{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Imports\n",
    "Αρχικά εισάγουμε τις βιβλιοθήκες που θα χρησιμοποίησουμε."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.image as mpimg\n",
    "import numpy as np\n",
    "from skimage import data\n",
    "import math"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Εισαγωγή και επεξεργασία εικόνας"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Για να διαβάσουμε εικόνα στην Python χρησιμοποιούμε τη συνάρτηση mpimg.imread"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = mpimg.imread('cameraman.tif')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[156, 159, 158, ..., 151, 152, 152],\n",
       "       [160, 154, 157, ..., 154, 155, 153],\n",
       "       [156, 159, 158, ..., 151, 152, 152],\n",
       "       ...,\n",
       "       [114, 132, 123, ..., 135, 137, 114],\n",
       "       [121, 126, 130, ..., 133, 130, 113],\n",
       "       [121, 126, 130, ..., 133, 130, 113]], dtype=uint8)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "numpy.ndarray"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "65536"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img.size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(256, 256)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Για να εμφανίσουμε την εικόνα χρησιμοποιούμε τη συνάρτηση matplotlib.pyplot.imshow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQYAAAD8CAYAAACVSwr3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOy9ecxtWVYf9tvTOfd+3/emqldTV1XTDfREd7sBEyDGJgRky3YCJArI2EqE5Egd4USKFBQJEWWQUaI4IMV2lD9Aii0k4sS2FGOcECc0aju2CdAN3bibnqieq6u6xjd8w73n7GHljzXsfV9V0/ViCr+W3paq3v3ucO655+y99lq/9Vu/5YgI98f9cX/cH+Pw/7JP4P64P+6Pe2/cNwz3x/1xf7xi3DcM98f9cX+8Ytw3DPfH/XF/vGLcNwz3x/1xf7xi3DcM98f9cX+8YrxuhsE596edc590zj3lnPuJ1+t77o/74/74gx/u9eAxOOcCgE8B+JMAngbwAQB/nog+9gf+ZffH/XF//IGP18tj+HYATxHRZ4hoBfC/AvjB1+m77o/74/74Ax7xdTru4wC+OPz9NIDv+EpvDpePKT109asf1Q3eDTk4+ZsAuOHf1zKcA9RZco5A1D/pHUG/aTwuDf/vB5I33PHYObJ3Ovskv2V8zaP/JpKjOxx6cV7Pz/GxCM4Opn/rZ2i4LneeJkB3nr191gFow3G8IzRy9lk9Nz1fku/yjg4+18jxNwzn5sHvObhRw28er00brtl4fvr4zptMxPdSv9uuGfge6n3W66ef53t/x8mg32cH/v16bP0eu/6v8mPojvf3517dK9fXbO45AuRxn5uv+tHf93U91zuDgfWzz7xIRA+9+hEPx+tlGF7t5xycpnPuvQDeCwDx+hW84b/+SwihAQC8p4Mf5T2hFI8Q+HnvCbV6eE/wvqFWjxj5s0RAax4hNHjf7OLb5JbJXPTzjhB8Q23eXt+kIuf4ysU2hYq1BtTmkOR8a/N2g/XfKRY0cgiOvwOA/evkOZ3I25jRyCG3AACYQ7Hf3uR89fOleWxCwdoCcgsIriH6Zq/vSkLyFbuScGXao5BHdA3eNTmex9oCJl/ttULevmvyVY7V3z+Fgn1NOIor1srneFEmnKQFF2XCUVxRWsDaAjYho5FHE4PgXUOhYMYhump/n5cJSb4PAJYakXzFUiPmUOAd2eOzdbZ7pe+pzR9cRx0pVOxLtHtem0cjByKHINfqzutbm14DvOKe9+M2NHJYcsTRvPKcke/WzxW5PuO8iL5hyXGYxw1TrMg1oLV+7q05W9CtesCRzeuSgxmO1jxiKvYe74kfA3CydpwDqDn7fa15fPYv/Gefx2scr1co8TSAJ4e/nwDwzPgGIvo5Ivo2Ivq2cPkYKVVewI5Q62h5HVpzCIFf835YXL7BOZiBaM0hikHg43gzCrV5OHRvYIr1wDMA+m7uHKE2h1L7ZCFyyCXgYk0AAO9gk0nP885JBwCleVQ1RvL+cSFvY7bHukhyC2jkbMJPw+KZQrWFPIeCKVR5T4EHHyP6hivTXhZi40UqE1S/37uGyRcU4sW1CXkwQM2O6x0vBg/CWebF6R3hKK5mFPY1wYuBuigTVjl/7xrWFu17SvNYW5R/A5KvZgwbOcyhILdg56HXIbeAo7SaAdfPpFCRm0fwDcE35OaRm8dFTkjyW6dQEWSDiKHaPVtLwJIjSvXI1aMR32fvZGPxhFIDWvNozSNXfr9uLGsJyCWgEVBlcZca7Po0cvC+oZSASg4x8vWMkefsWoLNTxKj5T2hFo9W2ZC1GlCKR8kBPvS55UPl4xaZn3WYh40/R8TXlKpDrf4V3sNXG6+Xx/ABAG9xzr0ZwJcA/AiAv/D7fSCvEd43hNgAcqgV5lbBA0UuQowVMbKXwD/YmQcBAKV6lMIXhj0MtvwhNPMScg6YpsKGAMBeFvucCmJoyHozPX+mNI8UKio5bGJFLsG8EcBjLWHwQvj5XPvkBfgmVXKoNSA3j6OUUWQnq+TNsucakELFRZ5xlDKCazjNM3INmCN7Esdxxb5FTL6iwWGpEUuNtrgaOURfUVrEFArWFu0cTtKCtQWU5nnnlkW4tsiv1YBGHqWRGBCe5JuYsS/JzjP6hhO/AGCjFH3D5Co2oRs0ft+K0jwbrmF3b4OXEj0bH/Zs+HxK89jGjF1JCK4ht8C/zbOhIHJo4IW/jRln64w51OH4h57ANmXsS0SQ7wqe0KgvyjBsOOopxFBlA3CIjjBFNiwpVvt+74AihmH0PO0YYhBa47nh5Nxa84ixojXe+GKsvMkFNhyuuYPF3KpHiA05syGn5uACoZYA54AQK/IS4QMBjlAzXyMfCPTK/eqrjtfFMBBRcc79RwD+LwABwN8got/9/T7jxcLX6hBiw7pEpKmIe8UuVJoKanXIOSDGKiFENasO8A1JiS94kkXsHJBzRBQvYZqK7Z4AMG2qeQcxVKwlYI7VrHnw/Dj4Yue6ScUW/xQrtinjbJmQQkOu3rwHB6DK7p9kZ4u+mfegu6KeTwoVyVf4xEZiO2dE38y1buSwtoCTtKDIAr+U9lgbG4ajuALghe4dYW0Rm9C9kouS7DlPhOirLSIPkkVKQ0hBWCkguoZNzLLI2SA1cvY71spGaDQK+8oGdxOyva9QkHCC/1bPxObBELKNhk7DpG3MSHLO0TcsRX53WnFr2WATi11fNQoOQBbj3oh3UO8gIV81l79Ujznx+dTm4J0aCj63tQR5Ldj9ra2HHE6MR6nsJaq3S9Q9gzWHA2/YyXeUEuA9WSih39uagw8NJUe01YMaf79zEJyNj1VygPOEVh2cB1wgtLOINlfAgQ3GXYzXy2MAEf0ygF9+re9vzSPEiloCQE1+pOd/m4MPFbXw33qRNaxQbEK9hnWJbF3lYjP4BNuZ9H1RLLxzFSlWLDlivybEUNmtVCBMXdsSsJkygocZBe/YQq81YDtl3lECH/coZXZxh/dqXKyhQx3CAo2xeactKM3bYtAdFQ4o4mE0OIvpo2so8CgtyAKWHWtY4NE1IPRQ5iiuKNQxCx37mtgD8OqhVOxqwjZk7JAOdv47H1s4MgRpa40WkkRXLXQBZPckDziYsYmu4bxMOI6rhSV6/Is8WWiQa5AQQrwzeX6Xk4VvSUKMcagxyDUieA4L5lTssZfFxiFCN34jksGhhgKFzjzFVeYWmWFgTIHDhmaYgXq8tXKYrKGweriGPZB4DrI5hlQBcmwIZB3EqfC6AeDF46bq4CaeL84TWnmtsDyP180w3O1Qb8CHynjC4F7lHARHqBIG8L96wVPS+K1iXdkobCbepUoJONosfNNKxJwyYqi2WzRq4i0Q5sS7shqC2jwmCSEA4GibOabVGzLE7FneuyeHOVQDGAFgjn0ndeSGxd/w5bMjPHx8htI8hwg1GqioXoIHLyQFANEg7r5Hc4c4QoPDRZkOFp666GpQ9PmVghlLAHaMk8Qhwr4mHMeV434QTvOM6JuBl3DA2jSulnsgYKYCkTomX3FREhsxX8TbCJhCQWlAo4BVYvQYKo7jahmK6Bsi+Dx3xIYpCTaTWxBjXDFHNqbRN5DgAg4dSKziRQTfkELF4qJ4gnx9cmPgeZ/ZYHjXN47gCfsc2etoHvsc7f43cnCaTQCwrhEpVZTCoLiGwXXAAmLkOQxyCKFiXSKcJ5Q1IKRqnkPJAT7y+dXqUGoECIhTRd5H+NRQlr6M2xrgYoMPhFYAVDYSdzvuGcNQi4cPzUKHlJrt/BqnETmAnBkF57q3kDMjvNtNBgFYNHQwLACYUxYQqpm17yAb8cIuER5AVszCde/iIidDvMMQDugE2ZeI5BsWmeDhVbIR/D4+zlIjrmz22BWe7M9dnOAoMQionkQlyTbkGduYDbzLAt6V5rFQR/PVu7igid3+ULG2aNmAyXfMQRfRmCng31MNNMwt4ELOD4At3n3tuMX4G1cK9ln1Bgp53BZPCYBlVOZQsObZMg/6m24sR7iUFuxKwhwKbu63uDzzdSIJXwr4eDcutjiaMpx4bYyHFL72oVpWwjmSsJIk01IR5d5HCf8AmFGozQG+hwo7waFKDYYhNHKYQgMgc1DwITcV+U4JL6aComGIAI4X5zOOjhcszXGmIvLc3x6vWNdgQOS04TlLjUNsNhQyr1IDVcf/Nn7PdLyirKGnMz1xevYujcM9YxjU6o6uVhSsAOjZCfYsvP09AjghEJY1SqZC3beerlIgUCdXaOw6quHI1RuyzDsJ2Q6zy1Hwgx5fZolVz9fJfoe+X7EF/W26CHVxNHJYSjT3uwIIuquhA1mjASpDei64hos8wTmyRTXG/LkFbGOGB/Gu7tnzKI1j/H1Nlvk4LRscS1ihx4+O4/GzPGMK5SCtGX3DviQJDyQ1SbzDekcGNCruAXDYokZNwyg9V/1ONW7HiT2n4Pi3X573PVsh10s/e+1o1+ePXEM1EHpcBW2nULGThX+6n/lzje9TcGQ4FxGnotcSLLxQ3ILkOzQ83K1esAXGNnQu6bHU3dd5PMn8nTfZcIUQ9HMO+32y8/ISUjgHAxQVXIQjDqs9oRUPEOAjIe8S4AloYjiKh/MNfrpHMIa7GURAKzxhlpwQorpSfFGWJTGgWL0ZAIAv+rJESWXysbxgEt1wdFfZEP8lYYoMMmoKSw1TrR4xcJyWq/ARxGBwXOmx5MhhSPNIqdiOZDuixKkasvDO0hfC8bQaeg3Ank+hGg6h51ybx75EbCJjELqooqRkj9MqC6BhDjAvoTQ6wCE66BcYYff1AHiMvsITcw4UNDxJC6LrKc1SvYUem5hxlmdLVzY4HAlWcSRufhGQdC/nvQkZzTvzTvY12uf1HDehcCZFPBLlQUy+Yl+j4SFBeBZLZZd+GzPOMcmi5t+Va8BGwrgqqUzlnqRYkULl8FKxJ+GmaMgBcJYrhooUGnzlz+/WZOHHZsqW1YqhYSnBwpEUqmAHHtXzZlZKsM2MsYQOmseoKXsJIyTbRQSAHKZNQZYwZdklxhPAwKIPFa0GTEcr8sphSQgNFPj7W747ZsI9YRicoqaOEFM9ABMVW/C+wSXZbWXBK7GJrS6MBBUkJEmpWcyq6SLvGHw6mlfsM//84BsmdR/lbyKHORVUiTuROk6wnTIcgBgkBg4VQXYxzToAAjaSw3YIV9RTAHjnGTMSCmJBEW+Z5Erq4RCkGMlKuQrqjZznyXgRmjkAIKFEk4WXsQkZt9ftQeZA3X4P5ijoDtnE4mrosK/JQEnFEBgAddjLIh0BQ/Uy1DPal4SoeITnc7o67bC2gAg2ePodpWnqtB9DMQ01aNuYLVWrRkv/uxP47fONw7zkG6oB0Owharoy+IYY+J50j5O9CAYveWHv12TZLx+a4U9HUzYyFMCpcM1U9HtNRsQrEuYooG6s0hrgQ2WPQcIB5vn03xNiFTCS0/7OCRlOMhUxFeR2d0v9njAMiroa68vCB0nXCPdA0VvnemZBiUwpFYQAQ3RDaMg5IqXCFlM9AiF+5Bosf+18sxu9EWMQ/CFNujaPTSzY604uN85BSExyLvoJ7whz7CnNfYkIAjiOEz0MRgHocb+m4C7yhI0s9qO02vko0YkJVLyja2qPCUXBmIcxdJBsXxPWGs2g6KJWLGAMdSw9WiOieCmt+gMMwQ/Gba3BflsjzwQnMyhhAET9AevyrMzmzbTqLeQBeqaikkdwHMIop0LDLeWDqHc2sllH42CENHmvph+Vq0DiNRi5iTpwWcSYM77AnuD5bsY8Z0B4L02OV6rHIgSmGBpI7usYFvP8bUPGgr2HWnu2DY7EexZuRwmISfCKATIoa4BAYd3bWNkoUHVYh1D3tY57Qo9hBBE1LFCDoFaVGWM9PaluVwwNUyq2wyuZichhM2XMAlzOQnNWhqJ3hJN5td2BmZA48Br4v06SWWSCOYAzD+gchZEeC3BYcLZOtnMm+U6LsUO/4bmGwx1AUntLjf09re98pfVdVBeMLohJgEOlIBcKuCiTfCYIGakaZwFgerMuVABmvHTBaapRv3MEMPnYQchP3ShMoRjDkp9jA1PEKDDTsu/whcSAqtEij32NRsFOvuJsnXnBq0EcrgPAi28dDPFSA4PJcr3VE9R73OSeFcGKijAeAQjzNdiCVaasG+7XNBX7XiJ3EBpqmlLT4+N/GjYA7BXnHA7mjobFtQRmMrbOV2jVc+ZhBBQFg4ATHoOmKHPor/mvQYwBOCR01OoBcvDismp2opOgvAGP+nMV+DGOQmgM/glzcdlFMxwxsJHZlygTI5gLmTwJRVZ3ICAljkVjYCLT+TqBAHuPYgaAEHtKRFknPHHpJm4sRwCAffNmHHSCKqNyZEeCHBZEKfrp7EP1BtTQbEIxgE7ddM0W5BZwnLiuYQxr9jXgVLIb3hHWGnGaZyMMwYlXIcAiAIv/zyRVyYuYr09U3MRzmpKzDRPmULBfNweufSWPm5n5EZuYcdY4G6E78hwK9iXhKK04z5MZOk1FLtWbB6YpYwB2H6CZIN9wvk5m2AE2EruccHmzxw0BH5WluhbGApYSLAwAYBRqvS9loC8HR/Y5q6ERzEpxLPVe2BN2mIXp6gDLjuic182PDUAPN6a5HHgQlpZPC5Z94kwGOcRUDYdI28xUaQ+r8fKRMYi7GfeEYeB8bUSIVYqkmhSLDNZPLpryvue5WtYBACAgj3M4qFlYC6c21Xoz8s/5YL2p3kFYb8WQaKA/p4tAF/3xtOJ8nZjjAJ54RbIVm1gshn1xd2L58+TbwWQHYIteJ9N2WrCI662VpGORlKYKlf0IwNJ+ixiJ6Bs2oeC8TFaMVZpHcWwkLk9nBxmF46SU5cpxvuzyzDeoiHJM5Tbw8QKa413eQiPPv0cBUgVb1SgAsOxCJW8AKgB7XInTsJfSgpvLFt43pJgtVAJg3p4+LnJtNWQIEsJZ9mBgPDbDjbykrL2Q0pyFkE2K8Jjw1OnTet+CrwJSMr/FiafgKh2EosBQdCtennoVytbV10bAnI2AkvI4U6HYk2JoyosAuDYCQXG6ZuFKI2dhCjWgUiewvZZxTxgGoKcXu1Hwh88JmNKaR5K8cAjNqtXaEMPVGg1nUPdNre1auCZDrXqR3aeSQ1kmIcQ0Mw67NQkRitluKVRLWRJgRKcQO2W5No8gBT4OHFZUwQ6AXj+hKccRO1AwLbhmRkIXmH5+EzIuChsmrn2I9jwASxNq6jAmXkBHccXtddvxAmqYfIV3DPidpMU+VwSIVAZkaZOxJ9XbAIApFPjYwUA9t6O4ovkeJiieocco5HFl2vHvkErPS2mPizKhweHqvDPjt9Se4rzIfB4ngxENvuHStODmfmv3R0OuWXgn0TfscjKPK0posROmq1bVNnLYr954DZB73NCLrHS+YgC0FaMg1zNmAR2LGr3Ew/nOxLrSmBmpmQsOrZntSOjVxE48kBCkrgi9GllZlLkEYxHHVNl43OW4ZwxDIyFxJOJCkcDUz3mzWoqHaaZNMAT+3DwVi+P0wqXA9ObWPOY590KZUDELHtHBKXHP5DyqVGiymxhsooE45cj2HAYkajEUACt00h0thWqAmaYiAVhVYSWPk2mxyaq7re78i3h/6hUAAk46byXPk4ft+JqS9I5wSXZ4NhLVHisNWq/5WZ5xedpZGGLhwkBIOsszrkx77Gqy7MSIHYz/GvV6eC66TiYCMJSCk9V2tOasqKuRw2mezRPSHVMBXb1WkHux1oDTdRYAMOLG+RZHc+bQY+CABN+4YlF4MJpizjXgWLJUd2okLDlaYV2KFbuVyV4EDd+ZBq1zgoZrp7//AAAdDI7WSKyyiY2IYq0e6z7CBTIDpJ6Xl3vkZMHn3IvhqlCfSw4A8XG+ppmPITSQ60QQdamsdNp14QnNASv7TPEG9g66y6QZCQDmIdTG3ohmIZqkquw8PFtcdQe98wJcdRCxDLt/rr1EujSPGbBUWWkeS4sH7m8jZ2QkoBsD/i6ySkL92ybDMNHWFiynr3UN3jWAuGKSvQulKJNRpJXXEF3rzEU43F63ppWwL+mA+ajG5KXl2DySUV9h9EyUNMWcg3TArFSvRr2hAgYXdYGr4dPfvo3ZCFx6LXeCUYxGSMJoIzUFR7h6zKSnKt6bXbvmUao3jMFSk0AvqTZMRghs6uUNKUolwI18h1leV0xEMYbWGETWja3X7jjzdNUQjZsbwIVQMVYrw/Zi2MwTkGlrxC8JSYKsBatOBsy7eK3jnslKWBGIZ7R3zFQcqPAABsaMWQrFFxTtBSR7kLLdXJ7EbHHZqvPjKXZPohEODIUy6hTcyzLRcvNYBAgzQDAWYzPqDqEL50LcWEXSuYgnmIusxuUiT6Y5oOxAfW2p0Uq0gaFOASS7LS9C5Szo9ytrcK3xgMbdaz2qLWIt01bmIwDjHnBWIUiIwddZOQS68Pm4/NomZDMuk2f2pHpDagBGNqgODRk2MWMbMwOOA5BaiUvYx+ImBYKVxQj0DFSuvBHkwSjE0EV89FhVQlgA5lW05o0dq1kMJ+Cjeg6NHHZrsk1CMzpeFqtzhP0+iefKOzzA6UfFFtQo6OA6C2H1DgaLxGVVsBFq9NQIyHeE0AxwdF48iLsY94THQARQAxo82trDiAqtrgRqDUaX1loJvaAHxsBiPHUFk/DoO+DkfRNyESyfrZMqecKSmQ+fQrUJMh6/DdwDrsnvhmAUZtllzrUvJRqZKvledt2axxwKzvOEVQp+IN+7lAifpBpzYPIpt+FIGI82AcUz8I5sV12JF62WZXfw0lsoAHTlJk0nMsZwWNWoBuF0nXGcVk4no2dLRv5FI5FzI87VK5FqkuKxkbada8DJtMA7wnnmfHuVMuVKHkv1B3gCsy4LztfJgN7oG06X2UBfzVrobr5JxbJKSkiqzR2ksKsAjkXYjVWYq0uO2Aoo3cjheF5xvkwGWgawZ7pkvtYaesYhfIiBuSRNwMRpql27gUQyzlUzDKVwoWCtDDamlHv6M3aDtuwS4sTkP03tx1gO8LVSmAJQv1ZrJVxgMoYLwvbyzUqsNfZSI6CVacp12O+T1bKrBQZgF0jdtto8SECjXANIuOqTxK3RcRihdlsBUDUgutuoOzrGzUEIPoC4YUOoEwSt1gKrkXN/c7+1xxYnymJX7wMAC5YMxCf1BAB2w9fKhUlXpp3t0BdlMkR/8oVLrl3PBjRyxjYsws2P6J6CTmbekTw2MTPY6LQewR9kKxo5S1t68TimUDGBmZpTqCjZG/25kWMjQ0zK8hPZ+1SgBR7mPeWB9aiUcDWyl+YFu5zs3IKklpVnMkU1DsKXkbQ0wMZePcbaPNYCI7jV5rFbmcfgXEWuHsfzaoxGALhYJg4f0DkNVXb54Mhk3fS7jE3ZnM1NBh21ZBtW/8MeRhKwMoiIERuJMKQpSw6gxlWXulYAmIyBekKvddwzhgEY4iDJTKg1rbWDiFqlFqUaTQ2CehNjvDYKaDQBn3ShzSmj1CAAJNfW64JUTgQvDN5xzvYzYiiYYhOK7B0xbgnYJk6T5Ro4jSUTWIupSvM4mVabPE0m0CwZDM1W6C6qO2pXZerxNdOiuyu+CcUKlfQ3XJ139r1e3V8/SI85soyA1iAcGA3XbEIrzZlFV4JUpVbzNqygihw2ghdoVkHrNyZfcFlp7egcgX1NFopcnXdYa8AsSlDRs0eVYhduya1zBZRspLvzHIupb6lh0nqTMY3Nc4HrXniekLAetaCJjP7ciI+7FJGCA6wGAgCmyClQ5jcw43GaxKNFzxqoodUNzohM1ZsRCIFsXqfU5QUgx8mZvWgfmtGfpzmjVjLGIyCUapGRU0NyN+OeMAxWYdZcV8oVwLGJUejvKxarHW9XXOxnU2QqA5Cjak26CDSNpOSm2hyO5hVFUGrdMbKEDjE0E3QFgKN5FXCQQ4kxlgWA4yljlxPmWGwCcuFTL8Gu5AxA06HaDSPP4WRacCFutYJdWix0e9ng+va8KyD5gltS9xAcI9dXpp1lHHR3PoorjuKK47ji1ro5MAo6rEBKtB8AziAwPqC6lWKYXbNy7IuScBTzK0Rm9X1qXLQSU4lXY9bCe7JwRw2M3tPRS9DrYpoKUiav43SZLexSL06/RzGGUZpv1FwEYJodmp5WQPF8wHqmgTMB9IraEQPTCuDx+MsgRaj4gpGmZOGuKwOVJQ8Voop7EA5S85qKbFJyrb8TgNGhNT6t5e48hnsCfNR6c1XFdeIFpFRF9dYdxF9KfFJOghdLrTGmquEEWcAERo2DZ4xBc86q6Ku0Z6U1s/YjU56TbwY+AujHU+mxWEyUdJuyhQUADKhUcEwp1Ep40fdokY56LIrGA500lHzFeZ44vSk6jwBwa90C6KnBWcBDxRusklH0GpWJyTt1ByO17qIRC71oBkOLmbzjAqYGJlep6Ip6KGd5RmmdxjymRPeCXexrL8PmrEXgz4mGg4Ko6p2U5nGRJyvH1hg++BFM7lkLkuu1kXvC2I+Xe3zoTqchpOAFj54BqVwd24gL5mKoghMI/0PwFAUt9d6tJRwA5qOOCBdL9aIpIi7BVmxAvQYFLKHzmDjLkKZijCl+3Fm+Wk2poThG4F6+092ltNs9YRic47py78m8AUVve/wlKLvgBjo5omAHQEenGRsgc++CIyzyeQaYDmsTAE0HwmJQBckUN1hLNKVph87AO1sn7KXARkMGBjGbGQPVJowSc6419Nh3EDBVDEHPbSP6hjpGWXn+HhE6lfdNgTMSYx2EDqMxD1JvvNijTe7xeR1ri5aWBFiybfIVm1AOAMxNzHd4Ac2Mi3oA6m0AsApNxSiiq+ZNZCnXVu9JKeHjuWULA/n+b1PGUeralg4cbk2x2vPHMytNK8I/Sb3N0dwJZnE0PGK0VfvRNiLf9TzVAHknCxC6qztTj1JDMGJeqorehYmE9BYb1qVjZt51acIQmeinaUr1HqJSpSf2ILpRkHlSDlOXr2XcE6GEegSj3JUKWSivIcYmVGjGGvRm7JaEWYpZorLeZJfXeD8IywwA1n3kEKF5NKhhEd1BGRqP60Ld5YhL82oc/LVEzloMCx1g3EJDB3VhCzlQLFZXwHhENIr1WoOBko0ctikb6HirbJiRFwvHm1e6iG8AACAASURBVLKwbu4nWyDOsUgqgINUJgDDJgBJqZVtx1iGhaaYxO11YzoNLDQbbPEfxczAK7oE/Ghc9tUdKEGfZRZCKS0MxqgbDlOVasGk6D04E3FtvsC+JvMSNOszGvOTabHfmwatC2WZKtHsZFqxy6nTihtnHdS71HRjF/ElO88Uu9x8bc4yEZB7eCQg5Cimo9fE5qjvfR403neOTK5Q57VKCDjXBWNUh2RdIhCrSciPcvFwhLxENg5inHSuh8Cyb3EuRrF/reMeMQxs1VTeDeBYS90vrY8Yi6RWUcrVGgibPGCDoBN0LKbxjtM5MYiGnpJThD8PwDQe1a2UYAP7wgbFATiZFzMGAGMJym0Ynxsp0Zq+SqLdoC5w0g/I8UYQbQZMkATyeAoVcygH1ZVF0p7jjqr8BtVk0Bj9JC1GYmIX2ovuAStMa82EqjEB7PFwT4kmYGdGccGYktFVKcDi9KRiCWoo1IgckJO0c5VoVOrjbcy4LQVYpXlcmfY4L730XMuugQ6qjouyN47pOgoAy8crLV11EVYN9WSumN6jaH0o1ZmNBd+D1rzhT6X2JkVBjqOFUnxvhCdR1fNl45BXXshMyOP3KjlppPazdECw720NFi5Qc3CN0/xOZOAA9iqo6fd6OJGDu1v24z0RStgQ16pJTLau0Swr0LMLiubqDtLTP30isNxWlQWo7cZo8BCUqBKsAGqcxFZAI4/H3coUnxz1ugfP9GhVDFrEE9DdQym5nJlYbDLqRD5K7IoH3xi38NWMwjS4q7uht8MmFGyFBDQShaIQnYCuDnUUVwEMJ6MhAxoCcGgwgpFjiMNZBfbKNCQo5KUDVZeFPy8T9kKbVk2FtUaMPSRGMpSmLC0lCoiGxKDxMKQqlxqxidkej7iQd1zgpulcDTP0mp+vkxGSNCNkpfVyH3uGKsicgZw3BIQUr0Mqdk0nQa+BhK46U5gU5eCH+eM9Sa2PtwIqLRxUg6DS8GXlsmvFFFrxB7oLAKf5QxA16CDZJsETqDkohz9MX4NZCa0MU4whxmLMrxh7qznvCAi9IjF6BlVK85hjxT5HHM+raTE6R0gCAG2k5No7Qojt4Abq7n51s8PpOh9U6+nuootTAUUlKmnGQxcrkbOUpL7OKcdqO/55ng4wgFFTQLMLI1lIn9d0XdePbFilLFrfw8fTqkcgeoeTyHUVagA0jbgJ5SBVeRxX+NaBw9ED0aIpgBWpuV1d712hDE59/2mecW2+6BgGeg2BUrJf7RrodR7rLdhIHXbpUu9Pr28RIV7nyNKZWfQYtMZlEVyitxlk8lhp3ubMHJkTss+RtTxcJ8IBogcZK3xz0mqg2cZRS2AinczZLFwH3r15HuUchgxCE8UxsiZJ44hTRVmDveYUb6geaCwC24oHCcBYi+/lFuI6M6j/Wlfi8N13/5HXb4z5VjUSbCCkL0TsjUQUsa2VL9oCBnfWEjofQW4a78wMGyoxSRf8GALcWjYGWBYV+PDNMIA5VFyZ9zhbZ/MUdMfXnDpjEsncWs1aALCOUao9ALCnYWXTvpm+QmncU+LStJhkmwqVHKeVlaWTajBo27weRmifCU5X9h2f048s5Q6IBBz1Xg7KQ7idN5Il8MKPCFYDAQB7pIO0o/bMHIdmRpSYpASsszyjEle9qqFThWvFS4rUjKjnMD6ujdml47eZIR3CCr2+eq+DZ5qw0sH1vqus24gVzAObttQwdKXqegqqzqTl1yZDqBuF7xmKQ/q+O8iQsOfQ1cc0FVmr52wCOasotlR+YizCCyGwkUMUtqSl6FtXkL7bcU8ZBsURlOwxshm9Z3099R64u09X49WU0Bjjldrbx2nBTO8mpKFA/7yGBrl5Ix0Bunirpc/48x7Nke3qI48/DRNMyUwpZtNPVBCx9zMIBo7VgUY8IvDJVyvPVkwBgEms62CjUG1H5nLnw2zG7IsBtgCsAe2uJmNzcp1DtdThWPKtdRi6844GqZEzhWojSUkHK6Vmq+qUGgzFHwCYYVSvwLtOlSZyuMjpIH2s79Pr2cTLA7oegqalo2/mOYyZF4CLqLZTtrmhNGolQumw4j3ZfKyVYfOv9PJ8zzochsRMo845HhCllPhUSuK7YqEyp+kVX3Bemb2stZBmFiweMxKeCOS5p4SK/tzNuGcMg6K2CrZoOqcbiu7KqXwbwF5SEcEWoq4QrPH7JHx6tfoEyOQPVmCjYcfYB0KNQiOHXCJm8TIi+mRU6iuAA1UhzT5slBEnC74Nv6GRQ7oDZzBGpO+TayeqRmpAGjFAd2ezWs37b0RSjbkIzTwF5jR4HIcVl9IejRxeXE4wh4KtFDvNoSC6itOywaW4IJPHpVhwXidMfhm8Ddgx9RqNYYQ+5x0dhBCneWNeBYO83kDIORQzcruScJy4sU6WsEg7eG8Ef1G+x9hkRsNLvUca9sVQzTgoAKnZCK2pONlw2nS3JszSflBp1FpTMW4sGqI2qcoM4kEAsNQ4AFM012Kq1rjR0X5NBkhqsZT3PDe4iJAAOGw2GaV4UTbrEvq2biJ1zMQ2OVhtBcu9vTJM+WrjnjEMtXKX3piKgTBA9xZqYS1+jdO87zx5pflqulJ5BqrZCGi8rIVRwSaLegwsL1YPFrgueo1dVdWZ0BmJmirTsGEc2k3KiqZkUQOQJqzlYEcc+1OqXLou/NL8wS6sLr4KvsIBm8CA3yZkHMcV33TyDJ66eBizL/hH/8u/gkd/7Ry3n3oGz1wQaM0AnQLOwwXPcSsa4BnJdo8/itvvvo7nvsPjHd/xWXz9yYu4lZlMdRQ7IUrPodOfD0VfG1zPXMjQ1nMqzKK1EUp3HuXoFHPR5xux9NxFZiNxkZNlecZUrc0f0roP9m6U3co9JgOKzJW96Hd4ITgxrsDLQ4vs9DXdcDQUHb0EA03F21AFavUyWmNOTq09C5ez4+a0Mo+d756C9png50VfQWUH5JbBcZaiEtdLqMtcKtOntRnN3Yx7wzA4LU+VMlEH0brjl1U6vnMaepWelqtWcuY5TMMuosIrylxbckQwBLrdQVkNVp2nJJk4vEcX/uy4wGkdQMkoXHrdwYgct/NFNwo6VOtRf8PYuFVZjgBMHk1JRUY0chAAL5las2YlFHO4kvb4/O46PvryY2g//zCe+Icf52t7tAWWAIK0j6MGKgNiXQGqFfSZz+PkM5/Hyd8HyoMP4Jf+ynvwJ7/pY9iJ5oKSqJTCDAhPAQ5FirhGEFOxCQA4r2wIL4TJeS7sxixNelVuTkMOxWVUvUmPGXxDlkzEOvAcTncbnGwWwxJUwakCdn80dFhLZ2P28nyYF6kFc23YcmepdizqkZJjrYc21qQ0LJJy15Jt3tG9sR7VG+YNUTCrEsQ+y+4vTZ5VxrD3d+V104qHFwel1b4+Sg7Gdrxb1iNwr6QrSTtJdeAxpYppYmJPCI21FzU15Xtz2CiNQ1Lo/SgABo/mVKwHgDaWUQ3HsSuVLn51N+dQjVabFSMYQhRNOY5Mu0YOVzc7LMKQVO9Aaxyi770oN6FYRWT0zQA37wbRVwzZCLBSsyo1bWK2v/XYo/GZfMXSAt732bfiyn8ScfWXPsIz3Tu0m7fQFqmIdL7T4/RxCPzf8Hd7+Sbe9pc+jqduP4TbQsHeileg+gtKYlIJN5WXm3znXOjv0RSrllNr5oGvvShyiVGo5MVoRzPM2idUU5VavDTLMa6fnA81JhwyXmiLOblOk2SxNCXJwizsQSZJaWsH9Eb82lp6oyFNV+casGS+56UErFKUxYVUxTxcDSOImKBUcs80KJvR9E7RuQkhNuMo+FBRsxoFmOcA8GMfG9Jc+P3NsedBYFXpe6Xb9d2OsQrssEKSF28hh5SKAYuaIlQ+ANCFOboEuFZUwrwCfc9auhisLjASDsFSIi5ywlHKRrNeSjRPYgrVahU0l65YwQicna4zvOPSaoB3K+2/qNmI03VGbR4LIq5vzvHc7tKBQIsukBVsRPY1WojRyOG2FER5R/DEO/Pt5vHUb70Rb/3ZL4OeexGoFbTbg2qFc1wE4FIE5SJNFfSiNhxA/c7zqqAGWlfMP3QLv/PfvA0nj53hyas3D7wYTS96R1ZrwbhGBxg9COdlMn7GmGk4z11LQo3FUhhDUO6CXpMxdFADcDRlM+KjmE7yDedrwsm8opLDPkd4B+gWouXVpXprEqNFdDqnGnWdTqPWD4pOGrquOAQTlZo/Tf2iautFnePrGk3nlKuLCZBKyZC4u5RKErQ2pCNJbLoDZyk8G4e8JjitUpbf4kLrSOxrHPeGx4Au26Y6+yojPwKPy5JMD6GouErtC9M5kiamfKNzCSKwAUljcnypAJLiEIobAL0Ppe5gOoKkLXXiqCHQCaNeB9A9CE2t2Xe5Lh+vhUGja7zK5M8tYFeSGQU1RlF4EPqZKdQDmTiAswa3lg2On3HAjVtAzuwBtAa/3TCGMCXQugLewc8zzzDv4OaZ3wtAZpqpn1IjtLNzvOO/+DTab17FC+cn+MgX3oCnXriOs3UWnYZmqtIbScHqb2PjW7GN2X5D8hWXpgXBNQufVPptxFsuBjl5/e37Eo1Orh6jkpaAw4Y521SM/ORd7zSmnoGGm2OGAxh7jJC9f47VQlRNUQM4IDwpcelACax1bGzcpGKU7u6DelMYdvcgjZm7hzDcHgknqDojM5lRGEiB2tj2bsY9YRi0Dl0lqVRfYcz/sqqNsO8kJNDnVbBD/9NWY7pgkoQiUdxEVgOGsR51Am1iF1y9M2WmNRdHKXeilCx8LbVWT0BDjYuccDItmGM5YCdemXYmoQ4I/TkUowLPoeA4rYMcfBZ6cTO8QdmLx3Fl9WV5/lJa8PZrz+P0PQsDjCGA1gwqBfX2Gdp+QdvtQY1AuaDt9nBJhFXHEAMAQoBzDi5G9jAaob58E0/+9G/iwX/7c5g/ucXupS3SX76KT9940Mq79VwvpQWbkHESF5ykhWsvwOnUTchi7LpwzBwKLqU998z0DZfnPY7TiqubHWdPYr/225RxPK3GEiXiNPEmcgs//ReAZYg0oxU9U5qtyGrKdg+d6wI8ym0gCT20Old5DzHofOvsSR2HGTWe1ylVY0GO2o/aco5xtU6dbjWgZNZ4VEozE5yk0LB464LNIQnQsjegsS5dm+Fuxz0RSqgBiLGXWI+16lrRphRZ5SukUE1wRV24UXGpk1JE51DiUrQu+aWkpEkIL6qNoOPF02Ncv3Ru4i0NkvIa9B01K3GUVkPPmb57uGtq9uHGcnSAvAOSpYiddjxmI4Bo+IZO9n1NYrRU+4GpzZMv+OL5Nbz9vzsFZTYIdp29AzU6+NulyF5ClvfVagYBSTyLV/s8Nbzxr3wQ9Y+9E/Fsxf7XruOL3+nxlgdfsOIr7UvBRKdmreW0QGoOxbgdmnE4zRvzkkbV7ErsAfJ8IQOLU6jIFCw7tEiBG9BDSYAzTNzEmCtdg29YlZzmu7fAWh3evIWUWLVpWZNtukoo0kpgna/6LwB436spVWNBQ+PWHNYlWB8VQAWOe7q+1SHDQIO+AgYwUTCEkgMgsgWqekbkEOZqzWzvNl15T3gMgFhUKYNVsDEKgMilsUySUTajCWrWYO3lVNhVjYlW0RnrzI21DRwbbmIxEBHoC1WrIx84uQDQ01462ZpkKazdnZQHq4EAeAcci6CiZ9aiPh89d2lWtxlgkGupvRRaPZZpAPd419WuUJwVWCtrGzTyyP/VI6DPPQ2q/bupEUgrdqj158QguCnBRaXwOrhpAu0XxiMUl9huzTiQYA/hn30E/sYp3vBrO5z/7jXrfM3nGnBWZhTRbVADodfBu177MRLC1FsbgUilPpM8rzUluhsyrTmIB8F9JiYpWNO6DyUw6eIfXX+ttzE8xEGA6w4+a+ipRptLuFkacJIQYxR01eOyp9C/S4Vae8jReQ5BmI5whCB6JFoHwWBiTz1qytJ5YhzB3gfEqViWAp7+cPUYnHOfc859xDn3YefcB+W5B5xzv+Kc+z3599pXPw6juOOOoCCT/qu4gC7Q4+1ihkA7CAFdm1FdP73RKvk1FtcAOGDJTaEajrBN+aBAyijQw4TV89HdTb0A9RIu8mQsQIB5DQp0mvxZ7Y1gj+OKjRgKxQ6y8AJWkVPTjIXuxqprEH3DlWmP933onUj//HOHWIFdaH/wr5NMBcSzcNPExiEEwyBcimwQggda47AiBLjQSTx04xbSl27ioQ9xhoV5DdE0IIBu0E7zxsRv2x3XUr2I3IIVSo3y/HrfLvJkytG6uJUmrVjC2TobyUmxiFVaEqo3adiVZCdqcybaq8dUbccyfJ9qaSjJbckJKgIcdU4Oqs9aVt2qN7ISqGszkOAVSof2oUGbLqmOQpM6iDiXXiRFDq0I7iCeBd9YQlkZXHcK5v9LUHD614nom4no2+TvnwDwq0T0FgC/Kn//vsOsfunUUEIX4xjLdqNvFgNmkWUzxuCQsis14GJh130tvPhWASN1guiCVGl376SfJYBdTgedqheZcEyqkTLhwTjU5nEqtQyasgR4ct1eeDHohN+VhFvrxtKUisKflwn7kmwX1YVxUfiz6wB03ViOcGvd2AK8KBPOy4QHfyugXVzwbg+Yd/D7X38CGvHnauMsRimAeBnt9JTftyxoaz44JjXi9OfpObYvZDz1mUcNhAS6IIv22gQOiVyG4UgVpf5mAEYgU7ddsZ6jtFqjHr3OSYy6VrRW2eXVG+QUZccRVPHLORaC3aRiIj5jH9IUq20yl7d7EDFdehJQcIrF/nU6Z2noezIIvk5zwTSx98B9ISSrcoceY6seQZmVGj74nplQfME5go+dZu2kITRVdwBmcvbiD9Fj+ArjBwH8vDz+eQD/1lf9hJx0HJpijBZUi6P6Ao/GOVCPQr2MJUcs8t4YuAUZACvLVkBJw4EsqsREzvQC1f1UGXjlNIwTEYBRcxWI1CyETmgd+pryFPS/sU5glkpB9RjUCAJCiBq+S70QrZHYhGydnR7+Zy8xTkCNiUrq9o+DuJCfGrERyIXDDMlOUCnMiNSUJgAqxcIHkuMza1IArlu3MT/1HJ74ZY9nzy9jbIqrXAzlb6hBHVWfFYiNvnUKeO2VlBthfVrI1YKFcur96T3le8P3Qo8x3gvv2KPUe6TeABHrgAbZfFSTQ3td7qUh7gjm3VmO33ExOmhtoHiEtkzUAkFTgxYvgm20M5DRB7LSab11zlPPPgBohT0H7TfhPCzNr2HHHzbzkQD8346vzs8S0c8BeISInuWLQc865x5+tQ86594L4L0AEK9fsUITlbhS4GbMVwOCE0irML1xQMcaGvHjORWLC3vmoKcOR0XoORZQidgMC5Fxg67oPKYltedkdsFYeuoGX0p7WwwAy67p8QDYTlrIY+OYHagU4fE9+vexZB9UhbkQU6M9CEfTOpxvwzZk3Pz05w+v8x2AozzZH8bIJYP8JcxbCIENhgCPB58fPquYhUPg/opffg6XPwB88ocexkNH59IrcyMl2sF0GKZQcbrOBwBsbsHSlho6HKXVAMixTd++JFuAALAXGvxYxDSmHYFe3AYAmXgRpliQ0ZWli2AUMVScLio6q4Ckeof9MumO78CKToBWSAoILmJCGlLkNWKaC4i8hBH8b17j8BlpR1cCsxrjUOTnGT9omSnsfqrsURBzFVoOQpEGXGLt1LYGFoP5Q+4r8V1E9Iws/l9xzn3itX5QjMjPAcDmG99AALDZZHOVNF9L6Jx5bSAKwFqQK5lJez6kWFFqX/yN3BB6eGtcqnoLpXkkcoY4q8CKph3XO3YcJT7pDn972ZhxArjUWPEGJSoBsKIngDs/KcOmkcM6dI1SPoP+3ZwQiORzEdXqKJQroTvx9ekMzzb2kKj1KrxXNQ56H2rnKjjHDVTVS7hz6PH0+MMf9tz+bY9i3uxxc7/F5Zm9hH1JB0zOVSTxRxJYIwd4bmCr71MyWEUP11QlyWpU5JpVciAhNC219wZZRXlr1IgcuRBETsJEmGK4XnsAaO2VBsauh7xvDBm88AscgEka2Gg2Qru2KxsSOEwl2jwjZ0WFttOTA3mA8hBaNMchhTahiQ2U5e/Kr6k37jeHvJyvNv6FQgkiekb+fR7A3wPw7QCec849BgDy7/Nf7Th32jKjRov1jeLGlxqGsmmuimQ0WUqmIwuiqtIvn5uklcB8Bi2Q0py3cumVQ69VlACsO5QWUWl/BM0YjAYG4Bv79ivPGWlHy6tzC0ZeYoXliYG5QWRVd7uRQaipUN41m9UbHBgO6tJoN/NRv6b+lTvEqz1HEkoYrkCNwcU73uu84zTmdgt/cvyK10nYlM/8iRmbKeOBzYUJvWpfTABG3Bq9gJEror9dXXuN1ZXJqNdKsSAFqFV/U1mPGhLq3FE+ghZR2VwzrwWWAdPv06Et8Tovptr9AtA1IIayapL707MOzQxIjNWyECUHBBF28a5nJHyoPdMgWQfFDfykjWb4MXsSBB8kxBCPSLMYqE6K5F77+P/tMTjnjgF4IjqVx38KwF8G8EsAfhTAfyv//v3XfExoPncUueBJshHrG6QCTQGh3Zrk5rK7d1GTeRG7NeFoXo2pqDFoEs6CqjglAQyBzqXX87EbTJypsAIpcWUbYN7DriR84tYj9nsUTNOh4UbnJ/ShBkCVnxWx18UzNpkFWFW5UIAn7iNZibkYfOL+FaDjV/IanHf9/RomUOuvDccL1x/E7p1vQD4OOHnfx4Ddzl5z3sG97c3wC9D+z+t45vxB5BOHsycJ81tv44mrN+13bmM2o6cekd7r2jyyXOtdZkOo1z2owUBnl3bMYcR+mkn1sx4Hu/66gHu7gP69AHMHdAOIvsnOTdD8i4KgS06YZFNpxApeDlzNqB5va+opkGXdlK+jBo+IyUl5jZK+BLz02CiFqdDBNTtmTBWFYB6F7qjmVThNSxJQPPMcmoOLdNfg479IKPEIgL8nPSIjgL9FRP/QOfcBAH/HOffvA/gCgB9+LQdzDpauHGsaVItPMYXagCnCqNFjmzhNVQK6E7CHkVRi3vcmI0l2HQUVVZPxIDtBvZPUVlWeyeHliy0ePL44oDYrDqHKTM6RpSmTr7i9bLBN2QzIcVxxKkrK4/mP2gL62U3IuLVuD7yLQlo7kHA57dHI4wt/8esAesoMwKu5/mogwskxiAi02xkQ6fyhMYHzcJsZ/spl5Cev44V3H+HGuxvopOAdv/sw6PNPM79hnpko9cwLuPrpq3jmexoe+HDAehm49u4X8ejJKT7+G2/G49/8rMnMn+cJl6bFKODG9wgwHsc25QPPq/eK6NkZlXCz6zJkFBo5I7FNocE7EXuVy6JqXtrqnnEcWM1E8GQ9K7cTl/yv0qzGqnLBgOIkXoDiZIp/EZSdi85obL3pTEoVUdvjVW8Ym8m9O17UzqGrQQNonoFJLcRSinQnQbG3AU+AJ1D+Q/IYiOgzAN7zKs+/BOD77v54sLyu0lb3a8KU2NVkvX+yPLMCNWoI1CgoZRXgm6X56tE1VI8B6IQlFe8YQw1tLhNkF1HP45FLZ9wnQmi1uYVBmrwawp5bBycf2DJRihc+ayyqvgLQPQQl9Fg6TshBLM4ikvMivR5DtbqDD77vHXjTJ3/rwCv4SrhC/dfegy9/8wbpjHD9b37g4P2jl+Avn6C98TF87s9cwfLOHY6Pb+KJ7R5rDfjcDz+CN/3cbdQ3Pwp3kUGf/SLwdW/A1f/3aVz9TQ+aJ+SHL8H9oyNczJdA30/40ocewzu/8zNocCZPlzxfr7HKVAFexRn03o1ZIe0yrsXc0b9KrYOEn+oRqOepBXTekWWvdLTmsVIvotKMk2pAjmEJZG447fHZnEnAO3TGrQHngQ7Yj5OIwmpYoUbBCZ4GCaVHQlORSknn6MApJGFHKrjivKQ6lQn5qjPhK497ghKtHATnuvBrrgExVtPUK4Xr50cBUa2XULdQsxIq+603V1OPCtZpuXOSNKRyJRo5XJn3AJiiPDIlFWRSw6H05dvLBpdnXixz6vl5AKaIpLHnvrIwqQejU17a1Y/pOzYAq8mnlcbHu5z2hi2oOrNWN86+4OhZwB9v0c7OX0F71r/DtSv45F/7Ohwd77H/vRlv+emn0O4MO5wH3vUWPPtfNrzlwRfQ6Hm8Dc9jEwp++0tP4IUPP4bleoV/5wWe+vFvxMnngUd+4aPwl06AF28BzoGmhHZ5i3C2AtHD1YbH3x8x3Vzxuae/AW/6oU8bvqL4wqtpRqonpvqeajD4wvQ0dC/Saibb5sDl83OoXcrN96K22pgnoh6nYlUpVm5h57hDuhdiFM+B7pUo8Dg2kdGUJDehZUkAfR4A1iXCq+bjqKoUut6CDxWtsbZjK6zjWFScReYRl1EPqf2qXeGdeRdN8WNyfHu/Fsuu1UIqvqBhhKnf4DBfzNaSX/uxN/9j/OLz34LnLy4Z1113gaOUsS/RGprW5hEEnCTAyEizyL8lcCoshWpNZYG+U4XBaDnHnIQQ2wHxaJRdB2DA4CjvrhqLTaTNvCOsxEZhrQErwoGeYnQNN9ctNiFjbIyjx9mGDFfR2Y44NAjqBSzf/GaAGh6/cgufvH6E3R99E7ZfuAU88xzabs8zH8Dnf9LjLddewo3lCEuJeP7GJbinjvDAxwhXPnUL4flbePmPP4Evf3fFwx+4wAs/8i6QA1pyaBOABrSEDtJ4oAXAl4jzd7JE3CObU5zE3h9Tm868vDs6wHK0KvWiJuvLMd6LVYrbGjmsIsIL17t9eUemyNRkzsTQUGROMEjdpd90KP9FvcnSvJGf/DA3ARjLUesktBmtqjtrxyhdvJxt6MSjRiL+KiEHwLu9j2Sl1k5ozW0NVhOh3AenRVSi8QhPlp7UDAXukvl4TxgGgGOvEKqBRpo2cmB37mheDWcAJB6vAX/1U99npCWW1GI+w1oCLnIy6XCAjw90UtTedgJni9t2AplUGtdW9B/LqAAAIABJREFUcEn28bQaBjCWPI9UXj2mtnjn9OXaWZkDuq6LfzyHSh5r7XGyKiGxBHzD5ATJBxunD730OB79pc+g7ZdXhA9mHFJEurWgrRs8c/syHv/lgPNHPG7+mMfmb78DV3/xn7PilHN45MopJl/wcjnCM89fxcnvbHD8bMO1334ReP4ltGXBlU9cwfkbroC8w3qZm5/sHyC87bs/i4//+puxfc5xeFzBjVGE3XvykRlf+Mib8bkErFcI+UrF5ssR9Yhw5V0v4W0PPI9nLy7bLqsEJc0MKb1Zh2ahiByagoGAYQ8VvXhOSVdKiQYwVFJ2HY+19CbHpXrrbqYbCgDrdqY1CDlHqwxmDMIPoKMaEWdl1yH20KdWNjousAS99w2k1ZfFs9KzfrHO/+qtiAqEg+5Uhic4gAp7GuS/Bj2GXp7apdi12CQXDilu7zZWLk3khK/Qi6p099AYUgU3gS6RNjaRAXCwIJlQk436rK9ptZ6WZOvYxMwS6LJzjCw+oIubKomqkbOeEpqiW4V1ORKgvCOgdQXmO/UP1W3W43oQbr/vUVy68VuWZhzZjiMAGV64BaxHOLu1xebE4+iFAmz3ePpbHK79yjHo4gKo1YzvNmU88cgNfPEtD4F8xAPvPwM9eh3Pf/d1vPwtFXAZT/yDCzzxS+cAEfJjV/HMF96Mh282XPmdF+HWDIoBTnkRzjGZSnTYn/3+N+LisYCv//kvArWBtjO2v8C4i3bxUjappoVVuQnUBVkCOilNvQQH1cDg5/JAgQZgRsDmn2S1tM6mNmcehuo71iGE0HvBYe7YaYp3+ZSqhBlyXz2BC10lI+FE50G8jGlTUIWsVKWxDBEYOKSeefCxy8FT7dkJF7geIswV1KS2Ap0PdLfjnjAMQA8V+AL2Nl16oRUAYuXeLrRC5HC+TCbyqlZeZeO1uzVLdzHBaSfKvsqN12PtSzSPRZly2phEnwd4Ii0ULXSpzZueoC7cStz96NK8GFNSMxVjdmFXkrEjdyUdxNFqNDYhG+iotQfKebiU9njow1wFSahfEXD02w2wrHCrB/mAzc2Ko6du4JPPXcN80wHLwkbh+Ai7nHARJz72puAN776FDz/wOE5/743I/8FL+K6HPohndlcQfcONB56AP1uxe+MlxIuKR/73z4JOjjoED4BE78HVBhCBjrbI109QJ4fNi1D+LtzZBZ7dsbeghtg7bhzsHWsw6HNtuEdjWzolpxGxCreqQvtZUoqaigQsDNHOU5ryToFbE1bBqhR01u+OoZrYqxZDjRkR3t17nwklNCmnoQrxyEvGwFKWgyfE7EdvNRI+EtOePQCSZjNZSE26Vry8R41Bc0Ag9hri3XkMju62UPt1GJtveJze9NPvlQvZaaGawlFq9KiYdKf1t4IUR0Nz0t4GXUuwdWfercm4ELozjZNGv2MVgVidbHoMNQDHabWGMErfvVNKXRcz0JWhxj4Ek6/wolsA9NJvZUtuQ8Z5mXAsIiiNPJYW8OG/+y48/rO/A1p6COFC6OXV+ju8g796hRflYw/j9s+suDLv8YmPPgkQcPK5gGufKphuZZw9OePL31tw7eFTbCduubeUiCoe1WNHt/H49iYeiOdG0/7HP/QeoDUgBpDgHKdvv4L43ufwxx76DC7ahNIC3nX8NP6nz3wXvvmhL+GffP7r8f3f+FF86Me/BdMzt/HUjz6EdOrw4Pc8i5fOjvDfv+fv4Bdv/FH8+MPvwy/c/HY0OLz/y289oLMrF0XDB6DXK4yZjHF4RwcVlICGFq2Hr67TraN4rdq0ZkwlazixrBExNiMvqbrYeJwu2EJmGFplvIAFXSVEaIfn5eR1/nFO5OJxgDEYR4EcfKqg6hlXqA6IPVPxhb/4E781FDv+vuOe8Ri0Q0+vtAzQenVNGTXqEt4eSlRxCP6wbwATQiR7kAYPY3D/NIZUfEx7QahStBkiiW11EdfWaaYj++0iT8btB2Ao+xQq1hatgUv0rBEQY8OtvEFpHi/tjwGAFY+kZ0Qhj5vCXbjtNsgt4NM3HsSNGyc4/ugGb/h/zvD4h3+7FzcBJrwyGgYXAtxG+BLOwX3hGez/t3di/YGXcO1NN3DxwetYrwBf/NMONEfAF4RtwSKipvscseSE6yfnyDXg07cexO28wUlc8Kajl3A9nYFS5LAhBMADX/g3H8D2OcIPP/a7+MWn/wjOlwn7fcKXH7+Ey5s9/o0Hfgffd/Vj+KmP/ll83ZdPgdZQLjX4HPCt17+I9FDF1XCB77z0FM4p4l3bp/HlcoUJbYIbKeEJ6H1A1JNQolcZjIRSo8ciOEs5ekIuwcJTzSR434xbo15rrsGcoVKCCRePZdYMRHapdx8G91/mpWIRrbFRUINA5GDt51ZhLGrVpGaSnWAMDFv0F8DP214/gJBfs1mJNqQX4QhT7LniSu5AU887MrXnSYpMoohy7KS7T98FOvmlCp6gqc1pACMBWPw6YgU6sTR7AZl0SmzSdnWzCJYqcKkMR5V3vzbt8MXzq/jUR57Egx922NxsuPSxl+Au9tgULlbK04Tl6gOoxxP8riA8fwOhsreRqOCR9QyP0HOWPaCUgFI6e5FPmP9JEf7qFeS3vAHppXO40wugFFBteOTvfgLPTu/AxWOEaQeUI8BERQXFdhID73PEQ5fO8ODmHJ+58SBufOkK/JsJly/v8dxyGdfSOeABmhJca8jXjrF5ifDQb9zAN87P4ehnruLqc+d49ntP8GP/8fvxM//On8N/+iP/Hn70z74f9NtXALwAlwsoENpE+Acffzfe8lcznvsfLuH3/vo34d/9z/8P/O2f/DO4/WTEtR/4kmV3FJ8ZQds5ZQOVbSOR+aQhnxq8oynjYk22uYxiLVqarXNDQ0bNZAGdo6A4QlT1aM1aqHKXpDK1N6vqLWiK3geRg3eMGaRNkWa2AmyGvuP7uVlreydhCMAAJQu6cBocxRsoah6I+xo0DECvjwBkobbeHVqt8dhtqOMM/caqHgOhE56M1yC7AGcZOlAVhgtWmzfATwEsTZFp0Y6GFuPOoyrPoxurbMpNIBzFFb/6ybfhrX9twds+9btwzH0FYuwqS9SA/QJ3foEoz5E+L4ueNRKGUCdFkPPiIUiI5WeEB66ivekx3P66Y1BwoCc2uPZPLzidGSNQCh77nz8OevIRPP2nHkDdEEgmlZOJqGFEbdyL85bf4vanrmFz6vHy9WNcmffwjnA1XaAez4i390BtOH/DjO1LDbSJeP+td6BuPNyyYn+d8LPPfg/cbsXVTwF/6/x7sXtjZmwkBnZ5ATzwqxuEF1/CP/nQ2/EogL/x6X8VJwWAg6Vzm2AQY+hXmrcsky7eJFkuu16O62kUl1JvUpWaVJuhDp7raBgU0NR7v5l6WnUMfxW0TIn5CQANoi3SSrE4+FANo1B+Q17igQdh4YgYjlJDz0Y0rqp0qXuITQunZF67SKAlwH0tdrsGYPRSZSCqe+8ACydUkFWpqnMqQmftuAPjAWwQ1Cjo0CpFvclAby1XR69hcM2SMCfHfoeVnBVdqZFIjjCLpJtOJvYYKn79c2/GO37yObQXX2JXUvQUHYotVNvxV5GZU4K/d6yvADDHg8UE+Zq9ShXk/rvejs0zpyiXJsR9Q9l4LJc8aDPBLZkVoluF226B0rB5mZh/kDxqILQSka4sWAqXIG8T/85nbl5G2xDW2PD1fz2Cbl1GKw0f/IYncXR6GygVaA3HX9rjxtu2OEoBv/k/fiuOSwZtJzz47c/h+nyOs3gdD/36S5i/6RrwMQ+aI9yegEggD8y3G/Jj13D1YxH5hHDxgevwDxNuv7XiWknWF9QKr2SOqJuvFHelOR+lbCxX79QAkqUwY+A2hUqbD74BHiiVAWvV+YDMSa3YVT6FAwBHYgC8eb8jr0FbI6hxKMULC7LjA61xNyofBGeDN89QgUeunGSmJYcmHWcgYzniIIsBMRSjcMtrGfeM5qO17SKHnKOJWejuP5bDqrY/S3L1fLf+Z7lnuTa6A3gJNbQmYZcjy8orrtG8UW0V9Wa+gsdIULqTxATAOimNnZ2jq3h5OcI3/tQO7eUbLN0eI5ASVzOqtzCyD0M4NAo6hscuBFggqc+L+Mp6yePzP/gASEupCaizw4t//FHQhsFNt92iPnIVeOEG5lsN0ykwvewRb0S47JHPJ+x3k2UBbl9scHFji+nhC2zfeIpP/7kJuycu4Qs/cB3HH38B8EC9sgVtJ4Rdxst/YsXu0Q3IA9OtFf7lU/zwk7+NP3L8RTZqteGZH8j48z/1y/jEf3gJiNxEpR43tORw/sQGj/7Tm3joN25g+tYbOP3/qHvzYMuWq7zzl5l7n+HONVe9Gl69eZSeEJowCAEWBiHcxjamwx04aBqbxoAxbfDY7sBTdwjatlpuLGFAGBkasN1ujCRkQEySGDSg4Ulvnl+9modbdz7n7L0zs//IXJm5b9VDrwiHo7Qjbtx7z7jP2XuvXOv7vvWtb9zi4O1X0lh7KR1ap5NjknWaxeEsBfzxIFjzzQrhUq9125qkcAxfd8g6TyxdLWzjXS97DOdSyGCTu1g8TwUMF5MWcYAumQYxZBFmItnE+zypyvtwn5QS3itcG0oFPbKgffBjaGIWWWIKpRmLj+Cj9qgqCqNuYLtpMoZBxAyc04wGbfLPK51+dbGyS3pXKRlhnu3BO6sZRS46sBH5QJe/pZmqnG5d6hzEcly20ndB2IfWmSBj9SrRjJV2zFUNj54/wu1/4yJu7RQQgCclIR3AOfysQQ1qaH0QGFkbLvYYHILtWlQIuUj3JbOKa1eBlT94ieM/OIVvhOd+6h7sALp52LjLs37HIebPwuiqZ+HUBN02LH30ORaOHWTnxDw7Bw2zFcN0n8bVFc9cPQJjC53myG8ZNk4O2DlqqbY1q9+9wWsPneHCb9+K8mC2Zlx64z6qb7vILe9dYOHZdeqD85j1CTsPHOHn33mCtfs8d5k1MHDPj+3wzn/wp0HD1t0rjJd3mLRz4BWD7z7P9J8fwDQOz4RmUtOOZ4zrlnOXl3HbFSdvvxgmkMfaH+XZaWuaLlCPXXHc5IIVBWQXcSZdlAWy+Dxx+WAeINOZuMD4CGqrKHMujWQpSgmbZqGIVXw4zBErs1mvIpOm5G8dnZmMsomtCFLwIHCCYAefpNACQKoIMGqSx0faXCxB/gRahpsmY0i68wgSCudcnvpyu1i5qRjtS0+GUsGW22wzmCQ4hSreVwKB/C1pqsxDTH342qZVJOxPHkcvK4vMShiZjuP/UuM2t0KGUNdR7u0zThC8vlLKiHdxOIzUo5IVaJRSIVNIE0euf7R91/H4pUO8ec/TXP66Gd28wlVQbSmqiUI3YGZepKb4nR30C2dZeOoqi6daRpc99bZCzxS60ajtipWHa7YPaY5/aJV733WRA592LI1mqQXcVcFLbO/j2+z8+iEWnt8CYHAlyKxHF3bQLRz+Aw9GQaXxtcE8N8ZsCPXnoXK4Gr7pyCOMzm0x+PQzPHjgPHv2bjGqO9YnI5YWJywd2mJjOmR1Zxw0LAWFKMe7nBFRruhAOlekVJChM7U4PUsgidmFZBNyTqVJ6yrT5Cb2O2jtkrhJRiqK8El6Pso2aedVsH8nGsYK6+VDaeGdStZtpddCapZS9IOC8oiVPLUL4KXY0N/AdlNkDAGLC0YT5chyBVGEpJPFli8OkuALYhkvVt/BmlCnUeVyXxXlzaV7tICNYtIiWUFb0JY+PkfkzgI4qZg1pCG0hW9hrS3VM2dhNIS2Cxe5MdAVKkCZ2isBQbwYvadwnc8BBWRgQcoWBMj0svLtTNi4Ms/ldpEfet2H+b/OfjPVRDHYVJgpmBbMzKGn2TLfNw3q3EXGncVX++jGNfVQoVtFvenZOQLbd7RsH19hz2OKI9/xfCq3fBVoMzeo0NOOox++Em5TCtVa1PYEtbXDgY9s4efDqD6vFIxr2kXP//LW/8L73/91DOuWbTVmuOZ47//3Z5j9dYtZHuE/OcLMFG/++k/xK596LWbTcPCPPMsfehQA98BtzP7JNGELJVZgVJhg3nSGUWEHKJJ58dQYD9oAPHcyyToeR3IZKv0xacR8vMjLgON9v2dCa0fXGarK0XWhSaqqLDK0Geh5QupIcZoqjqZTpGzBtZp63Cb355Q1xusil5SqHwTkvvbGIsNNERjEALNczWXlFx65s7le0+TsQDKG1krTTczCCc+VDswEUEICG00ECD25tVrswlIDT/w96yrGdRjGujEbJUm0ZA9h/4Pt2ti0/M4nH+De2eP5go5ZghoMwti48vNb6e/3KKNT6QP0/k6b1sVzhY2IAFnTYFaDFPxwtc7b3vpH/NpvvA4zU9RbnuG6xcxceA0JTs7h2w514TJzg5rtg3tTd95sr2K211Nfqjj22w3n3zRMqkvnFb7WqDYAdthwMFVrQ3AAMBp7cCXsY2txA8Opty3iH9hk39wq73r4a7lzp2Nx2HC1crz0bY633P04Dy2+xP3DMzzXHOT2wUVGuuWb3vowU1/zz1/9DWx297N92LB13POq0TlWp/NBeRhLCwEiWxcWldYaxoO2ALB1Oi/E5LUq5pBM2yoxUbWxDOL5ATljtZ0ocauUNYTDE7KDpqmSxsGY3EBlrUr/OxuNgbzCVDYsCF5R1R1tUyXlo/RRJO0COWmU7sp0zkT7ebm2ANTwS5SVEPS/Tx8GLULZQp1W6kghWqcZVR1KZbWZ8zJezCamQijE4nvNDTe9i9uhC9ahHAZT69DrMCoMWCBkECuDSWiBNh2//Zn7uf+d53Hlqi5j4IRJkJIilgkSQASQ3B0QellDDDJ6/17s+Yt9GbTrOPoRy+mv3sM9o3N8w8oX+N3772T6xEr85AZXK7xRjE4VgJT3wfz1hdMsHV5g+0jN1jFNs+KxQ8/Sac2F1w85+adfSEKzgbbYWlO1DmVDQADwtcFrjW4buiN70JMWuzDEtJYLb1pk/+ctzfMLbNy+yPihNdbvWmK5WuXBk2dZqqe8cek5Htk+hvOaqauxaEaqZeprZq5mazZgZb3Dm8CmOB+oyrIDty4WAqEtmyiZl9VfsANZXOT88l7EcOG5MvK+p6b0imHd0vTMfnILNmSrt3DIIs6QRiQQQEehQ40Lo+sjMGmjgMk1JpQQwaQslREJqrLhfyG7guJRJ9BRAMkbFTjfNIFh2tSYOFdSonUway0iocoKNq00rQ0HdRYR4nIIqRx071Ua4CyimFLSLK8LmSIt75N5B+IZMDRdwhacV2w2QxYHMxpnWK6nfPSjr+L+d72I39xK+y2lgQ/zzHpBQe4v/6cVFaHuBwMpRyCwGtKDoFVP7Tj3O4/yhe89wm3jyyyaKZtX5mHF0s0p2gXN+IKhXtSMXlxCTaahXBUKtOsYPvwCyt5KOzekWQJfO9bvd7z+wWdpbIVDhb4NY7EjQzWxKSjQdijvAwOiFDu3jBlerag2A5Vrpp75l7aZPbjIvi9Y1qYrmJlldTLHxvYI7xWXfvA47cqQzy4HTMUruPBnZ8x9bszoimflpYbB7z7MAFhemOfCN+zvyaDT+UJWRZbnkJSmxL/FGn5u0NLZCsjt+wJ4i8BJstpBAUzLApMs2ZRHGgKzSUtU9pJ9FeR81caFWRKxPRsVLnIXdQrpPHIqaxiIGYNXeKEpbSgj1CDSmUqiBTe83TSBISsMTWIjRKEmvQ/eq3RApCEK+kYtEgyEqxaaUlLCKrIQUkoI0CR6BsEYBHeQBqcwCyKYh9RxClRH6JVYqGZ86vfu5e53PsddO4+GwG5tutDL1V4pFepDoRylxJAeB637wQNywEh1ZQwoZy+EALGrccpNpuz9Qc/73/C1bB7XcKLjgfte4vGXDtMMatoVxWBVo9wB9v9y36tXKYXf2qb6w0c5+KmKw3tWsIf3YMc1V//RXLJaG5oupu6E4EDAGRhUKOdQNuAL86cGuNqgJy1ubsCBT23QHBijHNRblhO/sgrO88wXDrD/c56Nk5qNOx3zZxuG6zDdU6E7zx3vdrjBFN06qqs7qKNHQCm6g8vADlp5lodTVidzUWsQvypVGr6K16PGaJuGzog0XhiKWZfLWRHFiTltGqHnskN1VwjwbAw0beyXkBms4v9IxCkQKtOH7kytfOqqNJXFiou01ak00AOb+yYkELhQZpSNVL4NGYOPCkjv1H9z+/j/apvWvpfmg0TngNTWpqONXZKOzD2LkEgic7J2EwCq6GdIVlvx9SUYiL+gjpSXNMtIilg6DInlmFjAL9QztHLc/c7nAgMBWZBkDN773mreYyXCBw+3d50oYXL2UASXtJWZxnWCAoQMQm1ssfEtY+yTi9zx7zse/67D1M+PsEPQXTBSaZYUvmlCv0XZeKV0ykJO/8VbaZdgcrzldq9wPreXd86gWx/UlZWGKgKjbV7S9E6D2zPHpTfuZeuYwo48plEc//AOZrvBDyrUtOUNX/04f7BwD8uPwZHveZbLk4VAWccV+8J0yMJoFrQMbYX3i1En0DFPSP3Pby4Wnp9ZESuNdCJ8k7ZqCQoOn9y/RA2ZJNI+uC2Fj+PT+SIip2QOjE8shixO3hONXvv1vVi5ta3plSemcomZUMbjWzFhiedNylwKVqJ2oVzwhGAQOyqxClXHzOFLlZUA0souW2hvDZF3FI04w4Hqjye3PqjcSn8GeT05SNIEJeXBsOqYdmEatdSm064KrITy1FW2NC87JiFQlEvVNIy6r0MJ8fQv3c/h7S/kD1OUCMoUlKtcfIV6sQQl02TqMhjsyhLCTVEBuetiTtOhqgrvPdNz87zuLU/xqVtOsvjZEaNVj+48ZubxWrH44navCat3POJtbgCvfdtjbLVDmijgkunTlbYo55mtVIxOZ3wBHfa7vWUPG7eNWTw1Y7pPcdsvnmfzwQPoznPh9XMc/fAk4BHDik//2v3c+wvnUJMZ638hsBelN+d40IZZDZE5EixKJo1LG/20qdPFLeeCyJXlb3Rh5lpoX5TyTJo6+YuGut0mcFEyWem7EY2DWLgFrEAyw1gu6L4SMs2L8ATPx9akjkzIrQG2ABRdHDkXpk0JbRmPU7xPVSFwYMJsCSrXd3L6UmyiAuKXRzLC8IBtw+AWGSxqk64hiJakRpOW2dSZGUsPEbvYwt1GVg9RrpWAlXRW7rYQKydWSwpdacdnzx3l0HtGHPnkI/gSIygv2N4Up5cXJpXj5nubZA0FRSlUlUyRUiaqQmcz8C50U1rLnb8w5VOj21G1o10AM1Xsf3SKnnSsPrBAszxgCFl1mXYm/3/8/RcZf2sbJlY3eb6kTIzaOlIzOahYflQlRiJkPp6r985Rb3vq8+t4M+bC1x6imw+YwfIL4oYccBflwJ8+h/Me644wVze9pjRVMEk2Nh/J8RR6EcQ9yUfXZ5+A0lo8EwqlogDb5RSzKoKNEJ7TRbwrU+EZwLZRyCSBQ2zf5D7RPASmIwT0rjUBR/SkkjefHz6pIGWKFHFehHg5QvZc0JXHWbLiUajLOHgmZQk3GBTgJgoMxrg8x6H4gkWIEsxW4iCRoiHFe0VddxgdhteWYhZNtM5KU5BIJhsyhFQ2+eqSM4/Ljs+2GAs3qlq22iFP/MZtnPz35+HCSwD96c+mLz/tYQyCJcQxcOk5ooos/5aAINlFqX1wQfugIkiJc6iqxluLWljAb+9QPX2avX90N6tf3rH8rGO0ajFbDae+cZnhOsw9crYH7uYdzoHUvfAS6+1CKsfEWEb+v/Qmy4GPG5oD8wwubQMeXxuUd3gTBJsAJ375InbPHHZUUW236PWdoHXw4fGDDWKAcFzdGXNkqe3N+hBaWbAi58MFHc4NnZSwdWQFrFNYAu6k4+wKeT3ZRKMQtDO658mgFUkub8h4QwlUDyqbmvyMcemclfkSQceg4xzLjAHYLisbQyCI33WheCwXMxe7XaUl2zcaNXDYSGOiYgnRhhZttE8GLaE7M0wYu5HtpgkMkp7VxjJNNWEctlGISCSFFBsu5/PgkV43ZYzYIaW0KSgIgCmItTx3GMeYtYU4RjZhIAam49JkgebdRzj5+88k+XLqeXC7Vl7A60KXIBe1XPDlRV5sypjrvlYCJIWb2vV8ZXT2XvAOGsv8ecuqVez93FXU+hanv/VWbv3AKjx/Bte212YL8twiOHzqkTv4ilc9zU48TjMb7OxHpuPOu89R/Z01nv5HD7DyxBDVgXKgO0+97WkXFOuvORAoUg3OKEwzwOt5XK3QXWBsjnzkKv6e23CjCvvxeezXB7xGXJaAlD20bZWOMUQRZxWH2EZfhVwiBBm0LCKVcVlo6lU2fdmlcpXXlvcl6lm8y5mpfHPS4yCyatExtG0QN3kf9ApKB/t3UznEGj68UKFLcaE8lpkQKl70LrpIo3y/U9JnHYPXMRggzyfpGb5kzWDTEBFItaGk9J3TDCsLysfUL0Z1k11+vYqTpuJ9AWDKLk7CeiT+OuITQl/K+5tYe47itKRKOyplWR5M+egzd3LP9z7LwF7JuoOyw1GrHAQi6+CbJtfwccybt7anU5Ax9GkSilCH1uZMpMQlIBqyuN5t3jroJqHUqCtwHYufO8et32fYuvMgC79zjiP/+o9gUIfVeTBAWZeBx10BQQ+ClPu+H3mBz7/nFk7uXY0fw7MxG6W5nVe/7UHu+kePoIYDVF2Hz7i9w86b7mTlA0/gpzP0eISbTNn6c1/G+m2GhTOOff/h4Tw4V2n0/BgmU44/MoBfOw7vmKbsrYl9L200Sy0vbqU8s9gcB6TzQzCp7M2hEhVutMfFddTFxUJa+pUqplGRe3QEUxApc8KxrE76BcEbIIuYypJBav1e01RkIJTxub9B7OJj3dLDCHy8X9yhlctzKjWk/glFaqT6kvRjkAOatewhDaskfSNcN67ABET5OB70Pf+IjxVTDlltvA8DTgWVlq10HS7NWYSSE7+SI9kWAAAgAElEQVTFj33sQe5999kkWkJW9dTCacHpcKpphbouoxB8GXtiJdl2z4Is9QtlBuE9alCz/VX3sPDpU/jJBD+dJUm1dx43m6Gjk5NqWt544CW+8NF13GyGGtRhahQhqJl9e3Abm7jprBcUwj7p9Pq3/kCN/n/CyLRpMQSmsYYT3/EMjx99Fcd+ZwIamsUa3TrqrQ5/70m2Tsxx/k8pTvyXljNf7xhc0ux5/2VcDApqMMBNZ7it7bBfkwnqqRc4v3o3e5e3U/bXQs+ExzoSlqRVtgXspfw+i+SARHd3sZNXdAmuMN61ka0SwZ1SHhWxBenpEV8FrTz1oGXWVrFkyLJo6Z8An9XvPpQPQREZMhHRLWjlcTr3VoQvB3CCJ0THZ0iuUCKFT8pHAR816bE4vkTpyuJil34GyG2ypc+jeCAI2JNutxqjQ/CoIx0lpUMoH1p2ojlH6ccXgkCwcNNFYBrWTdI/PPWhu7j7vU/jZ7N+CRBXXdoWX15U1uJj/a8iBZnLjSIzgOsGiWvwhnxH+NW06Nbh58cBl5GhtKFJJPwfMxnfWT78k1/BYf8YqqpypkFkQqZT1OICpqqwW9u9rMFbm/62Fy4xbQ/zwrl9HPi1Ia/7wc/yV/d/lG/7xF/jrUee5PFXHeb5e6rQ9lHNEkXnrGY42uSbTzzF5leO+OaFs2zaEb/69FvYv7aBGo+CiOmlMz12RM+NWVqYACJYc+l4ChCYu9N9Yh36vQu5dChvDxPLVFLbSgYBAlwXWVhcLDx5wrr3iiaOMDTi+hWDQlUFRMvHMiCYsuTzVBI/wRzKGREClAZGIh5uT2y/jqdPq9FV2UgT2Qgdsg3f6aB3aE2eMaEjk3ED280RGGSld5pZbG+VOk2CQdfU1PGidhDqMh39H5V0wIUAMmurRHfa+IXKbABx7JFN0sSZNcHUI5YvYt9+9pfu5MQvPXqNKUqvU1LrYIuebHd0ZiOiWEkRU33vKJtaUxlBBup6t2uVWYyYPfiuY/Sxx2A4xB09BFfXIs8tWYVL1Kff3AxmLHedQD3xQgIs/WSKd5HBmExRe5ZRs1loqNIKvWcPzYPHuXrXkO1j0M179jeXUReHLJ6acd/8WZZ1y/JvzPNz0zdx17sbtk9EvwcHc2cnbB8bs3NAc+QDp/jVH3g9rvb87oG7MMYx3qO4+M13sPLcDNV56rkRvtIBk3nqBR5/x20cHawyizZtKlKFcqEGI5mAHbHrQhZsQfpj+nhEzjBEpKTi911XNnmKVlHUJO7jkHUw4bC63m3JHYpyBqsuglTEIKLVvLU60ZVaBbBQ6TzCLjyJNGRG1y4ECOmd0EVA8CQ7PqU9rpXyMz7GE7GHV77dFIGhjObh/4ivEYUf2jGopSvx+rVSiROIl16ZYmaNg09egOIXOIj6hVmXNQuNNaz/9HEOf+ixEBQKO3TaNugI5CITDwViy7QMiW3b0HINOXhQlgkF9iDbtbZTwadBSomIB7jpDNU0qOdmYeWfzXrfh2+akCEsL/GqH3qYl942BqPTZ1DDYQge2kBNdo5SmnPf/waO/HcvcsfC4zx8+Sh+cy5gPICrQMX9XnUDxquW197xIs/+r/vZnkxo10aoTqHaufD4kWXz5Al0C3qm8Icd83MzNo+PueM/7mA24363HagauzLAv/4ejh+/Em3cQtYhc0klCxjGrNBonxgArYJqsO1MD7gOupf8/NKJS84dcX0S53AJQDKerrSQC+donB9ROH51NtOTZVYqIxHyMJqgfWhmdVrxfYAKUpYgikc7C/0TQlEqoTRlkEwb/R1FwyCuUFaRPPAh6BpuYLtJAkO8sCOijCYdQKcy0SJW4WLjpWK0V/Hga58zg87p3oAaSRVLFyZxFhZQcs50jEzH1FaoP7vGCmuZ5FEqXIBNk+XM5ItcDQb5AzkXaLi2Ax8uULSOWYPNF78EgPi/UgqMSqWE1yEzoZRQK/nMBVBZVyHQuaCyTENm6ho1GvKJn7uTW9STUMd99A4GdRBC7ezgm8BOmONH2fcLV+FvbqLft8NLfsCe6WlW4pCY7be/hoN/9TIXX3uQf/PUV/GBf/zVLJx+nu3f2OHI4By+afEP3MGT/9OYd3/jz3JXfQWAbR+9GPGsuSF/9d99P3tedxn9hTO4rgufpa7xTUP1nGHj7a9Ko+e1CtlBa+kZqMhmXaagy2MpFmxBu5DnQgwqmyTPgi9YMuUvi0nZaOUi8Lh7WrXW2TVazmPBOCQYSHaQFjsVAp2O9KaMuE82GzqfV0oXoGOkKX0VMoe0PiqC1Zs1yRQ2aBh8ATxCz93pFWw3RWDwvp+mJVMMn731IDc4laYcciJ0Nmsf5DWyeYvPpp8RgRYaTBWvMzIda7Mx7U8dYklv9PZRsIKeXqE0UjE6g3eC8kuZcU2vg8zoFKS6D/rJfeniLzGIcpCLPN/anLVYsp28tbS37OXoB8/0WWyloWlzlqEV+vhxpj9h+cOPPMCdj0fBlryHd6jBmCv3GSYv7mVwyHPPnqtMx4fYfvPtmIlj61jFwfc/y6m3LvKL3/B/s9dMmXrDnLLMq47Ga0bKsQa869t/irPdHn7hNd9Eu1iH8XVGMf/UKpy7yOVvnXDAZ8fmYZUvWNEduGLlhryiV8YlilrwprYYWzjrTFpgOtf/3j2ZDi8t2SSjFfB7WNsouovsmO5nvNZWIV7LyHonTHN2IFc+rPhaxb6IVCL0gfjwAuECVwOb6UcpI6AYV6dCySDBQLKHmIXcyHZTBAaQ8z3svcwBtF4xiz3tQOKZS3BJ+GDrFVZ68K3J90OUUbtC49AfPts5zVzdBMnvTx9m+cOPpwtDds6HHehrB0rWwfldta7vZRY9XYILxqfXlA3yvBJzcAX4eB1lpTIG30ST16h8TK/VdlSPPh8EV1UVHrMzCQNq2tAfoccjzC2H2X6356VHbuGen7mIb1uSX0Mcd+e3dzjxo5/kqX/55TQHO77w+Anm3lJxy1tfYmg65rzCf2IvX/sXPs2iDmzDebvAip6wqFtGyuGAH/jR72PxL57je279CHqnpXYe5T1bx8c0R5awJ1c4sudy8mqcxXEAkt4LBgC5KarMKAU8zBSluDDlbLH069QqU5YQLCXK0XRdcS4JpSnnYHaFVhFKUlHI6VJmUZxCyZRF7TqHTeVyf0Spn2hDOeEkM9bBPVqpeP7ED+5LxkFOSeWD87boF27QDPamCAwCymjt6YgfPEbYJBCJ6VuaRKRDG2tHXjl8SvlUn3rSeUz5YNCmVlyxYhuajp12QPMzh1n58JMhtS7Vi0WXozIRWIyUX8+GzRarfLnJhVzeV5YPu4VOhR7Ca/JFWgqbRNQU+yJ82wXMg5wx4COdWlXgLG5tJ+AKhbmLXlnmyr+uufDMXu77N1fwZ86H1zfCrev8WgDLLQ+dPBOC6F2hb2K7HbDdDFj7+0PedfC3qeMZ+8urr+M793+MOeVxBCjj8Ide4omvOsAzhw+hT1/EjIb4uRGLrUWv7zC5c39uTooBQRStzoeGJgGMhXGQY5u+bpeZhZJtECBbkXEFzy4sq7LMOqKC0fQeJ+WFFakzBG2NNSgVNAnGBHFc04Vp19n7MYPq4IPeJlGScrxU0i2EYyvCtQgwRuGSd3FkXat7c0Bk89JxKUrI8j1e4XZTBAYgSkozghuonzzlVxcYgVOhyw2Tx9kJEORiFlGOFIOQYgrdlYahxiAzo6L9qUOs/OaT4cKJNGNK5yVIJLFRwT7UscSQoxkNXOV5u6lIZQyewucR8kVfh6EtZemg5P74W8BOtTCPrqqwv7Oiz0JplI7g53gcNRA2aASc72UUAKd+fIWt83Pc++4N/ItnsmaizIjK56wNWBpMWJ3Np36J1hounVvm17/+XdR4jIKRUnzzns9xyDQMlMJ6j4kt3V991zr/9vNfwV0bj8FaLHvqCoZD1Mm9aZAwhF6I8SBQzeOoF6iMu2YBHA3aMDE6HtcueiaIa7gEkbooQ8qSpIqO2E1neueMdSHtJ2IWcp7JkOSmM4yHbQ/49qKBiB4M0jwVFrvg+VgPgkOTPMdZRT3skhTau+wNmToqAfFzDCwH0ISLP50yYswyM7mJShfR5hVuX1QnqZT6GaXURaXUI8Vte5VSH1ZKPR1/74m3K6XUv1JKPaOU+rxS6rWvdEe8D4M/RRgiswBlEKjWLoGKUlKI/Zr8lnZY2Ur9A4hvQzZ00cqzNJwye+8Rln/zqaxTiDW7KjCBnpCJQD36rgvZhfPh/7YLF2rb4maztDr7pgl2bm0bsABr08XmrcupfdECXf6ks6D4366u0V28jF1dCwKn3kHTCQvxTYvb2IpAqAsZRiwP9J49ANz9EzP8k8/hprPwWgVG4n2enO2d594fv4iLvKqM4ztzbg/v+7qfTm+vgcZ7bq2uYoBpPGvXHLSvPslfP/TbHPrgMJUzPrWaK0zrEo4kx7jpQjkhzXQQVvOmM2mQ8bSpE+swbWpmnWHS1EzixPMujppPdvPxdaXFetrUPUdoCLSjuDe5IisRbEJuKwFIoSWdU2kEgtxebjIuQS5ybUQc5QqKUYffCVcgrfwpS0jdnBT4A/3SQdqyb2B7JRnDzwI/Dvy74ra/B/yW9/4dSqm/F///u8DbgLvizxuB98TfX3QLFE5O+SFnCUDifyH7M8rq4GOdKaj07pkPXQQaq/gl1sYxrlv2DHd46kN3cfxXv5BlwWK1Zm3KHvxkdg21WJYA1/vOlVJZ+1DiCKms0MV9OUMB8squBNSMy81uA5e4eWvxE5tG1cn8Sj+ZJJGSnp/DT4JgqDpyiMd+5Ci3nLjC0T/3bN8/wtrwnkXTV2kG454/xZM/9XqOf+czdFozsxVKwZKa8U/OvJ3PfvB+zBuu8m23f5bbhpe4o75IrSx/6SN/nfv+3mn+9u/9PH/7B76PpV/7TP5e4nex+o13U/2Vi3RRPCSWfmL6Kxdw50LwkExA6EJFbKQjrMKt4AYF+yRlgeAISsmMS1JnrRxTFX87p+m6kMFKllmCg3JfOLz5dSGYrxjJfIWWjIImU9mgktRRCNWGlnUXDVh0beMcijxYRkXpda97EoLitlUhKoszdBdBSe3hBnUMXzRj8N5/FFjddfOfA94X/34f8C3F7f/Oh+3jwIpS6sgXew9BfZPLDTnCSmpVjrArjTTK2lJMWeSQWZdddmxRPgyik9PnvnA7t77vufhkE3h/E+3U5AJsJSOwebWPQeOaFS/+eB/nQcRMo2QyAgel+30V7NI2xJ6KXoNWuemQEShjMootF1k0WJF9S49TKny+wYBnvudWbr/9Arz3QHjucBj6JgZ1MGgRcxmlUONRT5HonefA710IPSTacfviFVTl+M7Pfwc/fOTX+d5v/wDTJ1Z4w9yzHK+vUCuLwbO8Z5srP7PID7/nrzH+jYdTxqSqCr20gP2yexh9x/lko1YZmyaN6eJYiwzZE6hHuYDlm5QZpsO6Tb6gstmIU0iGufscTEOTi4YjRchWJYOVx4jVm44XtSvS/nJBqwcdMmfCVC5PqY5b9oI0QZxkDbpyQdCkA+PgOh1xA5eH2eowZ1QZF4KAUzBw/UxB+aSI/G811PaQ9/4cgPf+nFLqYLz9KPBS8bjT8bZzf9yLeaBtDYOBTcFBpvkIFVRmAsIXQwaEvFfEEYfpNYWWSi5M0cSjNpbVnTF3//RWrL1DPS0AYkrZBSAc1ChC41EoB4KC0Vsb6k+le6rFsI+7IrS0Wetrg8Fu6rKHS2iFF64fUpYioGDZF5A2yQCqOryedbjJFDUacup7H+TYV5ym/fHDLP3WYwGYzDsUPotkOjEIKq16wcGdOsPnz97N2+94lPvnznLogQ3+04e+kj9/7m/w5oeeYO6swqE5bLZZtSNQlh+5/4N8bONuHnvP2RCEx6M8Q8N5Lv/9KQteJRZADH0TQOjzVDJJp8tp1nJuiJ7BFcxF+I5Dv0PbGeo43EhYhKSZ8dLG3x92nEYO6JxpSLmQOi2T6aoKcym1p/SAbKPRK2StApCCRNI0OGKGSG6kErmzU6nsQJEbpwAZZpvKCAkGnb7hoAD/9cHH6+Ur190rpdR3A98NUO1fLjrRwst475P+XEZ5lfVf2Uwl7kyCLsvjVEFzKeUZxgnXQ9NR/cd96Ocfy7RkaacWcQYg6QKUCfdJJqBUhRK2ALImQPoMRJwk2YJkEfL5d7VWv6xlfDmr0vsAToo2wrkkhJLn+TgHU9UqPUe2rbfez4lveIGdHzvK/EcfDZ+xrkNWVAau1Gzpw4Rs0UXEAOHbjpX3z/Mrb3uIX33mTaA8ulMc+3XFix+8lwObE37ovd/FL3/P/0mtLC+0+/lPl76cS//gJPXgOTh6GLW6jt/eSfu3PJ6y3QyS9qSONF1tLMvjKRvTYbJ+L0sBF4+zHPckmSeyFVGr4mNgqesuPVfoxvI5UucrVXg1RppR/Byty2PhBBML52wecSDvUVU2Zb1WLuQiy3UxC5KhM6a2MUAoqoGN4+righjpTBe9HCX7UFXf0i2lUE4FxaNXvfd8JdufNDBcUEodidnCEUAcRU8Dx4vHHQPOXu8FvPc/CfwkwPjOW0I4UGFCcNltWVU21X6DKqxkcsKE11HRhiuPrOusCSPRtc9tuoI+a8eTZw5xz4eeChoBYQ6KcuCa9N07fFfU/HUdxsolkK6wwRAE34UsQkkDlTQnlSVE4d0YPm++mHvKxusFh/j8nlejbLsEVACr/8OXY7/1CtU7bmH8sUdT30Xaj3IfigzBO39NxqC0Yt/HzjB38RCD1Q0mh+cYrDVgFJceGlNNDEc+PuVth34It9Sh1yvu/Zenqaenw3dx6izMjWE8Qs1mrL79Poy9mGzbZPCLiNa2ZsNwoZEzgLpumbV1ChSS2stCAdGlKzESGYfIg2BsYgykK1KamEKJEHEVl8tZATilrAkSaFJHZWmwItmCUJPJYi5mxO2sCvMibFZIJo8GoIvzJlXMnr00Y5lg9Epsu/FWBQzBFNmDJ2INqmAmXvn2Jw0M7we+A3hH/P0rxe3fr5T6JQLouC4lxx+3ZdclUsoVjC7i1J1Cfy4nhvDaciL16lDtmLV1EKg4zUC70CCjggPTiZ+v8JNpxhFk6IqIi6TXoQQNxS1JLt7JNCH9KN33TfTh4CuvcMVq2wsK8n6978H3/u4Fh/JxErjEI1J6Nto4Ndv5AEYVn+Pgd77AxjuPM/rYI32fBwmI5fsOBlD4SOz+DdC9dJbBmXN45xkB+tX3cPWBJQ6/+5PpMXf9ns6lTAykajTET2f49SCiat94L+avXExTooQAsrGex+neSEYpH5qmlow7pfXydTVRE5OeI+5MXTZ1lXNIOiQF8BSpiPcqlbVNE8rcpql6FLq1Orgo9RI8cXuWoBJNXrswYUr0OXjPYNTRzKqEn0lmYKqwP7p2uLaoUVWQSftGgyZkCpIh1HGnOkgzKP4EbIRsXzQwKKV+EfgaYL9S6jTwI4SA8B+UUt8FnAL+Unz4h4BvAp4BdoDvfCU7EVJCScVylE5e/DFFs5FHLiXTvmjD9r7v6rsbnFTK89Rjx7jnY49k41UIJ2xVoYXi8z74KUTm4ZphLwLMRW9FiDW/IPhRcJRS8F1Wb/IevW2XCvK6wKQ8Lj0oZiBVFeXau/AJDO3XPMib/8XH+dSbt5mbPZyCiKqqBJqWQUgp1TeXuc4m9+nbTmCffRGlFe7zT7LnqWG//VwyrdgRGo0ycqbTNNSfeIJnX3iQw7deSTSl+GiU2EFZ77viPJFNsgKlfAwAcR91xiBKYNAWasG2DerapKyMgSVlE53BGp9uE6u2oGZ0qaQJUpSOqlIpCIVkVKXZEdo4lArPaZsKI81pTlPVNou4YldlmA1BcH0WAL4qMag4U0LmSMipJo1VgjfcWCXxxQOD9/4vv8xdf/o6j/XA993YLsTglr60EIlltFdvtp8SA4w+JSkU024QToDJzprQYGQUgyumVwKkzdrQMXm9/ZNSg5z2s+vCSRRfZAyEyQhPyml7LxOQ19nVTNV7X3l9pYq2bTLdCfmiK18H4DX38OU/9hn+0y++hePd50ImUACtAmru7s0IHhPRUr4UN4kTNVAdvYUXf3TMsf/epMYt33YkkwTvUtOZbzv0aIi3TTa9FYC3aTj5yw77tzLtWBX6E+VVnCfZhdLBWHS8yJsumAV3gi8gatnoiSCZQXwt7zXO0Vvhy8lR1gbD2+GwS4uUyJuNcSyMZuw0dQ+ALIFIrbNdm+AXRCencFgURgU60qvcjyHP6VrT81oQVaOPQSjNifCZ8uz9lnJCAoF0+Bt/w3TlzaF89CHdksxBaj8gfeHe5xFgEslLw1ggRe4SqZZ6UzQPzUq/fTntQhcUh2l1L9qcy/6FJEySUkNwh2s+U7iI8+vF52vVq+l798nfu/on9OICqqqwV9cSMJgwi5SVRLwiZkL69lsZ/Yvz/Mqvv4k7/+0z8eKItvNxdmZpOKuqqq+REBByt6uT0ujRkMf+4VGOz18KGYsvvget8S4CoIsL+NU1lCHMxoxOTWnfYwk2/sOnmOg92OTvqFP6P2tzC7UoDoFk0GqLjMIoDzqbwcp5Q3zsbiq8xLIEMwCdvBoFr3BWcXLvKkfn1tjuhjy7vo+NnVE8jJrhoCvKmRxkEqXuQsagY5agtUv0ZAkMqpjddJ1GGqd6+gWnsrJRfhciKXwGjpHHxmzjS3auxO5NtA1ycEtv/tTKCgkhlsclpJl+BhEUdIb5ExuohXn8+mYPuFNa5VUMcq+AkvHzEZSU9N0UrEPpxyh04nAYypEyjZbBs0KFltsuv8Xe1nXYtfV0MZWGLNltKQes6sghxu9d5zMP38F9/+ZMUEdai4rNTWVQk6tElUFB5fIkfR/FvrVvuJevfPVTPHb5EHNyo1ZBgi1KT6XxO5NeIEWrOMgmf+fJik75xB6IMrXUMCSn6F30bDkzoiw1pWQQQZKHYlS9j5mDDH6pUmZQNkYZ45nMBviZ4ejcGvfNn6NWlvlqxh/OTtIWYw2yO5NK2oZ4kLDk6WjahGnXtenCQFsXsAdhJYKXSDBkKU4OxIdBttyOTWI6fOUyriC6hj8B8AivQOD032orMYZw8MPtAjZWlWVYt2EiMX1VpIkzAyRCl16RTWeSpNVoz/6FbTbecuc17y9TndJPtEtD6yQMUoPgb6AGg3DhSFCALCSS7KEwctHDYXiuAJjX264TFFTsbrQbW73GqN31fymfNgf2ceWn5vjcS8e4912XsGfO52zCZXlzej8BFgUbsS74KkTaM/0UWzcf5kssv3sp4i3xO5qfC9+JBNVCI5FKDWOu/azWcnlrPvxZ0NEic5f/SzbKetVvkCMvioItlfiS+CSEvwt5cyGWC5L8fmABUDMdNTGaWlkODzcY1V16XNOYRLUHHYNO4GWQRUehns89E21TIRoEawMlaYxLq3/ZK4EnjKZTRdlgg41bqahMnguKQFM6MhB5g9tNkTGUB0JKCOmRENBIEQ5u8mjowhcrDjpaO1xMReU5whEbFWzexOBl9S9vs/TRZdzVq2kfxFRz9yZin6CKLLwYyk5LyCpF63tlgsiqiW3YalDD9k5uu36ZLc+WCOlhUjjG+r+XNRDvN4bH33GcPd0Wd/3oDHfqTAIkVV2l2l+ynvDdF9Spc8GPMoKD16VCgfmHz/KRJ+/i3s++CPv20t57lG5kqHYsyjp0Y1GdQ11aQzVNMoJRApQK/lI0fJlfW8F/y4WULQjrlGaJqDho2OWZDVIytiKXl4uqCAiyiguWIBlHeeGXmajWnulkgGs1w/kmtHzvaD5z6RiTvTUHh5u8tLOHWVslmlFarE2s/0WTEz4HKRNxTof+u8jA4RXaWGwXsAUxdFGKFDTCQYqYgg1+jqG70uVyInZTEmnMpK50ZBBytwjui2w3RWAoD1ZuTc33QQCSUrOKycCNuPPOnAiLXHLnEeNY54NteKUd1jgWxjMu/+wK1c/dwdIvfzap+9J7JspSExVOKT0uMwIfa/X+Zyk6MmWwTNyS2ctomEs+pWMzVtMLFCVLkHQFPjRhqbpCD+e4+vb76UaKg7/xIvbyFfTSErf+R834I6fTxejje6TXLVZxkW4nl6go2BKcYvcUbQiByW9tce//Mea577uD9rYpt/6cYfyHT6Hm57j0Z25Dd57JAc3kjTXt2jFu/YBn9OEgg3Y7O6jBAF0Pgz1dtLk/8oEXWf+WUW++pEjfm2JQjJSIaXisNSnLzBknCauS2wTIds70dAlJWRu/op2NEfOPDKm3PN4M2T7mmT+r6J48wCeOHGRyW0M911IPukyh6+xQXSp2JUhIL0XXEfA04xF/Uu8DPelsCG5yUVuv8/Rquah1pifF+k2Z0H6NYAwQHlPSlbWnx/m+gu2mKSVENtq1Jh1YOQFkFfCedDIosmpMHg95pZGSoisarFxRv1qnaL99lfarHgzPK8qItBX1sZd+ia5LF7K3LndZXiOKKhkKl3wTRAKcsIGuC2VGVaXeivB0n377cqUHsJZn//YDXH6N4sB/fgJ78XIob0ZDxr/7aOjWLLGB6Mug4jyJ9PouBgXxpdy1+WI/U0kht1kbBFzGM7gywU2m2EuXufy1DT/2T3+C+/7SE2EFbGKzj5RASscg6NCR7tWDmtldhxNQHAbShk7Y3ZZtcq6IhsFol8oL+V3iUCI6EhqzrP8l/ZfHAaA97ZKnm1dMDnnaQy3bxzyzPYrJLR2jpVkMCkQGrTRdCS8xGGQqXMpiF0FE0TTI43sZQiwVgs6B2C/h0+uIOaz4lXirgyekLKTy/Qj+INlC1D3cyHZTZAzyxWrtMZGmFPZBLvxwMqgENnqV5aeDyiVwamc6oI58sE1dldkTMCHQEQG++je3OPjRkNIC/Rq8SNN3KwGBvr8iOVtIlu+xSzOVEUJ5dnk8nlIqlAYRy0gsCBlQDO+fWxzZAn8AACAASURBVKnV/Xdw+BOW+d9/Gre5mfwm3dp62KeqKuptD06jF+aDsOiadvLijDEmMRaUisci4zD79zK75xYG5zZwFeAVzZ4Rwziv4i+++jMAfN3eJ/jksycjLiaoe34917QBcxkOUcbwwl/z7G3rgNGiYq+EwxAuiso4sDqDkCpTgy4e13IITDn7Icvry/Te97ILwQqWl3fQX7ZFaw1z2nFw2NAeCTNKjkaTHxsz0O1u2OsIDtltbgbMpYFP4KPIom1U5KbWa6ewziSVY+Rb4+ofnquKjKHs1HQz06Mpw1wJHyjK2oXfN5gx3BSBAbIkVakcESEfNDkJJGsoHX9LizbRPcjmITXmiIGHtGA7HyYkd1/5INXvP5LrdujV8H4XbXdd8Y93wLXGLEQsIjATLi0TvQaqrkupvKqr4MdY4ghKowygFeaWw/jtKXO/GSzbBAiVbEbPzQU36LipqMHw2zu5+Su5M0Ulp+zXbgr3Op/Trl5l8JnQ43D3v57iF+dQ2xP83BxqOOC3fvJ+PnH+9ejGU31VxW3/eYvq4jpOShixtZcMbGKpjh5h78pWz4YtHOs8zLYrvBgkAJQDZrQuZM+C2XlilhBESyFYyCLkUjYKeUVfHk9ZGU7Se1U6N1Q5r2mKQbs7qjw/c+YgJkMl1iBBSIKWNsG/MTEqBFCxri3NrEogZYjwETNQ4f+EI/j4GBMxi9gXkU7BKgYLzZfuiDrpZ5f+CKEijbFJI9/FGg6KgaIuOPxYF7KJqgrctmQKYvhRGxsByJw1VNFo9vwPzDi2fQ987skic7gOSyAU3x+z9eZN1HVQFkIoJ0bDUPuXjxUcIjZE4cKkKYwJpilxerVeWsRvbuEur2bR0CDW/FGshPPY9Y3+fhaCo6TEVL6n1NxNtcYv4Lqfz7cdLgYQO53BRZXLkdmMwx+9glrfwl68TP2a11GdXcVdDiP9lDASxWubfXt57B8fZo/d7IGDwjjI2LiuZBjiyZ8bqfoMhNT4op4tR8z74rklzQ1Ze9A4w0BbBnFmaeMqBrqj9I1MalwZlxiDgwQKGWab4RuXGAvZr3I+poluZM2sSjhDEDQFrCuNq4uaBnyeLREaqSy+CHSpu1L5QFl+KdrH76aVZBOGwRbCpmFt0+PlhJi2fXBKeG8XTy450azTwc4rKSJDbb0wmrH1Tx0Xr97H7T/WwReeBOiVCfGG8Hv37ZCwAx9Jeg+pM1EP6nABb+8kgA/vcTHtv6ZXwVQo51NrsrvzWNCtdMFxSbUW9eKZ8LazWTJSUaX3Q7mPWuHbQruQGJTsEt0DJZvCKq783OXHfeODvPA3HHd+32ns1fU8l+Lxp9NjTv7cKZ780YMsf+QE3Zzi2C89izu0F//o0+hBzdP/+2u49aGzHG6v9tyZAsYQMkCRuUMUE9XBrk0u+LpyOER3UMqTFYMoPKoK2XEGCfteojL3wTrNQj1LmWjnTBpTOLV1DBCa+UHD2ta4J50OmHO4MmUCVc5eYvDyuflK8AQtnhHKJ4tAE4cleRt9Hbv4u5SwKHrMRFJEygkoQeJLGXyUtCjw0vE2MtCkCFF51lYhineh2UqQ5xCN++7QQJovUEpme6moV7RWM+sqDu/d4IW/r2nf8lB4nRKQLC8OyXUFSJQVebcWQlyPmhY3mfaFUKI2lK1crUvfBu9QTQedQzmHrzVurkYvLyUm4xptQrmP8W9V6gdK9sPo/n7s2lKg2SWNPvvmuXARtF0OoLvk2vbiJe75Oxc48L7PcOQ9n6a7eJnNu5bQy0tQ1wxu3UoBW3CEkKbDMA4YEot/HTPJ/hyHwphVyVeXJclZnpyVjclTsSg7pIyV15XsFHIpMe3q+NVpKm2j3D7jB0Kfpv0quiyVksATcIIScxBGQvbVNhE3cYU5S+yDSGxDemEy9lBkH6l8kMe011nIvsh2UwSG/IWSsIMy8kO25wJo2qrHDUtQEb2D9ySp9DUmJpDswgWQNNqnWRP7lrZZ+8HNMOm5fI70DaS26j57UXoWlL8TsyGKQGMCjiDiqMIhWkqQxHZEhaQf5AtXNxblYXrPYbo/9QDm6GHMnmXMgX3oleV+pvDH6CSU0Xk/CF+a77prMJLrsTRoRfPQNubTiykYxg/dD07WBp+K2M2pR0OWf+8F2L8XrGXvLwZRk2R10kLtfTBUqWI56NPLBfagMqKA7Mviy9u8lI+xNCxpxNJ4WFbvwaCjjmxCCgrKMdCWqa1xKAa6QyuX9llYhZKFkPcWcDN4lYYW7pIRSR2VPtCVOqoXdRW8TVE+UJHSai3Mg1dQiJwSoxGzES92bi6yE9rHkuJlT4XrbjdFYAiZQaZ7pCNOLuxB1TEehFRVvlBRlWmde+LrykZvQBJFWRdDcmsTrLxN8X8VR6u31qTVa37QcvE7vgyzvNTfT1mdJUD4PEI+MRUFa7Fb6eidx02mGWcQg9hIgZadmkmKrRVuYKDS+DpmRApcrWkXKja+7AjtfSdwtxzAH9oXwMdyK3svtOoHhF4z165mqesoHuV/NRjw4NGzLD9b2NCPhuj778LcfgKztJAfW1UhI4k2cWtvPsn0+DJqfp6l336KzdkgBedZHFFfmVz+iYJVrN7qSuZRRpdvq9OsSAkC6fzweZwAkEqHfO7EjM6FbNPF5+z2DB3oMPV8ZDoGxjLQNp6fwSagbYPvQ9flczK8pqbrwv3hcJuAMcTHBlpSYeP+h4AAXVOlWRHSVBUyDDmPVMIY+j4Nsmjl8gIbf15+jbjudlMEhlAmOKQPXkqKsgFqGksI5zSDugsy6CiPlgsesvGrtTo5OUmG0BUpm5yMPQAo6uqnXcXebzvNU//wHsw9t/f3dbcQqvj7GkxCDF3rqufPmN2gXQ4IpVrSFr6RondQoKYdvja4cYWrFWZiqTc7dGPR0wY/NNcwC0nhWFekpqndDlGQM4UyMyozpF6Z4nj403dQb7kknb7651/N/HsuM/sJy8VvvR89HoUgNRqiD+zHz2a4jS1WPnmW4aUdWFnEz2a0v7s/alJIWaLgDeXxk8AdjqMujFw8wyhPFj/G3LKfmSw5j6q4IpcMQnJxSi5g4dzpvGZqq4w3+ECXDk3HfN2kc65UPpZljdi7ha+sOM8ixaljGRBeJGcwSoUVXq6H8CFIcykTpSkApC5exxOyBE0OBpW/4Sv9pggMEHric60XwEMBEGVeAOSyw3vSSdN0VQ+0hIjyepW09/JYWRG0Dqiw1LbWBaxBkOfWGu5/3Qs8/sPLQYgTt+sJoa5naNJLwQuxkTIm9WKUIqRU50uQkIEy83PoacwwTKQWrWew0eKNYnhpB7O6hV0cYS6shXIlZgZiDNOTPadMpChjdlOsZcZQqiZjE5Tes0K9qdg6Gi/gu29Dffsl3rL3aV637xRXXmfhtuO42Qx36Qru0mX5orBnzuGfeA41DQDn3sfEtDV2M0bpetIlELw7wwWr+iWEynhAGxcOKSUl49zt0NQ0maFIdb+S8sLRWMN2N6Cx4fVGpqOJwUG29WbEZjOk9A+RsiEJ8SoX9DRRgSnvIbLp1POQglb4nUbvFfSmXODJzs0XsT2WFqm7UqjLMkBQZBOvcLspAoPUZHJwhnWXOu0g4A4C5igVtPG708PyROpi15qNrbpysJL3ntNhEElcgcSzQYRPrdW08QDt+3gdWobjRVH+9D+Eu+YnaAvazNnHH2EPSkDQW9cDJtNWV+hpR3VhDX1lA3NxnWptitluGVydoTd24Oo6/NFjdGfDFCk1GFybCSSJHdnV2tpQyrRiomL7WMr1Po/zXHrrCW75aMOBX/w8ejhk685lXn/gFF83/wQj3VKtGXZuWwrU5mSKa1rMoYO8+A/fkBys3do6s6+6n7nff5ILHzmaLno5pkDquBSnLmmUS+BdsQ3qLgHMlcl2b6VATnw+wleser+9Bx0vnsV6ilbh/aZxdkaYjF7ROZMcsiEEqLruEj2axU5ZvStSaaEzXQQTQ8CAqu6iZkFwqtA0pXRwbEIFFaRMwQ4PKgDk2mU8QeZVQgwa4fne3tilflMEhhIkTKxBvN1o0bPnx5cTq7oYJKShpr+i+MKOPJQeJuIOgjNIIJHnBvltWKUGumPvozsJXOxlC4V9e6IBX+YnBZPCPSmUF5n+lGYnH6XUeJ+oTLU9SYNg/LBGtR2q6TDbDUxnqIV5qoP70eNReL3CvzFlB+GLuyZLuEaQ9bIHSaeMZ/UBGJ1ak6WZbhS6DjWe24aXGGwoXJ0DqNmzzGP/2zHu+dpn8yCcyQQzs6jFBU786jp1xBCcD1iR96qHJyjRsajcF6FU9nnsbGabBMAk/hbQT9J8KTPk76rg+I12dN7ETMHgvA50qFDksdDvXPZpnE7rnkpX3rfs8Cw7LqXLsm1NYhMEbwgByuYOSheyByk7lHHZzEX7FAQSY2FCs1XP1q0IOq90uykCA+TaysfMSSYD51737N0vqWZlHFVlE0+920EaMhgrq4mUEsKNDyubZmEK4CXvMbU19anL11UAXlMK1FXGEnb9pFbklOJH2lI6NAkXaEr7JWPwLqggJ9OgGBwOUJMwLUvNOtTaJn5hDj8/xu3fw/TN9/d1EeWU7cJVumRCep9pNy2bvkRJb8P+D27bhPXNdPd0b75ott2QahvMLKLvhw7yxDtPcvTkZdabEWo8TsGhfuRFtl99FP38aUZVlzK2UrouKbzMkZT75ByQ45s1DKUsOrdlS0CBLIwqgWxhF2rtqJRN2AKQgoJQlwBD08WW7SzOE8VjHjrjk5q3rm06j3XhC6EKHELmTuRyIv4ooo+kHCdVYBPxUFcuZQXKONTAxixCDu6N0RI3TWBQhC92UOVUT7AAIK/wETcQx14pFeRjS+YgFBbQ82ow8X6jou18fM9RwZvLMJKL2wv4jc1e2XDdcqLg+JXR+WdQ93wYrlm9IWcecsHKfAtxhXYOug61tBgoxfEQPxygZg1+fgyVQW1so69uMDq9iVpcCLSllA5lIChfu3e76usU8oe9JlCo8Zj2mUWYTBO1qjuYuAFTb6hj16CZOtzrH+CFf7WHQwfWmbQVjTXsfM19KQNz6xvYkYbhsBcM2lgKNuLwXehQhGWQ7MAVK3MAsXNGYa2OZaVKzEXPH4FsFy8r/6StaVxF5w073SCUFCpkEZ0zyGzt1uXJaF10fAJoGtNzfJb+jNSolURVjq6t6FpD04QgZKUvgj4+7F2hu4ilRenVEB6jUFXIJnQV6UkBJW+QqoSbKDB4oqzU5+YXyGBM50KbbbgtnATGZCMPSSlBdO35xOkKYLIcYS6Ow50NXXwyM6CNJ82ll/YEenEX0Hjdn2jskjQIIq64nqeBTK2CDDQKJhDrfXkdJtPgjNSG4bWqs6imhc7iRzVcXsOtXsVvbqFOncVvb+eLPjcC9PEL2a/dFOU1B8VdEzD80UMsnFK55HGh9h3rhlo55vUMb8DsdJz/uw2L41lC/KdtxalvcajhMH2XS587j7vlAGeuLkffDItWAScY1l3KFGRIcSgtM1sFpExCKGq5r4oj4BLSTwYt5f9ywlnApRSVClmD0JJaOTThtyMEqXHVRl1EWOVlepUx/S5QY3zsGI4XfcxknNOIwKns70k9FAXTFg6PLwiioqGq+B6I2ZJtNL6NP1bdsOoRbqbAELODMl1MdaTP+nnIjENaJZRPWEMJUspvBYkTl01at2VMuvMZBK2NY3EwY/mxqp8NXE8KXX6GAmQkgmxphS5/dtvBhR3N5YmIoqazMBx3YxO3vpF9ErYnuP3LqJ1ZyEjGo8AA7OyEQLa9k9+n3Nz1zxD/0N3svP01IaN5mR4JuX37ziX2PzoB54KC0Xu8gdaHnpR5PcNXsH18zNygpekMbTF68OjRVexDd4bv0jvcuQs0B8as/L8LDKsuNbxJwNaxZJTj3Bsu2+Ux9eILWc6PkPNBSoWyxVo8GkLlVjohKRoXsoXtbsBWO2SzHaWAANBE4Frwi+GwTcB5/+suqG1P6m1AsCwdeh5cOmcjfqYKIxkVMIPU5yFVpg9iKCUZUvSIDCyGIg2dST83hjHcFL0SkBtYMI7ptGYwsHHBi4BMXABL+3its3tPHecYysmQaKQioAyqLlCbPkda67JPZBf/1lHvfvQDZ+hE0ATXbayKd1x7k4VovXRNb4UKO59v0NGspWvzc+VAWvAqWtU3Le78RdTyEjz1QigzBgPU/Bxm/wjqCr89CVlD+FJzTlqWJymT8OilBZ77Ydi3dJmt7zmG+9mDLP77T1z7GZUGY9j+rjUWvvMK3lrcRsAZujnFgplhUdSqo5sDV8GkqQNLEL/fMEnKM/sHEw780Ens08/jZjOGv/cYQ2M4fexVLL31PE1XpYlUTVelbEHKRAgZYl2stJL9JdYCouqQ3oIhFGLpFZmziC4tTiFbcCEoxMzTeZVKCa2yH6mYx5ZyayknhO3IpYDnzkMXWRlOmHY1WjmeuHiI2aTOSZssdCJyql0aPhO6KWLGIHZvsY8ijBLRmaqMw3FTl+UNbDdNxqCKL3o47Eg9EgWAI1JWSf8yHRVwBxGrZG7ZJTMP8Q/0PpyoujjJhKqUUiU99upa3LkMvr3silpuqR+W6zIaaSBu8l2weV5keo2+wMhNpridndB1uRPagn3XhSxhfQO/uYVfXcPfsh+9dw/60IHQpVnuS/qu40lqNM2rTnJ4ZTMNAFb/40XM/v25tMiIF3o8YvXMSmiYMllM1S70d316sKMbCWAX6/AIJrddmCh2+u0HE5vjmwa9MM/xX70UuiljOdEV08cg4EyefvYnVLZkjKn0jGPmy0apLEPO4KQ8pk0GQZpKORpnWG/GoTNXW2Y24A6d1+n8KU2Esis0NE2V39vqlBEMBh1zo4aR6Zg3DUuDCXNVy96FHeYWZgxHDYsLkyCxLlZ9ZzPY2OuLkNuizZtQlioatKjahcd4bhhnuGkCA2TasqQgpZSQEyGBjargu5Nhi+1Rn5DZDVm50gIKvbQ0ocgq3P7i6p5AERbbF0Ptw4N8HzkKT+z9LSUH4gglQWE32Bf/dk2bTFcFG3AP3oFeXAwvaW0KHOr8FagMzbG92LtPoObn+/uSAMhAjb7wzQNaJ25JhqarePwdt6IeujcOxc3liLvtGEuPV719B1AWhrpjFIFHhi4xFSXTIGxQaw3mLavohXnEvGX7y47DuYtceWpfOvZJ6BQvdpkfIsdLcClZODKkklPvUpiUywphDFwCHndrI5xXjKs2Pb+1AXh0XjG1NZOuLmhPn2TRki2IO5Q2LmYMcMfeK9y3/wIHRlu0XvP4lcOc3lrh9uXLPHToLPccuMgDB85zct9qGkSDlCAKknGL7KaUP1IqyQyKSFV6q5MCshyk+0q2myYwSK0nkufrbbvxA1kNpGHGecUg0l7SQDOs23CSCf1V0FzCeggTUhvLoAqUVfv00rV2bX/sByi4JflAL/e4uJW9F0qr0J5d5+pu9rbXosfj/Fhxcu46qrOrcGAv5shh9HiUOzu3tnFLc5hJS3VhDVUVZiyQKEuhSffcuxo9KzL4dvToKqv/rGHjL7wWPT9OK/uFP7XMoU9tX/uZPGx0I6be0PoKnELb3Nl6+cJSr+9h1laMBi1r33BfeglXKxgOuf0/z1KJt7U9orOGhdGMpfGUxfGUuUEbhs/M6pQp9BeCLCJSyjNrqnS7ZJOyqHSdSZlF+I5D4Jra4A86sxVGOaZdGJ+3NhtTacfItClDtZ1OGgkdV3PJWAtNGXjFQj1L4qm1Zo4rz+3h7OoSS9WMpXrKwARr+qXBNAQqp8Lp4jPrIN2ZrtUpQCT/Bht9G1TMHETvULIYr3C7KTCGMlKLjgEoonuu25rOMKhscMZ2MpxGJzCoE0CpAHlaa5IApeSzM4sR/g56fMX8oGX/53ZF2C9i0PKy2x/3POmliKIntA6t1dHMZPTrn8Xt0lBIduFWr6LZA5WBQwcwgNsOJYa6sIqSTESrXimxe9xdmPNZZVGZVzTWMD9oGH/PKdwzx+Dh4E/RfN069Qc3cN7D3Sc5/5a93PK+RwCwaKa+olZdptB89DfYu9Nb+cVJa+tbt1n5L3PYrW0W/+g0s/uOMXj4eVY3jnNoZZN62XFscY2BtoyjJ4JWjsZVXJgssj4bsTMb0MQMs2ydLoVNAjyWA2HyICPygKO4gIxMhyNkDJ3TLAxC5hi6K0PWMKrCgiO6A9FQyOeWMtjaOIlKeZ5cPYjzsDSaBfB7b4Mxnt8/e1vCvcR4CAjzJXatTaJhKF2i0T5kJbYIFgrEkyEMwf0SDAwllVSePFBo2VWeWViCj6JXSDqFiGCX7k2DKph7SEcehFQpUaPap7FooyrgEYufOIe9HiPxMrTey1mtp4u/6L5Mt0OeRVGwFHpQB1/I8ThMtk40aGYs3HSGv3AJvbwYzoU9K2hjEnuhjEHNjfGzpsdG9OZwapXo22FlmbZVyp6m0Zl57sJaGm40P2oC46EUT/6teY4cPg8/bxDdz0h1IWOIJ6VckCUD4BEDFs+h5U2mb7qb+jc/i714mclXnmBgNHs+MMdd3/8crdfUyqV0XivHvnqboe44ONxksxtxcbrA6c0VtqZDsnVa1iZIWi/nS4k3tK0p8KiwAA3rjoHp2OkG8T198pl0wfOfuaqlcVV6HmTcQnLwcgarUoF9uHxhCZxibdxR1cEGvm0N0/VA36qBw08MHNgJzxU6UntUtHfTlU+YQ6IsXRh5JxOvvNf4CFOifR5ddwPbTVFKSEmQI6+Yd+RsomyIkpmUpSRWpM4iiW1jJ6V0UcrtomkQisvG9FnET+m2s+d7smdB5csWZiAZnajBIAyWqepe8BAKcHdjlapq9HgcSoei4zH3NhRCqDiPQs/PoefmwvNMmBlpr6zSvfgS9qUz+KZNxrA4F0DKwsI+Sa6jucy57/3ydEJ3VifBl9GOUdVx9uO3YC9dTkFv6w8OhCnfd5/k2JHV4JylFXYIBse2H9B4k/T5ZcesMa4nRXdesd0MuPA/T9AP3oW3lqUPfp6d19/O3vc/xqf+w6sZasvMVWz//9S9ebRnWVbX+Tnn3OE3vileRGRkRA4ROVRWVtZckAVVNiVNIzII9qDQYC9aUXBYdqOti2aB0Eux1bbRVhe2tGi5WlAmGSzBkgYpiiqKLGrIyjkrh4iMOd4U773fdIdzTv+xz7n3/l5GYKbLxQrPWm+9936/+7vT75599v7u7/7uOuOwzpnblJ1qyE41pHaa49khD49u8AdPP8sHzrzCuF806UgTWLFt8ZJr/o4jTe1SNaRzimkhBVRxaOXJjGWQlEv6j426VN3qgXQrKSPGEGszTOIw/RqVBZZuCF+kkQySQQD0sG4XPtNxn8Nz7uqIH6imCU27gW88ilhYpRQBZ/jP0GOAjlvfuGMSJkRPIRqKCGSVTUvzkNbqsCZBEGwTcIcoMhpz4ZKBECMSlYJUMCzr+YyXfv4hhuZ6ODHxXJb6V8Z29kY1r8eYPbIelzpedzwGObk2dFjiFnSUpLuGh9DYpiEVxev2SasHEaszY33E0e6ttNkIj0f3e0zeO2elA8ZFwxxFcTaf8m3dhVZsPi336vChMcrPG6PtFRQuxeDoqUoq/Gzbui16c5aWX1DVhoOtEel2wt7bPatPixeU7xWo1RXOfOQ6O980YJQWgKavK3IT+nKGZ2VSC2MyEngeXr/B0/Up9q6vkG3WnBhPyE3NPKgvzau08Rgl2+C4Oe+1FORwrqUzzKqsSY92vQaA0vmGh+B04CGELEU3nOn2SIlsR28i+h0MgfFY6yH0kfCzBDVaiEdTRu4DrQZD5DNYyUL4mLHwITUZPAdlAu7gj2Qy3uC4IwxDN5Ro+ezBW+hYxKjwpLVvZMDazERbZGOdBi0rlKal0ZpgDJpW4zH8COmnRDtuzMbc85Pn5VnrMBIVgKGZiA0weaQXRLdRjMrSZYPSDRijrHz34uRClsISb11rdLphQPxYrMM4QpZaYj52Rvx89e4HOLW5z6xMw+st7pIFg7r69K7chwCsDs8fgvfsPKY4Rut9KStufqRDd1entkNTy1ycTXP0pR4r1xUugd3HYDVsb549T/HeB8k+/ypPf+IRzj3+GtZrUi1MxNprMl03KUOg0WF0XnFmdb+ZxFHDoXJt4yHXUKrBm5ZK301hxpBTqPPtswGQqLawK2ZEmq7aXjW05m4NRDdbokLG28dVP96oCIqGe9VIuynJSOgkpLq9QpugpB29AwXgUUnwGIxbMgQNuepNjDvCMAANNhDTVLUS0YxIXAExHElw9YEQ97US8pE6q4NRcIFGnRpLHfYdZcHoHCvWTYzTBbs/eYbR9mebCb5UkGSELUls5QZt6g+/hBVEVWQVtpUJacS7kLK+5dRmx3tYKnSC1rBA0xbPy4ayXZfItPS5ZW+kqxB1+b/os+IOl+5FZQ0p4r3Oq5T+ddFRUKFZjb6xh1OK8r6Csk6aBi8oQvwNLkanwb2OhUZxTGc5gyf7jC45vPHMNzW6oklbutmMapiQZSn3/+KM64+OA05kGWYlo6xgrxjQTyoqJ17jMLj5zov82rn1XV7a2eTitZXm/OI5xS7SopzsMcOqoU7H+9DedoULjM7c1IzSIpRdBwC4owotz0KLq3Qb6MavKqYRlQ7chHBeJhM9EJ067MI0oHuS2sab0QGwbUBHFS9IDEy3iMoHDQpvCWCaerORxJ1jGNqCGKhix6COB1GWJqixLzPcrDXosMJ1+1x2i22gBRrrWNTSqbwzSU1qLBf21zn5sy9IJiA17QTvpvuOTNroSQBNfl82U0sTU6TiW+ahCg1zmxFrGOL7HUpzy1R04OPE8+1nblcx2dViiPgCoMZj1Lv2m/sCEnoN8lIYh8D1a2usTy81uIhZGePnc1SasL4xwXkoquBtJDRaiBqHyi0+SYlivVHtu+nGtABtoewp6j6Uqx7V7+MnbTBlLwAAIABJREFUE7yF4afP409tkrx4kbefECAw05ZhEtSr+9A3JYVLKF3C0JTkuuJmNSA3tXgQKJ4vEqpputRTQVXBw6sVPqzXSeIoi4QkNDuaViI3l2rbGB8JJ9q/e6ZqsBPvYzwfe0a45j2ItXGymtdFAghLkZBdcLX0pET5BiSM3nJsQNZwLbo8BkUTRkTBWEXHy27wsDfnLcAdYhic1Ux2Bpi+0KBdYaDSDYiF8ZhhTeUVWR4alnjFopT8cpcy2/29VFUZi6agcRXj6tBPK24cjjj9nTu4/QNQR9z5juxZdN2X3Pq40ifJ6933KPIaRlNmbWVSN01fQH7H48aKy3j8TljTPebr/u+UdDeGI3w+4hDP/8A5Nnu7TBZ5u+oj/AKjHWu9Of1/GghM3qGM4cofPsddH/488694G1my26pqqXY1OnQ9Fj6V4h1FU1gU9THqOmH8iT75vsNmYlCSBfSvaS796bdz5u99VhS1d3YxvRy/ucHHn15vSogbuTYl9QlKwSAv2ejPGCTCKASpfLx3sMdjj1wB4KDuc2W+wo3ZmGmRYX3bEd15RVklDUZQVwa/ophWqWwDjLNCDFuHPljahCSxFEV6a94CYgzKsu2tifLo1OECCakVdA14QPAoohFwgdDlajEGSVY3+pDyRlsj0Xa69h0NyBZbuB2t5nbjjjAM1IpkJ8VlCcpBUqkWWlBgc8kHq0PDdL1G92u8VaS9thV5BIrqUBMf40+jPWWtm3AhjhhS5EnNajZn59+ewd18Be88yrTu/NE0pLdWuAYdoVevtQi7xknufdsKTusm/PCapvu1NHM9mqSOhsY3x1oCKBudhrBdR+GZbujTNQ7d87cWNRqyeXa3KUNWKkjyO00/LzFaVkP34uUlfOHgy+fc9WG49mUJ67RgLcgC5bympyoBH5V8b10OQXzYV16r8QZspqj7qgEO5ycc6ty9qBdfAaVxWzssft+jHPvtBP+N+/TTumH2jrKCSZlTBn1PgNoboGZqM/qmIkUxsTmpsuS64nhvwqzOuHJ9DT8NKVXtMaOgDh0mbuQf9NNQtxIxrBCuJp1Ky+gpxLZzMVxQJjAhgwpTIy8X6h9UaCfXFEBFtabEQSZEqaoyOKtC3Y7gCHWZtMbEtMZEHQll4ryR5wEx3m/SafgPGgal1D8Bvh644b1/LLz2g8CfBLbCZt/rvf+l8N7/CvwJwAJ/3nv/0f/gMTwSZzqFrsJ31AFPdAl+atClQlcJtmfwqadSkPflCxQXLvQoDMzH2ppGbyEW5WhFk56M3sblySqnPvIattOLMrrzTbx/i0ncTHKlpO1bXNGjZxFH9CiCt9FIvHULnJqL1aK/YMzrPYXupI+fi9hBF2volnQfGdtf9zCw3fRnODaUnHntNMO0ZCVdUDqDnwjDUQVw9a1nrmEB99BMRHV9S1F2iZz/1OXCY6iVNLxVrf6BpO0cLlNUfUW5opgfV1Rjj088blxz8Ws3Of3yhaY9X7ZXcPKZq5g/JulCgKEpmdqMKwcrDLIKozxFEFXJTU3lDH1TCdaEJvb9Wkvn9Fevs5HPeOrGKSY3hmC8hKEd/UVtLLkRIlNhpYCrCOnL3NRNPU0rMwexe5nrTNJImoppTB8ASTdLIHOSgfChIY0KXAOt8FXbYFeFUCLyQvDgShM6USGAJTQdq1TAE4hZChXDTP+m05VvhMfwYeBrbvH63/Hevyv8RKPwKPDNwNvCZ35EKWVu8dnlEY1iDcp2XKLE440XI+HB5ZKaUk1jz+glh1gPmtChm4Iqa9MIy0KHjAKk2jH7dyexUbAUhHdQ1a/rbB0ByMYzCNkAfxQvkAMf9SvbtwLvYUnnEWjKstWyWEvzenN+vvUWjhqDrnRb5/gx1bn/tdNGGfv4eMqpwT7nxtu8be0a50bbnO7f5LMv34cvq4Z7oZKgZmQMJ9Zb5SatQirWQeU1Do0lAGzBJi32ehQHOcNcJnbVV1QjRbGmqEce13e4oQXjmb97jjlxPHwFHvPyZdz+AU8/dR+r6ZyNbMZe2efTr97H4c6Qm5M+0yJjUSdUznBY5TivmNuU2hkKlzC3GbU3HNY9pnXORjbj7MYuelAL9hBTrh5iSXQW6PT9pGpYj2XIYsXy664YUNMiz4sUfPf/JRc+pBSbjIFT+LrlHcRnMjmi0RABS51Eabc2ZI7ybjF12RRWHTEG/8mzEt7731BK3f8G9/eNwL/03hfAq0qpl4AvBX7rdz8IJPPgstVIZZ6iSQPhwFQKwvfok9YVg5ZYAgKixVsaU5dZYpHuyZHD0KagtPKc+ZnXsN2mKZ20YktKCqt80xC2Q0C6lc7B0VUemomqjAnsRN2mQ/s9YRXKiYsXcqt9NCfWCSd+N68idLBWSYJ7+wMcX51wuMhxTrGoE67OVhmni6BQFPgLv57JOXgFSqM3N3j6C3fzyKltEm0poDW8RhNIgKSqJlO2cWOnOwPMfoIbOGalgJEuUaEvBrjU4/NwngtDMiy58VX3cOyf3wDvcJMpemWFB39igfsSTek0n3vpPlaezJicdRRWUY9Mw2pNtSXL5uwVA2rf3q+eqRgkJQubNsDhW85c57mX75b0JG1DXCm5rhvuQsy2pKFGIv7fNxWJsSx82oRL2jiiEItWvml5b4McvTYWm4YVP+KCxmMLA0lL1Y81IO3ip0IZf8ANYnYlEKAiT0EpBMxEN55DxC9+L/UY/pxS6n8Afgf4i977PeA08KnONpfCa68bSqk/BfwpgGRlHbwYBZdIWAHgI8nHIjyjcD9dBulEYeucYkOTrc+aYhoLjXunlW+MAsRsh2vAWusVo6TCbe3QwL8QGI8E4lI44W7TQMDXTnQYQygRm8N422YTllb8Dq+gpSS3rEZ3/ynUMy+3mIRWqHjIDqnpKObRGJBuhiKOrtdhLRe/asQ6E6azHLeXs/BDbijwsTTXeEg9j/zOXlOUpbRj9wOnWXtGMX34GLXbJk9q+qmnCtRmb2J1ZcWOH4VVDLAKlzt81nYM07Wco4SPSoA1QJWacp6y/YGK4z/Xx02mYC3u/rtIXrzEx159gHeducxwbc708Zp7j+8xLTOMduTG0guVkLvFgFkl7M/IX+inrQbHrM4YpQUb+QwzqHG1JkkdLuh61KWhdElDimqyNkEDNNGu6Xhdhx6a4vq37N3I+HROkWZ16LgdpNuswqObjILgOLLiJ6mlqqRMO6pEx/uY5DV1ZWiAlvieEuPirBRZddvYRT0HeWzfXCjxH2sY/iHwV5FT+KvA/wn8ceBWR7+lqfLe/yjwowD9U/d4F5i8PpGMnK7kx5QsGQ2by2qDArtRYfJAOQ2U17o2vO3kVRLlyE3N9fmY3fmAB9e2WUkXjJMFA13y3OQudhZDXnzmDA/X1xvQMQ6ZcOEf13Hd43uRuGStpDdDdyml1euZjZ0VPGIXDXFJKZkET0qaVPd7ge7cwQkioHnUG4jgaDQAHa5CfC2mWy//mffw+Nc/BcAjazeY2qzhfgBoPIm2bGQzXnglaz0lY/iO7/95/tXXfAlX//6A9x+7ws2yH3gDml2y5hs28Q8t3xO5hSIF47l/Y5cvXj+OcmLkVSigTQ4MtuclU5dZjp+8yYvf/1Ye/N7PgbXoWQknjvHQd9/gxj8bc2r1gN20v1QSPU4LtHLsl1KJOkhLMmO5ueizqBO29kesj2cY7dg9HDLoFYzzksdOX0Ur12QrFoHsVTvdaDA0YsQBfIzqTYVNqOpWr1EEXkO4EchJrjSUKmQMrMIMa0g8OrUNnVkpjy8NalijjSMblVTzFL8w9DZn4kXkAnAmqSUJNO5I/U5T23jGMYWfhjqhum6b/6rfC4/Be389/q2U+n+Aj4R/LwH3dDY9A1x5I/vUJWJFazmrZAbVEFwMpXudkCmCMYXBFoZJJdY160mHqrPDHc7mW2jl+TX7COd3NpgMc1bSBQA9XfHW0TVmg4zql+9aqmHoXGPn5BR0W70RgMQsuPEdTYWurFs7yW1DaFIxfRkMSLiHeKVRqZJej1nWpBZ99FOPgqC3ahYTKdMdzCMCnCe/7iJAE4dnIaMgCLsnD6Qdg2v6aHjnUVmGUQ4/W/DuE3usJTMyXWNw5LpmT9+N63mcF3xhqAuoxKj2xwXp+qwpv95cnXBwZkTdh2rssWOLqhU+8fQvJFTzAVvA8IF99P334F4+j3/5Avvf+C7WPnqdGx8/x+Nf9xR5aE8fwweQrEQ/qUiUY5CUggX05N6s9haNvkKs1aidZns+lPoaoJdV9LKKIk/YnQ+aiWQCQJ1qR+V0R83asTmesjMZLJGZ6srgao0vDKrQ+NQJklcr7NygUtf0o9SJJ8sr0vGCLLEifqs8c+XxfZHP72dVc62V1fTSuuHgxKdRSsRbDROQsNnkZauDcTv1sduM/yjDoJQ65b2/Gv79w8DT4e9fBH5CKfXDwN3AQ8ATb2SfukYAxlSMg1l4lFXY0CoheGt40wJb6Z7BJeAKjdeech3WVqdcnK1zoxhzWOW8uHOcYp7y3MfP8eSGhdTTX5/zofte4vxkg8FnLtB1zhvsIIy44vpb3dewmqskWfYiYtFUUSylNRvAMmQdujiB0ro1LqENvSgwdVKO3TChayg6NRRyM5cLsAC+fPMVKmfYCHoPkTWaKkuqpSdEqiyryYxnOCWH0Ap190k+/NoxBsUuDwy2qHzrOY1MIaFPpZhacfmmLpe260qk10a9gkFasdmbcKp/wOU/WFDYpHmIJ4VUFu7vHmPlFdjXAx768ss89W0PcfavXcTXNSuvTFGrK9z/k9dJvt6R6ZqFTTFKriHWNvSSCm2k1gHAoZqOUbG5kGQbAlW6NiTGMczKJhSZJymTIg8CwYZeVhH7jER5uqJOKGtRmioWWRDaUk14oJRH9Wp8qjGpwySWujKyeGV1w2+IBWaLIm2aOWstXq+rNdX1PtNjJWlWszjMl9KSQhRR6EEtactaS1drDVQBH4rQV9z+TYw3kq78F8CHgE2l1CXgB4APKaXeFQ55HvhOOWH/jFLqp4BngRr4s9771+fMjgyvIN/16BqKDYWZe0wJppSVcrHppftWoagHHpdLkY4pJFb1fQG8fKWZznOeOH8/9jAl2zIkM4W/26KsIpkYvPGUByM+NzzN/JdOctfNz3ROxAUaqVomMHVHpD/H/zuTUAWuAghG4ctSvIcoDRfwBNmHXSZEBfEUV1opuw5GQmXpEqOyOaaQA9rwIYQSseTaW9v2mLCWkVkwIyfVlkUoeDIKUm3JVR1qAhwG1xg2pRX779zk4Fc0fbvF2CyYuQxHNCjLgjoLnwo458We1VYzWeSMs4I8aCjeN9ol1zVzKxWTuamxXrN/bspefwCbBaVLWH/vFnptFbu1g3n1CvP3nKX3qRf5tU++ndOPXmdapo0DF5vNVPWoKfF2Af1vmK+lQaei2FSXRujDpYbMsWNaUVUOU/RMYwoJeW6OPS53wdh5TN8KQakwrXQaNPuObM8GYwjZBZ9XJEEUSCnPTIshjRhYrAaOGTZXGtIDjZv1qAyktZyPP7I4KiucDJfJa96E7F7I9Nm+R5ctXvVGxxvJSnzLLV7+sd9l+x8CfujNnIRPYH5Ske1DuQr9RTBwGg4ecHzF48/wyQtnKa4O8Bsl/WEhjLPUUt0YcPz0TbxXnBofcPlghfmTY4ZXPNlU7k7/hsb2AiJuFKaA6eWT3PNzF7DdbtUd4dbXFStFQ3G0YOpI3B+3U0pBkrZgZZRzK1zLauyS6+Nxwv71aAiJqFT7IMCi+z05vhLxWJzgFN45SNNgIMTohJNsvBQTPAKjHCOzoHKiTmS9ZmwWjVHYraVTtdJynlc/6Dn3cxKCXSrXqZ3mrnyfyiUMdCnXHtzXyscKT/n10OY2Wjl6pm5cfil4Eh3FCwfrXLu6Dsqj91PMXGG3c56a3ouZaEaPrpB8fBe3f4hLFPR7PPxjN3nhL63DJMX3bBO/dyXSdaGbNLfLHarUoD1O0WgcmBqyPS0hTc/jtcf3HNmupr+lSCcem0Ox0NhcY3uynQ01FiqVDIQOWQKtPP2eZCpiBXBltXgbocYnErIUwtjsJdLtSkRyJRPSTytKa1gMEoqVVLpc7eTYLJCfEodJLbYyuMJgbiaSxh/XJL2KxMg5xpLw0XghHkn1H2YNdMedwXz0kL9/RyjLv7Mu1k0hlPJxTaIc1Xaf9Qd2+QNnnudmPeDp3VOkxvLKdp/tnTF+YeBusbzV2DO5RzG4Bv1dx2Bbyl1dIiGB15BOHW7vZoMvNOBjp7S6Ob0YIkSsIb4es5AdkK/Z1qjgeSTynqHRbXxdkRS04KTzElYUBf7wMGATkjFxheTUu+QpH0BPnGtCEJwYOJXnwQtyDHRBqiwDXVB5g9Uag1REVqFRzNjM+ekr7yX1LSx07yPXyS5J9qGnK16YnWQ9nfHs4Sk+tPGCHDeRCT/QBQufhpsCvaSib9pipxiuzAPSPEgr0kHgNziFGyhUbjGJh0nO9mM9Tn7MA5bhM9dwxzdQl66i9Dnuffia6EdEvUprWOvNqZyECbUTPedBWjEpsyXtRgjezCxnZbggDaSlXlJzoT5BMkswC6iGimLDYccSgqrEoYLEmgleRpJYssQyyMumgjMPArYRWxkFSvWkzMmT1kgWNuFYXzCbKPySKNuc685iiB8pinXD4bzHfJbhb2a4ucZUkC2UeNnHHOmrOYtThvzkhMXekGQvQSso8ppqu09+4z9Dw2BKKH7rmLDlXMtjKNbB7KR87JUHSW9qDg+P8Quf/CAgLpMpYWAAElwK04ubeAU699i3TjGPz7j+9Ca9bcXokiNZSOzrNYw+9gKu7oBsXQGWWAHJsueglMKzbDi6xkAEfsSAtArQrg1NokfSNQqdlKLUT3TITEH8NYqvNDyKrpeSpm3IYq0IxUAj1hrb3v3wL/whTNFJ/4YUsCla97Qewj2/MsO7y/K9nDtD5Txs7YAx/OI/+gqU8zzXfwSz8Dw1eiv3ulfAw7TOqbyRIirjSGbw1L95hGok6cxsX+EyqB6esbk24cG1bU4Pb3L9YMz0xhDVr9E9j9vLYC735+ARy11pAtZSX7xCcu9pGI95y1+4xNV/fAx+ZYPRFcv0pObggwv8R48zuFFz8+GU2ZdNUS8NOP2xksP35SzeMWPwmQEnn5hTDxPO/3eelWNTosL44Synvjhk9YJmetozu7+GLPS6TB3j0Tys7K7R8gC4a3wonBglDXALm7CazdHKh05W8h7A2njeiLwsbCqZlfA8ZbqmdqZVhlJS7TqvBI/pZ9IVvB4WTHYH+MMEU0pqcvOzoGvHrk6YjXL6F1PWXnQkC8f+5TFrOw5TvrlY4o4wDMrC4LrHlB6vFcncgVJk+yE+fGmAKUBXnqRweC0rv659oE+DN+1rzijKVweU/SHHtwSc09Y3K/zg8qLt+HSLjAS0oUJjIDRLoUTjOZhWtCVuB8uhR1euvb3oTiixdDM0qpeHdOZyYVRTcBUVn7qvB6yhOa7thDVJQrVuqTwtszRetgafW1TmGIwKkh+fCxdEK6ZvOca15zSrbht190mSr93mYNrj7PEdLu6tcd/GHvx0hjdtKGGUI8lrqpFn5b3beK84mPaYX++T7xiO/ds+1vT57bce5973XJYS+V2DHWj69x0w3ckYXBVq/Oy0Ro9HuP1DwGKvXofHHkR/8SKVNRx/qWLwzFVG6yNuPrLGxmf30PsT0v1jfPHRnJVdRf+lLdZWT7HzXks9AF1Z8p0abI+z67s4FImyzAYZL94YML1bQgZVBfHaYUWvXzZNkUd50SD8o6xglBZMqpwaITJ5rxquRGRIJtpSO9PoV5QuYZCUHcm6qCXikNpLxbTKBCB2muksF1xknqDnGlOrhtcD8uzXaSgd2Mkxc5hvakCTTj3ZxEl2602MO8Yw9HdsmOhxVXOkU+Ti43yK5I44wnteKZQXg6ErWaHSqUJ5MTR4wTHwYHNN+tqW3NPI7oMlfGGJ1QiBkBNmUlzddZsK7G6rbtPtaYmZeLRMOmYorKhFB8nm5c/dCgjt6jHQno94NjEEclz4rrfyZz74UQqXYoPlOqh75LpmNZlLp2rluLjY4LmtcbP7G+9JOPZ5wUZ2Hz/OV57+LV44OMlD4xsk2nGqf8AVtYlyilzXLHxKT1WNIMlqb8E4XTAbZCQnpQfktemYybTPKKu4d7SH84qL2SpuXDPqFUx6Q2xusDnUfc/sS87R+/+elBOyFj0pUOMRx8cTirUxA6NRRQ3GY8c5ejJD1w5VK8ox+MRgSs/qcA5fNufa5ASbXyjAEyavY7cY8sUrJ1h91jC+XAuYlyiKsaFcTVgc71Gem3F68ybWSb/UYVqG5rctm1IrzzApKZ1Z8hSSgDHEzEjTJDe8H/Ul5ZF0OG84LHK2Lq+h5oZ8V9ObyDOXzGD11QqvFdVQU6wpqoGQAU0J/euaZC6cH5fLM1IN9H968PH3bARugvL+dZQoZVswEoIhcJ6omd8o4zp/67QigtT6BNKJxR9OmtebMOIIptBM+lgKfQQTULezwN2aiI6RWCqaut14nSRw50YcASmX6iU673UVo6IgzPyU5R994feJYlBhoNaoUomOhAevBajrXTfcO/9M2wjmbYes/qoYrd6e5aP/9Msxhec1fQ6zgGsJnCwvADC3wegoKZhKbyq2fuEeXjvuqUeebF+zOFFz/L497l4XLYgv3jzO3rQPpwpUpamtYe3kIZwUQRe/n7P1rpT7P7eO3d4RAPfKdezbznLhxT5r6517osAOElKlsIMEM9N4A36Q47UwGM+Mb/LM5nGqkWkA089cuQfziVXOfXpOevWqdBPPUrzR8ltr3CBl+10jLj0wwJ4quO/UDsfyKXOb4mpNL/AnYtl3V8fBecWiTnGIiEzP1Kxnc6Y2azyJRFsmlaRtJ2XO1e1V/G7G6hcNtieegK4l8+ANZDdLdGnpacUwT1hsZsxOaJKpwuWQzMX7BpqF8c2OO8IwKC/px4a4hHxv3offnfnklUJZj8uCd6BVA1R2lXq63kLEFWymGVw8bAqKuE0YsTS6HIFb1SUsXYhqP3PLXfk2G3H0GK5NETYNcWGJ+bhkpKLncbQ0G5p0I2kCzvPIP9jG92VVUpWFqkZV9VKq1CcG0gQXqNC6n/KBe1/l6rXjeOcYvHrA6HOH2ONr6Mlc2uHF1nqKRqtg6nIpaNOw+YUFxXrK9KRm88kpO28fcHN/k4NS4bXH9kPmYODwiWdnZySVgqkT7cNSeCxbf+AcGz+xh9JOxGJqx0P/bMa1D4zxqQjSeuMFXB70qPuJVOlqjx33pMirNlw6XGP8KujSYw4Mn3r1LCd/PmPtiYtQVviqkkwQKcoGopdSmKLk5G8WHP9MyuKuAdtvO835t25y+tQed4/2JRTwmqSTGqm9pmdETbp0CSvpouVRuASNYBDxta3pkN0bK6RbKcMbIQ0fZqePLVRDGtjlBq9lcVS1o7ddYvOcxTrgRS4vnYEpPOVYLc2rNzruCMPQDC/xkrKCE6jAw5cbopqJ75PWKHgT3ktke11JONJkzmzAB7TCGTDXb76++a/Sr2M2Aq0R6GoddMfR8ODo6Lwf433vOxyIrkdx1FhEIxSNxK323xi4dj8xjAj/oAY9OJiAkkmkZgsoSklxhmtWWqNqA9N5g7nojXUqfwCHUn5dnhzSu3koXlA4HxXSo8pJUVFPlxhEJNWmoCsBvUypG3Ja/5oi3xev8OCcRpfQ2zKUqx6XGbI9cYlVDfO7PGYB2+9zbP7iEHd4KFWXF65DUcAHHkNVtVxXqahGhmRzQDXS4EBbRd031D2R+6tqQ1aCyxXpgWbjiZy1Jy63dPYkIVaq+tj4RykR4wX0rGTwSkn/gsF+PGf30ZN88Q9lnF7dZ5CUIjxrUyGSZTM0nsJZhqakbyrmVoDhymsWgRBWe8NTL59m5fM5p6475scEpHUGIUw1OAJEAqAzCqUDa9Z6lPdkB5ZynIgATthWOY9LZB+qQ4N5I+OOMAzVQLH1roTFcYtPPNluAh6yQyE3JROZFNVYHhSXgcs9eqFIZopy3ZEeaIqTNb2rKS7zVCNPtq8oVz35nqYaes78+xp/cCgPgLXNBGpUlaL0WZyER+P7LvDXfb0rmAK3rrbs7heWCUuNvoKj0YnrSL0tjYhHdCs2b1GToYxh/r5zYjiVYrFhqPuw/uKAYi3l5gOGdOoZX7LNNsNf+nwTRlz6b+7l5X8HZ2dPUb3/UV75VsXZf3mK/MYM8gycY+/dx7j2FWuYA8UnL5xlv+zx1CcfxJ1ZcOoFy7f92Ec4kRzy5z/9zUzuGZLvQX/HMbxaUY0NhzbBlLBywaErz2JNYypHdijX4FJZ+dHw/F97mLf8pafwiwK7s4t54D5Of/g5WBNdR7PQlGNI5gk2k+fCayjXErxR7F5eQ5WKE85T9TXrLzpWn9zGZymkiYQQzkGWClnNBuMQ6ll8oqVYTctkTPbnnPiNQ9Sv1tTrG7zynhV23l9z+p4dzoxvslsOGm9AI+Xah1XOOC24WQ548fpx/Asjjj3jefByQTWu8EYxO6GxuRhGXYuB0MGb9jEC0gpVukBs0rhEkcwsw6vyPccyAl16ensO5WWhfTPjjjAMIAVTGFC1kqq71Et44DqptQWYhXgGyknWwiwArUlmUFaKdAJ1X+HSYDm1R5cyn4ZPXZUuSnXL2Gtc99ed0O/CLb/dCn6rfRwtfILlz3aMkQ9qSU3FZFfktTtel8nogJnGgHXolRHb3zllNs1RCtJsjnOKw7ND0n1hkNZDxcE5g8sdG09php3Qyn3FTY79xBicY/sdPbAVk1MJXksvTK9gepfGTEKh24tDzv/7B6kfL4V8pGHfDnlbfoWvevAFvvAz7xR1rplFFxaTKEaXPKbwpFOL14psIillUzi8gmQu36GeacYP76FO34U6fwm8Y/ZnAzeRAAAgAElEQVTgMQZBrFZWeUgWHl0LgzaZyzPljCD45tAEMSBJWfd2alRRhjCuJYKhlBgEJbhTrGz1nefBx2xVmkBZYbZucvLXJqy9fIwrH7yLg/fl3L1ywKwSGbleUtNPxCt57WCdrUtrrH8+YeP5guSwxGtFXtS4PEG5RJiLTrwDs+jyZcDMPcmkEgxEi1fmUoOqXfDQNIO9Gp8o8r2C+V09vAqZvjcx7gjDoCuhRFcj3SCvNlOkU4/tK7IDsZS6VigLZaZARZq0RxdKiq9cUA6y4I2nTsEPLIvjofz3UERGjtKdl9iK8Hqj0J14R2P+7qS/3eePZhiOSq7RCSWioToqzHLUmNyuvFprVJowe/wBVvs7kvt2mnGvYFZk7J9KqFYSVCWkkf7pCeN+Qe+X11vwUyv+7Fs+xi8+/eV479l/dwGhbkXYo5Ad1Gw8B2e+4TLl/3YXyX7B9OwI8/GMckVRDT2fuPkAnz64jz96/Al+7Z3v5vjnHbanmR/vUfcU1Vhh5pDONWbhMIGrZfOQ4bGeZAbpoaKoErY/sM7GeRGo7V+dolbG+JsH0D8eyrg9ybSm7mt0qTGVVG0mc0e2L496sSJh5fCKoz6xijlcoA5nzf30g15rLJxHKQkT9x4dM36tIDnsNDquw3eYyBKdXdrj/p827L9wjOJPzUiNxYaOXvM65dr+mOqFFU4+6xldKqhGCcV6Sv/qAnNYgFZN5bDLoB74sFC2xmGw5Uh2pvhcjJfPEsrVJBg8xeBaSbY1pdoYYA4WmFUJWfLtOW9m3BGGwWVweBbsPQuU9hRnZZLcvNGH9YJ5qVsE0irILSa3zEvDbGHQwwpXGvJxwSTvg/b01heURcL6yozZOGN9PFtuUusCmSiqJS2d0C2whO7qHbeP9Qq3+8yR8mh1K+/hCGi4JPd2VP79aFbiVkBmGFc/kFBeOCaU4dRxaAYtfViDH9ekN1JmuwPYgGPPXaeOitADaeSi9g6k8nBUstjqc3gf6EoK17KDmp23pfz+jfM88bLGbq7S2yrJ9xSzkxlVX/Gh9Rf4m7/5tXxqfJZ/8N//Y77r2B8n30pYnKpQPUs+qFhs9ykuJvS3NMnMk02duL0hvlYO0glMrg+xD8Jmv4ebzeD5V7Bvfwj1/AF2rR9cbYWyjmTuxHOoxCgo58kOpFq3GgUtiNJyeHbI6JIh6dxHN8wFoHVOvNXwejr3KNviKz6ksH2WLoV2arZg7bcu8dr992EfP2B9NBOyU5WiP7XK3c9U4KEeGuqBiNz4LIQotUOX4ikoC72tiKHJd6oc9LdLVFmhFlLA5tOEXqIxhwXeaMykRM0WmJ7gSelBH11ZzI39Wz4ntxt3hGFQNeQ7inmWY8cWPS6pZin9G5qyzCXGCs9/MguA0thhphrloS406VRRThLGF+S1ciUltzAZ9Ugmip3BiDVuCLC0VInYEpY8LQD5Ou/haFOXzugKvzadoY6oNjeMxY4sfHz/qCJ1243qFuFM1xh0PYdocJxDjcfw4BR9dUDsYuSTUIETszfB41JZqBDcP2zrRc7cxUduDPBViRoOWez0yfYEGExnDlN60t05+oNzfvbVd3L6mOLm28b0dizpYUV/q2L+lpy/9atfTzLVnPrXiv+l/9/yI3/gw3z3P/8TIlYyTaiv5fSmIZtxSnCBek+AY1NIiDK6WlGNMlQloFz92Fn0p58TVue8krZ9r20D94oHeViA89hehstgsOXRhcP2RKZ+7UXxMvGQTSx6UeH6Kaqw6OkcbZ1kXOLETzSqdoxe3Jf0uAOSTirbaAifwTl8L0NVNfd8ZIuDVze49mUjzJkZ1Y0+mzc89UCjLLhUUQ7FANrcwEoPXTtM4aXzd1wfAhvYG0gPPOnWFBYF3jlUmqKqmrSqha8xMejpAqoaPa/AOpL9OVT1bZ/d2407wzAgKRk7dFArqtDk0yeA9tQ9jw/Vbd4k1Cuh/9/YoUqFzx21VvihZXpPgpnLqugSj121VBtw/79iSR/RR5yh69LHEukgpIIOnYpiWvBW8X4UjI16C7eqg4ijG0p0VJybYyq9XHF51Igc9RBu4zHMfnzIv37LP8R2JM97yrIIJdOrWliQRkHl4b/6hb8oq3CQtdv+PzzZ37+P8eJpLv6/97NmDlCfX2fzySkoSLYnPPcXjvEXHvoov/hnvpLDBzO23ge6TEjOLlgcJAxegof/yUS8k9Rw19/M+Nu9b+UH/u9/wV/98LeQTmH1lZp8r6RcS3GJYnK34eABqDZrzLAmf7pPvm9YHJPQUBeKV79xwAPzh/BPPg/Pv4R/+Bxc3eLcz04oNnIWp0bsPZIzO+WpNmv23+fIhyVZOsOUCdvrPbIbCcr3yfct81NDXKowhaMarZFOLPtnUw7POtJDzfByyLrsWsqRNMfp7VQkc4uqUsqNHsm8ZnYioxxpkoVnsaFFZezAs/k5z8HNEcMtz8EDUA8Vw0viHUUBooN7U1yaUg0lXEsPoRoDXrwlZSHb96x9cY6/eFUWEqUgy/BlKVW7qyto7+FwKhn6/YkYzwMvjY2z9HbT75bjjjAMXkE18pA66SehPWhPseEaTUAz0dihEwCp0I2bqUuFW3GokZUpcNxSFQZlPDqzqNLAJGHw3JXAdowpxCB0GhvVhpiyqUwMr3lXN//fUjH6qFT7EX3Hxs28FQW6I/0WO1fdMjToZkVu9Xo4vvcevbbKn7zv44yVxypPFTbpKdDh2hwNgxsNnPyUasRZAP6nB3+NH3/mK/He86F7XuL8dINL2UaoTLVUJ1d4/O0v8aMvfoB7X9tl/+zdeOWpx5aHNnc4rzbwpuVNKOupV3PK1YQfu/RBvv/b/wXf9zvfRLHRZ3DFMLxusbmspLpSZNcT0Anaws5jBpd6kql4hYue58I3rHLvk8j3t3eAP76B/uJrbH3X2zAF1H1IDxS6TNE15Lu5EH5GihykcjJTTE9IuwLbg7pnqMYwfk3cd10qFqcrFncpBhcTwOBSqeOZH8sZbDvSiWVyOkHVUqvjMkU9EJygGgmWUShFccyhK3lmXe5EgChVJDMJVWwmjYFdFsKnYBDqnhgOU3jyA0dysGi++iUV8iwVnEOpNuUaUskYMfa3Ugz/3cYdYRhAimySaYbysHjHjPFwgTohmo17hwN6z42wfU0yhV6sklQCXNZDQ399Tl1LTwkzEr3H2HatPr+G3wsxVicNqI7wFpaawUBjDLpt6JZKpONE7TaRfaMZi3YnrVHxbpm/0PU8uvvuGo8O4UopRfXQ3Rg+zWfLTQyeG7VQnBdeJuokKN9EwZUb5Zj1J67jOvdizUxRewfQ79E3e1zYWyctPdVqSvbZa5z/rnN8cHSN537qEShvUo4VPre8+9FX+erNZ/l7O79fzsc5lPV4hKu/fzZh7e+c4qf+8vv4m1/ys3zP5W/l4EFYHEsYXJdsQb4HyioWxyUrNbjmW+q7Fjd7cdw2xW92exd/3wnMtS3KNU9yKKGIriA7gGTmG+agGB6PqiWOt6kincn/ugKU4BC68iQzRXIxDfU3hAY5su86hdlxjV4XGXxdi5RdlCR0iRyrGoOqIN+RBjxmAb2rBm0DT8G354SS/fjA5tUl6KT9WzlYnBqRrD5IPUwaJrCqPbavqfqBK6Jb3kJSuCYr4w3w02/8sbwjDIPXsNgU18qnnrs2DjgzvimlqlWOUp798Qi8WGJTBsKGlhRVMtPMpxneK4pK2n0lmWjjVS+PefBf7UrocDuiUjyPWDjV4TU0IUUgvMSeBygdvoSwr6P05K7+4m24BktGJHTFbkbcz1Fj0GVAxtG5HrOo+d//4beIZ2V9iNU9B2dlxdI1DK845sc09QD6W57jV55siE1KK35+5734qkL1+/ybV+5mcWXIRg3J1OKOrzF8zza/fuMhhtcdJIbpPZ63PHyZr958lo1kIsVHClxfqMXiESYMrjsO7zHov34/P/dXKr7nG36Ov/2T/zXpNKQlS8gLz+S0cFO80k0tS90D2xNAMd3XwYDWeGtJru7BeISqwzZWNcSeYk2FVVees2qsqEYyeX0C5VpQrc49LoVJI0zom2es6EOxQcOU9QZcFuj3sYlRhB1im3rjaWp8gqy7snIsHdoklKvCURBw0TeTGiUGxSewOBZ2HfQCfJIGULQFJb2mEYG2PYeulJyHMjSFVqn/z88wKA/ZzaDOpBSXLxzjSr4u7bxqAar0I3P8To5PHclE1HKHlxS6JOTlM/y4Rh8kuL6m3skpM8fKNYV67aow/cLwdd1OhKjB4B043QCQsbIyllJ7V8vrRgNtJiNiFUs+wtFmM1pLp6qjas5dgLKrUn0rj2Bp23Dso96LMRw8IJqKOqNhe6IV87Nl85AsNlPqUQ25I9vPWrWo4DX86m8/xiPVc9j710SSbKNk530pJz52k1e/5S6++d5f58Of/CDJexRrT/bw2lM5Q09XZEoUigBe++pRg/VEHQw7ctg8xf/QQ3zmBxd89x/9ef7Gr3wDZi4rHg7syOJ7ltpK7wkB62iefp95zOYx7PUb0gh3awf7zocYXFXcfHcptSAdhWRiNWL4onzTITq8FLb1oUMUtBPUB6C2oRWHlVo+EH4iKBm8Gp/6dluFGAWncJlDeflOvHatMbEykVXQ9fUJqGC4muOEc3JJOB+vmnKBptLSqeZaXNa5xmio3sS4MwyDk5Xr8H6wA0e6k0hmYd1C5kgODbXxkDtUv8aNK7xTFLMe9VAMii4VuldT9Q3kNrSxF88iPvhNhiBJRMC1WyvRWa27WIIQWTrCKDF2i2FGt49llFqr60bMtau72DlAu+KH4xxVqX4dFtHFKUCA0q6Wgxdq7NZ7FPVxMQIqNChxhfQy8GhU4rAnC0wiykMrr9VNViRiLqd+U2TqDx8YA5L/NislJIbee3c5Pz+GmekGBEZJl6Y1I30x0sRiK5jdbWkK3TzyMFeK2d0e5VKe/Stvp/pBw5//Lz/KP/ilP9i2PggPeSzuah5wjfQUUZ6d338vaz+9g8Liy5Jkf85dv1ly8P6eNCoqtUxyh8iyxYxMmLzxvHFh0sSJn0n2xqvOxEq8rPoq/qbJ7DSfi41zcxeOK15Cc96xM7XybWYo9HvwxuOTsH1orkTeOcZRvUYHpE66V3kky6OQ3m9ajuSNb3UfNW2Pljc47gjDYHPYfYcDA3quGmtn5hrmItOl50ZITJNMHhYnPS1dGiysVfiLA1TP4Z2B1KNHNXf/5HkRZOniAdAIsirT4TF0RFaOphubrIMxAfU8AkIGdabGOHRX/aNt6o9O9IgRdPn5cdzKqEC7//jZ8HZ9rIJCB1cywBaVwgWJdp9o8PIMoWDwsefkOY2Scqtj1j7xGs57tt+hqPYkQ7T2TMLz36P5jrOf4MMf+Urc0KMKuQZlFfM6JVU1lQ+S65FcGlfeVMIiD7gcDt6i2H8Mbv74O3nm+tv5Y9/7MT78Wx8M1+Sbz3jlpd9FnJhhkux+3Zze3jvo/bsn8dbivngevTrm3I/ey5X/ecFiluFK00xQHzkc0Exo3a/DPYrtDeX7FPl3eT3JrPSmTBGdyGCYUEgPybhv5VAzI2nOnsUXhtgTQr4v2onfMSjKahF1De0RJERoDZeqtRhDaH7LMxU8m0rOyWvfPhpx/04+o2xHXuANjjvCMKBDRyKvsEO5KBUaZ8RVw2sPQTF6yYUDiDl6q8CIHl/ar0g+P1oqsW5GE6+7RolHzuPIzeumF7ux/hEBWKDTZEY3oUe301QzujUQR2orGoWmW4USXW+hG4bE7WONxMyI5mF4iKILrRdKtAFBHm6PtKsPcnCxstPddxf6/FXUoE91b4EJ9/aujx3wZd9+np+/+A6qY6JuRK258WXHOP2xmqvz0/zOiXP82ytvJf3VVeo++JGV4xjfKhxbwR98pVGZZf8dHv9UxmZ6yB95/Al+6okvkcmTCJir+rVMMgiTCpFZ057Xvkbzlt/IYT4Xr+fkJunT55ntPUBUUVa1alx9nzuZSE5ec8Y0q7KdJGIs4+QL51vFCZ60DXoVKrSjj56IPHs+DUYshA/xecQjGbdaBywpfLepCyCix5YR1+rs14txVFaJDH3zXHrZl/GiexlDIRWMgJb50oQP0Zt4E+M2Cfff4+HF8qlKiaZeKMv1iQA4vmflCwtpTBW7F9kQU1UatZDPYxW+0JSTjPt++mobDkALAir1+tChM16nm3C0zuHoiq51g0koI5RklSYN9z4eV0WeRPd8QN7Tqg0/Orx9brV9+MySwYr/r1bYlRo3rnEji12vsSsWu1rjexbVs6Sjkmy1YH1j0gBqcl6a7XetCCHm2DqDUcFgUJA930dv7/Hw4Bo7Lx7DjGp06kjHBdN7FAf3JJjH9vmWtU/zNXc/x813VBQbwWWuFX5u8LNEdDkrjS/Ea/G1hlJz8EjNP/9rX8e7Bxf46nc/LZ5IcM1ja/j4nDRdlpwiPTHHPnaOyL+o1vvgHWd+yZCOStSwxvctPnX4vly7jxPVIqnxQsPCoEvBJVSpRTy21q0hUh7mRs67MNJvcmbk7xhaxE5PGumm7ePr8dzVcghRy3Mr52DkuLVuQ64iptXDV19p1Fx6VVDqJoQQNJM25AretLIKvZBrifPqzYw7w2PoxELJoVx0veIkTqoUFAlmIRfuMh80C4VsUg8Ehda1wiUepwGryK4Z/PXt5eN0PQCtwOnGCLxOjSmyFI+u+HEiHnXpb3ttrVfg476PeAxNO7gjXaRuue8uGNmt/gy4hU6C3DmQ5NKsxBhprV4WCWlWkyROEifac7T13u57HMf/pWX+wDpGT7BOc//PbFE+dDdP3CxFddlKHwNjHDjJyRvj6CnPwBSo3AnynnRWrbpzHyP4V+kmpl+saX74r38z3/d9/4zy8YRf//xb289pZCIbkVzjMKGeSiuAqx9MOPM5jbea9PoBajRi/Bsvcenrz0qfBYK7rUBNEnQV43qgDK62DzG6D+56MEBqEYxTEo5bh2spjXixiZdr8MhzClAkDRahKtXojLg0yriLoYupSdvr4BQKfOYlNAgegmQ55Jx1SLOqWuEzmRu6lMXRpV4Kc+OcQTghLhNi2O0EjG437gzDoDx+XINVVIPQISkN2vwLiRNtKHn1yjeAlqpCHB3SR7Fi2Q8sG59UUFXLnIQ42aIWASzjC3F00f5bpTaPFC0d1VVYCi9uxU6MrzUEpzBBg1fhO9WfS+NWhqqzfzUcYEIfAx30ArV22NpA6HUAUJaGLLPMy3RZJTtN+Nov/Twve8Pew6moHH9mFS4/zfWvPc5Lzz4Iaeiq7KCap6QVS/1SnZf2bLpS4iEEg99MlgDsKa/Qc4UdAAoOH3BsfhZ+4P/6dv72d/8jDt+W89knH5BkTYijVZiEKNBzaTI0PePQp07iLlzCX7yCf+QcvHzAsU+k7L5L7q9eSGgVu17FwiQqhR04dKHQhRh7kZIXPoKuFXXsy1CFa0qaeSr4AISJLgsTXiaqD39HOn/MOphCNcYyer5mLlkTm3uIOgu1eM26lkmvrFxvWusmFFGBmwEIx0K1fAyXyXkmEzmua9Xj3tC4MwyDV6jDBF0q7HqNMh5XGXG3woOAFqSVxInrZAJ67BHXqoM35MOSlRfmy0VT0E5GLY1jj4KOzd9LH+n0j4CWn9DxKl6XNoTXr+aRxNT1BJr0Zbtv3+U2HK2gvOW9a1+/8q2PUO5X0g4NZBJWUlnqXIZPHdalElMPa9TV3tKudL/HW4ev8LI7zfQehzvMectH9uD0SWbvmZNc6oUVTgcX1je9Rb1XWA8zl4ES/oRcA41brJyskoFoLt5fxAA87D2q2HzS8Rf/7nfy9777R/gbdcZLv30fLvGohW7z9qkPjXgVuvbsfekpVq5cw5UVZl6ihgNOfHKbvbcfkwldC7YhkyYeWyaRmmhUJRPW9kX7QzkViEfCrfCGpslL9DhU3VZC4hHFZtrJ6dLAoKyEQ9GdzN6opjGMS4NX41lKsepa6NN4MRw+DdwLJ/tzkfxUt4+BV8Lx8YqmGKvZX3nrx+d2484wDNrj+w478C3wVIblP3Mh1SYPmEdD4vC1aWPP6Io5hSoTzIs56sUnm27ZjRx8t/ZgCThsy66jyOuSaMtRUZSOgWm2uZVXcFQCrsuQBPlMmooIbDf5oNsQx3dCkaPFVw3gmGU8/0NvxfdL1MKgF2FlMx7Xc+iFxvWtGFoNKoQaZ39hvsT+3P6mR/mR585w//oO/kTBwz9couYlz/+5Tf7yuz/C39r+Bjl0KVkOr6NKt8c5hQNGRmi7zsiD7rUnmcuE6cr3Cb6mghcYJkat2H6n3Jcf+NPfwbX3Z6hHJ+iXh5hS4QKwp2ati++1Yuu9MLzyKPoTX8C9fB71yIOoa1uc+9kRL31bAodBf1Gphphk5jI5nZHmM/VIriU9aA1VdztlEcZiIuftco8pFOlU9qFrqAeyr2RG4I+0hkUmsXyXcVW3wSjYfrg3cRGEtpgqfP3WiOeC8pQr7b6rsXwmPZDvvBqHe+Rou1K5ZaPzRsadYRhA3Eyr8bnFV1oAFK8kVztPA/BI45I2KaywcqkIyCg49anFsjve9IzouOGd/H8cS01juq8153ikVdytaiaOkpuWrvEWhVhdDkHnc/5IiPK64qnOUCvjpYfKJ51VVXlc5iSXD3LfQPooXtyh7vTU2P5QSf6FVcqHM/IX+ugrl1m8816+4kuf5Ze23t5eVtbuqx7KKqq1J1WwYabotEPeqcU9B0KFpIdQEOVSyTiZYDjEZZbPXXt/xqnfKvm7/+OP8kfUn8S+MsKFkNHMaZsSheNc/lCfez4h91Ffvg6b66TPvUbv8ltE7atSzWodjZMuw+QvoEtacqG6M5mL4bFBYDVWXALUAyV064AVOKNIoCEb+axdzaNBtLkKv+U4UZEptgN1KQ0z0mWqNZjxuw3ZimSGGKa5kuLOXvDcCqk+xsv5K0sQNRJK95sZd0ZWAiQWjUhrpQXc6YA4IA+WqrUgtAuDqjV6oTH7JrwnK1T27KXOfrsBsGsasUT9RVgGHruCLc3rR4VWOts2v7s05y64GNObXYGX+F7Yt79VgUt3f7cqzIpDay58232C0QTQrElVWiX3z6kGiIt5dLeTt/UjAMbwPY//MiefqLj+vj73/vI+qpdz9f0ZX7X+LE89c28Qy0Fc7UrJ9+DEEKVGKjYtuskk6LnE7mahmtUO7ZvVOFKEXRrAwP+fujcPtizLzvp+ezrnTm9+L+esuWvo6u6SWg0toUYCzchYBAJhBhsIicHYYDCYUURgDGEkIQmwFMI2YAbbWDKWkAgsCWE02d2hFhpaQ6u6u6q6hszK6eUb73SGPfiPtc+5L7OyursiHI7UiXiRL++747lnr73Wt77vWzrXwlrq7Rsfcnz9v/gv+Scf+CfEqxXai2mLXUp5oFswC4XOqXUnLIqLBXEyhJS48LOtbDJ5kbopFCdQHEsGYDJGojPN3s7BzTM4qLI5TWaRChMyjzmsxEwoGmjWFH60KjmSBZRkEGEgP826iLv8QPQYYSjP64eg6xVe0JVgnaVb17k0dWZHRvncdi6/ywBo1Ts+hUICj8rYjh8pmg316xhjyDwEhYaQCR+Z/ZUU6Fr3Qzt1k9O7fLGbBkJCatugSTMxMO2Dwv228meDxQOs3e6ZLNU/5owC8gyucM9j7+cgnA0s95cR95cf3QSqru145nXfYtiSAxxaowpHtRsxh26VsmY0PCmyE7Nc2CrIAo2tZuOTph95B1KOvK+8xg++dJeTxy+i37jD8vMf5dKXXOfVeg87NaInKFLPqksm9alqGwwaqKODKKBbMvn7y8CabhG3rZizBZ/vlzOFaGVnJ+XFaOHJ75/z+9b+BP/yq7+L33n6pxjcsv3nSTph8liAWCbhjWQloTk8hdGI4c+/Bh96Sk6lk9moKslr2bmUjmFNHKu7105GFpup6YfF1tsdJiB/d5keE0tFO0ly/0oW/llX5pA/h3zH8tMpgzvLwm7RimnLKhtSmfTUZUWSLcl/tIfg6INDN5kt5ttCKbe1k/z9vg1E9XbHQ5MxqEb1b76b1EtE0mGTW5ReYafC6usm+qqc+vWssJR3jm7xJxn8Siexvt8yPsutzwaRBwGQq/vHezKNe8DGs3jAmWxBncE1+tvvzxLUmYDQBYO384nsngtQkwnaK+xcYaeyQydFFvhIEHVThZ0azFLLxe8V66/51TkB1PldPl5fhumciz+xjxoN2P+8gv/w4i/zj3/pi0Tr0JUhub2sWlnY3W5cJZmmhEqyi5cxB3Wpgd1Uo73s8HauejMWsxQU31Qqm6DKxqA8vPp1Y578Ps9/9LN/lH/4Vf+I6rwnuoQf51LQyHVBBL23S8dPifsHpPUx1HUPEgr1uKvzBWyMZa7JvWQ2dikgpXQlzuzmnt6UVbZxencl3WVjanXtdru9WNN1fqXiRWkauWZDSf/eOnDQdK/dSjbRPZ8K+byEVYmiw8rQJhoJQrqR19EZ6yiPJYi5U97R8ZBkDHnX8Aq91PSjxVtJgXUrdWosIia3qbS/tz2jYvbGM/DSX32eR3+kxn30EyudBEjKftahqZv72B1nB9eeBS4zg7EDK+/3ZbiHQAVvwRkSqzQ3ne1qwFuyFfng9+EL/QdIq6CTX+uN3/so7aZfUaAzgadjjqKgHmd8pux6W4rxz7xKPCPc+uRf2+Rv/+9fz+OLX0GtjTn+4GV+8zf8Av/8td8Ad8u+Hx5LoSnrIIBmKAxumlg2cikNVEtH7lExm+isZUKTi7LLL3X/Hrv2YbRACXEYIYGdSRfCNPD6byspf3HAt3zPH2TvLxzxX33Fj/HNP/j7xdwncxJikfj0Nz7C49+9IJ6cEqsac+0mXDzH8LbIuE0t58QPJRiYeoXcqwjtWuwxKz+WDCLpRBwm9EKDyixck2jXJVsqTjR+nOj4HF1WW+qb834AACAASURBVK8J3yOez59vGNFLcReTbgycFUKlLlvqLoF8WbYbSUD1KN+tH6hVJyIHf7PI34uG0Mq66bLHLujE0Vsvp890PDQZQ7ISzWMZc7rKaqZERrRVDgZ013xOmdqNiJ9EQjbQTApe++0F1Zc8j3LdtOkzHQTygmzb/razcut7qNFnzVm7NP+zOUj3j733/m8xeb1v8ffMx7OYxtnXO8vczK9V7QqhxSx07jokKbtayR5Uq3CnRlh9pw5ajb3rSIs8QyJ7QHz98x/j0ocbCWSDktsfhPeNr3H44k6fvqooda49NfLcte7r7hA0plM/5lrYzDTuSLokyivMXFMcGnQrNm6mlqwjmYQ7VdgllPuGwR2DO1UMDqX0KY5kwR0/OWDrbwz5H974UoojxeimYnCgGNyVORFhkIhPXEYVhdC7FwuwhgsfXUiWMUxSwmSMo80lRBikPkAklxdiQDJWA7rqMhgpgcxSYRbymtGlXvacNL1fowryuXpsJZI7Il1anLGNOnuRzHK2lLEOeR4JmHGYyX6x62JI4JJrBZqtSDTgJxE/hHacCIV8Nj9MNOuJevedcaIfjsAQQVdaBnZWGjvPDk2ZyhkGZ6KmS4RJwG8G/CTKDqMQ4KrTAuhEHCRe+3qYfu17UUVxDybQS6pDRJdl77twltdwFpC8hxV5n+vSWRDzgXqKM/ftd/uzZcKZkucexeXZ1zsLRJ4pU9TaRFLjTIO1C4U5NT3xq7uQ2k2hAqcyYiYtGy+x8pUA9HDAF05eYfjSPqTE8pE1nn7/G3zk5EncVEafuVmXYisBwiLiqnQmRa2SEQMYk3ojkRUZ6OwFv0LgTUNePGQXalmofiQXtB/LT3Qwu6LY/7wx6Vv2+KY/8KMs9xLNmtT1HXno9gfX+owtxQS39rGfejPrbVgBnxHKQ/lsHaiXjJQ1HQCoEEzEzrR85ozfRCe8BdOsznHMOEcyiVCmbGKrpUuAPM5NJSDqOrMVs1iwnSRC/gxng6apYHhLU+6bfK6zt0QGdbvP4U6Fl2OWMrdSZ0DSnah+Lge/LinR+QJKhYAGuskne5TrSCUDM5LOUlINeGC9JTWZz+DzYle5LGnFyffGl8L54nm2fvhF4nJljdVNou4BuPuzhGzQcvb+bzuwFlYZxf3/7x7zgFaljKK7lzV5z/OcNXq5/29A++xlYm4FhpGkVqmIfc0cyTugTsIc1Imi8Gz/6iL7BuZ6/PErTOOLpJncvv+C44+e+zX+3ke+ErUT5HvJvfBUyByDVCSSjdi5Y3wj4VxgcHbckcpMvkzRFQs1eR4WemV0YlOvBlSx819QmKXcJ46CzLWc5NEB29BOSl5enuOP/85/w3f/xFfK928k1W42NBfP75Ku3YDoibM5ejjg3M8lbvzWSBxKuqm8otkUXMMuVM5Yc4dkILt0MKIgDWuS/YB8JpWgHkbJzFL+nJnGrGrdd37CUPWKaZ25ErqRrMPOBNPoAFrTSLDxIyl5dJ3XgFsF1a49q+uVpbxddhm16kHN7rbyKLG4oNAnYJfvLDB81oxBKXVVKfUTSqkXlVIfV0r96Xz7tlLq3yqlXsr/buXblVLqv1NKvayU+mWl1Ps/62vkaA85OJDRWK8wU0k/6QRTEVSlRUG4tH0dZTZa0lZDKiXtisPQp3O3Pwiv/4nnV3X+Z9I3dDv4WR/IEO8lOp0JEPcAkPBgb737W5RniFHpfjC0O86WDN3v90mw3/ySoXxeFyW4FlFKiEpnjgcZJNSouSFVBu817tVbK2KT0tz5wnX++09/SS9Fj++fcqdZxx7Z/vugiKRBhEKytOQiahDw48TgOFIvHFUyHHqBwZNB3tsoEMdBugYZ9ffrchs2yXsOZ0ohZOeLbpV2JyUlZlgPpM2W+XtqPvHN7+EkDPkjX/qTnPUriOPAja+9iLJWPmMIqOGQjZ/6tKgZXSS5RBxKydrsBNr1iB8lwjgSM/7QCcBUuxL0qQButmq/CtU4e4EsNKYrsWLe+WeK4lhTHmqZQj0V4NUsOzwoXxZaAlUo5bn8SMqA6CTg+3HqSVbFicJW0lYdHMBgPzG8myiPc6uzu9SMuFPZ5eo13snxudzdA38upfQc8IXAf66Uejfwl4B/l1J6F/Dv8v8Bfhvwrvzzx4C//9leINmOJy67RcxRWRa5RFqyjDQVMgC1W/jyBBCmbhUourWW5CJTEZaXA/4LnpH68/4y4WwnQj/g/yAZxP21/z1nUr/13/scqHvx1X006i5reKDZ7NmOxtnDGJaPNuihF9WgTbjNmjQKmPNL1h49wV2ew0ZLGgbYaFFDj28sMUvRu+Bw9L7A9P85J67CZck3PvcRfvCV9+EnIWcbXdaj7k1JM/YDkGpDlQxGRVgaIdSoJHT1rPzrADZdaQkKZegzxFhm6X0ZCaNIHETSMIqQqYiQ5cUpKDi17L9Q8NN/4Ys4CUO+7kM/l1un8t5O3u3R21uSESlNWhuTZnO2f9ahx37FebFJFIheEde8jCNoVC4fxI7dzgVTAQkCImKSDoGk76tOgV1I9qFyQAlDWeD1bhCzYy3XcrsVaHaDnKMk5yUMUu5USIAKpWAJ0QougqIHOXWz6lb4kfhOhmLV2mzWO4NbmD0WmV8NLC59hs3wAcdnLSVSSjeBm/n3qVLqReAy8DuA35Lv9k+BnwT+Yr79nyW58n9GKbWplLqYn+fBR77uzFKL0UgCahHgxDL2Vlm61qIczLp3vVajdaSdlv0QmtgY1JEjjiUFDhnlBnj5GzXKvIs0s6x/ynL5x+6SXn/zHsCwt3O7/zjLnuz0FmeziLOTsB9Egb6P4HQPw1Ld16F4AEMz36F/zulXvxszbAiVQReBVETayuLGwtiZzQZiVKIStAo39qQEV/6hI+UhrgBmd5u//lt/gO/9XV9OalsWv/lZ/s8bG/iX11Dj2OMX8r5AVd0IZki1IPLHTxncgeY//ug3EbzBTg3V+RzsGlECdgE7jKIAkYeWMJKyRwhOueRJubNiMpvVgKqNBJF8nzSIzB+B+SOG07//RZQnib/133wff+Xf/h46cd0n/uwVnv02T7h7CLf20ed2Of+9H2f62PO0WzngRdGRMEyohSGMI2Zq8BsS7dTQE7IkWleZBm7yybBJMopGrzwcx7FXO4oiU4KGX080W/lvXuGOpfyNRaLdTJmEJru63/LohZHOyLqUa3phaMeStYQyESaxz5774Bbo+RLC85FWrFlInd6xTz/X4x1hDEqpx4DPBz4KnO8We0rpplLqXL7bZeDamYddz7e9bWAQ5pmSRdxPRk6yUywETEuTIO3KkfRqYmPkA7dZwddoQlDy+E6em22KTKUJAykxktdQRmZfsOTFF9Z4+u8/gf7VV/pF3Q+MObtw9Zly4Wydfza1P4MhqDx+vrvPPcDj2w2uSfHe15QT25341e/5eaaXDfGwAJeIXuEOrVxYQ0vvflUIiYcI5ppDBRj+6iv47jMaQ7iyx/VmB3VwTEyJg/c4/IcvUS6gPJQBqboVy/XO9GW512EGYr+3PB/luzspBeeYdGCpgo1WpNOtEfzDCc04JmGwJicjAvRSZNRpIBe9nmtJq8dJMp7s46jmpu9QoeD0Kdj6NcX3/MVv4Mk/dYNXf+GKdLZGgcULVxl8eE5cVmhnwVke/1dzXvoDw4xnIQYs2ZNSVZqw3aLzBkNSmLEnREcspd2ql/L6YRIEeLSJkM1UgJVGpYyYuZF8O1/fnTw6KnoiUudM1cmpCUq6IBmIlHmm8h2UNzXVXkIfmd6NuivRdICAZGTFiSJaCQbda6pV1/5zOj7nwKCUmgDfD/yZlNLpW8xMztz1Abe9JVwppf4YUmpgN7dkJ8iDbFUjKLDfiRl1Byq5MDqnG4pIaCzk9lnq2kaZBOKHkpraEyNEk5kEDpVbemFdvhBdtatgACsyUowPTu3P1v5nuwhKiWQ6ncEkuA/POOv1CPRy67PH/VnH2fN8BoRcXkyYuciJtZd6VrQkuq997TQDXC4zD4Mizhf3vNz++yd836ffz+X6FrossV98yPyNDWol58wssklvsXJTrne9LOoiooYBDpyAwrkbQpCdTExFHAy6rE9Bo9CTllSVUkKgSVr4DV2ZIhJo8Gv5cV7o17pRhHVPJ23uXmf/N8L5j2j+5NWf5u80X8GdT+5Bo7n5RYYnPzYiLJewf4iajDEvv4k7fZp2AzGumYt/gt5uiN6hTy3KO1QZpSM2DKhWYecafaSJThap8nYFoLokPiIIJiA4g+6zgC5DkI5Cni9RrAxy7VILbyFBslqAyEo0EcmsdA4xlx7aZ/JTbovqzHwkSacjGsEr5P7yOnH4zjKGzwmSUEo5JCj8rymlH8g331ZKXcx/vwjcybdfB66eefgV4Mb9z5lS+h9TSh9IKX1Ar40J65kqpiGNAn7Do2aCGXR+dZ13Xe9m02rsqTmjJFOEccgssfw6JuHXRLmZrLQ6wzD2dbM+XUh70uYRY202R+24B2cXf7dgOzFVdm/KH+gt2cZbdv/7xFkPPO6Xa9970vrAES5XhEs16XxNuFKxfKJh+VhDvFgRH6kI2y3NXqA6H6jOeXh6LqlnJnR1AfDwN7RUH9+Uz3PxHH/kXR9GbTZy3oaJdj0SnqgInzelfnaJf2q58j0cBJJXpHO1ZAOZhJMGETUKpFFY7cwgmM9ckw5Fmh3WxWGp/3hllOCScnnRkd4ajZvKd9t7JmazEgBM4uA9im/9jt/PX37qRyivzHAnGj+OpO0NcZKezWVgrffs/PKKAZkmXjoSx4VkWnUuL7J5i2rEczQpqPdCDpJ5wU87xqnJU9MkM9B5wHIshELedQt8vgZJAiIO7qrMYRB2ZHmcKA805eGqBZoMtOuJdkPat8kimUwFNndUpL3ZtThVP7Smt6qP/H9v7aZk6/tHwIsppe8886d/Bfyh/PsfAn7ozO1/MHcnvhA4+Yz4AsiF06oVupzba2ksFudp5GXXsVJz9dbew9Dz9+MwkFySL0llpLeWCI9XZy5Yj16T9FaXQRabVsJ1eP5J1KAkNc3KUt3ae0sGY1Y/3d+7jsHZYNJlHF0gOdtV6GjSb/GYfEB2kO9/T4fizJGSIi46YpQiVpYYVO8JqLYbqX/nBVf/r/kqY8mZyu/5gp9j92Mi5Lr5Fee4266RTgrsiZFOkYJw4mhujolzR7oz6FWtamYxJxZ9cwCtkq4FYMaeVBn0zKyEXF5BEXN/XQte4bP1WHY2ckdGQL98n+GbVsqg7N6lonQv7ImMITRz6U6Zmeg4hgeRv/63/xDf9fn/G/a5U1RQ3PyyXQFZU2T27DYn37tD+sP76KXG3XWopaH3+gAJJoPcdckdLzJfQFeZz9Cl5UmCgJtJMDNZ2Xg2aHRaH1MpygPJwDrugh9ISTG/GllcTCzPKWIJ9ZZkB2GIlHJNHpOQeRBuBsVUURyv6NZ2vgo+YZDNX4KMZTCVcDHeyfG53PuLgf8E+DKl1Mfyz9cC3wJ8pVLqJeAr8/8Bfhj4NPAy8A+A/+yzvkInksi9chIoF1EuykU1lZIBBXphBLF2gkfEYSSsyU4i1uKC3iovdNwOv1BeYUae1BjiUtLHWFlSTq2T9ySjCe99AmWdOA83LamuBazrQMT7Wo99dtFlEWcYkqkjOnVBo/t7d3RDZrqfe8RdehVIzhrCdg+tLGlmBTMBaDSqDD1QqIqAGXmMlY4FtUbXHj0ZYx+9QvNbXuDWf/oBfs/mz9IxKs//rtf5vpfeL50f1wGB8nymUrhDCbp60kIGvcxS0laKbPvfSrnnNivZeccet1Gjt2uUSfhHK9zzp+itRr7T9RY2WxlKsxUIo0i7GfFrQnIqDwyqpfcrKO9qBndF0xDL3ImI0km49UHN+HbgL3zrH+PbXvh+zOMzTp4OqGef4vW/+hv5qr/x0/wvz/0z/uQTP0kcB6nBvZJys5V/k02opQSoOA6Cf1QaP8ltcCdZlAiWsqgpSXkRRgm/EUgW6t0ghKmFWnUQJkKlbtekPQoSRMojnQVPqc+62kkUYlcpy8MsszFMktIiGqh2EkGSL2n5V2e6P0G4Ec2GvI6bvm3p/zZL8jP19P9/OsrHr6QLf/lPi5OuokewzTAQTpwECy1ocyxjP+2nI0IBfbbRUavdqabZCfJcnY8fyEVUaWIRGdyyPPZ3fqUfDKrP77F8chcA9+Mfe8v77KdBd/939t7Fm8HFt4CI3XE2cACxWqkbSRE9mdyLQdzv4NSBm1cu8vJfH9EuCtTUSpDsGJDd51UJNbeonZrYaoafLnnsuz6OWltj+dwFXvsPLF/6wY/znZf/DR+pt/kv/vUfJq7l8k0nWPNifgpQRPSJE7MXm1DZOboYNTRLJxZumVWIAj0zPfgWz9UkL9PBAAnKMbs/LyymIzt1nab8WBVWF7nKJYsY8eSsrIzSpai08B7sqnxUreL8v4984K/8PO8fv8bf/XvfgKnh7gc9qjLs/qJi90de4cX/9hGUSaTsrB0Hgkkll7Ing8KdCgDanmt7f0dcxBwJh7pzsFKh0/NkXkOWRscSCWxRAkO0K1MVNxOsIDryGLwMQiJDlOxSFr9dZmq0E3Cx82LoHKJiQa+wbNcibqYhyrg/maEpoOin/us/+/MppQ+89cJ86/FwMB8V2GNDWFPiCN1mIGeuen5+HEYpI1oB3Nyx6Y0047pHn1jimu+7Gt2wGqlHM+Enu0zrWmHnhvXXEqqUicHECMsK7ZMMWL0/ze+OnIKnKJiC0lIi6LKUUqALHGdnWZAzi7Nj7PJj3+LF8KCS4T7Xpzsf2iO0wuJMax61MKiFgI5hPYgN2sSLXdlhgUJmQMZlBcuKQdPw3EtD3rzwBD/+Ty/ww4fvo9zXqDsFi0dbzKkl6hwgjJy/uO4xR1bwmUp22GZqpcW8FiRbmVnsTIsVWxQ79bSUS0wfOML5Gntss4mvxtar8xPyd6UC6EYykVgkWGrMvqE5L208XSn8Zj5nte7va5RoZuxUgsTRM4Z//Yn38uzn36TZUDzyDz7B7vfVYph7fk84Gy72izppKRXCUBiMZi56jX4DajRmoQkTee3eQq3DRKy0Ec1M9zMi2vXEYF+CQMx0a21yzZ8l3DEDw0lDuxmxcwk+7bqY4PhJElu3LKv2I2lDdlLvTgagfAY0c1D1m552w0j50sJy6zOwdh9wPBxaibCqJmjEfEXV2cY792oB2UEy5bfdCqStVmrDVt07jKMTEs0M5tCh5wbKiDm1qFYTLtY0ux7VWad3YGFVoetAMgo9EjlaylOxH8hQTFKbp6YRc5D58gy4J63PDoRUnary/jkUZ4637fTcZxV//KycCzW14pW5XHlVmJEnucTa1oJwvkZtyftZf7URFmfriccnhOs3sS9d5+/+pd/Hrd+9wc6Lgd/0O35pBRRGZHfMTlmmDDK0JipYa4m5rWiWCjMzMLeUd1Z2eyo7JhX7BjOVidVpIcNY27UoLsdBUm07yySoJD/Jys4q6sEMuMXMNuy+hiCgnwCVUj4mF2VXDVDvROJBwbd/7Ctlx+zKQu/FoGZrA3etJNUmC5QgjmQ0HsgibCeJMMr+lSatPquXbLTdDLRrsQe/7VScy9tJ6u0A2nUxbFEJlpdlwE10gIZmXQbu2ip3lDTZLEaypeJEcAmStEf7kRM7DWqnxq/JbXEgjM00yiQwm9BjT9huWV4KzN9dS7n9Do6HIzAgLTG8EgGOEb54skn64NDPjDCTtu8opMpINO889b3GbVdgE3HNZ819lExCJZmtUAaG45rhzrL33OuO1HrsiXBI0xNXpPWnVf+zert69W/HrssZRFxWhJNT4rLqJ10pa1cmr87R+TGk+zGG7rjfl6H7PbdEw04rbtA6ZZGMiMbSdiMJTUcjCBrjAnavYvD6UX7Lqscy1GTM2ieOiEfHDG9V/Oz3voA7sOITmQ1V1NygBkGYpZlDkhYWd2T6XQoleod6N9DmGhuFzKkcyPvrHJtMDYN9gztetUJ7ks7C9NhGHERB3GdSf5u5yO2Vl+xycMMKtqHkteIgMn7V5WslL6RhJJwWNJuJ8N4n+tMb6xqc5eKHPbiIblZGs6rWFAfCjelk2snA4IaDBMObmvFrlsEty+iakLQ6xW97vhGbtdwZAMEa2rVIvZUwMyEq9cFGS0Czc2nR2qmm2Q7UOyLVbzYT1V7Aj2VMI+RuTaOJ2Xo/5UxLLxV6ZnGnuTX65gB16jBzjblTCGnqHRwPRWBQ2ZgClTBTs6qVQUaAOUmR9KRFd6WBiz31tPtBJUJrsPsOPbMiVpkauXgqI7XhUGzUm8YyvuN7XACAlFDzJbqJ+I0SvbnRvYl7F2+Ksug/Q7mRWr/KIvIsS3W2lNCr5+rLk87Y5UHlRAdoPn4ZN2qIwWB3K8JGkBSyiCKSGniKnYq1QU1n8X5p5wRu3z3TepXnbx7dkXH3IfDGV4+pdqS1q/wZhywDqdH9oBNdKwa3bN8eTka6BeQUVnlFHERB322ko7m7qXQUyqNcs2/GfvE053xvlKKyo1MaB5o9T33e43fbnszT7AXCJNJuCDFq9KZwANyxYXE1EDYCyYE9sphMZTYV7L9/vPqeQ4Bbdxn/whuYuwWmUgz2NcW+pTgyxGygMjiQtL/ejoxuJMojxXBfMp3yEAaHicEti61g8gaMPlXi8lwU3SrcXFEcigTeVPL/sBaE2LuVaNcl64hWBGbuVM5teVe4Ds1OQLeK4S3D6M18fqJi+GrB8NMlemop9w3D6444SNiLC8xSUZxIi5WNlpBBU/XOEoaHBGPQCGjVKMJYLrAwSdhTg49IOhsVceakfh1mlClY4di7XDpUhhgVaU3ERKmM+GGkGDc0oZTSfmFZtBrmluK4ll24yAySlEizOaaNJK1on72C/fdTcA6lshIznlmsSqN0fGuZ0VGcY5K/L5eCy1krGcMD7gv0TlMyAyO/pfuwhtNnNvB3krT8FAyXinYtYQ4NKAH2/EbkxmkpF+jUcuvaRR5vbr0lkF378gFP/HKN2linPuf70XbJCJVW10qSlnHEHFrUQtiV7ViyhG6WgvYKt+/EGdor7JHUvoNrBfV2hL2acFSQBoF5Icg/Y8/yIqQiMdxa4vYCTWuppmU/NkB3rFenV+3mSpPGgbgWoTbMr0Qhw216zKkhRimriqmw/6pBwk0VsyuJS3u7hFu35VTO5ugU2fvFxN0X5PXsPOsbxkK4OtlEOhZecfKMiLr8SLO85HEnhuJESVmkNaHIVnAlDO+IB6QfJfx6pNyXzSla2fiKU/ke7MxK56GQroHMYJW14KaKMBT8ZHkxwJqHU0t5YPDjxHBfSFdidQi6NdSLsYwDjIrhLc3COJKG4liLOc07OB6KwNDLRgOYQ1GotWspG3gY/EhYaHEYoFWoQRJXoYGkcWauRaLd1cS+07wbwoanWTjZ8ZYaU2vCboNaazEnFYTVjg2Qqhp344TlkzvYtqX54ucp9uekT732YKYiPBhElD/0E6QFi2gh6xS68uTs41Ir6sbUeul4KNHZ952KouDwOY1upZ3X6w+Gqe+1RyucfHvb0m7J7t9sReKZ1yUmVOH4pq//MX78Wy9w9LXPgPPoU0Nci7hRS1s4gk6YQ4c6cr0Xg8xMEJS7vuAxJxbViqxXN9BsJfFDnMl3uPaapvyFEh0S9YZjfjk7S+8X8p3pxPLOiLrWjG5ohoMMNRjJEEjgzzekmYVWUd41NEF24u7vKoK+Y/OCEv3G4mJclTg7UvO/+Bev8OzfbIkHh3LeL19g64dfxJfvZvYokM2nBjcN1fmAnWvavRZzbKXtGKX0GV23NOsd6KeydXwSB+pE7xbVtc27cslNNcVpNheaSLdBOhdJmJgaiLm7kssTN1PoxqDuGNxUAsfiEtSb0K5HNj4l5rT6FCbX5D0NDgU/m+87tn9tRnSadr3glXewJh+KwNAxw7qBH9UlL0jxIMCxjBWLgySodKOI+SICQaDr7UR5W1PvREkfs2VWKBLujqPdDjK7sDJweYm+MxD0e3aXZDQoi4pJLOdTQk3nwI5Mhgb8+gB39RLc2idVNb0C8wFBYvWhVjv9g4JGesDjU12vhKFnjFpRGv3oZe78lgsMDmRHaidZeKNgcKhYXEyUB3KRhALGNxPhlqFZA3hrfam3NvlNo/+bHw97YoV+6Nj8JMRXHMk4olNUOzC+kZhdgfENUCExPIw0Y00YQHEs+ovxrSjuxxNFGMhuGAoJ9stziekTEXeqaTeCiHpUQl9ZEhYOPZVL0NSKejv1k6DcTOEv1nDiSHV2oMotzDgO+EpRnCqqc5HBHTnX9U4uyXT2WVhqdC29/Hi1gqi4+zVPsv3Pj1E6ok7npLJk7yP7HD+3hzsVBmG7nigODc12AC9lRr2Zs6RWSgvxbpD340edVZtgBmEY8WN6T4lkBExtx4lmI+tXElQXsnFp/mzuRMtsiI3Yg8BhIKVQtDJDopt1EZ18xnpLzGiHtxXVtmZxOWGnDtNKueJHE6JV/UyLz/V4KAIDSXq7figXRXFXAoBdGGwFuk2UJ1BvKPxA4Ueq3ymwmbyREVs7l3ZRl3H4DSkr7KHL7a8BKknNS5sDgdWkwgmFItvLm9ydMFUgDAxxY4RpNgk3bnO/WSxAN1i1//1zPc7gFm/nzaB0ZPHMLkfvSSifsHNNeQzLPdl1WMrF0+MySSzNUzdGcdA9z6qdOvu8y1xrdwCxQd98MTE8lAC22DOomNh4RZyI114HP1SkEk42TD+uvdlImW2naTcSfhQwlcZnUFK3Cr8mQGazFUCDfXyG8ppwewhrnjgOqIWh3fIQM5uxld32ySv7vDy/CCaJ1mWQaDaFNu13PCAzTZMSE1WQtl7cbeHUoltNvRdF4XlSoLdq7v7Wht0fGgpFejYnvOsK5qXrJLVHu56wCwGsdaNxJxoVdS+B7kDFzk/BVHJu7UwxNU33SAAAIABJREFUOExU22QTWZ2p3LB8smXwRkG9Fxhe19RbObPLasetj1mOPtCiTm1fbuhG9VO6/EDIIW4qJUM7kVambmF4U2V5u3Q+yuOEO5HAlpbCwVjuAfqdE5wejsCQ2Ypd73r9ZSURt4LlOUlTqx3xxlctNNtRhCFrnnK9pj4ayKRgLzViW3QyXkgqYiaedmhQLpIWFgYBFQvJEDoyUkdOym/JLD31Von2Uq74SYE+cZjdbeLJqVCmz+IDOpLigwPC24KUmFUwuC+Y3PMYY2gmwjosprILLS6C326JRw5rpVwgGQHlTFqZwQJ7P3fmibvhMu+zfNsnv4oLa4c069CsK1QyDA8C7VoGJzdkoaEEIS+OVC/tjUZ2+WYjM/RGAT30hKTgqCAVUcbkDQNqXojQzUBVlMI1GURoNZsXTzm+uY6ZGfSlJX5sUIcFsYy8/MmLYlPfkYc2W/GtLCLmWBZSu+1JWJa7rbA/ncLcKvAbgeZCm+nOHVVd4YYtyy98muLHfoE4nWL3T0la8cS/XPDSHyzlgyUBA5OBtNWi7zqKE4UfSpdBBcXgjsnW7RIkqm3hQtiFLMzQtXOPLMpDecf0pKnoEuW+pjwSVtjo5UJmTGQXLlNDeaBZPOIxtSHpxOJS6tmPtqNVj2XdDPYV1W7qh+l0Q2eSkS4GuSP0To6HJjDYmVx09U7i5NmUB59CLCJto1ee/hO/6lokRT0vsCcWv9dAbXoHYBJ5OpUi1JJKD8YN9RkzTrppVT2dOf8tJXTlMY2jHVvKw5pmoyBOhmhrUNsb6OMp8ej4HhfqtzvuzwSUVhmY/Ny+LFUULM5p0rCl3hPg0W+IyjBst4SJaAaikzTVzrQQYZzsTJufnK3krdn1un3vnPjzO7DRkKyw5OpNhW411Xa2F/OSFXS7pV3C8oMys8MfDsTUJNu26cYy+WXH8ec1FKeKZi9/9lbjN0Jv+qp0Qs81YSQtuGO1hhp5YuOkRXZUSFq+JvhD8hqbF5cKjvJQs3hM0P3ijqVYr5lcOOHwxoboKBY5SJYRN2pop6VkDJNA9Jr2sOTGhxRPfHhEnC9IB0eo9TXsJ69Begq/np2lgoHdGusCwTrJkiIyjHenZlk6Bm86wQOkypAWZwNpplg+4tFzQ3GsCWXqA0Z0Atb6ccKvyTka3QB9nGjXpJyKeXAuiF+nnEgBouOax9ROvt/tRHloqLdSzgzl2i+OVF+KmEbRjmFx4ddhKZFcYvF4i55LH9tkokgsoTi01OdCHrahsW8K0tpcaLGHDt0IO0ydun6ScNjymANHLCNbjx9xdDhBHxVUrqActbSvTSiOM05gMnHIWmja1SQqH7HzFnA0GwW2CsSRI44c9nAOWqO3NuX9Ny3x+OTBHYp8PCgYdPft/tb9fv+hd7YYHkTSxx22ElJMdeyYvBmZvFnTrGv8EEiR46cM669F6k3xvIxOoT/1BiFFpPcY0Tu7fPsH/gXf8x1fz+EHz+OHieqc6CNOn5GA6lOiOJLvYXAoLTg/gvGHx1TbglroFoopDA6jdAC2YOejDlNDe8Nw9EJ2aFqKIKvdDKgjh2oVg9uWZlNIZ8GI7Lk9KhlentG+vIaeWuzFBfH1MX49sH5hynw+YLFhMeOWMHU0e4ECOHpti+LckiYOiOe8AJvJoG6O2X3hgMPjMakymFHAHZa0Ty95/c+8l0e+5ecIszl2PEINBrz7b17n1775Cm6twdcD0tISvUa5hL/coA4L7FSTpkN0maguZZZoIal9HErnQgXF4IZ00KqLnuGbVmZKAiSVXZkAmyj3DbNHxGYOLWS+8bk5i+sTJi9b3Dxx9L6AyrqgwbWCdi32LMtmIzLYF7Fgh88kK+BmN29leEu/Y8/HhyIw0CqKO7Y3tAzDlTFnuyb99JTbLf0wlSw99UO5zS6zMUUr6VvY9KhaM/34DiZnEKnVKJUIOy1t6zKHQNHRjVM3CCZEVBJDEe0j0VnasaU4aWknljBYxx0X6MpD3aAKh06ROJ2hCPcGhzy74UFZg/w5vX32oDR6XTwUlzuadgLzR2TBmhqqbU21OSQ6WFxKhIsN6kCRjACxqYiUd4ywMTseRoo0j5/j0805zO1jZl+xLsNbkrTmTKVotgP2VIJCdTEAucWWWYZuBsO7iWZNoULi+GmhQa+9mmgniuUu1LtS29vNBiYNvrFolSjfHDLYTzLSTat+wcSlBZNYHsiiSybRHJcwEb3L9Np6nnaeCIu8pbqItYHGJML1EeZCTZg6IbatBXxQ3L25Qed7mXJ7MFSG5WON8FG0Itw9RD/1KNy8Ay5hXhwznEK12y24CDMBWtXjc9rDgYCoJjG8I4zMZgNa1c09kZJXaXBHQpbykyjGNy4yuKt7KnQ7kaAwvi73a9cT4dYG47moK5fnJVAPb2nBLiKEgUIfGkyjqB+r8Ysig73gNwJ2LoEojT16amk202oa1ud4PBSBoaOU+knM7raadk3606JeU4Rcm4GoyNKBRUXF+E1p37RbvrfgUq0iLsSvz00VzZYwzdzrBfXMUp5ohp17hFLCTMzmKjKBWdHRj5NSmDoQCk275nAnDX5sqXeHaJ8wSy+qRWvQm+twcEycTt+CHbxd2fCW25Xuux7mwjkwmlQWVLuyI4RJIM7lnFS7slN1nAdzo8RvedpGSC5+kNj7JS9+lWeOO18w4oduvMCwWbK4GtALQcNFrCPpaHmQ6ccqW5sfy0WbjKTBywsi+W0nkgr7keLoPRFd07c2Vatolw5qIy7LScmMg50EOxX2jQFxEtBloHhpKAi+le+SoFCDICKnqODEwTCgbaQctiwPhqATdVVIsNhuZU5R7uKSqcP6oCBttdhDS3EiLfHaO9pdvwKMU0QdT0muoLgtxLh2LKCmXSjKQ4NZwvJiIr46ZjiVsmD0SiGvk8HY9ZcVyz3F4BCWe0Jpnj7l8esyh7W60gjQupbNU1zCzaQEjAaSox+uJGQxed7yQEsbeCo4hgyoyQSsl0vCQHgNfgB2YdEeBnc16laR9RWgZ+9sTT4UgSHl+s1UsvhlrJnKE3VS7+CrvKK8K60yIdCsQMow1kKbNRlBXipMk8EywXRYXmlRw0C7myiPhqs3oBTKGlJNNmMRMDI6TbR5noCX1MyPLcVBhd8sCaUhKQsTB1sDTBUoQoTp9J6M4C106s/SvdDDAVw6L7MuSksqrFiCa1CVWc0TmCmWV1vKWzaTbRL22JJsojhWpC3F6Nr83raoMegvO+S1V87zXPMS7jg7I2VHoDiin1kwuypWZmEtMBspyjuG6mIQ/8WgCCOxZmvmjuqiR4094dRBFhLZWqHfLKSfH6Rn70dCwAlHsqjMscVUUi7a3SXtaclgq6I6GOKul7IT5glQfqRISVHNSspbjvIIqt1E2BXhXVwa9HqL10I/dm86WYQzi50r5o+Ir4c5EJKZnowJJzIYI56coq5cxNSKai8Qctah7ljCJphChswUUwFlkxbORudwbhcwexR0k/BDRbseKY8165+wNJvyffmhYA0qCNA4vq3xIyFWaS+fxY8TxbGWTLmbIdHC5HVFvQXFKQz2hUBFypiGVdSb8tzRgZnTKy+Vh6KV9/xOjoeDEu1hcFdRHmbE9qhjfknfNw6SaChsYnk5UJ/zxGHk5OnI4mIUULKIFKdZX2Ey2POuJdWuoPTC2Yc0txSlx03Tyg9Ba8EYnBV8IUXwAd1GTB1JJrfEmkh0Gr9ZYuYtdiY9smgly/ATR/XELvd2K+7LCM6Mhbufx2DO7aLe/STxySvEoSNOSvzGkOXFEdVelB2l80E0cnGVt0SYJAYdsqsM9jWmzqDhraN7gpOylt/7xM+z/QtSYrQbkeFt4Y+ogOz4jaKYJkY3NVu/Kju3zVTfwY1sUFPrPOkqB4Gpwd4o0bXwC3STFYtZGp9sHoibmZVuqmnOe7GFHyCmPK+OKW86mtqiBkECVHaWLo6U+CS4QFoaYpGYPh5xM8XghsXdlVJ066cGlLec9Ph3otielZHlFS8ZhwtiD+cix1/1TG/iklpP2BzxyL8+wc7yjE+d8JOEv9DgJ4IXnL7LU53zea5Dot2R/ysPdqoYX6d3Upo9EkVAFYRT0+56UVIa+fv8SqQ6J5+/2kk0W6Gf+lVvx5w5yEZXb0oLePZoxDSS1bVrMHvM047l3PrMSA2FcHsWFxPzK4nlOZlM9U6OhyZjmD4ecFPN+A1DtStmGGy0pKUVmu2hxS5VH3XRchF3arU2j/MySyX+mgHC3GIroVlDEpcoDfXCsTXvwKB4j+pRBssgpURMYLPFl5YBLrYKRKcJWyXaJ3RIpJDQbeTg+QFbn6jfwkl4YHA487teWyO86wrLzRLdxD7Q6EaILofPWGIZJGuqdV+jdtOQ3Syfl7mQXWKZWFxNDK+/1XhWFQVPlbfZ+ZUFhEB517C4lBjdSJmboKi2k1iSl3DyLrA3C8F9NIxuKpojl4e0KtT7T4j7G6J1AcJ2oPGqR+nRsqNOXoNqR3AKP5HUmVYGy/i9FrtfZDl2Is4t9thSPdZArbEz4bMkF2kXjvJOpsIXkcWVJGzBnQatEofvK9E7NWHmsEfS0iSP8EuVzoQwSd/v/MbE5o+MCLM5KQT0xz+NcpbBwfPCnNTCr6lLaRUPs3ArDLqOWWL4uqM6F5k+21LsW2FQJvku3Km02P1YMt7BDekmdNO9O5YmCBsSm/CXatS1Uh4/l6E47boM3Zm8LhvK/HKeaeGSuFwpxAFrKuuhw9z8cEWQsvdafX7W46HIGMQWS8qA+aOB5pwXIw4FuIjbW0oLbDNinphR7waaJ5fUu5HlpUD9ZIWetFSP17Rbgbjmqfci5WaFenQOE5G7uq2aTrfrZrJgev1CFwjIwaFqMMsWQjfrUBGdxh0sKO8scKc5W3Aa7ROvfl3B8Qstg5urYk4X9+kizh5KY/Z2MXu7qPWJmNIqCKUWxmVMqJBwRxWzZ1r5DKXsKMsn6nyBdVyCRHPOS497KbiKahSXf3JO+8QF6q95v+hBUuToa57hR4/ei33pOjhHdaWhvtyyPKc4ej5S7ciu3tXBugV/sRGZtZeUtDgRQQ8azEc2qK60TN53QHu1ZnDDEbLK0K+LlRsJTj5UUT+3lHHxS4Xf9j2Nu7jp8GuBphNWKbBPzITvoBPNlYb4JccifT62NI9VmTilsadyCYepIx6WpHFAvz7EHYp3RLvlKe8aSbPHgcEdGeOGEu+KV/788+hBidlY580//gLf8rF/w9/6E/8Te8/vY46sGKoqCJte3KzeNe/HzK29KpZydq6wR5bmfI6OSj6XEO0io5urwTWmEmAylCkPmJEOwuimYvSaQx0WgvfMFcMP3cVUitE1y/CWpt5KfVZNgvJIEUaJwV15njCUtuTyvGRTYhKbGN2W297J8dAEho7em8o85ksLmGaOLM1xKdr1VuHfGGdatCEMI3anwl0rca8MKa4XMjj1piNOPN4b0htjIagcaHxrpEZvTE8R7Z2WsgfjPZOlYkRaGqyG6Wb7d1153GmDnXvcYUXcbCEoYmFJMaELh97ZFu3D/SQmpVGF60lVxITyWVadQEXJRPzI0