMRoTTI6ST4oCwl41Wh+/J4kqb1J89Ev0dsPHF0g7CIbEL0sF5LLl25fk1HftrY2A5pra2tl/Tjj8TiSySQmJye3pfbYprlLI6vGPWTfk0urk9tQeL0AmHPkvcgWedKcl6DrpYG6gNyLd9n9qKOjA6lUCocPH0Zzc7MJUrEb/cbGBpqbmzEzM2Pya12lrHIBXFtbw8TEBJaXl41Gy872ra2t6O7uBrC1P73fvK178JSrIXMemavY0tJSVv1AVTubzWJubs60jatmosjr8aH7nVcrVQugtuuBWuXY2BheeukltLW1ob+/H+3t7WblzefzSKfTxlcjI8H0x3V3d6NQKJhO4fxdakYcPG1tbUbO1Co40SWYuLQNl1/OntR2sAJAmdXgWrj8gNNrctYCMpJPKX+mHdnfk9+nJhoMBo12lE6njV+Tk545idJF4FUC7DJxXbK1z6FcZV8BqVUTlLhg2mOcPPE38/m8AaX29naEQiHjfwe2tuOW92H36/Qb814gSnl1dnbioYceQk9Pjym6yGQyyOVyJvpPGW9uFjuFyb2f7L2xyBP7EHC8t7W1GfygUsa540d1D55AuYkUj8cRj8fLBgG7oXClj0Qi2L9/PyYmJkzuna0x+IHiTrTESlQtcNqAwYedTqcxODiIbDaLGzduIJVKmY5I4+PjGB4exujoqGnBBsA0r6AJzpQnrsyMDkciEdy7d89MdJnsbSdnV1vNYt8zf8fL3SIrnOzfqKSB2oDj8rvZGrP9XYKaDWhSM7Rf/A4rfiYnJ83CTTcK+25yV0iXq8gGS1vTd8lVfp+BRcqWQUS+v3v3LnK5nKem7iUT+b6trQ29vb0mWLmwsGCaZwQCAZMTaS/+fq4Il4ZN3gieXV1dCAaDptCDmqUsxKAMWO0mc215DY4z+n2DwSAOHTqEN73pTQgGg1heXjb7kwWDQbNF9J7WPIGiYLmyc4tZVsgQODlQCZ5sB8YSMv6Oa6B6mUw8743SPmu5X/p9GNC4d+8ecrkc7t27h7GxMcTjcYRCoTKTnonqvC+mI01MTBhA7enpMdFiVhitrq6a1Xt1ddUMPvqRZGST/3tNcJesbE1Sylrm57m+62c6240w/DRUF1hIXuzJRl7svGL7XK01VldXTf9H5oDSCuIYnZubK9tBs5pFQX5ma7ySL2nqRiIR9PX1mSBiKpXC3bt3cenSJZP/K4Hf63o01VkTfu7cOZw8eRIdHR1oampCNpvFyy+/jJdeegl37twpk5nXAuGyJPze078pfcsMugFbu8JKt4/sKWArTcBW7KOjowNve9vbkEwmjdKhtTbadTQaRTQa3dvgSSGyyiMcDps0EDv6yQEra46bmpqc/g+XachBVan/4/28VzkZpOnF6Cf3AJqdnS3bilaaYgCMz2pqagqDg4M4ffo0Tpw4gVwuZ0wV+q4YgZ+YmCgrWbMTqe0JTJ7te+D5cmHiy9X5XGq5ND2VUmWWhQus5XOUub9yokj+bX4J2gwcyWIBeW2vBYL85/N5TE1NIRwOmwYhBFEGMLLZrGmaLJ+zy/1hT3SCGd0plKNcPAKBYuvBnp4e9PT0mLLZTCaDzc1N09rOr2qGPMn8yUQigSeeeALnz59HMpk0dd/5fB4HDhxAKBQqC6bZC4M9HrzGjZQtP2PxQTwex9GjRxGNRlEoFDA/P2+eOeVgl6vKEmV7QQwEAujq6kIikYDWGiMjI5ibm4PWGtFoFG1tbebvngZPqtlyz2e5v4ocYLJOVTqzAWxT5StNetKD9nnynjnx+VdGDWXJnss8ksfn5+dx5coVtLS04NFHH0U0GkUymTQ7MgYCAayvr2N+fh7Xrl0zUUw7+myDl5cG4WWSAVvaEgGU2gGPy4RrLpq8dwkUXiRBzQWwkh8JFNTuZS4h93ei1m9fg++Z68l9gNjKjK6jlZUVjI6OYm5ursz/LgNlroVJKWW0Saajcc8dYKvxCvuZEuyCwaDx/THoJ6to6O92WVuSB7bjO3bsGAYGBpBKpRCLxcy5+/fvx8DAAMLhMHK5HBYXFw0/8ne8xqdt+cnjdFVxwenr68PDDz+Mffv2YWhoaJvWzYXCHq92qaysjFpZWcFPfvITrK2tmWbaHA+9vb0IBoMYHx/3HGvAHgBP2TORQRAOdA58lllJtd3WIKXAXdoTv19Ll5paqFrgBMpBQLaL43HbXHEtBDx/aWkJo6OjRjs6deoUFhYW0NXVBaUU5ubmMDExgatXr+Ly5cvb+kN6DX6ve3OdZ39OrU4+Mw5wApWr8keeJ69lA7f9mSsB3t4Yr6WlxQRFWPNMTY2botnykGNraWnJRHGj0ajJ9piensb8/HxZCaOtmdn/02UTiURM3wKWSgLA0tKSsRgWFhbMpma0sugekK4f2XNUbqltAzllHw6HkUgkcObMGfT395utiiU1NTUhlUrhiSeewK1btzA/P7+t4sgrV9LlV5Va4/r6uklcj8ViuHnzJjY2NkyFHe+Hvk8v0JYaOjGBm96NjIwgn8+bMkz6OxcWFoyS5jfu6x48CY5AecpRJBIxn3Plkfs+A1v7qnMVIvC6TD9pAlSj5dRKlTRPe+JLULHPk81eXSQHEH+HzUDGx8fR19dntIh0Om1qeZkz5zVoXEDqMj1dvNgyIG+uzeGkPKQp7WUtuN77vQic3MO7s7MTPT09ePjhh3Hs2DHTFCKbzZqSPm7Ja1dgSf8acyMzmYxxqchdLV05xrZ8qRCw1drJkydx5MgRHDx40FgIfE6rq6uYnJzE2NiYyfmVO5VKcLTHtXSXSOL129racPDgwbJdNlmuSGWGftFUKoWDBw/i1q1b5nm5fNi2q0w+Nwmg9BVz4eeOtqFQyCwWTElcWloyWiMtCM4PmSViu2OWlpaQTqeN24WyCwaDmJqaMtV3exo8lVLGz0m1mwDK96wvZtcXamb0McmBI9NPpOYgtQr52f28LxdJUJEDkRPBTg3x0raA7U07mCg8NjZW5i9l/huj8Ha+pfx9L7eGfW37r7QY7Jxb+719Pflb9oR3Aaufa4YTvrW1FV1dXTh69CjOnj2LgYEBnD17Fj09PWY30eXlZQwPD+PFF180m4JxskoApIw57mgqu1wf8nsumUnf5SOPPIJ3vOMdOHz4MDY2NnDx4kXMz89jaWkJANDa2ooTJ05AKYWRkRFTXWOnDvH589lKTV4+a15fblvB9oXDw8Om3ps5mEeOHEE8Hjfdvdj31F5MXSBqu35sMOfOAFz079y5g/b2dgDY1ruW2jXHB4PJVKbkOKCiFQgEMDc3Z4LL5DGfz5vtTWZnZ50LDKnuwRMoqujcT5l5WLLEjCsiwYCqOM0X28SyndrVmKZvNHlpohI8yaNcMAhC/N9eHCTg2BoSzSFOPg48pZS5HuVqa7a2jLzk5WXC0/1ipyjJMj9bDvL3/HyX9v8uH57UOAmehw8fxvnz53Hu3DlTbcJ0lY6ODrM9LUHk+eefN31TJRDa48vLn+e3MMuFsrW1FadOncLb3/52dHZ2oqmpCZOTk8hkMkZJ4Lk9PT04c+YMMpkM0ul0WcCNri65OCqljCVHi0Tm2EoApV98amoKd+7cwfz8vMkb5na9b37zm80YtV0s1ZDL4pJjlmY5WyhSTiz2kM+a/mq5aaMEZanVar3VbZ6BZZrzy8vLyOVyZodRL6p78CQ4MteRKwwTu2WwAdhaseRmXK4Jbz/cSlrQgyY+aL7XWpumFJFIxAxsmi+svZbfl9+V2hEHuMxEoJzsogNOLC//p50OIoGbxKTn/fv3b+OLE1ZqQJWehQsc5W/ZmpwET5b9RaNRHD9+HGfPnkUoFDJdxQOBgNnjKRaLIRwO4+TJk9jY2MDIyAgymYyRtwRJL23S1q7s++JnMqoeiUSQSqWQSqUQj8dNjbZcKG3zemRkpKzFoExxY3CJCeXSpcOSS7trEufdwsICACCTyWBhYQGFQsEsgrlcDtlsFtls1mxnIceF7Z6wFZZKWinHlszhlH5cu5cox7Rs3MI5JHmhHAmesryTx+z55KI9A55U3+mcZ60t0ya4XShbgNkRYz9T0z5+P+/Fz+/pIq6o7K/I5sf79u3D8vIystlsmR/MNuvldSX42dUnEryoRch0G9uscvEp/8rjrooXG/ikK8UGFr63TXhOLPl/JfCk1tnZ2YlDhw4hGAxidnYWuVzOTE6aplyk2DEpmUxicHCwzA9ry7kSeS0GUvZAcfM3pgNFo1FMT0+X7UPPLSiOHj2K3t5ejI2NYWJiAjMzM9sWUYKt7IbP5yDBhb5uAlUulyurkqI/UT6nu3fv4vXXX8fMzIyzr6drYalVZi7XB3nn9+km4f/MDZVReNsqk+4s+dsy9rGnNc9CoVCW30ig5OrCCDz9HPl8ftuGaK6H96CBE6i9cokDPRwO48CBA0gmk+jv7zdbBSwuLpqWckDxHmSlh9892maNBE8JOH7J1OTRBjl5LVtrBcq1ElcEWpbV2ZqLS+uUaV02iEvNjmY7m6F0dXUZDZ810/QN8sV0KeYZM2IteXHJ2+V28CKpYSlVzFeenp7G8vKyAckTJ05gbGysrOFyX18fzp8/j/b2dly+fNmk9PE+mAstAdPFH+cRNTLmFM/NzSGbzeL48eOm61Y+nzd7aSmlMD4+jlu3bmFycrKsUYhr/LnuWz5b1zO3P5cA57XIcjcDPnNZOGJf335mrvHqRXsGPKmi8wFKHxaFKVcMl2D4dzeAs1qytSZOnlgsZny9WmvE43F0dnaaRN6NjQ0zaVwLB8nWBCR42sBna3JevHod5+/LsjmgfGtYkh2kcmmSLr44QSSgSQ1XArL0yYVCIUQiEWPislcqzcKWlpay3RNZIshF3AaISpPNC7js96yMGx8fx9DQEB5//HFEIhH09vait7fXtBJkKlEgEMDg4CBGR0cRDofR3t5u+GQ+o3TVUP52+hZlI8FzamoK165dQ2dnJzo7OwEU06Si0SiamppMKtGVK1cwMTHxS20IV80cpAzt8SoT+5kLSyvC9Wy8ALKSlmxT3YMnzQmpqTDgI7c5ACoD426CZCWt0149+WpubjaTfG1tDXNzcyaLIB6PG/9dR0dHWUVVpcXD5Y+S59rn27KzNSppetuktS6bVPIeJW9Aue8VKK86krxIM5ymNRtv0CfHIIlMspdmGf2W8Xi8DIDb29vR3t5e1nx3fX0dMzMzZRkc1Vg05NuvN6SUPYMk8/PzuHDhApLJJJ5++mk0NTWhr6/P+Oii0SgSiQReeOEFPP/886ZsUfo3ma+5srJSFmXndexCDJLUPIeGhtDU1ITTp0+XyXt5eRmjo6MYGhrCzZs3zeZwMkXID4z8tEub7HFKeTLwJYGzo6PDYIOtSPktdn5WqhfVPXhKU9I1ob0eip8Z4HJU32+SWlW1FAgETKBF9uykbymbzW7Tulyaog1O/MsJZK/QdnTSJSveD/+6zFM7QCBzD22+XIuHTGKX1UY0DWVyeyKRQDKZNG3TCoUC0uk0JicnMTMzYxpz8F5XVlYwPz+P/v5+9Pb2IhqNmihsLBZDNBo1/C0tLeGHP/whrl27ZnyO1aa2VRpn9jglqOdyOdy4cQPPPfccBgcHcerUKbN/EvMuL168iEuXLmFsbAz79+9HJpMx3YaoUcudE+QYlC4OuaDwObFCT+tijwT2U+D3crkcpqen8frrryOdTpvMFtsdY8vATx5+c4Tfo8bJccmFMhQKIRQKmYYoDJ7J2EclgKwFOIE9AJ7A9sisfdzrOyQXWLom8P2mSoNDalcSCKmF0RyjCRkKhdDW1mYc4wQVL4Di/1J7t7fUlSZXpWR8L3Jdm5qpnLDyXMkDtUfWiRNAZQALKBZKJBIJDAwM4Mknn8Tx48fR2tpq+pBms1lcvXoVly5dwvXr102dNwAsLCxgdHQUyWQSyWQSvb29BijoM0un0xgdHcWPf/xjvPjiixgeHjZtDr3MPvs5V1o05XdswGGkfGpqChcvXkQikTA+zYWFBczMzJheBNQwZSWU1NptzVe6OJifKiPXfP7UQicnJ81zUEqZpjurq6tlFWl+/sJqx5FLCbBlS58ugZMuB6aa2VaH10JXjUbsRXUPnvaDoFC9hCG1oWoE8SBBtBbNU2rQ1A4ZFeTA4d4y3EpADmKv3yPJyWQHaGQ00zUZbJC3AcLLJHNZECS7HJNNNmQZLqvNmG5z5MgRvOtd78JTTz2Fzs7ObeZnMpnEyZMn8dhjj+GnP/2p2Z9meXkZi4uLePXVVxEOhxEMBjEwMIBAoLjpGeV55coVXLhwAbdv3zb5f0zf8jPbXcEkKQMpE1tmUt4Er+XlZczNzeHOnTtlFTTMQpFmqs2LHWm2N35jDMHlxwVg0rLsxiT297ye+y87r1xAx7HJRYxyosa5ublpSja97uuN4LXuwROo7ab8BvQv87v3k1zgw4HPicqBK0tQORlYSsjoaqWBwv85sGQAQV7bjoZ6ae82+YEHwdP+bTuVhlonqVAoGPDs7u5GV1cXHnnkEbz73e82lScuCoVCOHXqFI4ePYpUKoVvfetbePXVV83+3a+88gqmp6dx4cIFhMNh5PN5k/7Fbjt0k5A3CXD2QuUnExvcvSYwAZK/v76+jrW1NVOD7QqIMSHeBc6yykaCKYOMBCFJdOlwfCi11bVMVi3djzkkx4vX55wDBM7V1VUzRsmb1+LvxXOt7ryK4KmU+iKA3wQwq7V+uHQsDuBfARwBMArgt7XW2dJnnwDwEQAFAH+ktf6v0vHHAHwJQBjAfwL4mK6SU7+b5d9q1W8vTbNWf+T9Al7bbGIuJzd34+Slabu4uIjZ2VlTUujlsPfin+d7+UldWrzXYiRBkCaj1KCkOealdSqlzJYPNM8khcNhdHd348yZM3jqqad8gVNSKBQy+zQVCgXcuXMHKysruHv3LrQuNvdlutLc3Jwpg/RK/JYWQTVjwe9ZyHMIigRQCYDAVkkyzVTKXUaX6Y5pbm42Se3U5Fm2TDePDZzy2ci2brLiTY6NakCpWvLSyl3nyIVLunLkuK80ByR5jWk/qkbz/BKAvwfwnDj2LIDva60/pZR6tvT/x5VSpwF8AMAZAAcB/I9S6rjWugDgswA+CuACiuD5HgDfrYVZl/kjJ6OXv8UvgOJFlfxU99Pcl6snI+zcSoMaxvr6OhYXF5HJZEzZnsu/U+k69vtqV18pAwKJ3COJkWreC1NmbDNfAipfrJxhkAzYKu9sbm42TTwOHz5ck1ybm5sxMDCAoaEhLC4umsa+JMqcPFKzYi4xFwKp8dmLgZSda9x5afDyMwKo12/YkXNW4JBXRsV5fjQaNRV5JJrcXong9hjyyol0jaGdaHZewOnlDrJlZgO6Fy/VXL9aqgieWusfKaWOWIefAfCrpff/BOB/AXy8dPxrWus8gNeUUrcBPK6UGgXQrrX+WYnR5wC8H1WCp33DUrvh51LD8dOWXMKzBec1seWDkRpIJbCp9GDswWL7pBgpzmQyRiNjSgp9UtVWRbioEnD6/R55ZWYAfYiyZl3rYodumcAv5cpryOvwOUptigAaiUTQ3d1dBgbVEreTKBQKWFpaMpvmsYO+UsX0sPb2dlPia1fVSNPXj+zJ7meG2v/7Lc62DOn3Y2WU1tq4GlpaWhAOh8v4YEqbLX/527WAT6XxUe38cClFkj+veVrLeK/0nVp+c6c+z16t9VTpIlNKqZ7S8T4UNUvSeOnYRum9fdxJSqmPoqilAtheP83GsKxzp/OYPhw795NUy0OUydeyRyEBmj6VnZotroHAl6zwAYpAwt0xOejtwoBar+8iP62p0r3QJyvBVA54akSyq799baYSsRSXkV0CJ4MdKysrpgVbrRQIFLuI37t3D8FgEEtLS6YJxMbGhnGHhEIhNDc3lwUd7OBINeahCxj4fZcMXJNXLm72XOB4YXrRxsaGkZN0nVC+HD9S45Y+1kpWm+SnWgtHAqj93r4P/uU5POYl50o8VKsw2YpQNeP/jQ4Yua6ofY47SWv9OQCfA4BAIKA5YJgIyyoCmb7C0k1qN7U2NbbBiz4jXo9RRjqnZRfvWrTQaq4rgULeCx32Qk4A3NFyry5FvKbruH2+3wCSn3GS2jmj/Gxzc7Os2YjUmoDtnYjYnEEmvCtV9Ltxw7tcLucjVW/K5/Om5DWdTpuoLH2AQHGBbGtrM13S/XJdXWPMBkHXe6+sA7/nwb+UqavGnos7ALO3F4MplCGvz+dm52ZWWkRd47xaxUTKwB73cnNAjmF5vp0BIq/rBXyVxrEfn173T9opeM4opRIlrTMBYLZ0fBzAIXFeP4DJ0vF+x/GqiWYh01fo/6I/Skbf7C7rfmY8sF3jZD/DtrY2tLS0GDOHv8m+mGzMKpsH78SMl9eVCeGSL1cHGVnxwcnIJHJqxy45eJGfKeNlgsoJICczz7cnplwsJE92FJhVMpQ9NdJ79+4hFouZrRNkCWUl2tzcxPDwMDKZzLayX9mBhzKkdiblKPmsppLGZRbzvmXyujzHpRXZ37XlaH9Ol8/KyoqZL5Qjg0iRSMRYalJGNrmuI7MxdmpxcUGlpi/T0wqFQpmCIoNXftq5fR1b47fJln212jSwc/D8NoAPA/hU6e+3xPGvKKU+g2LA6BiAi1rrglLqrlLqrQB+DuBDAP6u2otR67STpmV7rUAgYDpCyyYHroHndQ2CACtXOHFJ1AapHXKVt4M0tWigUhNpampCa2srWlpaTEd3WQUkAYjyIMDLllrcRtUuTbSv6TVgvIBAkg3Ekjdqn7JihZONk0V29qHLhSAlNW0mrdPq0FpjenoaN27cwLlz53DkyJGq5AwAs7OzuHz5MjY3N83+9LZZyHtj+pbUguRCUE1SuC1PLxnaz1aSCyi8ft/OaKAfdH19HS0tLWY3yEKhgO7ubgDFYoH5+Xnf8SKzIYByS8Gv7NQm21phFkAkEinbaoQ7uTLfNp1Om65XJNsa8JKbXNjtxV0+P7/0My+qJlXpqygGh7qUUuMA/hxF0Py6UuojAMYA/FaJoV8opb4O4BqAewD+UBcj7QDwB9hKVfouaoi0E1hkwwaac9KMKfFr1H8OJlI15ghzDAnMMpeNAEVzp7W11QQVyEM1oGmbctLXQ41BAg/PkfcXCoUQi8XQ09NjKiyArV4ATLeRW0fYviUOFuk7dZljttxc51BbI388zmtTjky5kudQ05TNq23fntT6p6enMTQ0hBdeeAHPPPMM4vF4RZnncjn84Ac/wOjoKLq6ugBgW9d8Xo8LNH2gcgGwJ50fcEpZ2QuryxJwjUm/3wa2R8GB7f0AWHQwMDCAWCyG5uZmxGIxhEIh3L592xQPsK2hrQhI0LHHjwQav7Hvsu5aWlrQ0dGBvr4+HD582PRqIO8sEJiZmcGtW7cwNTVllAp70eFvy+dIy4zzmT55OV7prpG5q9UqP6oWlXs3SCl1F8DN3eajCuoCML/bTFRJe4XXvcInsHd43St8AvXBa1Jr3e36YC9UGN3UWr9lt5moREqpS3uBT2Dv8LpX+AT2Dq97hU+g/nn173TboAY1qEENclIDPBvUoAY1aAe0F8Dzc7vNQJW0V/gE9g6ve4VPYO/wulf4BOqc17oPGDWoQQ1qUD3SXtA8G9SgBjWo7qgBng1qUIMatAOqW/BUSr1HKXVTKXVbFdve7SYvh5RSLyilriulfqGU+ljpeFwp9d9KqVdLf2PiO58o8X5TKfVru8DzPqXUK0qp79Qrr0qpqFLqG0qpGyXZPlmPfJau/SelZ39VKfVVpVSoXnhVSn1RKTWrlLoqjtXMm1LqMaXUUOmzv1WurP03ns+/Kj3/QaXUvyulorvNZ9UkqyTq5QVgH4BhAA8B2A/gCoDTu8hPAsCjpfdtAG4BOA3gLwE8Wzr+LIBPl96fLvHcDOBo6V72PWCe/xTAVwB8p/R/3fGKYjvD3y+93w8gWqd89gF4DUC49P/XAfxuvfAK4B0AHgVwVRyrmTcAFwE8iWIjn+8C+PUHwOe7ATSV3n+6Hvis9lWvmufjAG5rrUe01usAvoZir9BdIa31lNb65dL7uwCuozihnkERAFD6+/7S+2dQ6muqtX4NwG0U7+mBkFKqH8BvAPi8OFxXvCql2lGcTF8AAK31utZ6od74FNQEIKyUagLQgmJjm7rgVWv9IwAZ63BNvKlig592rfXPdBGhnhPfuW98aq2/p7Vmu/4L2GogtGt8Vkv1Cp59AF4X//v2/3yQpIqNoc+i2OCkrK8pANnXdDf5/xsAfwZAdjioN14fAjAH4B9L7oXPK6Va65BPaK0nAPw1in0cpgDktNbfq0deBdXKWx9q6Ll7n+j3sNXzop75BFC/4FlT/88HRUqpCIB/A/DHWutFv1Mdxx4I/0op7jf1f9V+xXHsQfDahKIJ91mt9VkAyyial160mzKNoagJHUWxW1irUuqDfl9xHNv18VuiN6Tn7htNSqlPothM6Ms85MFP3ci2XsHTqy/orpFSKogicH5Za/3N0uGZkhkBVV1f0wdBbwfwPlXc+uRrAJ5WSv1LHfI6DmBca/3z0v/fQBFM641PAHgXgNe01nNa6w0A3wTwtjrllVQrb790z92dklLqwyhuMvk7JVO8Lvm0qV7B8yUAx5RSR5VS+1HcVO7bu8VMKZr3BQDXtdafER+xrymwva/pB5RSzUqpoyj1NX0QvGqtP6G17tdaH0FRbj/QWn+w3njVWk8DeF0pdaJ06J0otjKsKz5LNAbgrUqpltJYeCeKfu965JVUE28l0/6uUuqtpXv8kPjOfSOl1HtQ3P/sfVprubdKXfHppN2IUlXzAvBeFKPawwA+ucu8/AqKpsEggMul13sBdAL4PoBXS3/j4jufLPF+E7sUDUSxDyuj7XXHK4BHAFwqyfU/AMTqkc/Stf8CwA0AVwH8M4pR4LrgFcBXUfTFcq+wj+yENwBvKd3fMIo75qoHwOdtFH2bnFf/sNt8VvtqlGc2qEENatAOqF7N9gY1qEENqmtqgGeDGtSgBu2AGuDZoAY1qEE7oAZ4NqhBDWrQDqgBng1qUIMatANqgGeDGtSgBu2AGuDZoAY1qEE7oP8HKraujHGmf9gAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(image, cmap='gray');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d184e706-14d0-40a0-ad21-23f03323fcfe",
   "metadata": {},
   "source": [
    "In addition to the ```image``` input we also used an *optional* parameter called ```cmap``` here and that allows us to set a certain colormap, here a gray one. You can find more here: https://matplotlib.org/stable/tutorials/colors/colormaps.html#sequential"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55c62f20-e864-471b-a2c7-d58d4eee90e8",
   "metadata": {},
   "source": [
    "## Accessing values\n",
    "\n",
    "We can again display part of the array:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "9352296c-f35a-44b2-9d94-e710f1545547",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[219, 225, 220, ..., 256, 258, 272],\n",
       "       [218, 211, 217, ..., 270, 268, 278],\n",
       "       [217, 217, 214, ..., 263, 268, 262],\n",
       "       ...,\n",
       "       [337, 343, 321, ..., 266, 287, 285],\n",
       "       [320, 323, 339, ..., 268, 295, 281],\n",
       "       [329, 353, 335, ..., 276, 281, 291]], dtype=uint16)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "efe0ff30-4a6f-40f6-8e1f-8d8035c3c636",
   "metadata": {},
   "source": [
    "The first questions is: how do we extract a certain value from the array? Each of the numbers we see above represents a pixel and it has a location (row, column). We can use that location to \"extract\" the value from the array. For example if we want the top left pixel at ```row=0``` and ```column=0``` we use these coordinates within **square parentheses or brackets**:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "8101a236-7ea2-4361-aae7-a990ee6d36fb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "219"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image[0,0]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8b4f4ed7-5a15-4633-a1a8-5109c4b2744e",
   "metadata": {},
   "source": [
    "We can now even change that value by reassigning another one:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "06366c6a-0636-43a3-b08c-403e5a4b831d",
   "metadata": {},
   "outputs": [],
   "source": [
    "image[0,0] = 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "20c67b51-46a0-422f-9f29-3759ddf7f3a4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[  2, 225, 220, ..., 256, 258, 272],\n",
       "       [218, 211, 217, ..., 270, 268, 278],\n",
       "       [217, 217, 214, ..., 263, 268, 262],\n",
       "       ...,\n",
       "       [337, 343, 321, ..., 266, 287, 285],\n",
       "       [320, 323, 339, ..., 268, 295, 281],\n",
       "       [329, 353, 335, ..., 276, 281, 291]], dtype=uint16)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b1f947ee-a18b-45b8-8be0-e3ca7dd20a70",
   "metadata": {},
   "source": [
    "We see that we have indeed changed the value of that top left pixel!"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a928ccd1-d746-4a19-8740-653fee04018a",
   "metadata": {},
   "source": [
    "## Accessing parts of the array\n",
    "\n",
    "Very often we don't need to access a single pixel, but an entire region. In other terms we want to **crop** the image. Let's look again at the image:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "9620b198-e5c4-4e08-8b11-a76aa3d9c5c6",
   "metadata": {},
   "outputs": [
    {
     "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": [
    "plt.imshow(image, cmap='gray');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3edb5f8f-32fc-4f43-8997-bfaf0d100f1a",
   "metadata": {},
   "source": [
    "Let's say we want to focus our attention on a region in the middle of the image. We can for example take the rows 400-530 and columns 400-600. Instead of just using single coordinates we can now extract that part of the image using a **range** of pixels, the range being indicated via the ```:``` symbol. Here we write:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "333b5599-cf79-4313-80a9-2d88277f068f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[375, 352, 370, ..., 470, 452, 469],\n",
       "       [372, 368, 365, ..., 462, 458, 472],\n",
       "       [381, 370, 359, ..., 478, 461, 480],\n",
       "       ...,\n",
       "       [349, 365, 346, ..., 287, 285, 290],\n",
       "       [333, 349, 340, ..., 288, 276, 275],\n",
       "       [355, 351, 337, ..., 282, 274, 267]], dtype=uint16)"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image[400:530, 400:600]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a56e15f3-fb53-4799-a710-f7ec2fef4b46",
   "metadata": {},
   "source": [
    "We can store this new smaller array into a new variable:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "0b665a02-bfcc-43ed-9bc5-6e1e4bdc4604",
   "metadata": {},
   "outputs": [],
   "source": [
    "cropped = image[400:530, 400:600].copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "01625c61-b504-4bb7-b575-0ac3b0b9ea29",
   "metadata": {},
   "source": [
    "**Note that we additionally use here the ```copy``` method. This ensures that whatever modification we make to the cropped version doesn't affect the original image!**.\n",
    "\n",
    "We can again plot this cropped image:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "dd08dcac-b0f3-4a6a-b513-6dee313c2614",
   "metadata": {},
   "outputs": [
    {
     "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": [
    "plt.imshow(cropped);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "deb9e658-6989-4941-b882-5e604dd53baf",
   "metadata": {},
   "source": [
    "We can also check again the size of this cropped image. We expect 130 rows and 200 columns:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "2dbcd4ed-94f7-4503-a707-7222353f2c7e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(130, 200)"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cropped.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c316fd1d-0bb5-4bd2-8116-0132cc2eef2a",
   "metadata": {},
   "source": [
    "If instead of selecting both rows and columns we only want to select a range of rows and take **all** columns, we can just use ```:``` alone:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "e04b89d0-b8dc-4be1-bf18-12dfc8b1ae73",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(130, 1360)"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image[400:530, :].shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4f0b6586-597e-4d66-8c97-7fa06b84fffe",
   "metadata": {},
   "source": [
    "We can also leave out the *end* boundary and then it takes all the rows/columns from a certain index to the last one:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "3637fdae-7f84-41f8-be99-974f2762ce1f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(624, 1360)"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image[400:, :].shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2c347fce-8089-45ee-b608-07ed9edea155",
   "metadata": {},
   "source": [
    "## Other ways of creating arrays\n",
    "\n",
    "In addition to create arrays by importing them, we can also generate them using Numpy functions. This can be useful to initialize some array that we can then re-use later.\n",
    "\n",
    "There are many different types of arrays that we can create. For example we can create arrays that only contain ```0```s or ```1```s and have a certain shape, e.g. 5 rows and 3 columns, using the ```np.zeros()``` and ```np.ones()``` functions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "0ce1059f-6ca4-44a9-b706-93bb126b15f0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0., 0., 0.],\n",
       "       [0., 0., 0.],\n",
       "       [0., 0., 0.],\n",
       "       [0., 0., 0.],\n",
       "       [0., 0., 0.]])"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.zeros(shape=(5,3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "86d27fd7-0e6d-4000-87eb-0ec5c3c1a0d0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1., 1., 1.],\n",
       "       [1., 1., 1.],\n",
       "       [1., 1., 1.],\n",
       "       [1., 1., 1.],\n",
       "       [1., 1., 1.]])"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.ones(shape=(5,3))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "41e3871f-93ef-4b65-a567-c25ce1c2ac72",
   "metadata": {},
   "source": [
    "We can also create 1D arrays (only one row) with values regularly distributed. For example we can create an array with numbers from a given ```start``` value to a ```stop``` value in a certain ```step``` size:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "id": "54ddb4e5-b246-497a-a7ed-229d5d8d5506",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 4,  6,  8, 10])"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.arange(start=4, stop=12, step=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a911a1f0-43f9-48ac-ab47-c8b1e15d9572",
   "metadata": {},
   "source": [
    "In addition the ```random``` submodule of Numpy allows us to create arrays with numbers taken from a given distribution. For example we can take numbers from a Poisson distribution of parameter ```lam```. Remember that to access a submodule we use ```np.submodule.function_name```:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "id": "b734604d-95c7-4f27-a5bd-c43c7fe59391",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[2, 5, 4, 2, 4],\n",
       "       [3, 3, 1, 2, 3],\n",
       "       [2, 2, 5, 5, 4]])"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.random.poisson(lam=3, size=(3,5))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8b7da419-fcda-4721-9483-621167c48341",
   "metadata": {},
   "source": [
    "## Mathematics with arrays\n",
    "\n",
    "Now that we know how to create or import an array, we can start to do mathematics, or in our case image processing, with these arrays. The advantage of these structures is that we can do mathematics as if we were using plain numbers."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f965e8e9-0e97-45da-b0ff-615b22b86b5f",
   "metadata": {},
   "source": [
    "### Basic calculus\n",
    "\n",
    "For example we can write the mathematical statement $y = x + 3$, and we can write the same thing with an entire array:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "7a93e94c-c1dd-490c-84e3-8e89e57ddcfa",
   "metadata": {},
   "outputs": [],
   "source": [
    "cropped_plus_three = cropped + 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "id": "f97d98e6-51cc-4b3c-90c8-4fa27e73b8c7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[378, 355, 373, ..., 473, 455, 472],\n",
       "       [375, 371, 368, ..., 465, 461, 475],\n",
       "       [384, 373, 362, ..., 481, 464, 483],\n",
       "       ...,\n",
       "       [352, 368, 349, ..., 290, 288, 293],\n",
       "       [336, 352, 343, ..., 291, 279, 278],\n",
       "       [358, 354, 340, ..., 285, 277, 270]], dtype=uint16)"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cropped_plus_three"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "ac8893ee-53a8-4ac2-a64f-43fe17493420",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[375, 352, 370, ..., 470, 452, 469],\n",
       "       [372, 368, 365, ..., 462, 458, 472],\n",
       "       [381, 370, 359, ..., 478, 461, 480],\n",
       "       ...,\n",
       "       [349, 365, 346, ..., 287, 285, 290],\n",
       "       [333, 349, 340, ..., 288, 276, 275],\n",
       "       [355, 351, 337, ..., 282, 274, 267]], dtype=uint16)"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cropped"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3fd8bf0d-991c-4797-98a4-db1d5273714a",
   "metadata": {},
   "source": [
    "We see that the statement ```cropped + 3``` is turned by Numpy into \"add the value 3 to each pixel in the array called ```cropped```. So we don't have to explicitly add this value to each element, Numpy does it for us!"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f4996318-2ede-4564-9f7d-c6001400b5d6",
   "metadata": {},
   "source": [
    "You can use most common operations with arrays:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "id": "66bab892-359f-4d73-947a-123c21a1e700",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[372, 349, 367, ..., 467, 449, 466],\n",
       "       [369, 365, 362, ..., 459, 455, 469],\n",
       "       [378, 367, 356, ..., 475, 458, 477],\n",
       "       ...,\n",
       "       [346, 362, 343, ..., 284, 282, 287],\n",
       "       [330, 346, 337, ..., 285, 273, 272],\n",
       "       [352, 348, 334, ..., 279, 271, 264]], dtype=uint16)"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cropped * 3\n",
    "cropped / 3\n",
    "cropped - 3"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "066bc922-93c0-4d48-9ba0-6889a6d18c34",
   "metadata": {},
   "source": [
    "You can even raise each pixel to a certain power using the normal power operator:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "id": "bfeed4c3-5490-4f66-a72e-dc82d38031b0",
   "metadata": {},
   "outputs": [],
   "source": [
    "a = 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "id": "b2e64922-8b63-4b1a-a4e7-d77b5ff0e454",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a ** 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "id": "248cd58c-c572-4605-a451-470139c52e48",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 9553, 58368,  5828, ..., 24292,  7696, 23353],\n",
       "       [ 7312,  4352,  2153, ..., 16836, 13156, 26176],\n",
       "       [14089,  5828, 63345, ..., 31876, 15913, 33792],\n",
       "       ...,\n",
       "       [56265,  2153, 54180, ..., 16833, 15689, 18564],\n",
       "       [45353, 56265, 50064, ..., 17408, 10640, 10089],\n",
       "       [60489, 57665, 48033, ..., 13988,  9540,  5753]], dtype=uint16)"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cropped ** 2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1fc9b3a7-c5dd-4b18-abc7-a096e5a9c47c",
   "metadata": {},
   "source": [
    "Again, this is not some kind of matrix operation, **the squaring operation is applied element-wise**."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2e9f970d-d38a-4b37-83f4-02e09427d7f2",
   "metadata": {},
   "source": [
    "### Numpy functions \n",
    "In addition to this simple arithmetic, we can apply **entire functions** to these arrays. In particular Numpy has a wide range of functions that take arrays as inputs. For example, we can take the cosine of each element in an image using the ```np.cos()``` function:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "id": "601a5907-6556-42b1-8930-0721caf82676",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-0.40805453,  0.98998827,  0.7597075 , ...,  0.3258383 ,\n",
       "         0.925159  , -0.61949694],\n",
       "       [ 0.27513435, -0.9074341 ,  0.8390551 , ..., -0.982774  ,\n",
       "         0.7822497 ,  0.7240764 ],\n",
       "       [-0.64689636,  0.7597075 ,  0.6536208 , ...,  0.88795507,\n",
       "        -0.6865085 , -0.7877331 ],\n",
       "       ...,\n",
       "       [-0.96016186,  0.8390551 ,  0.91111785, ..., -0.44011596,\n",
       "        -0.6333425 ,  0.56242895],\n",
       "       [ 0.9999611 , -0.96016186,  0.7596683 , ...,  0.51779556,\n",
       "         0.89598435,  0.1104172 ],\n",
       "       [-1.        ,  0.65366644, -0.66029406, ...,  0.73621315,\n",
       "        -0.776667  , -0.99937433]], dtype=float32)"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.cos(cropped)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "99674304-250d-40b9-88b7-5e5220af1962",
   "metadata": {},
   "source": [
    "We won't create an exhaustive list of functions here. If you need a specific one the simplest is just to Google using \"numpy name_of_your_operation\" and the corresponding documentation should appear as first link.\n",
    "\n",
    "Above we have used a function that takes an array as input and returns again an array (of the same shape) as output. However there are functions that *summarize* the array and that return for example a single number. For example we can find the maximum value in the array:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "id": "4caac8f1-409a-4487-9515-aad563cf986c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1568"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.max(cropped)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6d63856c-5656-4108-9a82-a11d0f0a406f",
   "metadata": {},
   "source": [
    "Similarly for the min, mean, standard deviation etc."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "id": "b0e6579e-1d56-4886-bc2f-c9521de565d5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "267"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.min(cropped)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "id": "b40a3ac9-63ea-4fa8-a64e-a4c7f8b9fba7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "472.93142307692307"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.mean(cropped)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "id": "8a0be928-812c-4860-81bf-74d0a4cb258c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "172.53921546746614"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.std(cropped)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "30c0e904-cffe-44d7-a79e-f07895d068c7",
   "metadata": {},
   "source": [
    "Finally note, that some of these functions are also available as **methods** attached to the variable itself. The two following lines are completely equivalent:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "id": "b5af952f-2058-4b1e-a220-6dd357c7d8be",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1568"
      ]
     },
     "execution_count": 124,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.max(cropped)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "id": "79f6da14-0814-474f-b847-7b28cfc1c5d9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1568"
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cropped.max()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2fe4e3e7-62d8-44c4-8885-5c46c694b4a8",
   "metadata": {},
   "source": [
    "### Operations between arrays\n",
    "\n",
    "Above we have only seen operations that use a *single* array and that either modified the array or calculated some statistic. But we can also **combine** arrays in different ways, for example we can add two arrays. Again the operation happens **element-wise** and because of this we have to ensure that the two arrays have the **same dimensions**. If they don't Numpy doesn't know what to do with pixels that don't have an equivalent in the other array.\n",
    "\n",
    "As we are studying image processing, let's simulate noise in our image. We will take our ```cropped``` and add to it some noise (this is commonly done to test algorithms in degraded conditions). Let's use again Poisson noise. Now we need to make sure that we create a noise-image that has the correct dimensions. Those are:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "id": "f6d01fd5-ecba-43c0-a44a-e96476e1b8ad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(130, 200)"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cropped.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5e776371-9170-4eb2-82b0-0a39f8cb8090",
   "metadata": {},
   "source": [
    "Now we can use that shape when creating the noise-array:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "id": "981b2218-acd0-4fde-9e64-1abce8979f7c",
   "metadata": {},
   "outputs": [],
   "source": [
    "noise_image = np.random.poisson(lam=3, size=cropped.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e23299e0-0eb8-4401-8d81-5f70b6a58247",
   "metadata": {},
   "source": [
    "Now we simply add the ```cropped``` image and the ```noise_image```:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "id": "81ad0132-c73f-4d7b-9e1c-a00b17f4df12",
   "metadata": {},
   "outputs": [],
   "source": [
    "corrupted = cropped + 100*noise_image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "id": "1facf38a-4dcc-42ff-8c39-ee28909bdb7d",
   "metadata": {},
   "outputs": [
    {
     "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": [
    "plt.imshow(cropped, cmap='gray');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "id": "89128272-d85a-46fe-95fd-9772fe4152c4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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5wDHxvnFCOKm5uTlJMjsRjUZ1fHxse5PADszctTUu3+AGOwQanFu4rGazafudd8t7aDabSiQSxinxp1KpqNvtWhZfq9WUyWRsn7EfgalHo5H6/b7t+ze5wjev3xQso8lk8j9K+h//ZX43FAopk8no9PTUosTl5WWLeMGhMYy8TIxFJBLRj370I1UqFTWbTTOM3/ve9/T111/r9evXthhspnK5rEQiYQeOA9Nut9Xr9XR6eqp+v69kMmmbLZ/Pq1qt6smTJyoWi8rn8+Y0zs7ObCNKMgMEpnt0dGSGrN/vy+/3a2VlRf1+X41GwyIqvHupVNLx8bEuLy+1tLSkRqOhx48fW0pJxE4qKckwuU6nY9GYG/mur69rcXHRNjORiyR7RjaMC4Xk81d8Ta/XU7vd1mAwsKj0/Pxc6+vrCofDKpfLisfjRtKCYw4GAzWbTTOynU7H7n9packgNQ44MIWLufL/MXzsAxxwLBbT3bt3tbW1pbOzM3300UfyeDx68uSJGV3WLhaLmXEnumw2myqXyxaVjUYjnZ2daWlpSQ8fPlS1WlWz2dSrV68UiUQUi8V0eHiocDisn/zkJ9rZ2dHu7q5FdK1WS61WS5eXl1pYWFAoFNLBwYE5h+XlZQWDQW1ubioYDCqVSmllZUXZbFaRSERnZ2d6+fKl+v2+qtWqstmsGZSDgwOdnZ2ZgT07O1MgEFAul5PP51M8Htfq6qomk4mq1aoePnyoXq+nRqNhGdrR0ZFFp+wjcHUyr3K5bDAJ6z+ZTFSpVNTr9ZTL5WxtIU7hBvb29pROpxWNRnV5eWkOnvfJvoXP8ng8Oj09Vblc1u7urm7evGmcwWg0UqvV0vz8vPx+v16+fKnhcCifz2dGc29vT5lMRo8ePbIg5Pj42Jz97du3VSwW7Yx3Oh1zzjjWfD6vdruter2uO3fuKBKJWNBYKpW0uLio0Wik09NTg4N2dnY0Go00Pz9vWQh2CVx/dXXVuInV1VVVKhW9evVqCjVwHQ6wTaVS0VdffaV8Pi+fz6fnz58rHA6rWCzaXv6u6zdm3P9VLggYNiaGhdSZFNRVe/j9fiPKSMnwrmD1pEXABfwvhBgbjc9lw3C4Mc6Xl5cGPwANAC+QGhKFTSYT9Xo9xeNxRaNRS6MvLi7k9XotWiHDwEjxYknZLy4ujPTjAOHo+B3WyU2bIQala4UOBpuD7ZKhrK0LFUFIsUkbjYY5Vnd9WSs3fR8MBqpWq5YSk9FcXFyYcUY1wvfiYDEA4/HYIj4ULWRCvON4PK56vT4V4fOM8XjcFCIY2E6nY0qENxVZZAWQeWSJ8/PzisViFpF1u11bb9Z4OBzq/PzcInb+DsdDFoAhcbM2SXZP8DGoiXjfGCfuGW4knU7bPorFYnaWGo3GlMrL5/MZDCLJIj/2BZ9N1ggcwr8nayML5Q/Rfrvd1uHhoX1mKpWyPY/Rjsfjtoa8Q/bLcDhUOp3WZDKx52fvucood8+42S3PxB5nfSVZZuueVYIdnKyrGCJqx2bw/WQswKDsV/YfNoz3z7mF7A+FQuZw3EwTKCYajZqTQcgRi8XUarVUrVYNYorH46Z+crODX3e9Fca92+3q9PRUuVxOi4uLxr5Lsg2El+PlZjIZJRIJk86dn59LkqVfvV5Pv/zlLxUOhw2GISV9+vSpDg4OzCgSwQJPRKNRSbLv+OSTT1StVrW9va3bt2/rvffe0/Pnz1WpVFQqlZTNZjU3N6d2u23pVSwWU7FY1N7enikFIpGI4XeJRMI2sKQpJUAoFDICdDwea2tryyRWmUzGXjKSMTBGDk0kEtHOzo5OT081OzurUCgkr9erRCKh0WhkTg/8eDAYqFAoyOPxaHt7W/F4XIlEQqenp0YM4XwgjqQrw4SB5xlqtZqq1apyuZwymYzee+89HR0d6eDgwGAmjEaj0VCxWFSxWDTcHnKyVqvp4uJC0WhUMzMzKpfL6nQ6tg6rq6v66quvVK/XLaqsVCpKJpNKp9N6/PixOQ8gPJeYBhvm0BLF4kRmZmb0H/1H/5FevnypZ8+e6fz8XL1ez6JJHFGv19PXX39tGCnvQpJlUbVazQwbEEytVlM0GtXi4qIdYghA1tKVMbbbbTPIKysrWltbM9Kt3W4bpry7uyu/36+ZmRlls1lzTpB9Ozs7qlarunHjhpHbkozsJHsi8+PdR6NRFQoFg+RQmR0fH+vx48cqFApKp9NaX183R7u/v69+v6/Z2VmVSiWdnp4aLr26umrO9969e4rH40a6JxIJHR4eWgCWyWSMRCXYyWQyWlhY0OHhoer1uhnj09NTC7SAlYLBoOr1uk5PT9Vqtabkln6/X+l0WsPh0IhSHBdnM5lMKpvNSroy3rdu3dLBwYG2trbMeOP4UcohrSUT3NraUr1eNygXAjoQCNh6Xl5eqlQqKRgM6i/8hb+gy8tLU/TBH9XrdW1ubiqXy0059W+73grjLskWFDlbvV63DYe3da/z83NdXl5qZWXF/m2n01G32zUcjovUXZJBOul02nDuy8tLRaNRpVIpxWIxI7+azaYk2Wd2u10dHh6q2+2q2WxqNBrZizk+PrbICvyy1WoplUopFAqp2WyacUHxQCQ8Pz//K/jbycmJQUkrKysWfUjS5eWl4Y5EJ+CTRGK1Ws10s+Px2FLUTCajGzduqNPp6OnTpwqHwyoUClMk3sXFhR004CM3YpJkz4jhka4OAfp81pq0H2KV94LhOzo6ssia5+t0OnavkkxNRIbTaDSmDC7Rbzgc1unpqRkscFvkm+VyWcFgUPfv37cDzoEjo4JkbbVa+uyzz3R6eqpqtWpELge31WppaelKEHZ0dGRrxR/u3eWRXE19PB43MhLlE3vCTbuPj4/V7Xa1tramXq+n4+NjFQoFIyyJulutlvr9vpaWliy763Q6Ojg40GAwUDgc1uzsrFZWVjQ3N6ft7W3bv5wv3hWRKQowHHi329XOzo5u376tQCAwFbBgdE9OTjQ/P6/FxUWdnJyYw4HoJOLc3d21rAm4AakmRGIsFjOFCNmE3+/XD3/4wyld/Hg8VqfTsec+OTlRq9XS3bt31el09Pz5cxUKBRUKBb1+/VqSTHThZifdbldzc3PK5/NWZ4CajbWdTCY6OjqSdKXEQm0ETj4cDjU3N6d+v6/j42M1Gg2zbzMzM4pEIpYdcD6ePn1q0GwymVQkEtHp6akuLi4UCoWmzhCBQygUsv306663xrjz4ur1umFipEWuPtjVKbOx8cBukY+kKZUKZGe3250iMUm3IUdgujnEGFgkTEAUkLBzc3OmCUbBwmEF+36TuQdvnHxTCJJIJNTpdCzKQLEgaQrv7HQ6dk+NRsMUC0AE/B3PBewAhgeEBeHV7XaNDMa4ejweI7gikYj8fr8KhYJtfogjNhm4OpEc9yJdw21ARW8W5BAtAfmQgrtqDPB9dy+02+2pSN4lxy4uLlQulw1/Ho/HSiQSSiaTOjs7k9frtUNJjYEkMwyonrrdrra2toycw8iR4XU6HWUyGQUCAZ2fn5sBBB6MRCLmeIAgIBNRPrE3xuOx4dxer1fJZNLgL/YBWnFkpChAgGuAb9B2uwqRbrerVCql2dlZZTIZBYNBff3115KkpaUlNZvNqWKzVCple43f93q9KpfLqtfrSqVSVvgGDNZqtdTr9Sxrc+EmNPXgzqPRSCcnJ3ZWUKQBi/Z6PVMnUfRD4IEclgDILRAC8kGKyV4sl8sqFAoG40jXxVYETcCAiURCc3Nz2t/fN5tB8MLevbi4MFUPnJVbDJVIJOznnEOePZPJmCPGNpXLZZNKzszMKBqNGkeFrQPG4R78fv+fibn/RqSQ/6pXOByerK2tKRaLWQpL2jszMyPpylDs7e0pmUzq/v37kmRpGB58ZmbGsFjp6gUeHx8bUUZUzSGmGCOTyRje9pOf/ERer1c///nPFQ6HlUwm9ejRI0nSz3/+c9P3Hh8fq9frKZVKGUYajUYNQ2s2m6pWq1pcXDTiLJ1Oa21tzZwQmujBYKCVlRUlEompwhFSwxcvXthmWVpaUiKRMB070FIwGNTdu3eN8EEhQSHY3bt3VavVLOOA2GTtfuu3fkt+v197e3uKxWKKRqOqVqvy+Xy6ceOGvYNf/OIXGo/H+ulPf2rPiMSMSlNXD06WUK/XdevWLSWTSSP3qFMAm3exRiI9HOLS0pKi0ag+/fRTg5JwGODUtVpNqVTKYLV2u62joyMrVAFLnZ+fN6deKpXU6XTU6XSUzWZNTw5um06nlUqldHJyovF4rEwmYwdxbm5OPp9Px8fHarfbxo0EAgHdu3fPSOdcLqdEIqFcLmeE3erqqrxerz755BMjBguFgkGSjUZDZ2dnevTokbLZrMrlstrttprNphnXdDqtTqdjZF8ikdD29rYVubxZNEUGOB6P9dVXX8nn82ltbU2NRkOtVks3b960grWjoyOdnZ0pn88bgc+7IMBKpVKqVCqWEQ2HQzPaBCU4ZIzhycmJORtUbDdv3lQgENCTJ0/M0RPl8r2c1263q/n5eaVSKeXzeVUqFVNw8awzMzOKxWJqt9uGqbNn3IIvjKZraOHCLi8vjeNCEYRB5ZxyVsHLFxYWtLy8rD/6oz9SrVazTBb7IF0pxfgcxAbg8LVaTfl8XvF4XEtLSzo9PdWLFy+0sLBgzyPJgoNgMKh/8k/+yb9bKeS/6kVKDR4HxofHZuGlaRgAkgZcy+/3T8nwiAJ5yRhMtyyYFLrT6UwVMhENgOd7vV6l0+kpo0g6LMl0u2BqkqYkbqlUymRsrkqFZyJCcTXYPDf3jJyRiARnhSFChfJm+h+Px21j93o9+32iRp6DyBJ5INEC0Tr34uKzZAZuluCSUGxkZGSussLFJ4mqXAknWRbQEu8S8p0MKJFIWGRMRTGGHCPCH/TRGGgKn+BvuG+yPP6dmwEFg0Gl0+mp7JE1hbTm0FLQhBqIrIc9mUgkprTrkIy8rzfls7xXN2IlCOFZwdghDsmSeB6idLIuolZIXJ6VTI4MiDMD8QkRzX7FSaPJxgkBTXEGJVmmwn3x/bx/HATPjZHkvEuyrJd91u12dX5+rmQyaQbXlYPW63XjqyTZf6M8wkG9SfyyZ1zxAPYCWyFdyx6xPW/Wi7gEcTAYtDPkVrfzrtD+U5yGWMJd9zfltm9eb4VxDwQCxpizmEiqwKIxps1mU19//bU9GNKtdDpti4N+nU2GNpqXQCky0q3FxUU1m001m02Lktn47XZbL168UCQS0c9+9jMdHBwYbufxeNRqtSwqcfFNV5/r9/u1vr5ujomCj/X1dfn9V/1dIJvee+89cwDHx8dqtVpaW1tTrVbTkydPjIWXriJj9Pr9fl87OzuKx+NaXl62FgDr6+vqdrt69uyZRSluERNR78HBVSsgjHi329XZ2ZkZNA7gvXv3rNozk8kol8tZWs8mlKRCoaBYLKZcLmeyM/rXcCBnZ2cNgkP902g0rDgIGCWZTFoxF+tE1NjpdPTgwQOTYAJ/4WRnZmZUq9XUaDSsBJzn6/f7Rth+8MEHxrMQgbvqGTTbe3t7Wltb09LSkp49e2a8jCTjL+jpA7QxMzOjVCqlZ8+emQPa3t6Wx+PRj370I52dnen58+c6PT01pQ3RWalUUr1eV7FYNL6IoGFzc1PZbFa/9Vu/pYWFBaXTaX355ZcWKVerVTPEZIo8NzDH+fm57YsXL14oGo1qaWnJ8GaqgDlLrI8kK+6CfwkGg7p165ZOTk60v7+vYrGoRCJhfBcwIMQj+3h7e9uyKN5HMpm0TB4nhuEvFosmUYY0vby8tP0A74JcEbL24OBA6+vrpuJZXFxULpfTp59+aoQ1yAEZiyRrNcC7PT09nSokCwaDKhaLOj8/19HRkdXY8B5isZjOz881GAwsuw8EApbFwLG41cGQph9++KGOj49NXMDedSXQv+56K4w7uBPFAX6/3xQd7XbbSujZ1PV63TAsokSgFeSK0nW5/vLyshV8SLJISpL1gIjH45qfn7fIhGo76SoyRBnh8/msgs7r9WpmZsZYbqo7Yc4pUff7/drf37eNRuFVuVw2/J8X3u/3jYRiLXZ2diyKpVgjl8sZnpnJZJTNZq20GywTKAvZHWQWlbPguEQJbnbD80JopdNpK5X2eDzK5/MWLfGdwGFer9dUC255u8s1NBoNnZycyOv1WuZEBMs7xehg9Futlh4+fGhQRLFYnCqyIaPAOPJzV/Ln91/340GxMxwOtbW1pUajocvLS/tOIsbxeGxGFUPDMxGtElUS+aZSKYMwqN8ggjw5OTEHtrm5adWZ7FtJ9m8JUpA4ko5LsvVuNBp6+vSpKaJYYzT9QAEYD5RWZHlEluwDSSYwwOEAkbm9nuCdEomEOcNKpSJJ1q4ADoQsBpjSLRADDmo2mxaEgUvT7wYJqNfr1eHhoWHT29vbVgxHFsbzIcbgXukBhHBhb2/P4Dafz2e8FJXgLscF0evxeIzvAhojuwQiIusmyCSoYO+QAWC/+v2+gsGgFhYWLFAKhUImxIC3OT4+Nokuz/td11th3CEqIYtCoZAZY3BOjDvQBOkOeHMikVClUrGoAlihWCyqUChIkr1YFA1Er+fn59baAByNz5FkBwqjjXbb7/dPVfpRkMPf8VKkK809hh3HAuaOZp/vaDabOjk50eLiomKxmI6OjowtRwtLfxKiukwmY4YFffNodNU7BTWIq8/2+XzKZrOWvrpKHziJZDI5pSThQIzHY62urhp0geoAuSGqJ94TZBpQFNBWuVw2PLFarRoMQXTn6o7Jou7evatGo6Hj42ODuk5PTw1qIMNwC3Fwzjw/uD6/Px6PTZ0A1ooxAcrh9zCQGHg3Cu12u7b+FN+g+/f7r3raXFxcqF6vW/ENgQUFcawZexPtOXAQzbswzH6/X+122yLwBw8eGKnIGclkMtZHBugN6SzqDYh4zg5/R38aAgLWkWCATAQDVq1WlclkzJDCt5Bdzs7Oyu/36+zszKJfigmJqLlXnBpQBq0YKpWKvF6vFhYWVCqVjDsDgkGCSHBAjUMqlVKpVLJ9UCqVNBwOlcvlLMumBw+FWnRVdXsWAdMhOQUaJQsGDnNhJN4r+59aCiA8+hVxNljji4sLq2mAh5qZmTEH+13XW0GoRiKRyfz8vDXQwXOyqWm0ValUjHwiknrvvfcMn9/a2tLR0ZGRsOjI3QIlopFKpaJbt27J4/FYpSFNfqRruWGr1VI2m7ViKhwD+l+MLAYdY+bCG5PJxHSto9FIhULBDEetVtPx8bHW1taMECMTIerf2dmZwiIxfJFIRPl83j6P3imQd6lUSnt7e3b4gSza7baSyaTee+89a1ZFao1xHI/HunHjhgaDgf70T/9UkUhE8XhcZ2dnCgaD+slPfmKEaqVS0Wg0MsyXVDUcDmt1dVW9Xs8cFhs3k8lYBDIYDOweSMcl6cWLFwoGg6ZUYf243EIvjG08HlcgEFC1WrXIEtXD/fv3LQIl1XY16UR4rVbLsiP2wOzsrGUnrAUySorOms2mvve97xnsgiFwyXy+Z3l52Ui6SqVi3TvD4bDu3bunSqWi169fa2lpSbFYTFtbW5JkXVFptNbtds2wjkYj3bx502R4kgymZF/CN6yvryuTyWhpaUk7Ozs6Pj62bo2np6cWwdMXBxy43W6rWCyaIeZ5wNRd9RqGCyFEPp836SvRs1uzUalUlEgkVCwWTZVG5j47O6tWq6Xh8KpLKvCfq4jh/6Pvpx/M7u6uOcKzszNFo1HdvHlT5XJZjUbDCq8gNFOplPb3983oIkslI8aGlEolzc7OmtGnWO/i4kLhcFgffPCBKpWK1dR4PB6L1oEbJen4+Ngayp2cnJjt4Wx8+OGHmpmZ0c7OjmVkZLr/7J/9s7ebUJWuizb4I13L01xyAuMqydJ4vK6LzaMhJdJiMxKl4t25qBCkwyLkLCkbKgMyBYwNL5xoh8gDbBMPTzMi0n4IRbIP7hPDmEqlLLVzsTjWASPnasrdHh78jlvFRrTF55JG8hx8BukoHAgHw80M6KgHJs374j1Kmop0XXkqMFS327VIh8gbssmtSiTy4t/wPl1ljmtQ3AiQiIe1dSMo9754f+7PR6ORQRtc9OOnDkO6bv7ltm/gXbiqERw05KRbIcx7RW7JvuP3edfuevKeIf5p8wChh3NxHRffSSTNGUEKzPtw3yMOj88lioXU5Q/P675/9gznCWiCzwmFQma0kery7iE4gaeQ3NINk/MvSQsLC1Ycxve5tgWYje9nj7MW7vl1A0L+vSST+vKdwKRunQn/bjweTzlAggoIU/6XGh3puuKVdZNkgaJbw8K//19EhaokO4wsLtET0SvGkI0MXvfkyRM7gG6fjG63a6TOzMyM9fd+/vy5RcbABG63RTBIyBB01a4qIZlMmmcF+wZOkGREZLvd1tLSkrLZrFZXV3VxcaHj42MrhLp165Ypg8CASR9zuZy2trYMw0RDPD8/bxppCF23/0YymdTy8rIuLi4MpiJ7cMvSLy8v9ctf/lK5XG5KbkoqTBSSTCb1/vvvG5wANPTVV1+ZcQNSwuDQR4UsAuwbZ33v3j2dnZ1ZX3fuCTUPUSV6YQqqqCQl5SbtxyBgHFgf3ifrc3BwoGAwqOXlZeu1DkyXzWZt7wHBjMdX/bXn5ua0s7Oj8Xhs8ju008AikKmSpvZVJpPR8vKy9d6hbxDE5NnZmZLJpNbW1iRdGUSKZPL5vC4uLizDAN6iAIwePvA+Z2dn1lsJLTjrhWFzC+l414VCQXfu3DEo0i2OIXve29sz/op1QpUTDod1dnZmBDUXahCyWPYAUJCr+vL7/ZqfnzdDCS9CG/Dd3V3LQOiPn06n9eTJE7Xbbf3n//l/rnq9rn/+z/+5cVWQmNgG2mqPRiPt7u7a+kgyybBbvzEYDKz6NRgMan19XZPJRJ9++qm1IX769KnZAjIvNzAhAFlaWjL0wYVrIpGIlpaWVCqV9OLFC8vmiOyz2azZOtACZN/uWn/b9VYYd3o2swFdAoMOgv1+36Je2q0Wi0WLGokCOVjocPGeyOX4O1Qy0rUxlqYNHAYFUgd1B83NxuOx9vb2zHnQvjaVSkmSRciUmhPN37t3T8Fg0FJJ0jMXk+73+5ZFQJQGg0EbwgHk5BYdEbl6vV4zCuB6o9HI5FZkB/QcIUWORCJWWs2aQ3y6xV6SDPLAMeGcwM1RC7hkWjKZtNoDj8ej27dvW5+e58+fG66LQ+I+IfE4oETps7OzVlyDLI4iGCIefh9SFXgEw0JkCb9AKky0BUzAu2X/0BaDqC4ajZoxHg6HyufzFuEjnwPGwdnwzti/zBcolUpqtVrGW7C+qIFI/W/evKnRaGRFQKlUynr4uHguUj9XWsxeQ5FyeXlpxUcU84E9e71e3bp1S5KML5hMrpqSQUASfQJPXF5emtN3K7aRPJ+cnCiRSExBeUB+GHScKQoiRA5uxThn4Pnz51ZXcHl5OYUA8D4KhYKOj49NDAEUS2sB6jVQ30hXGQEcFvcEnwPZjPPI5XIqFotG0p6ento75N4JOoBVGOBBywcKFqXrwASHg3PiPZNB/LrrrTDu7sYkhULiiKKDtAx5WiqVUjab1cXFhUEJboMxon4iFSAWYBUKpJAduikbjgSPjdxtcXHRIqRYLGYaWZpfvXjxQhcXF8rn85YC93o9k2lxoJeWlpTJZEwihsyOKkM2Loqgbve63Ss9x0nf3oSAMGIoQTKZjP1/WHo2SyQSMaeI/pphGJBNvV5P+/v7UxAWkQWZDJGLSyiSOkPAjsdjZbNZBYNBVSoVzczMaHV1VXNzc/J6vSYNpIDEbQ6Vz+et3QTGEKgL44SjAZ4AJ+50OlOj3yRNwS9kDUSTKGWAAzB0fC9QVTgcNvIV4wZh1+/3dePGDVWrVasidZVFvFNX3QFZhmwOg4DzkGS/Xy6X1e/3rYUGwy4giiFSeVacv6uLZr9Qx0AWinHNZrPKZDJWyLawsKBKpSKG6ozHYxMJSLKqWbIpBlVAwoL9c27a7bbtb85euVw24w+8tLS0ZBAM+5F3xNr4fD6TU7pqJ6AQj8ej5eVl5fN5m46ETQgGg8pms9YpFqdHRoiN4GdIeZvNpmnfIanpd0PmWy6XzWEQCORyOQsSIFap4HUjf/B5F9brdDpWQUv19HddbwWhGo1GJ/fu3Zsqr+UgoIbAaEJ6YrSJMjHMpFOuZJEX/WYU2Gg0zOBLskOOpI7NDwTCYR6NRlpYWDCCBicwPz8vr9drOnhkd16vV6VSybgAV0Xj9/unot/9/X17bi6iPfq5Q/KhmEgkEjYajZYI4Ldzc3MaDAYWHbgdBzH6aN+TyaRWVla0t7eng4MD3b17V5L09OlTi0ogdwuFgk29OTw8NGKYCUs4WZ4T4rrf75v0jRJ5OggylGF7e9sGsfAcSGPfe+89dbtXLWU5WAyDaLVaNqkKTX0wGLTBJS6Gj8xzbW3NdOluZS4SOC6cbr/ft54wX3/9tTqdjjVEc6uj0+m0Li8vbRJYKBTSw4cPjdzm3bPGg8HV0IaLi4sp+SGGFyUWQRAFd5FIRLOzszo9PVW73bbmXi7vAESI8cKAUScBKT03N2eQFgQiNQIHBwdTBTQY2vn5eS0sLFjFNtXZtVpNKysrJvtlDCHk+ObmppaXl/W9731P5+fnqtfr+vzzzy1yhkhGgYXckowSjTtnCi7k4uJCCwsLNtwjGo3qxo0blvHTeps91W639Xu/93saDAZ6/PixaeP39/clyRRZkUjExmbeuHHD7M/Pf/5z9ft93blzxwrhXrx4Yf2qqtWqyuWytRAul8uWCQA5Y2+q1apu376tmZkZpdNpU4XNzc0Z1JlIJLSwsKCDgwM1m03903/6T99uQhXDTOSFlx6Px7a5XaKNogwgHCIjIhPS0nQ6rVqtZpsCPJbPx8NjJIgQ8LAYURhu2vYSFUmy6k8kmsihgA6ABEiJ3V4rSLDopcFzQfAQVfJ9eO/Ly0uDX9xKRdJgl0xDg81zEUkNh1clz+Cn6KmJmiVZZMC6EXW9eTGU+fDw0L6XKNyVZvJdPD9G9fLyUsVi0f7eJc1dYpTnwmFzwFzNLwoSV8rqFpvw78F5E4mEOW7WG6IStQYRE/eE4XOfTdKUPI3skaiVdUMeyZ7j3r8NdgqFQsZZ8J75/fF4bLp0Pt/juW4uR2WpK0RAY+33X/Ur4e9cTFySKcO4IHkJYty/Iztys2b3fLnyW5esJDp1YVR+RvYOROYSlm77ADIoMgGPx2NqK/c8UTkKJ4fYgn3NOyFI5L2ReXNf7Fn2lLvPgTfd2cfsBd4z0Ca2jMzblTlyrl0C2CVwsQEuBP3rrrfCuFMpGovFzCPFYjH1ej3V63XNzc0pmUya9hXZHNgYUTok0dramhFZT548MfgDUsLVcUsyfDAej6tcLisSiei3f/u39eTJE3355Ze2GVG3hEIhVSoVTSYTra6uWp+JnZ0d25huBhIIXA0ihlAjMlpcXFS9XtfW1paWl5dNv0ybWNI0qvFwHL1eT++//74kWce6brdrslC/36/Xr1/r9PRUv/3bv23PXSgUlMvldPfuXXW7XX322WeGt0JcoqCZTK562gQCAS0vLxtZjKa3Wq3ahr17966KxaKeP39uJNrKyop1YuQQUpm6v7+vfD6vGzdu2AFEeUMfIEr0KaBiziVzYpEqxuNxPX36VH6/X0tLS6rVajo8PNTZ2Zlp+d0rGAwa/ACJxvcTRbEnXW0+nATOnKIy9PBctGwgw8zlcobVnp+f23NCxtIjCI01Q9QxZLdv31YwGNTHH39sPAvN1jKZjJGfiUTCiqLC4bBWVlbMGNNx8PLyUnNzcwYJcu+Qy+ynw8NDSVfGmMpYFz8nCDs7O7M/uVzO1gFHUalUpsh/4Ec03hcXF3r+