HuffmanImageCompressing.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Huffman Kodlama ile Resim Sıkıştırma - Veri Sıkıştırma Final Projesi\n",
    "   ####   Ecemnur Belgin 20501072"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import heapq\n",
    "import os\n",
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from PIL import Image as im \n",
    "from termcolor import colored"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Huffman Algoritması"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "class HuffmanCoding:\n",
    "    def __init__(self, path):\n",
    "        self.path = path\n",
    "        self.heap = []\n",
    "        self.codes = {}\n",
    "        self.reverse_mapping = {}\n",
    "\n",
    "    class HeapNode:\n",
    "        def __init__(self, char, freq):\n",
    "            self.char = char\n",
    "            self.freq = freq\n",
    "            self.left = None\n",
    "            self.right = None\n",
    "\n",
    "        def __lt__(self, other):\n",
    "            return self.freq < other.freq\n",
    "\n",
    "        def __eq__(self, other):\n",
    "            if(other == None):\n",
    "                return False\n",
    "            if(not isinstance(other, HeapNode)):\n",
    "                return False\n",
    "            return self.freq == other.freq\n",
    "\n",
    "# sıkıştırma fonksiyonu:\n",
    "\n",
    "    def make_frequency_dict(self, o_image):\n",
    "        frequency = {}\n",
    "        for character in o_image:\n",
    "            if not character in frequency:\n",
    "                frequency[character] = 0\n",
    "            frequency[character] += 1\n",
    "        print(colored('resimdeki piksellerin frekansları:','red', attrs=['bold']))\n",
    "        print(frequency)\n",
    "        return frequency\n",
    "\n",
    "    def make_heap(self, frequency):\n",
    "        for key in frequency:\n",
    "            node = self.HeapNode(key, frequency[key])\n",
    "            heapq.heappush(self.heap, node)\n",
    "#         print(self.heap)\n",
    "\n",
    "    def merge_nodes(self):\n",
    "        while(len(self.heap)>1):\n",
    "            node1 = heapq.heappop(self.heap)\n",
    "            node2 = heapq.heappop(self.heap)\n",
    "            merged = self.HeapNode(None, node1.freq + node2.freq)\n",
    "            merged.left = node1\n",
    "            merged.right = node2\n",
    "\n",
    "            heapq.heappush(self.heap, merged)\n",
    "\n",
    "\n",
    "    def make_codes_helper(self, root, current_code):\n",
    "        if(root == None):\n",
    "            return\n",
    "\n",
    "        if(root.char != None):\n",
    "            self.codes[root.char] = current_code\n",
    "            self.reverse_mapping[current_code] = root.char\n",
    "            return\n",
    "\n",
    "        self.make_codes_helper(root.left, current_code + \"0\")\n",
    "        self.make_codes_helper(root.right, current_code + \"1\")\n",
    "\n",
    "\n",
    "    def make_codes(self):\n",
    "        root = heapq.heappop(self.heap)\n",
    "        current_code = \"\"\n",
    "        self.make_codes_helper(root, current_code)\n",
    "\n",
    "\n",
    "    def get_encoded_o_image(self, o_image):\n",
    "        encoded_o_image = \"\"\n",
    "        for character in o_image:\n",
    "            encoded_o_image += self.codes[character]\n",
    "        print(colored(\"Encoded resim bitleri:\",'red', attrs=['bold']))\n",
    "        print(encoded_o_image)\n",
    "        return encoded_o_image\n",
    "\n",
    "\n",
    "    def pad_encoded_o_image(self, encoded_o_image):\n",
    "        extra_padding = 8 - len(encoded_o_image) % 8\n",
    "        for i in range(extra_padding):\n",
    "            encoded_o_image += \"0\"\n",
    "\n",
    "        padded_info = \"{0:08b}\".format(extra_padding)\n",
    "        encoded_o_image = padded_info + encoded_o_image\n",
    "        return encoded_o_image\n",
    "\n",
    "\n",
    "    def get_byte_array(self, padded_encoded_o_image):\n",
    "        if(len(padded_encoded_o_image) % 8 != 0):\n",
    "            print(\"Encoded o_image not padded properly\")\n",
    "            exit(0)\n",
    "\n",
    "        b = bytearray()\n",
    "        for i in range(0, len(padded_encoded_o_image), 8):\n",
    "            byte = padded_encoded_o_image[i:i+8]\n",
    "            b.append(int(byte, 2))\n",
    "#         print(b)\n",
    "        return b\n",
    "\n",
    "\n",
    "    def compress(self):\n",
    "        filename, file_extension = os.path.splitext(self.path)\n",
    "        output_path = filename + \".bin\"\n",
    "\n",
    "        with open(output_path, 'wb') as output:\n",
    "            img = cv2.imread(path,0)\n",
    "            o_image = img.flatten()\n",
    "\n",
    "            frequency = self.make_frequency_dict(o_image)\n",
    "            self.make_heap(frequency)\n",
    "            self.merge_nodes()\n",
    "            self.make_codes()\n",
    "            print(colored('\\nKodlanmış sözlük:','red', attrs=['bold']))\n",
    "            print(self.codes)\n",
    "            encoded_o_image = self.get_encoded_o_image(o_image)\n",
    "            padded_encoded_o_image = self.pad_encoded_o_image(encoded_o_image)\n",
    "            b = self.get_byte_array(padded_encoded_o_image)\n",
    "            output.write(bytes(b))\n",
    "\n",
    "        print(colored(\"\\nSıkıştırıldı!\",'green',attrs=['bold']))\n",
    "        return output_path\n",
    "\n",
    "#  functions for decompression: \n",
    "    def remove_padding(self, padded_encoded_o_image):\n",
    "        padded_info = padded_encoded_o_image[:8]\n",
    "        extra_padding = int(padded_info, 2)\n",
    "\n",
    "        padded_encoded_o_image = padded_encoded_o_image[8:] \n",
    "        encoded_o_image = padded_encoded_o_image[:-1*extra_padding]\n",
    "        encoded_o_image = str(encoded_o_image)\n",
    "        return encoded_o_image\n",
    "\n",
    "    def decode_o_image(self, encoded_o_image):\n",
    "        current_code = \"\"\n",
    "        decoded_o_image = []\n",
    "        \n",
    "        for bit in encoded_o_image:\n",
    "            current_code += bit\n",
    "            if(current_code in self.reverse_mapping):\n",
    "                character = self.reverse_mapping[current_code]\n",
    "                decoded_o_image.append(character)\n",
    "                current_code = \"\"\n",
    "        return decoded_o_image\n",
    "\n",
    "\n",
    "    def decompress(self, input_path):\n",
    "        filename, file_extension = os.path.splitext(self.path)\n",
    "        output_path = filename + \"_decompressed\" + \".bmp\"\n",
    "\n",
    "        with open(input_path, 'rb') as file, open(output_path, 'wb') as output:\n",
    "            bit_string = \"\"\n",
    "\n",
    "            byte = file.read(1)\n",
    "            while(len(byte) > 0):\n",
    "                byte = ord(byte)\n",
    "                bits = bin(byte)[2:].rjust(8, '0')\n",
    "                bit_string += bits\n",
    "                byte = file.read(1)\n",
    "\n",
    "            encoded_o_image = self.remove_padding(bit_string)\n",
    "            img = cv2.imread(path,0)\n",
    "            decompressed_o_image = self.decode_o_image(encoded_o_image) \n",
    "            dec_o_image = [i if i is not None else 0 for i in decompressed_o_image]\n",
    "            out = np.array(dec_o_image)\n",
    "            out_array = np.reshape(out,img.shape)\n",
    "            print(colored('Decoded resim piksel değerleri:','red',attrs=['bold']))\n",
    "            print(out_array)\n",
    "            output_img = im.fromarray(out_array.astype(np.uint8))\n",
    "            output_img.save(output)\n",
    "        print(colored(\"\\nDekompres edildi\",'green',attrs=['bold']))\n",
    "        return output_path\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sıkıştırılacak dosyanın adı:lenna256\n",
      "Dosyanın uzantısı: .jpg/.png/.jpeg\n",
      ".png\n",
      "[[161 161 157 ... 169 169 126]\n",
      " [161 161 157 ... 171 169 126]\n",
      " [163 155 159 ... 149 124  62]\n",
      " ...\n",
      " [ 54  46  52 ...  88  92  90]\n",
      " [ 42  46  46 ...  96 104  98]\n",
      " [ 44  50  46 ... 104 104 108]]\n",
      "\u001b[1m\u001b[31minput_image piksel değerleri (quantization sonrası):\u001b[0m\n",
      "[[160 160 160 ... 170 170 130]\n",
      " [160 160 160 ... 170 170 130]\n",
      " [160 150 160 ... 150 120  60]\n",
      " ...\n",
      " [ 50  50  50 ...  90  90  90]\n",
      " [ 40  50  50 ... 100 100 100]\n",
      " [ 40  50  50 ... 100 100 110]] \n",
      "\n",
      "\u001b[1m\u001b[31minput_image boyutu(byte) :\u001b[0m\n",
      "66614 bytes\n",
      "\n",
      "\u001b[1m\u001b[31m\n",
      "Sıkıştırılacak resim:\u001b[0m\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1m\u001b[31mresimdeki piksellerin frekansları:\u001b[0m\n",
      "{160: 4669, 150: 6154, 170: 3076, 140: 5633, 120: 4201, 110: 3471, 100: 4573, 90: 2945, 130: 6031, 180: 2120, 200: 2251, 210: 2241, 220: 600, 190: 1979, 60: 2813, 80: 2202, 50: 4804, 40: 3131, 70: 2019, 230: 82, 20: 38, 30: 481, 240: 5, 10: 13, 250: 3, 0: 1}\n",
      "\u001b[1m\u001b[31m\n",
      "Kodlanmış sözlük:\u001b[0m\n",
      "{130: '000', 150: '001', 40: '0100', 220: '010100', 0: '010101000000', 250: '010101000001', 240: '01010100001', 10: '0101010001', 20: '010101001', 230: '01010101', 30: '0101011', 190: '01011', 110: '0110', 70: '01110', 180: '01111', 120: '1000', 80: '10010', 210: '10011', 100: '1010', 160: '1011', 50: '1100', 200: '11010', 60: '11011', 140: '1110', 90: '11110', 170: '11111'}\n",
      "\u001b[1m\u001b[31mEncoded resim bitleri:\u001b[0m\n",
      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      "\u001b[1m\u001b[32m\n",
      "Sıkıştırıldı!\u001b[0m\n",
      "\u001b[1m\u001b[31mSıkıştırılan dosya:\u001b[0m\n",
      "lenna256.bin\n",
      "\u001b[1m\u001b[31mSıkıştırılan dosya boyutu (byte):\u001b[0m\n",