G5lP8VqRfW2d4psWCqApF0qiJIZ+XGiPhfyQNUskzYqfxbDrS+J/PhLT4P36PFIbNkXWYG67rFLWbhuJhz+6EBZmdQcHdSPVyyvtoRhotqNTJ/0bJ0/5fDWBikoqost588fU1yeY2aa6rzHjyPm+oC4tCyvetqtsBJIZXIbOskckFGEqKjuDnvbNqUTi9fXhdIeFeqogIlMHosO0jCyd/VIZjbccdiZwmcL+9FrTt73uUBxy9JsR5bnoigXB552M9J80XO8+B1P8sTveAVD4la7yTdc/UXCWqA916KCYvKSkw3paCBOSc8saSfC8yiPcjDOgDeRnkdiri6YPiYDdDoTWT8RLgO5wyaYg5yH4kiymurpirvXNpGhtYnFVQn8i4up51TU27IhnDwrWW4o4PJvuIG/XKN3a9GIBEW1rX59Mh9VJoiIP54VCu2O4AztutzHb/ne0195hbub60ivUI9WxKWluGMZ3hFeuz10hLmFCzUcO0JUgi/MFOXrjuJ41geCNCzlfXQu0SmhQpDFGnImkVllYhUEOniituhKLsDyWiEU4SQCJbW2Bk5O7z2WcLkFmaqatFiiNtbBypQq5WPfkfDDrMjr5i+MAmpmZDrROF/Uaxp16vDrEiTMTIvX39QweUORXB7JZ+Dg+69y97VtvvXLv5dv/sHfD9YSrp7DHpt+jLw+cBRHcPq8x6+JxdraxSnLT20SL1XoNwYErxncdIRSZMLRGWa/uo17fIHfH6CC4uAXz8mFuh4xMwEv/Xoj0vciMt5cMr89lslPIO/91OLminaccPsSALtRbVQF7lT3F0v0CjUv8yzLiDkx7Nt1WPfEocIsnfAJ1jx1owg5SDSXRBClvKI4MISZxnhRYa7/UsH80YJPNOfZs6eMdc3m+Smn0yGcWukALcXBKTy+FD8EJKNaXI49tbs6J5JzOxeMpb0zpDzQMsdSQ7sdZBZIKVPIZbqV2PO7qShDpQQpIAPvflvMi1WUx5upod4V/cngmiMMpNMTysSNn7mEWku4I039eE2qDPWFhD15Z0v9ocgYkoH2So3PY7vryw0kcAskrTyxuPUm7xDSojOVtHVSkVC3S7CR4lgQ3HbPC4h5oDG3SnEISjC8Ln3sxaWIXq6mMWENqXACQPaTkqNoKYzU+yqB8sJtwGpiIQ7GetkSR45kYHhlyuLqBPXIZXFwcpb7naDNzhZqOEQ5MW9Js3lP2TVtNv3oOhpKeAJpJMau7vwSXYmpbZw7cTGaK1hrZc7GSAArHWB+JeHHDjMTMdYPvPcf86O//Tv57aN9Pvz7vp0/99Gf5FN/yon3gU2Exyq4WDF/JErLbiJu2vPZQOi9WsAzNRNikm5l5/PnG8pjRTst+glMfi2y+4HbpGHE1FAcGOwtoUW7O47qlXUGNy1hEhneUozelEEvocwzImPukFgY3BbpcXEq/In6vKfd9rRroiJNIyG/ycwKjduoBdw8NkJ/v5jLRxtRMxHkuVmelTFItJuBo6cL9n6p4ubJOj8ze5IL9oQb7RbL2jEYShkVRhE3lylS7pMj1FHB8mqLm8kO7+5aykNpl4dHKvxaYvloy+COwY/EM9IusutUBHdiKA8V7lQzumH6ORP1XpS2sBYMIowiw9cKJq9YBgeK0eu216GoIArLTsbtZprhvpQ5bgaDl0rMeiPDl95ZJfGQZAwedn9C/APaiWZ53gmYMhPVmB+AuTtmMk2EQlHtCXgzvKUY3LECNO6XgvZOE9s/J/Mokkmo27lVNJCIbWoRxah5JTJoYyQADAthQYYAbQtLhXIOe7REjcXPUdqoHlW16KYlOYtqPdXTm4xuKBasM3r1iHT9JgwHqNafoVlLKh/PbcksC2MgiFeDOlKwu42ZNeil8BhSZmSqmDAnI9SBJSUY3VK0syHNRmJ8XYCnKpaUh3JedCMXxfyRgG4i6vptys0Bf+3G11Aaz1A31NFhdUAboVe7GTTTAW4m9FkVwO07VJS0PAzA10MGU0V5RPYPSNTbmnZRUO0kin0JlLFQFMeKw/0LjNrcivaCrLtTea52kjANbH3MoJLU3egC3UjZ02yIR4Gp6e3ZO2LV6DUB+4pjzeAg4eYFzTqkY81gX2HqMdWOwgUY3LVMn02sfcrhh3k+w25LeVCIOjcTtpbnEsX+HPNTO/wfJ+/nVx69xCdfusTuRy31puLCrcjRs4rykL5DpVuZ/xCGUBxpBkeC/BezRP3qgPI4EZ1huQOjmxBfd5hKaM/2ZfG9PH5G8IniJOGmRs7rXDN+s1NXJqptQ3mceiIfSFkwuqEwrQjdfKasRytK12g1dpkojmFyfShksrcfEPXA46EIDCg4fibXywvE59Eljt6dWH9FZbcbIdN0DBY3lS80aXoAqN2KLC7D+JohOMlEitO8+xQwfZewIdlsSINSUn7nSIUjDhwwQi2rVe1vNMkY4sDQjkWarZuAKixqKUEhWcP0iuX43R6z2dDujXCvG3ne8VB2/4CAjbs7RK1pL25hnUWdzqBzYg6BMCpoJ7b3NTRVYHa5IGx7lI2kucUsLc3TS7hbMn1KhDpxzdOuG9IkUF4rmD0pnzOUGndhjxtfPOQfX/pRNrVlqAqWqcEpw79742mWzyb0r44IBTRXRZ4+fL3ALhTVuUBxbFhcbGX+w6lh+mTMU7+SDJqtpORRQ497oxT790cqUIlqVoiTVp430WwphjdFfLQ8H1legLTZwtQyuG2EiFNnkVwRGW4vWb4+IWx5OU82oQce7pZUVxt0W7B4xHPh0QNu729QXzAU+5ZmTwhN4ULDcFIzfU+EpYFhQJ06Zk+3jD7tWF7JdvsKbnzZDjsvNqy/Yfnk113gu7/8f+bP7/xuBkXL0ce2qc8F6qvyedXYw7EjFkYAxFa6OWEopLh2M9vuLQyD21CewNHzifF1+a5jC4vzinbT025BMrYn7zW7kiqFEnSQYDC/RLarFxamWSpOnoki7BpDGAfsqQCsN79YuBT6yoJweygZVw1u/s5ShoeilBDcIMtX9xXjGyJym7whMlU3U1Iz53794K7qCT4qQdxsabcierPBzjXNmsi027VEO4HpEzI9uPN4UDqh6ia/uILWo9pIKh3sbqFGQ1Fe1g268USjxDhWCTCo2oCKsU/5Z1cTbrsiHBc0G7Z/3uQMvPsp1PPvwly+QKoq1Os3MYuGuD6EzXXUcCjv4WSGrj2miX2mEAaGo+eUDK3tnLOfm0tgvDSXBWoSbt/hpprhq4W0eXVi41OawWuHxKFjeT5yOxQMVYEnUCrHSWyoXtogtlr8BZxY7utBYPlELbeZxPyRgLsruE+1GykPtIx8nxmK6wXlvmH0ukXfLfCPV7De4u8M0Z+cUNx0sstF0EstDsgIu89UCntxgbsm+EG7lqgfr1g8KpOhBm86+Ng6w1ua4acLdKXZ+BX3/7Z3pjGSXdd9/91731pr78vswxmSw1USJRuM5Q2RVyGA7HxIbCCJASdwkDhBDCQflPiLAQdBNidBAMOOjBiwg8CGkziwAjjxIsRwtFuiJFJDcsjZt967q2t76703H87rJsVFJG1KMwT6AI0uFqtrbr1677x7zvkvpBdTYTHuhnIODAz7n1kmCC3prZByQdSk0y1p2Kpneuj9EDS0+zkmU6TXw4bJKAKuPnQUs3D9rxiCqWXucxHXy0V+7anfZG+ng8kVC1809L4W07sUYNZifOooZsWNfeYlT3utEWfpijFu/7mwwWDA6ExjIYg4UWfLIonXuhkclrfRUJypZp5rvEcbFepwDP0rjWHNrqJ3WR82iHWp6L2sXtG/BJLNRsn6RgtVKbIVScp1+s52DPdFYvANtdcHMD7t2HufGI+UffBPjpheKMSZ54EcHzRjmWNepM5zhdmOxI14R/T7ymMV2ZInnMjBSE6NsDGN7Tr4YYQqGzC7MbJDCKRWdK0IFYbgnCSHsiLIXmG4oUQM5UDERVU18YNDqrHIw2Vz4itBFMprgmb8qBTMzYDR6MFYdkVpBHF02JjURY2yctdxoWJ0QrQV3Tgk7YvILUAY15Qb8sWnd0Xxqm4LwMXPVuAUQeZRWYELDSufhX9z90cYupz/Pl7hp67/AL+x/6TUtZNAlIidaCa4cQiVbhB6jYPU2Sk46d+UPY9dKHHLBdWco1iy2NTTvqnxexG+0kT7Us6YXOr5cNCwDBOPjaFYrKlWSsq9BN1oPdrUwSASHc+ywWVkokEQZNBa0wzPObIVgcq3b8vcvj5WSIkwivAKOpdDQVgmkNwNRLxloYDYUlXiZG1bnnLeEu7LRabbNfkxEQ8OhxWtbccvfekHWTFT/vIjlyj7nnxeyqxsydO5qeg931Cxe5bhWU3dCNQE+3LsdO1J75iGE9JAllvQue2J9sXurupKPyXaU+hCNCQnJxrl6AlE+5JIpsui7dC+6yjmZHpRz77C6nWhEKV0IdcQQTNCnQqiMlv2zW777cd9kxhsIt3ZcCSOQMFUU8xbqpttfK0YnbP4zVgUnubl4BE1zbYK7FyFjx358Qo1NZQzjqrjyJcs9Qs9iuMlZhDQfy6kf9GIxJpvRoS1XPg+0LhASwkAjeyb7BB03YDwvYwWlfVQ1fh2Sn6lJy7cB4DGA5eqJtlwYFWnFMz08HmBnjS+EK1ERpeAyiuCSSXTCQfTFXXobaCe6dG7GKKutKjutAnGmnhHJgrKi0pyNWNRA5Gxi/edJLdAM3hI8w9X/5iWDjkXbnLlP13gE7//Q5x5/G7D6IP+hR2IHdG2Ib0RipZh4Ek3NHURYPu1jIljaUQGUY3qy67LBXLy+dSKToKX8s81Upq6hnxVRFnKeUu0awg3IoKBIZhCdkywBiZTzD8jn8u2RHNjeKGm6soOMhwJFsFFnv0nS8FUXEuI9hRmZMiPV9QplIs12fmCqielVvxCSuf5mNlPtkjWA/FvGBmqGWn26rsJvUuCnDTTkmBi6Xw14eVqno/NPyPJJH7lsyR7sgO1MY0Nom92pZ5kRxKoN4r+NUf7juglAMQ7sgswmad1uzFbnorWRTkL4xOys6h60jxWvtGEMICG8UmNyaF9W9G6EdJa8xRzCm2bpnvXiypUM9HhkZE0MFcK6s57sJTAeDiWY2dqyjknqDakz6BLhdkP8Fo6sTYGtMxyo9sRdUcMa82OdOkPPCZ86uBYLrj8WERRlVVkK579xxpbuVe7SDkRgLWtANeRs8DXNWo8ld5CJXZ3qrIi0NqQrCYP9OXCrDQqsZTdV23ZnD8cGWKd7FKa59VogprkkizCQGTmixJV1pjCHSLryllPe3lCOeMZn3FUXdnyxzvNHbMjSTLaNpiJpnVHmHjpZolvp3ijyM6UrJgp1nsWTUY+r7ArBbf82pvKAAAgAElEQVS2ZiGQ9xxenCe5FVEuiB9osinuTMpB3C5Rhfg2JhtGegnrLVyliTeFUu3OZAS7IemGplissSdzihMl5XJFsVwzsyqcBFXLNtgZqGcs2YoT0d+OjCa3P1xJk69lmZwUHYeoIXDZxBPuiG9lsC1NyLrjKJoSp3U9JJhC74WQ3rPx4fY7yCFbcUyOaeEwbBnadxThrqa9Jg3uqgW9yzA92SUc1/RuWv7FlY/yRLTJ6Qc2iXdlSuYCmC4KpiMaKNq3hE0ZDhuZ+0ZKLluE6ZJm+CAU86LRmK14koE/TAgmU5hcEke0J+8dZGAyIW+11x3JDrTveGwoTdt4zxMPBMbuIumhBVOYvi+jmrPE8xm9i2JnZYxr5OOE//JO4r5IDKpU+I0EHVvUTIlLRSLcdCuqWUtwckL7ZvCKlZlTjfYCxNuGZEOEQcOBeA6SWLE7u55Kk0yJTJZyouNAt/GiPNBjKCuUlbpeOY+Lg0ODGF9VqMrimm40VjAOB+rNuxeEoLOwMOL9D9x8BWH2WtdqayEvUFUto0znJOlMMnwgJrk+y9GDMcGokB5Dc5dSn+2TrktNKdx6GJ+vqdqyjZw+IEAf23aMHxHhlXBnAlGIjTVxt6CvFUYpPjV9iKoN0fWY9qfbhJ0SVQtdN9oXmnA57xq/A8X4gZrF3lhqcSOj0LrjMStT0iuxELcmYAcCac4XpN/CTnwo45/eDBlemwGrDsuezk0xsXWLpRi17jej10o66vFdoU/7wDO8UFP3HLbtZFQ5V2NbjuTkiGAsfI54z5PsepE3G3r5jEPZXZqcQ82CaE+mEVUb6q5neA7GZy35kmO6qpguGcy4IMgc259eBeAnTvwZgw+VTI47eGBCMe/p3JRjMT5XN8pMgIP9hy0zL8p/eyUox6rtyc8WJFuKwTnN6LQAlfJVy/gU1G1hbrY2POm2p73uUBY2PyRkqrrVlCkTGVHunxN3KRcopiueaN/jRqEoUH++S7bsURXkWYTONN1nkkPT3rcb98VUwmtgscDlRghQewGrH1hnXETsjfq4yx2qtsdM1aFc/IHZajkrW15Vq0PtfLMj+o7BRFHNePRUFKD0w2PqzRY6sYJTMPqwXKAWkJDXIleuuh383gBfVujdEXoulfGnFxqwAKAsVUdOgu2dLpNPLxI0R9QbjQ8NPlD42kkvobb4vDhEVnrnUHkhPY2gKW+KEjXOYKmFXSnwWUBmZJZ/qFVhJJnaVvO5M+lI+0DTfVamJ2o4wS7PUHUMcVTT1RHWe/545xFp2j2xz2C1DXsJJhKp/rJ/IGl2MP6SpLo17FB3Hb5t4VYECwX1ZkqA7OpE+v9V2gUbLfRSTj2M6L4UUMzJd9e5FjB6SPQVyom4U7EfUvXcoTcGXjF4WEojH4ksn7mWNBMrEf81pSTpaStFzVsGiW6278255EFbTzkjn+NAFk3XIhgbTBT5sqd/SSQDPbr5DFK+1d2YcFjTuRXwLzd+kL+3+CfoYUAwVRSDhLRUZMuN41RjpizjdUW6ZTBVA3XugraKcqYivRoLpfx9Y9yttsi3bUgpeCBrODkurFhlJdFF+w2hqmFVZsue8SlF+45ndErOh2CqKHsQ7cqu66DJGA8Udj0WnIWG7vV3dk3eFzsGPPj9iGgtJNyIcLFn9MlVsi/PS024UlGdKqi7UmZEzcxaWei9pJn7iqZ/STWMOAF66GYMmGwEuMDTvgPFXUHbpa1CZN2MwScR3jr09h7BMEfXjqoT4Bb66H5PSozRiGh9JH2G2spEw3kmjyxRHC+ZnqrxlSZfkp6GMhqiEDPKCfYydGkFyJTnohJVVVAUkOX4osSPRvj9ITjZobC3T3JjQJjURNtGUH9KLNrLOXeozFPNWOq+hV5FvloTnpowPuPp3ajxeU7djdl53BAFMomosHzlMw9RzDnG6x2oFN3L0nys+1aMUZtkUDYd92groLzTJljIUZmhWK3QdxJ825I9ILiL8fmK1u2mn+JlZ2OupkRbhvEZ4XdUyxWTU40wq5H3T9e1OGsbSDbFyk6Vit7Du5KcxobgSiISdbGnOCE7yGLeUpwqUIFHzxV0LuxRnSgPhUpA2Lo+kPFfdaKgmHcUc5JIw5HQ9wePCOuydWEgyWpWGtrXfjxBWUfndslXfvn9/MH4cfxcSZ3Kjio7IY2/ct4Rbwg4aXrMigxeDDtPeqKhNBl1CSrTZCcryi6Y5zvEu4qq74ikuiIaqEMtkmjoKfuw935x9Cr7kOx4ijka2r9c/OmWQK7zJUe2LAzjZFNKv9a6NDrbtzTFrGN81jI5/h4sJbSFcKBliuCgdVczOusoz2diHnInJLmcyFb6jsHkUrf5EIYPOrIlxfABuRtUfSuAp7alnJOGkCkUVVeJ3998xXi7LWWEk22+SmLpJ0wyVOVQtce2Inyn1XhCONTeUNiO1qLyEjXN2X0kxAwa78hxgOvV+ESATD7QUp5Yj4sM/vgSzPQgCl/xiWgov4fxKpl5Ncnw19p4A+X5jKrnaN8yRDuGeE8SoGrVJPMZyeWEYGhwlzqEQ0W8k6OSROTWVmvioKbwFRtWaMq27UjviuuSyeUu27oRkJ2o5a4depIN3SAQFa5Tw40W8ZZBxZZ6uQQFaS/HLReiyejAxU78E5GGpotpZONlpNq5IVTtcGDoXtWML5TgpKGZP5ijrCSVvfVew54VhqA7nhMs5IQbIcHQ0L1qUJMAb6UEnT43S5DIyJrQkezKXbRzo7Gb2w+JdzTdq/JZy54kpvZN6ctMLvdlOjAQb0q3ULL24TbRfkmyb/nVz38/33X+KspDtViRrAWMH6zEq1NDum5I18SAxkVNv0HToBehd1m2t7blqfqO6RnpNZlCJAayVYudq2htiNCLrqD/fECyK5Tsqies2fZdRboun80ZSbAHNG27WkiJ1JckUnUanouT8qlYfA96V7pAOskHW7/JaTFQDW4k5MsWbRXZieqw0VPOePEAjD1mdSqNqa5FV5LRq644KbXP7XPg6lPMeuJLqThpq2+st3wSSTmRF6jaYUqHbQX4doJqt6QnUNfoyr4ywUgiqraM5Ewuo6FwSxqgKgzxoWF6usf0dA+XBlRzKfViD3diEdXtopKEw7rjIEkd/AAodThycpkgOYs54d1ny5JM9FZE5/c74jsQyrgy3fSYUY7vd/CBJpzJSUM5EZ/JT6ArmH9GFItdIGw8U8qorHUjINgL6LwYkS8J5FjXYPaDwxMwvpqgByGUGvtil+BODM134iOPnki3PRxKgzMaKtq3ZHeXLcpnc5GcvGpqiDcD4s0AczduErq4TZleSd1xuNThRiH65ZZMrmIvisipJb0WCX+g73C3W9IDiaRpWc44Jscd9akc362p2558QZFuqMMxtgulARicmhAPmvLOgK81+bysNZg6+s+G/OTS54U6fTMimEJ6I6RYtIdkKZt6suMC1Q6mYGO5awe57CLSW4IidaEn3hCswt6TlnzeE28b+l+JcUGzAzhm8RqyBUGliuWd9EXGZyz5imX4XRnuwSnVvDQXW88nFAvuUEQ2GijigTTvdSlN43cS90ViwHjmVvflRIg97RsGM9W01psvS3sWju/jNeQrglYLMgHKVIMEezKHULakdc9Rz9aYTDG62aOatZJEEo/JgNjSfUEoyGglsGXvQRvxkxgXhy7YLgnwvc7hBawKi28l+FZCvdQTAMvDY8z58eG4VaU1fraH2R3jIsEjuEBTJ4aqH1HOp5SnF7AnFmFpHjXThzQRGPSB5mRjUzd/UU6QcDsg2TJSty5VtO5qom1DtNuQpgrZNopqFajRlHompW5p0qTige42AYY/2Htc6LmRItmB3lWp18ueJ59TZCesgGdyiHc1rQ2hX/dfEpmxYCoCIq5jZbpQSIlQ9+S/O1cDXGqlIXqqxtyNCUeeIJfaGQ31QnXoUalLRTlvKc/muOaiT9YDfOJw2zG6UgRDTf8FSUwudfQua2wE3ecjstMVLvJ0rzboS6uIX0oxU41ZyQgmmtbXUtREFK7KWcfktGVypsbFnuxCLrT1LCTZEmt5PCQ3I5JdxehMi2Bc0VmznAn2ePSxmwSZJNT55y06Vw3dWXYg4b6MXJMdz/CRGhfDzgesNGTHUD46FY0RDd0rkhSrOUe8J6jeaF/K5O6VBgVaAgqmx8TgJhpCumbovWQIbiSoqy2ZPmRyPMN9TTgUSX8XI59lS77Psu/e+Np7k7g/EoNTjC7O075uSDZl2pCuKwaPii6DTWB3ry3NnFx2DdG+4sCizdea5KYg6IKRRmX60HHZTLTc1RuHoWAremNCiVZQ16jRFFVK5rVpgGvFcncHfGywnRifRuw+klIsWNxLHYr1Fn62Ijw1IYhrXCvC7+zJdk8rbKwbyrboLVS9kGIhJTvVJzu/SPXQcdzZE8L0bDAQbndAvFcJTqPBshw4MrsA0g2FD5tZupX3bq0rkoGFusZFmumiJgosj7fvkvmSz1w/iymQMq0Hk+PyftFICXJvpCkWLK0NRzHnGJ6D9i0loq8Nsam1pqGWhlt2rEaNBL0XD2ByXKTg+peU0KhD8b/IFhXFB8dC1LIyqizmRN/RR47kUtI0foUUpNMa3ygOxXtyPuRLcmKPT3pc7MiWPFRyN5yuNvP+yInPxUyNutIinCBaFkooydGeyNhFjZdkfC2hvJCRvJQwXVHEe+qwyRsNPNNlgy4twdRRec3fOf7/ZLyaw+YHXxFO0aVclAcy8dMVJRDlMaDBpnI+tb/Ywk8F7lynEA+gfc2Q7Dh0CeOTimSLw91KMSvJeP6ritmLUnpMT9ZEI1HcWvmcpXcxxGSKeFd6Ggc7ZK8EYVnOShO2feudXer3RWIIprL1KWd8o/0I+ZKHUBRybOxxlSE/LYAabWH0aInyAisN7kaU5zNsKjZt8a7w4uMdQzjShBOR3RLyyyu4caW1lBFxJI+tNBqDnbGgFb0kA99rS3mghWnpQ8POBy26lJMBp9A7Ifl2Sr2dUs4muKLAlMLlsInGJg2DsnAEU5GNU7VIxRVzIaMHu4x+4BHUqWP4usaXJbqwMq6dNmYmE0VyU4Q8ijnIT5Rki6JQXLcFDdq6MZEdiIfdp2p6Sc7Huhe5ay3mxY5QnLOGAtwTMlqdwvYHHS7xqNmSwYMa17aED4yoOjKCzJckmdQpRHM5RA7drQgykVCbrnqSLblYqq5C5eLG1Lkl/069mWKuJ7Suh7TWFChPfGJMcjsUv4W2xaxORch3HELgsLM1+YJIk7m2xYw1rbsikJJsKcJ9KYnCocK1LGG3oH1+H6yiPpMzPluLQnSvpHwoEzZkQ9+OdjThENTthKonn6+Y9bQf2yP+0C6731EzOe658dEe8W7BX/utn+OJaJ2//8N/yHTVUy7UDC9Yqll3qMF5YJyUPSwMz/GDFdGO2OvlCyLLpmopD4s5R9URH5Wyq6i6EOQwOufQtSK7kBPkUu5sPW2ZHFMMz8PM8wGj04rsmGX7iWbiU8LoLAwfObiDyI7wQFK+bvvXVs9vGW+ZGJRSJ5VS/1cp9YJS6qJS6h81z/+CUuqOUuqrzc9HX/U3/1QpdVkpdUkp9cNv9W+4ECZnaspjFZOTAt9UNYQ7AfmigFdmvxjSeSGSOjT2dF6IBL+/5A5hw954ig9OhMP++FhcgAupzTp3BI9erla0Nt2h4OvhuDIKX1GLLgV9aGPdjC8bnIFW6HHJ2oe7qNRK/VYpnv7QpUYPweATSzEnSMboQOXJIPTpZkxZdQOKmYByJqDsyfviPXWsyFc7h01Ir4Vm67UIjdRtjws8xZwjP1VCrQVMs2oJh7KL0HmJnengjSKdz1hOR/S14avFMcIh1J1X3JDMVHovxZI93JKGUS2AobWQ4naH6amaumfF7yOHctaiXuxgYosfRARjRbqhqeYEcTddkZpbV1LPT44LEzDeNg2kXBKNsgrzhZ6Mnb1819U0whSKaNfQvhyR3IxINxW9yxCvB7TP7zN8f8HwwRr79FAYiP0K/dS+6DPmIZNJQno3oPW1lGjHEO4FeK/wgwgiRzkrikrhWDE97qjnpKxY/LJMMgZbHabPzdK6GpJuCjGqbofMvASf2P1uvq/9Ivr0BDMydF82+NRSzchuRgBLiuRKLFb2labqiyqVD6B7TcoEZcElnnzFNtqmsgObPplhu5b8VElwOyZbkqR44HalasjnpZ/Ue1nGkytPr5EvyFWf3gkwHxxgY1FsKpZkNBzvaoYPv7Pm49vBMdTAP/beP6OU6gJfVkr9UfP//r33/t+++sVKqUeBnwAeA44Bf6yUesh7/6Yrc5En3DMk24EkBUtTX0J1VizTigdKwtuRSIB7dbiF7tzQjM84VLvG2ZDwUhtnPOUkQieNwnTfUncDqn4NuSbdyAX1eIAfqOoGCamhBj/JAIG11q0AnTVKSIFgE6arHiZN36GGr64dx87UdJ+PyOuQqgXKGKIbO5S9FWyk0KWXGjuVZBONLMGkJhhkqPEUagthgB9PcE2fYXoswSZQrAi70RQytfEBxLsCKJo+mqMDR7mXyp1hNMV3E+rUEIc1S8mIEMOnBo8KT2FBEikLBa4wmL1AJhFA+wXD1HWYvQbjk6BzRTA2lIs1VOJVEYzFIs+OQrpXjQBwQsQT4mRNuGewsWytD/wVbAONbt9uGLItKQWLefFaVFaJadBY+ihWy3GN9mB63FMnTd2cRWJD17Jk2y2STFGVmjyLxJs09Cxe2GKgU/JFT71QofcDGAhYygwibAyT75lQbye0bxjctljBjU8EFLOy+4sGQvN2Rta582hM947lv/3p0/zMj32aH3voWf7Xs99F1YG5L4RkC1J+1OenVDdT6qUKsxsQ7Ygxru2IYtX+EzXLx/cYbYpks94RFetizhPta+x6TGtHMBmmkDKxnBWcSDkj5MFsUaYT3kjD/u5On6UveybLGlN6drfbpI3gjU8tZAHZ8Zr+xXcGWXrLV3vv14C15vFIKfUCcPyb/MnHgN/23hfANaXUZeA7gc+96V+ophHV97Q/sEP+2QXKGUcw0STrgng0dyKCiWxbbdfSWx4zmcZUdxN6lzVlN2F6uiY/XtF5KSQayUnQuaEYn5K6lgP0l0d6CloJKSqNIJMy5UAl2uT2kD3pkgATGJT13Pxon7pXM3diQPbFBVQN02ECtT40j3UHSOudPZKtGfKFRO5uDnTtaV3dEx+DvJCyoRIHrG8wy9WK4SmxmmvdaNiACOqwmrUoZ1C1ot3NGW+1cXOOcF9DYKi7EeNjhjCwPJhuYJTiM7cfoFiQ7bmovoqXp3KK9GZIdqxm/4IoM+8+6eleM9Sp7MjCHTlNdCM+i5feTTErEmXKQ3wnkmZsoWQ34xo3pkfGZDsJ3csB2YqAc4KpYnJSRm1149TcuQXbf8lR9UScpLUu+gTKyWdO1zUZKdFQgF0HJrdmP8BPjbiP7RvWb8+hliw+8JjdQKTi9CvfSbKlyYJU6N7aiD9Do7SdbipG857x+Zpg34iIsJIEOfuyY/b5gN/7yJP8eP/L/M65DzH3+ZDxSShXS/Q4wG8lhBWE66EckwGUs8Kn8LMVva/E7OwtEjgpbbOTNfF2wPSkxTaMyenpmmQ9wKaQL1natxrUloe5F2pGQ7EPyBelKV3Vir2HRPlp/ERG55kW48cKwrWIYDNEN7oU7zTeUY9BKXUG+ADwheapf6CUelYp9etKqdnmuePArVf92W3eIJEopX5GKfUlpdSX3GAqiEYNe1fnyI4JFqHsCwqvmnGUizV1R2THk7WQ0Z0e+kZKuqllrtt0YWe+JhZpuoRoIHgHlBi1EDri9QAzKr5hLd4YkWE7MHuxToRgEbFXl5hDYlXntieay9nb6VLMOeqOJ1oL6VwW+mxrTR3Wc74sCW5tE+8W6NKhK0FXVvNt6tNL2IdPYp88h3/iQfSZk6hG8UkZjTKGbNURnR013pAyPXCRJ70toijljGc6jonXQjrXjDSdArkCRmdAK8+ZaAvrPdPbHWzLofcDwrQivRYRXUtItqSsCAeGZMPgFiqCsSZblElOMFLUJ4pGELdpEM7XMlZsmr+qEgCSqqXzn16LmHk2pE686Gx2asannUiYOzmpD7wwy5WK0XdkxH99A5UZGXHuSu+g7EK4L3RkXUkTLpg2AKpcJlBoj0st4ZZMLlQmoKlgYAgmGpPJBMeMhOxUzjSw+sKQz4timDcyRVEOWldEiaqeq4m3DLqxnA+ymmjo+dXnvodFk/H9j16i6sikpfecsHtNpqi7XhStThSMzluSDWGWhrcjyj7MPLpDtVySPVAeWtcFI0O5YKm7Ht2pxBZgR3AcxaynXK2wLc/GhwKG52DwuJRtplREe/J9RyOY+VRKuuVJr8S01gWv0rkB6ca30IlKKdUB/gfwc977oVLqV4BflFODXwR+CfhpODSM/oZr73VPeP8J4BMA6fJJbzJ1aLCRnanoXgoZnxShTV0YwoncQQ4mEXXa+FsayB7OiW7EtG4GtNctuw83zLUM8RccGTorY9KoYtt0G8q1Euk1wIcact+YznjAogqLySykYgnv0hBVO3o3CvYvt+nsNqOqWERgslVHcnZENe6L+OrB55xMCLZTWOiAUuRtQ74YNwY2Qs91ocLrFv1pjtvaBq1RQUC0q2G3x+RsRedKSDQUKG7dkSZr3QYbWsKxiIkm2x7filHWY0/mRMbyaLhNqFKSTXPY9a9GMTRy8Mo2tOfIk52oSa7GItteKVRuiFYnBFc6lPOW1o2AaB/2OxqdaUFHtix6JHfc0HLIpxied8w8r6jXUoLco2pobVu23i9I1LrrcY9OMVbj9mImn1thPvOMTyeU5zLKs42eQmZgpiSILP5rbWwC/Zel1hbFKE+4GxDvKSaP5+jNGJs64oeGTNbbhEMZIfq2SOSlVw3FrBGvkbixdNuXKUW2KOzIZM3gtZEGXqAaFSpPPLS0Ptvmxe9Y4G8sfpY/efgCwX5AkHl6V6HqKEaPVegyIrzdMIEfy4iTivxum9mva/afmydpGraqlgSpKwiHAdpC/HzC4BFpKB7gY6oZTfu2Jt71jM4qov2AfMmSrknZNn/RcucjAhKMhqpRvfIsfV4mJNmyJ959u1e6xNvaMSilQiQp/Ffv/e82F/aG99567x3wa0i5ALJDOPmqPz8B3P1m7++NzMfrrifd8oTdgtEZQekVsx711D42gfF5odWOH6yo5+pDCbDgTiy/c1j/qwX5MUt2TObHGE/73D7Z1R7bWz2C2zHsDUU2XguBCq1wnUR2BcaIx8BgRLg5ItrKCPYyQUh6QTKCXIjFrOxqilmxSLNWBEekbJFM7rIctnYJdiaYSUm8Wx3i+U3hRLqtcARZIxRjpNE5+sgjuFgustmvBJIAnx4fThWmx4RyXm+lonDV9XRvW+pewnQ5otfLeHxujUUT4JCdSn5SdkGqFJOYui+gsGhfauloyzTddU96S5CK9a22THg2DboSOnC4p3EtRzDShFtiHhxMGkh6ryaf97h+xXRFUXVg9+mS3Sc9d7/bHNqpucQRfamD20oIhprp943Z/UhOvlzj9yKi6zE4BcajjEe/1BY5vy0oe4rxOQH2BBMZBU/fl7H8fyJc6kQN+lKPcGCoV4RUJkrUiCygFwyH7VjSWwHRQJHeDhpos6OcEej5/qNW1tq2bL2vRbRX0r9W8/Ff/Wm6Oueff//vUvdrqq5wLvIlz+yXxGh57qInGkL3Cyn2xS79S5KYOzelN9a7LBiUqivfXbHoyBcde481O5hVKbMOPEW9hsEF0WkQboWmenKCCz1rH26MeUpF+44ArKbLio3vETh03XmFNv524+1MJRTwn4EXvPf/7lXPr77qZT8OfL15/EngJ5RSsVLqLPAg8MW3WoUplJh8dhVB4Fh8bEuswlYLjHHUKQR7AcWyRcWiDAxyBwymwmMfP5VhRyGqX3L64XUWP7hBcitiuCZ+4/H1WPYzBzDkRp3ZK5kKEAaoOJKE4WVqoZyMFfEeF2hMXtO9RiOXhdxJ1xVqGmAvd6jmLEHGKxL0NPTtaY4qKnRRC+gpUs00ggYE1by+YWVmcwfjPsfoTMPJv94+tJ33kdTmJtNUc5ZwqIiGFT7UTFY0ZW14rH0HjcZ6OUk7L4UCTJpo0g2ZtbsQ9h+RNYuKkCfYjCgezkh2RRMSZHLkQpl8xAPxSUh2GoeuXkXvGuLINAjpX4bkekx7rXFHqjWtNd2oRIk2YTA05Iue9p2mmXmzjRuHJOsBsxe1eIiMDPGWwe9GlHOW8aMFw/OOYOpJF6bCnHWiedj5csr2+2T6Ua6IdkTdd8x8PiI/VomuRSXnSbIN20/XIkibeKq+p3tTpNe61zRzzyladzWqV6IroXoP3ldRdUOCzNK54/gPd3+IJ+I7qELT+sgm2TGLjT2DRxzRWLAn45OecCxyAeOTMorf+0BNOesYnxYZe1NCuqUIGv5G+5amfdvQWvciPhTK9TE95qi7jvHDJe5ULkzTaUi0r6VUGRjR+jwmALDpqZpgKMKzuvjWiMF+GPibwHNKqa82z/0z4CeVUu9H/snrwN8F8N5fVEr9DvA8MtH42W82kTiKoziK+y/UoeHKvVyEUlvABNi+12t5G7HAe2Od8N5Z69E63/14o7We9t4vvp0/vi8SA4BS6kve+w/d63W8VbxX1gnvnbUerfPdj7/oWu8LSPRRHMVR3F9xlBiO4iiO4nVxPyWGT9zrBbzNeK+sE947az1a57sff6G13jc9hqM4iqO4f+J+2jEcxVEcxX0S9zwxKKV+pKFnX1ZKffxer+e1oZS6rpR6rqGWf6l5bk4p9UdKqZeb37Nv9T7fgnX9ulJqUyn19Vc994brUhL/sTnGzyqlnroP1vqu0fbfxXW+mcTAfXVcvx1SCGLFfo9+AANcAR4AIuBrwKP3ck1vsMbrwMJrnvvXwFLojAYAAAJ0SURBVMebxx8H/tU9WNf3Ak8BX3+rdQEfBf43gvt8GvjCfbDWXwD+yRu89tHmPIiBs835Yb5N61wFnmoed4GXmvXcV8f1m6zzXTum93rH8J3AZe/9Ve99Cfw2Qtu+3+NjwG80j38D+LFv9wK8938KvJYa82br+hjwm17i88DMayDt39J4k7W+WRzS9r3314AD2v63PLz3a977Z5rHI+BAYuC+Oq7fZJ1vFu/4mN7rxPC2KNr3ODzwh0qpLyulfqZ5btmLTgXN76V7trpvjDdb1/16nP/ctP1vdbxGYuC+Pa7vphTCq+NeJ4a3RdG+x/Fh7/1TwI8CP6uU+t57vaA/R9yPx/lXgHPA+xEhoF9qnr/na32txMA3e+kbPPdtW+sbrPNdO6b3OjG8Y4r2tzu893eb35vA/0S2YBsHW8bm9+a9W+E3xJut6747zv5dpO2/m/FGEgPch8f1Wy2FcK8Tw58BDyqlziqlIkQr8pP3eE2HoZRqK9G5RCnVBn4IoZd/Evip5mU/BfzevVnh6+LN1vVJ4G81XfSngf2DrfG9ineVtv/urekNJQa4z47rm63zXT2m344u6lt0WD+KdFWvAD9/r9fzmrU9gHRzvwZcPFgfMA98Cni5+T13D9b2W8h2sULuCH/7zdaFbCV/uTnGzwEfug/W+l+atTzbnLirr3r9zzdrvQT86Ldxnd+NbLGfBb7a/Hz0fjuu32Sd79oxPUI+HsVRHMXr4l6XEkdxFEdxH8ZRYjiKoziK18VRYjiKoziK18VRYjiKoziK18VRYjiKoziK18VRYjiKoziK18VRYjiKoziK18VRYjiKoziK18X/BwPFM6djdkclAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "imgplot=plt.imshow(img)\n",