/LkVyGWzWXOuSHSRoF5eXuro6EidTkc3b960TDyfzysYDOrJkyf23LQhgLuh3w7Fd91uV0dHR/q93/s9vf/++/r00091dnZmggFaXgOpUl9z//59q00ol8uqVCrGU9DH6ODgwIw0gUo+n7fiShyaW2uQy+WUTCa1sLBgooGNjQ2zi3SWvHnzpqncmEb3XddbYdwhSeiVTdoFu49ChcgZTJsFIsphGjuwg8fjmeoVI8mi8mKxaIRTrVabirAnk4lVLKJyAD4B4+Szjo6O5PF4rIEYBs8djoDnlq50w7DftIpdWVkxuAQFhHTdZ8WVShHBcs/SVTUgOCBFWBirjY0NU30wKs6t4MPYQQRSVIPiBrKReyBCo5PlxcWFQQZwEqhQqJik2g6HR7ZCuT/4KhfdNd33Bt5J1CzJOJh2u239x9lLGBoiYVdiOBhcDQnP5/Mql8vyeDwqFAp2725PFtYfdYsrq8QQ3Lp1S9Vq1eAUSVPD1nmP4NlUJXMRTdIRFSgDDXs8HteHH36oi4sL2zPooqXrzoN8B06KQIB3QFRMKft4fDXFaTQaKZlMmvOAm/H5fNbuAaMLTAoeTubFiEcaaC0uLlqrZtcI4Szd+gJG38GjQGLy73gPtAFGKYXMkAI68GvaR5C9kMGCXZMNM+2KveqSnawhBUyhUEj1et2CkZmZGc3MzJjDJpp2m6zBrQAXBgIB1Wq1qYwDIpkiSiJ3Ooq6GTM8G4Gty8d82/XWGHdSdSADt18FmDLpLP1KOp2ObWZewHg8tu5xpOcur0A0t7q6KunqYJCCd7td09bu7OxY8ykG2C4vL9uBQzpXKpWUTqdVLBbN2IDnutAKuGA+n9fh4aHa7bZOT09VKBS0vr6ujY0NaxuMtBMimXmhYKwMoGBDFgoFFYtFffbZZxatkOZub28rHA7b+DYXmmi1WpqZmbHWDZeXl9a7fHZ21lQRZBQuLBAOh22A+MXFhSl56H+Og+PQv6mhBh8F+gJrRTHj1gzwniBKudz1poqYZ6MXOHsE4+5K8tLptF6+fCm/36+bN29adMuF4QiFQpZRcF+usVteXtZwONTe3p4ZD/dz2HdAYpCGb1YYovJYXl42eI7M9Ec/+pGOj4+nip2KxaL1bOf9oJIBjhiNRjZeDsXOxcWFisWiYdDpdNoqvIfDobXR8PuvCqyIeN+sNJ6bmzO5IYEDZyOfz+vLL7+0Z5Cu57MSYPEzqlWXl5etc2qj0TCnh41gVivcF8oc9sJ4PLYsmnbbnD1ED/TaCYVCxuNgaKPRqAUeGHqMO5wWGR3DaFDncDaAvSC12+22Wq2WtSLp9/tT60gF82QyMRkk0T2EL8EOzwry4J6Fb7veCkI1m81Ovv/97+vVq1d67733VCgUtLGxYZEUcxYpwSaVBisjQuSih7WrNqAj3AcffGCGnOIJIjXpKjpwU99er2cNgzDQEKIoVaSrzcc9Q+4MBgPLRmguRjo+Go20vb1tVab0JwdfJOLnD2O2GOnGVKa1tTVrlIRzoz+LJGPh8/m8bt26pcXFRf3jf/yP1W63p6RvL1++tD4sEHJkIo1GQ+l0WplMxggpGnednJxYxkTLWtrW9vt95XI5uweiHAzA8vKyzs7OTMKGo6KFbrFYNDgHo40GPBwOq16vm4RMuooKkVvSssHteU0V53A4tJYNZ2dn8niupva4fAIkJFEgUI6Lc5JqU9yCIgaIwZUcomahpJ0JWWdnZ7YfqTSWZGQsDg9JIGk7ZDGwXjKZVDQatSwQaMXn89kM1c3NTVszYL39/X3LYj777DPLepLJpE0LA8sm00IZ42LtqDrW1tasA+PJyYkGg4FBqpeXl8rn80aUo05i3fv9vhYXF/Xw4UObGEXzMwZXsJdwGouLi7YXwbkZ9gJPQMvleDw+NTQbR01VaLVataZl3B8Z7Xg8tnbdJycnhrMjx0ZoQJaAKg1FDOeAgIZxeqFQyGazkmWORiNDBFDzEPRmMhmtrKxYBe/f/tt/++0mVCEwIGGIpiF7iOylawjHVbiw0HhCl8CD1CPFQW9O5E866BJ9VFG698eicy+ujhZH4xaKkBa71XIYThwqvV3oqwLUJF0TTF6v19YDjTrDnl2iTbouzXfTajdl59/SY4d7Bt+FdIRc4g/RlrsmDB2QNOWI3Gpet4LQLUAidSWNheTG0ZCGAkHhdFDf8LxATETp/D0GHS7GrQPgwLjytDejaAhi0vNQKGQGHGjHrfxEEgiH82Ymyjty361bbQjMQrrdaDSMjGT/dDodS9FZc8heDCxcBYEF68l7QBfOuSIoYj04N64+nDV275cIl4lXwGQYKLgbl6sCCiRwYC2JZCUZxIPDI1Bhf7Kv3pS2AteRfRKskdG/+VxulTRrCVoAZ8b1JunN/uJZOaNU5+J8WGMieFf0IF1XmyP8wCHxvHwHmS7nB+fFun7X9VYYd+nqQN24cUMbGxt6/PixHj58aG1/mcpOMQYyo2AwaAqQWCxm3pdeM4VCwQwuPSAgC0nh/X6/zehEwxuPx7WwsGBVmTTfyufz1qhoeXlZfv9VFRxROXAKjX0wiEBMaNUfP36sdrutv/bX/po2Nzf1j/7RP7KGad1uV9lsVuvr64YfkkWQGpIK09t8bW1Na2tr+vjjjw1fpzfNs2fPbJN88cUXpvv2eDz69NNPLeLb3d21SIfDSgqbz+dtjuUnn3yi0Wik3/qt39JwONSzZ8+0vLxsGGS5XNarV6/MMFOHQATD57XbbT179syyh6WlJZMz3rp1S7FYTGdnZ6pUKtrY2DDNNHxLt9vVwsKCyQVDoZBmZmZ0enpqUsNEIqGHDx9qd3dXpVJpKosgWgYDpwjt9PRUH374ofx+v1VvAgcMBoOpyIt/S4ZDsDCZTLS/v29j7fiucrmsVCql5eVlmzV7dnamubk53b9/XxsbGzaXN5FIaH5+3jK/N1sjQNDyDBjParVqU6ZWV1c1Ozurvb09a32dTCaNpIvH47p3757K5bJ2dnYsy0ACeXZ2ZgM+Tk9PLQrO5/Maj69GN7KeSIhfvnxp3A8wC831GDbf6XSML3DbANCn6MWLFzYBiqpMSVN1FNwLcB0cEIWBwWBQH330kUXBqJ3o8xKLxQx6rNfr8vl8+vDDD3VwcDC1V4AkJenZs2eKxWL68MMPrVALNR+ZFPt+NBqZdBKegOE1PDvOkV46VKFT0IZzY1D7/v6+yuWyNjY2tLi4aMHEr7veCuMOuQd2hZfy+XxTJd14Sf7X/feQfIw3k64iOzYPY8Co1MxkMpZKofWWZJ6f4g3ILyIjjCGHncwCb4+ml3sn05BkBCTE31dffWX6dzYwOCGEnNsTp1wuK5vNWssDiiw4FHh7SDhJJvVqNpumkWcTPnz40FJecDwgJzaoW2ULmSdJr169UqvVMk0xumHSRSJhIByeGawduScDGtzshO+hJ7xLxoZCV5Pkz87ObC4m6g1mqnq9XusyCNwlXcsDgY4SiYRVniJJW11dtZYPfK+LG4MVE1lSsAWezjugzHxnZ0eSTF+PA+NCScKoPgIaolOyWSLmYrFo/VNoacFEq/H4qrsq9Q2NRsPSf3BisHGiY7IPr9drM2ElWQEOWQeZLXuRqm/uL5fL2T4DU+fZmM4Erg0ngROidTMdIDGQXq93qjEfGZvbxZSomoryu3fv6vj4WJeXl9ZSGpyegMjd2y52TREVcCGZC99LhrO1tWXYOo4JRRTZsiuGSCaTtr8KhYKdJWAZ6haoSqduA5uAMobeOgSm2JVfd711xl2SYZtUZDLK7dsIBKKYXq9nRoSudqTrGHe+C0wRXJ7vpIMgOCuGFCLE4/HYyK29vT1Lc13eAv0xEQvkLi+d/sxer1dfffXVr0xzod0tGDRp8WAwULlc1qNHjzQ7O6tyuWxtG16+fKmTkxMryEEeOZlMFI1Gp5Qp6LmLxaIePHigra2tKWdAFMZacACZRkUK/erVKwWDQYueJ5OJFeGQblOnQLTOc1KKDTTCGkSjUWWzWRvmvbi4aNCCe8DoEU6tAAUme3t7kmSYN6X5vCdJlj7jxLa2tszoLi8vq1gs6tNPP7XCIUn2/H6/X8vLy9agC7gISSKQEpkSwxvcyBs+COkggcLZ2ZkVpLkQJOtI6X4ul7MgBQMOxEi9Bb1lXr16pdPTU+uG6Q4z4b3W63XD15eWloy4Yw+hOnNhJYQHFFSxp0ejkVWPu51PT09PrQgP0tAVPaTTacViMe3u7ioYDBrkN5lMTEpKcAU8gnF3jevs7Kzu3r1riraTkxPjqi4uLmytWAOKGIESS6WSVlZWlM/ntb29rcvLS1OvQW72+31tb28rn89bARjOH8gPgQAOHx6PPkDsi5WVFfl8PttL3W7XWhajSJJkmSjwD4HSn6VzfysI1VgsNvnoo48sNaaa0E3TZ2Zmpsg02pyyAKgfIpGIER6Li4sql8uq1WpTbUqJQh4/fmxl3LxgtxuiJNtgyWRSN27cULlc1vHxsdLptIbDoZ4+fWqVlQwYaLfbSqfTmp+ft7SN+0ay5x52ovfRaKTLy0slk0k7aNJ110FJU8VdoVDIUlPIlkQiocXFRcPngLE4OKFQyFrt7uzsWJqOvn5nZ8cMPN9Htack6ye+sLBgRmx/f1/j8Vi3b9+2LAry8Je//KVmZ2d17949UwU8ePBA+/v7+uSTT0wTDBYbjUaNUEUHT2TvriPtDSTZ3NJUKmVZGORUMpnU4eGhtYum2hEHDgzl8XiMTAsGr+aIHh8f2/OS7s/Pz0uSaf0h5mOxmM3MRNPN+rO+1WrVeCCir5OTE4OrZmdnp4aCoxPH4KHKev78uSqVik3wwckHg0H90R/9kaTrpmOcEVrVsmYnJyeKx+N67733TOP9gx/8QIPBYGpOLYV2CBvi8bgVkKXTaZOigle7BVrISj0ej1WoAlPSewenhCKH/u+839evX5vjKZfLFum3Wi0dHh4ql8tZJStFafBjL168MOfLuUeUwYQut39/OBzWwsKCstmsXr16ZZExrRhou0xLBElWzey2j3CJdupnGLaytLRkRDJkLe0cxuOxFhYWFAgE9OLFC9vzS0tLSqfTBudtb28b9Pz3/t7f+7WE6nf3jPyOy+PxLHk8nt/3eDwvPB7PM4/H85998/Osx+P5nz0ez8Y3/5v5l/k85El4SFInmi1BQhHx8cclXCFjMWxv9k3hIOD1iOKQKYXDYftcdLhsZFJuSabDh9AAw4NQ5N+RLbjkMJsZT84GcI0MF/cCZAJkhcFz25W6RBCdA5lEg/HAqHAv6NHR6YPv4mTcTc+BcVvqQtASqbNu6JGR7EEKu6oksgAOHWQZURkRDUUk8CpASjRnowwf6aVLcrvfA1zilqpjECDAgc1QRLlwmXQNuWHAXFkjWDD70O02iLNMp9OW+aEAY03c7yGyBEbodDp2j0ykorEYldFkPUhpibhdcYEkgzjc9wCpTkMyjE4gEDAy2pX4cQ55fpc0Zi9L1zUREKicO8hiLqqj3XoA3iPrzfnjDLP+wDecPxqnJZNJk/kSebM/2HNvEq7BYNAGjrDv+V7u1+PxWOZNxvAmPMK55pnhZKipGQwGUyPzWE9sG6IDl/jGOUNO82++6/o3gWWGkv5Pk8nkC4/Hk5D0ucfj+Z8l/e8l/fPJZPK3PB7P35T0NyX9F995E99smt3dXUlXOGQulzOpndu+1sW2yTr8fr95P/DVbrer3d3dqSIYN93Fo0ejUSsQQbM6HA4N65euoiCfz6cXL17Y57PJiewfPXqkzz//3F70+fm5jo+PtbS0ZJCHW9CBYeRAYDzn5+cNN+dw4vk3Nzf1u7/7u1pfX9cnn3xiXr/RaEwNDd/Z2THyhUiJdP7y8lI7OztWeQqW//DhQwWDQcXjcT1//lyvXr2yqmFIwV6vZ5Wip6enVoBEtLG/v69CoaCVlRWTbC4uLqrT6ejp06d2yP/4j/9Y0WhU9+/fV6VSMZ10p9PR2dmZMpmMYetADg8ePNDCwoKRsUSeOCPUEu7gYmAfshM++8c//rGePXum7e1tzczMaDAY6ODgwGAWDqbbxx6OpVQq2aEnZZ+bmzMDXqlUbF4nahnmBNy/f1/NZlOnp6e2FqTZPDMkPPuM0XO3b99Wr9ez+Z3hcNggrXq9rnw+r2w2q+9///u6vLy0fjqdTscqK6nupmimWq3qD/7gD+z5fv/3f99gRdasUqkoFAppdXXViodQ7UCQurANxo73hjEMBoOWIft8PlNtnZ+fW3OuP/mTP9Hi4qLee+8961cEDEOVeSAQ0OvXr012ub29rb29PdujdDCdmZnRz372M43HY5XLZTvbbiOvubk5pVIpy8oYeHN8fKx79+4Zh0djQpwWss6Liwtr8ob80ev16t69e/L7/daBstfrqVgsGkaPoW40GgqFQlYMVi6XrU5lcXHR+gyxBjw/2d1vDHOfTCYnkk6++e8Lj8fzQtKCpL8u6Wff/Np/J+kP9GcYd4oRIEUDgYAZc1qx0jqThUa7StQnTY/Rw8uDG3Jw+T5wTDYzA4GRwRF5UTkoXema/X6/pdmku91u13BiV2oHYejKI93Mg8ILSRaRQBC50Syl/sViUc1mU9vb24ZDunMeIUL5DP6eNJSCI9aY6JvDw7pLMtjJ7ZZHmkgk7vmmzJ51ItqlNHs0Gml1ddWatNEqGTgEPBTjLsk67RFRTSYTK4Tqdrs6PDxUp9MxHNJdU2AIJJZ8F5EwLYy3trY0GAxscDURZrPZnMJ3WVMcLM4HiSikNoEFPAcZIc9HVoVunsgYMpb7Ilp2o3VITFJ/Mhv2GVmr27Ya1QgwoDt/GCMLYQs2zHeNx2ODgjgv8FZUVmPcyHZQv0CqE+3jZN3LDVqAG3ECEI+VSsXeg1ssyFzaXu9qgA38QiwW09ramp19WgHcvHlTg8HAWvC6jiaVSqndbpvs1K0piX4zpNvn8+nk5MTuHcfkvmMiaXfoPG2eqRMAJsRewDuRUWFv0PzTpwZomfNDg7VqtarZ2dl/N/3cPR7PqqT3JX0sqfiN4ddkMjnxeDyF7/q3kgwXlqSZmRlFIhHDtzAysPD89/z8vAqFgkUMRDDNZtM640UiEdOPQnLw+ygLBoOBTRWijFq6bpqFgcYZgMvyUjA6RH6STCvu8XisaRmHHEcELELUBGaKnO6bddVkMrF+N8vLy6pWq1aggmF200rgK/50u1e91SGmwSxxNnwGygIqMXO5nBl1SEk0zGjTUWGwprQiZowhER8E5IsXL1SpVExjT6YAPsnPMPwYHdLgVqulUqlkhoY1isfjZuTA3Gktweg25GjdblfPnj2zSBengtQMGIBoCSNHgzEgIEr7yTJdmJA0OhqNmkQPiJFsx622rlarVhzm6vghzt5UFXGhae/3+5ZJ0UahXC5rbW3NjACEnQuVAYPR+ZAziPoI3sKFrFzjzPnp969mFbN/cI6QosAqkcjVTFb03mTSnBsM+dnZmXEFyASPj48NLsOJUlCVSqV08+ZNUxl98cUXOj09NUHA3t6eQVZ0eCwWi3rx4oX29/ctQgd6AtIhmAAKdIMioC+yx6WlJXPeiB3otw88OplM7Iy4kCCBGEovRBGpVEpzc3N6/fq16vW68Yflclk3b960eRS/1i7/mxKqHo8nLukPJf3Xk8nkf/B4PPXJZJJ2/r42mUx+BXf3eDx/Q9LfkKRAIPDBgwcPpnBxDhWpTL/ft65ubMzR6LoXcj6ftwZY77//vsbjscnc+v2rHurj8diMg2uoFhcXzQDs7u7aYUylUkqn0zo9PTWDxGCOcrlsabFbrEJJNxHA7OyswuGw6YppnQBE40ZbfCfGEHKPQx8KhUwPe+PGDTMYLo4oyXTAbpFGs9m0uaqkoWxYyE8IQLKYZrNpkR2qCEir73//+6YQQVlBfxyi0GAwqIcPH9r7+uKLL9RsNnX//n27L4yWi8mS/iIPjEajWlhYUCKR0MXFhWq1mvb29mzwNWoEikpYe7cfh6ueohGT1+vVgwcPFAhczVx1FVvdbte06sAuwDff7F8z0Ddu3DA46NGjR4pEItZimUibewDO2draUrd7NY3Ljdxdw55IJFSr1czQJZNJa7tcq9WMdHQluji5TqejVCpl0mCifkhE4CzX4FPUBTnMsA5IY3o8wVnQS4coFYNPxkDVqHtfb+L/nU5Ht27dsmIzZIKsGTUiZIvj8Vjp9JV54Z1iK9jnqEhmZmbUarV0fHys2dlZJZNJI8lv376t58+fW4vtWCxmyi8MLng5AVo+nzcnxRmheprB23BiPp/PCsTC4bB+8pOfKBQK6Y//+I/NSUoyyS8zZmkPcXR0ZBkEbRLm5+dtr6BG+m//2//2N1Oh6vF4ApL+P5L+3mQy+R+++XHJ4/HMfRO1z0k6+7Z/O5lM/o6kvyNdqWUgN4iuFhcXjVAgDQIKoMzbbXsJjOLq330+n0U2RFRuSTAp1ZvNjJzns8+BxCF7ABuD1PH7r9ukQuDSs4OyYzYRXpxUmDTfjf74HFe54/4dzoSUVtIUOROLxey7MKLcF9/5zdpPGUEiB76T9B+ny3siigLz5z4xGETdRCisM+oRohXeD8adaI7Ij+KcXq9nWLhL7kFikj24Vai8bzea5+BSho8xxfCAd5PGQzbyOy4pR/ABSfhmTyGMA9EvfWJw1GRXRIsYkdFoZJp8PocWte6zk+FxT8CP4Pg4eLeEnnXnHHFvrrzQ3ZOs93g8Nh6Cwi3uESiEs4IDg19yB6G4rQb4fd4jz+BCjGRPFJ650AYBF/eK5Bmu5Pz8fKrym8wH9Q7EPSIDzjPOHvLdvWcCOe7fbTXCe+fsMPLQVcmRvfOs7r4ls0EAQcDCnuJ+yUJ5/7/u+tc27p4ri/L/kPRiMpn8352/+v9K+k8k/a1v/vcf/lmfRZWox+PR5uam4cKk4rwsmP7z83OtrKxofn7eGj4hkxyPx/rlL3+peDyu27dvGz77ySef2NRzDiXNwyjYgEjFaCIhpOuhJJuDyqa7d++eGZ+XL19a35Risaj19XXrjUGET9FQt3s1cxXNNkoVZGU3btwwuIg1QgmBcWFzfPM+TLZGuwW//7px2J//83/eNPwchEajoVKpZDr0cPiqnWsul9Py8rI+/fRTi1iQBM7MzFilXyaTsUZotPkdj8eqVCq6efOmSRNxCNzrZDJROp3WysqKnj59qnq9rjt37qhSqej58+dWGg7cMplMzOlzH7Ozs6YWqVQqtofIQGgFK1333j48PLQujrSCZroTJCdQEw4MEhMOAaglmUzaXqHq0e/361/8i39hB52LXiqtVku1Wk2np6d69OiR4vG4Xrx4YRgwLQJ4T0w+ImOl2AWp7N7enmn9y+WyRZlIZKlUJtsjY4tEIlpdXTVNO4T84uKiSWJLpZKq1aqWl5ft8+AW3IgcYQDqKuo0vF6v9vf3rXoUp7S/v69ut2uqmkQioWfPnqnf70993o0bNxSLxfTixQur1ygUCmYTXK4lGLyaINbpdHR8fGzGlQEjMzMzput3C5GCwau5qGtra7q8vNRXX31l55IitE6nY1nMxsaGUqmU7t27ZzwgNSyrq6vmQOB7qAxuNBr6+c9/bi0mkIKSrft8PpVKJZtahtiDwIbvcRuLIQv9Trv6Zxne77h+Iul/J+mJx+P56puf/V91ZdT/gcfj+U8l7Uv6j/+sDyLydHuYo2JgEgul53RIg3EnoncflIjQbd2Kp2QkG022fD6fjZZzW7pC8EJuuLI/iCCYeCLYdDo9Fd1CHHLQcQLgnxBi4MNER5Ks9SvNwrhIU5GIAt9AhmLkiEyIYM/OzuxAgDES0brZDykgxhTMnWiYSIJojOgI/BFJJYQdRBJRHs96fn4+1ViKys9sNmtwC04WpQMFL+77k2T4P4MtSPeBI6SrCIt3d3h4qNFopHQ6rcPDQ8O5KW6j6Rn3HAwGrbMixF8ikbBnJ9Lkvlw5K+8XqIhIjQiSdWQqEDUCGAocAxAFhDlkrqQpaIVSegp3gNcgmQkMwM7dyBgOhoidymP+G1yYcwMZDhzGPVMFPDs7awKIb4vQCaCA8CDf2cdkqoFAQNls1rItDCDRLVAFTgbIIpO5QoMp03dljNJ1Txm3iymZCpyUW7hHC4OXL19OBWysK2gC9QpuVoddwtnNzMyoVCpN2QJ3chzZPZmVdI0skIW6KMW3Xf8mapmfS/p1DYV/91/ls3iAUqmk2dlZZTIZzc7OWvQCqUZkxjgzDByH1o1iSYlJcdm8lK0nEgn1+33FYjHdvHlTW1tbphTBkLPpMeooSjhUw+FQh4eHKhaLSqfTUwoeNMmUpvP7EFN0dpRkEeJkMlGhUDDYYH19Xclk0nq0Y4D8fr+1SUXhEwqF9Pr1a5PVofwA79zb2zOjlMvlLOUD45OuDDESRlQR3O/MzIxNpwInRMqGNC+VShm5hpFzJagYdyo+t7e3defOHc3NzZnagPmq6ORrtZo2NzeNIAOeYcQaZCcj6HD0RJIUlAFRdbtdbWxsKJFIWCWi13vVZjcejxumTW994IFcLmeVnShQGE6CVBZyGdiDvflmtFav161akr1M33SK8SA7gbMwcsBMkPQ4CubJbm5u2lqcnJyoWq1Kus78vjm7NvR9NBrZmWNPkSGl02mDD2dnZ03micHLZrMWBLB/3NkH6+vr6na72tramqqx4DwggkC19ODBA9XrdYMuMOTh8FV749PTU5tZTIaFMgzOo1araWFhQZlMxgaN8NyoWjDc9CHC2QeDQcsMcaQoYCaTibLZrBV5AUsCWZJRtFotra2tKZ1Oa3V1VWdnZzo6OpoisJELczYajYZSqZRu3LhhxXU7OzvmWAkWqIsgy/m2in33eivaD0Au0jOlVquZFApM9/z83AwAyhMekOiMzUMkIckaaKEPBuNESdPr9fT69WudnZ2p3W7rvffekyR9+eWXU8VQGKhcLqelpSWdnp5qOBwqnU6r3+/rxYsXFlUx2X12dtaGIYAho/qhtQLRBlED0jhklxgNDLl0dVDBhWOxmLXjpfIUGRypeavV0osXLyTJIilJ5rRQx7CJmETDs7sGkvT25cuXFuFAHO3t7alarapUKunu3bvWIwOSlkiMHhlMASqVSnr58qVFcnAv+/v7FtlATKO2kK5lkBg7Irp0Om2OOh6Pa35+3lo2gHtjFFdXVzUcDi0KpzoWdRQX/+bw8FALCwvWqoB5qihajo+PNZlcTejC0RBNuzg5WQXr0el0tL6+bhlBPB7X2tqaSqWSyQ5d3Hg4HFrfdziPXq9n7WHpsU8FMwGHdGXk5ufnNR6PTZ5aq9W0vLxsWD0DoAmgaIK1srJiclA03sPhcKrYENjo9evXajQaBmXRWoLAgWZva2trisfj1vgOWStBw3A4NOIT+DYej2t2dnYK9hyPx4pEIjo4ODCY1uVewNX5c3x8rEqlYtXgQIisD8IGzibBBWQ9GDtZBE4BUr5QKBjcRstmJl0BqxCgVKtV1et1y3qXlpaMK8PRcF5onEhw+Ouut8K4uyoJNq7bmB4P7kI0wATS9ZBp0j68HekjvwOphEekCpCRXBAm/D1wAgbKVfKQKtOcDO8rXU9Ox/CQln0b6QfJRGSDTI1Njd4ZQgrDhsPgwEIGYigo5+fift1WBi5sw1oSZRIZsY5uZSCRkrv2ROTUGrDW0rVkE4jj2+6pXq+bk2bN+BlwFV0x+Uy3QpmDQBbjXhxAFC8uMU5BSLVaNekcB5zv4T2SVoPFUojE5wJJsC78t1tXQSbAu+ReceIUFxHh8jlEs+D5vHeXk+B53IDHjTxd3T737N4fRCiVqUTkw+HQuKR4PK5SqWTPC8yDgwWXl65b+PKdZFlAqtwHkbRbGYq4gD1CX3kycLfanPsAxiAwTKVSdoZYR3BuslPsDjAQ+50KUf7wzoDDWHcX+2evEVy6vXncPyiXEAKw3r1ez9Q69L7i+7g3VHGurPrXXW+FcZeuDnS1WjUv9eWXX1rlJy1Dv/jiC9twkBzgYrQEvri40L179+TxeKaq9NCn44klmec7ODgwVQmzGGnBGwwGtbu7q8FgoEKhoHa7rcePHxtm6m4uJHPS9bAHotTJZGIE5Pb2tv2cSIe+OGzu2dlZ7ezs2PMQEVA5WCqVLMUnquDAdzod09P+4he/UDAY1M2bNw2+Ojs7UygU0r1791QoFJROp/XFF18YVOSqc4jM3N4bXLVaTZVKRbdu3VI8HletVrNOgjs7O4Zlk7rfvn3bVCFkDEjLqKZlfS4uLrSysqJ+v69qtarj42MdHR1pZmbGUmo2txvVIu1cXl62uZuXl5d69eqV7SOglEwmY31z0FNTy4AUkYIs8Nof/vCHqtVq2tnZsYNIwIBEFFyWC+leuVxWLpfT7OysNjY21O12bc/wvmq1mrLZrHq9nh4/fmyYNLpwokuPx6OXL19Okeper9dmp/p8PuMqiGonk4mKxaISiYRlRJeXV8PJs9msVc8eHx8rFospGo1aBE0xTzKZtDm7cELJZNIUV0TwFxcX2t7eVq93NeyG4rG/+lf/qmKxmP7+3//7tvefPHlicmWc0fLysrxer54/f27GHCcHJ4EkFDIfXTrwFrMbtre39d577ymbzerTTz+1wISePEgXibIvLi4MFiHzBUr0+Xy2t/h5u922xnp+v1+zs7Pq9Xr67LPPppwkjm9mZkb5fF6ff/65tShHUQPejqMHbnMLCGkH/Oa0rzevt8K4gzMiwxoOh0aYMciXF8yBJrok1SV9CQavptNgVPDKbhvgbrer09NTKy3m53TNk64hC1Q6rkwPozUajSzNhyj0+a7G+NH7A8kSfw++jSYYLBTyECjD7ZBJp0XpejAIESNEYaVSMYKWSCMYDNoIONYEeRcp4nh8VUzFf6dSKXsuN6Podq/6kdMqAexvNBpZNTGwF5goh9ctlXaLzSDncIR+v9/Sd5fIZr0wYq6klNoA7pmomsjXbUsBFh6Px9Xr9azQyuv1ThWUgZVzTzTIkmTQV6VSMSOxsrKiZrOparVqOvjT01N7fzTs4pmZ2xoIBKwzIVGcx3PVefTNTIA9D8mJgyOrceWq7Ecu/g0ZLwo0LiSEOAFK6YESOQduQZKkKViUaJZzBveCVBHN9unpqXw+n6muECPwjjnfFPS4907ggY2ASHbbVJN5oARyz3Cz2TRBBnJd/lDxCmdFmwLUV5KmFCx8F46EthhuT38yDcjlYDCojY0NqwUhKEU84rYQIaDgvEKWA+e9qcj6Vrv6nX/77+gKBAI2fo6iCWRmW1tblvZDjLBo/IwqNHpFfPXVVxbtgBVvbW1pMpkon8+rVqup2WxOdRZMpVI2qq/b7RpmK8lSQg44UTQyJVQiHA48K9E1aZ7b9yQQCNjwhvn5eWsxwPOcnJwoGo0qlUpZXw1JBgu4DamYxk5BB02p6L9Rq9X085//3DYyzuT09NSMUKfTMcyQKkoiChzAycmJlpaWFAqFpqY57e7uWok+mLd05TDX1taMoD4/P1ej0Zgi7jBitVrN3heyv62tLTtYOHbIPFcTnM/nrW8O74DeQKlUSvVvZmoCg2QyGZVKJdVqNSuoon+3dK2iQH5GFiVdGXL680AurqysaGtrSxsbGyYLJQOYm5tTLpeT3++3wjcKkOh3I01DdkBy7BMMNYU2BCAoKxAbhMNhcxxkwNJVb6R4PK5MJqO9vT2VSqUp6AonWiqVFIlE9ODBA3Nub/Za6vV6NtMYLghimCCA771165Y8Ho+ePHmiVCql1dVVffHFF7q8vLTiNknGD7gwAz1r6GU0mVxXcdNqod/v22xg6crpE+l6vV49efLEuB1aMkCKVioVM7xU5Nbrda2srFjPdbIbLrLWcrk89e+I1ukj7xp2zuitW7fk9Xr17NkzK0yDlJ6fn9fZ2ZmdRfggIJ9Hjx4plUrp9PTURA40IPyu661p+cshY3IP5Clk3HA41NzcnCaTialHXF2tiwvj2Vqtlubn55XP520mYS6XsyEG5+fnGo/HFoG4UTq4oSSLTkqlkkmf3I2IPjybzcrr9erw8NAidwyuW8xwdHRkemUOAvfgFjYQZRwdHSkSiZgTwBDzb+l3z4GIRCJaWVnRzMyMaY0xGmQCRE8QZ6SmFFa5VaPUAAyHQxus4LavLRQKph+mgpTIHUVDt9vV0tKSFWAAtSwtLSmRSJhCA5XHm10pMTJU+J6enlrVIXUDkPKU/BOBS7KUPhQKKZ1OG75O1OQOnp6bm9NoNNLr16+nZonGYjG9//77Ojo60s7OjhmyxcVFg/UwuEhRR6ORleZvbGwYBMO7yOVy1oueHu844UgkYgQkpC3qGwIh9N9AJZFIxLgnV6IHbER/Egqm+v2+bt68qfn5eT158sTWGJycz0CKPDMzo1/84hdqtVrWYjqRSJh+XboiEufm5myfAycgyZWkjz76SP1+35RjnFe38Mzdg71ez1qT4FCq1erUMBe+g6ABW8L+Rw+PwSU7X11d1Xg8No28x+MxvJ9ARZKR5F988YWp5iCyy+Wy4e7ZbNYicmCb2dlZBQKBqQwRjgBIjAlcYPBkzjhOurh2u13dvHlT2WxW/81/89+83TNU8VSuvIf/fVNS5lY1sml4cZBfRCWugSYycAkwClNc4gtj4I7XIg12oR8X7+UiEnHbgLq6WYw7z4bzIq31eDxGsAKdkKqSBrqqBO6bmZauKgKcu1KpmMSStXJ1s2xmfv4mjsca4vyAENBN83NkWqwBqSkHrd/va35+3qJut9qPzAz5KJp2VAluOwXgGTgPCkbYD7wHd48QobmyTJ6Zw0/qT/8RIB94Ct4ZRUWs/2QyMXgHaAQSjQjLbVoXCASsX5J0FY275CKwHBAV+1+6JjZZOy4ynVqtZrJMILZQKGSTm8gAgsGr8XUuQc/6ujJg1Ck4bvb+eHw9dxdCkH3H+8TBNpvNqb7vENrsEaAvF6bkWXluIAuqQYFLOK+sNz2PXEjN5cU4azhPyHr2A+INCpng3iDuMbzuHww62QeCCJ4BCEa6DgJxVtgRHJlLotMahYyfcwTMxTjP77reCuMeCAQ0Pz+vdDptG4CHpp8Jsik682EMkU+en5/b5kPW1u1e9QcplUqGoYG5AqWg/IjH47bwECnS1cF59eqVLi4uFIlczfq8ceOGHj9+bBEQXQtJte7evWs4M0YeFYfHc9U7nSyBQwzmSlELL1S6biC1t7enYDBoRCDkEiQZPXCQ352dnZmkamtry6AnIo7d3V0ztmQx4Klgv6T8pMYvX76c0ugT8dDfp1gs6ubNmzo8PLTqWw7Qy5cvTU53fn6us7Mzra2tKRgMWkpLURZTiiBF7969q1wup/39fYXDYf3gBz/Q8fGxNjc3dfPmTVM/ENVRuUy0jHwWh3h5eal6vW5tex89emT46snJiVWFYljo7nlycmI4Mc6UaNKVyUnTKi7uOR6PK5vN6uuvv7ZmUH6/X9/73vfsHvf3941PwjGdn58bdothm5ubU7vd1tbWlklNkW9SDCTJKr6RzNLojPVqNBra3d21cwEm3W63LcujQAe4TpKty/HxsWXN3W7XRvuhMKNnCkWHFP/V63WD+tiTBB5AfozZI5q+vLy0amIiY56ZLAIYlSZh6XTabADwCxOoYrGYDUxBFQVkOBpdNcM7PDzU6enpVO8d3vHx8bHBVjgPzsazZ88MopmfnzfYl2dgVjDFWaPRSIuLi4rFYjo/P7csPJPJyO/3G/wZjUanOJ9fd70Vxp0omIY6pJFo2TlEdCl0/51byIE8CGOJvAyMmMXy+a7avxYKBVPV9HpXw2mJHPCcRN4QsUQt0WhUg8HA4AKiWTYoGDAvlygEYxAOh63vCFAIDDgySRwdqgzmaw4GAyOg0fXjzMCwWR+wOZ7Z7ernRjVEEahZKF4i8uX5XAkX30+UBPbtFi1RTefWFdRqNQ2HQ1O+UJbv8XgM24Vkla7SXNaG9r2STPtPCkvUymfCYUC6Ly0tWZQL9EWPFEb/cQUCAZPSkU3x92j7IeyIvOEbgAb4A4wHaY0RJABAcQPpzc9cSMmFC1x9vxt9k41I16Q/v4sahOdhD7DvqNgdjUbGZUiyzIZ9I8mgFoIj9g/ZB0aVqlaX4IcTITtz9xH3Sy2KJMs23Slq2WzWfibJZLuhUMg4CCSHkMW8N8h2Wh1AJPPuICwh4o+Pj21vEGwB0fGsvGeyI0hlN6tFxYVdoRKbZoD8W5zb7OyswZrYD7dIk3X/ruutMO7IqE5PT41sCIfDVuWFGmNzc9MMPngsWCQGfjAYGEvvtnulHwWyLCrJQqGQdnd3tbm5aX1kAoGATk9PrZgHKIXorFarWSkyI/IwrhwW0jG3gRMXAzzYrJIshd/Z2VE0GtXi4qLp7yFP5+fntbGxoWazqUePHplu9+joyPTfrCfQDrAMKSfqHiAInokDyThDyuFxPMygdC+iS5Q18CFUHZKd0EQNY3Z6eqpMJqO1tTVJsn4rc3NzevDggQ4ODkxRw3jD8/NzlUolzc/PG0RGf/F6va5EIjHVywd+BLXOYDDQvXv3NBgM9Pnnn0/BVzhnlwBjfejv4kbktITFSdXrdUvJ+T0iVQKVfv+qLS8GhN7z4PQ4JKAtv99vuD3RmmtgWGsUQGQlZF78DkUyoVDIupnS0AsVEYoUZoIeHx/b5+Gsq9XqVMGS3+/X+vq6vVPwYziKZDJpQQ7QJ1wBRVPAqsBZ3BPEslsz4Kp7GDxPkZPH49Hc3JzVK5ClbG9vW2Ec75ZhKxR3McsBwpnoHkfHGE2CMZ4/EAhYFSztrBEEsL5IRZkp6/dfNTOLxWLK5XKWEZM1s17hcFi3b9+2d4gdcLF61uq7rrfGuIPlkSaD51HN1u12rb1mq9XSzZs3lc/n9ezZM41GIztwyWTyV4YiS1fQRr/fn+oU9/nnnysWi2l1ddWq5KTrgchIsXAaRAx4an4G+UUByWg0Ujab1d27dy2dQxfskixMrZeuZFZEi36/fyrCQBHQarWsEGhvb89STLBajHihULC5oe1224ghIhsiqVwuZwerVqtZ35W5uTl973vf02effaZ+v29NzWitgCOlwKNYLFpUR9HIaHTVKpg2qtFoVHNzc3bPwG60DoBIRAcci8WsyrBcLtseOTk5sQyCz6cwplwum1PivdHiNRwO69mzZ+p2u3r9+rXi8bgWFhas3wuRJH1NcAyRyNW8WAwv2QIkJ2Sv+05x2jh19jQtE6rVqvL5vGWEGHvSdiJ4SapUKqrX65b2U8ELX0F2mslk5PP5bEg4LRqAJZDSUfdBvUQ2m1Wj0dDBwYH1YJGuJ50xsBlcu9/v6y/8hb8gr9erp0+fSrqKJIGA1tfXbaAMjs5VdriFX5KmjPajR49s6hozE8iswPExkJxBHIa7ZsB6EPlkD24G7aqrgJ02NjbMyROs4NAnk4lNxYJAPzw8tMAAVR5OhLOLhBiSlUh9d3fXzp9bpIcj3dzcNDUg9grY+vz83FpdfNf1Vhh3aboHOVCGJMM6OXAu3ML4OYwaMkAINiIN0mo0vnwWcMzq6qpF0kARRFQuxOGSekQYbnEFEAtGemZmxvA0UuZgMGipIM28+HdsDjw40SBpvVsFx8Sber2u+fl5SyM5BO4Gla4rJvkMNh8bjt7tFxcXWltb0/Lysl6+fGmRPuoctxqP98aasN7gl0BQbqWlK5dz6wa45zerZoG+yJ4gArvdrlVMAmtw4ImwgBO4R7ps1mo1I05pNga2zr1x2HgHbxJakJoYDH7GekHw8RyQeODWOGw3+nKJffd73ApnyFZ+j4iY94NRdmWV3CfZBAYMkr/ZbBq85bZJAG7hvZGVzs7OSrrCjjmHRJa8L3qOBwIBg9eAHggueGYMZDKZ1Hh8NXmMSB4Yg+gZTg0ylTUDD3eVQu4YRs4zQZBb+OZ+F8bZFQ9wltxiJPhAjD/niOcjW2JPcn+SbI3IyAmwCDS63a7JUl3HGo/HzdBj077reiuMO4dmfX1dJycnarfbWl5etgjgBz/4gRYWFvRP/+k/VSwW049+9CPt7u5qY2NDH3zwgWFjJycnKpVKdiAglYbDoUURKAAymYxlAb//+7+vYrGoQqFgZEk+n5d0pX+en5+3qGhxcdFgglqtps8++8xgDl4W0fnu7q7NUfzwww8N3nBxPKrQIAJdQvX73/++8vm8/uRP/kSRSEQ3btxQqVSawgnz+bwWFxetKVW329XOzo5mZma0tLSkFy9e2IYAo5Wuyb5qtWpSSox2vV7X7u6uYrGYxuOxdnd3bQO6xVsYD7Bb5GCRSMS08mQstGbw+XzWIKlUKikYDCoWi+m3f/u3rdWsW6jW7/cNYgFec/FH6XomLrLYbrdrCpGVlRVzIktLS7q4uNCLFy9MeofyxZ1ExExYjJLrVNmvlNZLmsJvXYfgZnREsHAT1HOQgSQSCe3t7ZlSBQhtdnZWN27cULVatda7QBG8FzpZdrtd/exnP9PFxYU+//xzq7K8d++eer2eNjc3LRthmhcRNDABShb6rqytrWkyuWq4l81mlcvl9Nlnn5lDe/jwoT766COdnZ1Z91KyN6SNlUpFqVRK+XzejCTYu3QFSXq9Xpt54OLY+/v7Uw3PqFOQpFKpZEVgVNTmcjmdnJzYsItcLqf79+/rj//4j7W/v6+7d+9apM53uWMzmUoF0bm5ualUKmWN0waDgbUIb7fbtmZAoQSR/X7f3g+kLU4/lUrpBz/4gcm2d3d37V7djDidTmt9fd0qtoFOC4WCZWHfdb0Vxt0lE9DOkg7Sf4XmVei0wRpdHBiPSQqN130zSuRFki7i4f3+q26LbEpJFhESbaCxxnBR4QgmD3TiYpEYPw4sqh3pWgbK1Ww2p5RBVIWCzZGluAQfRoaItdvt2oHhOchkqCDFENJIjMwCeSDREffORSRH9EOxGFkCxR3lctnugUwEaR7OHMkee4C15u+JZm7fvm0GA0KVZyGK56Dyc3TFqJiGw6HN5sQAg+VyICEB3YZhODVIa2oTXAkepBlRInI7SVOSWLI0okP2F++B+yGipuycLIG1ZO+z7uxhnHW/37d2BnBPvEOiVTdyRitO9TTfR2bswqacPTKDZrOpzc1NI4qbzaaCwaAWFxdNR873Ak+6BDXPDU+FY8SZu+0Z3ACFdQWqAb+XZHsbqGZ3d9cyU2wEzwB8JskK3dznXF1dVSQSsYxsMpmYkgqOgboPV+GEIWdvuBJe9iT2gb3hNpPDodVqNTtXvDO3M+13XW+FcWdTdzodLSwsWJQXCAR0fHxsJCvytq2tLSvF3tzcNPyYQ/Pq1SuTpRUKBWvj2u/3DddttVqqVCry+XxaX1+3F7Ozs6PLy0uTQlIKDDRxfn6ura0tUxuk02n7b7BYZihiiAKBgD2DO+EFQ0w3v0AgoIODA83Pz+vWrVva2NhQo9HQo0ePdHl5qY2NDZOyscnOz891dHRkmCaHYjweT7U/AN7yer3K5XJ239wDaSV8x8nJicEkSALdDAiYiCId0svZ2VmtrKzoj//4jy0qJZpeW1tTLBbTzs6OOV4MPJsdvqPb7Sqfz2tlZUU//vGP9Yd/+Ifa2dmZkq8i5zs9PVU0GtXKyopFhERGFJM1m009ffrUcGSMIZXQ5+fn9vPHjx8bMU+0hFNeW1szEpf1DoVC5lggQdPptH03WR0DaJASkp67wQsHGK7lq6++Uq1W06NHjyRdzxv1+Xyam5uzXkEUiP3pn/6p/H6/VlZWrN5ia2tLXq9X2WzWDAz9YKQrZUYqldJnn32mTqdjcB3yWumKxGw2m9YSOhi86r++s7Ojr7/+2v7N6empbt++rQcPHuhP/uRPTEJMXYnbMRGyEyMIZATvEo1GdePGDQuEjo+PLSPEmC8tLSmdTmtnZ8eehwz8n/2zf6aDgwO9fv3aICwCO9oqwA0BB2GIqfj+nd/5HW1sbGh3d9cK+AgoQ6GQtRXe3t42iDAejxskyUQ0SaZE4r0DVXJeac88mUysncHr16+tJTL1OWSSf5aBfysqVBOJxOThw4dGkIRCIaVSKV1cXGh/f9/6M+OtwXcHg+uZlqRXyPZInbmIYvHyRDLoxonkNjY2LELjc9DSo9MG/+PzuEjbUqmUTWN69uyZDRCgr4qL3YPDuyk/cAeROFWeREVEjkArwFCsS6fT0Q9/+EPdunVLf/RHf2SkHHwAhpyWCZ1OxwhdNpzH49GrV69MewtJSBoMBjscXlUOBwIB02JHo1FrjkYGhnFBlspF6+Q7d+6YkUfBQqFUMpm0aUJIyFhPoBxIVgxVqVSyXv00lMtkMhoMBlPtHKRr2SMYNw6XVJimXURqqG9QhJRKJfssV6bJRWsJMP5MJqPT01P1+31rZgax5xbOBQIB6yfCuqJG8fl82t/fNzKOPcS0JXgalEWu3hwpH1kJ7QSQhvKOXVkiBVWSTLa6sLCgWq021fq30+lYczSGfs/OzlpLBjilSqWiSCRiIol+/2rgBpEv818zmYzS6bRmZ2f19OlTq0GAM2IwRqPRMKNHdO9m9UCXNAJ7+fKlqVBoCz4/P29DqHHYa2trOjo60snJiQUWZ2dnVutABoKz8Xq91taE/ZNKpawV9M2bN3V+fq6DgwMtLi4aMYqDY8D46uqqEd2PHj2yATxAkkdHR7q4uNAf/MEfvP0VqkxBwrMDV3Co2Oh+v98MPbABmwOt6czMjJFSwCdI84AdXCLFJayIQMF7J5OJadovLi6UTqdNfeEeRg4D6SkqBVJOt+GPqwnmu5CM8WxsfohA6brykmibCjr+DviA7pEQrUQjQAc8P2kqWYab9iGDozcHhoKq3nw+b/APkT06dsi5yWRiGC5wgnQNUUgy/BUIh3cE5AI2D9nMujEEhedpNBpWpxCPx/XVV19Zd0jeTS6X02AwsEEmZAtkgahh3J76PB/KBtaaDIkgg3oIjBcyWLBbICf+bbPZ1GAwMO4HLoML54azJdJzG13RIjebzU6V+cPt4KyRdaZSqalpY0AQOCJ6wfP+3BoL/hDlsk8oXsLosG+AEAlAJFnxG7AHTdVw9kTXXq/X9g8cFGvPvkGAgDPlXQCNMr+ULHN2dlaLi4tTmRFOjMrzdDptPf/hNSgOQwVHZgFkXKlULFPjGZAQ867A1iWZYmw4HNp7cZ/fbVjown2onci+gX2/63orIvdUKjX5c3/uz1mUQfVds9nUq1evrLcCl4s3g8kjFwOzh/jgZbBYbge5g4MDw06J0GggxYYkjXX17TSj8ng8WlxcNOacQo+1tbVfUVJAoBHZBINBlctli0CQq4HLn5+fa25uzoplXGkVxTmoAIBfqIw9PDy0DKhQKKjf7+vw8FDr6+uan5/X8+fP1Wg0rL0sxoFIrVarqdFo6IMPPpDP59OzZ89soxGN/N7v/Z7Oz8+1v7+v09NTmw178+ZNvf/++3r16pVarZYSiYQqlYqOjo70gx/8QNlsVvv7+xZp87nFYtGctHTtLIGe5ubmlEwmDbK5uLhQoVBQPB43OKxSqVj2hsHCEZCJ+f1+pVIpa/LF7Fje6eXlpX76059qPB7rD//wDyVdF8vRI+j4+FjHx8em1pmbm7N7wsGVy2Xl83ktLS2ZCuTVq1d2sOkSSIXjaDQyh4XumgpUslCeZX9/33rEQLImk0nbU24pPRlDLpfTe++9p08//VQbGxt68OCBhsOhEYaxWEyHh4cKBAK6ceOGEYbwSoyi7HQ6VlQGackcgWAwqFu3blnwQxUla+KqmU5OTpTP57W2tmbwXrPZ1NzcnO7cuaPPPvvM3ifPjwNBPokzA5aVrjIm1gIpLWRlLBbT3t6eQqGQVldXdXJyYpArkbOb1RMoECCRoYzHY2s3QXuJo6MjFYtFzc/PW/2BS7KORledYefm5lSr1XRycmK80NnZmYkOIEmBNx88eGBkMNX6OLzRaKTf//3ff7sjd7wRMkG873g8Nn2o3++3yCyVSln67kb34JFAFGCl/H/SRrAqt2UpbXOpXuR+qDgj6iLSRRPPRQTPf2PI+S439QIbdLFrLg4/8jOXgCR6g9jl84hq3YyEIiqIatQcOAJaN9A3hH9LNSsZAZgkn0E0yGcxUIMIMhgMWlETkSsqIJe8lWTGloiLeySz4d3CBbi9RYCmkJSReYBzEmURhRHtkFVJMuIbEp7CFDIWokzSbknWBwhc1+/3GxGJ5n04HFptANkoyigwX4wGnRd5tygvgKjop46zcqWsEOM0+pJkUAGyOldvDxFLNkUpPTAjOncIaO6ZyJz350oNJRlJ6Pf7rb86IgCi1na7bcbJlb7iwHnPZD18PiomoFKIXRwF8A0XkT/7j3NHpEvw6GLXqHhwQtJ1TyiyXgIpfh81EMEhxC7EO8adgiqife4HA813wQOwH5nVwAQ5l5wlyHNtzrddb41xJ/0HksAD375926JoesrcuXPHRlUdHx+bYanX6xZNZDIZ3b9/XxcXF6pWq9ZqgKIfqtTAxg4ODnRwcGBQAjgmRomXTjpIK1J08255NGkx0QlZBym2q419M3Ni81HYQ2Vis9nU0dGRRfM7OzsKh8NaWlqy4ioyFVJOtPCw/ETZo9FI8XhcDx480NnZmY38oj3BzZs3tba2ZhH2/Py8ZSb0yNne3tbJyYn29/eVy+WUSqWMbNza2jIjS6dMnFO73bbmWJLMaUJI1+t1K7iitSrkGjpxn89nEVKz2dTa2popNWix++zZsyk5LAaYwwqhixokHo9raWlJc3NzOjs7U7/fN2kaRoGDl8/n9fDhQ3vPH3/8sYrFopaXl23+wL1796y9L/uKimiP56pvD71+jo+PtbW1ZU7MjZohMCVZBuI22JuZmdHNmzd1fHys+jdj2uBsgAGBGCDzIc1ZR84DCq3t7W1JsmfF2GD8MLzpdFpHR0c6ODjQ6uqqJOnTTz9VOp1WPp+3bqHhcNjOKrNqI5GIGWrO+8rKihUxZTIZLS4uKpFI2JSsGzduKJVKaW9vz6DJW7duqVgsGlyIQaf4joDOzQqR7QKN3blzx1pwn52dqVarKZfLmSGtfzNnmLbUa2trev36tXWaDYfDWl9f1+XlpcrlslUce71era6u6tGjR7Z2ZCM+n88gH+Y/kEX4fD7VajXV63W9fPlSuVzOIDMahoG5f9f1VsAyoVBocu/ePc3NzZmEjhmGtBAgIpGuNh39ll0hP+z37OysEomEisWidnd3dXJyovv372s8Huv169cqFArKZrPa3Ny0bpNEaG5hiJuicYGrc7gosEmn05aWww2gwEGzSqRZLBat2rLbvWp8hDKDSLjf7xvphTFqt9vWgIgUkcPqpognJydTBWG0C6aP/Xg8VjKZ1P37960pEtgyMjQIOFQMfLZLBGOAcrmc9e0ALiNCoQMixnQ8vmqAFovFVCgUrC2rW8ghXcEytHZwK2xRFPC+iTDdknKgKg4ev5dMJqcUQURdwHpuT3+MRzqdNg06PV8whm7Gxd7he5eWloz/4HK176iEarWaGWN36hI8BsoQYCGyEElTyiWwYtawWCzq8PBQtVrN5qWS+bqtAFzifn19XdKVKgU+gu9wO4CyngxHQX0zHo8Njpqbm5sikgk2qJotFovWNZL94Wa3ZNtra2tWWQ7pT5M56gBoFhYMBjUzM2PZ6eLioiRZ5jMajWysIlOV/H6/BUeTyfVwErelA/wDsOxPf/pT7e7uWoAVDoftfNGSG9gkn89bN1Q+n6yc4AmOxx0+Pj8/b86CrBTUYm5uzmTcf/fv/t23G5bhULCpYfDpbMjLp+wXowhsI2kq/SbSA9ZAvwzxBUlBVEREFI/HLX2CwG21WlNlwmwqUl6cA9EMKoZkMqlcLmf6WibEgJdzDxgZnCyHnkKLfr9vBg9oAiIVPBpHQ4QM/wBeiRLAJayBGtxqPaCsi4sLnZ+fa3FxUeFweKrPNpgjBhXVjSS7F2AhSYYLu8QSyh24ES4OPdAclYDdbtfawVLRyD1htFKplFZWVlStVq2jXjgctvF/LkkFPIHCBAgEfgVpGo4bp8S7otoQSevi4qLq9bpNz8HRYQQh/iDuksmkVYsyuKNYLFpwkM/nzdABMc3MzJjIALiQ/cNwZQrG4Hvc5lLdbldHR0fK5/N2FjBewC0EIpxDIDDWClXN9va2dfB0azyAyyAKd3Z2rFOqJMsg3MZdZBZkagQPQFmQhmR7rsYdXoH9yHnnXVE85lbBZjIZG4ZDQRcdVlGu8Dx8rlvxy/5hPdjbSLlpA8za0cWWCmvOs1t96hbhIchw+TUgHkjbyWQy1Zny111vhXHnIYk4Q6GQScPW19dVLBZtU5F6FYtFO/xgkzTqAaOid0YoFNIXX3yhYDCo9957T1tbW3ry5IkkGe4JbEBjn5/97GfyeDy2gSkGYbMTcb333ns6OzvTxx9/rBs3bigej1sVnN/v19HRkTUtQ9JV/2biPNEq0S6RTyaT0XvvvWfGHbXEycmJTk5OrJEVBrnfv+o5zixYSTb1iIn2aIcjkavp8J1OR0+fPlUul9PDhw/16tUrwxExfkQH7pCSWq2maDSq3/3d39X5+bkODw9NM3779m2dn59bPxf3cHq9Xu3t7anT6VhEtbGxYUY/Go2q1+tpa2vLWja4eDyzTpGl0iwsGo3q7t27arfb+tM//VMzlO6+4vv5GfUKkOKoKWgZi+GhjTR6/TcvMHTIcpcjolQcHTPkHPg+mmkMhMfj0erqqqlkOMBkkHRqdIveVldXp1pDuBg6BpmAB8345eWlKpWKSUpXVlYs+t7f3zdoEyO9uLho8CBQ4+7urjwej27dumVSSJdP4D7ZS0tLS1Y9TvXt8+fPzdAjC0Uc0Wg0jOg+OjoyJYvLr7kBWqfT0fvvv2/rQLB248YN9ft9bW5uGoxKsLW4uGgRMYGO6zhnZ2fl8VyN3qO52O3bt+X1evXy5UvjXTY2NiwgpCgJlAEcnj84XGBe2jcfHBxobm5O9+/fNwjwyy+/NINPK5IPPvjAehMhwPiu660w7pAfEGwYM7e/Bk2v8N6kd6SG7t/RWY0yZhYHKIGIi4iCKAbowO1HQQTm9mVBjgkWCUaOAeF7SRUlWVpGD2a//6oxFSkgsjckltynJMsWyBL4mVtBSlUbaTSpNn+PcSBaAsIiMqEnvas1Jk2Urodlg5c2Gg0j14ATEomEQU/g6Bx2VwLK75Gi+nw+i3LBiVEkvBlBAUNgGIj0uE8yBwgzHD0wxGRy1QAqHL6auIRGHX4gk8mYNI1okaHqHo/HoECMgvucYPIEAxh2V0LHQUdZxT0i6SPIYN3Yo5LsmdkDrBdr5KrBIGKBT9xMibWh2pozxzQvCpkk2XOhSMLpulW19GthvwFhULwD1AAhLl23MQ6Hw9Yh0m1vkUqllEwmtb29bX1hWFugGxwKn8f5J2qmxQefy/tiHVlv93kkGXpAFg38yfviDLuqPbJyMjccHUGRKyLgnQH3gDK454U9hoSZrJezC3z0Xde/sXH3eDw+SZ9JOppMJv+Bx+PJSvr7klYl7Ur6X00mk9p3fQYqBYorfD6fSqWSvSSwKgzO0dGRCoWCaT8xfBB25XLZCDiglZs3b2o4HOrFixdKp9O6ffu2eWw2dLfb1crKin0uAyX4LOm6IpGWnJ988olSqZQV4RAlQdIuLi6acqDT6djP6Ffh8Vz1CEF/PD8/r263q1evXhkWuLu7axAKxMr29rZ8Pp/1sRmPx7p7966lfKenp5Zu0gIXA4ciiClAjUbDIC9anCLTk676jhDBfPjhhwoGg/rTP/1T004fHBzYxiyVStYPBKiKDT07O2vKBre3jtfrtWHP0nUBTy6X08XFhRVvuVEqeDD4uSSDHKLRqHUGZRwc9QmtVkuvX7/W7/zO7+jRo0f6R//oH6nb7SqTyWhhYUHz8/P6+OOPrUL24OBAJycnWllZscwKqAbyG9UIGSCpdDKZVDab1c7OjhVhxWIxpdNpHR8fm6rEhbHIGKjezOVy5lC5yATob8M8UFo209eIVg4Uk929e9ecDBnZ06dPtbq6qmKxqFqtZo4NwwsU5TZEo+9StVpVMpnUysqKdnd3TY3UaDRULpd1//59c+TsVXTha2trptJhtqx7LS4uqlAoWDVzu902hQ3wRzwe1/379xWNRvX8+XNzQDj/J0+eKB6Pq1AoWCEbPJLX650q6HLVLMCiRPFAYDhMMggcHXwP6wfcB9Tl9mR3m9rValdmcW1tzTiXarWqbrerhYUFg6CYALWzs2MFgTjE77r+bUTu/5mkF5LoF/o3Jf3zyWTytzwez9/85v//F3/Wh4DDsYHQJTOIgcjN47mag0nPBVIXlwAlzaV4hL7mHo9H2WzWFp5GTnNzcxYd89IwIqTofr/fBjF4vV6rBLx165ZtPrefiM/nMwIIr01DKySfpVJJzWbTyDMXRpCkdDqtZDKpZrNpuDwFRgwflmSHA8zSLdSgRwYRvCTduHHDJGdgxTQOAwPmu4EBYOppDkVaSHo8HF5NMAoEArp//75lVhi3L7/8Uh7PVetW2s5ysHhXTJUiE6vX6/L5fDZkG6xdumqRjOEhsiF1p4AnHo9bmT38iMfjUbFY1HB4NRCaQ0x6fHp6qoODA+MnotGo7t27NyU/JRNZWVmxgiS3Wd1kMtH8/LxlitwbMkuKzMg2gK94t7lcznBjnJ9LzGKIyG5RusTjcYNCstnsVKUtUBbQAZEi1ZnADOwR1hTSGaeBceKewalnZ2ctUKJTJOv04YcfmtPnDC0sLJg6iuifGhVa225sbNied6WDc3Nzpjo7OzubIvndDA5prpvRswcYmIGihm6hTGeiQyj7BjgIjgKuinbPqNDIRJAWE9hhQ27fvm3tK+CwaPGAYyHTxL4RyWezWVP/oLP/ruvfyLh7PJ5FSX9N0n8t6f/4zY//uqSfffPf/52kP9C/hHEHmpFkMIebwknXGl+01AyZgMTAo5JmYnCJJih24EWTDbgKCSr9qLZjkYl0JVmlpsfj0d27d9VoNCy99Xiu56BCopBq0vmRKB0pFM/swiSSrMrVlb7xHXNzc1bpx+bBGE4mEzu09XrdNgfPSD8ViMpqtWr/rtVqWWVtJHI9jJhCH8bm0csHQmk8HhuRixyR4hkGaGD4arWaEaUcGiJx4ADeTzKZtD4kOEcMN8oEDnY4HLbeI8jw0NlzqL3eq946OBTgNox5t9u1wRTdblc3btzQ7Oys7Td3L1J05Do/yFaMEf+GvjuQn/QSQmLpttul6yERJGuL4+dcwK/wnPF43JwvMCEOBjjBra4EWgKK5By4WYIbILn1CGS9wHWpVErj8VW1azqdVrFYtOHsFKgxSANcHAcBhk5biZWVFT1+/NhaYpMtAyUyJpBsEhm1C9GxR9x6CaBWfg8hRKPRMGOeTCaniuA4W0BknE/OKJARLQvoZ+RW0CNLpZdRpVKxM4fMGbglHL6e0cx+4LuAe1Gt/aZ17n9b0v9FUsL5WXEymZxI0mQyOfF4PIU/60O83quJSpBqRFH8XLqeGgPui+6adqbPnj1TLBazrn0uLi7JFvvy8lKxWMy6zA2HQ21vb6vRaNjAhGAwaBsLnS8HiIOI/v3Zs2dThAzVfGhjwU8rlYpBDZBUZ2dn6nQ6ajQa1jGRoQeSrOUBWQJrIckiYOYquu0AqtXqVCqPVAvYql6vG/Y9HF4VJt25c8ekd9LVKDGKKlqtlhWYUB5N4Qb3zWFqNpv6xS9+oeXlZet7EwwG9Zf+0l+y7OThw4eqVqsG32BkcFZkaDjHi4sLI6HRZWPMgGQ6nY4NOHCxWElmBOhRtLS0ZIeG3kT8/psREhkikfPq6qr97v7+vqTpYe60ueCdsf4+31XLaGAcsHQgxEKhYNg58FGpVNLc3NwUFIUjCYfD+uCDD9Rut7Wzs2NOAyiFSWJE9UTHNHlDSkwAFI1GdXBwYBAnZCwDRp4+fap0Om0N59iDZEBwC0BEhUJBodDVUPK/+3f/rhlBim+I9Ilwyera7baePXtmM3iBCNPptO3bDz74QIeHh/qf/qf/yeo+6OvU7/dVLBaVTCbNIaPOotUB4gbaS5A9M7zF7/dbcdzCwoKOjo50fn6uH/7wh4YwwAk8e/bMYCKGu7N2QE0ej0f3799XMBjUq1ev1Gw2LYOHaAf+YZ2A5JaXl6cGlrAv4Q6+6/rXNu4ej+c/kHQ2mUw+93g8P/vX+Pd/Q9LfkK4lUtJ12TmNioi2PB6PMpmMRcFgiW6qSOTrGnhXjoYRdiVekszTsrDS9fxD9zPAwFCREElxj0RUbjT+JnHjanjJMCABIU24RwwdXtolfcAXGUVHikfGQd8PMg/Wyq2eI8IhsiACkq6rFH0+n2ZnZ03lwb2QykIcEg2SxvJ3REMcfmA1ohMIJw6dqx13iUpSVjdq4v/jxLh31gpYjXfDZ/Csbpbk7EvTdLvVjTgm90BxeMnoiMTIHjFerLU7oMGtl2AN3GIbDLl7D5IMKnPJQ+k6pccQ0CKAe8GBEgXzLrLZrGVO7GngBaps3T0IhOhmES5cRhZHb3aiYBwg+4JqVZcMdxt9YfDhiVzymn5Rbm8nl8xnf7lnHEkkf1x8nTXCkbm9ptxMxyVlXUIY6AgYhcwGJAIbJcmUUOFweEq2yudxcY9kfTwHxHi32506K992/ZtE7j+R9B96PJ6/KiksKenxeP5fkkoej2fum6h9TtLZt/3jyWTydyT9Hemqtwx4HRE2sqCDgwOrFF1bWzOCMBQKqVQq2bi5yWRiqe2dO3fk8XhUKpVUr9fVaDT00UcfaTKZ6MWLF7YZMSYYMum6nzqVlfzM/ftms2mac3DKbrdrA7zdntXg8PAJkqxDHFkBZBi/C/6/t7dnsk9SWDBV1A3n5+dmyJHIucRiLpdTvV7Xq1evbPORGrtKAiJYtPnI29LptP78n//zevr0qb788kstLy/L7/fbcIZms2mcB0QbJCrGiZa7kkwfjLMBcz86OrJqVA4Rf9yDjjwRWKXb7ermzZtKJBKamZnR6empVZ0yQrHRaFhPGroHuoaKiyCCSJt7k2S/77ZPwLhzQJFYYjQh5eGNIHepUQAbx5GQFbLHyVQlWQHQ/fv3tbGxofPzc21sbJjBc1vV5vN5/fjHP9aLFy90dHRkShK3tqFarSoSiVgUTAdH1u327du6deuW9vf3dXFxoaWlJQuowPAlmSHFWK+srGgwuOrWurKyolwupxs3bhjODPTXbreNE/H5rmYBP3nyxJyK1+s1SM5tnObxePQHf/AH8nq9mpubs0Dj9u3bpuV3i/9QYhEUgMPjxMGtg8GglpaWdHBwYE37RqOR1W4UCgWT4xK88Jl0liWDff78uTqdjtLptDW+Y38gf0XK7arFMNgECai+3Kg+Eono4cOH2tzcNEL2113/2sZ9Mpn8l5L+y282/s8k/Z8nk8n/1uPx/N8k/SeS/tY3//sP/6zPAtvm4I3HYx0eHlp0gEHlUFAejWekMASDQdEAjfbpec7GxuNWKhV5vV4tLy/bRCJgAowRB3o8Hk/h8ZIML+PQ0BeEy1V/4ATA/DAQrvwRGIrNDv7Gi69UKrp7966KxaK2trYMBsIwuD3oaYVL57uVlRUrgXazEz6bCEWSFbXMzc0pHo9ba9nl5WVLC3GkqVTKiGM4kNnZWcM5IbFQDvj9ftMGY6Q9Ho8KhYI5WpQxRENAQ24UzLsZj8c6Ozuzpl4YQyAdVDhUMVJQRtbkVpriaG/cuCFJpst39c809iLlZ18kk0lL9d3K0nA4rJWVFVMwAWNgeJDQNZtNcywYCVoyU1PR7/e1s7NjUl/XsGMY5ubm5PV69fHHH8vj8VgxICKFUqmkk5MTqwze29uzAijeGc3n4Jba7et5v/AtRPvsaRwjqiwGh2D00aofHR2Z4R4Oh9bqASlkIpGwYdder9e04KhIOFO8e/YQmDhFcMBOkUhEq6ur9h3ucHA+A4dNDyRUWgRL2WzWGstB2JPhMICeNgWXl5dmdF1YNJFIWLCATSEjxYHAK0iyAd1HR0eWmbtZuds2+9ddvwmd+9+S9A88Hs9/Kmlf0n/8Z/0DUg83VaZjIiQVB6Zer2tra0vFYtGqU13ZFovr9/st4iVip4UpkAiHtlAoGM4Frs1Lw1NjZNyobzwe2yKz8KRWrrEkWkab+m3abBfHHI1GU82wiJjq9bpmZma0vr6uly9fGgFD1sI0dQw4EFIkErFudERd3B8GmPfgQh+QSxjP2dlZHRwcWArPPaZSKXm9XlWrVYXDYc3OzhqfAMwEeT0cDs2JEqGh2mi329bGFpLNhSA6nc4UBCJdwV201+UAuBpoDlo0GrU2tKPRyPBO1BR8Jmqa8Xhs5eEuQev3XxVWUYeAcQA+4J2ihSajgd+oVComr3V7FzEhCsVMNBpVLBbT5uamqtWqiQZOT08NhyZtp1tnt9vV+vq6jRJcWlqyFtJwGBggIK/T01OD61jrdrttkkX2ED3cqWBFukdVLREw7ReSyeRUhD83N6dCoWBrxL3AaUgyB51Op83g0imR/YwTcOsK4C9wwNwXPaXo/c8ZYv+70BJBDvg+zhmj6zpu+iFJsv4ukKrHx8dmgIFwECdge8js+XN4eGh1FuxD+CsIcs4O9/1mIPlt178V4z6ZTP5AV6oYTSaTc0m/+6/y72GS//Jf/sv69NNPdXR0ZFFov9+3dB/Ch03m8XisalSSRdX0QWm1Wjo8PLQpLUi0ms2mDaD1+/169uyZeVEMHd4Y+d9kMjGGfzKZ2KGAfOOFD4dXTYkSiYTW19etzwX357ZJwHEAGwQCAS0vLxssAymKs1pdXTX5JPDEw4cPtbOzY/pryvCRNy4uLpock6ib1I974iJyvnPnjlZWVrS5uWlSNUmm0qGaMZfLaX5+Xi9fvtRgMND9+/enCtAgsIfDq4Ej3Mvr16+NgIUvmZmZkSSLjIC+IJxcPDYajRrc0uv1lM/n5fP51Gw2zZCiHSezkq4iMMh35J4cFnqIDIdDHRwcGAzY7/d1fHxs0k6aR6VSKc3Pz8vj8ejw8FDNZlM7OztTFa4Q/M+fP7eomt4v7DdXNYJDOjg4MINFgEMveiCuRqOhmZkZi5JRhtTrdasgPj09tZ4svAsM4tLSkkajkcrlsuH6N27ckM/nU6VSsXe+vr5usBjG05ULo+PmM2ijsLOzY8FJOBy2KD6ZTJq8F9iO2g3OxM7Ojhn8k5MTy4wLhYIikYhKpZKi0aiWlpZUKpV0cXGh+/fvq1ar6Y/+6I9MZUYWvLm5ac4vn8/b2mLQIZzJwOi2iWSz1+uZjj8SuZplTEZK3x4yJ7/fb207kGqenZ1pZmbGWm8wdAVHs7y8rFQqZSog7EI8Htf6+roFYhDCSJ45w7/ueisqVFkcSYY74rk5eESVkkwtAFaNgSKiRLLFWC8W6k1SiagXmSTRv3Rdro6MkAVm0+ORSS/dCjN3XuObjDayMqSFKEGIVnlGDpF7P1T4QSZJsnViHZAQSrJsKBgM2jQjl6QmauWZIEOJBmlHS5EOG49+IG47YQ48ESnkHtWO+Xx+qgtmMHg1qIE+QfTS4PuJfNyoGtkimCfv2oWZWFv+Ldguyh13bSlC4iIyArLgfVA44xJ0fB/PwR52MzJwXSABMpFoNGrqG5dcJ0ghnceYQIzjpN1qXneoBpmL67C5uC9UQm6WzJ7g+0OhkMGErAl9k/g5n+VyEn6/36pggQORShJhs295Z2D27BkCEBw7wYHLF3AWaAfsBi0UOsEDsEZuRSf3/uZ7YpQd2TL3Sq2A64B4Z/Sjom8Q8lhXwsg6wpW5EtA3zxVktRulQ7y6tS7uPvt111th3MH4PB6PTRYvlUpGsIGnYThIddPptEV8Xq9XOzs7VhDABHjpulk/aWihUNDMzIylb+1220ZwUQ2ay+XMQbCQVJ/R/wYCCZjG47kqT//444+niqKk6X7vuVxOuVzOKueazab1fZE0VfF2fn5ukSlGGWafZ1xfX9fi4qK176UFaz6f1/b2trLZrH784x+r1+tNzX/M5XImAcWwNxoNk23u7e1Z10cXKwwEAlpZWbEol/V5/Pix7t27pw8//NDkY5VKRY8ePdLPfvYzvX792nTyVEweHx9by2Hgm1u3bimdTltXSA4jTc0YUA4Ge3h4aFXHrCH9hqrVqpaWlrS2tqa9vT0rrGKtpGuOgndLpnZ+fq54PK7l5WVtbm7K6/Xq4cOHVklIxDwzM2MkGWvGNZlMLKpGr4+RhgBEWkcU/eDBA+vuOT8/b7JZeCSklmdnZ8a5rK+va2ZmRtvb22q1WvZ3OBKgEK/3qheRS/Kxr3Z3d+X3+61NdSgU0t7enkltgREwckCVZKPsW7JE9n+r1dLs7KxWV1d1fn4+1caAilFJphDqdDpaWVlRMpm0IRW0wHUzIgq3BoOBvvjiC2UyGf3O7/yOBSVU6brBGTLCVCo1JTtMJBL6/ve/b9Av9SHsuVarpeXlZUkyWM0d60lrbIr2IFx9vqvZCEBei4uLNuTm9u3bCgaDevbsmZrNpqrVqsF9s7OzBof9+Mc/Vjab1aeffmpyW1c19uuut8K4wwafnp4qFArZrEcKc/DGXKFQyAgtFzuFkMJL4lkZdQaOPJlMTNsK5u71eqeGGUuyTXR2djYF10jX7WZJ+93GRyw8xVJ4YTYaeB7a3HA4bFkH2Ug+nzc8mYpbInmiV6JKSDi+m1mPbNDLy0ubP+mWpPN3pMeTycTIOYwJw0KIiCFSaeVLek701G639dlnn8nr9apYLJoR+/TTT01nj/b44ODA1CL0PHe5k16vZ3gnJC5yT+m6Pz77h/mXRF4Qzs1mUwcHB9ZJEkIVqIEIEyITh8zewSFMJhPVvxl5SG8aJHhAerOzs1O9ZCCSgRAvLi5sLgEYLGoJjByFOfAdfB6ZGz1dUFu5bTaAMYCleKduF0n2pXStzU8kEr9CSjYaDaXTabt/1hQlGTNI6ejq9XqtN7ur86aHEg7S47lqYUC1LufC7dEP/CpJCwsL+uijj3R6emq6/PH4qtUFkS5dGff39y3Dc2WMZG/M0d3f37fKV4aUPH361Mh8voPCOOScoVBIs7OzU3g9+nqIVjB19iVn983CPek6I49GrwaiHx0d2e/BG3a7V0Pjie5RC/4vApZh0Q4PD5XL5WxobqvVMiyaNAfFAngqI71ccsmV3dHLg5FbYGhgul6v1yRLFE3wXbDcpVJp6vDxsqSrgwh252q5Me6uRh7sEpkbJGMymTTMDvJ1dnbW5Htvwh/8kWQzLkn3UEigbZeuIqJXr17ZpoFg45CD/0LkcN+QgOVy2bBdumS6BVAuuXx+fq69vT3duXPHIpaLiws9ffrUMGUOwsnJiY2q4+DHYjFzXDg7tOp+v39KCoqhAPOFnAPKYw/QEwR1DMaO/cLaAhG4gQHOM51OT0WpbsSO3FGSDUfudrsWcZLZEH2enZ1ZIZur5Wd/UeUaDAZVKpUMGsMxAxlQ2i7JWiCgvIBIhe9A9gehifFzoSUKayC3Ly8vLbJGuonDRS1DsRvPCPlLZjscDo08LZVKFm3n83njD6iyZkwke5f3WygU9KMf/Ug///nPTRqNUoUzRQEk6hKMKmKNTCajTCZjqpbT01MVi8UpbfurV680NzenmZmZKYkk5x01FcElggEKL8lkCJbIcMDzXWWaC4XiZFKplPVEIqCipQZnGciL2QTfdb0Vwzqy2ezkpz/9qSqViikGXFUHGvHDw0MlEgk9fPjQjNTGxob8fr/m5+cN33PF/S5u1e12rUqQSNrzTVENTYzAAt3e6UdHR4ZromNnUguHZDwea35+XsFg0KAhv99v7WCJONxIj6IlCi/ANMHjwUbfbCGAQwImwRgSBXOAfT6ftZHd2dnR4eGhzs/PVSwWLVPh93FqqCogBi8vL/WLX/xCa2trunnzph4/fqzRaKSHDx8atyFd4ZKHh4emVCGycdU+YO77+/vKZrO6ceOGyuWyer2estmsRexEYxheonX4kXQ6rbt370q6ipy2t7ct1WbCDhFRKpWyQ85QEVetBJ66ubmplZUVzc/P6/j42ApP6D8C3NJqtXT37l3dv3/fZqJCvHLYB4OBTdVhbcPhsPVTQVUxHA71ve99T51OxyCiNwulpOu+S+xTZH4YFPa5u97018G4wSnxvl1cvlKpqNFoGORx7949U1a5PcuJqh8+fCiv16tnz54ZBp5Op03RQ8ZLtkTU2ul0rCUyqpR8Pm8zfSGqGWMHLCJdzzImsGF/cy6YfLW9va1isWitFNysmmyN4joczcHBgTmzbDZr/e7J6CBPpSt8nGeC7yFrW1xctIpSgqXT01MdHR3ZFCz07bFYTNVqdSrjh3Py+/26e/euORUXm+d9r6+vK5vN6r/6r/6rt3tYhyQj+KTrak6ICKI0Hg5jOplc904mpSSqxztyWNj8sVjMFtElPMDy35TFkRK78kHK3wOBgDkZomCchfvZbgUaBBtpNxuV6ApjTRZBFsA98vc4FjYaRoXLZdP5fnBSno37hDBDpgWhgwacf0v0RxbCBmdjDgaDqdJr3hPRtSSTcRG5cO9u+soekGRR9Zt/D0zH+vF7rBXOGbgKSSbP7hpRMgaIKpcEBG6SZKQb61av19Xr9TQ3Nzf1Dtw2Ae5zo4tnHdkbZHnfdtE1kvfI3iMDfPNd85kQnK5kzl0n9jifzZ7s9XrWcZDeN9wb3+/KgqPRqEE69O9xDSJn2e2qSmDlQpguhuxmZWRB9W+GvvB+uB/eMQU/fA/7luCAAIisDiiG2hXpusIZOA8nAN8HBOvCqGReXJCt7nq7tsb9PfakK0BgP5MR4yh4n6zln9U0THqLjDsGgPSPJvUMyuaFU8REesMU9729PRWLRaVSKSu4SKVSWl5eVqFQ0D/8h/9QPp9Pv/3bv21tXDF0QDtIpCaT6yZh4N6Mmpubm9PS0pLdM7DN8fGxMeZgzWxCn89n+KgkaxsqXfEHTE0Ph8Mmy0ROSMoGDv/s2TOdn5/rzp07VtjEvW9sbCgQCJgyJRgM6smTJ1PRIwcxHA5rdXVV+/v7KpfLevjwofx+v54/f258B7JCshTarroGbzy+GrLS6/Ws8ReteIfD674juVzOIjmgGEmG3UNoIoGl1sHj8VhVp9/vt+pT1t/VyJ+dndk0p7W1NYvMT05OLJqHiAOfh3e5d++ewRqkwIVCQfV6XXt7e8rn80qlUlpdXVW1WtXLly+tvSwGgkpU7o9eLlTylkolMxTz8/PGZ7C3cDauoaP75tnZmQ17gURkhidqnclkYv3ped9um4doNKqTkxODimKxmJaXl83QlctltVotPX/+XEtLSyoUCnr58qWGw6tKWsbnIZmloOnGjRv67LPPrIsmxT6Qx48ePTJoEpUTXVmPj4+tpmR5eVn9fl/Pnj1TPp+3KUmdztXoSjggDHy329XS0pIJDhKJhO7fv2/tCZAhDwYD4+2AG1dWVvT69WvTmCcSCa2urur09FRnZ2cqFK5aYrXbbS0sLKhQKFjtzdLSkvb29kwyOxwOdXR0pMvLSxu9h9GHJHX7/DCdCWk2TpjCShwIWQGBBpk/M1TdTqHfdr01xh1ykgtdKtERHr/X6+ns7EwrKyvWH5oUGvgCzN7j8ej4+Ng6NkrSy5cvlUgkdOvWrak+8KSBREUYK3qWo9P2er1WCj0ejw0jI4KAVOJlIVGDIOFFSrLKMwqXwIb9/quueaTVrroCcogDuri4OJWqIs8EbiBKZCN5vV6LMM/Pz605EmsmXVf/QU6SpsJboFABRqLwC4UQsy2BnXBmRK0LCwtmAHHe6+vrBieQsRApugQfqXi5XLasjUIlFFHSdV8a5HAYTtJ0SdY+Yjy+auyGQsRN3fm9mZkZxWIx62vuVjEeHR0ZlIXTKxQKNvuXveem67yTXq9nDpzL7TEiyaJO9OMQwpTmA3eRrbrp+2QysTa8FJcNBle99ZELIirAkPj9fnMqtFaGKyHQmUyuGm2Nx2Ntb2/bdwMzUDGO83fPuXTNfQFJEskCr+HwGGLf7Xat1w0YPYEEz0EGyZjGNwt9yDSASyORiM26hS9wMxXOBmQ4ASEVsAxxIRNA3ZJKpYxMRakHv3J+fm73yVxgpNMYdWpF3PPI/QBNYvi/6/puoeS/w4uDTWoNYeoaDNLB8/NzpdNp3bx5U7VazXBbJqe7XR+Pjo4sepWkV69eaTwe24ACDFe9Xtfx8bEdNF54KpVSKpVSNpvV2tqaEomEyfBarZb29vames3wAtlsGFWXBHWNLX9gwcHcwP7w1O64LdQ/g8FAS0tLdhBJ51AEYXz4XiJosFHalNIND6fD5RaeUMwDJHNycmJFMtlsVnNzc0YcHR0dmSF/EzIKBAKam5uztrZEeLOzs0qlUgZtEXFiWClBx2hTw0BU1+/3bYALUSxyPNe4u4VqwWBQCwsLmpmZsWHObpMmDjn4cCwWszYBtDT2+Xw21N1tCEZ/Hw65q9GH3IV0BMqCPGbPEVHjGFutlg18RyKLE6FD5/z8vI0MJCggG04kEnYf9E5nStPMzIxJdBcWFuzes9msKWYQIlBIhzJod3f3V4w7Ut9kMqnT01NTCtH2eW5uztoeQ1JCFKdSKXuvkUjE+Aakz2QiVFD7fD6zF4xPbLVaU5+N7cAxUk29uLhoTQppTU1giDLG4/Ho7OxMp6enOjw81MuXLy1yBoYB4280GgbZSLIBKghFOFOuWABRA9wg8kucI5kcjvtf1ri/FZF7q9WyodJM66Hh/fz8vKVy9DDBI+/v7yuVSlnHx5OTk6nyanBjolsw+oODA52fn1sKHY/HTaHglmrjLFhYprm4kcEHH3xgBgqYgA3Ii6EBEUOz6bK4vb1t6bIrn7q4uNAnn3xicAubZ2FhQdVqVb1eT7du3VI+n9etW7dUKpVMU44TA6uliRIETrPZVLFYtCgViSEZEs/u8/lM1QMWSam83+/XvXv37LlRjUQiESOf6VmNWqNYLBoefXR0pEQiofn5eTPAh4eHqlar2t3dVTqdnkqjd3Z2jBfg/UiynvoPHjww8ht53v7+vtVDuCMBPZ7rodPD4VDPnj0zAqtWq2l/f9+en2gVqEC6ijwxvPQu/4t/8S/a/F3XKNDci1m+hULBggLmkK6vr0/ppQeDgZWwA4UNh0Ol02kLCHhGskEMGIFFIHDVWprxd3SI3NvbUzwe17179+w8gCU3Gg3duXNHkqwG4PLyUktLSyYHpNjnww8/NAMZCASsWphKc+BTv98/VV1LVjoajaynzfHxsalW8vm8hsOhKdCQQnOv9MBBzQR012g0poaaEKy4Ml9XjoyBhPtxFWcQ0hj1vb09i9Ix4JLMobKnmZ5FJXkoFDJIS5IhA2RDs7Oztg8RagwGAxvisrOzo0AgMNUKoVKpKJFIKJ/PWy+g77reCuMO6YD3ggmXNMXsu5p22G1+B8KRyI4XSUSEdpjvg/RBUhYKhWzEHxcYIQeHtNqNcN1NgSfHIEN0kUISZRA9sEEh4FxFDPABJCCEEamaqz1m47qRHpgqhTncM0QY68kmQfeOXNHFkrknt42qK8NCVYCRITqUZGkwKTeyOkgk1o6oTrpuI8u7d+eWur1lWA+gJ5e0djMl7pVn4V59Pp9OTk4sU8Jp8G6A3iDEUEcQaSGfJNOTZDAMv8seJCghgnR70+B0gCbI3vh9SVPwggsdvSk6IGJF5cL7p5EcOLxbncs+43uASxqNhmZnZw0aZA3Zexhr3hPBFPvMrSVwzzpQEZko8CXBEGcQu8B+A4Jhn7jkMAQoz4DT4zywT9mHZKpuYSBkJQGSS/zybNiaRCIxNSUN8ti9XEUSGQvv1efzTQk12AvsQfYT+8EVL7hjQb/reiukkIlEYnLjxg0dHR1pYWFB6XTa/s5loqXraUnADUQoMzMzBmtQPEL/k3Q6bdh4p9PR/fv3devWLX3yySdW6gwEQrRGNzy3pJw2umCrEJqLi4taX1/XL3/5SxtTRwMkNg8KkmazqYWFBUUiEZ2dnZkszr0ikYgymYwRU3h492Xi4cEjx+OxHj16pMvLS3399ddaXl42rDoQCKhQKGh3d9eKJMBsGTCQy+UUiURUKBR0cXFhg0aQfgIf0cuHYRlE0z7fVefLk5MT7e7uTk1iqlQqOjg4MB6BvvBIJt0CLwwXhpzhIzjpfD6vwWBg+CiQSzwe19LSkvEvZHvtdtsyARyYz3c1pnB+fl7/4B/8A/V6PZudy/15vVdVmefn5zo/P7fqxL29PYNA9vf3NRwOjUPw+/1aXl6W1+vVixcvzDCjkhmPx1Z3gXF3ITmeifScvkX8Ww72D37wAy0sLBhcSXOp0WhkM0elq8EiEIPn5+f68ssvzdi7Ekr4IhqmVSoVk0JC4M7MzNhauHwQhoksanV11Zwa/VkYYBEKhWwKF9JdRuYNh0Pt7u4qmUxqbm5OW1tburi4MJFEoVDQnTt3FIvF9Id/+IfmPAiU4Nu4AoGAHj58aI254ArAwJFTs6b8LwEkxno8HtvgHbDzVCplgdvl5aWazaY2Njbs82hBgOIoFAppd3dX/X5f2WzWAgT4PXeoBz8rlUpTWb3f79ejR49UqVT04sULU3d99dVXb7cU0uPxKJ1OWwEJqRgpDJFCo9GwA0EaC3MP2RYIBHR4eGgpIkqLarVq8ATFMGCJkGnJZFLHx8dTXpM0nF4nFKaAqcXj8amU0e3ISPk1HpufUUrP4aS3CriidB0huUQtRCpKgHQ6rZWVFSvpduWJkL44Bqb1DIdXTbrAUCWZQcMI8Tm0Xn3x4sVU73Iim2g0qtnZWVPLUHQF9oz2W7oepkBRy3A4tMgwGAxaoynwRtZFkhkGonNJ1tMHZRWSR/5Q/g0Gj5MjAgWKgvjj3nhPRPtkJTRrIjuipB55JMU8OKZUKmXvwpVwYjzcQj0MK1AYztLtO+NG7pTkLywsTGmgh8PhVI0B7TPIuGZnZ+2zaD/A8A/OC9Ak94iag3bJZEVg7ETiEMLVatXWDcfL/qWymfYHdAElayWa7vf79k5p6kWnS/YeMBwqJSL1SCRiQREjGeno6Q7PPj8/N04KjT6CDVoscEZACwgs3TPCz8kSIDzpospnutmPS7YCoXGmidwJcniXwHXBYNCgYDcz+LbrrTHuTJ/f2NgwgiqdTlsnPfBECBfS5HK5bAvtysakqwnqYJ17e3uSZOx7s9k0lcerV68MTzs8PFSn01GhUDCoCHiDzXh2dmZaaiIjIn2q1aTrtI7DgASMzQBxjDwrEolofn7eSEkOBsYNfJTvyGQyunnzpvx+v60DJCDNrzCqm5ubpgHnng8ODuw7gJRwCuFw2DBxCpfABIEdaAgG3si6o/5xm5glk0mTec3OzhpZTuHK69evDf+ELKUalK6BkJ1EnzgAho9AVlIdSuUlsJfbx8QlGalXIDV2lSb8L22P19bWDBK8f/++EY+lUsmkla7CCAflNuUCFiBKxkli3FFNMUAcuAAIh9GKvEfpGspCYgrcxxoHAgEtLi7avZycnFjxEZwE0aCbLUhXhoUiK5wlBk66rhPgPLr1Jl6v1zgmZKvD4VDHx8cWkOAQHj58aO+Ce6Zdb6lU0vb2tobDoW7evGmFQOw9xnRmMhmLphFeLC8vT+0X6Ur2iROg1S4OcjQa2Tq6bQfYX+zNVqulhYUFE2EAE7EGKPJardZUkzXgS3fgD0PuuVzoFyjv4OBA6+vr+uijj2wM4Xfa1bcBlkmlUpOf/vSnFlEgiaTsGy9KfxigCDYzCgiMMFEJqThtYSn8wHvXajWNRlddE4vFovL5vB4/fmw62XQ6bTpeNiuMOYcUhUooFLKKM7eYCGXMvXv3VK1Wtbm5aVi22/EPo7C2tmaySF4gwxGI3l0dOVre0WikfD5vaSQQ1fz8vCaTiR0gr9erBw8eaDwe23QmSryRdrI+OMJqtapGo6FGo2FrzAalfcJoNNLm5qZCoZBBNWRZNPECEpmbmzNyuVqt2tSpxcVF/eAHP5iaMkPkSrFPs9lUOBy2gSCoaJC10bAMSeXi4qIpGMgY6PAXCASmug4C30DgMucTHb7f77dsptfrWe+ZlZUVI+eOjo4sykXyxrudn5+3mZ2rq6uKRqOm2w8Gg9Y6GAcbiUS0vLysWCxmtR1E1UR1OAreC4NEzs7ObEg6rZVPT08NN26327bvKdqiL/6tW7dsJivwI84tHA7r3r178vl82t3dVSKRUDqdtt73jFSMx+M6OTnRYDBQOp22DqE3btyQ3+/X48ePp/ou4WjIVMnkccJEyZLs/RHxTiYTqxIulUqWHeG8V1ZWDGLpdDoKha76V7HWZHv0m8KYSlfcDplkPp+31hUEOxQ2IcCo1+sWROBICEyBbai1yGQylpXgOPb399Xtdk2xNDMzo93dXash4GwSALx8+fLthmUkWaRHNAAUAhnnNo1yCSA3wpCuq015SaToDAqAiAJioQhEkuGEpMvSdbUcmm6MNZ7YJTpcfTLKB4hU8GN3Y6BooTUChtYl19w1ka7bzDJEmY6O0rV0z63ARNJJ9uPeI7jgaDQyZ0XESRaAQwFicSs8SVNR07hRLyk70VC/37e15O/dQRXAH0AjbqM41gUIzv0Mt+CHCMvVj7t9iZBkooxyyTTXiRC9uoVFYKzD4dCyHQ4vBPGbrZFdYpjvcCtI+S74FPY1+56MzW3DIF2T+Ofn5wY1crFPqUp2IR32pCSTIfLcZCfASrxP9x24xCN7NBAIWHbhGkQCsslkYoVzrBdwIeeTdXGhSFe5whnnHdC1E0EF5Lrbd8fr9ZrBBLPmHLuOkYiec8Y5QXrt1iogNyZIQaPOWXWzNuAl4BgyL4hV4DRgaJfcdslZ1pd1QyIKlPVd11th3DFC5+fnqlarGo1Gev/9981TPX/+XMfHx5but9ttLS8vK51Om0QNAi+ZTBppSCvPXC5nJF6xWLSxfW6nR9JEGl6Ble3t7VkxDZspGo1amkqaTrdAv9+v2dlZw9AWFhZ+JX3k5d2/f99eOBucaJYqW6Iy5HToy8Fb6cOB0aLKkqzDTQVTqZT1wIb8KpfLNmIwmUzqo48+0vHxsQ4PD21T49TgA7hn6gl4NklWebi8vKxQKGRwETyD6+iePXtm99zpdLS7u6uzszPTL3NBSKNuIIpHYcNczG63q5WVFd2+fVtPnz41opWDihyNjIL6AdLqo6MjlUol3b17V5PJVQ8cvh/up9/vK5VKKZ1Oq1qtajC4GlVHa+p8Pm8cD3UbCwsLCgaDqtVqNgQE/TnvWZI5pPfff9/IejJPDAhyOIhBsFuIymw2q1gsprW1tanGXpKMvO33+3r48KGGw6HVgEBmI/lFUoyCDPw9kUjoxYsXRkACydDD5/nz55YNUMx39+5dbW5uGtlLhgru7l4YMxRsaNjJIvgdai0WFxcVj8f1+vVrG+Cxu7tra02GT50C3N3jx49tGA7ZAVBwoVCws57P57W+vq6lpSV9/PHHOj4+1tdff63V1VXLqi4uLrS7u2vrw0xhUAUi+3a7bQNdKIhrtf5/1P1ZjORpdt0JHtvNfLHdzM0X8zXcY4/MrKxiZakoFhexIIIEGnxgoyUN0NNQgy+D7sG8TLPnRf3SGD0MBhgImgdiMBo9zAjSsAdQg5BAkcWqYhWrcovMjIzNI3x3c3dzN7fN3Xwxt3UeLH7XP4vKzKJYpBAyIJGZEe5mf/v/v+9+955z7rnn2tjYsCSFSrhYLNpBkEwmlcvlDFrmsPB4BoNivuz1RgR3SkKmlASDQdO9T01NmUsiU4D29/etU8zFsiqVipWW0oDccbMznNc4TdmckG0sSlf2BCHabA4mBGGKxLBc1xqUQIgaACiHrJ4MnCCFWZPrb/H8+XNJMp13v983nBsJFN4zZGQQQy6842aGBDayeMhGRo8Ba+EDjq4W6SBBHcgJOSjZeyKRMNsHymwysomJCcs2eE9ka66sEgkrm5//l4YzSNexj99DVolqhIqIAxrcnmYnmnG4dwR34Bs3Yyebjsfjdu+kwWEJvs9z77+yrUBxRXMQKqyrqyuzknDNvzhoIKa5BlRKbtVF4MD3hf1C0oNTpJu4uIotng2HioszX1xcmOZbkmXNwWDQhlFL1x20VGxgv+yrq6srI6DD4bBNzOJ9e72efX8OzkDg2leJBA+ykkSNzyCr5zAioeLAJJHhOzMZiz2DCSDPF+dFDjS4nV6vZ0ot+BOuFxEFhwYkMAQ9MB5Bm7WHqRkzWVlPLiHOuobkdas6qq/Xu2+/6PVGBHdKk1qtppWVFcXjcT169Mi63GgaefDggWHM5+fnNnyXRQcpsbS0JElDQ65pGmBcGtk0lqMzMzOamppSuVxWq9WyhcvvX10NBl1wQGCgRckMDk55S7ZLa7E7HJfAeHx8bCSrNFj0eJwvLy/b54OZ4rMBPkgARKnDeDlgI+l69iJSMDIuV79OMKLRhfKWDQlUQ2eddL2xr66utLCwYIcXODjBZXl52Z4D/vWuFI+DmMaMarVqwZ37xb3BN4eNR6CUBtYH+Kqg6gDGiUQi1o1JwOeeAV+4nYKsK76fq7ThvgHLgIXS6MKgCyA+Nj9QHPdud3fXOKRweDBEG4UHGR1doGRpPAvumds0ReZJLwZBikAFNg8PwBAOEheIQum6L8Dt0M1ms1bxsqa4jtPTU1vfBMLj42NlMhmFw2Hbl8AarVbLpMnSwKphZGREGxsbJj/m0CWB4MD1+6+tEVjvXu9gyP3FxYX29vaGOj/5OQ5uDgfXZhsZ9fr6uiVcrKOjoyPzySeBy2azpkR68OCB4evwG1tbW/b/ZO5IRe/cuTPkQEv1A2zIoeV6XbFuCe408rkQ6xe93ojgHgqFTA+NKgQGG/lTIBDQixcvzDOcDFEamCu988472tvbs/mlGGOhj85ms+p0Onr48KGRPmSt/N3e3p6SyaQikYiKxaJSqZQ9SLLxs7Mzffzxx9Y4s7e3Z1pw4AEWf7PZNPnm7OysBQ5ekJbuQGnwVJQiXq/XfFwI2j6fTzdu3FCr1dLu7q7m5uYUiURsAAHDR7xe75CHB4dBrVZTr9czmIZssNfrWZlMue/3++0QbDab9t4cgrSbY2x2cnJivi/BYNDkl+DRcB1kX9IA9mAYBh2vBEykbuCmIyMjajQaWltbsxZ/qjGw9mq1qsnJSYN62BRI0lZWVnR6emomZqgs6PR9nSzudDp655135PF47PvUajXzVun1ekamgaeSAQMfQaA3m01r1wd6aLVa+vTTTy04guG7kB/3NJfLWQC6f/++2u226cOTyeRQrwcEP7wPxDpSPRKTRCJhROHIyIiy2awODw+NbKT7020C5JAcHx83KwNMtSqVio6OjpTP54dGK/b7fZuwRnDDAhl8muyXgwVynoOAihPMm6wWuAkPIq6V++LyMc1mU4VCQe+9955u3rypzz77TFdXV7p165YRyO6gE5rykAsDjSWTSR0cHNjhybWQeMzNzeno6Eh7e3sm4z08PLSDHojOVScVi0WTObMf4Vuw38CX/nW7kNdfb0Rwl2QBnBdZRr1eNxkcuCKYdb/ft8DilmiUsJS0BEQyADIaylLpen4mm4AMjUANScMNTyQS8ng8dqq6//BiE0jXcxvZ8Lw/mCWbAJjHJb8IoJBs6Ifd74n2H/iJMo4TnkyG7JQ/HxsbszKT++NuZJQ7NOBQKnJ9HGxomDlMuVdkGcAnLGy68SCnyNTJmlxt8et63na7bf7fWBQAifAdOXhcnJ2AEA6HLVslyJFNQWZyD1grZM/uqDr+m4DA+nv9+7hwFMHJ7aIkwGEk5zZxMQjEJUh5VhzIl5eXhh/zrFy4kpIf0vD1IE1VQFLkJk4EVQ59fpdn5651qoNmszlkmIbkEbkqa5/vwT+YloXDYXt/7qdLEvNCyOASmuwXtOrSMNHPunSncnFf+O4cFjQV8Z6sPf7OrczZ18CNVO4ej8d8ZOj+BXabnJy0zlxiEdUh1Snvx3WNjIzYOvnPInMH8kin0+bTwIzTQqEwJIPiRkAyLS0tyev16v3337dSe35+3tQLHAZY4967d8+kTeCPEGLpdNrG221ublpmgc9GpVLRyMiITT8Hh6PSQLsMGQlWDbk0OjpqWdHx8bEpBlgUlNM0b+3t7Rl5zPdHl/3BBx9odHRUy8vL1ngyNTWlQCCgsbExvXjxwoZOJBIJzc3NaW1tzSRtaKtXVlaUz+f1ox/9yAzQqtWqzQ8lI7l//77eeust/cmf/ImOj49tcxKk2HTxeFzxeFzPnz83SR/wDxJBPPVpYAFfJDCReQFxcE+4Bx7PtZ2D3z8Y0Tc+Pq7FxUW9ePFCxWJRpVLJgge2z1zD+vq6eXRIsuc8OjpqM0rJ7pD6ffzxx4pEIrp//75OTk7MmwjuhzXg3jPgM+na9hlsl+DnBh6qQwy5SESAo5rNpg0jabVaevbsmRGQaO9pksO7JxQKWZXlzjrls/k9r9erubk5+Xw+667N5XI285aKoNVqGZGLrBOIkMDM3tvd3dX5+bnK5bKy2axl9RwYQEgogrg+4CwOThqqSOBYT+7sXVfnTmzI5XIWsIGsIPyvrq706NEjM8PDkJBkp1gsKhAIKJ/Pq1Ao6ODgwAQKVGUEayA0DtOxsTF1u13t7e2ZMRsKKhIItxKQZDNU5+fnFYlE7LsB/bFvksmk5ufnTT34Va83IrgT4FABuJIzMmRKNsgwPFJYKEgJvV7vz9h2UnLyd2SCfBZQinTdYTc6OmqMvCQLuCy+o6MjyxDBm8luyKJ4yPhjsOFpfkJm6FoNuNKpVCqlcDhsXtbuUAgcEN1AQpYgaaib8vLy0pplFhcXjXRFisjCQm9LE4fryXJ+fq6DgwOrllw1C01NlUrFXCyz2azdQzJaFjjBHRyW5p1ut2vQlkv4np+fm74f7NT1+SD7BGbCCpgMFsdR7oW7saLRqAVYPou+AhfPJ9OPx+Mm3WT9sPbIQCFXpetuRFeKFwqFjEhLpVJGkLFWyN4YIwlJSeMYvBOJCN3XBFiCK4EHbmJ8fNxIPNaJq+8nCF5eXhrpRxLEM6Qd3uMZzEFFV59MJuXz+ezaXs+8XbIcArRWq1mPBbg4VR5ZKz/jVtRU3e77EST5PJR28HkcTmS9zA3AtsC1TAiHw1pYWLCDm8ye5wTEiOqMGIOIYW5uTsFg0EQEbvID/BSLxYbkm8iRSfRcMhjOD8jYlfJ+1euNCO5k48lk0m4S3Y40q3S7XcVfzTrFIqDdbqtWq9kGYxHw5aVrnxbpmrgFDgFPZTH1+30Vi0W7+cfHxzo+Ptbc3JzJLNmsrrLB3eA+n89I2/HxcVt00mAxVKtVzczMKJfLqdFoKBaLaXJy0qxpyXxoX26323r//ffV6XRslFiz2TTClc3IQkMbDAlGFlqtVi1LbzabtpibzaYODw91dHSkRqNh35PMiU1Wr9e1urpqWLHrkCcNqpNSqWQBIJ/P6+LiQmtraxZ0UB6hZODQ8vv9RtTRoQv00mg0TFI6Pj5uXYoEd1fBAf7uSjY5RIBCONjp4EVtIkm1Wk2Hh4c2n5L1BsHKvXLlbcBC+PGwQQmIVEnAWWjAkYhOT08PqbEgjs/OzkzOFwgErOsxHo/b+k+n0+asGI/HNTIyYodbLBbT1taWKpWK7t+/b0HrxYsX1ukNYU1W/fjx4yFuhUEj4MNknU+fPpXH49Ht27dtaDVdqNhvc31YArBHgJsePHigYrGobrdrA0OQJ7t9Fgx7wYWTA4NEge5kxAl0lLM+IamJIejW0+m0+SqR/bfbbRtMc//+fV1cXOjJkycmeEBDn0qlzIaEA54Ew+v16s6dO/L7/fr+979vUAuH0+HhoRKJhNLptEql0hAfRjc5wR2JKYkjaj6aCf+zwNzdzkvUAoeHhwoEAjZpnU2CFhxcEMKDbLpWq5m0io2HLagkO3Wl61OeBUVQDIVCNsA4HA6bxv473/mOtre39dlnn1lmh1KGnyV7JoCCxyLTQ4pFaXh2dqZyuSxJQ7Ix6XoQN1nxX/7lX5r16+bmpvlSsKEJYAQTMj4CHKQt18KGOjs7M9kpRC1KA/TW0WhUmUxGOzs76nYHrorn5+eq1+tGqN28eVNnZ2c219bN+Hw+n+m7gQ8gnTmIms2mDg4ODLJwVT/j4+NDTShk9+12W3fv3jV45ujoyDxjyH7Ivugk7XQ6QwNayAYJYMhw7927ZwcnQ8IXFxcN7+TwQe2BtplyvdFoqFqtmn0C68Pj8WhmZsYOptHRUfPobzabpgdnA0OEUtEGg0Ezp/N4PJqdnbVDC7kmBOzk5KSOj4/VaDSUyWSsaxUDq1KpZOSr21CHfxKDbvL5vB1idEK/fPnSyHDWVDKZtESDPcVeo1IEEvF4PEqlUtZLEgwGdXJyop2dHeXzedPWc994kcShRiFbxuoZOSFVOJk+Kp5kMqmlpSVronIrLbToBHvgung8bgQ6HcyIH4CNSJb29/cNGoPPAY4isWFOQvzVJDJeQMBU8HA1vd5gKEo2m7UZt6AWXxpX/+PC8PDL4/HEPR7PH3k8nlWPx/Pc4/F8y+PxJD0ez596PJ61V/9O/Lz3IZuh/KE8pBTmAVLecjMpBcFs2ThkTBB4YGIEFORgnLSQTa4FqQuP0D1LJgi+RncgGQ3BByyWQ4MAwunOApdk+lvugasO4ftDolHmeTwe4w0o+1w7BK7dvSayHcposlkyEMpNslaqEIIrlQ33GMLRNVZ63Qfe9dghKIXDYeMXXG0795ws6tX6Mg069wqIjs+HbJZkI/J4TzTabscn0jgCgCtRfF1exjNB+gpJyr1CmQHMhcqGz5SuHSGBFAgiuIuiugLuw1DO7Xh2IR+qDdQUkLwujk6lBskMbos8kiyfKpE1yPPl/oFFcy8h0NmD9EOwXiTZfnDJa5eo5ru4HvtwGOwVMnT2GGoVl2RHUsz7gccD8boST+la0OCSt27coOKELCdekKC494vf5ZDn4OIaqKbd7+96RPF9UAby3LlvrD3iCPcOYhq3zdeFBj8Tn3kof52Xx+P5l5J+1O/3/x8ejycoaUTS/0lStd/v/1OPx/MHkhL9fv9/+Kr3mZyc7H/nO9/R9773Pb399ttKp9P68MMPDdfkxi4uLurk5ESPHz/W8vKyGYKRmSLrc/1msOskq6VTrNVqaX5+Xr1ez3wxOp2Ofvd3f1ehUEg//vGPjbDgdH3x4oX5PbDJIboajYZ1rd66dctkkAQbxrKhxfb7/Zqbm7NrXFxc1OjoqJ4+fTqk1EFPzwJDbYB/Dhs9HA5rZ2dHPp/P8ESIJ6/XawQv3//s7MyawV49S0kyBcDZ2Zmy2awCgYBlMJeXl1pZWbHs7uzsTI1GQ++++65CoZA+++wzs/mla5XvzyZxqzEy0k6no/n5eSMM3SyNQOMe3K9LxFBMdLtdZbNZjY2NaWdnR+Fw2AZQ9Ho9g0IIKIxrw7zp9PRUl5eX+q3f+i1J0g9+8ANNTk5qamrKPGNOTk40MTFhHYOdzqDBKZFIKJVK2YhAuKFarWYE//b2th1WKHHu3r2rWq2m7e1t4zgODw8tALGRsRqIxWJGaD58+HCo7Pd4BsMlOLjn5+dtXiwKjZWVFU1NTWl1ddVgQII4mWKtVtPCwoLy+bw5ghLMAoGA8QV0r/r9fr311lvWuV0sFlUoFPR3/+7fNWIVMpbhN4uLi0P7gWSCNUIQprM8HA5rcnJS4fBgzjDriAzW5xvMZcjlckMGYbw30CCGgMViUfl8Xul0Wpubm/L5fJqbmzNi9rPPPjOxBOsRKS1SRHB1noGr1uMFj7O0tCSfz6enT58OHXySbM27Va6rlqFJ8eTkxBo6SWR+/OMf/817y3g8nqikX5H0v311A1uSWh6P57+Q9KuvfuxfSvqBpK8M7pzWtIqzYSE7kTm53Xa1Ws02EJkTZRGnXqfTMe0umYBLbriNITx8Gnoo/XhfiC6gElQernsd2Q7ZAjIqVDmv44W0PUuyIEhnJ40vZP9kGfz8xMSEvffrkBKqHeAHFg1+3Pwe8I3P59PR0ZE11HD/yEimp6cNUybgu8Oe8eYAfzw/P7fKKZvNGkzljjCjQmETuh4wruc3FQFyR67Nhdfw5mAzuHALJLfX69XU1JSurq60v79v9xGTJ7e5DCsJ7qfr34IBGhufa+x2u5ZxA71JUiKRMEgwmUwayek6mDabA4thEgyyUSCrcDhsCQZVlktoS9dzVjm8uDZ3IhLqrHq9blp59gDYOM+Kng6qF693MGEsHo/bcHDp2pr28PDQEgNUPqjXisWiPR8gGw5VHF6pOFC8gKGzN3n1X3Vsu30SJA4c9sQN1gMHpVuNUHHiSko18XqT3cXFhVXBvCfrMxwOm7eMa47Gek6lUkNNc0A13GOCOGufChS4yBWSBINBiytU9YhGvuz1i2Dui5KOJf0Lj8fzlqSHkv73kib6/X7x1UUWPR5P9iveQ5IMn5yenrbBDmTiIyMjNtuQzR0Oh22GIXhzNpvVwcGB6vW6wRSSbGOyuIB/3AWGAxuugTw4iJlnz55ZkxKqCnDykZERTU9Pa2FhYSgjRBoHbk1rPpsYyR+HFQGFTtNkMmnT6Nls7vzIxcVFk1geHh7q9PTUslYW2tXVwAlQGlQKpVLJPGSY9g48sbu7q263q8nJSdsUfIcHDx4YsQmpU6lULGAwFT6Xy9nwYObTzs/Pm/3Azs6OBQV4CKoSDtJoNGqVlnTd4IaShyzMnVkLiUzQZSgHwZDv/+6776rRaGhjY8OCwOLionw+n02yl2Qj8FCRUPWQtaJQwtWPhIAmEzK9VCqliYkJPXz4UM1mU7/5m7+po6MjFYtFzc7Oanx8XJ9//rmtXwg+SdbjgdIlm82qUqlofX19qDTns+AVSCAI7rhjjoyMKJVKqV6vq1gsGh6NcgXuhgMXMpPqMBKJaHFxUfPz81pbWzPYFEL8xYsXQ1AK3MXV1dVQxQJcwd5xIbejoyPF43HNz8/bGgDfZw+024MReBwILgcD3wAUwveA/wKW5GAHcpucnNTJyYl2d3ctqMfjcSNqgeXA1V+8eGGHIQcZDrRUg7iF8iwZLr+0tKRqtapyuWzVkOsOy35HYIACjAY/VFR/leD+14ZlPB7P1yW9L+nb/X7/A4/H83+TdCrpv+v3+3Hn52r9fv9ncHePx/P7kn5fkoLB4Lv379+37KfT6ZgRE18I3S2nP/gWGaCrtb137556vZ729/etXGLTjI6O2g0EY5Ou5ZiS7DPAoNnMGxsbCoUG4/jI+NyHRGn67Nmzn+ELGOhQrVatpMOTgmwGDBrsHEx2c3NTY2NjWlpa0v7+vhqNhu7evavLy0ttbW0ZhnpwcDDUBEQmzPXRmMLPdDoduxY86pkq5PF4TPf+7rvvGjaNWdfx8bGy2awmJyf1+PFjnZ2dKRaL2QbkvmP1MD4+rpcvX5rFLeX30dGRWq2W5ubm7Oc2NzdVr9ftGQNHoEAikII1E9CBXVCygCW/Wm82aHtvb8+qGfdQppkMFUOn01EulzP4z+fz6cGDBzo6OtLBwYFl9YlEwja2m2WSebklO0Qg0AGZPjyS1zuYnxkMBi3TB+N1sXDI+HA4bLNH2+22+SnhX+PaB9NH0usNBnjT48EBxh7BphnVDPsMPJ2OTubiuuucKiORSGhra8sgPoIX+wllFg10VK1ksqiZpGszMdYy1SBBjq5RoBsqfWwzqOy8Xq9u3bplXb137tzR/Py8De8+PDzUxMSE4vG4dTbjS8M/VAccIK5HDXzW3/27f9eGYbM2JyYm5PV6bV4EFYELh7oNZB6Px8wHiUnHx8d2SDODdnd392/F8ndP0l6/3//g1f//kaQ/kHTk8XgmX2Xtk5JKX/TL/X7/DyX9oSRFIpE+BKc0KKHJPllwBBsCHxkN2Rz+65S7PGA2BMSjS+ixsYLBoJGAZGIoMcge0CGz2NLptPx+v41GK5fLeuutt6xrEEUMQWxsbMweGgELQgi4heycMg5dPYHBxePIzJvNpi1+MhywVCAafofpNmB4kGhATmRXlIlk1WQnVExUUXwvCCI2J8HAJa7INPlZniHwAqUqsBXvQ1bsPnOeKQcyJBtBUrpuWy+Xy/b99/f37bP5B1KP3wdm4PmTSFCNYbGALM7FR3kPNxB3Oh0bOFMuly1DJqBwr5rNpq1dsu9YLGYdqjwT+h54bsBfrCkXFuDa6Kh0K590Oq2rqysVi0UjHzkI6M8AS/b5fFZ9wZWwHvie0nVCAWRCtewSj5ioFYtFI4OpZHkO3Befz2cZLOvEPTzZTy5RyjrqdDomgeZaWB+sXdYd149ayIWKsNZ2IV/G7AF3SdewKpj8+Pi4Dg8PLQ5hz+Bq2HnxnVyymntOpctzYw+59/3LXr8oofojSf9tv99/4fF4/idJGEtXHEI12e/3/49f9T6hUKi/uLhoVqmdTkcLCwvWfFQqlWxzEcC4KVjeFgoF3bx5U1NTU3r58uUQDkaJGYvF9Mu//MsqlUoqlUoGLbz99tva3NzUzs6OWdVC9lWrVWWzWWvQIJtno4TDYR0dHZl8zu/3WykcjUZtEjst5ujjcaMcHx/XxMSEwTy/8zu/o6OjI/3oRz8yfJkMka7SSCSiTz/91BYNWRab3R3uAR7pmlitrq4OEU7gevF4XA8ePDDd+zvvvCNJ+uijjzQ7O6uFhQX9yZ/8iWq1mjKZjJHdqHhcmIDOw5s3bxpx5kIbeKYgI0TLjQyt3+9buYrmnCrG3ZAuN0LgB64C54ckOz4+VigU0srKivb3982HiJKXgS0EJQLaycmJFhcXFY/Hlc/nVSwWtbe3p3w+b4dhvV63LmQ4HUpu3Ech0RAI9Ho9g4AYcuLz+WyikySrgr797W+rWCzqL/7iL0yLvbGxYc+bKgetPJWfS+TOzs4aJk52D5F8cXGhubk5nZ+f64MPPjDN/MTEhFqtllZXV83mAmkehwzPGy6kXq+rWq1qcXHRgiNKG2YeQzz3+32tr6+bvTB9KTTvPHv2zGTHd+/eVTKZ1Pr6uvWprK2t2dxiIAvg2/fee8+C5MnJiTUykSikUilFo1GD2kZGRmxtMSuYZIG/x9+nXq+rXq/bwY4vFAcRvAsJCHvzxo0bpgbkMJiYmNDBwYHW1tZsytTGxsaQM+jIyIhu3ryp4+NjPX361A6wjz/++G9tWMd/J+n//Uopsynpv9FAXvlvPB7PP5a0K+n3ft6bBAIDu100wniPSNcZGAuBspTNDfE4OjpqJZjrg8Hic286p7KrRuF96WDlsyBUwfHJgFjYEF1keq9n5wRY3CdZSK4MC0KUDeP61Xi9XsVisSFPFBYKpzd/BwYNqYkXBYuPIJjP5w1iIdNHk1upVMzhkNIRI69+v29ZnStrk2RKBOAbsjWwTlf3ywi8iYmJIfmXa1ZGFke1JV1b0EKgU4mQ6UvXqh/wyFQqZZmpi/ECl8Tjcas6uCcEaAIxUk2CJ1a99CSwBiF/gQHhdfAYQf9OZyyqCdYLkImrYCIjPTg4MMMvyD13SDpQjVtRSTJYh05dEiYcCNkbCBdYW3w2axDhAPeKYM71kdi4RDz/72arfF/2D+IClyB9fb4BVQVWwLVazQ4ZlFtUCBMTE0PJH2sfBZGbwUOO0/SG4yr3SboecUfQB2JF8+8q0pA1Io+lmkbYAFSE0ANRiCt7dqXFHNxAXriFttttW2df9fqFgnu/3/9M0hedGr/xH/M+kUhEN2/eVL8/MKZHqgQuTfmGBzWbiw0VDg/8uhuNhg2LxvuCkxNyjId1eXlpHacEM4YnvJ55oRpIJpPWrYm7G5CQuyHdUXgsrqOjI52cnKhWq9kUdWxzKfna7ba2trYM9uD9wJtxq8RattPpqFKpaHp62gz9m82muWOWy2XNz8/b4uL1rW99S5L08uVLuy5sHlZXV80xcW9vT4lEwmRcYNDIKd0AEA6HtbKyYmQQJfHW1pZhlHixr66uKpFI2LAQoASfb+C/gssjZLDbeu6qO2ZnZ414ptmI+8bBtrKyos3NTR0dHdm4RAj1yKsxdt1u19aUC2mBlSOx9XoHIwfBeguFgkKhkM0/Bdf2+XxDNq0cjFQs1WrVKh/eV5I1ulAN0NRzcXGhhw8f2mHEoQYH5fF4zB8d/fzU1JQODg5Uq9UsSwT6AfPnz6hsGOdGZUrQ9Pv9NksBOE+SDZxoNptaWFhQMBg0LgQ+hIOVLlOSMEht4ELXBpeqKxweOLseHR1pf3/fKhWSN/B9j8djnMny8rLdRz67UqlY0kfyANTSaDS0uLioTqej1dVV29MTExPy+/0GkQLJjI6OGnRKZylrcnx83BoDO52ONYq5El8GATFzGCsVnhOVB/bkU1NTKhaLqtfr2tjYsOA+MzNjE+S+7PVGdKien5/r4cOHlg16PB7zzXjx4oURnzRmcJp3Oh1zfnRbjg8ODmzDkj1ww5GXpdNp841B3pfJZKwrEP8Pl7wl47m8vNTMzIydnMg2l5aWFI1GjUCitEV5gp7abYIAnsEwaHl5WeVy2TptgX2SyaSmp6dVLBZt4SORpKpBuwzWn0wmLSBCCtdqNb148cK6VyHE3K5CNiKLrv5qiAq+JkjUgEByuZz8fr8pObiuUChkP8d96vf7unXrlil5kHfRL4Digaz96urKOmvxniEA+HyDubpuu7rbwIRJGNk1ChvgtG53MNCZ/yfTJrC5pDoE4C/90i/p2bNndkgDmVH1bW9vD+GxWFCQYEjXLo3tdtva65PJpB2YVF+se1ctAk/jNsQRbIPBoClh6FO4ceOGisWiQQGQrvv7+5YZn5yc2IHUbDbNiRWbBFcymMlkbEpQtVpVKpWywM5a5md5jkAzpVJJk5OTthZjsZimp6ctsanVagqHB7NRyfxROy0tLdmBhAoFLToCDK/Xq/X1dfszCHYyearETmdgQ5LL5TQ+Pq6dnZ0hTNvzqkmQgA0+T+VfKBRsFjNJDFXF5eWl2Y/cunVLBwcH1k3u8/kMgkKS7Pf7bZ+PjIyYD5SLLlD1Ym9BUIds/bLXGxHc3UVOyT85OWmmSHRzQWKB17kkGsGSoEKZ6gY2Sl8wOTI9/J7JpMgMyVTcEohSEpyYBg+aKhKJhH0HlwAlE8P9rtPpmJ4W/DAWi5maB1VFJBJRoVCwwCddE0ksRqoR/M8pPQkO7u+RMRCUOEwJyJKGtPIEJgIOOCIDIiQZPHB0dGTQCdfr4uD8fDweN1wWSIIsz4UYaCAho+n1eqbQaLVaZlLlapz5HCAEfGGAGqjkgAGoGlhHkF6QqaiJWHu072MMB8zAAcPnZTKZIcIVaSWfQXOdez95Xq9jvdwTF8KjuqQXYnR01O4D2SbBC6iHAwVOgjVPJsx7t1otg/i4Pp4RfIErJ0wmk+YLA0QJUcy6cklbl5RlviqBkUTNhW+83oGHOZBkPB5Xo9Ew6wQ04gRtrgEIFLEAz8IVU4TDYVuH7gFP0sFzcaEa9zNccz0CMigBiSdQWb/ftyoCct2dfIVChsMIQpUuXVdYAez6Va9fiFD9m3qFQqH+/fv3dePGDdOvM/qKcsbn82lqakrStbKCTAEHRcrl6elptdttIzkh03w+nyYnJ1Uul43kGhkZMXlUu922DABt6t7envnMgOthHAYcE4vFlEqlzDzJLe/IQNh0ZEZ4t8DOs+AhZkZHR+37EIDJOtj84fDAqZKNlc/n1e12zb3R4/Ho3r17FkzA7DhYmJQDPs7m4Dty6Lz77ru2Mek2BOtk1GE4HNby8rLq9boNWg4Gg5qdnTViksUvXWPeBB7kiK5MEYju9PRU5XLZmqXIisnmp6amTBGBayRj4dgs3HdJFrDxaOl0OioUCjbxCxiDMjqZTCqfz6vT6QxNCFtfX1e73VYmkxmSBEoyJQ5VXDQa1Te/+U07lLBnqNfrlrlzADHwZGtry0jWw8NDewYcMMgIm82mdWzD26ytrVmAXF1dld/vt56DZrNp08LAdLvdrgqFgrxer/nI9Pt9vfXWW3ZwVKtVWx+hUEiJRELlctkI5m63a5k4RLbP51O1WlU+n9fNmzf1ox/9SPV6XTMzM3bgECBLpZLS6bSWlpbsoHCrHJ43uDozl1utlm7cuDGkPIInSSQSunHjhgqFgokWgHbT6bTGx8e1v7+vYDA4dH/Ax+/evavp6WllMhn98Ic/NHkjydXU1JR8Pp8ajYbtZ9dGgQqI5yddzypIJBLyer06PDy0fYD8kz3iNjfRCAUqEAgE9M/+2T/7WyNU/0Zefr/f1BCYcbEwE4nEEGknXcMgkkzgz2kqyU5zPNZpsW61WiYtQ00CZAMp6Y5io8EDeICDBIKPoMhGZpSWe2CS2cdisZ+RLLJJyMhowun1eibzBOsLhUIaHx+3qTUQfGSZLBxXJggJg6xxZGRg9O+OAURfzGHkfid3ULH7MwR9Fq5bvYAV0o0KuUQgdxcxgY9FzH3i/vE9uE9scknGt1BNuFknFYp7/8GH0Udj/Uq14nIx3BcyRaSuwDfS9TBr/tutbsj+qFiazUHr+MHBgSTZNbiVZzAYtMOLNQBuLclgJL4zn0t1RMKAlwyqJDJUSUOzcdkrBHZgMJ69i1dTRfE7BMBut2uHqSQjWDnopEE2Go1G5fEMplghBXWTGFeqzP2BaGWKFfcEUtrrHXTMusNYSBzcDLfTGTSyuVCfC31RvUiyRjmXW3J7aKjoIXyp/qnGgNCo9MD+gXWpkiCcqbKpMjudjj1bnrdbRQGx+nw+089/ZVz9yr/9T/QKh8PWdUbJS0mey+WGZkOywCi1wKKeP39uZNHV1ZXh16gnaOpA0gWx0ekMPNunp6eVTqf19OlTy8gXFxf11ltv6enTp6pWq+ZUSeMIkq1arWYdaHRqSoPFTuk4OTmpaDRqGliw/FarZVgogYnAwj+QTjdu3NAnn3yik5MTzc7OmioGrxzeh8Dm8XiGMODbt29rdnZWn3zyibrdrmKxmMk94RSYYg/vQVmPnIxDL5vN2r3FY6XX69mBsLe3Z1PhE4mEJicnhxpyDg8Ptb6+btI4njuVCJ/HpnIhCzb75OSkxsbGVCgUrITl0CuVShaYIV6pTHZ2dmyzucQ1WT4zeKk2Li8vtbOzo5GREb3zzjuq1+s2yCMcDqtcLg/J4NjoZOTPnj1TuVw2n/R4PG5GWcyEDYVCevr0qck1x8fHDWduNpumNILsdaW5mUxGz54909HRkY2WJODDl/R6gyEyEMUcAJKMr3ArSJKZR48e2Tg4oDw6jek2RcYpySpq4C8cVo+Pj/XRRx/pu9/9riKRiP7Vv/pXmpiY0PT0tHWyEsQ4kNvttmW8l5eXxlthUTA1NWWHjHRtHU6lgWEgo/B8Pp8lg8SQkZERTUxMmICApGd5eVmBQEC7u7vmfzMxMaFYLDY0phD75KmpKdu3QIdbW1vmycTsVHpKGMjR6XSs8uPQlGRzA1C5EdD5DltbW1aJftnrjQjuEGSud0oymVSz2VSxWFQikVAsFtPu7q4FPDA02n1ZfD6fTwcHBxobG9PMzIx1yI2NDSbM371717J5l4zr9XpGPIHbN5sDC9pYLGY4I1grMkKwfzIUFigZMVmpJPMGd+062RhUFmwMqgpIHB4wi4pM+uTkxGwCyHSZielyDF7voPOR7JHsIhaLWbbMoucz4Dk+//xzg1EgxOhUvbi4sM+iv4BsEk+fVqulg4MDTU9Pmx9HPB43GOf09FRjY2NWgWBLEI1GLdBwMDKFhmd3dnZm81JR19BoAt6LWglJoKtSwqTr8vLSYBk6e7GgGBkZMdL50aNHdsC4JDSBgsDuds7C46Ds4vm1220LBGtra+r3+0MdsgRfoBbWC9lqIpFQr9fT2tqaut2ukZu9Xs/sLvh9qmMqp+npaVODubp1OC2yZwhFl9Dl30gC4QPAran2Xu/KRE0TjUb1a7/2awYfvX6/gEzob3B5pHA4rLt376rdbqtYLJqyDBGB3+/X0dGRcWwQtPXXhpRApjebTSP9r66ujDfDSsK1KmECGXsNZRUVB3CmW72zD8juweNTqZTK5fJQ0oqaCRiGtceBOzMzI2lQsaVSKcViMf34xz/+0rj6RgR3lA0QpZS2eEGAR/LwUYsQvMLhsDUaIU3kBf7nyscobXlAvV7PLFGl63mufD4ZDRJHpsa4zTQYkLH5eG++j0sooafls9x/JA2VydwLyjICvGuEFI/HDSuWrj07MBsiuDcaDZXLZQvQnU7H7G/ZzGRjcAXIUl93PaRigHSELELels/nTXWEdxDlKLgtnjEckmww4JB0Ov0z2GUsFrPgVqvVrAIJBoP2/wQBv99vPjNk9RzckizAAgEAE7D2eD5AZ51Ox6SybHyXOAfmcQlsV1pJkOXvkbnWajUdHx8bD0DZf3Fx8TODLlxTONZ/pVKxIMI6AHemupJkUACqI9YA+4GmHAItFYTP5zMMnETF7/ebMoyEhM9CohiPx+0ABlvH3npubs7UcOxv4EOgEbJ0SUMkbDKZtKoECJb7jUqOPc89la7hHoI1BwPWBnwvngEHN88XCCabzRrM4+rzqTKpIEjsOKQRhiBrZs3zD0kC99815iPZwa6EA+OrXm8EoTo2Ntb/pV/6JaVSKZub+emnn5ruGTyVzJCNHgqFhnTx+XxeqVRKn3/+uW0q8DgyNuSEpVJJ09PT8vl8hoNBfAJDpFIpJZNJPX782OwNwNrYyDzAcDisfD6vfr+vP//zPzcd7czMjMLhsAU3zIG8Xq9u3rxp4+voZD08PDRrWQKse+jwebRxu3+OCoAJPsFgULu7u0acTU1NKZ1OWxAtl8tKJBJDG71er2t6elpTU1OWnSPFxMqXQ2tyctIm+NTrdSs5yeTJYLhmMvHPP/98qCsTbJRACvYMtorSoN1um9St1WppamrKYKSrqyubyiXJujxdXxeqgHK5bEEun88bxs59lAa48vr6usn6ksmkVYsED643l8uZ0gozqZ/85CdWLYKbQ+jBWYyNjenOnTuqVCpaW1uzag8PI2bfRiIRvf/++5YhZzIZRSIRHRwcDLWoe71eU5/QKEaHJtXUzMyMUqmUjVXc29szSPKTTz5RKBTSt771LeuTcJViwDKlUkndbtcqTpIuKiCgJ3dNsvbB/Tk0vN5r07yZmRm7BzwLFCySbD25FRoJF9Lmn/zkJ1pcXLT5uI1GQ4VCwdYB+4XDn0qFQMqM2l/91V+V3+/X1taWiQ5ct1ESOyr5ubk54w6IOUBNwWBQL1680NXVYGAMCYCrkadjm4p+ZmbGhnk8ffrUusLdhDMcDr/5hCpftF6v28nFA3W7EpPJpCQNdWJCCMGAU/oiaYMgdIk2shBOYsoiTn7penoLWB8ZFxuaF58RCARssDMeIZR5ZPNgbTx8MmoCvktMEZD4PryQCdL0QUfc6empZSAES7ez0pWC8R3BjMlK0WJHXs0gRcYFhgnM4Wqv6/W6LXpmtvZ6Pdu8lUrFqhc8RLg3rswLQzCsaIFQWANulg3Xkkwmh6wgXpfFQrCRvbnSQzIunh0EIC8OeaoNnjWzXimx0biTjbtkIi8yN9fLCAiqXC7r9PTUiHECG81yDGVmXQCZAalwXVR3ZL1kp/w5DVAchKw/FwZEIUWgJviyxwhY/B2JFYctkCBwAoGcF1UUyQVrhUrb/VnwZQQWVLpUl69fMzAlz6DZbNq+Zc9y3/iZ1yW4wDN0PXOtfA4xgiqKPUiiR0zhOiD73a5YV55N9s7Ac9arK292pbrsP1Q27v36otcbEdw5UV+8eKFSqWSEJ6U3Wfr9+/eHAguSLoLi8fGxecFIg1MbAhN/aLI2moN8voG3A3APB8T8/Lz5wSwsLMjn82lra8vmGvK5ZKX4vXQ6Hf2dv/N3bCPglAiBmkgkLNDRPJLJZPT48eOhz6LMJhOWBg94Y2ND1WrVqpdMJqPd3V1tb29rZWXFWuDpWMzn80OwAuPTwuGw2QazKAOBgHWjAncQOFB8UBGcn5+rWCxap2EwGFQ+nzf/HAik/f19K/Vp0kGOStNTLBYzx8vV1VXbNDgX0qVJ2zW2sOiIwYppbEJGCRxEKQxGS3cyHZP9ft9IMlfrTFftzMyM6ZO3t7dtADjP6rPPPrPNzibFMoKDhPXIc8VDiWYWdNkooc7OzlQsFq0RDJgilUpZcgPXgCMikkkkuLyAs5aXl22QhuuySLCJx+NqtVra29sbOhzAtNlz6P1XVlYsANVfWW3fvXt3SJ0DvMEhQHe2NGj8KRaLdmhhYSDJfo/DGzUQAa3dbhs+T0MfcAVxYGlpSR6PZ6jZDPL05cuX1lvCPkTO7Pf7dXBwYIeOq6jhXkxMTBinQNLEeEP2DGaBnU7HGthojkL91ev1zHGUZI1KlQqRg/n8/FypVErLy8sqFAo/l1B9I2CZ8fHx/te//nW7QWiXO52OKQLYdGRUZHe0IxcKBdMvg3OBjUPYdToDQyAw6UqlYlkIZBqZPCx8p9OxzJXTk5Obkx9b2729vSE+gIcuyTA0ArXf77dh1dVq1WCIo6OjIYIJLDgcHoyHQ3VBA8TY2JhWV1d1eHiolZUV66LFBhjCmXtDFs+1k7lCDiaTSaVSKSUSCesMBVIKBoN2cLpTnE5PTyVJ6XTagjsTm1wIhAyWVn9UBPF4XCcnJzo5OTF1ES/uBb9DdUcWyqGFZI3vBr7suopisrazs2P3gn4KJiGRofn9/qGGKUhnZpn6/YNGO5/PZ3AQgYnuyEwmo5mZGWunf126htSXQMX3AZ+n9EdWR9MPMlQSCMzCqDTcDJtDAQIUjf3k5KTxJKxtN0sHCnWJTIIhAXl5eVmNRkP1el1TU1N26KNucTNLNP+YmbHeGfno9Xp1+/btoeqN9YUiiPtIZs0BwLPodDpmqw3pyHdDqUXCcnp6auobqu27d+/avvnggw/UbDbN5jgcDhuCwJ4MhUK6deuWvN5BZywDbYBT4RBclRjqvkqlolwuZwcTP0dVwhzoYDBoxCvv62Lt/+Jf/Is3G5ZhM5OpuWWje0Nd7xAePkGbxen3X3cdkp1XKhUjouggRLoFAeN2HYI981lsgFwup0ajYdYAr8MdvGepVDIIxpU2dbtdW+C40p2enlobt6ShTJdMCVhmfHx8iCQi4+SAcrvvotGocrmcXrx4YaUmWRqkIVmYW+JTLtMbQFAluJPBEMzYHAQoNjdqFggmDkRJ1rqNy2UymbTmqGg0amU+MjA+k4Oy1WpZExoNXQQlSCqGR7uKIaSrNFlRNjebTSN2gWhQNBweHg55x+MrAqTCGqCM5gCjEc/v95tia3R01OAoDlvWIHpmDibel1Z3N9ACRfC7BPNut2sjFt39A3wJpst6AVri+iYmJuTxeMxQi2dAZj02NmZDQzqdjqrVqhnNvfXWWxobG9Pz58/tfhKgWC/dbtcSHxcy5HrhyNjbdNKiFCFgokjhEORFokKVhziAebccOFRS7C/gEgJwIBAwGBASnt8jaWTtge0/efLEgj48hQsdE7u4FghZDnieMdfBmgdSJrgjygBz/6rXG5G5J5PJ/ne+8x1ToPDA8M/GoRDb31wuZ4ZXECqQRK65favVUjabNTLs7OxMz58/tyAHdkpjAmWj26EpyUhENh4lviTNzc1Z9o407enTp5JkCoR+v6+lpSXz12DyEyXi4eGhtdInEgk1Gg3t7OyYuRST6fHUgdCkXCUQMJ29VqtpZmZG6XRaR0dHikQiWllZUalU0snJie7fv2+SMTox33rrLZNL8n4E7sPDQ5u6xMxaSlWCXq/XM0+fXq+n5eVlRSIR7e3t2TMFA2232zo5OdHh4aHu3r2r8fFx6+pFb97r9ax648Bw2+45xDqdjlUrrsslMr3j42PlcjklEgnz5bm6ulI6nTbJG5kTWSQTtOgApeILh8P65je/aWuR75tOp20iFpat2CVI17NGIX0PDw/tM1xFBQf1/Py8HWSQ2oeHh/J6vabxhryl8mP9YFnMPQRGoNpB1YIPkysmiEajurq6UqFQsMMcDJmDksDMtXC/l5eXbfgM0NPm5qaZdSESWF5eNmL9+PhYhUJhKIAykAUIDUix3+8rn8+bpTAHAN3EExMTtuepWC4vL5XNZvX1r3/d1hBTpFwraEwK6R3xer2WVSOZrtfrZjToQlkkQfRB0PcSDAZ17949G7gBH0evBntYuh70Ua/XNTc3Zx4zkK1UIE+ePFE0GtXMzIwpaN74zJ2Mu9vtDmUtnPouCeLxeCwzR0nS7/fNJZFMFzKUhQnh4mrK3U4/TmqX/ODmk/WycCh/JZn+HZuEUCikfD6v09NTkwb2+30LPJTP0rWlK9kRJzHE7uvX4R7EdNKyydBYQ05SfYA3c78gb/lZIC6CJAcbrfDAKa9zHXAHPBfuCT/ryj0JxAR3ynLuvSsl456Q2SH35HpcaI7uSfBUApakofvhdom6umLgNw5u98Uzc+E3v99vhwFrBkiI++SSffwdFQ56eeSNkobkrawzV5VBMHZFBKxzOBmwXe6TC2WxH6gk+TMqKmYKwA+w36iA8EoioHK9biVNkO12B8OcaevnWdHhGY1G7VkAK7nZMddPtgtf8TppOzIyYocxFRjrkISPKrrf75s3uyvOcKtu1hOBl/vOeu/3+9b34naHezzX83anp6ctW+eQprmQe8k6Y/24e8qdi+o6ZJ6fn2tiYsL+jN/hWXzV640I7tK1j0I2m1UikdDMzIxOTk70/PlzK0FQPOzu7ioejyuZTOrJkydWMkJ6MTyaUxONqiQzHYLRxnWQIMhpzavf71tDDO3EzWbTbGAzmYw2Njb06NEjZTIZ5XI5/YN/8A/06NEjPX36dIgsRm5FdktZWSqVtLS0pFgsprW1NZ2enn5hQOfV7XZVLBYViUQ0NzdncAOBJJPJqFAoaH9/X++8845l/wQYqpfl5WVbWHt7e6bhh3/Y2trS1dWVBQ+XAwBGAod2G16Qfl1eXlrTER7cXu+gbZzDtdls2gHFwcdmZjEHAgHjGFyve/gUDrepqSmzfM7n83bAXF5e6uDgQOVy2dQhVBxADLTBE/Dd54x7Ybvd1k9+8hO7j2TH0iAg5nI5lctl9Xo9pdNpSxiq1aoikYgePHhgTSnAI3w/Gutozjk7OzPzL3xkeNFfgP1vOp0eCiRIhLe2tkyggIZ/c3PTmneAC2hkIkDT9HN2dqa7d++q3+/r448/tu9KRUc3Lb/baDT05MkTraysGLbu9/tVKBQ0MzOjmzdvand3V9VqVblczghREjpePF+XX8PP3ev1anFx0fgZ4gJJ3/b2th48eKBsNqtQKKSTkxP96Z/+qQkBJBn/QPJIsE+lUvbcCdpg94lEQqurq1ZRUnXVajXFYjH9zu/8jnWxNxoNnZ2dGbcTCoWGBAEXFxfWm4A6iUSBSn9hYUHValXHx8eamZnR+Pi4crmcWq3W0BjIr3q9EcGdDALG2+v12gLb3t62TICRVq4OGvc12GQaYoLBoLX8h0IhwxtZEHTSuc0qaIIlaXJy0oy23IydF1kpBJ8bxP7kT/7EpIlkFvhgMBFGko6OjoaMrchAacohq3jnnXd0fn5uQ6xpPGFDuDI4sh2yWIhhcGimXfl8PiOL4AMYgk32c3x8LEkWqKh8yCavrq4Mk5dkFsJonfEjYeMQOHnGExMTtkkJsKlUyuAYAtitW7dsUhZyNTKaZDKpjY0NK1N7vYG3B12ukOXYpJ6fn5v8kHvFfFoas1hbrAVJdi8mJibsexOcwUW5BjLnYDA41MxG0K5Wq3aAMmOAjBYZKfAEBCPZfyQSMUkp1SldvgQJpgWxpoCU3IYg1ofb1OUGDHgfzNEITuwXXnSRUnV9EY7+jW98w+BC9jlWvpOTk3avpqenLR6k02nrsQiHw7p165aSyaRBXiio4C6ACvHsx0IkHA7b4HbgOIQbwB58Lh3qyHpJIMjyJyYmrGeELJ3DdHt7WycnJ6pUKpZUUCFziPj9foOaZmdnbb1S0dBlDN/W7/eNg6pUKjo8PDTe5/V49EWvNyK404UoaYhBd09rmG5kkQRd/LZhvjmdKQNdzTsGUJgXueUsN4qAQBlGCcxG5kVGwQPE5/ri4kKPHj1SMHg9aMTv9xu+62ZNW1tbdhC55TM8AMqhfD6vSqWiFy9e2Ge7pmNucJA0pA92myoIZMiyyIw9Ho8FQ7wweAYuzirJyndXhwtuT+kLdkpWQmChlGTjxeNxlUol1Wo122iBQMCw7kajoXg8rkwmo88//1x7e3sm36zX64bBPnv2bKhdPhwOG8bJd6ZKCgQCpqaABxgbG9Pk5KQajYYFDl7cH4j4iYkJqxDdZhRXmeN2RXINyHoh9uj2TSQSFqCBDVCGxWIx7e3tDQ2ZeD3DhXdhGDa8lCRrzqFD1IUD3bUDzMKzA/4KBAI6ODiw66ISYcAIGS9VFxJMoCOgqqWlJXO5JFFCGsxaDAQCyuVypv5Bubazs6OxsTFr8vP5fCqVSkNa/FBoMN0LWTP7uN/v23qCBKebGkMy+mfIiDm8WOfsB9cawE3aEDbgZgv8yl4CkeB3EAlkMhmz6Ib8l2TNXzS8Ia9ttVoGEyL6eP2gff31RhCqiUSi/1u/9Vtmc3t5eWk4dCAQsK4xl9RE3pXP5yXJOj3pzkTTHYvFDGcn2HFjXO9251rU7/dVKpWsQ4zmC9qRIeyAZfb39/XixYuhbj43iHY6A3MycD0OE7J/SYarNRoN0/weHh5a2Tw+Pq5sNqu9vT3V63WlUimT/TGpBWL51q1bFkTI2F0TNfdFcAIuYlFJMq8eF/d07wXVD4O2Uf8cHx8bzk9ZeefOHSM+P//8c0nXHjZu1yfWBJTOFxcXltn7fD7dv39f3W7XDJskGRRDhkqZDh7NYRQMBnV6eqrnz58PZZhugDg7O9PS0pK63a5WV1c1Nzen2dlZg3Q4HLBx4JAeHx836ASIBqgC7fTe3p4Fh/39ffOdka5b01ExoUzZ3d210X9scJ470EIwGLQxfDTmYTSXyWRUKpUscFcqFVNssW/cZpxwOKyZmRmz92W/EBjBu5vNppGhHCahUEgLCws6OTlRuVy2CoTE5vDw0GymXS8lDoR2ezDuMZPJ6ODgwPY8MWpubk7xeNyCaLVa1Z07d5RKpWwucLs9GCQTiUSsExzBRKczmM18eXlpnjZUuUBtrrACRRsVHVPNnj17pomJCeVyOVWrVZ2fn1vPDNwhvAtrHFFHr9czxZ0LDbEXIelv3ryper2u3d1dTU1N/cwox52dHdXrdf3Zn/3Zm02outpRsnhOffxH0DCjYnANgHhINAHw+5BLkH1k22RAbrDnz/h5SUaIoU9OJpMmY6KTEE0v80aRl/EgyWaRyxFgCZBAKq9L2yiXyS4ITm5AhCgmK8FalZLdxS2RPbrfzzWEQtHBzyOhk37WRpishSBD5kdpyc+xuKm8eH8yWdd4yVUwsZkhZ4E1OFzJyPh+bCo2FkZjHEq8uDdAXnw/nolLOPf7fbsnVChUbxwcZGNutgrxCWlGhglRzL3g/pDEUB1xbyEpWdesDwg9PHvInoFtWCsQ9UBLEKDcP6A6ty/D/VmX1He7I6nIqASAEemyfR3aIUtGBsn7u3ufn+X5g/1LsrXFf0sy+Im1zL2G5OZAdztJ3aYsnrcrJJBk68L1+0cAwPv1+32DZegZIOmkeia54LvChUCmuhW1u25dshrOw62GWfMQti6S8EWvNyK4k2WHw2HzvJiZmVEikVA+n1f91fzD+fl5O9mfP3+u/f197e/va3x8XDMzMzbA4aOPPpLX69WdO3fsgUuyJphMJmNZJlgpEA7wUCaTMV8KMlEISIZ9kMVRbkuDxXr37l01Gg2Tc3m9Xi0tLeny8tJc8Xw+n+F5kGmUugQsrlO6Hv4AzESwIVtBKslAcSR/4HfPnj2zoQOHh4fy+/2anp42nT2DFdxZq0BUbEqydQ4eFhcLEmhHuh66TIBETSRdH5JMwOFeoIRwrV3BmavVqi4vL1WpVCywSjK4g7ZsuJW5uTnzaQGqARLr9XrGDxAosd7t9Xr64IMP1Ov1dPv2bXU6He3t7Wlra0v9fl+zs7Pyer3mtYPmGsiNCUzHx8dGilJpUuFUKhVzOsVbn+yy2+0qm83q6upKu7u7isViNoWIF5CiO/nKFQJwn4rFoiqViiU8jKl0993Z2Zmmp6eVz+f1/vvvW78GBneuGowMlD+TpNnZWX3ta1/TRx99pEqlotXVVSWTSc3Oztpn0EcyOTmpQqFgLq0ENoJpNBodyoKx1sA6GQ+kvb09g9TK5bIajYZ1oHs8HpN80snNaEbXHpv1jbwWVVYqlTL7EGnQRZtIJJTJZLS6uqrx8XH93u/9nh4+fKgPP/zQJKm3b9/WwcGBdnZ2LLmjkgLrRxACvwSPlc1mrcpDzvzTn/7UDk5iEg1Qh4eH5gf0Va83IrizqarVqhltsQmZ1ygNNL9kQ7QVn5ycmDscpA83kvKPMl6SlWyQXZSYPFQ6FIECJNkAZFrtGV/m9XpNSoYmuN1ua29vzzJqsFIOEklDbpJkXFQbtFtvb28bKRkMBi0rhpDl1GewNUQlFZAb3HH3I7CwsSCc6MrDdoGMGB28mxFyzczIdEvfkZERU7BgXAVZBJxAxs/nubIuKhaIcdwq3XvHNSBxQw4HuQgZjZa52Rz4a2ezWSM+GRaBHI37ShWytLSkVqtlEKFra+zK5RqNhknfrq6urGQGKoM0Pj8/t8BONUNJTp8C1RiNbqxb+guwiYbrYMOjT6eLmiAMFHJxcWFKn06nY+vx4OBAXu/AvC4YDA5BaXQ1R6NR5fN5S4r6/b5qtZp99uzsrDwej80gZWas1ztwIF1YWLBGLOBIAi/adw5tDuxIJGLdpnA3VFTMin3rrbd0cXFhrf4EZTJ81Ehk9e69I+t1X24FhP/Q/fv3JckOdYQJzWZTm5ub8ng8ZucALu/3+w3OIQEiiwf6wbak2WwOdeuicmM4PWgCVRP3d2RkRPl83t7vq15vRHAnAzw7O9ONGzeUzWbN6B5vZv7e4/FYh2g8HrcxW5SgnU7HGgHYrEi+yLjc0XeoGVzsjcDIIsBJcWdnR4lEQtls1oZVbG5uamRkxOxNm82mWQhIsgdIizgPyyW3WFStVksTExOq1Wo6ODiw8XFASlQZWLOiFAJ24j4xYZ7SFukiqoqpqSkL2JSioVDImrEoyxkm4KofCM4M0K6/GqbsNr2