      "34365 bytes\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1m\u001b[31mDecoded resim piksel değerleri:\u001b[0m\n",
      "[[160 160 160 ... 170 170 130]\n",
      " [160 160 160 ... 170 170 130]\n",
      " [160 150 160 ... 150 120  60]\n",
      " ...\n",
      " [ 50  50  50 ...  90  90  90]\n",
      " [ 40  50  50 ... 100 100 100]\n",
      " [ 40  50  50 ... 100 100 110]]\n",
      "\u001b[1m\u001b[32m\n",
      "Dekompres edildi\u001b[0m\n",
      "\u001b[1m\u001b[31mDecompressed edilen dosya: \u001b[0m\n",
      "lenna256_decompressed.bmp\n",
      "\u001b[1m\u001b[31mDekompress edilen dosya boyutu (byte):\u001b[0m\n",
      "66614 bytes\n"
     ]
    },
    {
     "data": {
      "image/png": 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rVUl7Cgbl8LBr8VAoBmlvsoj7O21iDzriXpF/Piilh9XqZME9OAbyzfXY3CgdYvpO5CGECfFptj9qIQXnxQN3SPT/PIvPIkSVDjEs4nEML3hjWDCEBU8GwuMK3q1mnvhOP7a8z9//QWPv74P5joalDyKtVkubm5va3Ny06/BsZAgmJiY0MTFxT9rVK4boGHZ6PYrtoBjW1tZ09epVra2tSWoPmRgz9snDyKFRDH4h8FBYamIln5rDa9hvw0vtoBKD3Gg0tLW11ZYrBr2GKeZRdBabjwGjcbhXYFtbW+bN4P3gAj9srPd+QKpOnycG94sRTygMw7a43n+n32idlEsnwSLiAXTKNDAmHiSMAmTE6/5ZIDvhlUl7GZ9o1sWnvPcT1g/PSnhxv1SytAdc12o1ra6u2rMy7/F4XL29vRoeHtaZM2fU19dnY8B48r5O4CfPwJj7sCmZTGpnZ0cLCwu6evWq4S7sGcbEh+AHpc47Pt9Dvft7JJ0mwYNjLMqdnR3FYjFLPdVqtba4NLqRoq4hli+VSqlarapcLtvntre3LX5lcUSzHbjUXLenp6ftPaTFCGHwengdJp+3vtEsh/9/1Krv9zlpL2XGAgjD0J5HkpGuUG5YZ5QiigsUPgxD1Wq1B0pNepcXJe7TqGR6ePZUKmWgmbTHcqzVanbvzEN0s3tvA1DYj0cUuDtI2ExsTOYSTsKDyPb2tgqFgsrlsuFfnluRSCQ0NDSksbGxezgmfI8PifkcRjCaeSN82Nzc1MWLF3Xjxg2trq4a6A1bk73igfyHkUPRDNbHlD6WAmnGS/D00t7eXkmyAZH2NpLfrJ3ARsAhFIC0lytHEXkLBOoL1oF4VJ3/c328De/hdHV12T167c41ovFglDzEmICzROPOKEGnp6fHFCobhnvs6emxLEC9XreMCug/1hnxLn2n7yRl5l1f5pTP4SmgOFqtlnp7e+15YJ2ur6/bWPnnYc79eLP5SG9GiWXR+45mY7q7u+0ZotkmP35R4X5RwEtLS0qn0/fUeKD8Hn/8ca2trWl9fd2uEYvFVKlU7lFCPlTiflgnOzs7Wltb06VLl7S0tGTvR+GSjYg+b9TI3U8OhcfAJvSuXRRVljpvci9sNi8eWY9iFn5C2HA+jGBDoRBwg/cDhFiUuHGdOA6ELN7CIlFcpdPzARg+CGGlk4seBXi5JjRgYuEgCNrAW08E6+RFcD9RenOUvQkin0ql2jCDeDyunp6etvoYjzFwz154D8/UiZ/RiUDk79F7SM1m0+juPuXZCTNhrrn20tKSlpeXtbW11RZ2oXwGBwd15MgRG2uA2v1cfE/u4hqNRkPLy8u6cuWK5ubmDOz2IDreX/RaD0Orlw6JYkA6LTgmO0pyin7OF8B48Shv9DN+sHC1SS35DUDczOs+/Ra9V36wlt5adwIpoww+LwfhJw8iuOT+Gri5ZFTI/Hi0/KCCrfu9jofHOHleCgrRg8eId7PxFjwugheDoKx5xuj7vfg5QxGS7saT8267LxiT9pRAdBMDmPK55eVlVavVjgqsv79fJ0+e1MjIiGVfuHd/3z5UjdLES6WSrl69qoWFhTbqOtgY4+/XmVeyDyOHQjH4gfADLe3lnD2/3eexPXh0v+/wbtn29nZbrUQ0rxzdAKSUfLoy6mY2m00jUPnN7hUO10er812deAWdNrake9zlqJDOA233AkLtsyv7ucqdxq9TylK6lycRBME96DuhiqcKexp8NEXojUGr1TKuAIrLg5e+PgPMCGXhX0dgxnINCuAARakt6RROefGZg0qlouXlZQvPohyRwcFBHT9+XOl0uq12hfvzoZfPzIVhqIWFBZ0/f14LCwtta8fT+3kNRcf91Wo1w9MeVA4FxuDFb3Cv3aX2tFlUEXSKobwr7BWDDw2itQ6AZGxGwETSoryHCYtuPKxilKEo7VX/4d5GGXdR8aGJl6hVZGPxXdzD9vb2PR4URCFkP4DOfwfuPfcU/W5pd3xrtZrNmaebMx7gOLVazSycd4V9rO/vnTnxNRj+uaKpTM9xYP0ALvMMnk4eJUrx7J5PEx0T7he8hHldX19XtVq1Go0onjE1NaX5+XlduHDhHqOGAenu7jZFGIah1tfXNTc3p7m5OVOWeFDpdFqpVKotZe/XPaFQJpPpOM/7yaHwGPYTHzPibnVC8Rn46AbyyiLKRGTwpb3FDrgTvQe+n+/zdRPRvge4bVFACbSezcPCZOF24uR7ZdYpE8HrfmFHF2IU4d4vE7JfiMAmjmYf9hvXKHXXb0iwC+6LtLG0q8w8k89fm/d4r8UDf14R80yS2lLFnhpMHQveKRuY74RtyL34ufG4DcrQj0m1WtXy8nKbV4iAsRw9elRDQ0Nt4+4zQ/571tbWNDc3Z4xGvDCATbgUeJw+Le73x2GprvyuCBMWjfF9+tJr8YPSU50wimiqiIXKJgK195uchc3m9tbETyrZEa/YWNT+vT6duB/YFgRBx2fDVfbWl80bVaR4OyzqdDqt7u5uxeNx9ff3KwxDo9uitBBSiaSHoxgM98qG9wqZwiWe25dhs7Fw3dnAFER1d3ert7e3rbCOeWI8ohyAqPEgPI2On+dZMDfcJ5a7U8oSb5L77jQnkJ5YW96r6u7u1pEjRzQxMSFJbSEVigOlU6lUdPXqVV28eLGtQZHPOsTj8bZsiCQLFWGRPiyHQTqEoURUWIRRtBvxWQcfdnRyv/1rFEv5RQwxicFkM/kNShjB+71i8CAPGpxroYRYkCDpWDKQep/uwn3ulKHhvghxAPW4D14nJYvSaDQa6uvr09DQkHp6elSv15XP57W6uqre3l5VKhXV63VVKhWFYahyudzWHMS71nyftBcj74dB8FyMAf9i0RhfX6jGOCGkczuVhnPNaHYpCgDzPr+WPAuSe0kkEm3eoF8XHnvoRJ3e3NxUoVCwLk+ezo2yOXXqlJaWlrS6umqf88qhUCjo+vXrWl5eNq/Pp+V9cSGKlmf0NUN+jh5GDq1i8LF7NBPg+QEHiZ+0qMdwv8979uJB1wcH6BTLezYa9y7JuPN+8fKc/hlxdXlvdDP4tCfv6e3ttWuyMLHU0u7mGxwcVL1eVyqVUk9Pj6rVqoaHh7Wzs2OWTNpdqJubmwqCQKVSSfPz822bJWoxUUSdBGWHMiA2R1lFrRpj50lZgHNe8Xgykp+v/UhKnajPnpDk616iEu19sZ+0Wi2tra2pv79fw8PDbRgI9zA0NKSzZ8/qrbfeMgyH9xWLRd28eVN37tyx+/Gf93USjCNrqVwuW2bpoEze/eTQKgZveUCQPcIt7ZJ09gPDpINpoFgN3FdiaM+w9LEqi7JTONJJeG+z2bR0IIsbbY7F7jR53DtaP2qFSVeRo+7p6VFvb695TYQM3vL29fWZBfGWsbe315QvVhNlNzY2plgspoGBAY2Pj6tWq+nOnTtWQESDEgTSUXRcPMjovSzPwPShCd5WNEvjvSM/TowvrxHfP0yNwH6WFY81ylo8KAVYrVZ1584dC4mi0tfXp+npaa2srOjWrVsWiq2vr2t+fr5NKRAK+XQ841WtVo0Y6EM1j2PhWT6MHDrFwCaVZDlhFkO1WjWXmsV90OR02nDRBeNdd4gteCTR/LIXJhvL69FpqT2F5tNQTCJIMoopOnncu6/8g9Umqc0DyOfztpmxtD6Vy/2yoWq1mjE/8Si2trba6Nx8plQqKZPJKAxD5XI55XI5DQ4OqlKpaHV1VdevXzcUHiXhe0fiksMAbDQabX+v1Wr3KL5OWSckGjPDUMTikgr1cXh0/sGGot/RCYSFpt1JDvImw3CXd1AoFJROp01ZegCV9CWYhCQtLi7qzp07bRmwer1u4+dDZdiqjAN/971AyFY8LMHp0CkGHgLgkRgRjQ2qT1FKJ2GjERfuhzsgUK8pRpHubQfHAon2YGAze9fTu46JRMI23c7Ozj2FXTDhEO4RhQG4iGVnjFAwQRAY+ERsSUUdvHm+kwxDqVQyLyYejyuXy9kiY1HhisdiMZXLZfX29qparSqZ3O3YnEqlNDo6qtHRUV24cEFLS0ttKUswB//M0RSiz8fz94M2G4vec108EOznwD9LVDwbMpqhYc0Qynlhk0bpygfJ7du3NTg4eE8Kl+5L4+PjWl1d1TvvvKPV1VXNzs62eQoe1I2Ooc96eIJfV1eX9aRE9ivU2k8OVVYimUxaMwqopbVaTZVKRZubm+ZB4Pbjmkvt3kEncgkWnA3rc9p4CQcVmvjiLYBBX6fhhe8CGCKtyefwLFjIhAVYbtxtXG3qGrq7u42g5PPo3Es8Hle1WlW1WjVvh2erVCoWg2az2basRblctlCC+0smkyoWi+ZFkVpttVqqVCqWucnlcnrxxRd1+vRpc+F9gxCfhfHl64yb9wB9tiG6Lrg/5imqTD34GU1xHySewhwlDm1tbbUpoSgh6SDhM43GblPWSqVyD2bV09OjbDar48ePa2trS++8844V2iEoUd8uX9rLZjAOeNpRj4018LBYw6HxGLw2RfwmZPFKsk64Pgb1HH+pc29GFITUniPHjacIJ8ph95z4aL8FFmUnoIfrgiv4Z2XzNxoN41QQR+7s7GhgYECZTKateKZSqZglYPH6xc/CZnPE43GVSiUrPMOip9NpJRIJszIwNlGacAxg6HmuBaAXnaNIwT399NMaHR3VzZs3tbCwYHNVrVbbipyk9g3G+4iPo2Ml7dU2oHCi/BTug5iadcEcMc6ENt7SM4bSXqGXZ0z6sBLpxFPxf+MHRbaysmL4Dp/lut3d3crn81peXjbMxme3eGb2gsdXarWahbJeYWBoOqVpH1QOlceA1Ot1WzxbW1sql8va3Ny0FJrPazPYDIZ34X0852N/ru1Lre/nxpKm4sfjB3x/VHmgULzV4v/cG2kyNvjx48dt82H5ORuA7w3DsC1t6vPkgKf1er2txTkbjpDA8/Wl3QVIpSO9BGKxmHp7e9tYmv45PRYQBIGGhob0/PPP64knnrDKUTgB3q311t5Tzdls+8XDnTJJbCAUIc8VFV6P/s3XGXiuhJ8vX/X6INkwLLnPvqyurraRoVAc29vbevvttzU3N9e2RqPPJ+0pfLI1eEl+vHx7AYzH+2lGfGgUg795rEO9XjelsLGx0bagiKe89fEAYJReK6lNi8MG9O4dix43mGt4Qk908aCc/GSyGXHL/X2jqLCghCetVkuZTEbNZlMbGxva2dlRoVDQxsaGKUof6mDVeAa8CBQP4BTfQwgQi+2W+npLFAS7lNlSqdQW33Z3d1s2yCvcRCJh70XRemxjampKzz33nIaGhmwMfK8L71lFx5NGqb76ku/lfv3mjioR7/rjfUVrarwVBZfZTwA7GdP7gXhRA8N812o1LS0tmXKIx3c7Os/Pz+t3fud3tLS01FbZ6zNlVFay0aNsUohqjBOvM1ewPx9GDoViYJOz0avVqjHtQO494EOsi9UFgPJ8AiYI19IvGOIvFrOnQkfdcaSTN8Ekgn3Q4rxWqxkmgRsP+AOASprJYxQnTpzQ1atX7Tg9FJzPyvj78S4vVt2Dl1w7Fou1oes+70+79Xg83tZ5eXNz08BKn5khFcZ7WbjSXnFad3e3BgYG9JGPfERPPvmkKfhqtapSqWS/V6tVK/by9QZcx4OSgJXRClofgzMn0YxE1AtoNBrmNVHTsJ94D7XTOrhfqTxSr9e1urqqjY0NtVotVatVLS0t6XOf+5y+9a1vtYVleIw8n+fDwM7l+fAcg2CvTL63t1f9/f1tFb6+O/qDyKHBGDyqzobgiK319fU2t7lWq1k82tfXZ4MUTS0xiYCAWCwEDU3c7Sd4P8TZZyU8EYkNCtpMeMHiZkLxLtD8IN3JZFLf/va3jYno3VvuB3oxhBhffQdi7y0OiorNBKBIAxI6WeEt9Pf3m4fBtVEOeE19fX0GPrLheA+gIrwKSXr++ec1MzOj3//939f6+rpVmbLgIePgHvu547nIzPj4PSoeICR292cxcC2MAu/1WQ3PdiV1SyOX/byKaDYKDxBF59cDQC+K8Ytf/KK+/OUvt91/tKDLA4kocNL23DdeoMdP8DgqlYoZqoeRQ+ExePGu5+bmporFoiHu+z2ct8heOk0moQchA5o46vJ7ghELCaCuE8iJqyvtHyNjfXBnPXCZTqcNsWeB8j6UJZkOb1E8zwGF0N/fbwvMb0KuDXjIYiuVSkqn03agC1x7vmdnZ8fwB88bANgjnCHFCnbChhgcHNT3f//322YlS+JDRu/hcV+EMb6tWSccwAPFhCAoSsJLD2BiJFBK0l5qEMH64tE8iODVkMHBgPB8bNRLly7ps5/9rH7rt36rTcl5Fq2n94NrgDvxHoyP9zoBZzEMAMxnz559oGewe3mod38PBasOaLazs2O4QrTwaD/arS8NjiLHUSoti4RJ8G3JvJLoBBwibFY2Oej3/fLbLABJ1t0nnU7bRvAAk1dMeCY8CxaIzcICgksA797jCb5GoVqtGu6ysbHRlo7FE0kkEsaTkPb6LBAqYfXxSOBG8H247ENDQ/rEJz6hM2fOaGJiQs1m0yynL5Bj/FFQXtmiGL3i9eAhayDa2g/UHpealCBzR3gUnTePq+xnlJgr3uNrGPByuL9YLKaVlRX9zu/8jl5//fU2i8/vPi3pMw2+HsIzS/2cdnV1KZ1Om1dHIdfMzIx+8Ad/8MA1GZVDE0owQRTwrK2tqVwuK5fL2Yk/Xrw29pPjN6gXbx2ieV0UAcrB89M9Cs1nPI3Z4xbenZX2r8fwcSru+ezsrP0tWuPhuwv55/exL8/BZvZ0a88fwDX21pm6CsYAxcN4QnPGs8L9JoyKgnJYKhq+Mo6nT5/WsWPH1Gq1dOvWLf2bf/Nv2rJJnm/CdzFG+3lhxNDcE+Pix4/PE+Z48hIehWfcego8nsR+GSsP7qKcuR7ii6Bu376tS5cumTJFKfkNz+e5LsbA81iirFq8iHQ6bXT1RqOhyclJvfzyyxoZGel4//vJoVEMgIxbW1uqVCoqlUpt8R5uv7TXzce771E3PCpoVDRz9G+eYtxpI/K90q7lBj33n/Xf6ycuKtwr97K2tqZKpdLGR8hkMqpWqxar402wsbEevpGML1sulUrq6+szgJWQyYOJbG5CBH/8n8/vszngLiSTu0esQ7P2uf6NjQ0NDAyor6/PLJ+PvQcGBpRI7HZOlqRf+7Vfs7HynqD32PYD/vi7xx98Q5ioQJgD7wFX6u3tbZtPFAjErigL1kuU3+BDNkIprrOwsKB3333XDBHzEA0NPOBJwxo8MViNnjHL5zOZjJLJpAGNExMTeuqpp3TkyJEHSrN6ORShBMAjRCZQY2mvWAUXkY2CS+njU19II7UDOeAWcCN8HwMWJprbnzuBRHsyeHfVg02kCWEsHiTd3d1KpVJaWVm5h+0GTduHFLlczt7DQvHAHBiIX0x4DLxWq9UMvGQTsLmkPUVGJqi/v9+QdJTS1taW+vr6zDXf3t5WqVRSEAQ6duyYBgYGzFNgPthsnr166tQpnTp1ytJvniOBeKUQZQUiPDdz0ImNyrzhYpMdKZfLdtixp96zDvar0pTaDQpzTpjlcZww3D1C7p133tHs7Kxdn3CJYkAULc/L38F1CAuZT541Ho8rm822dfrO5/N66qmndPz48YfuEC0dEo8BrUxf/EKhYLG25xSQwoxaPWkPYfaWAtQdVDmKajPpXpv6zj0+lvfhgQ8fvPjre6bfQc8N8YXNwufJMEh74QQLNZ1O2+LAemcymbbYk03i7xkQ14OYPgfOPIDqU3Y9MDBgmxcXd21tzRTX4OCgEaK4Bl6dB2mxhCDoqVRKP/zDP6xCoaBSqdQ2/tK951H6+fWMT9YKG9OvDV92ThctvDMUJyQuv27wpDqFpYhntnI/PvxEMZZKJV27dk1zc3OWribjQSiFkveCQfCFcV7Zk/XA86nX66rVaurt7dWpU6c0PT1tod5BxWCd5FB4DCyYWq2mYrFoyCt8BRYRC82HC76OPer2eVaeBxmx1D4E8C3C8EY6ZTui4Je0l5HwSLQHGBHcTBZ8pVJpO8uBBY7wLGxewhw2OAuefn7cG6EAP8TIpCl5fu6XcMAzSlmkHoDzDL50Oq2hoSFNTk4ap4H43eM8vM6/gMyM4ZEjR/TDP/zD5iV5cNCPg88kMZYobTCQaIjo78kzVFFsxWJRm5ubKpfLliUBayB84v0HAcp4b9yXp+lLu63lOTEKY0NhFD0b/Vj75wBA9hkZ5jCbzaq3t9feQzj0+OOP69ixY0qn0wqCQNVqdV8vaj85FB5Dq9WyY8VRCh7EYRF5y84gotkZNBalz0J4UgwAp29yEk2Fcj3Sbt76k/7zXgUWRmrnTvjrsbhIWxE6Yb2JE3FDPcCJWw+tmefynAMfy+Ia9/b2WkaCZ8fCsUGxaihVwjE2VSwWU7FYNEXc39+vTCZj9SoIz+Eb5fI6G9LPF9fr6enR2bNntbKyoq997WuGl8Ba9J/xYx7N2aPMOuEQjLcPC5rNpkqlkrq7uw0P8V22uDbf3QmA9MqIsfTfgbdw4cIFra+v2/17hiOf9zUiQbDXt4I0NqQvDByGEqyt0WjYkXhTU1PKZrMWTkbZng8ih8JjaLVaRn2Oal+fCmLiPXAj7R0WwybwvAP/HXyGxYqlZ7N4q0DKCW8CiaauUB4+TRUVvAKPcrN5UYII7imLk83JmNC/ACsCEOqBQklt7iwhA/ftQwcIQR64BMHv6elRsVjU0tKSurq6NDY2prGxMfNIAIt9mzzISihm0mk8iw/lePZMJqMPfehDmpiYMMXtMwjSXuYoOv/RkKJTKhssgDmCd1Gv11UqlbS2ttZ2pIC3+IRAnTwGxo/vxHIzvhsbG/r2t7+tW7duqbe3VyMjI+bdsfZ4Rp8Vw3thDaD0mEevWPAgEomEhoeHNTo6avgO48bcPowcGo+Bs//Y1DD8pL1YnglD6/rPS/f26WMjHMRc816Bj8M7NU3h/R64ZHOy4JkAnoMJ5O+eukxYJKntXxaEt7qJREIbGxvq6+szb0BSm4Xlngh/yDCwMbEgcBZQptvb29bFCW+qXC7bCcpPPPGEKZYok9NbRw/ueutK9sRjKH4sY7GYstmsfuzHfkx/5+/8HW1tbbUdHcczeRq8x0/8+/YjtTG2jA3FcD09PQZ6M58ee4k2r/FrgpDWA6y+8e3c3JwuXryoIAiMvdsJe+Ff7t3zH3p6emy+SFNCZUfZ9fb2amBgQKOjo9ZbAwUahqH1g3gY+Y48hiAIbgZB8E4QBG8GQXDu7mv5IAi+EgTBlbv/DtzvOmG42zs/Ho8bQusnA6199/r7PmQsFrMB8+JrKKLfi0VmogCo+Luke7ILLH6pHXPwiLh/nftKJpP3NNDgWbxl9a483YhZHABNAJZ+4WJtAWh9ijKR2D0y3efaURbd3d1tfRoWFhZULBY1NDSkU6dOWRdpNmC0KAnqNfUf1It4l5y58+