    "\n",
    "fig2 = plt.figure(2)\n",
    "imgplot=plt.imshow(img, cmap = \"gray\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### matplotlib.pyplot.imshow(f,cmap=“String” )\n",
    "όπου f είναι ένας πίνακας εικόνας και cmap=“String” είναι ο αριθμός των επιπέδων έντασης (intensity\n",
    "levels) για το display. Αν παραλειφθεί το cmap το default είναι RGB 256 levels .\n",
    "\n",
    "Με την σύνταξη:\n",
    "plt.imshow(f,cmap = \"gray\",vmin=NUMBER, vmax=NUMBER)\n",
    "- Όλες οι τιμές < από το low, εμφανίζονται με μαύρο\n",
    "- Όλες οι τιμές > από το high, εμφανίζονται με λευκό\n",
    "- Οι ενδιάμεσες τιμές με αποχρώσεις του γκρί (8bit->256 αποχρώσεις)\n",
    "- Με αυτό τον τρόπο μπορούμε να απεικονίσουμε εικόνες με χαμηλό εύρος τιμών (dynamic range) ή με θετικές και αρνητικές τιμές πίνακα."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '203 to 255')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig2=plt.figure(2)\n",
    "\n",
    "subplot1=fig2.add_subplot(2, 3, 2)\n",
    "plt.imshow(img,cmap = \"gray\")\n",
    "subplot1.set_title('Original_Image')\n",
    "\n",
    "subplot2=fig2.add_subplot(2, 3, 4)\n",
    "plt.imshow(img,cmap = \"gray\",vmin=3, vmax=103)\n",
    "subplot2.set_title('3 to 103')\n",
    "\n",
    "subplot3=fig2.add_subplot(2, 3, 5)\n",
    "plt.imshow(img,cmap = \"gray\",vmin=103, vmax=203)\n",
    "subplot3.set_title('103 to 203')\n",
    "\n",
    "subplot4=fig2.add_subplot(2, 3, 6)\n",
    "plt.imshow(img,cmap = \"gray\",vmin=203, vmax=255)\n",
    "subplot4.set_title('203 to 255')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Αποθηκεύοντας εικόνες από Python workspace σε graphics file\n",
    "\n",
    "- Για να εξάγετε δεδομένα εικόνας από τον χώρο εργασίας Python σε\n",
    "ένα αρχείο γραφικών σε μία από τις υποστηριζόμενες μορφές\n",
    "αρχείων γραφικών, χρησιμοποιήστε τη συνάρτηση εγγραφής\n",
    "mpimg.imsave.\n",
    "- Αυτό το παράδειγμα φορτώνει την ευρετηριωμένη εικόνα (img) από\n",
    "ένα path και στην συνέχεια εξάγει την εικόνα ως αρχείο bitmap\n",
    "(BMP)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "mpimg.imsave('my_cameraman2.bmp', img, cmap = \"gray\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Δημιουργώντας έναν πίνακα-εικόνα"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, 'Grayscale')"
      ]
     },
     "execution_count": 11,
     "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": [
    "A=[[1, 2, 3, 4],[5, 6, 7, 8],[ 9, 10, 11, 12],[13, 14, 15, 16]]\n",
    "A=np.asarray(A, dtype=np.int32)\n",
    "\n",
    "plt.figure(1)\n",
    "\n",
    "plt.imshow(A,cmap=\"gray\")\n",
    "plt.suptitle('Grayscale')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Grayscale image conversion\n",
    "Για να μπορέσουμε να μετατρέψουμε μια RGB εικόνα σε grayscale, πρέπει να\n",
    "ακολουθήσουμε την εξής διαδικασία:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, 'Grayscale')"
      ]
     },
     "execution_count": 12,
     "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"
    },
    {
     "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": [
    "def rgb2gray(rgb):\n",
    "    r, g, b = rgb[:,:,0], rgb[:,:,1], rgb[:,:,2]\n",
    "    gray = 0.2989 * r + 0.5870 * g + 0.1140 * b\n",
    "\n",
    "    return gray\n",
    "\n",
    "#-------------------------main program---------------------------------\n",
    "\n",
    "img = mpimg.imread('football.jpg',format=str)\n",
    "\n",
    "\n",
    "grayscale_image=rgb2gray(img)\n",
    "\n",
    "grayscale_image=np.around(grayscale_image)\n",
    "grayscale_image=np.uint8(grayscale_image)\n",
    "\n",
    "\n",
    "plt.figure(1)\n",
    "plt.imshow(img)\n",
    "plt.suptitle('RGB')\n",
    "\n",
    "plt.figure(2)\n",
    "plt.imshow(grayscale_image,cmap=\"gray\")\n",
    "plt.suptitle('Grayscale')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Binary image conversion\n",
    "Για να μπορέσουμε να μετατρέψουμε μια grayscale εικόνα σε binary, πρέπει να\n",
    "ακολουθήσουμε την εξής διαδικασία:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "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"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAMAAAADHCAYAAABP2Vy/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAATOUlEQVR4nO2da+wldXnHP19YIBaQBbnKvXQbLhIX+Ge7iTTS0AqsaRZeaKG1u6G0ixWMJr7oqm2lDU18IWJoBMpGwqJVSqyGbYqtdCW1tVDZxc0KrMgCG1jY7ILci6K7PH0xc9j5H+Z+OXN7PsnJmTPzm5ln5jzf332ekZnhOGNln7YNcJw2cQE4o8YF4IwaF4AzalwAzqhxATijxgVQEkk3S/qrtu1wqiEfB4hH0jbgKGAP8Cvgf4CPmtnTbdo1jaSTgCeB/cxsd7vW9A8vAdL5fTM7CDgG2An8fdMnlLSg6XM4e3EB5MDMfgF8Ezh9sk7SbZKuDZfPk7Rd0qck7ZK0Q9LlkbQflPQjSa9IelrSNZFtJ0kySVdIegr4nqR/lfTxqA2SNku6OMvW0K4bJX1H0muSfiDpaElfkvSipJ9IOiuSfrWkxyW9KukRSZdEtu0r6TpJz0t6UtLVoa0Lwu2HSPpKeL3PSLpW0r5l7nFbuAByIOnXgD8A7k9JdjRwCHAscAXwZUmHhtv+D1gBLAQ+CPx5jDO/HzgNuABYC3wkcv73hse9O6fJHwb+EjgceAO4D3gw/P1N4IuRtI8Dvx3a/jfA1yQdE277M+AiYDFwNjBt81pgN/AbwFnAB4A/zWljNzAz/8R8gG3Aa8BLBH/ys8CZke23AdeGy+cBPwcWRLbvApYmHPtLwPXh8kmAAb8e2X4A8AKwKPz9BeDGhGNN9l8QsWtNZPvHgS2R32cCL6Vc9yZgebj8PeDKyLbfnZyLoH30BvCOyPbLgHvb/u+KfLwESOdiM1tI4JBXA/8p6eiEtD+z+Y3Q14GDACT9lqR7JT0n6WXgowS5cZS3Gtdm9gZwJ/ARSfsQONZXC9i9M7L885jfB01+SFohaZOklyS9BLwnYtu7o3ZNLZ8I7AfsiOz7D8CRBexsHRdADsxsj5l9i6BH6NwSh/g6sA443swOAW4GNH2aqd9rgT8CzgdeN7P7Spw3FUknAmsIxP2uUOwPRWzbARwX2eX4yPLTBCXA4Wa2MPy808zOqNvOJnEB5EABy4FDgS0lDnEw8IKZ/ULSEuAPs3YIHf5N4DqK5f5FOJBAeM8BhA3390S23wl8QtKxkhYCfxGxbwfwXeA6Se+UtI+kUyS9vyFbG8EFkM6/SHoNeAX4O2ClmT1c4jgfA/5W0qvAXxM4Vh5uJ6izf63EOTMxs0cIBHYfQTXpTOAHkSRrCJx8M/Ajgkb4boKSEIKG/f7AI8CLBA3sY+gRPhDWYSStAFaZWZlqV+1Iugi42cxObNuWuvASoKOEXa8fA25p0YZ3SFomaYGkY4HPAd9uy54maEwAki6U9KikrZJWN3WeISLpAoJ6+U6CBnRrphCMDbxIUAXaQlCFGwyNVIHC0cCfAr8HbAceAC4L65yO0xmaKgGWAFvN7Akz+yVwB7C8oXM5TmmaEsCxzB802R6uc5xO0dTMw+lBHpga6JG0ClgFcOCBB55z6qmnNmSKM3a2bdvG888/H+eTjQlgO/NHDY8jmEvzFmZ2C2EPx9zcnG3YsKEhU5yxMzc3l7itqSrQA8AiSSdL2h+4lGAqgON0ikZKADPbLelq4N+BfYFbS46gOk6jNPb0kZndTf75647TCj4S7IwaF4AzalwAzqhxATijxgXgjBoXgDNqXADOqHEBOKPGBeCMGheAM2pcAM6ocQE4o8YF4IwaF4AzalwAzqhxATijxl/H0xGk+c9se8jK2eACaJFpp8/a5qKoH68CtUSa8zuzwwXQAmWdX5ILp2ZcAD3ERVAfldoA4cukXyV4YcJuM5uTdBjwTwQvb9sGfNjMXqxm5nCoy3mjx/G2QXnqKAF+x8wWm9kk/NZqYL2ZLQLWh7+dBvESoTxNVIGWE7zgjfA78+XOjtMWVQVgwHclbQyD3QIcFb5AbfIitV69NtMZF1XHAd5nZs9KOhK4R9JP8u4YjQ59wgknVDTDccpRqQQws2fD710E745aAuyUdAxA+L0rYd9bzGzOzOaOOOKIKmY4Id4WKE5pAUg6UNLBk2XgAwQvWV4HrAyTrQTuqmrkEMjqw8/qyTGzeZ+44+c5jzOfKlWgo4Bvhzd7AfB1M/s3SQ8Ad0q6AngK+FB1M4dPFXEkHc+7R7MpLQAzewJ4b8z6nwHnVzFqbEwcNc/8n0kaM3MnrwGfDNcRos4cdfLpNNH1ExFkkXXcMeMCmAF11cmTBOGUxwXQAcpWZaZLgLRjeO4fjwugALPKcauIIe47CW9D+GzQ3DTt/FW7L+OcOamN4FWnvbgAMqi7Xz3qpGn9+Vk2TaedOHvS/tPjBy6CABdAS0R7cvI2buN6gdL2yXLysVd/wAWQSlO5ZB6HzxJBFp7D58MF0DJNPxgfV0okTafIsmeIuABiaHI+TVz4kzzdl5O0acdK2j+thImbQzQmEbgAOkLZrs+86dKce0wOP42PA0zRJ2fIO4EurhSJa0iPES8BQmY5jXj6PFnnrtMuny49Hy8BaDfXn57dWfdxnXRGXQK0mRvGlQJF0oNXX+pgtAIYSg6Z50myOIZy/VXxKlCLFHXCpMlrXhKUZ3QC6FLOl6fe35Rzu2gCRiWALjk/5OvGTHpvgL9PoB5G0wbomvPnwZ28eUZRAvTN+dPm8fsAVr1klgCSbpW0S9JDkXWHSbpH0mPh96Hhekm6QdJWSZslnd2k8Xnok/NP5gXNalDMyVcFug24cGpdUgToi4BF4WcVcFM9Zpajj84yi8EwLz32kikAM/s+8MLU6qQI0MuB2y3gfmChwjCJTjp1jwQnHdOdfz5lG8FJEaCPBZ6OpNsernsbklZJ2iBpw3PPPVfSjHj6Nt+lqPPnmUsUt86d/+3U3QsU9y/G3nUPjhtQNuefOHh03z6JviuUFUBSBOjtwPGRdMcBz5Y3b9jUVe2ZnvrsQshPWQEkRYBeB6wIe4OWAi9PqkrOfKo6v0d4qIfMcQBJ3wDOAw6XtB34HPB54iNA3w0sA7YCrwOXN2Bz76laF/e6fH1kCsDMLkvY9LYI0Bb8M1dVNWrI1FXtKdtucPHMZ5AjwU10KdZBnc4/XQXyKlE5RjMXaKh0PZJDV+2aMFgBdLGob9IZuni90F27JgxWAND9m1+FuDGAtp4t6DODFgCM70/3+T/FGLwAYHh/flY0ubj0TjyjEAAUd5quU2XukLOX0QhgyAxJ2LNmdAIYmrPkfULMS4F4RieAIThCnmsYmtCbYnQCGANJpcIQxF83LoCB4Tl/MVwAHSTNiYtuc0Gk4wLoKE1123o1aD4ugI7hOfZsGZUA+pj7JTVkq4wE9/E+NMWoBNB1irzzq6ljjw0XgDNqRiOAIRT7debiQ7gfdTAaAXSdJqsoZdoNY2EUAhh7buevSUqmbHToayQ9I2lT+FkW2fbpMDr0o5IuaMrwsTD91FfRXDzrSbGxi6BsdGiA681scfi5G0DS6cClwBnhPjdK2rcuY8vQhz+4yarJ9ICaV4PmUzY6dBLLgTvM7A0ze5IgQNaSCvY5KbgzV6dKG+Dq8CUYt05ekEFHokNHztHIceukSt9/2evzgbG9lBXATcApwGJgB3BduN6jQzu9opQAzGynme0xszeBNeyt5nh06BppImf2LtH5lBLA1FtfLgEmPUTrgEslHSDpZIJXJf2wxPELpU16oVzXKVL9qSuu5yy6RPtw7yeUjQ59nqTFBNWbbcCVAGb2sKQ7gUeA3cBVZranqFFlJnr16aZ3laZF1jTR0i26vHHjxuR9ulAUzs3N2YYNGyodo48CSLv30etJKgHqcNi41yhFj5tnuSskCSC0NdZBOiEASe0b0QJ5BZCUvkkB5FlO602alV9l2TRJkySAQYZH7wtFS6086YuKYjpke9n3DmSta1oQ0SjZRcLQj2Iu0FiIC5XedNUw7/HzBO+teo4ydEIA55xzzltD9lU/fSMrsFXaNIa432n3YeKE085Y9r6VLS2aFk2hXsQuOI0kq8uOPjSGi0Rxi2uUTm+LO2acg6c1eJPaHGltkTrudd4R7qoj4UltgM6UAHXQB+evi6zpDHGlQRcyuyxm/R8OqgToiwDKlgBZXaNZuX6SaLJKiDznS9ovL3lKo2nqKAE60QtURwkwFOefJq5XJ88x4qpG08eKO25a700esU23aZLEm0aRDKIqnagCOfWTt1MgraGZt3szbX5RVBBZNmVV65qgEyWAE0/dOWeagxaxaXq/pqrReXrG8jA3N5e4bRAlQF+qP3lIu5Yq15l33y60CWfJIATgZDPLvv4+4QLoEFnO1lbuPGQR9F4AffpzyszRqXPQKe9xxlQN6r0A+kIVp6pT5GX66IeMC6An1Jkr5xFBG12SbZyr1wLoS05Wxnmnp/fWTZdLgllWwXotAKcaWSIYQ1vABdAR2sqNi5QEXS0xqtBrAfT1GYAsZj2Dc8wiyBMc93hJ90raIulhSZ8I1x8m6R5Jj4Xfh4brJekGBQFyN0s6u+mLcKpTZBbmkMhTAuwGPmVmpwFLgasUBMFdDaw3s0XA+vA3wEUE8YAWAasIosg1SpdLgq7aFUefRVC2ZMoTHHeHmT0YLr8KbCGI97kcWBsmWwtcHC4vB263gPuBhZofSKsxuiyEIqTNrmyaPNWhLlaDyt6rQm0ASScBZwH/CxxlZjvCk+8AjgyT5Q6Q2xR9E0FZh2pyFmYXnbwJcgtA0kHAPwOfNLNX0pLGrHvbP6WGo0N3QQRlbIibbtwGRadi95VcApC0H4Hz/6OZfStcvXNStQm/d4XrcwXINY8ODXSzOjFhqE4fJU8vkICvAFvM7IuRTeuAleHySuCuyPoVYW/QUuDlSVXJSaeLDtfXRnFe8jwR9j7gj4EfS9oUrvsM8HngTklXAE8BHwq33Q0sI3g7zOvA5bVaPFC6Gr0h65ngLtlahkwBmNl/E1+vBzg/Jr0BV1W0qzJtVy3KPvzeB8dq+97WSa9Hgp326bsYXAAdpMu5/9DwqBAtMp171vnUV5Mimu4ibfp8RSlyH10ADVDVGeIiwBU5bpecsQ2mr3/wYVGGQFbEtq47dV/bAi6Amkly1LQIbHFpi0R2a4OuCzIvLoAZkdeh86RLqiLNmjafG64LF0BLVHGWuCqSU45BCqCPOVEabV5P1+9lVfsGKYAqzCI3zRO6fNY2JVE1IG/TVD2/C6BFup67FqVtMZTBxwEizPoPjJtc1lf66PzQoRJgemSx6jHaoIoTzLLqVTdFe6KiXcLT39PL0/skdSfH7Z+n67kzAqhjOnDXHbBtmp4eUSRt2pNvSeuin7R9osfOsqszAnD6T55XKiWtKyKgOksyF0BN9KkEqepASfvHVYXy5PBF7anzXrsARkhVByoyUl30eHlCskzX8asI2gXgtEaZqlBc+yFrn40bNyZu650A2u7pqUofHnmswuS68vxPddyDPMdIew917wTQhOMM1Rnboq77mbcBXYXeCaCr1PHH1PWEWBulZJlwimUiUtfdW1QlOvQ1kp6RtCn8LIvs8+kwOvSjki7IbfFIyDvnp43xkCJkOWbW9rzzjJq8D3mmQkyiQz8o6WBgo6R7wm3Xm9kXoonDyNGXAmcA7wb+Q9JvmtmepBOkNVKc7pLmYH2JL1olOnQSy4E7zOwNM3uSIEDWkrRzpDVSmmaW9f8+OETddP2aq0SHBrhawUswblX4ggw6EB26DeoQUtedpS8UuY9VokPfBJwCLAZ2ANdNksbsXnt06Cadpa1eoTrPm3R/0u5b3fe07vuYt6E9qX7V0ggOD/y26NBmttPM9pjZm8Aa9lZzZhIdum9dl7PO3cs8XFMmnGMeO+oSXd5Gc5GgAqWjQ2v+W18uAR4Kl9cBl0o6QNLJBK9K+mGmJS3RFceMI49tTQXXykPcFIai06KL7JM3XaF7nGNex7nAfwE/Bt4MV38GuIyg+mPANuBKC8OgS/os8CcEPUifNLPvZJzjVeDR3Fb3n8OB59s2YkZ04VpPNLPYakamAGaBpA1mlhy+a2CM6Xq7fq0+EuyMGheAM2q6IoBb2jZgxozpejt9rZ1oAzhOW3SlBHCcVmhdAJIuDGeNbpW0um176iCcGrJL0kORdYdJukfSY+H3oeF6SbohvP7Nks5uz/LipMwW7sX1tioASfsCXwYuAk4HLgtnk/ad24ALp9atBtab2SJgffgbgmtfFH5WEUwx6ROT2cKnAUuBq8L/sBfX23YJsATYamZPmNkvgTsIZpP2GjP7PvDC1OrlwNpweS1wcWT97RZwP7BwapS906TMFu7F9bYtgDHNHD1qMlIefh8Zrh/MPZiaLdyL621bALlmjg6cQdyDmNnCiUlj1rV2vW0LINfM0YGwc1LUh9+7wvW9vwdxs4XpyfW2LYAHgEWSTpa0P8GjlOtatqkp1gErw+WVwF2R9SvC3pGlwMuTqkMfSJotTF+udzro6Kw/wDLgp8DjwGfbtqema/oGwUNCvyLI8a4A3kXQG/JY+H1YmFYEPWGPE8y4nWvb/oLXei5BFWYzsCn8LOvL9fpIsDNq2q4COU6ruACcUeMCcEaNC8AZNS4AZ9S4AJxR4wJwRo0LwBk1/w/5a943ExH6YwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from skimage.filters import threshold_otsu\n",
    "\n",
    "grayscale_image = mpimg.imread('cameraman.tif')\n",
    "\n",
    "thresh = threshold_otsu(grayscale_image)\n",
    "binary_image = grayscale_image > thresh\n",
    "binary_image = binary_image.astype(int)\n",
    "\n",
    "plt.figure()\n",
    "subplot_1 = plt.subplot(1,2,1)\n",
    "plt.imshow(grayscale_image, cmap='gray')\n",
    "subplot_1.set_title('Grayscale Image')\n",
    "\n",
    "plt.figure()\n",
    "subplot_1 = plt.subplot(1,2,2)\n",
    "plt.imshow(binary_image, cmap='gray')\n",
    "subplot_1.set_title('Binary Image')\n",
    "\n",
    "plt.savefig('figure') # ΑΠΟΘΗΚΕΥΣΗ FIGURE"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Χρωματικά μοντέλα – Εξάσκηση Python"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Blue channel Image')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = mpimg.imread('football.jpg')\n",
    "\n",
    "r=img[:,:,0]\n",
    " \n",
    "g=img[:,:,1]\n",
    " \n",
    "b=img[:,:,2]\n",
    " \n",
    "fig1=plt.figure(1)\n",
    "\n",
    "subplot1=fig1.add_subplot(2,2,1)\n",
    "plt.imshow(img,cmap=\"gray\")\n",
    "subplot1.set_title('Original Image')\n",
    "\n",
    "subplot1=fig1.add_subplot(2,2,2)\n",
    "plt.imshow(r,cmap=\"gray\")\n",
    "subplot1.set_title('Red channel Image')\n",
    "\n",
    "subplot1=fig1.add_subplot(2,2,3)\n",
    "plt.imshow(g,cmap=\"gray\")\n",
    "subplot1.set_title('Green channel Image')\n",
    "\n",
    "subplot1=fig1.add_subplot(2,2,4)\n",
    "plt.imshow(b,cmap=\"gray\")\n",
    "subplot1.set_title('Blue channel Image')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Χρωματικά μοντέλα – Εξάσκηση Python"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'V channel Image')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.image as mpimg\n",
    "from skimage.color import rgb2hsv\n",
    "\n",
    "img = mpimg.imread('football.jpg',format=str)\n",
    "\n",
    "img = rgb2hsv(img)\n",
    "\n",
    "h=img[:,:,0]\n",
    " \n",
    "\n",
    "s=img[:,:,1]\n",
    " \n",
    "v=img[:,:,2]\n",
    " \n",
    "fig1=plt.figure(1)\n",
    "\n",
    "subplot1=fig1.add_subplot(2,2,1)\n",
    "plt.imshow(img)\n",
    "subplot1.set_title('HSV Image')\n",
    "\n",
    "subplot1=fig1.add_subplot(2,2,2)\n",
    "plt.imshow(h,cmap='gray')\n",
    "subplot1.set_title('H channel Image')\n",
    "\n",
    "subplot1=fig1.add_subplot(2,2,3)\n",
    "plt.imshow(s,cmap='gray')\n",
    "subplot1.set_title('S channel Image')\n",
    "\n",
    "subplot1=fig1.add_subplot(2,2,4)\n",
    "plt.imshow(v,cmap='gray')\n",
    "subplot1.set_title('V channel Image')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Lab 1 Overview"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Δημιουργήστε ένα script το οποίο θα διαβάζει την εικόνα football.png και θα εμφανίζει ένα 2x2 subplot που θα περιλαμβάνει τα παρακάτω:\n",
    "1. Την αρχική RGB εικόνα.\n",
    "2. Την μετατροπή της σε HSV.\n",
    "3. Την μετατροπή της σε grayscale.\n",
    "4. Την μετατροπή της σε binary.\n",
    "5. Τέλος, αποθηκεύστε το FIGURE σε μια εικόνα με png format."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Ανεβάστε στο eclass το αρχείο του jupyter notebook μαζί με την εικόνα, σε ένα zip αρχείο με όνομα dip_lab1_AM.zip (όπου ΑΜ ο αριθμός μητρώου).**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