grqCtm6yJbJsGKTI1uAHuDxuRqgs9NUEc6IiqI5lM2s/jc314eGiQCAcYnuIMguH+QLZD6M7Ozurq6kpPnz5Vo9Ew22myOeA61iNVG/ePtQpngy0FgZ/Eg7IfNQblPx7zvOfo6KgdJPQM8N9kuGSbaMqRRzYaDfNpokILhULa3d011Ua5XLbnyF5BncaQFaAOiHbuU6fTMZdGLArOzs50cnJihw5EJRp/ngF7D/iJCmR8fNyCKc/I1ZR/4xvfsLUMjIctNwEdjg3tO3CaK6VlTbtdqwRqvHfoW+D9er2eDWrJ5/MqFosGi5Jssbd4rnBTkiyZbDabVi1jc8C6RUnE93bjRSQSUTKZNFjvq15vRHDv9/s263B1dVWffPKJDes4ODiwsshtCnIxaLJTSmRY7v39feVyOS0tLSmTydhpz4nIjQeK6Ha7+vjjj83rAmJqdnbWgjvt47u7u4ZjEpSALShtM5mMdbdhYUCAcHFPqgi/328dr8wShQRz5XV0wREIYrGYHQpIzuhQJVCgoJEGdrih0GCYAsqYly9f2vOA0CTIspmDwaCWlpYUCoVUq9XMohmidX19XVdXVyZppJuOA5hBKT/4wQ/MBItqa2ZmxqSiZCTwGQz3cJtHJOntt99WMBjUo0ePjJykakAhMjo6aoT8wcGBKV5qtZrBFMzKBBJkOPvu7q7Z6wL3lMtlWxuoWOhExC+fQ5afh4fBaOvs7EwbGxtDDUXh8MDILRwOG2wG/HF2dmb+IlQdSOrAqJmjiwkVsGOn09H777+vWCymhYUFkwTeu3fP4DpM0FzriFqtZrI+r9drBzN71T2EpeuBIDRK0Yvh8/m0ublpNgB7e3uSZN3WwBLu9KRisWjffWNjQ5KscgoGg/roo48s0PLZkmwG7/z8/ND3l64dUPH85+Xz+bSysqJeb9BhnclklEwmzaICm12051SbaPSBgji04NYwBuSecQjs7++byoaxnIgeqCQhu6lmUFIBiVJ1/jy1zBsR3ClhyHxZuGTQLoHFqUwQh3SDjOXPJNlNYOGBrQHHuNIyOhglGcxBqczngY27ZByBmeBMJiBdW37C4LuE7uvEJ39GSQ6Z6trHttvXE9iBQ1wClAOG78qiA48l46NEh8CDqHmdcHJJYe4TBNLp6enQtCW3UmDxcoi62SoBGiiCtnnkdGxiyD4ybzaOC0dQktN9iQbcVViwLtCv898QUsBBkqxKIDgjU3VdHN3DhawOwjwWi9khQFblNipxDwkQkIw8N6AnskAyRrJRSG6qSu4BPQdI8PhzngPVK6QjGLhbRbI3SJrcfUI2jcKF65WukxSqEq4NIpV7QGZORuxCk7wPiQaKNyAw1jiQD/Jo1pErD2VNuAcP64AGMg5YYDBkskAonU7HYEUUWyh5AoGAEe69Xs8qXQQerBvkpuxDKlR4DHgY6dpIjyCOpNflJNgPrKu/9SYmj8fzf5D030rqS3os6b+RNCLpX0ual7Qt6b/s9/u1L3kLSdejqB4+fGiljTsWTRoEjBs3bqjVGgy5dk9uabA4mHD+7rvvmrzu+PjYMHtuBhvANaRigMe7776rXq+nv/iLv7AARGCHD3BbgcnYyKTpMvP7/TbQutvt6jd+4zd0fHysZ8+eWfCl1JNkp/X7778vr9drtr2tVksLCwuSZPpoV7oJiUywHxsb09TUlC4uLnRwcKDbt28rGo3aaDDKe2ANCCcXC2fjwgUAm0jSxx9/bBs8nU4rm80ajghxB97JvaAphU3NuL1UKqWDgwPV63XFYjHLfjgs1tfXNTIyovn5ebu3hUJBsVhMk5OTNnP0zp07mpiY0Pj4uGXtruac8p5sEMlkOp02uO74+Fj7+/sm12PDE4Tpwp2bm9PFxYVOT09tav3Z2ZkWFha0vLys7e1tuxfcRw4nt5komUyaOABly9HRkc7OzqxjmgqVw066zlL7/f7QwHbXLC8SiSibzdrhyDU/e/bM1jsHE9Xc+fm5ZZVzc3Oq1+tqNBrKZDKG+5dKJR0fH+vk5EQej0fZbNYa/e7evSufz6cPP/zQDnngGrDnXq+nb3zjG4pEIvrggw8kyfB5cP6zszMjgSORiM1JrdfrVr09efJEfr/fSFbuNWsKMtlNdMbHxzU1NaX5+Xk1Gg19+umntoc4gGdnZ1WtVs0nZmJiQvfv31e5XFatVhuSM/JsEEpsbGxYgpRIJBQMBq1xD+gKviwUChki4Pf7tbm5qdPTUzNJC4VCunfvnqRBEM9kMur3+3r+/Ll5BP2tBnePxzMt6b+XdKff7196PJ5/I+m/knRH0vf6/f4/9Xg8fyDpDyT9D1/1XldXV0b0kV2QPbFw+/2+nWynp6fKZrMaHx83XSgQBiQVJz4BulgsDsmnyMbJfJikQzBAo87G6vUG5kRkBdjcujpqsljel25ZSdrc3JR07XyJVLPb7apUKunevXumqSf7JEACJ4RCIdswSBtdCSf/32q1hvgDaZC5nJ6emu7axXxxhXSJSTIf/oxhw7Tck42AZzLGELlltVrV6enpkJ8Oh6JbruLEidSObApCGiIO105w4forD3eeWbPZtAHmlLbc40qlYv0DBFeqLyoxYCqUOVwzGbcLkQCnzM/PG2Zaq9X07NkzxV8NaQe3hujrdrt2AFOl4sVOwwsENM+W9QdRy7rlcIeLYLYnGTb8C0Q01YvrIU5FS9NQp9MxCCqbzdp3xVSLe4b1cbvdNv08yh6eHT0ecA3S9aHEkG7uL5WYz+czXgN8Ghkma5/9ADHPWnWTNteCwa2WaTh8/PixGfhRYUxNTcnr9Q5VbYyupCIOBoOm4mH/UlnzHej4hoSnYuKwgwyNx+NKpVJ2DSjcIGWpgOh4hyOjQuHZ/bzXLwrL+CVFPB5PW4OM/UDS/yjpV1/9/b+U9AP9nOBOl102m7WyBAaZxpdms2mkI8MWksmkOUlS4lDqkxGTkdZfjYHDrhPNLi8yWG4gLfluhZBMJlWr1QxDlzREQBJ4OEBcSKVQKCgejyuXyxmWSact/ih4kzBEWxqUmbRgp9NpC5iujwtBi4AFsZhMJq35BrKTewfGSQkJpopCBAsCXki13EYoFDoEdjKrkZER1V8NJHYJLAK0ixdzIFK6owUmM+HZQ4Rzj+lIRB1zcnKira0tZTKZIasKr9drGTHBi4Nb0hCWnE6nza+I7Bs4iOCOYqvVapnHyM7Ojk5OTnRwcKC3335b4XBYW1tbisfjmp2dtfterVaHoDuSGHicmZkZaxJy1UM8Y2AbDmKCVrlctvvDIQAmDP4NrElrPL/LGu12u1pYWLB9RdcwTW007GGjgXyZF+obnvPU1JQODw+H4ApkjG5vBAe4JIN2PB6PQSH8Hhkza5nfgZzkfgBp0pmKtw8k//b2th3OwHTMX0aPj1JodHTUIKtAIGD3gsOZQxl4E+K+/mo6mQuZIgvmffFuOj8/17179yygc6izt+ioJ7gTG11o7Mtef+3g3u/39z0ez/9F0q6kS0n/od/v/wePxzPR7/eLr36m6PF4sj/vvdBoS7Kuv4ODAyunuEmcgkAY6EIhYRKJhMbGxiyb4ga1223zv2CIcCQSsZuLeRGYWCQS0de//nXt7+9rd3fXyrGnT58aeUhG/+zZM8tskIuRFYPpuhplcHg2YCwW061bt3RwcKDNzU3t7+9rbGzMphoRZDAOkgbZ3K1bt0zRwgts7vz8XHt7e9YlGAgE7GCkwuDP4QTYAHhuMCaPTZFOp20wwdXVldbW1ow4JcNCQYIscGJiQsHg9Ug5JGWQbnT64QvEocJs0Bs3bpixmwujkbGhiY9Go/J6B5OJKG/BkN3xhUBsx8fHVh1h08yUqUgkooWFBbM4aLcH07vi8bh6vZ7K5bKi0aimpqZ0cHAgSYZfYyaGZTN+IGClMzMzFtS4/zQRoRDpdDo2BGNvb88O8xs3bpjXEgcyGT2t7AzZBp9lTbjdlniyuAoaEiqmd6EYoaEL7obOULB0F7KBYF1fX7fqJp1O20FK1UG2n0gkLChms1nrDuXw3d3dtU5sFyaETwuFQrYfAoGAbty4YcGbV/3V9CbXx31ubk5nZ2fa3983v30OFKoTr9drB9fs7KzFH7e5isyaBNTr9RppT38G+4/vEAqFNDMzo3q9rq2tLbuu7e1teb0DQzQsDhhBubi4aLCTy4f9VbL3XwSWSUj6LyQtSKpL+v96PJ7/zX/E7/++pN+XZJvW7ZYDMgiHw6YqcbMeTk1ONDJuiCaX9KS8hmAi0wUGwINDkmGXZHRsIq/Xq0qlMoR5upIqN5OilAc/A1qQrueBkpWysWh44B4A9XBYuNJF/i3JcD0WJ4cJJSrsPYsWrwq3s47Ml5LW7WSlS5HvzH3GidJ11nOzdBa8JJtUBfYNbMU9cD2yeV48b4Jwq9Wy78zP8SzJxMh0gQf4DL4jwZ33o4JA5QHZxn+jl3elcmxmPFteh2440Kkk+RkX3iPTDIfDQ6S6C1Xw3Dk4qYKQ7bp6e9Y99wiZHL//eju8u4b5c7faRGfNHgK7pqsSLiwajVplQ4YLfIK08vVgxGe52Td7hPvCgeJe6+vEPvuWSoR1S3bL7/n914N5IKrhllxi3702t7IA4iVOQcbyGaw39/m5EkWui/vGYYNwgv2KPJjqhGfJGmE9uGiCSxh/0esXgWX+nqStfr9//OpL/P8k/R1JRx6PZ/JV1j4pqfRFv9zv9/9Q0h9KUjwe71cqFfPrcHW78VdzHVHNQKhiPERHIJ2Xp6enmp+fH5IOAn/wIhtNJBJKJpNDJOLh4aHh4C7u3+8PGoDi8biy2ayOj4/V7/dt6jmVQq/XM1aev/f5fEODMSjbIJCw2yU77ff7Zuvp9/vt5D8+Prasm2no3/nOd/TixQsdHR3Z9Hifz2c4M0Qi0sSRkRHt7u7a5r1165bm5+e1tramTqdjBBHZG3BFrVbT9va2ZdrvvvuuEYuSrLkjmUxqcnLSFurm5qby+bzu3btnw0IYGYfvCbALGSLNZAxJ4dnwb3BrDuVHjx7ZgTYzM6P5+Xnt7OwMKT1cTmFkZMSyS5rhvv3tb5vzJFJYDku3yWViYsLITFQlhUJB+XxeCwsLln0zdOXk5MQgM5quTk9PzRZXkiUqQD8//elPlclkbA5tp9PR9773PXuWOJ2WSiXjgNwXTWv0czx9+tRkwhCu9JGcn5/bQBuCOk1yVHkcFsyslWSyXTpzeS782bNnz/T1r39dsVhsiJCfmJiQ3+83CJZ9gyigXq+rUChoeXlZY2Nj2t7eHlKZAFexV7a2tsyKm8DOM5iYmLCBP9vb2zYDmeqMqiiVSqndbg/1EuRyOZORTk5OanJyUnfu3FGj0dC///f/XqOjo0OushiqzczMWLyCG+E+0+BIUKYSQN5aq9UsuZyYmDAMn+dL9yoE8+vP/fXXLxLcdyW95/F4RjSAZX5D0seSziX915L+6at/sl6+gQAAmQJJREFU/9uf90aQHmRK3W7XTJjwwg6Hw6YCCYfDlvFywtEsA7kIxkW2AU4GPun3+03Jgmsg6hBJpk1GdXN1dWXEFA1JHDY8LMpzWotZlPwcC5xMHEyPRY6WleyJAAYMxGIBi0ROxt+xgM7Pz+X3D7pIaZEHn2asGh1x4KruQuF5QDjOz89bAwwb3YVvuB6gi1KpZNkv/tVPnjwx9Q9/h84ZDJ3PpgqB96BlHK4iHo9raWnJ1AeLi4sGzfF83ADQ6/WGpjQx3cjtUnaHJTA6Ddc+Mn5eIyODGbwc8BxmmEiR3VHJkcUj+WT9oYPnO6MWQvK7ubmpmZkZgyNisZjm5ubM7gLsdnp62lRHqH/IcD2ewVzcXq+nvb095XI5myMqXUt5MemiGiCLZS+Nj49b8GWYOPN83fWCnh3Sle5T5MWShvYQUlcSMKAmAjRZt+udj4siTXZer9egOPgRqhaePZUzMkZ4HTzg3eqURI6qhl6CRqNhMtJ4PG5NlK7jJHvUraokWVWC+ofEQpJNDeO7uU2F4XDYSHe3+c61m/iy1y+CuX/g8Xj+SNInkjqSPtUgEx+T9G88Hs8/1uAA+L2/wntZcGeDzc3NqdkcOM/lcjmNjo6adWcoFLKF7AZ3YBBKZewJzs7ODF+mPZvslwdD4CJT5D2j0aiePn1qlQL6XYKcSxhBwBGQ0RSTTbiaYAhSTuL9/f0hYqhSqdg4PqRxsVhsSPsP7kcQZhEzoxNiS7rumEylUtrd3ZXX6zW+wq0SyG4hrkZHR7WwsGBeKLR8Q6SOj48PWfjW63UdHR0NfceTkxMbueb1enX37l1Tj1DeAl90u12TxsK/NJuD8Wg0HeGf/+TJE52fn+v+/fs2IIEqCqVMNBo1i16IzVKpZG6hQGFg/vAzvV7PujhdeAGFDyMMu92uZmdndXl5qePjYzskUO5QiaCyiEajmp+fN08UghJkKE6W5+fn2traskEdSOvu3LmjDz/8UBcXF8pkMspms+YCWq1WrXqUZIH3vffe08XFhV68eGGdkNK19S/KGEmWuRNwqX7Hxsas6kLZ4/I99BYgASYBOz8/t8OS4A6sBIaM1xLCAWYOdDod5XI59Xq9IfKWiorOV7/fb02CrHu3KgL+k2QmgJDiDM7AclgaJBiVSsUOXPYvNtLRaNSqfuwMuO8kgC4pzsEWDA48609OTkx5I8kUUp1Ox9xeXZkrbqBU91SVf6v2A/1+/59I+iev/fGVBln8X/kVDA4sUul69Hq9evz4sZFyrVZLR0dHdsM4xegey2az+sY3vmGEJJnozs6OlaF0b6IZBxpARcBGARsmO202BwM+IHtyuZzy+bzNEnVfVAI0LeVyOR0cHBjEAXbJ7EZsBEKhkFkXoxbJ5XLWXp/P5+1gAtOj5X57e9sy91KpZLADB8vy8rJarZbW19clychDj8djBkyoKbhXZJws/E8++cTK5kwmY/cGQzc2K5nT+Pi4vvnNbyoSiegHP/iBGStx0EkyCd75+bl6vcF0Gxo5uA7w1Hq9rqmpKeXzeR0cHKjX6+njjz+2g2B1ddX04ZDlriIKyeHCwoJVRYuLi5qdndX6+rphpgRRgiQHLZAe2R0VA8ZdbtMYG46Smoz36upKy8vLJl10Ta5eb8eXBlzKysqKkeMXFxeq1Wra2tqyKvbs7EyFQkHVatUySAICSQGzXsmC4WBo+Z+bm7ODDdhDujYnA7qgUoBsphI8Pj62++7xeFQoFOxAwvdpdXXVJkbRdwIPg3W21+tVNps14hfVl8fj0cTEhG7cuGEW2CRhbjZPdZ9KpcyiY3JycqgRT5J1WFPJo+4ZGRnR7OysSqWS6vW6jc3D5CwWixnMOTo6alALFgj4wuzt7Skej9uadysE4Lx+f+ATs7i4KJ/PZzMCarWa/S5zWPn78fFx0/8zL/ZvE5b5G30hd+J04iSEiCDTg2xgQ0my8km61tNy2vJnlD1AL6580i3JyGSka5IKaEe6llZiMOZegyvjhMQkOwG3pwR3y3ykUuhi4QsIMFQdfAeCOZARyguyErcBBkkhixx4ie/nkkr8DPcEOIKKwCXFKFVPTk6MWOVeUNWAX/JsgQC4Nj7HzeL4fTYCGwPoDMjr5OTEiFg4AiwIXBgMIyi3GQ45Gl2CwARAavy82wDlEmXg3EjpXNmt6+CHLwyHw8jIiCm4uOcuCctagDdBNso1AHOgUGGPuPAWpCJwGM/ZXauQcaxHN2HikHe7ueGGyBohCV24iT3AYc9BgXwU8pvDBTEBkKSkIfgGWIl1Q0XuksZuQxFr3MWoiR8uV8OedAlJlzjmH3gzDhBX8UXC4FYiKMuoaDm86K1xVUyuPJJnz31mTQDruHAXe4NDx0UNvuj1RgT3VqularWq8fFxJZNJk0biwTE5OWndhzQ8URqSiQYCg6kxYPQEFkabkbXw8JBZSgPI4ujoyDSl3HQCC/8Prr29vW3lnytHAkM/Pz+3piE6yrLZrMn8IENoaCIDJqPiPbExpkpwAxQTZ2jmAasHgyRzxPL2vffesyC1sLBgQQB44sWLF7q6utLR0ZGkwUa4ceOGPB6P2dIi9+Ievo6ZsgkajYZ+/OMfKxwOG8F0dHRkhwNYITIx6ZrIJjC3220dHBxYaQxsx5xLvDu63a75EDG5ibL67OxMjx490tTUlKampqwh586dO0OSSCR08/PzmpubUzqdNp8WYD2si9lUfJdgMKh8Pm+HOljtnTt3DPMFu0cTLQ1wVgjAer2uUqlkunnId55rPB5XoVCwYDQzM2Numz6fT4lEQpubm6bD9vv9Q1l2qVSyhieXvL26utKzZ88MCp2fnzfpJN266XRaPp/PMkmw8XA4bPAOe0WSSYuPjo6USqVMEABOzhzQnZ0dVatV7e7uGgzKoI+DgwPduHFDyWTShsE8e/bMqmCMARnFd3V1pXK5bKon9qGLtZMM4neD9BLNOPcAKBE4ptPpWHUCPDU9PW0qGnghkoP4q7m2JHMkPdg4IxJwOTgaEyUNVa2orNhv2WzWDkcmmH3V640I7tI1yUKnG9OH0A6jbgkGBxaZ2NRykuMYh8kTwZuM2+3wYoNRJUSjUYNOKAVdPAupJoQGEimyQDI6TtJ0Om0qCx4i7etsajJOiBquxW0cwlKXDJvDyOcb+IXHYjGtrKyoWq1a6Y7sz5Xu0eUqXUs76URk8bjZPoQhmSkZFtJKMiCyW+SCbmlMFx+b3s28aOahSnJJaMpdyCcqMKoOsmZ+Brmk1+u1n8eQKRqNmgkYWDiHLxDI6emper1B93G73db29raNMWN4tiQjEdPptME2JALco1arZZ7jZNY8E7/fb52gbFzwdSpRMsGFhQWbd7u5ualKpWKZJHMEqAJYe1jFZjIZ+ywIZBcLh99AKkvfQSKRGCL12GtkvS55Nz8/L7/fP9RohDKH6yGBYm2RkSK5JQBL1x49SErdZh133VGhUmkQODkAIRn53tJ11c77IlF+vfeBqtmtyJAou/5M9CawJ/gzOLBAIDCUrSN7JPGCezk5ObEucpJUvhf3DGUcUkoOJnpf3CbML3q9EcGdgEkTANklbnWffvqpqtWqbty4YV122WzWTH3IfsEaC4WCAoHrEXwsMulan07Q57QHdmi1rgdUcGK+roKh3ZwAwnegnAd/I3OgXHOn2KMLRxqHppXP8ng8NpcR73Oyn36/b+TTvXv39P3vf9+aIlxzM0nWRLS9vT2kx47H45qZmbEKh+BOkMYZj8VOZsO1AbWEw2ELnDQVJRKJIZke341MqFKpWEcr944mM7xKfD6f7t69q8vLS+3v75uKCukcczbZbF6v17iQ4+NjyyxXVla0sbFhHvsoc9z3wTdoZ2dHW1tb9kwbjYZtvmq1qpGREcNRa7WacrmcdY6iXCLrA1I5OTkxHolhIZBz4XBY9+/ft6YvAs5bb72lRCJh4+Pwu+n1Bk1reOMT8OloxuPG5/Pp9PTUKkKayThAeKb8g4X1zs6OHWapVEqTk5NGoLNHWq2WlpeXJUlPnz61wxuZpKvSYZ3z/PmOzWbTEhUgGmkQaEnWOJBpyYeYJgFgXwOtcbhQWcBxsWZI0Dgc6Cchw+Z6uTd8b2mQrJHwBAIBg2Q4pNgHPEdUVPRCMLGJz2+32+anBC9DNQixSiyAjIePAhbK5/O2Tr/s9UYEd8iZSCRiPtySVCqVtLu7a/g4J6A0IERhqgnYGFlx0kmylndJlv3RyEATBgtnYWFBhUJBzWbTSJaxsTHrVISEwobz8vJSL1++tPmZyJuQLhE0/X6/neCnp6eanZ01HTKqEvffLFa3S1KSHUDdbtc61z766CODUqanp82MCggmFosNZd58t06no6dPnyqbzSoej9vkdzoXr66ubDGTLZyfn9vEKoL76OioNXdhxXB5eal79+4pEomYwZZ7uLz99ttD1QvkJxnU3NycQqHBRHk2M1yF1zsYfE65TkAkE6esZkDGkydPTKEEB7Gzs6O5uTnNzc1pfX1dnU5HOzs7Vlq7fjMQydwTDg/ILZqogBSr1aqta2aJYiQHgTg5OWnTo+iKPD8/1/LyssbHx/XRRx/Z5CK/3698Pm/DUbCtwDeIDNFtxCE4IUVdXl62TkhpEFCBVHgBi7LvgNp4ZuDNkvTs2TNdXV3p4ODALBbIPLEnYA+zv6vVqlWPIyMjunXrliqVig2lIYOmmnFJfUhw9gbrz23igXzf2tqyZI4KCT7CrUxu375t2frz588lySSt0nDTFbyT2xDHYQApy88iT+10Ovrss88kXfOJgUDAqmV+B14pHo9rfn7eTOtmZ2dNeQYUOD09bRzVz1PKSG9IcJcGCwBvCRYKWR43hjKQTUpnl3RNnnDqsdkpxQiQEG7ccDYDMiokXO4DI1CSyVPmAgnwWRw8bplJRymkLJkBZa7bIft6lybZGT4qkMH8XafTGToMXcLK7bbj2ln03DMybrJOSfZ3kMPcU7cDzyX96KxjA0E8oQCBS2Bz0rwEIes+NzBs9N5k/zwHyCcCjvt9gDuAnQjGYMVAVTxPskGwV7fhiy5pmmuQRwIj8RkuweqS8PybewS8AO/D70KwsabJ+LEB4P05ACQZzo7kTroeosL3Zq3Bq9B4JF07NLp/xl7jv3lmXBPriO8JrEPG6yZTVGhIK911S8LgQiT8A4ELzuzuafYWz8UVBPAzQKpUl8iUXdkgECX3j2cAuQqsQgKHdJmKhWsk2XydcOe7UFG5hCsZPlCiW8my57mPrBvUWuxPDlvWssv3fdHL8/NaWP9TvMbGxvq/8iu/ovn5eX3++ec6OjpSNpu1m09ZQ5ehJCtflpaWTJqHayFBOp1OWzCGBH3nnXd0cHCgYrGodDqtVqtlcx/T6bTm5+fl8Xi0u7trBwjk7Z07d4z8AipBFgXmicwpmUxaOSzJOkbxi2GRxWIxkwEiYwT2AfcsFApKJBK6d++etre3dXx8PETI8G9IP59vMKyBjOjq6krFYlGTk5OGLUvXrdlYLcBTUCEw4tDF8smYLi8vNT4+bpN93K7eZrNp5ByytFKppEwmo1gspgcPHqhYLOrJkyeqVCq6uroyfJHhHxwuSN4IrkdHRxaM6LiNRqM6PT3V1taWkbJTU1M6OTnRw4cPh+ACgg1lNmX86uqqUqmU0um0Ed2rq6vmxfKP/tE/Ms8TgggBgYwYQg2+iGdDBYLbYrvdtt4C1ztpZWVFkUhEP/3pT41IdtVj5+fnqlQqWlxcNKtbfFLcF8EDjiGbHdg7NRoNzc7OKpvN2n2nGotEInr+/Lnq9brK5bJisZhd2+joqG7fvq3t7W1tb28bBg3/cHx8rLm5OcViMTPGc6czQZQeHR3ZYYGyCbKY5qDXX41Gww4uDsFcLqdms6lKpaJIZDCcHK5kaWlJh4eHajQaikQiymQyeuutt+xwKZfLuri4ULVaNcM7lHgHBwc2Pev27dvyer1WybdaLRtSAtSWTCaNWwIVAOYi+B8eHqpQKNizxdZXutbcYyHCYUQyxP0kyOM6urS0ZAfSP//n//xhv9//+hfF1Tcmcwc3J6uCuca0C9LODWhum+/4+LhBNC75JMlazGl+gmCRBpnq1NSUZdhg2YuLizo+PrapOJIseJGJu9kxqhjpWorIgF5IFPTzbhctWScb3C2nXS0r/42l687OjqTroRXSdYcsGQeyOzcLR6bJe3Igcii4bnYESjI9giJZA5kw2TCGUsFg0Lr5wCfJoMLhsPb3941noGrBRoIsjRKY6kW6bpRx/T1QoLiZG1UEcA5lLITr4eGhZXjAYWx0NpLH47H5tGDFp6enZtPKhu73+/Zz0qBL1+PxWPCIRqN2oCKLpIv09ewbszwguVarZdc3Pj5uEk6CoyR7PzJD9gkVrNvxClwD1EG1fHl5abpwmpUIVshtmYiUz+ft2ZCFQ0RSybrrnGyZtUjmShcx8OjIyIg1B7rk8srKijqdjqmW0Jmzr939zV7iPUisiCusG/Y/nAhZeiQSUSwWUywWM5dLl9Rk79OUVa/XTWRBHGItuPDh/Py87YVGo2HwKwom7tP4+LhVilQFJycn1n+TTCZtDRweHg5ZqnzR640J7nT1IZVjAU1MTFg7crlctvIROSHQDE09LhyAfMzr9eq9996Tz+ezYb5kocFgULdu3dLJyYlOTk5sevmv/dqv6eXLlzZsotVqmV0pJBoHDQQsG0waZBzFYvFnoCaYcI/HY5NlUHuwwaPRqFZWVqw8l2SlLiMH9/f3bQOzoSAlWYR0LUqyn7u4uBjSGhP0KY0JhBx2lPbgvNjmMteTRiykifjiw4fA/oNHjoyMaH193RqMOGjo8mRmLtfkklUuvs4wCQ4kd/Oen5/bWmLzRCIR3bp1a8g50IWoILd4f5pq6PyFoNzd3bXDj/u6sLAwBKG0221tbGwom80qk8locnLSniGwFdASwV0aDGOmGoVAI9jTqXl5eWlukawJAhRqFNYZhwuzalutlgqFgh00VI1ra2s6ODjQb//2b6vZHHgEkUyg+nny5Inu3LmjW7duGdkI1OHxXM+RdRU0VEzwTUiWfT7f0HXOzs7K5/NZty4chM/n09e+9jXV63U9efLEDmuqIlRbfr9fMzMzdti7Ch0Oc/YXQoixsTEdHR2pXq+b3w28SSqV0k9/+lP5/X790i/9khKJhEZHR7W6uqp+v6/p6WkdHh7q8PBQc3NzRuonk0nNzc3ZDOVEIqGZmRnl83n9u3/371R/NfeV9ciaoGJOJpM6OjrS5eWlQZDlcllTU1OWxXPYrK2tDUkov+j1RgR3biynXzgcti6svb09axFnyANyu4mJCQssZLwjIyM2JNnVexMYUqmU9vf3dXR0pBs3bthCIliT7eBhcufOHf3kJz+x2Z5uQ5Q08GknsLM4b968qX6/b1WCJJvo3mw2lc/nFQqF9OTJkyFNP5k52LQLsxB4XCKHwADumUgk1O12ValUTCNMEGHiD/I/8NJcLmdBSJKOj4+tOxEvmKurK4MrPv74Y5PcYYwFAXrz5k37eaoISUOsvzQI5LVabcimmWdEQKHaIfN3JXlsaDBL/Fm4F25ygGXD2dmZPvzwQ8vyJicnlUwm9emnnxoxi6zt4ODAPHXoUC0Wi/L7/UbWEmiAqDjoUEOhs8ZszecbzBKFIOWAx+e9WCxqYWHBOCGy61qtNjQ9yx2kAkcwOzurVCplUCFVBlg03dnZbNbuE4oXKpFgMKif/OQn8vv9ZnMryXoM+v2+wTelUsl4oLGxMd28edPuB7YBvV7P/NzBi5mZ2+/3TfsefzWghqTNfV1eXuqP/uiP7FAEDpIGCpZcLmcQjNsfQqWZTCbNT8qFKCG3p6enNTExYX9O57AkszMpl8s2vOXg4MBMx6anp21CUq/X08zMjILBoGq1mkGVfr/ffIAYXL60tCRpkMxCanc6HcXjcd2/f1/VatUmdlFFAOPRZ/PJJ5/I6x1YSH9lXP3Kv/1P9CKLg9yQZHp2ulIpUwkYrq2AS5CCz3FgUPajg2dIBRAAEAMLGKgEbIzMTtIQAeRCBFwLpBwEMO8NbslncOCQ1bv/cM0Qh8hEOXSkQeAgK6HrE0LH5VC4L2Cwrtsf34frwNccSalLhnKf+D40KhGA2LxcE9cLnEWmz3N07490PYeT5x4KhUzJ4BLjPHu4AoguAkM4HP6ZDc7oPzolIbyAhDigID6Bc9w+BUhGqkICLaQXcBfZpquo4HeRLLrQiiSrULhnZP6u3pv3JzOVNHT/XLLOJfO4/1gduOsDDBsojazfVXQQvJH8uY19QG2o0XgWSP6k6xnG7CuCaL/ft99DbfR6Kz3Q5t7e3pAiiO9EhUlSAIHrwjHsaySK7CX2hrtmJdn+ZM1SebpKM54VECUHJ2ui1WoZdMpnA5Ox33gvDnLiDEkNz5HDjCQRFY478u+rXm8EoToxMdH/3d/9XZ2fn2tzc9Owam5GLpdTJBLR48ePJcm6Grvdrp49e6axsTG99dZbZim7vLxsi6NQKKhUKpn+GFe+aDSqH//4x7q8vFQmkzFFw+zsrDqdjh4/fmzGWAQbn28wCiybzapQKBiBmsvlzGYWqeHFxYURwX6/X/fv39f5+bmRocFgUL/yK7+iUqmkTz/91Bh9jLaQ68XjcVUqFcViMS0vL2tra8vIVmlQBpO9LC4uGo57fHxsGTqOghx8s7OzRibyD4fpzs6OotGoYrGYBTfXMfA73/mOQqGQPv30U8OjIZIw0pJkz8zFgHO5nPx+v7a3t5VIJJTP5/XRRx/p+PhY+Xxe6XRas7OzRrBhm7u3t2cZO4ZL7sBmBirncjnt7e2ZHTL3h27V27dvq9PpaG1tzfx9tra21Ov1bMYshzZZL/sjlUoN2TGcnp4qk8mYxxGDnev1urxer27evGlV6KNHjwyfZf0w1AJSjgPA7/fb/NNqtaqpqSmDJfGXyeVyhpW3WtdDvV08GMKbAIK1NM+KaigSiWhmZsYqsUajofX1dU1PT2tqasrM7ehyJUOnirm4uNDZ2ZkFVDdIY+b17rvvWgBOJBJ2H+Fr8Jvh8KXrNxAI6KOPPjJoL51Oa2xsTAsLC6rVanr+/Llu3bqleDyuDz/8UMFg0Fw0+/2+PvroI0mDCWocjkg86Vnh8CUpmZub0+TkpCWVYODtdts4o0QiYaaCL1++tKotn89rbm7O7gVVU7lc1vLysoklXlciMTxlamrKCPvFxUUVi0U9ffrU7jfYPb1AvV5Pf/qnf/pmE6q9Xs86E/kizJ68uLhQ/dXINqRC9Xpd6XTamG3IETYmZZpLuLFhwTLdB0oHINm1NGjxdokpmpS4HkgjNgrZHxkRP0eGQnB0u+HW19dNP8tiJ0umzb5cLtvh4pKUZNrg9SxYVCtkf3T1EeDREJOxEtzdykXSkF8JBPfV1ZWq1epQswmZKr/vShbd7lQ3EwJ+Aad0jZw4lNxDwZUdMjoNy1gysWazaU1CkqzzlDI8Ho/bmsCkq9FoGHwElIPcjGyNzI3rIQPEpZTfI8vlelBgvK6PplJCGUKlGA6HzRmTCpWmHUZJ0kuAoR33l/vtVjjc606nYwe7m/Vy71BusfakAYRINk4wBzc/OzvTxMSE2WtAYPMebtZM1cwoxdeJelQoBDosvV0+hSSEa3efsztSkPdFbkmg597z/dw1Icn2LC8qerDxpaUlVatV1Wo1qySpYKkIOMRbrZa5ufr9futvwAiNa+R+kaWjhCIxoKcHsh4uDGiSeMD/f9nrjQjuLkGGHJDZky9evLAvSmA6OjoyvxCM+hkXBtbtthJzUrKYMcUnEJVKJWsUwUvmnXfeUbFY1O7uriTZ+6HM4GGx+cB6USw0Gg0dHR0pmUza+5KBAB+8//77VtpCDuFpPTMzo7W1NdXrdb399tvmhYJ1LVgmZTXt6vV63Ujh8fFx5fN5Ux/MzMwonU7r2bNnRhBS+tVqNY2MjOitt96yrJUFRcNMr9fTzs6OXSeLi2qBgwuCiRIVEqhSqVjTRqPRULVa1fT0tEnGzs/PtbGxYaQcBytZdb8/GGZcq9WM3CZQId0kEODP0uv1zMP88PDQGnhOTk7UaDTMr8N9RaNRu0agBoIA1V88HjcsnTGADHgmyJDRATvCzcRfzdJ1JzmFw4NZrGThjM8rFAqG13KgHBwcGP+EiyKHKXANe4r34gBjLYdCIV1cXJjTqDTwWPL5BgNcTk9P7XN5r9PTU52dnenmzZvy+wdDQDi0SEo4tLj3BD8OXVdNg0w2mUwqkUjoG9/4hvb39/Xw4UMjbeGNULpdXFxod3dXIyMjRjJzkLNuIUDv3btnCRLJBLOP4eeAeyRZHwv2zel0Wm+99ZY2NjaMy2I/cKi4Plb4Ic3NzZl9B5Cna1ngigO8Xq8ph4BjfL6BvYjP57NKBAUWn08D5le93ojgLsk0qMAfxWLR/K7BHwlgN2/e1PHxsd5//31j6yXZf5NVzszM6PDw0HAxSUN2sExyl2RQBu+zu7trm48TGPOfy8tLzc3NyePx6Pnz54rFYspkMmYBMD09rcXFRd2+fdvMzvj8UChk9qxM9QE7hxsggyRALy0t6ezsTM+ePTNclg26uLhon0FGh2sg/9D1V6/XdXx8bD43odDAanhqasoCQaFQUCaTUTqdNktgZGaQk9KAkHO7FyF9uZ9LS0sKBoN6/PixPQ9XLyzJTLbQKaOd3tnZ0eXlpdkjcKB3Oh3dunXLIBk2DFr0SqVi4/+4Fio5DkHXUhZLh36/r5OTE1PnoEIAGuh0rn1zGEQdCoW0v7+vq6vB3NjJyUmbq+omFxcXF+bLj+QOGWsgENDm5qYd+EgQ8UmRZJUBwQlyMBqNGva9u7trhwaKJTxmkLmi0oHv4ZCCKEVuSvBE7olXzsXFhXn1UNW51zY7O2s9A5IMvnKtJ7BdBurkgCyVStrf39f/8r/8L5bhM40LczcsicnWybwJislk0jJ9nj9Krrm5OR0cHKjdbpssFdMtKvVQKGS6/svLS62srKjb7epf/+t/bZ3BrrUEFr3s22w2q1qtZgNb2J/IGYlN9EAEAgFLdjBygwOi4iJZBHOvVquWOF5dXf3cLtU3Jri7nY2cngRFskKyD7KXSqViBvtu6QsRCBwBkUTgIYuntKERwi19XMMuV18vyYKx1+u1sjIQCAydyGwwTM9cWSFwA9Oj0D27hCHQAbp9NjfBHRKHQOmaE7l4OvfN5xs4++FQKA3bLIPLHh0dmVabMpYDF2gI8g9Cj4wHMrDbHQwxdztFIV+BRXjeSNeQB7omSm4HKPAI39tteHHJSUmWuRKsX59Ny++4pa1bvqPvJqN2VUeQ9Ugweb5ko3S1UlEAVQBhAZdwb/hsqhXkmQQv11aAch4LCJqoaAAiG2ctcUAABbjPioSJAEHVS7LhEo/cIzyHsFFmX1FtAyfwAm7kPYF9XAmj6yPj+kMRoIvFoj1Tfp6A7vYIULG8Djm5955D1I0BVBfsE1Rz9CQgnYYPCYVCtt74DDc2AGHxGdxLNz4BU2JM5+5HDjJgJP6f2AIP5tpBfNnrjSBUo9Fo//79+yqVBuNWfT6fFhYWTG2Abe/9+/dNq8pGpDvx5cuXymQySiQSJm2kCQSnSBYDgdL1cYFAci1EWRh0wH722WeKx+PKZDKamJhQp9PRhx9+qGw2qxs3btiBgPeFz+dT/dUEdsopsqVAIKCVlRWdnJxoY2PDmmiApN577z09efLEGm6YmASO2e0OJsIsLy/bxnn27Jk1QIAd0zhC40O1Wh2yC4Y0np+flyTt7+9bUJQG2SUEE008vd5guIYbjAOBgI2AOzo6Mu0wmWylUjGPc7ouyV5arZZp9CVpe3vbBp+QYUNoFgoFI1QJgMVi0aoCst5nz54pGo3ql37pl7S2tqa9vT1bbyQP7XbbjLbwh0FDfX5+rpcvX2piYkITExMqFApDz5FDsdfrGS+CJl6ScQnI48CvkbgxS/O73/2uyuWyVldXjcDN5XL2fuyHVCplkkwOVprqeF+v12tDaNLptN2LnZ0d+f1+TU9PG7THgUSg5HslEgm9/fbbqlQqBnmS3GSzWaXTaT1//nyoY9zr9ZrIYWdnx2AU9vPKyooRv4yRIwkiw+/3+ybBvLq60szMjHw+n374wx9axyjV/JdhzVQR2O6en58bnEVy4VpUACMyxGV9fX3oMJBkh7bb94DMMh6P63vf+57K5bLZS5DUcHhiplcsFtXv97W4uGh/V61WjSSfmJjQ4uKidnd3rSO72RzMSqWJisOCpK/f7+vf/tt/+2YTqiwQsu5Op2PZLN1kLFQ3G+j1euaGRwbjEiVuRsfDcl+cxAzr3d7eNnLx9PR0SBIIFk9GDIkzPz+vQCCgk5MTW7iUkOPj4wYTIVXjO7Gh3A7XSCSiyclJWwzu90LdwMahEqjVamZghcLFbUpy5XCQopBFYP8Q0EBfbkaDGoZ7SJZPEwY4Ivg/WD7vxQQdF3PkmXKwIgFj8fKPm8kiheV5Xl7+7GzOaDRqQTSbzSoYDBqcAxwHfOUS224mS98ERLVbWbmeJpCZ/D+QIZ3BrtkZCQMYqWtXTDZGYKLSgbwGx+ceUvLz/Pr9gcsl0lmIdrzuIfsI/FxXOp02DThrkY5TukEJ7MFg0CwZDg8PraJmH/LZvIABOTzc9UNgej3ZgbRmXTDlikqHhj7XpgP3VZ6/3+83C25gC+4T7rFU3fTVcK+Ap8iksUeuVCoW3IFDgAo5IEEIgFFY55FIxH7GjUn8m8ObQSjASr1ez2TLwD6IRtjD7rzWL3u9McGdE5FFxeCBZrOpXC5npzFfjIDHkF6XKAVvJHhR8hMkCPTB4GDG5uLioj777DM9evTIRl+Vy2WNjY0pGo2aFerExIQ1clQqFfl8Pr377rs6PDzU5uamdZDt7e1pdHTUBku3222Nj4+bqgZs1VWjgJkuLy/r9PRUn376qQUFGjRYEG6TT6FQsCYWRq8dHx/bwQEJDaFLJzBjvpg9enp6qvHx8aEmHXcajSRrRPH7B53DdB1SIu7v71tDztXVlXK5nH77t39bm5ubOjs70/b2tg3CJuu/f/++ksmkisWibWb+AVvFb585sMgzqarOzs4MD19fX1elUtGv//qv6/LyUp988okSiYQSiYRxEzSa8P0gPDkICRgQgdwvdzMSUCUZP3Djxg3DSw8PD414hfOZn5+3piU259HRkX0eXZvJZFJnZ2cqFot68OCBfD6fyYC5pnA4rGw2a9g+32Nubk5nZ2d6+fKlYb0PHjxQs9nU8+fPLWFZXl7W5eVg/CDPguppe3vbDh0yzzt37uizzz7T06dPLZkgUSF5YV/xLBjEXSqVLNMkuOMhjzwW7xlw/c8++8z2IPJMXqzNxcVFvXz50jL0SGQw2xb/JtRMCAbcQyCVShlJXCgUFIlErLsUmevV1ZXW1tYsIKNz9/v9Q3ARncAckq5clM5thAUEcVAHuAESqUQioUAgoLW1NYXDYZtb4fF4zBfn9PRUS0tLP+Ps+frrjQju0jXODF4F0eV25iGX3N3dNbIRsuji4sI2LAuewAq+7WLEYPehUEhra2vyeDxGokgDKSQHAi3Y4MBjY2OmDiALwOgMTNnj8dgMSUi3eDxuZDAPKRKJ6Gtf+5phfYeHh5YJZrNZeTwe22x0tUGcAU+43vFkvcilyJjdzk904VNTU5bZSrLJV5iJoZHe3d01GeX+/r4dkFQVLonm8Xis+7DX6+n73/++Wq2WQqGQlpaWhsgsn29gBcvwcTLxTCZjFgYEB4I9WRGqm0AgoImJCV1dXWl1ddV8aj7//HPjK7DedTNuGpK4r5TVIyMj9n2mpqaGyFiy0Gw2q9u3b5uuP5FImCkUQ7rdwIIlLmQ5n+/z+UyJIQ26Lt0GLWkAOfF7TB8iOEAY4r/CfiHgcCAhx0wmk6YQOT4+Vqcz8J+n1HdhUeBaGn/Yl6OjoxaQLy8vTbWxs7Nj6hvwYfbIxMSEJSV7e3t2z0ulkqlCqBbBrxcWFoa6usmufT6f+ei/fPnSzO3m5+fVbrf18uVLJRKJoSQA4jMej1t3LbNSaU5zZaHdblcHBwd2CKFpdxMskiKsE7DMpmqGf4G7Yf0EAgETirBH6YvBgjscHszIpVLmOoF8o9GoarWaPa8vjal/nUD8N/2i5EVqRtB0daEQVSwaNgmlFIsHvTCwDUQcpKz7gMDdaPclaKKkgYShkxSYR7rWmrLgwF/B6NgQbhdlPB5XPB63AENLcTwet6ySII/6xK1AUNFEIhFT8kiy7whh5XZ+ck0uzEKzCAoavtfV1ZV5swMVAXtwYPFZ8AsEJgKv3+83LLbT6ahQKNh3YLgAwYTrIvMDmkO5QWkKXMHmB9ohGxwZGbEDNJ1Oa3R0VIVCwQjns7Mzw2rd+4CED8jHJTIxgnM19dxrPHYI5Nls1uAg1oNL0rM23NZ8MjgOEr/fbzMNOBSAKSF4UZ4Ah+Dtnkwmbf2wn3gOVLmva+3ZI656jOtnPbiEMz0o/D7BHQ5hd3dX9VezByDJscbN5/PWRyLJgr7LffE5QDQkGO46d6usfr9vSRLQEXAubqro8svlsrLZ7NA+djtPuadwHj6fzz4XuIo+CY/Ho1gsZocOkBdwGp2kwLPAKiQ+wH7AqcQtpLPEHSSRqLXofQDurdfrJof9stcbEdyDwaAmJyfV6/U0OTlpmQCt/fVXgzHOz88Vj8f13nvvaW1tTVtbW/rGN75hC21vb0+lUknn5+caHx/XW2+9Za6HmUxG7XZbe3t7Rpz1+32DIIAC0F0TaDhFMQ67vLzUixcvND8/r0gkorW1NfseHESXl5eGv+Nxgx90tVpVo9EwNz+yHbKNu3fvqlwu6+HDhyoUCur1ekqlUpZ1k/Fx2rtEJUqFcDisUqmkw8NDI3fcwMpGAtppNBoGZdE4c3BwoJWVFdOsHx4eqlKpGAldqVQUjUatgxEMMpvNanZ2Vh988IH5znS7XYMeuCfHx8fa3t7W3/t7f0+ZTEY/+MEPFI/HtbKyokePHqlarapUKsnr9ZrjJ01OBEiqu4cPH2psbEx37941Rc0777xjAZBny2ZB3ifJsm+yeOl6zB39CRCXYKH7+/tmyUpg4sCbnZ21TO34+Ni6ayE566/sj+FIxsbGVC6Xtbu7qzt37iiXy5n6ZWxszMhipoqdn58PJRY8P+a9fv3rA26N6hUe4+LiQnt7e5qdnTVITZJNzuJesn6BZVAlPXv2zKoHpKIEbHyg+v2+5ufnDWJJpVIKBoNmVUzvhyTdu3fPCOeNjQ07mC8vL/X48WNrr8dee25ubqiSJLkjCWH61p07d+xA3t7eltfrHXIcpWeEwMy9brfb2tra0uTkpGZnZ7W2tmbBnoodeJe95Pf7hwZ9IDPmMAc6pJJjHZOouJ7w0WhU09PT2t7etu5skAN+jkOIbt2RkREbCPJFrzciuHe73aFhCfiAuxk5RCclGlmES6xBglAauTAFUi88MlxyDnKQDICMiQwYUoSWZTYUelyX7EMPzoZ3T2ukhGSiELluwxAST0g3yCHpuhORzQeR5Wa/Pp/PlBYQ0P1+f0gWB6PPdxgZGbGA5FYnXD9yPFQxbobLcyKjBl8OBALmKU+zCjAK0EA4HB7yFed5cuixwMFMyT65NvcAJgsnuIfDYdvkHFpUNnAIEHtcE7bTkG1YzCaTSVPvoNnGiVGSTZwCJiHT43m5gWh0dFQzMzNqt9tWJYHlNpvXhl+8L9+VtUjFQhMN2TjBtVarDamJWFfBYNA6sNk/brYMbORWbWSNHN5k0PxuIBCwrkx6BqhIOEhdPTrkI1UMmnEagah6o9GoHU68Xj+s3B4FuCsSAPbG1NSU/T73h2fEfidTJ55wuFF9Qna7a4YqhgqOfc9sARRXNDdy3+ilabfbJmFutVrWwUsXPtApSAY4P88AJMDdq1/0eiOCe7PZtBFctNEfHh7K4/FoenrazO+3trZ0dnamtbU1I2SOj4+N6JuamtLs7KwkGcPOg2bAMSUsY86Q2ZFJk+m6GF+xWFSv19P09LQ9WKxp33nnHTUaDZVKJQuEN27cUKlUMqycjeha0/r9ft29e1cnJyfa3Ny08u6nP/2pQVB4l4Cvv+4ngsyLa6fbkkwdKWK/37dKpdvt2iQkOjZTqZSx9NI1qw/OCpTEQmT8IOPz2HSRSMS6J7/zne9ocnLS2rJp7AkGg5qYmDD8+Pnz50PKEnDYk5MTq8oIppTwlN8kAnQquvJJguX+/r5yuZwymYz5o+zt7dmhi1Q2kUioUCgYsUs1uLi4qOXlZX300UfqdDrmwVKtVo3sisfj2t/fN18bhpjwcs3Ncrmc5ubm9Jd/+ZdWNQBFMdEeHJtNTwbpBgpUMmx81jJ81PLyskGYBGzWdbFYNFJUGgQ5BpZ4PB7Nz8/bd9vZ2THoQro+/N3GK9dJlM/C3pnEwNWYX11daXNz04LhwsKCQqGQ1tfXbbwg/kJU0XBuLu8FKUxliRwWgvk3fuM31Gq19PLlS6tEXr58Kb9/4ItD4CYZpJMUi4Ver2eVIjyVxzPoFAfyWlhYkDSQ7yK2YH9hWeDq7re3t5XNZjU/P6/9/X3r4r64uFCj0TB11MOHD40XRCkI9MesgF/YOMzj8fw/Jf2OpFK/37/36s+Skv61pHlJ25L+y36/X3v1d/+jpH8sqSvpv+/3+3/ylR8gKRKJ9G/dumUbjczh4uJiqEOVrMD1tVhZWTGtsYtjUn4Dg7i4HVhfPp+3KeIEFWAhN4NJpVKmtIEs4jNWVlZMq0rnXTQa1cnJiflIk6mMj48bGUSGz4lN0D4/P1cikbDpNZSPYM+v449uUxSHUTgctk45SsF6vW7NIQTtSCSio6Mj63rk/rER4vH40OY6OztTPp9XMBgcco8EawVnbDQaZm6F+Ve5XLZMHKUTfhrdbtc2CRLATqejBw8e6OzszPzFPZ6BRTHNJbySyaQZqLFOlpeX1W63tbu7O8TbSNdeN0gJ+TumD62vr6vf79vkqnQ6bTYY0vVYOg4vSdYgxoZm+pGrk06lUlblAVNdXV0plUppfn7euoRfz0CpvMigye6ALkKhkPb29nRycmJZL/4pEPuRyGCoMjJHMupOp2Ombd///veH2vc59KgIq9XqECcD18D34PDmACBh8fv9Oj09NcjC4/GYZTDZMl2m3CtUcMCQ7COPx6OJiQnr9Nzb2zPHV15IL3O53M+ooVzjOch81nQgELA/gygl+OLnTpWNzp1qMBgM6vT0VCcnJzaBjXtzcXFhzZbPnz9XNpvVwsKCJYhuhYc5GgcNGngO0nq9rmKxaNXKw4cPv1Tn/tV5/eD1/5L091/7sz+Q9L1+v78s6Xuv/l8ej+eOpP9K0t1Xv/N/93g8Pyswf+1FqUE5cnx8rEwmY54iBBZKHwIRnWR0xpEdu52FkBboQ12CE+jC1c2jjqBMRBGQSCQMwkASCZ6I/hQYhQYZt7vPPURZSK5drgvPjI6O2nRzGksgaVjoVBhsdmAINpqLmUYiEXOoJFOEFCMLxrMGfM/vHxgfAYfwDC4vL3V6eqqDgwNrnnHvI0qNRqNhGKRLxnEwuMENxz1JFtiBziDEer2eZUsYQ3HPuC9omXu93lBXKhYFQGdsHjzQ/X6/zs7ONDIyYqZPcAN0REYiEYMdqC7RbVNqAxOgBDk/PzftM/cVrbgky2zxNWct93o960cgWWDtErhd5RQHFVAFyQ+HKP0SyC959m4QZj0DUXBI8115vjwbAhIBlwyYtUhiwD5FqeT1eofe0+sdjK0DhoDY5TlyCPH/QEySjChHDcShyL9xhAXOY/2gf+d7AINR9bLHiDfEEdfig7VbqVRUrVYtvjSbTYNeY7GYZdjca8hR17iQZ8U96na7mp2dNfUUSabbKQ7H81Wvv1KHqsfjmZf0x07m/kLSr/b7/aLH45mU9IN+v3/zVdaufr//f371c38i6X/q9/s//ar3D4VC/fv372thYcHcHVExELCAE9yMg2DMwsIYC5Izk8nYgn3y5IkkmSHZ+fm5tU+DBSNrZLGzKKenpyVJL1680NTUlBYXF40EcluGZ2dn7ZTHcArIARKMBUTpyiaG4cdfh2YpCBzghPn5eSWTSTM3evz4sWVetIW/bmHabre1s7Nj74nNbKFQsEORTIhy/uLiwqRWqVRKh4eHOjg40OTkpHW+wocAQRQKBbMuRfKGIgdijEUKpru3t2fDP6hiCEbAAfi5eL1e7e3tmZfH4eGhTk9PjRAjayKjC4fDunHjhh1c4XDYgimbjQBRKBQMSqARxm26IijSfs8GpvOTBAFJKt89FouZtQDB9uLiwjY90stKpaJbt26ZuoeDi4x9dXXVeifoF4DYkzSEdXP4k1zAgYyPj5vXEknL/fv37dB6/PixvF6vbt26pWKxaP+g1OAQQdq5sbFhpCq2B4yzpHokKQDzhmR18WICMGMQEU94PB7duXNH5XJZz58/tyoC2WG/39fNmzeVSCQsiaB6CYfDdv+YN4uXD2T8zMyMEomEHj16ZGsulUopGo0OyVbdKpmGLhJJeK2DgwM7COr1ukKhkO7evTtU8Xo8Hr18+dIqyWg0qkAgYHwTvI80mAxWqVS0v79v/AZW5ujsz87O9MMf/vBvvEN1ot/vFyXpVYDPvvrzaUnvOz+39+rPvvKFltzNgimhfb7hyepgqy5Jwc8howLGoPx01SG82Ix8vmvcT7AmCHOAuKQpn002QiZH1sMp78IldMS5RvtsRKoJ4B7gC+na98O16yWLAzJqt9tKJpMGd5AxgkOSVYPHo2ABluCggyAlwyeL5DsCM2DJzHWQkZE18wKyQUFApk1gRCooXQ9X4OCGN5BkjVw0fVEFkIVKssODwAxeTxCllKXiuri4sECE4RiHHFCai+G+3lnIenIdMrnfZI9kYlRIEIaIAFypLgeJ+28qSj7ffY7uemAtcZ/5bn6/374PZKsLJ4DLc499Pt+QeR2VCwkKUj2yaDJiV6DgihoI5BwCLvHJ7wOPuaQtQ3VcPJyM3bUH4L0I/DhbAvmwt6lg3Pm0VM4ETxI8j8djazj+ai4ylSd7yuUx4EPoZmYdU4WSZfPceNbsUapY9iJELjGPOEI8cKuOr3r9TROqX2T68IWlgcfj+X1Jvy/J7E1fvHhhJRmCfzY+uuPT01Pt7+9bQKGhQpLpRzOZjJrNpg3PoBWYB8OBQGB1x9lh5oNeNplMmvufc+32ABuNhlKplCYnJ63EI1PEwoDWYdQQDx48UCwWs4wKI7T6q8nzyWRS6XRaxWLRSLNUKqVbt24ZcQduiDVxo9HQnTt3LMOPx+OKxWIm6WKTQFhR3hYKBQt67XZbm5ubQxKsbrdrDRdTU1PWrn7z5k2VSiXt7e2Zn00qlVKj0dDGxoYpBnZ2dgxTZjA2rpRURePj40NBgQPknXfeUbM5cKrEthUsn2HGbpAjO3fVEC50hLx2enpahUJBe3t7unfvns3NpOrigGT+rDSssAFGgfime9Lr9Q4pKVwoAlI5k8kon8/bOsdyFykmY9lIMF6HDAjAkHl44JBlTkxM6PT0VOvr6ya/m5mZseeysrKihYUF2xf7+/t2IBHQ6q/GBcZiMU1OThqMkMlklMlkLNhwEAKfuteMvDQSiajZbGpyclLz8/N6/vy5yuWyjo+PDT4l24cbI3kAZ/b5fFpeXjaBBCoYj8djnkvf+ta3bG2R0MGtRCIRbW9vq1qt6t69ewbZ4AtPcplIJAxaYdZBPp+3g1YawEP7+/uKxWIGlQLboT2fmJhQt9vV6uqqrT23Mx6CFdUYFV2r1RrSvgOjbW1tmeyZKgqi/Ktef93gfuTxeCYdWIZWqT1JeefnZiQdfNEb9Pv9P5T0h5I0NjbW39/fN+WBeypDqpBB03yBaoMGlsPDQ2UyGTulkbBx01xfaAIz5lZg07gVoi3nZMxkMsZ2N5tNra2t2YGBXKnb7drQatemgKyHMh0iBoLKPcWz2awFqPHxcVvMEH7Hx8dDeJ5bxaCUQHJ5eHioYrFoJSl2DlwLaot2u23yNIIGcBKwDKRsp9Ox6TqVSmXIWx4/EcgmFjRBHpMkF/+EF8Hugb8jGD5//nyoqYUmH3gNmoXIpMBrXfkeI8lc7gXNdiwWswY2On3RhEuyw4Ngg3IKy10ah7AEAA6D7OR+g5kSlIrFoikvyEYlGelXqVQsmABTgrvXXw2uAWojSEDKY5XBfSEYwDFRjSwsLOjy8lKbm5tWvXD9wA2BwLXdLBkolQ8JAQcSa4esE6mjJDugj4+Pdfv2bS0tLemHP/yhwuHBLGQmWEnX4zP5/m7DEJi5E0NsnTF3YXJy0jJyIJP19XUL4q5tBFCIKwV1SW6v16tisWgVE/s9l8sZhEilxLXDOdEUhW0Gfwb8F4vFhiy6uU/si2KxaEkv1+hObnLVR1/2+usG9/9V0n8t6Z+++ve/df78/+PxeP6vkqYkLUv68Oe9GRkwTR3cJLBKykMMlSSZ6RCwTaPRsKklbou5JMMbyfA52fl9NOIoBKTriT/I/yghXV2vW/oBc7TbbTPYR/sNpIOXDfg7ZTsPGGiIBQ5GTCMOE4qAHGjG4NoqlYpl6JA0qHO83uuBAhAxSOwoFSHDKFXJpNwmIhqRCOyuKRYlNouQykTS0AAOymAOAxeygGSTZOoX4AC6PiUZDIA6isOJICtda5I5YHh+pVLJlDFnZ2dmZHZ5eanLy0vz+oDQQtnU7/d1cHBgFR8KJw4ASmoqToISeC2Gc6enp0MwgCR7hpDcZOzABzwD7mO3OxgeQfbr8XisauQ+EqgYHs+eajabWlhYsO/MmgNiAB4gG6eSproCziSDZKIV+4skiBdrrlQq6b333jNrBjxZ8HMheEJUs4fZR5DfQEJUaFTseMRz7chhkWpygLmKM/YRECMVFaZ/yKO5Dni5k5MTw8q5Z3ynQCBg98jtcyCh4pmRZLk8HPeAtf863s+edwnxL3v93ODu8Xj+laRflZT2eDx7kv6JBkH933g8nn8saVfS7726+Kcej+ffSHomqSPpf9fv97s/7zP4UpQe3W7XiEAwYPTRBAcCOBjb4uKipqamFI/H9dlnn1kgTKfTSiQSZrJEdu3z+Szz4UGTSdKJyJzPg4MDw3zxtFlbW7OTm4WGoyNa6EqlYs0saKOR8E1MTGhqasqw/8ePH6ter2tpaUmJREIez2DIwPT0tGXkeMhALhPsOCCOjo7k9/u1sLCgeDxuEkQCRblc1tXVYNbpyMiIpqambHgFnXG1Wk3z8/O6c+eOHj9+bHggCpd8Pi+fz6dHjx5ZebmysqJQKGQeNJlMRk+ePFG9XrfACGHKM+VgAJfE5pZSlG5UgonbaQx2Lw0yYyYh8Z0hqF24joAfDoc1NzeniYkJxeNxkzgeHx/bLNxPP/3UvD44wAuFgkKhkGZnZ1Wv17W1tWWZE4Q0XYOQ7Bw07s+RrZJd8h0k2aYFw6YqcIlSSdb3QZnOc0kkElbRgGO32209evTIqkPW6l/+5V9aUMrlclpYWNDW1pYdmhwGHPbc72KxqIODA+vT2N/f1/b2tmZmZiwxgvCWrjX0IyMjisVievLkyVAwoxLALgA1G2ICrsXr9VqltLu7q2g0qvn5eZsfTPwg6MJ1dbuDaU43b95UNpvVT37yE11dXVl1cHp6qt3dXfn9fhvzd3FxYSQ+5Cl8YKfTMeITO22+Zy6X0+TkpDY3N3V+fm4ur+l02tRbEMqMzORAyefz+s53vmMV59jYmE5PT4ckuOyL09NTLS4uGh/wpXH15wXefr//D77kr37jS37+f5b0P/+893VfbHokVSgFKGk5uZHNufJC1zwffwYCfywWM8iBUp0MIBQKmcyPzIVyU7r2SgFXJUN2Fx+bg83pZuLAO5RQnPyc/pIMT+e0fl0bS5Y6Pj4ur9drD5nf50Ais3KlZ0i5uI98JzIJSCVKTma2kkGxscAuIRy5n8g3yfjJaMARyVxisZgFCLol+R3ukYsdshYoy/l5V0pGJgiMgbrFVYxgi3B8fGwJAsS22+nLi2DLmoM0JCMnyyJ4s9HIvAhYwC004BDwybiAklypJt+Z9+HZ8TtuJspwDVfJwf1GoUX/gbtfUGC5tr7wB1QzPDO32oCMxePGzUKBBOPxuB0kkLihUMj2Ie8B9MFnMEwG2STXABRL9QdhCYyBCo715/V6zZ6BioHqgfXLmuHeUiFwrXwW/1AdI1kGVu33+0NSTb4jSQsHLs+M6yej5/qAy9jLeMHDA7ixhf2B3TPyUfbIl73eiA7Vdrttk965cQxiHhsbMzwRU3yCO/hup9NRuVzW/v6+JBmGfu/ePR0dHdn4K2mQPc3NzWlxcVHPnj1Tq9UyPSpkGiU+kje61Aik5+fnhsnt7e0ZgYQXCkFTko2qo+vP5xsMXvB4PHr27JlpqxmusLOzM+Q3TkZRrVZtdiSZQzA4sAhF2kaTjDuYxC3dyNqAo+jaDQQCun37tjwej5WDBPpms6np6Wmbc/n+++9bpoE+npJxeXnZMjJw9zt37lhDF5mgJCNP3f+HuCKDc19kckAnlUpFMzMzGh8ft2yeLr9+v687d+6oXq9rdXXVZl9mMhnLXtGau9gx5B1Bmhd/z2EUjUY1MzOj58+fq91uW1c0Bzd4K52IZIO1Ws3gqLW1NZ2dnenevXsGKyDDhRR0cdnLy0sjKNkjHDKYg9VfzSFOpVKam5uzppdAIGBZ6OTkpOLxuD799FP1+31lMhnt7Ozo0aNH1kh2eHhoRCCeT4w+bLVaymaz6na7+uyzz7S4uKi3335bGxsbBh8xCQz7hpmZGRviAl8ADCUNRjJK0ueff27XjNOmK9XGcfIf/sN/qEajoSdPnpj657vf/a663a51GVerVW1tbcnv9yuTyejo6EiFQsGgQPbB6OioeUeh1Ov1Bj7uxB+qAZIIl9gkXpyfn6tWq2l1dXVoxCH77/79+7Z+WQ+QxiMjIzYmkC5lRkmynq6urrS3t2c9Gmtra2af/WWvNyK4+3w+U6aQCRGc3A42sPG5uTnLcMiA8IMYGRkxz/F6vW7BlEOAbIMMnGyfgAphy5xDSsdAIKCFhQU1Gg3D98iSUfIcHR2p3+9rYmJC5+fnBomQVcHc12o1qyDI3DiwyPAhqfjewBhjY2MKBoPmC18oFEw7TvcdBJsbIMEVXf8VpKJIA5FCgkeTpQKJAOdAWnu9XsXjcYNZyExdIg4YKhQazI5tNptWoeCr7pJoTOuhsSgcHrgOMs3o1q1b1qjWbA5sK8gcgUfC4bBevnypdrutyclJuwfgsa6UFtjDVeHQ49Dr9ezawJ45zFijcCFkXvizoP54/vy53fvLy0vrYibzl2RZWrVatS5f1grYKuQu3a+BQMD6GlxCGcng4eHhUCcyfAhdtBzCJAuRSMQspoEKsCpAcspBjDvirVu31G639fTpU4Mx4vG46vW6Dg4OjP9BDirJvJ2CwaDxGCi6qtWqer2eVTadTsf2HP74Y2Nj2tjYsGBKg9/GxoYRtzTsYermNgdSfbJ+XLdQsmq08S78GwwGTUwAL8Q69vl8NlsW8hmYhkQV6AdhAdeEzn1sbEypVMpsFxAaUL2hpAHVSKfTSqfTRiR/0euNCO7oYF1nvtPTUyOnKL8o19LptGHV2H62223LGsB3q9WqkZJsUOl6HBfB3YWDwD3JbikJA4GBT3in0zEfGRYFP09gds3ECCJMhoGMpCyFQIPw5DCDS4C0QiMPFopc7vT01NQ5jUbDiGHpGsulc9bFB7mfEMqlUskqEA4bAj+ZdK937dqJIZcLMbD4IRu73YFREl3FEMuhUMgCCCU5ZTZ/H4lEDN9Mp9M2yGJiYsKy1KOjI7tPkkwVFQqFtLOzYwc7B6wrc+T50ZxDNyrZMNUbAYHrRQMOGc2zhbBjghCNPY1Gw6oFN8gRYFwogHtGUx3QCOsL6ICDhIyRPYOGvt/vW7UCLIFSjMllrNdg8HqmJ4Z3yDGxhyC75KChwkFSWiqVlMvlrMsVEpdADjwkXVdgQKZUvJiZUWVgvQA8CI8SDodtGhQWC9z3RqOhg4MDW6solgiWCDP4DBrYULxwH7nfEPI8B9Ya0BhcALJkKnviA0kJHcscdHBAcGZ4KWE+R7zjUEWIwN5E1//z1DJvxAzVSCTSv3HjxlDLNyfq6OiobWLmNLbbbcXjcYVCIZtQk0wmNTc3p2w2a3giN5uNSVcnZjxkIMlk0h46WeHMzIzK5bIODw+1sLBgJBcPADyNgALBQ8a7v7+v1dVV27hg+7QyI4UkiLKwpqamhjgGj8ejGzdu2CFwcnJiJX4sFtPKyordR4jHzc1Nzc/PK5vNqlQqGQYI7IFnPQMNWq3B7NFOp2MdceDSXq/XSGYaM1DQAK2gDDo6OjIlAJuS5o1wOKxcLiefz6fV1VVbwODbBEOqGum6gYRDwev16ubNm2o0GlpbWzN5K4f45OSkyuWyzs/Ptbi4aHjm3t6eyuXyULcuwyDIGsnMea4jI4NpRUdHRzo+PtaDBw+USqU0MTGhly9f6vnz5xbMRkdHlU6nNTExodXVVSPayPD5Dq5PEqR+NpvV5eWlarWaKZtevHgxlPD4/X7VarUh8zaSFrqpsTu4ffu26vW6Hj58qEwmY0qhcDisTCZjkAVeR2+//bZVhYlEQq1WS9vb26pUKqb1TqfT+rVf+zXt7u5qZ2fHLIvv3btnJml0Fq+trVnAnZmZkSQ9ffrUEiQSGOaW4jHT7Xatf4PqS5IZA8bjcXvecG3RaFRPnz5VrVbT1772NeszoDo6ODgw/mpubk7xeFyPHj2SJPP9j0QGYx5rtZref/99O+yQztIdDt/FWmUvYUvCtC5gZNY2ChrEDr/+67+uQqGgZ8+emXkbpn5k/J1OxypEqnAC/Pj4uCYmJnRycqKrqyt99tlnb/YMVV4EIJd0I+uSNIS1k3nzd2Cu9VdTSwik4MaQTiwa8CzkcWSXX0Tetdttk2dhB8DD5USFwHGzcRa0JCP6IGHAdlETUPaimed7kyW6RBuyNTIHgrdbcnI/ySwo8dxOUgIm+v5ud2BrDK4NZEF1Ao7Kd6MaIHN2JXIuIUQQ4prcjIPDD7KOasldE1RTlLUQZVQY3C+eF9+LrkG3eiI7pHpjXZEVuyQzFR2mWN1u17JWcGfpWmLJ3wWDQbtG1iwQD/cR0oxqEcKSygHZI7JSghrfTxoortgLSFr5WXcuLc+GZzEyMmJ4rVtNuB3beNYAtUHs0jQGJMn946CnugRCctcZBx7/7f4c1+/uE5dMRa7L+1Ehs29QzLh22+5+ofrA8gNNOffPJYPd66QSddcspLKLKlCF0WchyeIL60i6JnzpwOW+c+9J6jjA4vH4kPQT2IyD/qteb0xw55TDmIqAIl3bi4JzRSIRFYtFI6jA1ejUY2J9KpWym720tGR4Hg8kn8+r2+1qY2NDiUTCuu9arZZlgL1eTwcHB9ZkROcejTRPnjxRs9m0oDMyMqL5+fkh+RJlIBk5xPDS0pLq9boKhYK+9a1vaWZmxnzEue7Ly0utrq5aw8Xs7KzJOj0ej7nYtdttzc3NKRKJaH5+Xs3mwO7WNfqH4EkkErq4uND29rbm5+c1NTVlBNvKyopZ19L9W6lUlEqllE6n7RmhBSfoEKAJ7FQ38BcTExPWMZxKpcx8jE3swmFgxNx/SeZBv7GxYdAc8kyCHjMmwd9RWHCg0KZPU9fBwYEpg8CKwc9RvZDFeTwDJ8P3339fDx480He/+119//vfNy+TUqmkjY0Nzc7OKpFI2IAPNjPXnEqllMvltLa2ZrwEKgv0/LlcTqenpyoWiwYhMciCe9XpdHT//n2Vy2X9+Z//uXWjAuncunXLqjyCx8XFhcbHxy3bpPuYgxWeKZvNmshgc3NTFxcXevHihYLBoLLZrMkckfhCYtM4yIsRjiQp7XZb2WzWYBDgoN3d3aFRi26z1eTkpB22+L8cHR0ZBzE1NaWpqSl9/vnnSqfT+va3v62nT5/q8PBQuVzOMme6j5eXl3VycqLd3V2DV1DpzM7OWqDHIoQqjuYpYJdoNKqxsTHjlBYWFqzzFrJ2ampK5+fn1jjVarXMyhebcYhS1j7EdTqdNq+njY0Ns8xut9vWXEji8KUx9RcPy7/4C8IR8gwSLxaLaXl5WVtbW6pUKsaeQ64BLYAnuvKyq6srff7553baowCYn5//GSfHlZUVtduD+YuUf+iigW38fr9hgwQ2gi+ZjyTD5P3+6yHSWBeTCVBxNBoNg4YYIoCOHWI2EAhoZ2fHdNw0pkDIuI1akuznwO4IDmStcBGSdPPmTdvQSCGPjo6UzWa1srJim87NTMGPd3d3Dcfkeim58QJn4XIQ37x5U+FwWI8fPzasGOy1Wq0aBkxmyBQiZIXI5sD6q9XqUDehNNCAA5WgzydxIPuig9Pr9dqcXQLfwsKCHVb4w0ciER0fH8vv92t2dpZy2ORyjDsLhwcTsMDPybx4QSID/3A98A5g6GR5dEKSoQHH0MFaqVRUqVRMSRMIBKzyAOZiDfNcKpWKTk9PjRdC0dLtdrW1tSVJVqV2Oh0TOhBwq9WqTWdy1RoE9VKpZLYEruqJyph7w89xkEqyjm3uJXgz8Cx7lg5hLKvpAJUG5n6BQED5fN6at4A2JGl3d9eqKlQws7Oz6nYHc1O5VzSnAfVhf8G1kZHDH21vbw+pqeD4RkdHlUwmlcvlrErnoAVaYU02m01LMl15KIIGKhLXeO6rXn8Vy9+/9Rd4rjTIqvhi0WhUc3NzFgAIZCwaHno0GrXmIrCyTqej7e1t26C4xmEljHmW1+vV9PS0vF6vjo6OrBWdl8fjMWuCk5MTVatVHR4eqlQqWWBwddpoeTudjm3si4vBKD02FlpVsDTIGjB+9PeJREJTU1OG3aJJxr6Wje+W7dwTt4Gn2WwOkaJ44U9PT5sRVDQa1ejoqOr1uuLxuB48eCBJdoigZOEgBZJyiVrp2gQu/mqoMAqlra0tjY+Pa2pqyqwLsHBw7Q2k6+5jAjsSvE6nY5JVsiqycrKwaDRqGRvXL8kCPp3AsVjMAhJSRL9/4FEOZosJVDgcNplhOp1Ws9nU+vq6QYcc8KiEqCAkDa1JujnJaHmuVDYcoii26LhmraPi4FA9OTkZMrXjH6AnoA9JplnHphaIwl2/ZJ5UMKh7UGYEAgHr8EQeSns9L2YQcF9fhxhINGq1mvWkUI1zqNK0SJcvVTxrhOoO3orhI9LAmRQinYY2FCa4b4Lzc/gTE9wqCyiEZ+BKTYFbWO/9fl+lUskqQw4meDb8hKampmydcj2sT/ZXNBq1BjtsOUiEgOQ4eP6zIFTD4XB/eXnZTvFAIKCTkxMFAoOBGwzfTafTFizAWzHs4gvT1AIOfHR0pHq9rlu3blljBdJIysNarWaTZPDmRhWAfWcwGBzqskRLHovFdHp6ah70tJizOGHLCYadTkfvvPOOYrGYHj9+rHA4bN/LxdfxnwgGg9ZSDqREhky56zZxjY+P6+bNm9ra2tLR0ZFNkD88PLRuXToRyebI4i4uLrS7u6vl5WXNz8/rj//4jy0QuOSpS45KMmioUCiY932lUjEdPPwH0rRisWjB6t69exodHdUPf/hD1oKV3JVKRdIg2LvdgXxf+BA2cLM5MBYDi202m6asoLwOh8OGJyMZ5GAlgSAI0VY/MjKicrlsByqYLLLUYDBo071cmwsgEPoQ8LFhfaL4kmTPstVqma/I5OSkdfDevXvX1jkBfXJy0gaXEERdbyY4mYuLC6vo+CygPAQBHMit1sAYK5vNKpPJmFLpP/yH/zBE8DKzlg5VAhtuob1ez6YZQWIGAgHNzs7K7/frxYsXNgwEKOndd99VqVTS06dP7XMw8mu1Wua/T1c2sIY00JH3ej2zGXaTHrqHwduRC+/u7pqaq91u29zXVCqlb37zm/L5fCoUCtYZXigUrHMcmKlQKKjdbg9N3srlckOd6qyNXq9nM3KRzPIC26fb+4MPPhha+/1+3wznSqWS/v7f//u6ceOG/uAP/uDNJlTJ/CA+WfhoiN2Tm6zEJT4kWZnLopCG52yiBXflfmTvQCZuy7PLdBNMc7mcTk5Ohko0ZHJwAmTO/X7fFhIdcARkrp2APTExYaoWoBvKOkpI9OPAH0j8MLtypZxsfpf0pPMV9Qo4fK/Xs+EkEJqUfrwHEIfbqcnz4X0laW5uzkgflwjn8yBjOYQhydzORwIYAYIKzu0MdBuNuP8QohBhZI2sESSEdEWymfAQAceGj/kikpCymKzX7VCksuA5c30uuQ0u7d5D1g2BiN4Bn883NJ/WJZshHIEpSFpQGRE03AY29oPb6o8SimfOMyArBt8nEUBJ4j5b14OGe+YKErgW7hUVjmvK5hKv3H+SHb4795a9zfNmv7vrn3vBfnPvA+/J7yaTSePAiBH0gFCxukGYioVrpGrkvvCcaIKk8mSdcH3AVSgEqYa4V3yme/0kF0ih6fb9stcbEdwlWSMSi0i6vpHxeFzJZNLIinQ6LWnwgOnkOj09NftRDPJ3d3eVTCaHxmhhx4n9pzSwpXW18gQ6t/QZHx/XnTt39OTJEz19+tRMm27fvm03H1OvpaUlnZ6eqlQqmZsgGTAj4ZCZZTIZ3blzx7xnpGvybXNz0xo1uAe0Hd+5c0etVksbGxuG43If19fXrWmDQI0FsSTrhl1ZWdH6+rrW1tZM4w3fwaaKRCJaXFxUtVpVuVw2V0L8bsAyk8mkfvd3f1cHBwdaXV01XBY8mv/udAajxNicW1tbxlPgCkpGyZxSfN1HRka0ubkpv99vxDaNLWiHydo3NzdtQ6FBf/Dggbrdrra3t62y4hCNRAZDrpExUkWBhRLwR0ZGLKt9+vSpZayuMsbn81k3LHi9JIOzgG08Ho8WFhbs51A23b59W3t7e/r000+t27NWq1mywXrb3t42dQ0VJQS+e8C9rpZibcC17OzsmAVyJBIxoUGpVDLZ47e//W3LQlH2vHjxQuVyecgaeX9/3yyrNzY2hoy6pGuc/sGDB5aISIPA9eGHH1pC42r3ga+oSNgjmUxGiURCodBgvjJ+TmT4bkOiNDiI1tbWLIbk83ktLS3pj//4j9Vut5XP523v/9mf/ZlCoZDu3Llja0EaHJCQseFwWDdv3rQGQjg09PtPnjyxCtxtoIMzo1nt61//unXUVioVqy45KHm++/v7ljT89Kc/1V/8xV98ZUx9I4I7gv90Om0lK0QKGmskQpzc0uDBw0jj1uc2LZGpu1gkhwhl2OjoqLLZrGUufN729rY9AHToH3/8sU1KSiQShtPDjEMIsQHIUug2vLgYzPnMZrNGejabTT18+NBOYbJKIARXugn80O12Td/PdbvNMJR/iUTC4K1sNmsZEJlOuVxWv9+3yTOhUMj04cj9CLQsNIK2+wxQamxtbdksWgJqoVCwjPr+/fuGX6MigDSmeqITj0MemGdsbMxglmazqXK5bJAJBwUulhxUQC8ECIziXOtcsjyqmqurK2UyGXtPMiq6VsGjqQToXIzH48pms5ZdE+TAycPhsFVz4M6s+263a1guVR59E2SmXCfZud8/aKunAgAnTqfT1vwGpMNa5TmQLVLRJZNJS5LIoMkw6e8gGUGswPpADEElxnNiZi6TpcjOWXs0EKH9l2RQBURlMBi0DmMyYldaigyZrBsFCyIBlDpg5cQH1HXsOWBR9lmv17N7iNcSz4kqhiybap+k5PT01DrFqdqurq6Uz+fV7/f1+eefKxQKKZfLGbT7/Plzg83YF/SMkPB4vV6DDokdP+/1xgR3WGVKeh5YMBi0TMHVtZPlYMvq2hUQUMPhsMrlsmWMvC+bmNmcDHFGK0vWiGEYsASe6GxKj8ejcrmsqakppVIpO+F5fxYzWGWxWFS5XFY+n7efPz091bNnz0z+50IGLlHIocEmJdtOJBK2MKXrRc+hRSdpKpWyQw6oAYVOPB63TZbL5UxylUwmhwy1OGypqMgEseMtFAqm4CA753d9vsHAhXg8rs8//9wOpWg0aoQ414clAeQhMBeHXavVMn8Pngcdt2ix2XRuty5DXtBvSxpSO7G+IKSxxwWKoSMaT30GF9NQNjc3Z1USHj1TU1Mm46Tr2uPxmCyVphcUH2TleA4hw9ze3rb1K8lIcAIOqjH07RD2KDD4TJd0B3tHIQaMQEMUoyibzaYNj4c38fv9Nq6RPo1QKKRsNmuVwM2bNw0jdxMPlGL1et0ybaAGAjB7mBGXNCIityVRIRhz8FCNeb1eS55o0up2u7px44bxKUg42YtIbzmskF/GYjFls1mTjdLERN8LYgfkitieAAHSdIk0NxKJKJlMGs+1sbGhTCajpaUlM7rDD59DgvdCCYXlxFfG1TeBUA0EAn1ICF40AEWjUcNaz8/PFQqFzMeCzr3R0VHduHFDm5ubOjo60oMHD+TxXJtg0fVGKc4BwFShbDZrpAkl6aNHj0zj/Mu//Mvy+Xz60Y9+ZJudjBA83vUKcYmr16WSZP1+v1+Hh4d2TWR8JycnGhkZDOEGO0+lUrq8vNTBwQH3S7/+67+us7MzffLJJ5qamlIikTCDM0lGYFKeoyiAoPH5fBY8w+GwDTRgU9TrdXuP+fl5ra+v68WLF4aVSrLKBq8Tl6QjU0N9w/ehJGXduRwJEAgKops3b6rVGkwrAsogiLmdsC5+jLwN0l0akHxjY2PWsQgp7fV6tbS0pG63q83NTS0sLGh2dlZ7e3tmGAckQCfwixcvzItoeXlZ4XBYp6entgZisZiurq70wQcf6M6dO/rlX/5lffLJJ/ZcJQ3h61QrVJOoZNxOSa/Xa8ZrbGz4pGazaV29ZO7Y6xIAUbMEAtcj3WZnZ02KSCPRT37yE5O+Ujm+jp9TZXi9XlMlISLg+mu1msrlsnK5nO1TEhbkrS4xDhdBwKTzMxAIqFarGTlZq9V0cXGharVqKiMOeHxcsEIYHx9XsVi0KohAf//+fV1eXurp06c2TYlM3FWlUD1yv4GLWKMzMzOanp7W8fGxHTD1V5OYvv71rysYDOrx48d2mOJa+fz5c4VCIY2Pj1ui9Pz5cyWTSS0sLNhUsU8++cSSN+If8loO9W63q/X19TebUJVkpAwZIi5p7mQdt6OMoI0SADyOxQfOyOLjJMWsCGLLlYuxsMjyCUAcBm6XGH/ndqBx7QQVYCCCFZIvN+tgo1Nyt1otk/lRhiKrcrtnIVYh2Ah4/L0rheMfiE0gFhp16MClMQvpGgQZgZrv1O/3LZvgz4DRIBQJVrR4k5m5o9T8/uuxcbRgk5UBlUCy4abHUGgITt6LRQ/OzN9zL8m4kJ3yPHgP7hnwiUvmSdeSUH6GZ486CynbyMjI0GGOrvvi4sIUFSQEZNeShp4xGSRSQDJlVEd8fw5GAjZrFzklP+d2B8Mjuc/R1dKzfsguXcktQY4MHPzcJSL5Pq7CCsIQUpTvzeFCUgE5zvPgXvA7SC/Zf1wTexnIkftOdUL3KR2oPHuXW+Mz+X207DwTtzp2m7KIT9g6u6Qq78v+8Pv9Q53D/JvrYp/xXIAm3Ua0Tmd4dORXvd6I4O7KtCiX6bD7/PPPDWLBU2F9fV25XM4kjdIgoxoZGbHmm0gkovv371vGjoHTwsKCnj9/rrW1NQUCg/mli4uLQy52lO6oKA4PDy1YusQO2aLbAYp3i6si8fl85oUDZgkEQalGMwYBkqyJII+LHpjjRx99NASTQPiwOSFxwNXJ0P1+v0FZoVBIhULBOkV5LS4uanZ2Vp9++qnOzs60v79vzSMEzfHxcTtAkY+m0+mhxql+v2/ZKgoR/pvPcy0TyIrQwK+vr5tED3IX6KvZbNpwFnTpZO5er9dItbm5Oa2urmpvb0/f+MY35PMNbFXhPd5//30LypCdbPjR0VEjuoEe0um0MpmMotGoBZ7p6WnrT0DfThBGJtpsNhWNRs39kLWBCya+Lp1Ox6SvyGCBBpmHiizz9u3bVqHgAw6Jvru7a1j8b/7mb6rVaml1ddWGavAeyHrPzs60uLioVqulw8NDzc7Oan5+3ppoisWi7VUGpdNFCm5PFRWNRpXJZIxcpBpaX183x9anT58qlUrZYc1akGTTqiSZugxb45OTE929e1fNZlPFYnGoqs9kMrp//74F/Bs3bqhUKun999/XzZs3NTMzY1VlPp+3A4FnxnODuL66utL29ray2axyuZwODw+Nl7u4uNCzZ88kDXpz6G7d2dnRxx9/bPJLDgGC8ezs7JCqB1iIwwFXSK7BNa7b2NiwCu31e/eFcfUr//Y/0YuARrkYi8WMeY7FYkNZg9/v1/T0tAKBgDVASLKSEPIQuRenJlja3t6e6dClQbZ+fHxsWlIytBs3bqher9t8R05hAtTMzIz8fr+Ojo4sU3L9X6TrjFaSSaWOj48tcMP0Az2xoSORiEFQuOzREEFwJ4sn4AEV8OeQU2TQXAPKEnBFqhu3gYMDjYyBzKvdbltgYrG6BDfX5coaeW98V2jq4f3caoMmH1eeB/wAqYr23a2gmAe6tbVlGRsHNU6VrAnweoIaWRb3lmeJvNXv91sTHVkvhwBOn8y5zGazGh0dHZLtUTlSlbn+LEALvV7PfGQikYhOTk6sY5L3ocEJXX63O/AuRyPuHqL0I8CtYDcLb0DF2m4PBmTzc+DVNACtrq5KGpZ5wnlQnVAp8OzhblAAIQkke2Z9LiwsWOXn4v+8Fy/+fG1tTf//9s41tvH0Ou/PK+pCXUhRd5EUdZsZzcyOlfHa3jhOnfXaKdrYubg3FC76wWiCBAFStEFRIDEMtPlWpEHzqUCDFg3iFkmcGq1Tw0CRTZ2mXhj1ZnZnL6PRjGZGV2pEUhKpu0SJFP/9QP6OXo53Zrf1JtIu+AKDkSiJfP/v5Vye85xzBgcHlUgkzFAgoMx58GFd/7xTNiMIqtUyYQvByuEcwrTyk/Sow8QdRCH4nws5oampyYqlQaMEPtne3jYlkMvljB2GoehTRYGR6WDGOfVzCDAinzUujHCHQZBMJjUyMqJXX31Vx8fHikajlgSCUEkmk1YgDEubhaTinHPOWA0E13yrkPIBCHc0Oqncly9ftgxXBJMv3MEbV1dXDT7o6+sz6xyXy+cOk8xAQgW8646ODmMJIdhwW/1iXSgk1gzrG2HtZw/6LqUf2e/q6rIaJcAxWK14LASFUYIUVCuVSpYUBBaMa+hzdHkvFAewBMIDAQlj5Ek3l65PuVzOKIh4LX5WrySrEZTNZrWwsKDh4eG64lGbm5tW2bC5udmyFFHG0llOgy/cK5WKpbn7SpW4CNa1DxkyJ2AG4DLfW8MTI2EvFApZ3fShoSG1trbaOtD0HSWDcGePV1dXJcnweWBASSaEy+VqpU/6HPgxDzBqX1HjZWazWW1ubmpgYECS7Pxxb4BK+Bl7QU16gqGhUMja47W1tZlXNDY2ppOTagEslA77zfvi3dEG8aWXXlI8HtetW7csC5W4C3uDMJVkZ5vfg4pIcqR0FqgNh8O2jhiGCH1JdWylw8NDg02amppMqbW1tZny8e+jJMtMB33Y3d21NcdDx5LnfJBFjSdM4Bf83/c43lGuXoSAanNzcwDjxC/jKp2lore2thojwi+dSh1l0uebm5v16NEjc+NJ/WaT0KjACNAmaWKQSCTU1dWloaEhuwhE26kbUqlUNDg4qKamJuu+hGXf1NRkfRf90sMf//jHVSxWa54DbxDg8xuN3Lx5U/l8Xm+++aZu3rypwcFBzc/PS5IJYanKE97Z2dEbb7xhdew7Ojp0dHSkx48fm6XpJ8tweaPRqIrFohYXF03x4QWMjIxoaWlJy8vLunr1qgWeKe1Kr9ejoyNFo1H19vZahiRrjYKQpIGBAaMZcsmhKxI4bmtrM0FFTgACKBqNKplM2sGnDvfKyooJpfHxcW1tben27dsmqD/xiU+oVCrZ2nHRi8VqQwfiKFjSWH0wEqQzq9THW6WzFm7Xrl2zmitAZ1h40P+CoFqQqqWlRel02pQgPXClswbSrI1PXUSI+hRUjAjyGaLRqLLZrHXWgidNcJlzADWX1Huej2eGAurj9f39/To5OdG9e/cUi8WMnYW3iDGDpUvrSJgz0IXpPkS5C0oAEOQF7vDzBaSzDl1kX/t32fcSY7US3jTM4TW8mkKhYAF9ymvMzs5qdXVVH/3oR61SJ4rlncgJBO4jkYg9byKRUBAEWl5etrOCQUWAe2hoSNlsVqen1d7HxJAuXbqklpYWvfXWW3ZP8TKwzLPZrNVTotEHPXMjkYi+//3vX/yAKq4SUWECfFhAftlR4Aui3Fgb0lnZYGiIvmXoHxqCcH5mKfzalpYWa3yBpYulzIFE2EBVw6okKPgkE4Bgqx/wAa/Ek0DoIWxZC+bL8/FsaH1YFeDW/D2fjfBCWRHwhAqGddnW1laHccK5BtYi5gB0w3NizWFhYKGx7lj9PD8QlP/ZWNtYspVKxebEc/lwD38HW4USxXgACDRJtm+sN4ITt5u1JoD9JJcaa1g661/L+kMxRLmzVm1tbeYBMR9fyJJghUXpB9aejLf455bPJFjp7zHxJQLFxDOA5vznQIFxHrEWpary4s5xx7Bqw+GwnXOeCa/W97AkmSGCIOQOcqYkWYlrvufnWLy+4eTTFFlrzgTvD3SLvGDw/MBj7MuTxq3vnftn4Mnf9WE3Arq8P+sJ4whDBmveF/48J/ERPxHu5OTE4B7WSTorEvhuVMgLIdxJyBgcHDSq1Pj4uKTqQSMoBQb/kY98xGCPhYUFVSrVOhYzMzNaWloyl4ZKbL7L47NHfFcbHBQI4vbt2xoaGqrr69rZ2anh4WGlUim9/vrrOjo60nPPPWe1Zfy0eQ4C2Pe9e/fsEHB46Qo/ODhowbjl5WU5V61fkU6nNT8/rxs3bqhSqVhrPSpetrS0KB6Pq6+vT52dnZY1inUEnzcajWp6elrpdFq5XM6gFYSpn5BCsHpqakqLi4s6Ojqy4BIYL/kFPT09Fgza29sz/jplixHmWCBXrlxRZ2enZWxikVFjhsQSXOPBwUFrhALfGvw4mUxaDY/79+/LOaerV69apUj2gbMVjUa1sLBgsAB7ev36dVUqFauLQxYsVhYKAUUEJ7xSqVjjEjBgygVztshvYH6f/OQnLRmNWiMTExMGZ3zuc59TPB7X/fv36yw09pb1pAyvdFauoaenR8PDw3auMpmMrly5osHBQc3Ozmp/f9/KIpCZipCASTI5OalyuayFhQUrSsazU1Ctq6vLzgXKtFwua3R01Lj8cNjT6bROT0+tcxoGiiQLFOKlYNmjtPEs/AGcubS0VAd3ogyBg8gtAB7hLAKN4klCqCDPhPIZBORLpZJ5kUAsxDDIz8jn8yoWi1pYWKij90YiEatBs7m5aey/jY0NbW1tKZvNGlVbknp6eqxtXrFY1MTEhCmhpaUlNTc3a3x83LLLFxcXrYrnU+Xq/7dEfh8HQpZqhVCgwE2xTtlQ6HQIUYJpx8fHhmXiXqLFWXisPqxBBL0PT0jV6oLgsGhlIAfKARC4RFD6hchwqSlHS4DQd/2ksyCiT1HDcg6FQhbNxwrGU4HSmc/nLaAHhi+dWTKUK06n0yoWi2blRyIRS5IBzsEqIknH7yjzJIZITIPWY+Vy2doQnp6empBjzVnfUChkCoOA2P7+vnWqgaMtySxdWEiSlEwm7dADH5DaXSqVNDU1ZTAbQg8rDu+BMrbSWYwAL6Dd66Hq1z/xLTcwT2htNE6Glsiaca5piQa18fj42PaF/YxGo+ax+CwUPyvVhz1gK0kyuLJYLBqtFu45dZCojYTA8y1NvNG+vj5bb5QZiW7d3d3GMees7u3tWXbr1taWzYXKmCRvYfVzL/3kIzyjSqViPZRJwiPJh4QmrFm/+qJ01ogEWip3BmsYqxnoh7MFjOjHNJAXPg7e29ur7u5uPX78WJI0Pj5uHjYQ1Pj4eF09I6DifD6vjY0NkznQdKmEWqlUrEQ23h7GIkoJ2NWPC+FFP2tcCOGOEKDuwunpWccbNCmsEEkmUBGgBwcHRpujHrxvSUFrlM6KWBGAYkP9TS6Xy1Y5UDrDWAkIdnd3q6enxywu5sjB8tvN0cIPFgDPgPuPpTswMFDHYYabL8kUHW4tFgfxAKl60PE6YCig7I6Pj7WysmKCHFx2ZGTE3MY33njDOljt7u5a0g2WHhYQyjAIAkt2Ir2+v7/fChr5ZXn9JDKstGg0arWy9/f3dXBwoFgspmQyacJSkgkb1iWVSmm71j+VPYSCWSgUdPXqVSUSCf3xH/+xVQAlOIwy95O3FhYWLAMVtgoQH3VtaLVG6WbWAtgIIUENGGiTnN+hoSH7PBghyWTSqk0CK25tbSmfz1smNAwyLjHQF94S2CxrTk16IAEUIPWZLl26pFwuV4c/E1x37qzCKpBkOBzW2tqaQqGQRkZGVCgUtLS0ZEyxTCZjwp24C+UlCoWCRkdHjTIKhOMrrmKxaFnXbW1tFvDdrvVtRSnjMQVBtXwDeSw+wUCSed8oMO5+b2+vVZeECEAQPBqN2t16EgKVZI22R0dHtba2pubmZl26dMkUlJ8Mh8eCV0MTFypP+qUboCmfnp6ax9jc3GzPh1JGEZC1zZxQXM8aF0K4n5ycaHl52bA9XHAWCI21srJi3GkYFfydXyiIjEk0MNxuvkegYlGDdx8fH1tz28HBwbr6FqVSyTLi5ubmtLa2Zpg1AhDL79Of/rS2traUTqftGU9Pq3XH4/G4KTAfr4O9wGdyQSuVijEmfIpWOp02/Difzxu7o1wuG7sIxQVFC2ue5smwYThUMJag9xELGBwcNA8GvNA5ZwE2mEqUN4YBUalUlM/n1d3drVQqVRcojEaj6u7uNmYKHs7W1pZRUz/ykY9YsgyZhPwMS4f6M/v7+9rZ2TFq3+joqGWZ4vFcv37d2C6UIyZABxZ6fHyskZERMw6y2aweP35cx39vbW21+usYDQhYvAIsOx8fhU8OhZfcCHIYeE+CqwRkfdro+Ph4HYWVEgkYJ+CyPk4Pbk6xO7o6tbS0aGxszIT98vKyzQtDh57A09PTlumMoqIjE/AWmb4YS3SjSqVSBtX5zw+WjVeXz+fNO2K9MUja29sNJpqamjLFRGOLtbU186h87xJhyRrBPQca29rasnpKJGBhecOMKRQK5mmWy2XL1I5Go8pkMnXsO+nMILl165YxcfBYcrmcERGGh4flnLPOYG+88YauXr2q6elpLS8vq6urS4ODg8rlctrZ2bFSDCRxPkn9fHJcCOEOlojrRGAR7ejT0Xw8m6ASEA1Wos8NlmTWLK/5AQ0CrryPT8XC1QeXxoLFMuDv/OClJOuxCk0RqAIXjs/1gzIoGj9gipXM4eGfT3nDVT04OFBPT4/9zF8L5o9XQnCG5/AD1whuhPCTWCnPiqBraWmpE0CsAXtEyQP2uLW11YQfkJu/T/w98+F88Ax4bLj8fv4Be8tFZj6sQ29vr7E8qCIJ9dQPvsPHRkFiqcP5h8HFWrGuCGCCzpw3zia/A8uDs8Oz8TXPgRECfMN6+1mQ/nsgzNgP3hfoh/dizj6BoKmpqY4kwJ6TYcw5oVxBa2urWckEyHlG6azhBTArc2YvOR8+zxslDBRFYBplgzHFnnHOga/4e4Q79EUou36ZD+aLUYX1Ts4D8/O9d4LvJETiNZ2cnPwATdn3OOHYswbcb5/1A1UWIxEvE0NPOvP6oaX+0LCMc+53Jf2MpPUgCD5Se+23JP2spBNJ85L+URAE27WffUXSL0g6lfRPgiD4k3f7jFgsphdffFEPHz60rDNK8+bzeV27dk2jo6PKZrMqlUrW+JrWbEAcIyMj6uvrq6sESCEnEjso4INA4VD77+GcM8uhXC6bFQOLhjZlHR0dWl1dtQ2jpgbvS0CTpBHcRIRGoVBQPB7X9PS0pCr+fv/+fXV0dGhkZMRS2u/cuaNIJKLR0VHrIkWZ4Pn5eUtM4VCAwzNHAkN0nCFJ6v79+1Zr2sdbeQ0hR8MT4JRKpWKV71pbWy35g8qGXOzm5ma99NJLmp+f161bt/TCCy9oeHhYyWRSm5ubmp2dNThqcXHRYKx4PK4gCCx2gfWOcu/u7lYymTSrdWFhwcqzslewUYgvdHV1qa+vz/jLlEBG4VJilctO4xKENW716Oho3dkFMvStRElGlyuVSuYFItAlKZvNWmcnBOnKyopdXM7jxsaGNjY2NDQ0JOecWZvELbAoEWQIkKOjI2tcwjmGlFAqVWu3SNW2eEAzJNDhBe/v72tsbEzHx8f6xje+oVgspsnJybry2Nyjt956yyAn4BEsy3v37lmpAUgOMzMzxpKCdDA2Nqb9/X2tr68bdDYwMGBNTziDNTkjSZqZmbEcE94fgQvW3dvbq5s3byqRSOjb3/62eX5Ar7OzsxZ3GRkZUSqV0uzsrMrlsj7+8Y+b4kGJdnV1qVQqGS7ul01xrlo6pbOz04KyfnyDmjWVyll5hIWFBUWjUf3Yj/2YVldX9eDBA4MdY7GYhoeHLcselAJ49VnjvVjuvyfp30r6T95rfyrpK0EQlJ1zvynpK5J+zTn3nKQvSbohKSHpfzrnpoIgONUzBsI2HA4b84PiRFANWRiwa8p7+hYsuC4JBRMTExbA4meS6qiUkswKxd1tbm42QUBQFqyY+ijABBT6OTk50djYmFHzSB9Gi/t4md9ea39/XwsLCxZs8j0Ov3RxNBo1lxJGCNASltHjx48tQOOcqytXzEGHi42CIbGJoBPWHRYiAU8sX6Ah1g4oDeuIC4BVRQYl/F0C2ggl4LN4PG5nAEt/Y2PDLGzgE4KT4NG40ngfBOWh51F8LhqNanNz05LUwPWxfkqlkhKJhAYGBqxn7dTUlFnQpOsD3yDcQqGQcZgRbCgmvD0sSmJKkiwY5xfq8ktSSGfJSQTRKDjF98Bk7BvnGEuQxBlKAzzpgfl/WyqVrLqnpDoPlQQa1h3rOpPJmMIiQOrfB84xZ0CSlVPA+ueMS7L351xhWBWL1R4FWMg+BZLsae4XHlZTU5MVT8vn89YxiaxwyAAYdtRKgp2HTOK9KHpGYB2ZwJzpFAYZBIXqe+fNzc3GioPlJMmKqBGrAe7xvV2S0lDeKIxnjXcV7kEQfNc5N/7Eay97335f0t+rff1FSV8PguBY0qJz7pGkH5X0f97lM8xFBOu9e/euwuGwVVPjMlH2kzZ5+XzeshhJYgIXvHnzpkWc0XQ+/51ysL7FyYWkGw6uUhAEViYU66y5udlw42KxqKmpKUUiEX3nO9+xaDzuH3AMlj/Bzu3tbWvR5wc8JZmCoMlHIpHQ4uKiCWofyimVSlpaWlJHR4fi8bjNk8JD6+vr5oJLMgE/ODj4A2nNZM9Cu8RTAdYoFosW4MbiQ0ChQMBPYdMkk0kLkhEkamlpsVT70dFRu9AIXj7fP8TJZNKERrFYNBeZ1wqFgrZrLRm5VJQUnp2d1cnJiSk/XGsss2QyqZs3b1oNkcuXLxs2S4ALT4zEM8oAcAGBa9bW1qyMNWtGswWC2CSI+T1WfWFDgDcUClnT9Wg0aoFzYlB4Wqenp+YxnJycmIVP+8f29nbbZ7wgvAsEHx4YUB/BQWqnsBdwsH3mGYHC3d1d84rwaBCCGxsblq3MOkAk4Lz39fUZrbetrU0bGxu6e/euRkZGFIlETHhicJC3QTAWQ66/v1/b29taWVmxeM74+LjV1uFZfAFMIhSeN/Gj5uZmra+vW3Nqv8QwSgGFiCFYKBQUiUQsMA+E9KTgp9fC1taW+vr6zBNEeWDw0FgGLwwv8Gnj/cDcf17SH3H3VBX2jNXaa88ce3t75qZhBUJVOzw8NPec6DIXIxwOWzoxXeuPj48Vj8dVqVT0+uuv/wDRH2ugra3NIBQsFg42lgcbcXh4aO5YV1eXRkZGbH6FQsGYMplMRvl83i4rNCa0L5Q2BHYqlbKNwmvAEslmsxa0otQnQTCqH1IfhcYcpE3Pzc2pv79ffX19xkf3D4yflARVjCAXtbWBG8LhsDFzNjc3lUwm1d7ebnDU4eGhWRlcdgLeUDthRUAFXFlZMWYM0I8fvCJblQBYKpWyi4WyhTcM/5q9hS2FVU3ZCeq0dHV1KZVKWY0hLtbq6qrm5+e1t7dn6wV3OQgCXbp0SaVStRkDReSwpPDCcJdZAyBBsOxwOKyuri6DsbDMYLXg5ZVKJQ0NDenatWvKZDLa29uz5KC1tTUlk0nj229vb2t5edk8oHQ6befx4OBAhUJBb7zxhmKxmC5fvqytrS2tr68rlUoZrIYHAGRFByqC6CiEQqGg3d1dfeITn1BLS4sePnxo/HQC6KwFbKjm5mZji3R0dJhBhXIpFouWKQ7cgzchyWIAo6OjOjmp1gXyk+ZgZAG7AplAWEDJS1Vs+9GjR5bpjLHjB1LJq6B0CbWCisViXZyHe4tSHx8fN6UGA4gMb+YI/BWLxRSPxzU3N2eUTTw55BWyUJKVuoAdyL3EsHja+KGEu3Puq5LKkn6fl97h196xvoFz7pck/ZJUhVSg9CG4/dK4uHFU4WNzwbq89zSLHPzzSYjBrx+B+4um9130nZ2dOteMufkBKT4bmAFlQFCHIBS4NJfId7v9oBjWL0EqDgaHCiuqpaXFaoyAGaPhcVn9YAxKAwsNL4JLQRCXvZBkkIZU9VAITPG7HEbmz+AQc2F9t1aS4cFYkdJZfAJlgeLBi2HtgKw4H1zo9vZ2ezYEK4LLr8eNUicfwIfAYMxsbm5a9x/cZ7wRsmf9ACx/68dwYLLAqwc+o7mH31sVxotPM+V9/GA1jBesez8pzz+7QDMISzxOCAt4Qih6P4jrtxVEuKNQKf/hW5zsG2eE8+jzzpmLn0DlQ0R+kBVPgjPQ1NRkbCqsY84hXiNB6idJA8gD7pTfdYuYAPvm33H/2VgboFTej7nz+XyGf/94Vs4J98w/wzwvXheQp2+c+Mwf1jQSiRgd8lnjPdWWqcEy3yagWnvty5J+WdJPBkFwWHvtK5IUBMG/qn3/J5J+IwiCZ8IykUgkuHz5sjKZjKanpzUwMKDFxUUTcmwEpXf7+/steDM2NiZJRmkaHh42qIbUazD37u5u3bhxo64cQEtLtVmvn4V2eHiohw8fWjAOgdrV1aXNzU1rldfU1GSW89jYmPL5vHZ3d40OhjUTiUT0hS98Qdvb25ZsdXx8bJlnZNR2dnYqmUwqn8/r/v37hn//9E//tA4PD3X37l29+OKLGhkZ0de+9jW1trZqenpaOzs7pgx8lgmXh0OLkIIr/p3vfMeycgm8rqys1EFTkqzhRiwW0+uvv24WLzAKl7O9vV35fF6PHz+27FEEbCwWs+qACHKYLc5Ve4kWCgWr/oeSIw5DF6B8Pq9QqNq0guAgLfMKhYKVYMaahDoYBIFWVlYkVfu9rq6uKpvNWrYsSWGSLIdhdXXVLHeqQBaLRfX29loAGkFGPAbLlJ653d3dSqfTCofD+sVf/EXl83k9fPjQsHTyBdbW1iyIPzk5aXtJkBdl19vbq4WFBYMVUqmUPvOZzyiTyVg7OfYbYeYLBbK9b9y4YXENngPLnTvX3t5u8YcbN27Ys9IFi8AkMbLW1lZNTU0pk8loaWnJFAjQSyQS0fr6utUh8nMiKO4G/RQIj9gFWbTOOavsSMJeU1OT9VWGVowVjrVPZ7WxsTFFIhENDAxY7R1+H6XsF/+TpNXVVeVyOeReXWyMUg0UWAuCajnhUqmk733ve8alh+rLGkMNPT09tTLNxWLROo9NTU1ZXsH09LRisZiWlpYUi8U0MTGhW7duaW1tTel0+v2tLeOc+ylJvybpMwj22viWpD9wzv22qgHVK5L+4j28n1lUJycnFhUHgkHzgYtReMuvB0KWIn0JJdVZsAgiMsAoqYvgxuJGWMEtx81ubm62jSLTjc0HH8bKBkPESmlpadHdu3eNUoeViQVJuQBYIX7RLRpB4P6CRY6Njdnns0b+IUXw0TwCwSfJArKk1/trhvXBHCRZchOBSKAz333GQmXeWCbFYtFKl0pnJWnBMdfW1nR0dGSNv+F7RyIR4+OTsu9bRdDzuMw0dvYpfrAn9vb2LC6CoCCAxkWk1HB7e7u2t7fratAQ0GffocSB/XJZYVxw6bH2U6mU2tqqTZz9rjrQLoFlUIYILWiccNTL5bIlDfleJ82h/UqBQEd4TL4H19HRoe1aD05okr41ivHT1NSkK1eu2F6DK5NJi8ByzlkeCXXYe3p6LIAMBg2UAX+duBQeNwwezir3CmGKwkNZY+WSQ8DX3EkfByeoDLOM7lXICZ4XDwNPH0+Q4CxxNvZbksGurB8GFYanc2d1p1jfIAisIBjv0dzcbIQADDbuH+dgf39fi4uLFo961ngvVMg/lPSSpH7n3Kqkf6kqO6ZN0p/WDtn3gyD45SAI7jrn/oukWVXhml95N6YMg/RnDihYOv0fJZmwBSNnceFO07uSrDOfHw7Es7Ozo7W1NWWzWctoJWjFIYYSiQvGz9DmYF6SzP3NZDIaGxsz64pDhnD97ne/a/g1AgNmEBX8jo6OrOmCJPNEyAQ9ODjQ7Oys0um0PvvZz1rgDpoZLqwkY5L09vbq6OjIysdy0RA6y8vLWl9fNwpeZ2enHSwuKvvjB7xpSAI9Cxezr69PqVTKfo73AQXOz5zt7+9XPp+3dHUw/1QqZeUdgCz8gCLngGqCcJ9pwMDnUlFyfn7esnkJUrKHExMTOjw81KuvvqqBgQElEgmr3ULSFWeHC8lFhlrodwsCWwZ+a2qq9gYIhUJ67bXXTDFRerq3t1dbW1sqFAq6cuWKCThwY+AOyuGOjo5qYGBAQ0NDVqfnzTfftLNJ9qZfjgKFD9smFArp7t27Oj09tdgFmD1GglQVOC+88IJOT0/16quvarvWHBwPJZVKWbVPoKwHDx6ovb3dzi0BYpQwngWsFbws4ifOVdtjEqvCUwN2xGJHQfLcZPrCvGE/CH5PTEwokUjo7bffNhYchhtwqiSrYwTsgcdOPAt8fXNzUxsbGyY7UMhBUG3X19raqh/5kR/R/v6+tra2tLS0pJOTk7rEo3g8rnC4WoiNPq1vvvmm8vm81tfXTb6hJKFbc56Z89PGhSj5G41Gg0996lPq7Ow09xL81A+Q+KnCaK3PfvazkmS1U46Pj7W1taW2tjaNjo6alUYwj2JPvqt7+fJlg0qwysAXgyCwnqy3b99WLBbTwMCAXWyfD49Fiwfg498E/mKxmBYWFrRda6bb09OjsbExuwhYD1yezs5OPXr0yPqVEghKJBKm9bFOHj58qKamam9LP3moWCxqfX3dFN38/LwqlWrmK1jgdq2pbzwe1/r6ugWugK0SiYTi8bhefvllbW5uGkUNyxxrZ3h4WBMTE1peXjbWRV9fn2XISrJ5STIPA8ufjjp+ETes4EqlYlBWLBYzrBKBS6zFd3EvXbpkwXECvslk0mAZvBgUI5RFAnuwjvCSTk9PrcsVTJ/m5mo9np2dHfNa6EjU399vZ2lnZ8eU+erqqsEEWHu46QQ54X8755RMJnV6emrBVYyIvb09LSwsmFVLwK2/v9942BMTE6pUKtYTFmHP+0WjUcsA9VkekUjECvhls1krjQA+nEql1Nvbq56eHgt4+7AQihEoxsf6iamRY4FyPjw8VC6XM3z94ODADAE+A+og0GdTU5NWV1eNgJDNZrW7u2s88nK5bKwW6lJJMmUGpEmp7pOTEwvEwgIidiCpLlGMRhrMxWe0nJycWN4A+QSURYjVGsJDW4UptLOzU4c4dHZ2KpfLqVQqaWxszKiWCPf5+fmLXfIXBeNrPy6/78aAC5Pm7vOUwXC5JFxUH39DeIA983My3HyXFAYHrp9zTjs7OxYk9JNF+Cx+F/yW9w2FQnZZKDYl6QcKQ/E5wDu4YmQbYlXg9uOqIog4pJIMQvEZRngmzJm6HShA1px5YFkBFVAbg6JZuPJ+zgDBaT84VKlUrNY4a48Abm9vt/6pBL2ALGgkDuyCVQkXWTqDG3g2Lq7PugAa8zn8sBzIDCSxC2YSNFjOgc835zV/v3g/6awssyRTrggJ1ptzhFUKNOgzRnzrvaenxxL3WHdaLHJv2He8EvIM/LMKxOjPFQiKIDRrFA6HDb5hrXlfguzOVast4in6d9cvpMdzIFCBQlA0wFzsEQaLHyhFCQI34YH5ODhxBaBcXvczaTkfQDHMDUt/d3fX7jCZqQQ0Ea7cDZ8OzHpzp/F8wfElWW0ZlCl3kUA2g2eEreNz8p8MAj9tXAjLPRwOB9evX7ciT2CsWL+xWp/MiYkJ7e7uamZmxrDbkZER60GJy+gLRfqsPv/88yqXy3r77betgh6B2ra2No2MjCiRSGhubk6VSsXc9cPDQw0PDysIAi0uLtqhAi7K5XJmVYOHplIpK1+LJc/F6ujoMOWEYCB4yWVCa/sYLOwbAkNYwtSVkWRzIzu1ra1Nf/Znf2ZJQFhDtI3zhVUymTTLGIucHIPFxUUrYwrjiJLECwsLNncUpiTjsWO9AXfBhWZ9gKZ6e3t1eHiofD6vTCZjrjTK3Oc409MToYhrDrRHmd329nZdu3ZNUlWIzczMmBUMHEQzahQHe4VVidVPQC0ej1tZW/Zke3tbqVRKly5dqttvgvSU18UiY8+DIFAmk7FLTE/MO3fumMIfHh62tczlcpqZmVFPT48ikYiGh4dNsWSzWR0cHGh8fNwEKp4sAkSq4sCDg4MW2AfHLRaLunz5siVWpVIpDQ4O6pVXXjE4CyudeBjWORRNoJdUKqWJiQktLS0ZSYH9IRjb2tqqnp4eDQ4OWp0m4Bnoq8Q4WGdorul0Ws3Nzert7TXj4c6dO+rr69MnP/lJ67SFV0gmc7lcVn9/v+UcQGLwaZkYksSWfKMCmuno6KiREJaXl9XR0aHPf/7zunXrlr73ve8plUoZPIcMGRkZUVNTkxYWFowqvLy8bHeTsyfJPH1kwNzcnPL5vMGZQ0NDlsOwu7t7sS13qYoR5/N5w1PBMaGOcei4jFwQrDzprC47A2v+9PTUSrFCHyO5BTe1XC5bZinYIEoA6hqNmHGJJRmnFWuoqanJgn8cklAopLW1NePmYl3RDxQoCJgIAeAH9HAvsTagB1IYy6dZ0WyZDEVJddYJMJJ0Rt3DCiMJBW9EkjFAwBJhCXFJiVvw3n45B4QYayypLvWdssJYRBxiqT7bEAWBYIEKiUsLhMfXWFL0qmxtbTU+vE8hA07CQsTSds5Zb1sEIxARlhlBfC7a9va2EomEmpqarGk40AdBN7wk3H+UARYd55dzRr5AJpPRycmJccfJAsbiA++H/+wnLHGmSVTq7e1VsVi09nUIFuAvaiJRMMv3itgPoDysZwLolUq1nnw6nbYz4q83Xguxio2NDYs3sZf0lcWS5m4zN9bIb8SOFb20tGSwCHVwUAzE4aBDEifyM6xZC+4K3hV3Uzqj+3LvYEv5cAzvyfv4RdEY0Es5k0BlQVAtbsd8iKFwxmEaYQA8bVwo4V4oFDQ5OWn1odHOUnVzNzY2jMWBpciiUgqVkgQIEiCUjY0Nc39wqcBHcYPpY1mpVMwSAdONRCLa3t62gC5ZnSgkP+tvdXXVLjP1K/L5vAUHJyYmFA6HlU6nDQLgYqBwKPTkQ0AoNgKUe3t7WlpaqjuwYO7379/X8vJyHeeaS0iwJgiqhbCwiFtaWjQ8PFznAjc1VdsG7u7uGgYMFo072tfXZxUpj46OzPXlkrAXXHSCq1iUoVBIuVxO+/v71tgARgfWC5DF1taWKaHNzU0LfLa3t1s1UHIdDg4OtLi4qGQyaXRK1tP3iFhvFANnDzYIyqZcLltspFQqGQMonU5b67/x8XHLqgTa8q1+4K2VlRXt7+9raGhIQXBWZIo9JCgJxS+dTqujo0PXrl2zFHbO5+HhoXp7e82Dks4KvAVBYK3gDg4ONDw8rKGhIUWjUW1sbFgVVIwnqKc7OztaX1+3SojLy8umSFDUmUzGMqsxULgT8/PzxhZCYRaLRU1PTysSiWhhYUEbGxtaWVmpMyQw5lB4tLGkJguQEzEJ6Sz56OjoSK+//rrh3NxlcP1wOKw7d+6YwYbcAY7q7u42YQt0ijKDqgkigAHHuVhbWzMYBnnC+7S1tVkbPijUkowxhPL3M12z2azB0Hg5nGv6qr5bhuqFgGUikUhw9epVra2tmavEZaOcK5bGk3iVn9xx9epVpVIp60k4MDBgB4dmvbiqftCEEQqFdP36dbW1tVldZi6dpDrYIRqNmsIBRhkZGbEaFGwqriE4bbFYtObaNMHu7e21wN7Q0JBZQ35yA24jFjEWUjabtQvEvKgtjZVbLBaVzWbNsn3w4IFCoZAuX75sAUO8IZpIsM4nJydaWFiwglVAT2TkFQoF27N4PK79/X3DPKWzxDKsJknGEfcTUdbW1gwCQUjt7++rr69PV69eVS6Xs+xhhBHvl0gk7P2pIPrgwQOrbzI5Oal4PG6UNJgLKEWgFV9wcKlhKhFT4Bzu7e1pYGBAoVDIMjD9OAl9VcPhs25FYL6ckWKxWKfMoYci2MB2nXNWPgJIq1Kp6MqVK3UByyAIrCMSMM7u7q5GR0eNeeSXOsDC9jM1IREQQ4D6S9cgmCQods41WZ54R8QCEIQEDPmb1dVVC5SiHKUzKuHg4KDC4bByuZytH9YrsM329rai0aiVsSAwPjY2pr6+Pru3xAVaW1utv7KfhIZCJS5TLpetqxVMMkkW1KacAXGZ5uZmI1ns7u5aR6eVlRWLfZFQ5icQcpY7OzvNi8hmsyoWi+a1DQ8Pa2VlRScnJ7p69aqhELzHzMzMxYZluAS4f5KstgsuOe4Z6fdYAr575Rch4ndxo/0ItO8++VAOOCLYOJji8vKySqVqYSmCdFihT5ZR5WKBHVKsiua/PA+si/b2ahNvgk68D1AInGAsXCyybDZrXgzuPMIKyxP2iA/JSGcJTdTq8QORkgxiwhqCKobrCIMG91RS3fwQ5qwpQgEXtlAomAeEQGetWXuSmNra2gwa4L14X6AUvK/t7W2Ds5gXAgV4yA/QsRasOUE4gtIIeCAP3Gw/8CzJaIeRSMQsOjxLX7jjUQJB8BpWG2Uo2G/oqFjgKGrOsp/Ew3nG+oaO6XtgUhXKwANk3YFKEEDAHdAEgQr4H4MnEolYDgFQHAoSj5Q7RSIT9xYBi3JjvQlowuUn4OtnlwLrsTd+volfj4nig+8EsVDgzA8A+/Cn/zp5DCh4rGnfMIQ5hWdG3AX5hEcVCoVsDziHPlUbY4MGOH5mt5/NjJJ+1rgwlvuNGzcMg2YTsGpJ0njxxRctBVyS0bsQiuBRuGK5XE7d3d1W7hVtSCYpwapEIqFcLqf19XXF43FLAsJFZCMoJ7q7u2txAB9nBuMDosEtR6BwmWEsoMBCoZAld1ATZmxszOhTU1NTFgTa2dkxt/Lg4MB6ivoCra2tTZcuXdLg4KBefvllcwc3NzeteBIWmJ/BG4vF9Pzzz2t5eVkrKysaHh5WqVTS22+/rVgspr6+PhOEJESR8CVVA68oUiwl2qWVy2Wj/+FicnmZ897entbW1vTiiy8qmUxasBrs3ceGsdQqlYri8biKxaJWV1c1MTGh/v5+zc3NqaOjQ9evX7dLSlu4T33qU3rw4IGWl5cNn04kEspkMmT9GT/98ePHWllZ0dzcnCTp5s2bBt/Q5IIOPeFwWFeuXFFra6sWFxeN9ggkSK2Yubk5Ex5+GQyKor3yyisaGBjQzZs3dffuXcuijUajSiQShuf61ioBdALsCFQ/luBj3/wOSsVvKkHMCSEiyTplxWIx5fN5Y4HhGQOf5nI5C5QuLi6aoMKqTSQSCoVCmp+fN4ghl8tZtywgEgwoIIv29nbraAU8OjQ0pEwmU6fQent7jZ44Njamk5MTPX782OiekAOuXLmidDpdF5MJh8N2R6QqG+nq1auWofq5z31Ozc3NunPnjtEZSYK7ffu2KSBiH5AEQBlI9srlclpeXrZuXKy5VI1DVSoV65tcKpUs8RHvqlAoGHQ5Ozt7sS13SXVYl3PO+mhSywOWCUKSTECsSYQJF4b342D4GBoCHzwYuiBZp1gDUJD4LDJisVqx6GDp0B0KPnpXV5e1XUPoY8lgJRAkkc4sAi4XQpTiQiSuYP3ginM48SKoRLixsWFJRghY3Dk/OAZjyLlq8a/NzU1Ln+eAkdmLQOjt7a2jlvqWkZ8Qg/UGhx/WiG9ROucseC1VBQkZq2DiQHWPHz82j4v1xKKHeUOswzlnlEncX7IAEU7MlUqd7D3nhWfwFTbeBdQ96JYUngOT5lJjgQGrge1ixWMpAv9wlnl+55wF81HGkgweYf/wEiRZgBt2UqlU0vr6uj2b78WwhmDdlASgDAMCBiMG5eZj5XyuX2dHqq9RBNyAt9rS0mLxDzwJP9sTg8WnrzJnMPJcLmeeJaQAZACKjnjC7u6uWdzkFPDeftyFPALOip+FjYzye9Yyd6xu31PwDT+egdgE3pY/WE/kCzBdpVIxenEoVG17ODAwoNnZ2afK1Asj3KWzAFx7e7smJia0tbWlt99+2xpSz8/PGy5MxhqXjUbI/mVsaWkx64nNA0/r7+/XwsKC9vb2tLq6qng8rkQiYfPgwu/s7GhyclLhcNj4rwMDA9rc3FSlUrHSuJubm7p27Zr6+vosEDU+Pq4///M/19ramikIn5+KG0d7NWqpnJycKJ1OK5lMqquryzyQa9eu2YG4e/eupYHTtqtQKKi9vV2XLl3S8vKyVTnkMIJRY/GiXBAOp6enmp2dVSaTUS6XMwGBhU8WaSwW09TUlPb395XJZFQoFGytcfH5DOiWOzs7tgdAPXgMkiwIHQ6Hlc1mLb4CLJNIJNTW1qb79+8bO8RXUh0dHVbPpqWlRYlEwpqZAHu88MILam9vtww/AnUnJyeW2CWd1ddmvXyB5dNU+VusKr97PYJ+e3tbP/7jP66enh6Lj8TjcYvn0B4OXjeB4dbWVhUKBbvMtGekxg3GiC/Yce+BLtgDkuTm5uYMosIDk2TPSbXRfD6v6elpTU1NaX193SpJHh0dWaIaApL7QtyG9ed1oBKYLz09PZb0hPLi3Ph0YUgKGFScRe47yoc4Cud8c3NTly5dUnd3t2ZmZtTa2qrR0VEtLi7ac2EkSGcBXGQH3glU6Fu3btUxdhi5XE6bm5vWL1mSQYx+TIzmN+Pj4+rq6jJDjzwYn4IrnRVS85ED+hpABd3b29Pzzz+v5557Tt/85jefKk8vjHBHqENJfO211yTJcFlcNoRNLpezA0aQgpo0UJb8Js3giVif0lmdE6LUuNdcDly1K1euKBKJ6PHjx0Y/lGSWbnt7uz72sY9pfX1dmUzGaHpYVj09PWado5GlanEpgllgwmygJJt7X1+fTk9PdefOHbPcdnZ2jEIGa2BgYEBBEOjhw4cW4JqcnDSaIa6kz3f3YRTWh7oeWB78jMuKwG5ra1M8Hq+zqGA9PflMPT09SqfT5klgxWNJTU5OmqWJMOHyQicE4pHODAEUO1YgwnJgYMCEOoYA7jqlDZhfa2urJicnrdY+XZ/8ejqTk5N2Rvb29hSLxVQoFFQulzU9PW1MGr+0LRYumZUjIyM6ODiwDF8KRG1tbRnzhDgHXhFQI52q+vv7DY6hzAVWKF6lJPO02N+Ojg5NTU2ZxelTFPFiEXDQeZkTgU3+FiHsU5D536+rDgbvx1IokJZOp02pTUxMGHS6u7urdDptqfnAhePj45a9TkLi3Nycjo6OFIlE9NGPflT7+/t69OiRCVACzhQSxHtChtBCEOKAz3IjMAxtFA+f2M/Q0JAF8rnr3BuUJjRaSqXABpNk/VA5ZwwUxc7Ojra2tiy4PDAwUAdfvfLKK5qZmXmmTG165k//CgfBBZgCa2tr2tnZMRocgSdJlpiAy4Rby4HGSgUukGTuEVx5mCSSzErzu8X7wcPe3l719/cbV9av/0xWKHi83z3I57FjjQADSLJgJs+OWwikg/vc0dFhjIlMJmOtCP1Ue7JGwYJ5BtgtrAcp/QgDnzGAx9Pa2moJNeVy2QSwH7wi8EiNe6wvSWbhcemBcdhfXvcDolhMBMsLhYLhlRsbG8rn81bXXzrLYkaAowj39/fNHff3ECYEgTFeYx60H+Q1/0xCRfMDiPwjntHe3m4QAtCDn8hCOjweGusCjRTjhsA7kA1eAucayAb4BpiL9fAhRL/SqQ9b+UFhSfYZPjZPyWxgCmAxAn/sr7+fGAPFYtHKEOAlIPT29vYs5rW9vW3lQBD+kowNgqFF4g6USuBUiqlRaoRKpT4bLhKJGPsJaBRvCy8AKJTG6VjbpVLJgrPhcNi4+ZJsTn5uBYUFKXUA3ZjPJaFMkuW/cPf4hyHCGhYKBbW1tRlrEEZTOp3WvXv3nilTL0RA1Tm3IelA0uZ5z+U9jH415vl+jg/CPD8Ic5Qa83y/xwdhnmNBEAy80w8uhHCXJOfca0+L+l6k0Zjn+zs+CPP8IMxRaszz/R4flHk+bVwYWKYxGqMxGqMx3r/REO6N0RiN0RgfwnGRhPu/P+8JvMfRmOf7Oz4I8/wgzFFqzPP9Hh+Ueb7juDCYe2M0RmM0RmO8f+MiWe6N0RiN0RiN8T6NCyHcnXM/5Zybc849cs79+nnPR5Kccynn3P9yzt1zzt11zv3T2uu/4Zx77Jx7s/bvCxdgrkvOuTu1+bxWe63XOfenzrmHtf97znmOV701e9M5t+uc+9WLsJ7Oud91zq0752a81566fs65r9TO6pxz7m+e8zx/yzl33zn3tnPum865WO31cefckbeuv3PO83zqPp/Hej5ljn/kzW/JOfdm7fVzW8sfaviJCOfxT1JI0rykSUmtkt6S9NwFmFdc0sdqX0ckPZD0nKTfkPTPz3t+T8x1SVL/E6/9a0m/Xvv61yX95nnP84k9z0oauwjrKelFSR+TNPNu61c7A2+p2iB+onZ2Q+c4z78hqbn29W968xz3f+8CrOc77vN5rec7zfGJn/8bSf/ivNfyh/l3ESz3H5X0KAiChSAITiR9XdIXz3lOCoIgEwTB7drXe5LuSUqe76z+n8YXJX2t9vXXJP2t85vKD4yflDQfBMHyeU9EkoIg+K6kwhMvP239vijp60EQHAdBsCjpkapn+FzmGQTBy0EQlGvffl/SyF/FXJ41nrKeTxvnsp7PmqOrpu/+fUl/+Jc9j7/McRGEe1JS2vt+VRdMiDrnxiU9L+nV2kv/uOYG/+55wx21EUh62Tn3unPul2qvDQVBkJGqikrS4LnN7gfHl1R/cS7aekpPX7+LfF5/XtL/8L6fcM694Zz73865nzivSXnjnfb5Iq7nT0jKBUHw0Hvtoq3lu46LINzdO7x2YSg8zrkuSf9V0q8GQbAr6d9JuiTpo5Iyqrpv5z3+WhAEH5P0eUm/4px78bwn9LThnGuV9HOSvlF76SKu57PGhTyvzrmvSipL+v3aSxlJo0EQPC/pn0n6A+dc9Lzmp6fv80Vcz3+geuPjoq3lexoXQbivSkp5349IWjunudQN51yLqoL994Mg+G+SFARBLgiC0yAIKpL+g/6KXPJnjSAI1mr/r0v6pqpzyjnn4pJU+3/9/GZYNz4v6XYQBDnpYq5nbTxt/S7ceXXOfVnSz0j6h0ENJK7BHPna16+rimVPndccn7HPF2o9nXPNkv6OpD/itYu2lu91XAThfkvSFefcRM2q+5Kkb53znMDd/qOke0EQ/Lb3etz7tb8t6dl1N/+Sh3Ou0zkX4WtVA2wzqq7hl2u/9mVJ//18ZvgDo84qumjr6Y2nrd+3JH3JOdfmnJuQdEXSX5zD/CRVmWaSfk3SzwVBcOi9PuCcC9W+nlR1ngvnM8tn7vOFWk9Jf13S/SAIVnnhoq3lex7nHdGtGRpfUJWNMi/pq+c9n9qcPq2qe/i2pDdr/74g6T9LulN7/VuS4uc8z0lV2QZvSbrL+knqk/QdSQ9r//degDXtkJSX1O29du7rqaqyyUgqqWpJ/sKz1k/SV2tndU7S5895no9Uxaw5o79T+92/WzsPb0m6Lelnz3meT93n81jPd5pj7fXfk/TLT/zuua3lD/OvkaHaGI3RGI3xIRwXAZZpjMZojMZojPd5NIR7YzRGYzTGh3A0hHtjNEZjNMaHcDSEe2M0RmM0xodwNIR7YzRGYzTGh3A0hHtjNEZjNMaHcDSEe2M0RmM0xodwNIR7YzRGYzTGh3D8X5yMlTHmbBz3AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(corrupted, cmap='gray');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "df03af96-daba-4899-a7d7-1f1af74111d6",
   "metadata": {},
   "source": [
    "You can essentially use all common mathematical operations with arrays of same size."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eff9cf61-9324-4122-bb0e-38499e1206ac",
   "metadata": {},
   "source": [
    "## Logical operations and indexing\n",
    "\n",
    "The last important topic concerns logical operations such as $a > 3$. In basic Python we can use these kind of statements:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "4bc0cce9-a6b2-4da5-ac79-6ff79147a192",
   "metadata": {},
   "outputs": [],
   "source": [
    "a = 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "87536a1c-6f7c-47ac-83e6-2513b334cbb1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a > 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "58b14d03-656c-4789-b4d9-c2f7b8c60915",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a < 3"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c277cba7-7967-4cd8-9947-e6df1c94df9f",
   "metadata": {},
   "source": [
    "We see that the output tells us that the inequality is ```False``` or ```True```. We can actually assign this output to a variable and check its type:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "9aba5d48-54f6-4dba-8b1d-50a12e566517",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "out = a > 3\n",
    "out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "db3ef8ea-587c-4b9a-b39a-e70289589f20",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "bool"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(out)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d04cfd19-0492-4829-bef5-cbfdf75fd595",
   "metadata": {},
   "source": [
    "We see that we get a **boolean** variable. Boolean menas that this is a variable that can only take on two values: True or False (or 1 and 0). Now we can do the same thing with Numpy arrays:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "id": "166fece7-f144-44bf-864b-c20e05725af4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[375, 352, 370, ..., 470, 452, 469],\n",
       "       [372, 368, 365, ..., 462, 458, 472],\n",
       "       [381, 370, 359, ..., 478, 461, 480],\n",
       "       ...,\n",
       "       [349, 365, 346, ..., 287, 285, 290],\n",
       "       [333, 349, 340, ..., 288, 276, 275],\n",
       "       [355, 351, 337, ..., 282, 274, 267]], dtype=uint16)"
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cropped"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "id": "4efcee30-9fc2-436a-b44a-ec0df6344eaf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[False, False, False, ...,  True,  True,  True],\n",
       "       [False, False, False, ...,  True,  True,  True],\n",
       "       [False, False, False, ...,  True,  True,  True],\n",
       "       ...,\n",
       "       [False, False, False, ..., False, False, False],\n",
       "       [False, False, False, ..., False, False, False],\n",
       "       [False, False, False, ..., False, False, False]])"
      ]
     },
     "execution_count": 152,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cropped > 450"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e3bf679-ba5c-45b8-b9b9-2da179d7a2aa",
   "metadata": {},
   "source": [
    "We see that the output is again a Numpy array and that it is filled with ```True``` and ```False``` values: we have a **boolean array**. Again the comparison here was done **element wise**: each pixel was compared to the value 500 and the result stored in a new array. As with a simple number we can now save this **boolean array** as a variable:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "id": "5bd958e7-08c0-474e-b352-8e55f0a49ed1",
   "metadata": {},
   "outputs": [],
   "source": [
    "array_bool = cropped > 450"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "38b780af-4cab-4551-82df-004da3fbeec1",
   "metadata": {},
   "source": [
    "As we are working with an image, what we have just done here is essentially **thresholding**: we created a binary image where pixels say ```True``` above the intensity threshold and ```False``` otherwise. We can actually plot the result:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "id": "99be3418-ec59-44bb-b703-42e88dd02472",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1647060a0>"
      ]
     },
     "execution_count": 155,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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": [
    "plt.imshow(array_bool, cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "id": "a7232c6a-803c-4b17-8ecb-0fd9e0c236e6",
   "metadata": {},
   "outputs": [
    {
     "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": [
    "plt.imshow(cropped, cmap='gray');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "847411e2-18ff-4571-93c9-d56097333645",
   "metadata": {},
   "source": [
    "One very important operation that we can use now is to combine the image with the boolean array **to extract only the ```True``` values** from the image. You can imagine of using the logical array as a mask, superposing it onto the image and extracting only the pixel that are visible through the white regions. The drawing below explains this concept:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "id": "0ed91d53-e5f1-4514-91e4-253f8ecb4dac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<img src=\"https://github.com/guiwitz/ISDAwPython_day2/raw/master/images/logical_indexing.jpeg\" width=\"700\"/>"
      ],
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 159,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(url='https://github.com/guiwitz/ISDAwPython_day2/raw/master/images/logical_indexing.jpeg',width=700)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3463076-ccf1-49a6-81bb-1664e7194688",
   "metadata": {},
   "source": [
    "This operation is performed by passing the boolean array (the indexing one) to the image in square parentheses:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "id": "8579e13e-19c0-42c3-b315-dfd0520d6bd1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([468, 466, 465, ..., 496, 488, 472], dtype=uint16)"
      ]
     },
     "execution_count": 160,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cropped[array_bool]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7e754a78-4171-4ec2-a805-a7932eed0954",
   "metadata": {},
   "source": [
    "As you can see, the output is just 1D array, a list of numbers. Imagine that you want to estimate the average fluorescent intensity in those structures. This is exactly how we would proceed:\n",
    "1. Find the objects of interest. Here we did it by (bad) manual thresholding\n",
    "2. Find which pixels belong to these objects. This is done here using the above **logical indexing** ```cropped[array_bool]```\n",
    "3. Finally compute the average of those values. This can simply be achieved by taking the ```mean``` of the above array:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "id": "a87bd2e4-f614-4258-9732-4fb7bbd2125a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "658.8238455632335"
      ]
     },
     "execution_count": 158,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "extracted_pixels = cropped[array_bool]\n",
    "extracted_pixels.mean()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