Naq9Usxpek8fFxff/3f78GBnaXDBkTj+JHxSuaBxHwCMJF7h0vjlod6jj2uzbepBfmsl6va21tTe+9955Vl7IewDCizWsgnFEfRIiwsbHRlqFDSqWSjbFXCh5XILPlK3EfVL4bocTHwzB8JgzDF+7+/69L+moYhqckffXu/w8UrJanG3sCEa/j2kXBKd7LZHXKO0cnmHha2itI8hZJ2psINh6AH6k73gdI5Xv6e68j+j6f4gKNl9TG9GODwdwjBeh7KqJMvPUgXFldXbUQYWdnx1q0cT9kPYiLSUsuLi6q1WrpiSee0ODgoKXLfHhGw1nGBleX+89ms22UXhQZHIJouOU9uh/7sR/TT//0T+uFF15Qb2+vNVLhc9HPeoB4v4ImvzH8nGAUoN4D0vGsUU8sKngUeD3I9va2dXiOKjOaEZGKxEj4/hbMDf03fD0HKfve3l4b65GREQMi2SN4krzvYeV7EUr8qKSP3f39s5K+JumvHfQBHwogHnX3IKF0b98/YrX9woVOJBW0qbSnADxhSrq3kSgKJCoeLIr+7q8LHwDPQNojb7HJCZMANT1TsdlsmkXwQBxjgPvZarUsA+H5HXAFooBjOp3WxsaGarWastmspqenbZN54o+fAxQrygcl19/fb+61x3JQWj7378UDzFNTU/rMZz6jvr4+vfbaa1ZpSvZmv74Nngy1n6Dku7q61NfX1+bpTE1NWSgAU5GQzeMNCOPr2anNZlMLCwu6du1a21phzZI1AkPwsT/jScjmjQjrj3WcTCaVzWbNU/CFfRgL6lvej3ynHkMo6ctBEHwrCIKfvvvaaBiGC3d/X5Q02umDQRD8dBAE54IgOOePI0PYrH7ycZWjwutRhdFJ2BRkJdgo0v1byvtrePGeBkgx3guL2afoPMLtU7AIZzt4cAoLgxUDcEqn00qn05LaCTeELdFx8s/J5p6fn1e5XNbIyIiOHTtmKD0urUe2K5WKMes85sB7eXbu12dSANei2QOUIt8B0PaJT3xCTz75pFqtlo1JVMkTm/uNG53HKHEK6+6Vd6PRMD5FqVQyzyGaFvdCVoE1lUjs9qm4fPmylpaW7jFGeHVcE+XA/CaTSfX29tozevzKfycK5dixYxoeHr4n49ZoNCwr8X7lO1UMHwnD8DlJf1LSzwRB8P3+j+Hu7HdU4WEY/nIYhi+EYfiCJyzdT/zAdbjmvhYdoAh3jMXCJkMgEXUqnOHanb47imN4As3w8LAtNo/Q839vUbk2YwLPHmyFUAlrgFtPSs1jJhxhhiLCCvIMgG4jIyOanp5WPp9vs+ypVEq1Wk3JZNLCAJ8pAMEHje/u7m7rQA3Yyn3juUQtu0/bee5AOp3Wpz71KU1PT7cVWRFaePoy9xydT67vPTTvLfl5X19f1+LiokqlkvWz8ExI/vV9Lrz3VS6XNTs7qxs3brTNJXF+NKRkrHl23H5fmNdpfSeTSR0/flxjY2Pq7+9vewY8Yd8e4P3Id6QYwjCcu/vvsqTflPSipKUgCMYl6e6/y/e7Dta2E3DovkvSvR5EdBH4wex0dqBfnMRt/jOe/7CfsuqEvPtGL2AgYRjqqaeeMovXKVxgsXlyEalZ3g9dFoC2u7vbPArGoFKp2LNhmbk2G61Sqai/v9+Yd8lkUk888YSmp6fbFinZHVzpzc3NNv7/1taWisWiJFma0od79XrdUpdkQtiQfrHSzQjgL+oJhGGovr4+/fiP/7gpKd/oNmoI2MTRefOKgef0qD2A8/b2tqrVqtbX1w0URRl63CtKj+faKysrevvtt01JQaZjrvD2CGF9pSzvA/D0hX48J1yF0dFRDQ0Nqa+vz9YvRo8Qgnl/v/K+FUMQBOkgCPr5XdInJZ2X9AVJf/7u2/68pM8/wLXainY6SadJ3w9sktRWV+G/h2KjKCqMoJz8oEaRdd+S3d8L7icbk8YqUQYm9+cJTGRkWIBMMO55vV63wiruH2yiWCya1cUVB7TD+wG0LBaLZtVPnz5t4Uk6nTagESUjyXox+D4ZVE2y+UH1pT03nTAGjELaK2Ly8XCnztC8n7k5evSofuAHfkADAwNtZJ1oGhHP66DUHNRgnw7016pUKlpfX9fy8rJWVlaMW8Mcsz7YeCiXcrms69evt3VKQrkyr3g2NF/xADLKAU/TKwe8FDgfx44d0+joaJvnEwRBW8NZL/uBpwfJdwI+jkr6zbs3kZD0f4Vh+DtBEHxT0r8OguAnJd2S9Gce5GIs8k6C+0R85r2KqCXwn+HvWEH46FHaMW6eB/K84GmQ48ZdjWZOfBquXq/r9OnT6unp0fLysm1u8BQ2KpOLxxAEgbHduDaVfvV63dKexOq4+oRLcAOwsKSu8Bh6eno0OjqqEydOGEhFVqJcLpt77suNy+WyeQb+9C/GBAscXaj8RHtVsjGIlZl3vASffiXT8ZnPfEZzc3N666232jpQefEI/0HrzGcTom59o9FQsVg0Sz48PKyRkRGdOnXKqOSXLl3S6uqq0um0ms3dvhI3b97U+fPn7ZkBzzEOzAtj48M0z1fB22K9ozxjsZiGhoZ05syZtpAPRdfX17evx/2wrEfpO1AMYRhel/SBDq+vSvqBh7kWm7eT6+41KBVsPh4lrox+3vcqiHoVPr3Jwmaz+rp8UGFPE/ZAl2cS8j6+M5VKaXJy0hYem+3uGLV5KmwO7h8eAveK5fC1GCzmdDptrbtYdBCUfMFNtVpVPp/XxMSEhoaG2kqM8TBYwGAFWHdc4iiWweZCWXqiGPcYnWc2jLRH5Il6Tn7umZt4PK4f+ZEf0euvv27eS6PROPAgFTZpFHhkTUl7xXd4pMzD6uqqPvnJT+ojH/mIWWdCi+PHj2tyctI6bl+8eFFvvfWWXTuaKWI9Eqp5g8K8UXmK4o3H48ZhSSR2T606evSocrmcYUest3Q63aYUUM5+nT9syvJQMB8Piof8QvKalQIrj/ofdG2/8VAaWEUmk2uCsDOpLH5iZiy3B5OwroQTU1NTOnnypC5cuGAWjAnzQKUv1YVmDCPRhyWQkliMpBn5PryP7e1tbW5uGoCFojty5IgVPPmeBSwwlCCvM8ZREJb74l4JlSj/xcoz5jwjY0W2I6oEfFUiwr0xF0NDQ5qamlKpVDIlfVAmCS/GC+lCvpvwiTlstXab1vzZP/tn9alPfcqyOxxd0N3drf7+fuuPycHB3stgLphjro8BqVQqbexEaS+0QbFzL43Gbv9M5i+bzVoamXnv7e01sNp7mgjeysPIoVAMBwmTIckWPsfTsWgfBGThfZ4zwQQSnhBWSHtn/nEPbFLPq2BxQljxgBbWFOBO2jtxCjylr6/PLAKWkSwD38MPG5IKvTAMtbGxYQqFBQYbDvc9lUrp9OnT9r3pdLrNGjEW8Cx2dnbU399vWQ9CHlKO/tlZwDw3CxtQ0XtffIaNjqLzWSI2kseA2BxBECibzerjH/+4Pve5z1lIsrW1ZVyDThL1Qr0RYsOigOLxuGZmZvQTP/ET+tCHPqSuri4VCgVVKhXl83njOHiCVxiGOnLkiMbHxzU/P29rDS4Jhg3FQzgardiEco4HB5YShqGy2awmJycthOD1IAgskxFVClEP4f9RioHGE7juxGZRYUFGsxD+/35RS7I4F6DPX4efaLoHJSKprUV8lNMfBIFOnTplbEMPtqEkksmkSqWSBgYG7nF1UQZMPArNd5qGEUf3Iai3xKTgMlNTU6YQYMYBVlKlx9jV63Vls9k2ZenH2y9y78UxXjAHATLxHHgPCrFcLquvr882NkrEFzBxTiZKEwV45swZTU9Pq1gsWt2Iv4/o2uFvXrxy82HN6dOn9TM/8zOanp5WvV7XuXPnlMlkNDMz0zYOHsOAbv5TP/VT+vmf/3l73XNXfFEc687fh6+wxZMAn8jlcjp79qxGRkbawkKARtauf8bo8xIePowciupKBFfL01Y90Oa1oqfJRisLET8YPpxgc/oyV6+tvXKIumbE0KDyvI7SAsV//PHHlUqlVCgUjDYstbeyB4X2C5QFxWaWZLRdAKn19XVls1n19PSYdcaik7WYmprSBz/4QbP+ZC8KhUIbmNrb26tyuWwWmXvjX2nPMyJV6GnD3vvg2b3XhUcRhqG9D6XI8/I9Pm0NFwKAlfGZnp7WSy+9ZEqO+8NVZ945d5K590BdvV7X+vq6dcXu7u7Whz70If2tv/W3NDY2prW1NX3zm9/UxMSEjh07ZulYGgnBlGQ9hWGoZ5991u7RV0tSyxLN2hC2YmA8IIqS6+7u1smTJ623AmsHzMl3M4viVqTNHwSQ7SSHwmPwvAEe0NOEPQloa2tL/f39bXF6KpUyz8LTnKPuk2cMRt0tBpvXcXNxfZFoNgIBfMQtbzabdo4CnZB9ihHk2YcaLGjOlmShkcng1OnR0VF7RiwNHkUymbRTqGOxmDKZTBujEOVLCpKaCqjGPtwCRwFwJf3JePjSceJtqT1kIhSJKtFoBai01wfDeySMDeBtEAT60Ic+pJs3b7bV1/h4nX9RQhgPSF246q1WSxMTE3r55Zf15/7cn1OtVtPy8rKKxaLOnj2r/v5+w0R8WNlsNtvmjTGl3yUKLlrPg9GRZJgF4DkeRTwet54kmUxGw8PD5h0wrngp/n5QCoR3Ptvhw/EHlUOhGNCQbBoe3rthnkuPeFYgG4nN7rMSCCk3f0wYwiLid+new0v5vuh1eQbSTblcru0YOGmvJgKFI6mNsgwQGsU4PD7hrTEeFIg6KcUjR44ol8vZmHAdNgvxMUqMlBuAJl4EC9R7NYRCWMxYLGZWMRrT+owCVnE/oNBv6CgZyZeNo9gymYxeeukl/eEf/qF5Nygl5oJ/fVYIi18ul9XT06Nnn31WP/IjP6Knn35a29vbWlpa0tbWliYmJux6Hpjk+1mX/rmjRgJlCZDrs1sAnj6LwHP4suqpqSkNDAzYZz1A7MNelDZz6gFbvN4oCHs/ORSKQdojK3lLGU3jSe1gkl+MEIxYCL5AJeo5tFp7nYZ8+i+6cPdjVUaLW/gbqaizZ8+2EY5YTDwLE91qtayzL+9jE0Z/5xkRFEKjsdtuLQgCS6FRaLWxsWEgJrFroVBQb2+v9QpkQXlWnudl4G779CZt/dnsnuvPuKEYsG54HryHjYqCoaO1j+UBGD03grE4ffq0ent7dfHixXuwJZ/VYdzhkNRqNeXzef3pP/2n9dxzzymXy2l1ddWU4MjISFsWhc0KCErmweNPvidDp/vwad3oesRTJayg0e7k5KSmpqaMZ0IoAEsz+n1kilA8+3GCHlQOhWKIDrRPj3kXUWrfrLi4TCToPAPni0q8RFNEAHUISsWDYdwX3+dfw91Eex8/fty6XRPrlsvltk3HRmQDcb/E1rQC89WS0t4ZleTnl5eXFY/H9dRTTymXy1kqUJIRmwYGBhSGu+dR+jAFS8h76I/gkfetrS2LsTkACCouC9BvjOj4eE4DGwWld/v2bU1MTJgi68TQ85gS/7IJjh8/rmw2q29+85um3KS9eBrshmetVqsaGxvTpz/9aY2Ojhr9uVaraWBgoO2IPkBcfw8ew/CC0uD58Sr9fUQBaLghfn2BmWWzWR09etRSkzwHIYfHVvge5tQD1J6A1okjdJAcGsUgtZf0SmpD/L3rhOBl+Hy65xtwDc9a9LEuFF28DTYfG4bP+8KjWq12T89HkHXAy/7+fpVKJS0sLBhpheug8XlWctrE0MlkUoVCQblcrk1pEavTCairq8s2+lNPPWUEma6uLq2vr5uSAUvY2NhQPp9vO76uWq1a+nJ9fV2ZTMYoyig5PA1Kn/v7+00pwbDEMrP4/IYCSPSysrKipaUlaxMHsex+1a3Qq1FE4DHPPfecvvWtb9n7mBPPUYA9OTMzo2QyqZWVFXPb8/m8pTwBpKO1MIjvjeDvl27aKAmUgSfDxWIxq5lhTAh58Z6y2azOnDmj8fFxuz6bHYq8F8KGqBfC6/vxe+4nh0IxIFH3B9IMkxZNu0RRWB8/+3g4ek1v3Zi8TosymUxqY2NDmUymYx6YjSHtYQKEP3ACYCFy755S7RmXiUTCLAhdl/k8XpNv2lGv19Xb26vJyUk1Gg319fVpc3PTXH+4DH19fSoWi9Ze3veMDMPQyEKx2O4hNbDqWKz0WWg2mxb2+EwKIRAZkii704cSgHYbGxsaHR1t4wNI7f0UvBHgX59NYbPAhh0YGGirU+D+4/G4jh07ZucrlEolLS8vm2KnwQnrz+MxUfH1Lf6+JOk//af/ZGvKn9Tl78fXlIC7gMFIu412jx07ppGRkTYDJskYkR6o9/sBBeTH/v0qBemQKQaPRLMZmIgosi3txfoeAPKbHKDRCxkBNiUTGa2hkPZ6DHhlglvK/eCmcb+nTp0yVBlJpVLmoqO4sBq1Ws1O7Pb9BniNBUWsyj309fUpk8mY9eacQmjChBmSNDg4KGnXQ8hms23l11zPA7c9PT1WhLWwsKBsNqv+/n61Wi07BQlX1afXYrGYyuWyFRuRd+e+SKGNjo7eUxsDAQ2lSbiB+8x94uJ7FmFPT4+GhobaFEMymVQ+n9fAwIBGRkaMbFYsFpXNZhWPx61kmfDk/W6kWCym1157TdIe18PXmkRT32QgmGs2d39/v6anp5XL5drwGoBMH2pFz6XgWoxpJ3zuYeRQKYZOgkXtJF6DesvqgTt6CUjtDTuwqmys/VBbj4p78JGJw7KzCF5++WVLUXKPCPeHxSYujoKMpDK5Bg08PFcgn88bGOcVSk9PjzY3N83Npp2btNfpCqIN8bQki/MJl2grlk6nTXFGgVPfgAXgF+wkDEM7tNbXRBCuMDZ+HKU97gqgqFcMzKv3aJh3Cpz8mRfDw8M2LqD6NDDxXtmDiu914SWZTOry5cttmQCfQvQpRbIKvI+sWyKR0MjIiPL5vIUZHtT1Hq1nifpMh1e2rLP3U0AlHTLFEHXTyGv7YhQvkEIgBCHeJZX2BgnXDXcRjQryHWU68llpb+H6vDqbm++sVqsaGhqyhc9iDYJAmUzGSD14OjyjJzXBjSclSFoskUioUqkoCAL19/cbyCrt4hSx2G6nZdrwDwwMtLWMZyzJVGClent7DbCkwpLzFgYGBmxTSXvl0B5oQ0EQYvi0LGEG6U/vVRB+wPtgM7H5KJLyiqNarbal4yClSbubc2BgQENDQxoaGrL+FSiPnp4ew3dIDd7PmoJR+LWwX+qvWCwaBsBm9Z4OXmbUi0Ap5HI5TU9P29mepDmZfy8oJ1+lynf4+/Ydux7WGzpUikFqxw1wl3xIgTCghAL7XYP3Rq/hNTDpODa7n3gfa/vaAoqb+C5AQhab5xkQCgTBXhcmlEdXV5f1R4ACjNJiQ+EGd3V1aWJiwu6LjQFoubKyolgsZsQc3O7BwcE27wMgDAygv7/fOkODXdAxOsrc89aQTUNoAhuTbtTRDthke7LZrIGpAJfk+j2SzzhGi+ZarZaFLHh81WpVg4OD9nyFQsGAVTIAvobEKwU/x16ireSimAhy584d5XK5tvND/Obnh41OU18UVTKZ1NDQkAYGBswD8uBl1DCyjuktglcB9oInh6HznuGDyqGgROOmE+d1yktHvQnQXxZSJ6TYS71eN2JTtMs06UZc4qgA1HXS3l5A4OH5k/6KxWLm/vsSaiYbMg21AygUNg4eDWXcLLL19XVD1dn43ANuuEfgYYf29vba929ubqpSqairq8uauULFxsOgp4Afa6988XZqtZoWFxfNM2ND+KpVFKQ/gNVnd/y8em4Ez0rlKL0nAfkAdldXV60WA4XiC8f28xI6zWv0vsgcRA3Pv//3/96wlmhlbhAEtt7YvD6F22g0NDExoaNHjxrmQT+PKNgeFd8x3IPu/HD994MzHAqPgQcBGGTgPW1W2nPJvDb0Gna/fC1Kg/gXV5pFxwKKpkOj341bKsnSYX6TZDIZQ8Jx9VqtlqUINzc31WrtHhZTqVSUTCYNXWcSicHxlEiP5vN57ezsHpASdTPpuETbdklmKeEmEFvjXaBod3Z2dPPmTaXTaUuRbW1tmZLAyhISVCoVK/dGABbpbIViYKHyjJ7EhRVHQcNJkXZDI9KseEZ4WpB9CCMhWq2urioM93oTNBoNOxfSU6I9iIt4DgTCOuGsTrpcsY54jkQioTfffNPSzhgtlANZHhQGr5MRyufzbf0uJLWV2ndak4i/NrjVd0sOjWLAvSVu9ZudWM0XHrGZcWujoYYXwg2QbJSPL0hB4ew3uNybFxY4m2R4eNisOcqHnoHpdNruv1wutz0joB1ci3q9blx8av89kMUiS6VSVgw0NDRki5L7pOCH8IQwYG1tTel0Wo1Gw8IYqio9MEh61GdYwCTINrBhGUOUFkoa9xuF4dmPeA94DsTOAwMDVl+C99RoNFQqlcwVz+fzSiR2D2Rh4/T399v9QqlHIUh73bqi0mnOUTYrKyuSdo1UOp02V52s0fnz522c+BzfB9bi3XgUKMQjcBHvpeGd+qZEnYT94bELn9WJpksfRg6FYpDuPVvSu5FefG0E/4/Skztd+yC3ysd/eBe4afebGA/qeJAHEI0+jXgoKBM6L1UqlTYrj/tfqVTU19enbDZroQ6LHBry8vKytre3NTY21uYFSLtWl1gekA/Xu6enR4VCQdLeZuIzgL1cj81JpsAvdP5GuIT1R2HweTwXnhPlw/VQWDw/ytIXf5F5GBwctDQvCpmN5jc9n/Nzcz8hI0IlKeMLnrWwsKCdnR1NTEwoCALl83m98sormp+fVxAEpmwxQK3WXhNg3wAnCAIrcjt69KgRo1iHqVSqrZlMVPbLjkSFtX6//dFJDg3GQMoFbwDQrdNDMYH7PTALNkqNxcVFPAruKx99P8aDBNYlrjS/+/JeUmSAh7h8/K2/v98KroIgsG5BpNy4fwAklBVUXiy9J05hgWu1mmUwCIMqlYpKpZJVe3oXlsXsi8hIh8KmJO1HChW3F2IVm5FsA5aeOoAoqceHBxzIQ5qu2Wyassrn8xofH5e0yzJkTGhM64FBMApAT57/oA3irXMikdDy8rJhL7lcTtvb27p9+7bNVbPZVKFQ0MrKSpvSIZzCI2QsfejBPU9OTmp4eNhKyFH8PqPB/PvQza9NFKpP9/qaCQzdw4YZh8Zj8DRaX5cOqOZLTQGE9ptoz0v3EvUAiCNx8f0GYWDZ0FEl4V168sqjo6OmVLj/RCKhzc1NI+OAIfgiJWnPCpRKJQ0PD+vIkSO2CfkBd6CNGEQhxoP7YjH09PRocXHRjppjkVYqFU1MTCgej9tBuZubm+rp6bGuUhT1+AVHVSJl7sTK6+vrGhgYaBsnKhCTyaSKxaLi8bhKpVJbrYa/Pp4KSg1wcWBgwJrN3Lp1q62s2TeqQZkw1n6+AP14jk7iiXILCwtaW1uz+9/e3tadO3cUi8WMP9Lb26uvf/3rbVRsFDEeJ+PtAUSfZRgYGDDyGcaL8Y0KCpi55TNR0hPPF2UIP6zXcGgUA4tT2qsfj7IWPZKP5SEm8xPuB6dSqVjMKbVXtuF5eKTYXwewsJP4/DmW9MyZM/Y5+AnwBvr6+syaQ7DZ3Ny0MwD4bmJOMhTSrlWlEnJlZcVOimKBAF7yfzwfDsLlflkg+XxelUrFMA2uiaWNxWL27ChMFCV4QhAEWlhYMCIRVr+rq8vOr2Ch+noVzuPkmr5Jbqu124RV2gVyR0ZG1N/fb3wEmrIyZ2RKAKXxNP38EgYc5P35uW80GlpbW7M5ajabmpubUzqd1sDAgCl9DAopbtZntA+I7w2aTCaNHzIyMqLBwcE2T8GPtRfWB2GGV6ZwPvguBM+rE6byIHIoFEOUJOPLgJlc4i80ro9PvbW/n5DrJZ711tinTXG/0ORSe6xGcRHW1QNxnN+Iu859sxHpCUB7Mxb38PCwWRxpj9ZK6g0rBp3Xg65ssGazqVKpZOlS4nE8GCweCq1er1vnJl8n4LkDbC5CBSz94OCgPSvWC1eWzYEyAQD12R0UPZwE2rWlUikDUwuFglVzMmcA1IQUPuT09PgHcZ996jgMQ925c8e8qEajYd9PCnhnZ0fT09OqVqs6d+6cKWy//sAUorgGgDQYA9RsX5IdxbRY595jBsfY2tqyfqPRbJ1n+D4s8CgdEsUA+IQigG1HKhLlwKbwbl/UbeR3H995wbL5whlPFSamxt31iD4KCXeOcIIYFpwCReHJPKDRFDH19PQYExIyEJsMpiYLDIo1oCXKhkWFYoPG3NXVZV1/yuWyKaVMJmP3DOYCwIerimLe3NxsCwskKZvNGueClCCFQR58JOZF6TKnpCxZvBsbG8bSo/R7fHzcQDuwn66uLqN27+zsGCvUe1peIXQK/aLiCV68t1wua21tra3WBK9keXlZiURCJ06cUD6f16VLl/SNb3zDGr56mjNpWOpFfIVnLBbTyMiIlcJDhPM4EQI+gnL1BsqHEygKrwDwDjG6f2yzEgyq5wBEQRhJbZZYOjgNE10cPivhsxB+Qtj0WFgQeq9kvOtJelGSKYNWq2XpJ++ye0+Ie1lZWVGr1WrrugTbL51Oq1KpWGYhDENr1RalamM9YUum02k7W4KYmE0aBIFKpZIBinAUUDosWDIqlUpFN2/e1JkzZ4w3wHjgBTB+WHPP28ca9/T02CJHAUMBJ95eX1+3sRkcHGybfzwrnsGHCHz/QbRlL+A/vA82pae4b2xs6Pbt2+bRPPHEEzp+/LharZbeeOMNU954Jr4MnU1JFg2Xvq+vzzAflDB/98xZ1qvHRpiXKA8Fj4F1y3fxbPsR9w6SQ6EYvAuERfHxVidtuF8qxr8v+rfooHsX11c+4pGwSX0Lr04xrLSnsMJwt2cBE0TuHRCQEux0Oq1isWhZg3g8rnK53Jam2tra0urqqlnpfD5vVtiHO7Ozs0aSgS+wtrZm14GYA+C3uLho3Zxjsd1S7GKxaFabEuZ8Pq+xsTHzYhYXF42pB9cglUppdXXVFibuMt4fR7fNzs5qYGBA3/d93ydJKpVK5pVNTk5K2q032NnZsVbtnZSC1JlTwuZ6EKXAOvHxfL1e18rKiq2Bt956y7IkAwMDGh0dNXbi1taWfvVXf7UtTcv9whsha0a2hlAAb8GvYx9W+awZ4R7KkDb7ngzmiWReYXsP7v3IoVAMnSRKgfbiex/eL63otXXUxWQiKHwhfyzthShYg+hCJB2IMLl9fX2am5uzSaJT9ODgoHVboqy5v79fa2tr6uvrU7VatZQbCuf27dtGX6bFF+Aliuf27dtGtuGeib97enrMwku7qPmFCxeUy+U0NjZmcTMufa1WU6FQ0OXLl3Xy5EnLUtRqNR07dkyrq6taX1/XnTt3dOXKFa2vr+vs2bM6cuSI8RQuX76sjY0NZbNZjY2NaXJyUtevX9fx48f1+uuvK5VK6cUXX7TNcvLkSSNpxeNxq3eAXekJSvsJoFsn4G4/IZ2Ktb148aIajYZu3bql8+fPK5VKmZc1ODioEydOGIHtS1/6kuE0WPJarWbGDDwGBivAbzqd1ujoaNsJ1Xik3LtfV5CcWG8oBK4t7YHpKFnmkfDx/xGNWiS1uXcIG8wTYAgFvHjX3gOJ0UwEtFbiLyYAJNf3PThosfEd/J1N1tvbax2ba7WaBgcHdfv27bZOO729vYY3lMvlth6OfX19mp2dVTqdth//PLjvKysrbTUJKAVKs2Feggesr6/r+PHjymQyKpfLmp+ft0W0srJi3hbj4ouWwC/IuWMNv/a1rykMQx09elSlUslwj5WVFX35y1+WtOveT0xMaHt7W2+88YaOHDmiD3zgA+ru7tb8/Ly2t7fV39/fdiYjGAdKgVAqelbI/ZQBXke0xgHPoFgs6tq1a1pdXdXly5dNwYE75fN5HTt2TOPj40qn01pbW9M//If/UH19fW3l0L44C7o8Y8QaplCKNUzpuy9VJ+Ty94mnBObg0/l+j/Ae7oPPRatEH0QOlWJgIUQBRbQ7fQq8F+DFMxEP0pZkD7gGrjIgoN/onhcfFR8TUqQzODhoGj8ejyubzWpxcVHpdFq3bt1qqwil4MeXR0u7eXTifX8aM14JtFwfdnBdD1JKuxhHvV5XqVRSLBYzD6BYLGp9fb2tbJ04Gy7J/Py8NT8he7K4uKg7d+5oYGBA6+vrmpycVBiGunLlijKZjFZWVizr4zEB+hVMTU1pYmJCqVRKFy9eNDedjebjbu8W+/4GvMa66LQOwDlQCLjlsDGLxaJ5PTdv3jQKtm/OOjY2puPHj+vYsWNGBf+5n/u5Ns/OZ864L38IDOHl6OioxsfHDXvhWTzHAiAxurYhlHnQvZNw31F52MpK6ZAoBh/v3Y+6iuZjUqLCa0yIBxf5GwPtJ5QSVjIKAIYoISyCp6MCYKFQvvWtb+kTn/iEgXFRZqS0i3xLspiezc1GL5VK9mwg8qQH2Wg0YZHaS2qJ89nsjAdl0CgtqNi5XM4qFk+cOGEKg0NylpaW1N3drfHxcS0vL2tjY0PLy8tqNpuan5/XsWPH7Jh4NiH3xyJH2Y+Pj+vJJ5/U888/r0Qiobm5OY2MjGhiYsIOxJHUNs4IVtO/huLHfe60pnymBQ7FpUuXtLS0pPn5eetjyTzjkZLmPX78uGZmZiwl+fnPf97GkvXB/XkDwnVQcLFYTIODg9ZrgdAilUq1pVT3M3i8FuWkROUgz/Zh5VAoBunefCvalnJaxGv+/axFVHzBkrSnNEg1sTCwFiwmJtm7YZ6c4/sfStKFCxf0Qz/0Q2305CAI7JwJ0pqkE1k4uIbE2UGwd9KVT2Wtra3Z/UntZ1HApvSEKZ612Wwaj39jY0OlUqmNXBOPx3XlyhVtbm5aNSZciLGxMRWLRfPk8vm8NT4pFApqtXZ7IcBqLBaLhl0wzrFYTB/96Ef19NNPq1gsqlKp6OjRo4aukzLdzyh06scBAAty7xvXMF5s4DAM9du//dsqFotaXFxsq2gFY2Ls+vv7NTk5qfHxcQ0NDSmXy+n69ev6/Oc/r6tXr1qI6Ctr/Tkl3AshLAV0R44cuccz9N7CQcJeABPh2VB+KE3GgDDJj9/DyqFQDGjKaBzk012SDEn3ufeodFIMniHJ35lAH1L4XLi0p1C8e8bEEkd67b20tGSWh/x0JpMx1B7EfnR0VLVaTdPT07p8+XIbgw9F4gtyKIDybqrU3kgEXIFn3d7etu/l0BIWWCaTUbO521y2WCxqYWHB+jGiHKnDSCR2D6VhnNjMELK+/e1v21mVZFiKxaLFzmEY6md/9mc1NDSky5cvK5VK6cknn1RPT4+RsdicUTeY+6W+JNqnEvFNX7y0Wi2tr6/rlVde0aVLl4zJyTyjSCjOwqoPDg5qeHhYXV27bf9//ud/3tYoHplPF3rvEAXDGksmk5qZmTFvASF1ez/BkHjszfcOiXIU3k/Y0EkOjWLwSgGQCUJQLHbvCVAwwtjsndwlXFpSoGx0CChsJDIS0UxIJ+Yc1oV8NYvC55epmIQCncvldPv2bdssHDW3vr6ukZERLS0tqVwuG67gSVbQbmnkipXk+xkrahDY3K1WS4VCQSdPnmwDZTnbcnFx0bwmuAtstiDYZeadPn3aAMqbN29qZWVFU1NTSiaTOn78uG7cuKHp6WnF43FdvXpVx48f15e+9CUrkz527Jj+3J/7c+rv79e5c+fU3d1tZ0Hs7Oy01Vsw734N+LBtvwY6vssX/AdAv1dffdXCwlwuZ2d18JNKpUwJ0KAmnU7bYblhGOoXf/EXbd585sevB5Q6B/lIewojkUhoZmamjVkryfgmKHIwrqj47Bvv4TulvZoIj5/wHSjAP7YeA5sVF6xWq1ncSe7WE0m8tvXc/ajABpT2aKS9vb1aWVlp6yqEW899eAwiKsTufnGhwZvNpv75P//n+ot/8S9qbW3NvIRSqWSben193c6M6O3t1eXLl40Qxf0x2Sx02sCzQQDdYHF6i8t98F0oxDt37mh9fV3r6+sqFouamJhQT0+P9RzwGY9sNquZmRmtrKxodHRU7733nmZnZw0AnpiY0BtvvKGxsTFtbW1pfn7eUqkjIyOq1Wp6/PHH9elPf1q1Wk1Xr17VyMiInnzySaOkb21tGQO1k+UklPMAX1R8Ryk2LGDiq6++qt7eXiMTQT/v7e3VwMCAVTXCQMQbIjW8vb2tv/E3/obV7xA6ejYqmQva96GgCX0SiYSmpqasGQvrjXWMMj7IyvPcHi9jbfOdEPB8KAZQ+X65DIdCMXhiEQ8IWIQGxhqTskHu18wCiSLYUfTX06IBu/ZDgNl4LEa/cOm7CGi4s7OjkZGRtq7MzebugbdSezFWJpOxKkh+6B6EFUBR4kbW63UNDAwYvwF6Lgs2Fovp+vXrWl5eVqFQUCaT0eDgoIIg0I0bN9p6JzJOExMTpqzefPNNLS4uWnOUkZERvfXWW5qYmFClUtHCwoI2NzetruDpp5+WJH30ox9VpVLR0tKSpqendfLkSfMAWawoQJ9aQ3jtoPn11nt9fV1XrlzRu+++q6WlJWuTz3qanJzU6OioKWDfOAZjAMZQKpX09//+37eCLl9/wPh79ilKANyCrBTALcoai8+6wiviGvsV7Pl1x/u8ovTpTO8tvB9PAbmvYgiC4J9J+pSk5TAMn7z7Wl7S/y1pRtJNSX8mDMNisHu3/1DSfyWpKukvhGH4xgN8xz0PQoqp7Wbvul3vl7ThF5LPSuCa+5DmoOwI4QlKy3PXqTNgk3p2340bNzQyMmJch3fffdeozz6EAHNYWVkx8NXzMzxoSLu1arVqhVljY2MKgl3O/o0bN3Tjxg21Wi0NDQ0ZiFksFq2fI5mL/v5+9fX1aXx8XLdu3VKr1dLi4qK6uro0Njamxx57TIVCwXLxpCBplHL16lW9/PLLRlra3NzU0aNHdeLECSN1ocw8GQs8ptO6uN9cxuNxffOb39TFixd16dIlZbNZHTlyROVy2XAU7+YzhoQKbGiOqCuVSvrc5z6nubm5NkDR3w8Ff753B+MgyUBniswoDUcpeCo+igGOSyeMjO/2a9L3GkFh+Gt8J6xH6cEatfyqpB+JvPbXJX01DMNTkr569/+S9Cclnbr789OS/skD30hEY4Iok33w1X9eORw0mFHxGQRiQJ/rjhaxSHt4B4ta2js1m1ACV54N/aUvfclOOGLxcrQcB8XQbwCwynse29vbVroMkCXtNQ9FyFzA2EylUioWi3rjjTe0ubmpcrmsK1euqNls2uE0hULBNgct5imFTqVSGh0d1c2bN7W4uKj5+Xn19vaqt7dXo6OjWlxctEKnd999195fKBT03HPP6cUXX9RTTz2lhYUFlctlHT9+XGfOnLENRWgUHeNOoKMH9TrNMUDi3/t7f0//8l/+Sy0vL2tiYsIOtKE/RCqVMm4G4ShhQ29vr81HOp1WGIb6zd/8TX3jG9+QtHeArK+jiZLlpL12AMxPOp22TtvgRFwDTIfn9HT7By2R9uOFN4lx8mzJ/TJ3DyL3VQxhGL4iaS3y8o9K+uzd3z8r6dPu9V8Ld+U1SbkgCMbfz43x8J4nTkzmY6378R58btjzyuErsNnRwJ28Ef953us9BO4DfODKlSu6ceOGTTqbHSueyWS0tLRkh6wyeVRhzs3NWbk1lNmoBaDOH6WUSCT07rvvanFxUaVSSefPnzccAwVAj4WNjQ0lEgmdOXPGPCboyENDQ1pbW1OhUNDm5qZ1ZV5ZWdH6+rqWl5f17rvvqlKp6NOf/rR5D88995yeeeYZXbt2zTyFmZkZGzvPWIwi6SgC37iFNGYnbku9Xtfy8rJ+6Zd+SZubmwbO5nI5ZTIZXb582byj3t5eKwQjs0P8zQ/nafyVv/JXdO7cuXuMh09zYwDwXj07kzUVhqGGh4c1MjLSduQfa4hQhvCC9fGgVp5aIrxMDx4THvn7eT/yflu7jYZhuHD390VJo3d/n5R0273vzt3X7pEgCH46CIJzQRCco+UX7n00G1Cv19sWDe4nbDDvcnrXz39e0j0uq0eFwQQ8sEnazzfj4L1scuJEX469sbGhr371qwaMwrvnXgCcAMDY4CDrvN/n471CBHDa2trSwsKC3nnnHTvbABCQ/g0sNgqn6PvY19enUqmkxcVFSbsbMZfLWUxOxePo6O7U3rlzx1zh5eVlA2y/+c1v6rnnntPGxoa+8pWvqNVq6ZlnntGJEycshcei9fwLEHosuS8rBufxEr2GTwM+9thj6uvrU6FQMGwhDHcrTcvlsnl8eH+eQDY4OKhvfetb+st/+S+bB8d3e8Q/kUiYMt7a2lK1WrV29NGMCc/G+zlXhPXN+/15lJ3SrZ3EhwkeDwN38ueH+s88qFeNfMc9H8Pdb3zoThBhGP5yGIYvhGH4AnUCxGmd+AxsDq8B/WLy72WgJbXFdJ1cVtxbJsu7rSDITDAbFyHcwWVFe/f09Gh2dtZSdPV63RBylFaj0dCpU6esgs/zEbq7u9s69eAmAt7RJ5IwZHBwUM1m0xZ6NptVq7XbJoxS5mKxqLW1NW1sbGhsbEzT09M2prFYzNq1E5OzaNfX123c+/v7tby8rGq1as1KPvaxj+nll1/W6uqqstmsnnnmGY2Pj5vF5xl8KOa9MpQ13oG05wKTaWFjcw0U18TEhB30IqkNuL127VqbVeW54vG4dYeq1+v6rd/6Lf2jf/SP2pr9oPRZO4CH3AshBesV/IL3ZjIZHTlyxHAVKiK7uroslKDpC5mK+wGPfn37qk5CYB/e+sxZdLwfVN5vVmIpCILxMAwX7oYKy3dfn5M05d535O5r9xW0XLTYRdojI4Hs30/8NWKxWFtbMx9z+ToHwE8WI/Ga1H7mJIudCfCEI7wXLNOtW7f0xBNPGGpNC3nCDOoYSGvisfjCH8/aJEb2zVBhM1J0heRyOeVyOesxQHqWqkWUHSy+kZERLSwsmOKFsJROp9vwnlwup/HxcT399NO6ffu2jh49qrW1NeVyOU1MTLS1iGM8GDNPF0b4uy899vRqwhzvyUiyfhETExOq13cPoKnVajpy5IidqHXnzh1NTk6aUsUb3d7e1vXr1/XKK6/o/Pnzlob1vSUYF98vwWMB4DLwClBI4EJkP+j96NvxoXhY0w8jfv1HPWtfZwTHhvTqw8r79Ri+IOnP3/39z0v6vHv9/xXsyockbbiQ4zuS+9FmEV+lJqlj3IbV8a6Y/5sX77ZFvZFOwnUTiYQuX76s9fV1WxQsMDYRdRPNZtMAMh9T7+zs2FmUTDihD8VUc3NzWlpaUiwWs+7PXAMAkgXJourp6bEu05lMRplMxk6kIg3aaDTasitsUryJtbU1a/RCvp5NVy6XLS0Z/UFJ1+t7Had9HUsYhhbuYAmxxL6AjnEcHR1VJpNRIrHbdPedd96xNnEcu+c5MpVKRRcuXNAf/MEf6MKFC7YWPB/G19ugEAkro8V5nkEryTwSeDgwdPnxz/ndYCni7fr77pTle1i5r2IIguBfSfpDSWeCILgTBMFPSvq7kn4oCIIrkn7w7v8l6YuSrku6KulXJP1/HuQm2Jhs/qiweA4CU0CbsUo+TkRj4g0waH5Bct1oZgKtjqV7EM6EZ1ECtGUyGUO4aYMOI5NaB55Tkv1f2rX+dEQGSKMxC5gGCqFUKlmhj+dI4J6n02klk0ndvn1b2WxWx44dUxiGVrzFfGxvb6tUKmlpaUlLS0tWXFWv1zU5Oak7d+6oXC63lYzj1eAd+NgXSraPiXl23ovioCUebE7mxSP4ZAwInZjnarWqq1evWjXk/Px8m/dXqVRULpetvTzri/uU9liGzAfj5/EkntFTlQldcrlcWxNY/5yERFJ7iBj1oh7EM/bv9QQo7vF+1ZgHyX2/PQzDn9jnTz/Q4b2hpJ952JsAoME6RfkMWBjc4e3tbetqxN+9S0Y8B6rsYy1cLJRM1NViILEgvg0394XiwUJGK+S8smHiq9WqeSh37tyxduR4In19fea2F4tFSbu02VwuZ9eiaUmj0VClUtHy8rLW1tass9Pa2poqlYp6enpULBZtMUMJBohjPKenp7WysmKbwltWwDYqEKVdT+PUqVNaXFxUPB43bkMikbAmrtJejUCr1bKekIBiuLn0imAOeZ0GqZ716ovbWAfMKalBskKpVErLy8uWstzZ2TGvTVKbEkIh83z+uSUZUclv2larZa9z3/wOt4X2e6wH8BrvyUL1hznrvdaH8SZYb9yjX49gG+9HDsWBM9JevBTNSgDOSHvtvfzf9+Mx8DrZDAhTTCRKg1OapPZe/CwQr1h87Mtr+8VvWBo/6bTEv3XrlrX84m9sGoqZiFNRHGwyMhHnzp3ThQsXbIFHD3ldXV3V6OioeRLZbLbtUNfZ2Vm99957Ghwc1NGjR00hYtlrtZpWV1ftWaenp3Xs2DFVq1Xt7OyexvTUU09ZsxI/VlhRxgrgDwXB3ym4AnjMZDJtMTLjQtm6Tz37TNPQ0JA1x0EBXb161WjhpClJMxMm+cwHoDH3hXu+XwrRzy+KIpFIWEMXX5DngVSeCyNXq9UOVAIH4QNRz8zvHR/evB85FIrB52C7urraHghkWFJbjhaJumGdhNjYF+VkMhlTOmxKf20WhVc6HoRC0zPx/h7wNGAZYh2CYJfLv7S0ZN8N0s4GCsPQ2puxkRqNhoFd8Xhc8/PzKhQK2tnZsW5PxWKxzfI2m03ruUD4RPdjzktYWVlRuVzWiy++qCNHjhglm8+zOUZGRvThD3/Y3POnn35a3//932/AIGPJfLHoKSLzDUvBT6jz4OBZ8v1RYbGzab1C5jxJNh5hEi77wsKCfRfAKUQmOnT7NcJc8lyEBr4AzwOoPlQIgj32JMpVkt0TIQReJx4uXvJ+azha8t9pbfP8jBef26/G5EHkUCgGD+xFyS/S3uCRFnwYAV0G+GFwo1qaOFB6MGKIxwO4905x4Y0bNywjsrOzo+vXr0u6t2ckMS9sRkqSsXj1et2KoAYGBtRsNjU0NGTEJZQUsWUYhla1iULCO+I7Njc3dePGDeNqkCYF6wnD3XMoPvrRj1oZ+JkzZ3T8+HEVi0Ulk0kVCoU264SFRzHhLvu52Nra0traLmfOK3YAxoPiawBJwhXa7oPDQGILgsAA3dXVVdt8eBHRa3pQkJCFbAphHMosijWB/9A2j2uA6XhhrMhGce37bWAPSvvXWLPR6kyU3PtVDIeiiMpvnCgjDk1OXBiVaHUlE+YJQSgbwCusoufNR102SDKdwhRcSGm3HXg+n9fq6qoBP6SvEomEFhcXjZvQaOweROv7V7LgpN0u0B6E29zc1M2bN43eWygUbPHT6PXOnTttfAc2GmSmnZ0dUySbm5vKZDLWgo5Gtdvb27p27ZpZba80P/nJTyqTyWhhYUEzMzM6duyY0bvJ0xOu4SnQ55DFzEbq6elRuVw2vMUTxbC6hHyd5tpvBNYHlPC+vj7boIRshJ7+RLFEImGH9TAPbCoyDMwx4YLvleF7d6DkdnZ2NDw8bNkRxg/KNcoFxR3l4uDpHeT5sl73E28QvIf2fuVQeAzSXkeeqPCwAEPRvG+U9xAdYK+9AQNxv/ihIo7r+BRVJw+Fic9mszp16pRWV1fbsASuiwJ64403rDEJCD0/TCBNTnZ2dsw602KsXC5rZWVFq6urKhQKWlhYsFoBysopqJJkBVaEZqurq+aRUGj1zDPPGAbRaOy2hGdRcZ8/9mM/puHhYS0vLyubzWp4eNhieLIA8fhu1+tOrqxPsUq77ezIfpBx6MSCjCoApNNcoAzxNnp6esxKb21tqVAoaGtry9KzzKtnIcK89YqGEAWgmu9C4RNKsm7z+bx5emxMei6ATXXaqBgCWu6h0KJ1Mby3k/g0OvPs07oPkkmLyqFRDL7ZJYuEmNJzEqILhoWFeHYiRCPiea5DZsMPWBTwBE3uZLm4t8HBQV28eNHwEdqF0wQGRty7775rSonNwv309vYqk8mYa0lHZ862HBkZUSaTsYNYWDQoRMaIY9QYJ/gCVBniFbVau92lCcuy2ayuXr2qxx57zBD6WCymz3zmM5qZmdHc3JxyuZw+8IEPGEefDYM7TwNaAEjfRAbuwNramoUrdJqW9jy8aJq4k4Xs5BajZMhUeGyIlG9vb6++9a1v2VriMzBHAZ2x5nBConOO54ACxeMER/AFb5wExj319PTY+Ej3At1wdHzogpL2Y7nfDyAoCprnZ/1Hz4G9nxwaxRCNuRC/0WmQwd+x0n7BRBdPp8VELM3fO1kngMFOeAfuL6k8Fhu8AhYp8XIYhvrqV7+q3t5eTU9PmwUtlUoGqkGCYgxWV1e1tbWla9eu6cKFC5KkiYkJbWxsWJwKmEf2YmNjwywhOAK/E1sTjy8tLWljY0P5fF4DAwM6efKkEXheeuklHT9+XAsLC0omkzp79qwtXJ+twWUnU4HrDSbiLSEbhLDPzwuvYd3oMu2xBm8g/GswRUmXAkj68HJ7e1vFYtFSv7FYzArUwCGgNDOfAI8InkLU+mIgpqen29aIfy/P671Zsix+DUa7mFEctrq6al2sUfoA0yi/TsV20azLw8ihUQykd/zGigqxuicsSXstwRhgv6A6eSKeYAKK7a2T5+p7IUb0nocnVfmFwL9ca3Z2VqVSqa0Yi4NbiWdRIjQtnZ2dNet+4sQJCxsIh2iCAqbBQSZcs1Kp2D3itm9sbNh3rKys6I033tBv/uZvamdnR5OTk3r88cf13HPP2YYZHR01XEDa89CwjowdXIKNjY22Q3SJfVOplLn6jBUuNuNG+OHnCukURvq/dXd3G9EJLwDMgwNwYJBOTU1ZuTkenLfMuOzgB9CeyVRE06mjo6PmrXnPsFPow1x4PMivGQQAl3uhjgXgEuXgi+x8OA746Nfuw8ihUQxRa4B75BHgTmi1HwwfIyMQYnyaLLrhsfgIC2W/HDb3wXcBWrFJcAOxCsS8X/3qVy2DgOuNS89CKJfLWlxctGIlshdkESRpaGhIsVhMy8vLBgRKsqatuNOEXngPNCq5fv16GyDa1dWlt99+W88884yeffZZ1Wo11et1nTx50sIcFp8fIxYfSodiLTwIXO8oJVva8xKiYCfzE1UM0JOjQjoTbwF8gDkmbBwYGNC7776rRCKhwcFBGxuuyxrw7EqUEffnX2dtjI2NaWBgwMJDCHPgDZ2Ev4MBwQXx6xLvy/8fjIOsER6Fp6sjAPfvVw6NYmDS0c5+oP2ESHvkFs9LQDplEgB4WMjeFY9SkSW1WTlpj2TigUy+E2+B17gf37Krt7dXs7Ozun79uhVAsXD44R6h7FarVasALJfLxl5Mp9NGgCJT0Wq17Jg4wDTGAJxja2urjQiUSu0eNc/iu3LligYHBw2XOHr0qOEdPDvWk5AnmUxaDwRCBsYVZcFcRpUx7i8Wzxdv+b976UTawYD4Big0dUUAFhcWFkzR4n3QaAdwm3WG0vL34LM/rdZuV6iRkRHznnz/CGjVBwkeLkqB70dB8TqGIzoW0h4fhJ9O4e/7kUOjGNDAXtPhtnnmI70Npb0J8gMR5Yf7Bi/SXqcoXD6Q22jO13sMnQqr/Hd6IJDFjvVi4Q0PD+vJJ5/Uc889p5mZmbaGMWRFWPhra2saHR1VPp9v6wXAsXZYicHBQU1OTurZZ581opQfu1hstw38u+++q62tLU1MTNg9Dw0N6b333rNY+4d/+Ic1ODioxcVFHT16VNlsto1fwL0CTkq7C5gKTLABPBHCASw5isI3GQFF99dmrLl37xHitaB8EJQL3oI/tdorH5oA+zlCCXhvJMpf8JmFVCqljY2Ntk3tQ1+yUfsB2168okFQLF4ReKAWb7bTdRgfGu3iXeyXdj9IDoVi8Jubijvp3ljfA33SXhy2n3h3l2v4ttsoiP1IVf47vWsXVQr8+JQd9QOxWExnzpyxY9BoFuvdZdJn29vbunjxormjPrUGBx9KMTUE+Xxe77zzjoUVjB1A4pEjR0z54InE43FduHDBxub555/XiRMndP78eU1MTOjo0aMWxtFoNtoYB6wATseXv/xlvfLKK5qdnbWaDd+VyZeoM4f++fFG/P87vd7phwwTrn+hUGg7M7JarWphYUHLy8t27xyT5/GgqPgN5YFM5npoaMhqOwgbOzFxDyqtjlaX+q5MnmbOevVGCuXaqTGLz2z4VPyDyqEgOEXpxAdlGbz2ZaH6z2J9fJ2Cj2Mp3uG0ad8Wy6Pl0TJvH2MzEdGThfykzczM6Omnn9Y3vvEN/eIv/qKWl5f19ttvKwgCvfzyy3rmmWdUr9e1sbGh1dVV7ezsaH5+Xl1dXZqamlI8Htebb76pWCxmlv6VV14xC9VqtbS0tKTFxcW2tK5f7L29vVZMNTMzo3w+rzAMderUKb311lva2tpSNpvVY489posXL2p0dFRnzpxRvV5vOzcTBeqVMuN27do1vfrqq6pWq0qn01pfX7cTvMkWcGAt520wT4wvaTb6RPjiKmmvlR7P7TNRWMeFhQXNz89raWmpzVj434Mg0NramjFAK5WKZQ8Ir7yHsbGxYdfg+xhjQkTqOxibKFaAeAMTfS3aWAUeCd4MxXqeqwJdHaZptPjQy/tJVx4KxeDlfv0WorGWVyQsHDSmtIcSc124AOABuOqAUd6l7JTGhK3IQiZUwd0kvg7DUO+++64+//nPm/WKxWIaGxvTmTNn7KCW//gf/6Pm5+fV09Ojzc1NAxmx1LlczlJx9DWsVqvWOQiLSSdi7i8Wi9nhKZydUKlUtLW1Zf0SBgcH9YlPfMLG6/HHH287zyOdTpvlx2th0+zs7Fgh1vT0tI3V5uamqtWqpUP7+/ut6QtHv8EhoB5E6tygJ0oY8yh8LBbT5uamEb6Wl5c1Pz9vWReEjY+nMDs7q7NnzyqdTqu/v9+qetns0ZQ5RsP3aGw2m1bVCSDI2o2mBRnbKA7mSwD8mvMbnBSp9zi80ucasIY7Cc/yoGXcNm4P9e7/DNIJN4gKEwFIyGAxOMT11WrVClg8muszFD71ida/H3DkG6n4dBc5dL4zkUhobGzMmpfgySSTSX3jG9+wRqY0bAmCQENDQ0qldk+CjsfjGhoaMsUzPDxsqD1HntGbYWBgwLoYYeFXV1cVBIEmJiYUj8d1/fp1zczMWHHR6dOn7UCZl156SYODg1bYhBuLx5HJZKwHwvb2tt5++22trKxocnLSNk0ikbD0ZqFQUG9vr0qlkhYWFjQ3N6fZ2VmNjY3ZsfLeA/ELGOYn4pujEBLdunVLi4uLRp4CDBwYGFAmk9Ha2poxRLHKFImRbu3p6dHGxoYVo3F97ivaGKinp8fIXKRHmWtpr9YjKt7okD3wWAFr3YdbvqYH79cXcyGehxMNNRhX75U8qBxKxeAHu9PffT2Ed7nQoJ62CrmGOM4jvGAYuI+4gvsh38T9TE4ikWg7EKa7u9sOl6ETEq3OXnrpJb399tuS9tzf5eVl81bW1tYsTLh9+7aazaZGRkZ09OhRvfnmm3rrrbf0p/7Un9LnP/95y6bAF4B1Nzo6quvXr5tFpZMRoQRKY3l5Wblczoqhzp49q9HRUbOeWD6sfzwet7Brfn7eOlOhmAjZ3nnnHX3yk580D4FF29fXZ+3WlpaWbLyHh4dtDljsPu1GiMQ8h2GojY0Nvf3221pcXDTmYk9Pj/r7+y2Majab2tjYsHkBp4jH4yoUCnbOhd9IAKFwDMBy+vr6VKlUbE1Ju2EUdHUvBxX4+bQ2Xoav3/CEKIwU9+a9X9YdOFS9Xm+j2PswLVqX8TByqBRDlPAi3ZuiAhST9tJK3tJ77r1vy4Y29/GkvzaWfz+XjMnylgwAkNiPLk3QcNPptD75yU9qcnJSMzMzmpmZse7CY2NjeuONNyyWHR4eVl9fn9Um0EyU1m3b29saHR01C0umgkYo0Kl5Xmkv7KGhy9GjR+08iI997GPWxwEFAa5AmrLZbCqXy9kJTe+8847Onz9v3JDNzU3LyVcqFd28eVPXr1/X9vbugbrlclkDAwN2VmU+n7cwZ3Nz0za1b2rCWHvKOh7QysqKHRycy+UUi8Xs9O75+XmNjo5qeXnZ5gY8ifng6Dli7qmpKVMw2WxWS0tLRiBi/RAGkuZk7ClCQ+lIukdRhOHeGaw0TWED7+zs2Os+S0ZoyPd4bMsrT0IfAEYkitehrPYztPvJoVIM0t5g8rsnL0VfA5gBtfUbF5fQnxcBqMN34D7er8jEE56wKJLMpc9kMm0EHn7nXAbuO51O62tf+5pxFXp7e3Xq1ClLPY6MjOiVV15RV1eXpqen2xZAs9nUG2+8oVwu13bkPOMxOzur48ePa2ZmRrOzs+Z1sTh2dnZ05coVc0mHh4d1584dffCDHzSSUzwebwuFpF3Ofzab1fnz5/WFL3xB/f392t7etjM4OcYNss0Xv/jFNo7HyMiIxsbGDFD18TJMTsbNL2IPBLM5SqWS9XJcXFy0EEKSeQNcp9FoWAeqeHz3/NDp6Wmrgs1kMrpx44ZtPs9BoQM3+BGGhroDjvnzJc/U1XiMwR+q7L0Jng9FQZhLYRbU/07uP/gVQC3CnvAKwIPSDyuHQjH4GAvXkdd9kxVAH+JgXEyQbE9WAeDB+njyCbx03EtcYar0oqg2YQgIMHH+Y489Zk1d79y5Y2W4PAsa/fr163rvvfc0OjpqvQjCMNTRo0eNhTcyMqJms2kHuLDAaOYKK5L0WBT9JhR58cUXlUgk7NAaTxRjrH7yJ39SjUZDjz/+uIaGhoz8xeKFNANr88KFC/r1X/919fT0WJk2IKaPeSHl5PN56yVx+/ZtFQoFTU9P2/xwX1hhsAtpL7zzxVgrKyu6evWqLl68qG9/+9u2NnxTGcKrrq4u80ZWVlZsLtnwm5ubxhqERr6+vm6bHsYq68Ej/4SRsEnZ9ChUxi+KA3hjx2b1bFeuD5i9XxWl1A6+E1qwP3wo4j2Z98OAPBSKQdpjjfGwPAyT5QfL88KJucgwgHRjZXGzsAYser6TEINrAhThFeAlcE+wFD/+8Y9rcnJSQ0NDunDhQttCiMfjlgGgOWupVNLs7KzK5bJisZjOnj2rEydOtLneHBqDN3D69GktLy8bKp7JZFQqldTf36/+/v62NvKStLq6qgsXLuj48ePq6enR0tKS5ufnbeOEYagPfehDkqTl5WU9/vjjbV2ovJVGSX7zm9/Uv//3/97wmmjai41JrcSTTz6pJ5980jYxLee+8pWv6OWXX7ZwwqfZvJDD92nEc+fO6Stf+YopSajkH/jAB1QqlXT79m1L9bKRS6WSWq1WW1xPH4joRkJhIdGeD75JbCKRsJPCWX+cPerXcZQEh2BkMHjgHGQjHqadvO/oLe0pClr88awPWychHRLFgPVg07FopHb+QDSegmUm7cWlPrWF+FjVf2eU9ebdOh8udMIWnn32Wc3NzalUKmllZcVAS4qqNjY27FqcRETXo7GxMY2Pj+vixYtaWFjQE088oZs3b6pYLCqfz2t4eFjFYlHb29taWlpqI/2AynNvfB+yvLxscTQKBAs/NjamF154QTdu3NCZM2cMvPK8fe/Wv/LKKxba1Go1lctl1et1q9AsFotKpVJaW1szd3p7e1svvfSSeUOvvvqqyuWyxsfHtbS0ZBtK2qtj8bR3SW338fbbb+trX/uakXToV/HUU0/pmWeeUaVSUTKZ1OLi4j3NW/E+AGiDILAydL4PAlmn+hnAYxQr2Mbw8LC9P1r2j5L1wKcXrhX9vofNGkh7tTr+GmB0YCzNZvN9eQyHgvko7SGzIP+4ZSDYgFZRlHW/9Ca1DlFKtJdogRZKwk+avy9pV7lsbm7q1Vdftfj6yJEjdvqTtJfGnJqa0rVr16z9eiwW0+joqHK5nN5++23dvn1bMzMzmp+ftx4MzeZuSzeOqJNk/QtKpZJ5L/Pz85be5N7ZUKurq/adhDTj4+P6vu/7Ps3NzSmZTOrEiROWziV04XtisZhu3Lihq1evKp/PG4hHKJZOp3Xy5En19/fr6NGjmpqa0tjYmJLJpNV1DA0N6aMf/ag++tGPanBwUKdOnbIsBuXCuNjeI2S8k8mkrl69qtdff904A6Ojo2a1qVbNZDIaGhpSPp9vS01Le6EptPdqtaqenh47yBasgfmOovikF7HKZJ18HYZPl6MUeP2gjIBn7R4UOuwnvv09wv3jjYBlERY9jBwaxcCgAlB5Pr7nj0cVQBSI9ELs7AFLqgxxRz2YSG0GBS1YA1huAIobGxu6efOmWq2W/tf/9X/V0tKSnnvuOR07dsyKnP7wD/9Qn/3sZ3X16lVDufEUVldX7eBXUmTZbFZBEOjkyZOWLQDNBzAlJbqzs6NisaiZmRlzicE3cCclGTW50WhYL4KFhQVNTU3pxo0bKhQK5p6jFBqNhmZnZ3X+/HllMhmNjo5qbGxMp06dUj6ftwxMPB7XsWPHtLy8rIGBAaVSuwfg/Df/zX9jFjOTyejUqVMaGhoy0hbPyz1i4UgvA6htbW1pdXVVqVRKzz77rFKplI4cOaIzZ85oeHhYS0tLyuVyllLs7+83w4F3AQYF+FepVFStVk0xwA9hjeBhMN5gCp4L0dfX11Y0xWe4Z8LXThs3um7JaEXDqaj4TueENh5f4H6jeyKRSGhgYMC80IeRQxFKRKVTTOStis80eG0Y/Rytz8AuwB54H5iE1/jEZWAVWLCNjQ1duXLFLNCbb76pF154QX/yT/5JPfHEE0qn0/rgBz+ot99+W7/wC7/QFgJBqBkfH9e1a9ck7R4ik0wmVSqVLK7mHMp6va7NzU0D01AsUTf8ypUrbfl6xolFs7W1ZTUWjz/+uNbW1nTixAmNjY1ZkxbOs/D5//fee89oyuTsG43d493ffvttmwvIWLOzs+rt7dVf/It/USMjI+bSV6tVVatVnTlzRqurq6Zc2YyAof7eqZLc2Ngwr6K7u1vPPPOM5ufnlUzudoz69Kc/bWd40olb2uPBYChw0QGro2MFRuAzYf49PtVImhJFgjfrq3Dvlxb0WYIHxRPweiHNeSWAUuD5MWSwVJlf313qQeRQKgYGQtqjpEb/Lu0xELe2tg58cCw+jVKIXz3IhIfiuQCtVku3bt3S3NycWq2WTpw4oZGREY2Pj5tLyaamivF//p//Zw0PD6vRaKhQKCiTySidTuvpp5+2Tby+vq7t7W1NTk6aNSfrUCqVNDIyovX1dY2OjlrvhUQiYacsI6VSSclkUv39/drY2DAU3Wd1tre3derUKWvx/oM/+IPmDfi+AK1WS3fu3NFbb71lDDw+D+Myn8/r+eeft6Pv8CiOHj2qXC6nwcHBturXYrGonZ0d5XI5bWxsWMiDq888Q+n2dR6QxIJgt8P18PCwHd47NjambDarYrGocrms9fV1A4l98RveXywWswN5YcTiEcbjuz0rb968aV27wFRIgXPN4eFhCyPgHuBl4vkwlgjr12NWUuejE/cTTjeXOnc3x8OGtg6Fnv974/egcmgUg88ne0Yalt7HbL54ypM+DqqzwGUDNZbaY8Iol4HzGubm5tRoNHT8+HGdOnXKjnRrNHYPdTl27JhmZ2f12c9+VgsLC3b/p06dUjabVSaTMbR5e3tbN2/elLTbSPb48eP6vd/7PaMzY6koYmLRchT9rVu3LG4GsScDwjMyJiygXC6nyclJLS8v6/nnn9fq6qrS6bTReln0hUJBb775pjY2NsxFx4PCXc7lcqaEyBZxEG+r1bIGLYQlExMTRpEeHx83liTzjTBm3sPq6urS+Pi4hVVseipUy+Wy3nrrLYVhqOXlZe3s7CibzUra4w/A9AyCoO1MB5RGOp3WwsKCenp6VCqV7sGconUWk5OTNsZ4lWBiKJJOGxDFAIHpfnULKB3wM6kdnCSkhirOXGYymXvOSUU53i9cicqhUQxsUl/F5xd41H0CvPELGPGAJAMDqkwczYQyYFHFgjUAcHr22WeVy+XacuDFYlFXr17VnTt3rP8ji7Ber+uDH/ygvv3tb2t1dVWTk5O6dOmSWSlAonw+b1amWq1qc3NTtVpNAwMDKhQKVpn4jW98w9J8jAuLmHDJ8zN4nueee846NWUyGWM4eibo8vKyvvKVr2h7e1v5fN6sDBkPT+cNgt0DaIIgUKFQUKOxe6oTi75QKFijlKWlJUsFkyrmPj1oBwOVscXiUcjFJq/ValpbWzNCW6FQsO7b4+PjlpKkhRvjxfx6clAQ7J7Ode3aNQspyUax6eAD7OzsaGxsTMPDw4bxEIL40JNsUHRd+3J9wpKDBOPgvSuf4WANg01RLEdhHcqCffHHNl0p7WlE7wH4MIJ/fcclPwmQeKIttQCd/KQw8JCbfB8F0OtaraYPf/jDOnv2rIUXuO1f//rXVSgUbAF5j4DvuXz5sjKZjB577DFLh01PT2t4eFhXrlzRzs6OVlZW1GrtnlXZ39+vRCKhcrlsJzj39vZqZmZG586ds9QgG4z0KOk2P3bcx8jIiM6ePaubN2/qqaeeMjINLdaTyaRxDAqFgoaHh9tKiFFCvtsRiieVShkt2R/CMjo6ak1qcHOxmKR+vcXEO8xkMpL26gLITDF2LG48sFgsZkfmtVotA1c9N4D1AdHMr61UKmUehiTDkVAGhBoQxzz/gGfgGdnA98su3I+ByN8JHaN9QqLFf4QN8Cg8mH4/Nu/95NAohv3AM/6G1ejt7W0LNXxL8k5xG5uEAfO1FP57iXdJNcK4Gx4eVn9/v5LJpJaXl/WNb3xDa2trlurLZDLGsQeH4NDX8+fP64Mf/KCkXWS5v79fN2/etOdBMdTrdTss9s6dO1pYWNBjjz1mmyOXy+npp59WpVLRtWvX2pB0ac8Vx1Nh433yk59UrVZTPp9XNptVs9m0jks0kfmN3/gNLS4uWlYkKr4HgLTXbdiPX7Q/Be4sKWbmFSUGoMo9e0XBvMfjcUsBQ9rp6+sz0BLPgvJySabs6W1JViqaHWD8OXy2Wq22HaLD2iIkSSZ3T9Xu7++3zU/Y4L0MqZ3A9KDCZ32Vpv8898vf+/v7lc1m25QC8n49hKgcGsVA2kWSUVKlPbcq2oXG57thmnVqke0/w4BjEb2G959nYH3cOT8/b70JUB5HjhyxHgC42el0Wrlczlzba9euWUx+4sQJi8vp13jixAlduXJF586d00svvaQTJ05oaWlJly9f1sjIiBYXF1WtVnXr1i1TahQBMVYUIqEcG42Gjh07psHBQb3zzjs6c+aMdZD2uMK/+Bf/Qu+8845mZmbsAJhO+W4UA8qIf1G2WE0ITvSVBDfy5e5wRXCV/SE5jcbu4bXQwz3pCgVDD4ro3LKR/BmXKBXvdZDOxJhIeyXfAwMD1rcyHo9rY2PDgGvGhecHeyC9iXLsFE5EhdCKdQYRzjcN8u/1Xhv9NfL5vLXUu58n8n7kUPAYwvDexipoYU8E4e/SHlUarX4/AgcD7CsycdU8L94LxJ6rV69aK7N0Oq2XXnpJH/rQh1QoFIy41NPTo2w2q0Rit5fgkSNHrNAmFovpqaee0tzcnObm5iTtWrdsNqtcLqeTJ0+qXC4bfblQKKivr09HjhzR888/b+XY9E+EsOPv13c3SqVS+shHPqLr168rl8tpZGTEcvk8/+c//3n9/u//voaGhgxT8CETOIgHZ8lgEMsODAxYZga3n1DMA7s+z74fQo5hAFQFZefZ8ApIQ3oikV8bUXYrisV7oWAmfKcPARkfvpesE6GOXxvgGGzcB00/+kI/wHBYing6PI+/biqV0sDAgDX1RZF3Chv8nno/cig8Bh6Cxeh7InjKMu+N1uwjHi/oJBSqsEi9C0jchutMPh0K7uDgoOLxuLVTq9frVs3HYh8eHra6hkajobW1NXV3d+uxxx7T0tKSlpeXzbLEYjGtr69rdnZW4+PjOn36tOLxuObm5tTT06Onn35akvTWW2+pr69Pp0+fttqLpaUl85gYJ2L/Vqul5557zvL9J06c0PDwsFm5ZDKpK1eu6Mtf/rIGBgbaMhkeDAR/wbX2vA4/5lhjFDXxe1T4bh8CRecGL8KLp8mTsvVrxYcl0Sas3ip7b2tjY8P4CPTR9BsSxYsVJ+VMvUi009fDCthNFENDMTGPnqwWi8U0ODhoTFTAY/ZHNIz+Tr2IQ6EYpL2QgYXu3S2fasIi8x7vVnbioCN4IYQdfnL4bDabtc3CQunt7VWj0dDbb7+tN954wyzm+vq6Wq2WpepYZJRTF4tFiwNv3LihGzduGDjKAmg2m6ZkstmsJiYmND4+rrm5Of32b/+2dRZ66aWXtL29rY2NDa2vr7eBjcTyLNRMJqMnn3xSS0tLyufzOnXqlI0b8eiv/uqvmusPyAb9l8WGtcWt5jv9hgDJJ6TrxDkh3YilPwikC4LdCsjBwUFJe94ASo/QhfnhMz7HH/VI2DjMexDs9n08duyYEomEpqenjbgGPkOPRaovqXjFOyXs4voHCevac2a8B+ABcZ4B5enHiUNz8RBQBv66XryCBDx9GLmvYgiC4J9J+pSk5TAMn7z72v8k6ackrdx92/8QhuEX7/7t5yT9pKSmpP8+DMMv3e872OBYhzAM204sxtr5cGM/KiluWlSje2zBa1pcxXw+r2Zztx1aGIYWLzcaDV2/ft0AMZ+rDoLdopz+/n5NTU1peXlZY2NjmpycVBiGRsK5ffu28RSkdr6BJGvBtr6+rsuXLyufzxupChcWD4A4lJidzYBLe/LkSW1ubtrGhvpNJ6Wf+qmf0tramvr7+xWP7zZr9ZacxQZhh/nh+xhDfyITlh78ggVPExmedb+KQ8QXxYEvoMDxWLDk0ZCBewWnILzznY1YNyiaZrOpI0eOWNNd736DHaAcPH7lv+sgdx0F40lXjCc9F7g/T7324Lq0y0XJ5/OWBZL2wjOfxuw0nl7RP4w8iBr5VUk/0uH1fxCG4TN3f1AKj0v6cUlP3P3MPw6C4L7MCjYYrL7t7e02sJGF4I9c97wErnEQ99xbRN/ZSdoNI5aXl1Uul1Uulw3dX15e1qVLl+yYuMHBQaMxw2kYHh7W0aNH7b7JrcdiMb322mv61re+ZXX2KCUWNxaoWq1qfn5esdhuRyLanONednV1GRYBecgvcACvkZERPfbYY3YvP/RDPyRpT5H+43/8jw19x3vyoQFKRNrLDrD42Oiels7vhF0ePfdl8b4GxRdtRWVra0vFYtHmBivuwTfuGZAxKrj6PDeAMffabDZVLBYNwKWlHQbI1+SQ1iXbgsfh2+AfJL5cGwVKqEm63Xtj0c9Ju0S40dFRq0/hmaOZDC/cI6HV+8lS3FcxhGH4iqS1B7zej0r6jTAMt8MwvCHpqqQXH+A7DN0mHKAvon+oaPm0d8E69c73VgXlwiZlYli8xMncD+XNXV27ZxOSHkun0zp27Ji5vDQ1vX37tra3tzU+Pq7u7m479Yj0IMU8LHh/sC7gH01Q8BKwoJubm7p586bGxsbaLBkKkkWXz+e1vb17gOvw8LCBsvRqvHjxoiQZloJl94sNrwjvjepHPy6MGeLTe7yP+yLN7JWMtJe+jIYVfIfU7qbTrIZ0Nh6NxzNQIChb1pRfCx5k9KlFcCU2E2Ht8PCwfUcsFrPzMf39Rf+Nih83xonx4VAd3gdZiu+DLEZm5CBsA0OJIv5O0pbfSVbiZ4MgeDsIgn8WBMHA3dcmJd1277lz97V7JAiCnw6C4FwQBOeoFiPe6oTueoQcbwEAjgFg84H2RttuewSXRerz7D7jgeU5c+aMHVq6vr6uIAisLfqpU6e0tramixcvmlV6/fXXVSgUFI/vHkJCT0FflSfdW5YbBIEBnPR3YCFQdyFJL7/8ss6cOWMALYsqn8/r5MmThju88MIL9gytVkv/8l/+S92+fdsIQsTcKAPGlUXs41I2RqPRMFozKUjvAnuXGevoQwk+52sHolWIMEoZo07v89Wvfo5ZPz7zwL8YETYf41Kv1zU2NmaVs1h3FMXAwIB5eJRpo7hRLNxjp03LeHrD5N1/QhzviaFoqRrFG/PzHRWUpA91PcX7YeX9KoZ/IumEpGckLUj6xYe9QBiGvxyG4QthGL4AgNaJiOJTOwymd728Jj4oRUOcCagIQWl4eLitYi0e323TPjU1peHhYV24cEFvvfWWZmdnNTExof7+fjWbTZ09e1ZXr17Vu+++azEg343Vh+no6wM8EMbzEauTMuTcCA5tYYH+h//wH1SpVPSpT31KMzMzbYQt0qWUN9PKnlb0N2/eNACSXg/UjsAMlfaYg51K3Pk+n0HwlHLEbxYPJsMB8Q13uAc/lzs7O/fQhnHzfU1FVFgj4CGAdL6EPgzDtpCxWq1qZmbGQGTuBZ4IdSMQmajV8O89iMyE54GXFlUe/nn8M1MZCanrIAFPIlOB4jxorO4n70sxhGG4FIZhMwzDlqRf0V64MCdpyr31yN3XHkii9Fe/8Nx3t22q/eK8KFmn2WxasxHCFQAqtOrg4KCOHz+uVCplPReodXjmmWc0Pj6uIAg0MzOja9euqVAoqKurS9lsVmNjY5Kko0ePWjdnzpv0dG2egXDAE3PAEkZGRtRqtUyxTE1N6YMf/KC1OSMzgXfVarX04Q9/WJVKRfF4XKdOnbKxXFpa0q/92q9pbW3NwjNfq+HvgX+jiiHK0cfy8gzeU4uKJ/5Ev4954bsZJ8KGeDxuICkS3GUb+mt4/Mm75qQbmQvWFePARszn8wbYcq/1el1HjhyxPg9e2XEfrE/fVCgqKFM8l4MqHfl8EATmLfiCqE6bHH4L98e8oxzer7wvxRAEwbj772cknb/7+xck/XgQBKkgCI5JOiXp9ftdD4CKCfDpyGq1ek8dBa7ofg/OAvNuFMCNBytLpZK5jUePHtX09LRu3LhhZ0AWi0VlMhm9/PLLVpq7ubmp69evG7WZWL6vr09DQ0P6yEc+Yow58uW5XM4UGlbNezlBEGh0dFQnTpxQLpezaslsNqvx8XE7VZkGJTR/wSL09vZqamrKSpxZTPV6Xb/0S7+kpaUl4xFkMhlLUx4EnnENsjFYca8YUEyeNIbXxpz5UmY/3x5z4P24+ZB6iOmjFHnEhxH1+u6p4HR45v3RdN729rZ5Hul0WkNDQ20H3KB0UqmUBgcH2/pFeBIcYYgPfTsBgR7HACNhvXthPBl7zsVkPxyUecAz8uvde9vvRx4kXfmvJH1M0lAQBHck/S1JHwuC4BlJoaSbkv7fd2/mQhAE/1rSRUkNST8ThuF96Vdo32hOFyHM4MxJaQ9n6BRDectwkDQaDWu7LsmwAjYR+euuri6trKzYKURhuNvhuVQqGdjIxtnY2FChUNDMzIwqlYrS6bRWVlaspoOFxuKFUFUulzU3N2e8gc985jMqFot67733jBs/PT2t1157TW+88YadqxiGof7En/gTlsmgZ0QsFtPFixd1/vz5Ns8Jq+X7OiD+fVDEKZzCnYZkFI17Sc0hPp7HojOvvvov+n6AQ87VJOb3RiFqKPgeYnW8BLpK+QpPFMba2pr1zfAeAWFIPB43EhTv8YAqoc2DVErSgAaJdlziNTJmfX19lmrt7u7el1GJtxsFYNlPkNP2I50dJPdVDGEY/kSHl//PA97/v0j6Xx7mJlggaD0svs8/Ix5fqNfr9zwwG5nJ9tyHyH3aIr9x44aBTBw7hmYHOcYLaLVa6uvr09LSkmZmZrS0tKSxsTFTVCy6xx57TM1mU7dv72GxtVrNLEAymbQ2541GQ4ODgwbsHT16VPl8XvPz89re3tbnPve5Ng5EpVIxclUsFrPGLrlcTplMxqoE//bf/ttmOVj4nHlYLBbvaW5DRyXEx77RBYjS7QQCSnuhAbG6xyWYH8BfvqfRaFixGZ4ItGCUKe4y38fzVSoV63EJP4W+E5LsfAmec3V11Q75hd1YrVbtepSf84zgP0EQPFA9BMIaZY2jZLl/fx2MRz6fN/AT1qn3GHxq3l+b+hR4EXjV3ht5UDkUtRJePC2WReOtix+gaI7W8xL4HMIg4mHU63X19vZqeHhY4+Pjttg2Nja0ubmppaUlbW1tKZ1Oa21tTRsbG4YxlEolZbNZLSwsWDXhtWvXbJEBHnZ1den69et68cUXzZ30eexEImF9HG7evGkHrcbjcS0sLFjtxczMjLEpscBBEOjFF1/Upz/9aXOjd3Z2tLm5qVu3bulLX/qSKVYWEuNARsePTSch64CXFN0MfrwPCkuwmlyLeUkmk8b599eLEtok2XF8eAbMsc9EbGxstAG74ClSe6NXFAn3nkwmdfz4cduArVZLExMTFqdHvdL9xquTMO58t28bx9h46jNZCM/Mja55X7MC34U5IFz1VOuoUn8QOTSUaFxVL7iu0h6HAeS1k+BGSffmlH1KqKtrt/np9PS0tXzb2NgwsKvV2j31qNlsqlqt2knNxL/x+O7JRr7hSKVS0cjIiCH+AJPJZFKnT5/WK6+8YuXIpVJJkuyEalKMW1tbtrHHx8f12GOPKZFI6PLly9a6nZ4NL774oj760Y8aVZeiHiwtGAgAqx8XLHY0XXpQnQkb0tdLsJgfJF+OJcbi+1RkEAS28fk/tGcWO95DJ6SdBi6+k7W0dx4la8c3n/EeIMqKzElvb68mJyfV19dn3+UVxMNYX0ITxPeJiIpPUWP1vRLxc4fA9fHv9YqfcXtYORSKgUwBMRWWoBOG4PP/0YHjNdy9aOzFIiB25JxDaa85BptL2jsFKplMmpVnE6ytrenUqVM6ceKELl68qHq9bl5GIpHQysqKTp48aV2TTp8+rVu3btkGo5wXxmU+n9fa2pr1Sezt7VWhUFChUDDyFpNNGzO6P8HApLbhP/7H/6jLly+31Q749CD/RinaWBrGPcoi5XpeCFOIY31YSCYGZiGf5V48sYfXNzY27CTpUqlkHiRAYrTQCOt/+/ZtGyPGCSXpU4ukR1FSiUTCwip/kjWGCuV6UAHYQcI1/ClVfqN67AIyU/QMTOleHo5/PpTPfvRnODUPI4dCMbBpvStErQSCle/t7d23cMQXFEXdU16LxWJ2ShGbgwEPgsAWMaSkTCbTBgi1Wi2trKxofX1dg4ODtoBgN1arVWv5RXns66+/rhdeeEFXr15VPB7XwMCAxX24vPPz88rlchoaGlKhUND/+D/+j/rc5z6nq1evmsvNfUHDphYCJVir1fRv/+2/tTZwLDDwiO3tbWuci6KT9qwaSsFvfjYlYGMn76DV6nxuAYs0Fospl8vZ5lxeXtabb76pRqNhDW97e3uVzWatCK1cLiuVSml1ddUMhqS2DAleyI0bN+wZKS+v1+ttR9+xGQEkffxNT8m+vj7V63VNT0+b9fZcE0+yQnHu5z0wr4wbnkvUEyBtzDUp0OK+wTM69ZPEw+FZDvLc/liGEiDFDAjFOmwe/s/AoSBY4B5/wMJ59Dpa5kqGg36BPn/Na8lk0ijQaGaOmltdXVV3d7fOnj2rV155RbFYzM6AJKtQrVat1+Pc3JwmJyeNZwB4ODg4aMfUEWJ0dXXp+PHjOnfunC5cuGDdo8AvNjc3NTU1pSNHjqhQKGhkZMSAqP/0n/6TXn31VaslIOvhc+dUj3IqVjTMwLqyMNlE0l41pcccfEGYR+y990EjGY7US6VSeuKJJyTJjt0DOKQlPN4a2REKsjwo3Gq1VC6XrQzd81P883BPjGGlUtH6+ro1bKnVala52NW124QW5c66i4a59yMP+cxLNJMGWOuzLUGw17SGDc+Ye0/VKw0vBykF5uFh5FAoBhaPtPcQHsFm8fmKOYSNyIOzCABcfBENA47CAJBkgmAK0mthc3PTmrVcunRJsVhMCwsLymQy+vSnP60333zTjoKPxXb7K/gUH8fbT01NWSxICXK1WtWP/diPaWdntwEqh9CWSiV99KMf1de//nXzIgAkOaBmZGREly9fVjabtQzI7du39corr5iV7u/vt0UJNsHffBcnTzX31ZNeiL+9IoCPwQYizesLtNjYYRiaBYZ34Rl9tK/DamcyGeVyOZsvUp2eTgzeQ48LvBafFiULw9h7vGF9fV2lUskMy8DAgAYHBy2jg6LBG8TidqrJ6SR4tYRajJ0PVX1YyWE73rARGnkwHiXlcR4/L158tucg/KiTHJqsRBRt9lV+kiz9hEdx0HU8M473+njZhyLeCqGQuru7VSqVtLCwYIy4nZ0dFQoFJRIJffCDH9Q777yjCxcutNVm0KOQa8zOzioMQzuE5fu+7/vsPpLJpBGoXnzxRXvOxx57TG+99ZYajYYmJyd15MgRnTp1Ss8884zOnDmjj3zkI5bqXFxctJLv3//93zfFhAtNg5aoy4vnhQvqi9N8UZWnM5NC9kQnuiph0fiXHzwWlFF/f39b/IxXNjAwoFwup2PHjum5557T6dOnrdlNVHx2oVgsWjt+Xvcl9T6rwGYiHV2r1az7liQLx+gWhXL3WQ3Cl4MYhVEMwfdM8Pfu3y/tnRQO+LhfaABmgjE7iP0r7fXs+GPpMUjt+IB3BT2xxpft+vZeXqKFI1graS/nzvdFpVKpKJ/Pa3BwUCsrK1paWrLzDtH8ZArm5uZUrVYt3Yb7juVKpVIqFou2Mfr7+zUxMWEsSNKPiUTCiptisZju3LmjUqmkxx9/XGfPnlUYhtYs5MSJE/q93/s9O2ZtfHxcTz75pP7RP/pHeuutt8y7ohYEj4iNDFDpx0ZS22byC9tzQqL1KcwXdF/e78Ev7oW59NfAQ8tkMnYUPYVmD9IirV6vW4rYrxPumQ3TarUsDYmi4P/0t/CNe1AKfiOxST1lfD/xStWvT8am0yZG2XgjFt0LzBP3Q6gSpWp7eb8FVNIhUgywG5lo3/eOcmXfucgPDCAPMaWnS5Pi8kU10t7EwWfA9eWYdhaqP+bt5MmTajabunLlStthL1y3u7tbS0tLWltb05kzZxSL7TaR7enp0ebmpqTdA3AJUQqFgnEkBgYGrG1bNpvVzMyMstmsenp6rElHV1eXbt26Zf0Wz5w5ozfffFO/93u/ZxsUpcR4EVdzj4Rqnl8PuMcYeMzBu61esJ5+XnyIxubzVt8j/HgLQ0ND6uvra0tN42GgIMB44JokEgktLi7aqd94RWw6wEvf3BVsg3M1wJl2dnbs9G7vUXgCFesEpqP/e1QYJ+/eo7gOojV7L4SwzI87c+jZwYDC3ws5FKGEp8x6YInfsca46P7vUmfrL7Wz83xVZZRgghtMvQEnQhPrhmGo559/XrVaTa+99lpbA44gCCzEqdVqFm5w3Vu3bimdTuvixYuamJiwysepqSk7ozEMQzvCLZ1Oa2xsTC+++KIGBgY0NTVlZ0z+8i//soUrLJRf//Vft/x8lDZOXt8XGeHpUEjEZyhAAtvxC3w/K8e/0R8YjNFQgM/g7bH4aXKKJfZ0ayynv99araZLly4ZOcxfW5JlXwgN/Vg0Gg2VSiUr/gIrgRw1ODhooDb36olGYB3R5/LfTyoUBedThb7KE4mmIiE4eaXgMTRA4++lHArFgDBYgExodApQJLWBS4jXxKSD/Obx8S+WKIozTExMqKenRysrK0YiwsWcnJzUxsaG3njjDZXLZStwwe3kaHfiOUlaXFy0GDUej2t8fNysXRiGmpyc1MLCghYWFrS0tGQhw1NPPaXHH39ct27dMspzb2+v5ufnrQV8JpPR0aNH9b//7/+7tYVrtVrGlISKTNxMqzNCChB+70EcJJ0sHcoZJYC3x9izgD1A5qsL/RF8jJm/D49vwGEgTKBQytdneOq0T8+igIjfuQZ8GGjqzF06nTY8BWH97WeAouPDuPoGNTyPB8J9VyrGJBqORRWJx3D262L13ZBDoRjCMDRgxk+IZ28xOAB9bHbp3qo3LA+aGFeO66F0QITHx8eVSCT03nvv2XvhS/T09NjZhpVKxTYpoQNWKZPJWCoMyxKLxbS0tKTZ2Vklk0mtrq5qcHBQH/vYx1Sr1bSwsGCx7ZNPPqnHH39cQ0NDdgYkC7VQKOjVV1+VJCur/trXvma8CHj9UQAOl95nIQBTk8mkbQyfzmRj8V2Mb6c58xsCBe5Lmn1pc7Qhi7R3RgTeFTl8ngEE32ckwjDU4uKiCoWCZVsIZdjw29vbbWdhgDd40ptfa9ls1q7NevHYCLUiUc4CihFvzWMQPjxgvD0WQIaE97KW/Wc8mY9rQ8L7Xsuhwhiwrjy4B3CYXLAFBtCnKpGoIiHtFQWNwnD3NKJEIqE7d+6YFaVnYRAEunLlisbGxuyIOBZipVKxTQeN2qfnoFJns1ldvHhRZ86c0dTUlLm0X//6123zPP7443riiScsbFlZWbETpKvVqr761a9aMc6RI0eUyWR05coVi6uPHDlipCsWEkrBd2tCafKM4C9kgjx/xIv/HOPmMQGEU6TxYLC8eEmkzTyNfGtrS5lMxu4Xrohv5Ua6ES4Jp1b7+oMo9RnDAQAbj8e1ubnZds94HhSeEcJ4wYLvRytmnfg0L+xKv86iXgWYVzTcQtmxjjtl0v5zyKFRDCxI0kKAaCgDNLZP/XQimTCxvnqPWNaz37AqQ0ND5g3g3sbjca2tralcLmtmZsbOh4AAw0ZjsnFDsfDgGMVi0U6qvnTpkjY3N42Q9Pzzz1vNxKlTp7S+vq7x8XFNT0/rxIkTyufzWl5e1vnz5826DQwMaGZmRv/0n/5TFYtFe1ZfECTJWIykLclQNJtN8x4YVywirr9HuRkvwF+ffowqcOaDz+ChYelZ8FzLX9+f9AQIHY/Hzauib6a06/Gsra21gc6EA9w/z+x7fODJ9Pf32zjNzc1Z6XypVLJqzGimJeop+DWJEoimBDulJr3wd+7PN2The79XYcKDyKFQDMSHpNbQ8lhfn0ZjYaFVfQrMDzACyYdJCsNQm5ubbcfLQ5Hu6enR8PCwZmdnjY6dSqX01ltv6dixY+aWksVAeQwMDGh6elqlUsmA0qWlJTWbTS0sLOjUqVO6c+eOUqmU1Wdsbm7q+77v+3T06FFls1ndunXLPJB0Oq1ms6m1tTVj9QVBoGeffVZvvfWW1tbWLJVFDwhSpZB9CHM8c5DqUd5DahDsA8GjYNGifKM4DbK5uanLly8rFospn8+rv7/fGIxYVObOF0P574L0dfXqVWWzWRtj0r9UuVKX4isG8Yp8GT7f4enGvg5ke3tbm5ubbdkwUsbUfcDZwBOJ1jjgZfkMBsaKEBHg0ZOTpPaUJ2lU7q3TOkY81vC9lEOhGHw6B+KN1D4IINegsT6lxu+dYmGKd7Bq29vbdrAMZwrUajUNDg7q9OnTZl2SyaQmJydVKpVUq9V0/fp19fX12TXpzkTKrLu7W/V63WL4wcFBxWIxbW5u6vbt2zpz5owk6bXXXtPq6qp5AJlMRuvr6xoaGtLExIQxCS9fvqzf+I3fsJ6Ujz32mMbGxvRX/+pfVSaTaSMu0b8S64UrTV0EGIkkq+LEYnFQcK1Ws7Ht1AErOqbk/5mroaEhNZtNlctls+jMa09PTxtQCP8/FotpYGDAztxotVoWbvmuzQCohULBFCtAItgB49bf39/mQbCG6PE4ODhoqWO/qclGeMwCCx7NQniPibXpcRDWW7T9nFcGKD2pvW+px8U6CYr2IJIV87xfevRB5FAoBu+i4hH4yj8qHKPxmI/tCEOIfRk48AUf246MjOjZZ5/Va6+9Zhvi2LFj2tnZsWxCd3e3HYHOd8NdGBkZ0ebmpvr6+ozk1N3drXK5rFqtZptleHhY+Xxe6+vrqlQqymQyGhoaMkszOTmpoaEhNRq7XaDX19c1NTWl1dVVXb16VUNDQ0omk3rsscf05JNP6md/9mft0BEWtccEQOy9tYWCjaX38T9jyBww9p4cxNxgIX1BFYqpv7/flEssFrPQhk2CNQSj8SBfEATKZrO20ebn560AzGc0tra29JWvfKWt9oPFz8ZE+aD8SUHiXRFGeQJdqVSyMenv7zfvRVJbSzW8VtZUJ68UL4NQjkyGZ9b6uaKLFkoQSvRB3sCDUpu/E6UgHRLF4PPNuFEMZr1eNzc5asFwpVOpVBuRyaO2fmFI0ujoqI4dO6Zz585pbW1N8XhcuVxO6XRas7OzZnUpVYVEFAS7J0V5pmOxWGyzVGtra7pz545yuZy1gsf7mJ+f16VLl3TkyBFTLlhSvm9xcVFHjx7V66+/bt2np6amdOLECX3hC1+wcfDCs9LpOUqZpYTbL3IO9wG5J5RgPFmYvN+DvfzrU8jUQKCEc7mcvQevgnmg9iObzUraTT/TQg9PjNAA8LRer+vChQttoDL37cFWxoHvA3NgPFKplNbW1pROp1Uul9Vs7p48Rkq4k7DZfe1CJ+YjGA5jyPjjXRGacR3vhTD23iD+UcuhUAzSXuemaNNQ3+bN1+/73DLuFZraC5YSbKG7u1uvv/66rl+/bvE8Zy0AQBILj4+Pa2xszLIQvrozl8upWCxqenraLBGLq1wum0UfGBgwQhE1DpRrc8/k20dHR60lfT6f1/T0tI4dO6a33npLr7/+unlExJ/E6z5PzsKM0pwZm1gspmKxaCEE/QzAG7ylQ5l66+M3CN/HgmfufGwftXA7Ozsql8s2T7TCow8HY4c3sbOzo4WFBV2/fv2e63nAGjYj4unzAMV4NWRBpL028dDeWYtRGrRPHXYSlNhB7+N1XzLuQ4KHLXTaT7h2LBY78J4PkkOjGKS9RdbpYbACvv+ff13av908qayuri5dvXpVd+7cMcbd8PCwRkZGdOfOHVtoGxsbqlareuGFF7SwsGBKodlsqre319JsExMTVjzF8Wpnz57Vu+++a/jCzs6Ojh8/rr6+Pl2/fl35fF7SbkxLBkOSgaFf+MIXlMvl9PjjjyuVSunatWv6+te/bgsdl1WS/R9BScC1z2QypjBYKP6zfAZX3W9yUoS4/J4fgYLyKWHmgnlgjnwI41uzsSEZczpzA8Dy/u3tbTsQGEVINoAUKr9Le+dCxuNxO0oQpiBgIkoSWjbAM3MRrXEgtIqmMr34uB/vR1IbtuLnKfo9eGXfLVARQ3vQPR8kh4bgJMkWTLVaNSsblahH4BtZ+Ot5qiyx9urqqsW/0u4Ejo6OWrqSScQFhrLsWXvpdNpasAHksZGuXLmiEydOaGJiQiMjI1aMdenSJcMXxsbGlEqlVCgUNDAwoEKhYJux1drtNXj27Fnr2fDFL35RxWLRNko0r+6ZnVRWEqIQjmGZYPWR+WGjJRIJO5ey2dxtZxct1UWBsHCjR855wfPjTEtJbTRs+i3Qo2FjY8OA576+PgMVm82mbt68qeXl5bamsoB7eDXgEb4XA8f+Ef+TJeju7jbPDsZmtF2aTxX6lHSn9Xc/6dQRGoHZCw7jx24/Acz1CsSHLX7fvF+lIB0SxdDpIb34Po+eteibkEbPGPDsx0QiYcAYWhTkOwgCzc/Pm/ZeWlpSrVazohrfZINrr62tqVKp6OrVq0qn0zp69KiGhoYUhqGuX7+uM2fOmGucTCa1uLioa9eu6emnn7ZmMG+++aauXbumlZUVW6z1et1On3riiSf0W7/1W1pfX9fOzo5qtZrxKLgnf5q0L9IhnmZDoAxQohSGUc9QKpVUrVbtCD7Ygyhor2T9PEXBT0lt5zr6jBHKq9FomEdWLBYti0M/TF83c+nSJS0tLVn4xHP7wi4wHowK40H7PrwFD6iWy+U25iprB2XZqT7EA5j3W8PR1/frnsSYYFy8d9VJuL9OBLToNQAz/c/DyKEIJXhQ3zeAwaHZBgvZN7LweWtiTLIY/rrw6n3syiBDP+aztBnHW8C9BlRjA2cyGTvgBLf17NmzWlxc1JkzZ1Sr1ZROpzU+Pq7x8XENDQ3p5s2bdmhMEOwy/6rVqjY3NzUxMaHNzU2Njo5qbGxMv/Irv6LLly9LkqH5IOZgJj4lBSWZuNgX/PiuwWwgXFfPFqzX6yqVSlZXAPbBePB5r2AJUfy8RLNF8Xjcuh/7Derp6nweHGhjY0Pr6+tWOEdNCGEC2AzZBwwHOJE3JH59ARyzvlDerDtPsPMbNMo/IBzxWRsUGmsGLOagMnJPLPPZEh8GeK+wkxdNzcl3Uw6FYkB87hwACCxA2uunwMLyEo1zvTDIUV69JzGRg/c9Ja9evWotxvA4pF1wMZ1OG88d/gJg5vLysgYGBgx8DIJAN27cUFdXlwYGBgxwk/ZYk+l0WhMTE2q1Wvrd3/1dvfLKK+byorg6bUZPCPOpRxaTL2jytGDvQdEE1W9w3s94gzH4lmW87sccbwWSEPNIk1XG26fwCJMgj0m7zXYvXbqkbDbbxjzk+Xmuzc1Nm3vPDYimFj0hDjxFkhWbRRvjwpb1HZhYo6xPxNPFAXgxQmRlorgZCpJnYZ0zHhTDcU8eYP7PIYcilOgkaEhcTGmPA+/TZwigUpSKyuDzL4sd95xyZ2kv1cWJxvQF9P33KFMmc0GKbXl5WZVKRblczkg4bCqsMBTfTCajp556SkEQaGFhwVqUoRR+8zd/sy195i0cnAosYSeX19fss9nxDqKUW88fQXHAktze3m7DKVACPjzwoCKuezwetwNZmb9UKmWeH0xGrL/f2NCZ33vvPUu3ggv5nhpcxxsKD5B6L8GzCJlrKle9txFdUx5juR+/oFO4Fe2A5cVfyxusThIlSx0kzFf08w/S/MbLoVAMnQAdr4GjsReufVT8oSR+IDxVVdorMIJnQCxOXty38PJkKR/eVKtVW6Rzc3Mql8taXFy0noyFQsH4DYODg8rn81acRWqSegj6GjYaDZ07d84s1H7lziDpUUvKM7PIfEiBZWVD+kY4jDfkpNXVVTsJmrJqXwKP+NAsytxj00bZhPzfezlRBQHRiWpLvBAwCjY6CpBr4PlwNifXgsIdTW9yz56TERXqZ+5XTNUp0+BbxvO6V7SMlWf7cq2DFIGvho0Kz00IybM9bNryUIQSUfCR1+LxuCHpUaZZVMPCP2AyPBqMayfJmpKA8PvuPltbW+rr61OxWNTg4KDW19cNpPR8+J2dHeXzeZXLZYub6/W69VZIp9N68cUXreaBdOn4+Li1MltZWdHExISOHz9uZcTd3d3q6+vT5OSkbty4cc8zhmFoi99zNkDgfX0/z+o7M1GPgjfG+Hg8IZlMqlwua2Fhwe6fbAEKFvDWiwfz/D1w4jfxN+OB9WdsqTORpOvXr6ter1tTGuZQ2qsyJC1JgRhpTjY9XhKhTxiG1jmbzwTB3sFAvJf7ph0/4ol2UfHeAuMCv8aPhffyCE/xpqIb/aCMQtT7wAAgGFLvOT5shuLQKQZiUthi9E0EQGRBeyUg7XkFvg0cGyBaqRYdpEwmo29/+9vWwQgrRexJSOM9EToeJZNJjY+Pa2dnRzdu3FAikdDGxoauXLmio0ePKhaLqVarWZqyUqloe3tbR48eVaVSsRb1pVJJ/+7f/TtzzRkX4kssTG9vr8X6WJxarWYLlnGhNXrUmjNGuNhsKlqewdcoFott6WPPgsQC+ngaYMyHJ1h3AEwyJCgX5oksA4pjbm5O0l5KlJoJsioewGQ+ydBgSMIwtOwSYSYVm319fRaecV4ISh6vkXnGu0okElbTEd3E9M4gxc069vcHxwTBOMFP2a9o6n7i5xYFQHqe9bq1tdV2uNKDyKFQDB5Qo+SVB8P1YvGhDHzcLLWnK1mIxJzRXgwoDKzOnTt32tqG0QeB+gfP8ec6aO1CoaBjx46pq6vLmpqOjY3Z35LJ3RZxnHyN8tne3lY+n1c+n9fi4qKy2ayy2axWVlba3D5+bzQa1vLLVwk2Gg2zhJ50xOG1HnNgY8IABOwFjKMYKZvNqlgsGreDTSzJjqX3Lj73xvwwtrFYzEIuuk8xj77bEvfcarWsAAsBI2F9oHjY6PRR8MQv36ae+0CpBkFgngDhG923+NdvYl+dyVhEAVe+16dUPX2bZ/NeGgAj4Zav/n1QrgSANNwO5pls1+rqqlZWVjQ/P69bt2490DWRQ6MYfK8FtC35Z+8m+djMD7TUXvUmyTQm8RYCzTqTySidTmtpaUknTpzQe++9p2QyaRV/vmkG1oB8McQaXMwgCKwysKenR+vr65Jk7vj169d19uxZOwoN9/7ZZ5/VN77xDQ0NDSmfz6tSqWhxcdGAQ+Jxb92xnowFyoLQg41FrIqHhQvrATmwFN/rMZlMqr+/v41tyCba3Ny0jEwul7MmKDS8wXry4ys/ffzLRvCUbm/pPIjoMxu8n8N3GB82FHPhvS6ekeeGm0GWiA0dhqGloH24isHyfRr2y35hkHzHJZSaB8FRtih7lMvDAI14XhT4NZtNbWxsaGFhQW+//bYWFxeNl/Og10QOhWJgQD2TUNoLK7D48OyJqUGWERYRnoLPIeMesqGeeuopvfjii5qbm7MY+9133zW3tNVqWet48Ahew52FCFQoFDQ6OqojR46YCw+ANzMzo8HBQV27ds0OiaGoqV6vq1gs6siRI3YGBLwGlAfPxXiwQL1iiAqbjAIeb7EktVlfqR01h90J1kCGob+/v61KEnzA09gJcXxRlfcC/XfyOmXtbORKpWJZHMIVNo73gLgGHgAejCe9SXut2OPxuIUCeC1gC6Rvu7q6jHwFP4EGPTA//VrwCkm69yRrxpbP4D1g7GDDeizpYbIPrVbLxg6F8MYbb2hxcVErKyuW5o4yOx9EDoVikPZSgUy8H0AWOTlfDv4kRvOCqxd1x7wL+Nxzz+nP/Jk/Y0e6feADH9Drr79uA0m6Ek3rUW+/uHFDoUfT4JWekKurq7p+/bparZaddckhuD09PVZjcfv2bb355pt6/vnn9YEPfEBDQ0P6/Oc/33ZsH0IGBUveCW3GkvhYHncct99nPVKplHlDtGdLJpMaGxszfKW/v9+UEhsGC12v19swHx8zE2KA2bApGVNayOMRnDhxQul0Wjdu3DCswfeOAL/Y3Nxsi+N9DwXEb2C6N3k+QBiGxpxkrHxYEU1/E1oFwd5JaVyHtnxS+8ntfN4rBuYokdhtV/8g2ILH0Pg/a29xcVFXrlzRO++8o7m5ubbsDkr1j6Vi8C5zuVxu07ooCDZltVq1BXgQ0oq7CSiFJXv66af18Y9/XL/7u7+rc+fOGb9geHhYi4uLplR8esyHNP6E6VZrt4Y/n8+rq6tLKysrOnHihOLxuG7evKlarabZ2VnlcjkNDw/r2WefbTsaLZPJaHBwUJK0srKi3/3d39WP//iP60Mf+pC6urr0r/7Vv7onVGJx+d/HxsZ048aNtucHBPP4gI/nAfXAGHzlKuFYIpEwLgJpToT3wzHwiw9OgWdrMs/MpyTL+BCWkZX5zGc+o0ajoVu3bulrX/uaLl++bBvWI/2EAzBU8WZ8GAEA6g+85bN4hD5rg8JF8YF38YwwK6U9wp1vPBOt8pT2elJK7TwD77WQ0Yiuaa98fGaMsS8UCioWi5qdndX8/Pw97Qv8wcwPI/dVDEEQTEn6NUmjkkJJvxyG4T8MgiAv6f+WNCPppqQ/E4ZhMdh9kn8o6b+SVJX0F8IwfOM+32HAEBoWjSjtdb/xpbN0U4pKFKWV9s6opL/BP/tn/0xvv/22ent7tbq6qmPHjhlN2cfjLIQg2OuGNDw8LGk3DYfbOT8/b+dTplIpjY+Pm5LJZrPKZDIaHh42cE3andRLly5pcHBQhUJBk5OTun79ui5evKggCJTP5/Wn//Sf1m//9m+bKwoH3ufzt7e3rcYBkLZe320fHwWmfIWqPysULwCPCdYi3oKvf2Aeoik2UrKEER438MVMgG4e5/C4EBs1Ho/r7Nmzeuyxx/Tuu+/qD/7gD7S4uGhjDpbBNQkX6B8JoMpa4t55DhQfmQrwBWnv6Lzt7W1bg+Aw4CBeMXkqv9+Anaw0SjmVSrXxLTA03He0/4UffxR5vV5XuVzWe++9p1u3btk4km0BQ/MK9UHlQTyGhqS/GobhG0EQ9Ev6VhAEX5H0FyR9NQzDvxsEwV+X9Ncl/TVJf1LSqbs/L0n6J3f/3VeSyaTy+byx0FhYaGRiKUmGuvoctxdPYqJ0uKurS2NjY+rq6tJ/+A//QVeuXFEmk5EkffjDH9b29rYdt95sNq2oiAHFNcQSwDMgNXb9+nXt7OzoiSee0I0bN5TL5fT0009rYGDAFh8eycWLF5XL5YzR19PTo1wup/Pnz2tqasqalc7Nzam3t1cf//jH9ZWvfKXNygISgjkAYBGCsYBZfGwaFmonZN2fQcEzUzOBK+w9ARDxKIVYai//JgPheRc+o4KC71S4xHifOXNGTzzxhN59911dvnxZFy9e1OzsrIGYfAdnjo6Pj1t6mzAUjAmCFVgE68inuonJfZjBuHlMg2tz3xgP3rsfoxEPlk1OCjravMULHgDgaLVa1Y0bN3T58mXdvHlTpVLJ2KWpVErZbNa8EYhtDyP3VQxhGC5IWrj7+2YQBO9KmpT0o5I+dvdtn5X0Ne0qhh+V9Gvh7mi9FgRBLgiC8bvX6SipVErT09NaWVnRxsaGtre3rUYBcIha+jDcZfGVSiVLgXnxi51YF8166dIl63Qk7W7w0dFRvfLKKwZ6MkHFYtEOoyVtKe3WSYyNjZlSYFG+9957On78uAYGBrSxsaH5+XnbOMPDw4rH47p48aKVFSeTSeVyOQOPRkdHNTAwoOPHj2t2dlY3b95UsVjUhz/8YQ0PD+v27duS9ngKfkF60g9yUOnu3bls+z8LmM1P6IRS8ZTj6OE60p6HhocSxT+iLM3oPaJEfJMZL41GQ6dPn9aZM2f07LPP6vXXX9err77alp9H2XF/zCUNabgP34OCQrpms2mbGu/Kezp+jHxIhPEB//KEIsBbFA2blCa5ExMTHTGiqFLwoGqz2dTm5qYuXLigb33rW5bBImwAIMYz88/yMPJQiEQQBDOSnpX0DUmjbrMvajfUkHaVxm33sTt3X9v/JmIxZbNZTU1NaWJiQkNDQ9bIxA9So9EwjcniPYjq6WsgUDi4Wc8995wee+wxVatVFQoF9fb2mhsWi8W0tramarWqJ554whZBo9GwPHtvb696e3s1ODhoiuy1115Ts9nU5OSkBgYGJO22KF9cXNSNGzfMmmHl4TyQCUgkds9NoKV9GIZ688039dxzzymfz9/TzVmSKUxf10BYADgbRaVZOGwWkHoUGWAidQt8J2kxXGF/L2zK+7msHhDjXqKoPM/SSbq6unTy5En96I/+qP7SX/pLeu6559r6MvqeGng5jI/3hqT2Y+LxMMhCwH/BmvMD7oJl9pWcvb292tnZMSo544UxQvnVajWtr6+3nQPii8r8uNKshkK9YrGoubk5nTt3TrOzswqCQLlczrpzgwehvPzcPow8sGIIgqBP0uck/ZUwDEv+b3e9g4fiXAZB8NNBEJwLguAci48Yfnh4WNlsVn19fXawqwe2sEidrJAXPylegcAlmJmZ0euvv251AKSfWPj1et2oz7iazWZTuVzODkUBjU4kEioUCrp27ZreffddpVIpDQ4O6uzZsxodHbXTqFdXVzUyMmKu6oULF3Ts2DGLCZeWlvTmm2/q4x//uP7/7Z1rbKTndd//L+/DmSHnwtvysjdxtWvJG1uMYm0sQXJsXWwhid3EgdMAjj8USJOmQAu0H9LmSz62BZoCReoCCRKgLYwGhZvGShADlhxDSoNYl5UlcbXeK7W7vC1nOZw7yZ0Z8u2H4e+Z8747pMh65R0BPACx3OHMO8/7vOc5zzn/8z/nuX79ujzPc81fuMdqtapSqeR2PnLxtrYD95iQwhZlAWRZujEsSeaWXYpdl3mBlRpG2cEcWjXMQeEtSQ3PDkNshXQw7FLryrNIotGoHnnkEf3O7/yOvvrVr7rq2EKh4Fic29vbKpVKgYYsXAMDNjIy4sIFQjMWJmlWDAL3TQo3Go26DFkymXS/t+LXULJPeEGK1HpqzKMVQrBKpaLFxUW9+eabevnll7WwsKCenh6l02klk0nXx4MfDJr1jg4i+zIMnud1q2EUvuX7/l/svLzied6Rnb8fkYRPtyhpynx8cue1gPi+/8e+7z/u+/7jINP9/f1ugdByjQ7EcBJAb63sVjlGise63Z/+9Kf1ta99TeVyWefPn9f169fv+Qzt2M6dOyff9zU6OuqwgM985jNOkTyvcWgtufyZmRnF43GtrKzo4sWLzhP667/+a6fgnBUByp9KpbSxseFSl5wRcfnyZf3qr/6qZmdn9bd/+7f6xV/8RWfQLHoNH8IeQ7e9ve12PnbfcJegSCTiincwHK0Ks3CBbZ8MS6Cy78cTQdgFSbGSokOgOnMv1tCwAO1r9j0Ym4GBAf3ar/2afvu3f1vpdNqFPLwH42h1hmcMV8TWk3AP9l4sixHDZxvEMlaMfSKRcEAxJ5OTNQEordVqSqfT7rvBg+z82XlZXl7W7Oys/uEf/kGLi4vq6enR0aNHFY/HHaCMPmCcMMaWPLhf+VDDsJNl+FNJP/Z9/w/Nn16S9I2d378h6Tvm9d/0GnJOUmEvfMENZGdx9fX1KZlManh42B0eywNgF6AHgaXh2gm16TEr0WhUU1NT7uEsLS1paGjIKQWf6e7u1uzsrN5++21lMhmdOXNGv/RLv6Rnn31W1WpV7733njsAhcU/MzOjZDKpq1evan19XSMjI9re3tZrr70WcJUHBgZULBZdh+nh4WHFYjG3WD/5yU/q9ddf1xtvvKGuri499thjWlhY0Kuvvqpnn31WUhPYgqIb3tUJCVjEFP9AIceDwliQarPvCc8n4QieRDitG8Ycws+WrAU4gtQ8lZqFws7Ojw0nrNdnGZ0sqs9//vP62te+5lrAr66uusOGCT2lIA5jKx4xHGRprE6wwHg/MTvl34QVZDoIFdnFMQjoYyQSUTwe1/j4uLtO2Bgxro2NDZXLZS0uLurtt99WLpdTJBLRxMREoHeIrVrt7Ox0GY+9+pTsJfvxGJ6U9HVJn/c8752dnxcl/TtJz3med1XSszv/l6S/kTQn6ZqkP5H0z/Y1EEN6IeZmAgcGBgJUV1sbEA4hrFKHFXV6elpnz57V9773PSWTSZVKJTe5KDkxJMU3b7zxhr7zne/o0qVLDhUvlUoql8vOHU+lUurq6tJ7773n+jOOjY05OqrUbL3m+76SyaTK5bI7rYr2bVQFPvrooyqVSspms3rmmWcUiUR0/fp1ffazn3ULk1icf20tB8ph432wA5QXt57vjcfjGh4eduxS29WKfykyog8msTiVfGHPjUXB+1g8GHI7RsssZJ5YxBgCm9UIP/vOzk4988wz+spXvuJSjezqtrW+NTbwT+yisR6K5UOgU+go17OZGMrN2bXx2jAW1mgMDQ05YlcrYTMkHZ3JZBzrdmBgwKX3yVYQPhDeEI7xfHb7nt1kP1mJ/ytpN+TiCy3e70v63YMMAmWXmk0rLMBVq9W0ubmpbDbr3g/a2io+3U1IvVWrVU1MTGh+ft7xCmwxi40xqZrr7u5WoVBweWZKdyuViuMR0IOA5iT0MWB3p3tQKpWS5zXOqeD9KOeNGzc0NTWlM2fOKJfL6ciRI5qZmdH58+f13e9+VzMzM3rjjTccXRxw0RZXsWjwVFjYxMwoKGPkXhOJhDtwh89jqEn3+b7vlI9FzbMIi1VGYuXwM0N54SXwfPFoMAg2HYpnY3dXQtHPfvazqtVq+ta3vuW8IL5fkiO6bW1tKZ1Oy/d9R2Cyhoj7b9U1CeNgayKsdxGuLkWH8Q56eno0PDzsUuatBD0tFApaWVlRJpPR3bt3FYvFlEql7pnv3t7eQFMjS9nHAzqItEWjlmq1qmw268IEdqNYLOaOcbO7P5baKhjWmr+xK1kwJ5PJOCrt3Nyca0vOzglqjetJ7N/V1aVbt24pl8upWq1qbGxMQ0NDjgBTqVRUqVQ0Ojqq7e1tZTIZR6CiLTkNYba3t7W6uurc0bW1NaeQlGT39vZqZmZGPT09evXVV90ZFi+//LKef/75QH9C+iiQg7fNOVhsxNT8nXGzI1IEBagW3jFB0hkbng07FnMoNTsf70esl8AYLcDItRhPuOrUegzMYTwe1wsvvKDnnnvOdaIm9WqrD6vVqov9YTpawpXnNZuyhHEOBGMV9lBtZoG/2yI42vhRk7KbkO1Cb6PRqEZGRpy3gHR1dQWYqWTfMMKEGQeRtjEMuVxOhUIh0OeOFF5PT49TXHgMYQtIHEttg40fkWg0qr/6q7/S5OSkS0dKTUYZaSbP81yJNCkrUHKpoXxTU1POBbdss0Qioc3NTd25c0e+72t6etoh4pFIxHVf5v7sbry11TjPkurGu3fvanl5WZ2dnfqN3/gN9fX16ZOf/KQDHHG3qazDdQ5Tki2rziL+GBUQbIBfFieLnXkZGBhwBpdrcWwf78XDCAsLC3zChgqERr7vB7IQrepdLJYSphDbCtKvfvWrmp6edp+zrjnvTSaTAZamZUq2+v6woGcAkngI6Cbt/MHCMKQdHY1jC1p5vHautre3lcvlXEjKYcGWDMbmhw7yOfQBktdBpS0MQ61W0+rqqtvNbZchXGB7HkAr6y3JxVLE24gFI1OplFtUttkq79/c3FQ8HneGhl2cOJPFMz8/r2Kx6Hader2uhYUFPfroo+rr63Og0e3bt/WzP/uzzhsiA3Px4kVnmIrFopaWllxb8/HxcU1MTOjMmTNaW1vTN7/5TQ0MDDh26MmTJwP33Yo1CLAHOItrzrzacM3Gq+H5I5XMkXJhJbM0XOYybLTJjtixhfEBDDme327P2LrvkhyZiZifBTg4OKivf/3rSqVSzojgndk6F7whiHBSs6Et92HHZ8WCvcwpngnM0HBnJTxhe+3wbs4mlcvldPv2bWUyGed92uwIbeG7u7sDvSbo2Qk4etACKqlNDIPv+8pkMspmsw5gIUNhwwNLSAkTaSwN1+borUW9cuWKO7Z+dHTU7eosGIAa+imwmAHOSPFxRB2xMHTk+fl5LS8vK5VKaWurcXBLrVbTnTt3XDenkZERd34j38+9DA4OKp/Pu65VpFq7u7v17W9/W08++aS2trY0MzPj/o7SW+BWajZEYcEMDg66eJ4shi2/5j64Zpj5aJWL34nh2aGkZvGWfS90ZQSjZNNxdkff3NzctSMym4X9nfGGsxVTU1N64okn3GLle2zIZdOwzB9zajGa3apYLYZhe27ifYCtkHXq7+933bzCXJDwtW0fUXg+9v0YFcBfeB/MDXr5sfUYfL/RSZk6fJuCJDfMScA2RrQPBuW0pbhSs8kpWMPS0pIGBgacFbYNQbDEHPpar9ddT0Jos8SP+XzeKZpF+S9evKiBgQFNTEy4WJwKuGg06jo3HT9+XLFYTNVqVXfu3HHXHRoa0p07d7S+vu5O24YRee7cOd2922xJb3sP4AHZohwMItWpFvXHGBADE2LYoiO8GxtWYEzCKba9FnJ4Rwx3LcbA2gViDRF/Y3FbrgM/9jki9N4cHx93XsrGxobrL0kmIRz6WO9nL2HeWnVh5jWo9NFoVENDQ47dC25mjSpzAWPy9u3b7vBhniXGBp1m8ePZ2lD8J5G2MAySnKIS+4ZdTcpprcvL5yQFCDxWwiFFR0eHLl26pIcfftgpFUrOhOM+2+Iai5TDYORv5Pj52+rqqjMq0Wg0AGwSdoAz2NSj1PAaaBHX2dmpxcVFJZNJ1WqN4+YBOu3CwUNiR0EpAPRa7Uws/MHBQbfzl0olDQwMBDpVhReONUitkO7wYmJewxJG/MO7piUXsXBseCk1u3khdqNATp8+rTNnzgSMF0VFtmDPZhmsTmGwCZeYU559rVZr2ZwVT6yvr0/pdFpjY2MaGxtTOp12vS1aiU1Rrq2tOZ0DB8F7s3NqxxL2HHfLGH2YtIVhYALX19cDACQCBZibZGfDRbPXYaGzcKyx6Ojo0IkTJxSPx/X6668Hym7h79uOTyiO5ckDGgHqlMtlV7wC4w1sYm5uTsvLy6rX60qn044QhWeDG4xxKJfLqtVqWlpa0rFjx9Td3e3CC3Lwm5ubunDhgguB4OpzHYwTrjsKSlhicQfIT7Va49g9diYA362trUCDV6nJTWBObB0GqVkrGD2UV2oacZuVaEXusd248FrCbMuw0gOIYmj6+vr08z//84rH44GeE3iLhBRsEhYzwaPAcNrsiCUs2doPrk/YNjg4qNHRUQ0PDztjZA0NXiWf29zcVLlc1tLSknK53D1kM8IR6+nZfhqWZMV87ObN7SVtYRiYEPosSgo8XJv/BmyyDD4knLOWmjsPxoRTpOm/gJKnUikXi1owkt0TXjvMOphyuKb0fuQ1329U16FExWJRHR0djguRSqUUi8WcMSLDQUn5ysqKyuWyHn74Ybebs8tevXrVuaHsEtVq1THdwGgwcrSctzgNqTOITNC+bV3Cbrs9zyfcv4Hd1C5edmPbbQuWI99hx20BPUBQy3FoNY5W+mTl3Llzjn7N97Jzb25uuoI39ISSe2vM7DVta3lSxXi53Ds6evToUUftD+ulbQaDbG01+jaurq62XNAYMPt5OweWsi3JbR4HlbYwDJICvR6t24trZC02Cm1pquwoVsm4rtQs611ZWdHS0pImJiac1eUEaxQBd79WqzkOQkdHh06dOqXh4WG3SElDVSqVAJJPmtBy3xcWFlyaUWooF5kY2uQz5lgs5oDLc+fO6ed+7ud09OhRLSws6NatW/ryl7+sxx57TLVaTUePHnUuPz0tacTC+CS5I+Gj0ajL3vT29jrGI6g2ngBNPsLhAv+HcssCgssQLgKimYplftpFhqfD7yzcsGDELeDIPLYSm/bs7OzU008/Heg8bmsXMKy8H7Tfhg52vLbU2hK/wGnwmiKRiKO8w5OwIQk6x/tp1ba4uBg4nyI8B+he+D1hL4bXoFYfRNrGMDCpuMutkFcMgc1lI7j2oOjW9eX629vbKhaLunz5spaXl122ASttLTduMouMGDGfz7u+EYyVNCbjsp4NYwb8y+fzKhQKqtfrmpycVCaTUWdn42QqW8UH+Lq6uqre3l79yq/8ira2trS6uqrBwUEX/sCOY3GSnrIsQQxlqVRyu3EkElEqlXKhA8qOsbQYhvXMrOvO+wDAeAa2/p9FhVEIN2vl87wHT4fQJ8xGtLwNqelZtsoa2MzVM888495jjQvPP8y6JIRsFRqxyK3u8TcMhiTX9JdMFyGurWS184keQrlnXu1c4TVy3+iVpEAIaclrNvO1X2mLno9SE+G1ymAFdpft99gKsLK7Ca9JzVw0PSVjsZi6u7sDpb3hHDwLu7+/X9PT064VWy6XUyqVUjabdalUDAOgI+xJ3HcozPST4ADdkydPuhiVxZ7P53XlyhUXRpw+fVqDg4N6++239eqrr+rv//7vA/eA62vZjZa1CMgpNc9sBOS0Co7hhPHJQrKLI6yo1oCACex28rLd9RGMAd8BjhAWamRaiV0EVuz3jI+PO7yG19Ez6kWYP4yDLUJCYJLiIVldtUYBNqmN9TE2CDqM8a5UKsrlcq6/KalmWx3L87Q6y73avgtcU5LzIg8ibeMxSEHOAUIMC/MOCSul1GybblF+ixp3dTW69YyNjTnPg5gYDwGp1xttx8bGxhSLxXTp0iXNz8+rs7NTQ0NDAYAKRSH8CCPztnahv79fhUJBc3Nzunz5siYmJnT06FHHOCTjwQ+MxGKxqImJCT322GNuB0KJAbpsvM8PmRYbApDmQslQVpQeZedz4Z0NTyUsjGM3sKuVwbd0aq5hd2+M/F5lw60MCWLb4r/44ovudzwFKzYs2m28dpwsXEugA1gEeAQYJk0c9krZEDc2NrS2tuZqd/AqCPm4LmPs6OhoCcJaz4xxfmzBR6kZu9EOi4VtkWLopltbjb6MYWtOnpcfeyqQJOcyPvTQQ4H0DzF3vV4PVMVRNZnJZFxjFg6hBYfggdiTkDgzEnS4Wq26bAYHuSwsLCiXy7lsQFdXl9ut4/G4jhw5ojfffFOvvPKKLl68qCtXrqi3t1dPPvmkfvmXf1mf+9zn9Au/8As6deqUA9YqlYoGBgaUTCYDAGCr9C9KjNvM+8rlsuPzk30J7zbhdBlCcxt+WuEJ9l+p6SnaZ2nBPDxIeAGt8Ifw9RE7hs7OTj3//POuQ7dt9844wvdkDYOlcksKpKitYQBsxvDYUMeyLm0Lf7g5gNjWa7Hl6ngP4ZJ0O17qPsio0Z/yoNI2oYTUBJ84VFZq7X5axDqs8HbHormpzUvjJfT09DgCEW4eXAkeMF2SyAvbmgMMATUQtBVHweDeW7ZmJBLRjRs3XDrTthBDmZaXlzU2NqZisah0Oq0f/ehHkqTbt29re3tbsVhMk5OTrgx7fHxc6XRaR48e1c2bN3X16lUtLy+764cR646ODg0NDbmuT8xfJBJRsVgMMCAl3VOwI+keJiNzjWAMobdbjwXFx+OyXBB7LfudFsiFuIW+8D68pbCrTiqys7PTnZMB6Mp7pGaoEt5dw8aMQrIw78aC42A6FJxZpqVtBsNnoECXy+UAxZu5tPdC9oe1guAZYgx47rbD90GkrQyD1DyNGoWxNf+WiisFDw6lvNT3/YCbbR8AfPjFxUVHIAI1j8ViDgdAeUulkqrVxolBFlm37EC+e2Njw50KTZbC8zzXjBT8YG1tTalUyh00Yg+NBWzKZrOamZnR0tKS5ufntbi4qJGREXeu5ezsrDo6OvT+++/rzTfflOc16L+ZTEYnT550reih9UKp7evrC3QLZtEggJC2tt/yC3ivpfMizDcKbA1BOHNATG/xH7urUZiFslux17UGx4ZEYbGs2C996Uv64IMPAiAdAGirOJydmwVqQW02AEBXdA0AFsNh2+oxbgTq/NramsO/uH+uwTmqUjPbgkEKd+4Co+J58JzsGPYjbRNKMFkUFqGgCIuRmCsMNFlgxrqANrywKS7bZAO2I0QRy7pLp9MBl5uHLzV3Rk6iqtfrGh4eDiDr5XJZuVxO4+Pj2tzc1LFjx7S1taXx8XGNjIy4AjJy7P39/S5cmZqa0mOPPab+/n6dOnXK7XadnZ1KJBKB+81ms6rX67p06ZIzUr7vu47EcCaIVblvXGK49oQPhBN2HonN8dhaiS2J51rh3SpM2sGY2BQ1oV2YKh0mWlmxYZEVnmlHR4defPFFt0ngpXGMX5hJyVj3Ko2232HnaXu7URlpyXiSWho7NhbCDgskh6+/vb3tOlPxnGxaHNYuz5nfD8plaAvDEKa64s5Zt44ikt1IN+GYy4IvvJ/MBhwG6iB4aJ7nOcs6MDCgI0eOOEQf8tPm5qaLdXERWVwYNf61DMzh4WEtLS0pFospnU5rfn5e09PTLhypVCpKJBKq1+sqFou6cOGCFhYWNDY2ppMnT7p6DHumJakqeBO4t4uLiwEaMeAh82eBR8T3fWWzWXc2qHV5rRFgke4GaKHU1qNqRZMOvx4mlknBhQ5ewAIJv78VHdoKnxsdHXXPLfxsLZBoKff7oRRbGjKhaKFQ0MLCgjKZjPL5vAsTuLalwxPi4gVbXgXPEE+hVCo574BnarNRNqvCvaCT+5W2MQy2SArST1govQaVtcLuHba2Nnat1WpKJpNaXV2V7/sOCLQeRWdnp44dO6b+/n6tra0pm82qUChIktutrfJHIhHXOQfewcjIiGs/R++GGzduaGur0cYNeu73v/99Pf744/rUpz7lPCHIVAsLC7p9+7akhjIPDQ3pueee0xe/+MVAAxFbCGWVgqIay6WgngLPwe7GuL2SXPGUpepyDTvvYQMN+5Jd0ZYhWzfdzjXXx+2VmqxK60mg9LbsulXx0V7gpNTAUh5//HF3jY2NDWWzWVeDgrGydSKtjAPhqfWI8KjYqavVqpaXlzU3N6eVlRUVi8WAAbNALUaCualWq86LJUSmlB9PB68ATMPOC9kQqWEU0eH9SttgDEwI2QIQXesCARoRX6FwfMbGieG4WGq4bIlEQj09jePP4/G4crmcY8SNj487EI5zHdhhLbEFLwMmG4uA6rZ0Oq2OjsbZFLFYTKdPn9YPfvCDADaSSCQ0Pz+vb3/72+rt7dXU1JSL6Tc3N12+nVOtqtWqBgcH9Ud/9EduJ+D7yMEzXkq1GR81+/YcSrw0Fly5XHZVh/azkpzRs64+92HFGmEaz1Bz0SrdSMgFBsHiAPdB+W1unn+tR4KEDVcr6e/v19NPP633339f1WqjIbBN/cH85L1ctxUDFKPBQuU1rocHRx+IwcHBe7CQWq2mQqHg+lKSibEhsKX/Y7BsTwdSkmHMBwMBqHwQaQvDAIMLJfB9P3D8uFVAFNpOLsd8WX44IYRNWTLRKO3y8rIjnXR0dLgFaccFAEr3JZTTdgGGBckCKpVKrjIuFotpdnbWGRTP85ROp5VKpRSJRHTp0iWlUimdP39esVhML7zwgjsBu7u7W5lMRm+99Zaeeuopzc7OKpvNKhaLud0FL4OdlN0FJB8cgR3fGkx2dN9v9MMoFAquV4ClQwNykd7dzbW217ZkJAs0IlwzbDDwHFoZEhB5W/rdykDsJaSMpUYoRto7mUy6Z23rSkhnS80UJc/R3jd6aTMmbHbMtaVh2yMXoUZbshMbHPhHuVxWPp93RhtjxHWsUaDmBf3FGzqItIVhsILFBomFC0C2gDDCgjlYa3YnqalEYSYdIB3NLaxrCp0aa0uWAhor3wnwwzjYuUG4+X4UI5fLqaenx7WBgyOxuLio48ePa21tzeEEi4uLisfjLoMwNjamXC6ncrmst99+2zWLgXYtBav9bGwKpsIccdqWFKy6o5kM9xk+2RrZi2RkJZyGZB6tQSFmbmVk7Oug+J2dnS7MsuPAs8Cl3stwSXLzF4lEND8/77qGdXR0qFwuO2IYJ5yzYRBChoE8z2ueS4EeEi4QIpBRGxgYuIdFWigU3EG9GxsbAUOBp0A/EKmhV4lEwnnUYZCS0nvbws4yYfcrbWEYsPpYWRYvlF9Jrt+dBVrY/Tc3N10TFJQIJbEtuyQ5qnJnZ6PxaalUcrsXFpi/23QUcRw7so3riN8tmQSiSbHYOLQLFx4FLxQKeuKJJ/TSSy8FDB9HvkMtZhyVSkW3b992ymL7VTKGrq6uQNUfSg5lm93QuuZbW1taWVnR2tqaEomECzuQMMXcCu7ubs8Uo4zBwougIpEd3y4Wrhl+3V7Xxs5ci9CH79vLi0in04rFYlpbW3M6VywWnYGn+pNWe3gCeEJ4oRhSziMFqGWTwAtGl/Hc0PVSqaRCoeD4C7VazbXuh2hn2bQYbat/do7xovDsbLZjv0YdaQvDIClA6S0UCgE3kV24u7tbw8PDmpubC4BtVjAM7P5WuroanZcGBwddp2YUu7u7250Vwesg+ZFIxJ0ehdJaNNsCZ4wB8HF9fV3xeFxra2uqVqv6mZ/5GVUqFdf+7Qtf+ILefPNN54VEIhFXjwHecevWLbfzWCCO8Ikdwo6BUIDCGsslYCFBrLlx44YkaWhoyO2m9rlYKm84k2EFTr/lFljswxYx8XmyAZaIJO1NyOFzeHfWkPE8rAG098K/fCcEtfX1dfd3+B+VSiWQXuTewB4wuCzaZDLp5oQqVgwc55eAP9y9e1fFYtFlgvL5vEst413hdUFWw7jDfOS7GB+hOAaqUqloc3MzkMnar7SFYWDXI8ZCOawllBquLCdT2VSgvY7lGYRla2tLS0tLmpycbOnWAoThBnLQTalUuscVluQ8ExYSyLF1kymcwu27cuWK0um0Y0+eOXNG3d3dun79ujvQdmJiQplMRnNzc44lmc/nXRqRnpBhJN6GV5ZjH+Zt8G+9XtfNmzeVy+U0Ojrqsil2p7bYSVjC82w/Z58pc4OXYCsmJbkdzhoPPsMGgLuOjhBDgx1Zw7dbKGFTeKOjo4rH4wECFmk92x4NQhGZGbxLcAbOjRwbG1O1WlU0GlUqlXLGo1AouGPrMAxbW41zNrPZrHK5nLLZrIrFYqANHClMxkyvUSnYq4TngFEgpW51Yjfvay9pG8PAw2Fxt0pXYiRArcNu7G55c3bwK1euBBDojY0NRzPFBccS0/Ysm80678B2qcYY4NFYGral10YiEUc46u7u1vLysjsF68iRIy4n/fDDD7tahevXr7szO2khB+jFve21A3C/7FSW9cb8+r6v1dVVx3kYHh6WJFeoZoG2MMtxr++VmvwDvEAWOLE5Hg4xOQj+blWc6APdjkjFoTPhLAW4QLga0xqy48ePa2xszBXGJZNJl83BQwK/oEweivzdu43TuHp7e124UCgUNDw87Ho69vT0uBQhuAfzTpemQqGgtbU1x37FkwzPGyxUdIn7sFkiuynCi8HIYVwPIm1hGDo6OlwqB7DRcs+xmGEPIizEn60AKGK1jY0NJRIJV/osyaU6cb1RWno0JBIJraysBCYZPgVuJ2lCSpk5k6Kjo0PJZNLRnj3P08WLF3Xq1ClJ0rFjxxz/AS7B4OCg5ufnNTQ0pFKppDt37jgvBADOHlaCsiJkI+zpywjszWKxqCtXrqhSqWhyctK1IMM1Z7e34Yt0L3cBsRWXPCOMAYYA1B/6OsLzwgDaM0ptTH737l13ApbNDkQikUANRTjN3UpH4J9wbZ4VBgcqOwVPFgMDS1pfX3fdscrlsiYnJ13rQMIZwE7AcLyAUqmkpaUl3b59W/l83ukZz4r7p20gqWUyY3bzBIuzxDc4GeEU836lLQxDV1eXJicnXaEJqUHbERnCCI0vbJ5daqLDgJKAd1KzSxAKi3uGC0uNAOXMnZ2drqkJCmA/Z0+YikajqlQqLpaHGWlJLhBlKIJaX1/XtWvXdPfuXV28eFHHjx9XMpnUxsaGMpmMotGopqenFY/Hlclk3EO1B68S3pCRsHwKlIm+hngM7M71el1zc3MqFAqKxWKamJhw7c0sAYcxS0EGafjZsbDss7C8B9x161VZIQOEUd/Y2GiZssRTsBiFLTKyxDebrbDCHHqep9OnT+vWrVsOvIavAnCMIZCa2NXGxobrT4pg8OPxuEZHR93GRhobPWRzAje6fPmy1tbWAsVVAN1WN8lCkHbEywUct94YYQTPi+fysaRE4xFw1DwFRnanYqKIn+1DQ9jlWllHJmpoaEj1eqNLMCECRgGrzKKzRB4U0KY62WXgCPT19QXiXXbCtbW1wOEgyOLion70ox/p2rVr6ujo0JEjR3TixAnlcrl7siMgzgiGih2QHYMQhBoAdisb3168eFE3b95UT0+PJiYmXN8AqZmpwECwOzHvYWlFRcYwSM1Sd3ttxD5fmzLmb2wOXJ9ULK/b3hdcuxXm0kowDJZ+zAK390mqNRqNKh6PuwUJEGh1jUVJrO95njM4eHv5fF7Xr1/X7OysVlZWHO5CxoLwtqurK5CJA2uyKebt7W2nUzY9bkuvSa/up97DSlt4DFKTdks3I5QZgZEHCLNXrjoMgoWRZbu7AYahWBbw4Trh5iMoEuMjHQfQBwrMjkY2hBO0t7a21N/f7/pHXrlyRZlMRj09PTp16pRSqZT6+vo0OzvrUpSMA4DO5tfxFlAuDBXzykLJ5/O6du2aPvjgA8XjcR09elQTExMaGBhw17YApTU4u4VvAF+WXm2/0+I+YXDZ/l0KGpFWYlmBZBVsmjq8qPdaDOzOkUjEdSYH3GUskpxnyPfbzl8WM2GnLxaLjlI+NDTkQmKqhj/44AO99tprunHjhjMePEPCQXtkIJgV+Iadu56eHmd40FvSrRhQS58/iLSFx4BlxyBwZqWdBLsj227GfE5qVvbxY/P1vb29rhwaDrpt5GGLZlAolBmLjtRqjSaxnFNZLBbdwSBTU1POpeXzJ0+edGmn7u5uFx7x4Gu1mqLRqIv74/G4xsfHXSdrctYoEfwJ61LjThJikS4je5HJZPTuu+9qaWlJiURCx48f1+joqMvyhMUi+FZaNUsJV0DyLGz6kVArbLTDih6uq7BiSVwovK1eDGdp4AaEhZBye3tbTzzxhNMJ8APr1VhvkFAGQ0xB3Pj4uBKJhCtqY6HjYayvr2t5eVnvvfee3njjDS0tLQUaEYGXQPPv7u52xjrcPd0K64XsGBsFGAlelS3w2q+0hccQTrNZ9NZabMsIs8JubXn3CAvfpsLYufgbJKjNzU13lBtjYMFls1kHNBL3dXd3K5FIuJg4Ho8HCE5dXV3uyPITJ044LgReQyaT0fDwsGv8+alPfUrnz5/XhQsXNDw8rOPHj+vq1auBuUAsZgKrkePp8ap8v1F2/e6776pQKMj3faVSKZ06dcrtSDZOR/DOAPHwpPDowtJqNwpnFVi0FhMI31M4LclCpCEvugLY6HleoFeBHUc4XWc9EzzEnp4ezczM6C//8i9diTnfh7Drkunp6+vT2tpaoCRdangWFrxl/iiJv3Dhgm7evOkKtmy2weomWSQwDp4hawCv2WY6wObYMGz7gHg8rmq1+vHMSnBTPET6AtgHKDUfNovBLnCp2QAzbB2x8tvb2+6hMFG4Zzx0dp94PO7axG9sbDhAFGBoeHhY9XpdDz30kJaXl11Gw/M8TUxMaGFhQZ7nqVAoKJlMan5+3p0XMTo66rIGly5d0vHjx7WysqLJyUnF43FNTk66Hg24mNb7kZpuMoCi9Wqq1aqKxaIWFxe1sbEhz/M0PDzsWpkTM7OThJupsBCkZgOccEqM724lFnhEwvUtGNywoccYham+luUXziJhYGx9DIaE91vU3uqFZTO2AistFZ7Ph7tahTkF/FQqFX3wwQe6dOmSLl++7EJMdnVa+gFQgyswdjzO8NEKeE62DwNzTF8N1gaFVB/bIiqKPKwrzClPvGbRdwsMMlnsdFZQZnbwfD6vvr4+LS4uOso0rhjvY6fCZfU8T0NDQyqXy045YSWC8pORGB0ddbFmvV53nxkdHdXi4qLjR8B+I14GFD179qxef/11SY26DjgWZBYwZJa7j5GkQpLFjEuaTqfdEfbd3d0us9PZ2ekYlZYDAO5CupLYn0Vji5haCfPHnLYyJBgf60XYv9ksQ/h91gsMFzRxXRsKcS/MHTpB2PHUU0/plVdeUblcdidgS016NjR4i5uwKOGwsKHl83mtrq5Kkm7duqVr167p5s2bjhuztbXlWK+EM+h1NBp1p4pT4AWDl2ZAXV1drqFvK8Id4CXhs6R7wqP9SFtgDL7vO0ooDEGaVkjNs/lYBJawY3eC8I6AYrD4BgcHdefOHWWzWQc+gRbbHRGPoqenx+1M0F0xJvl83tVpsCtRfwGwx/jm5uY0Pj7u7mNubk5nz56V53lKpVIuNs3lcurr69PZs2eVSqXc3EjN2n1cVYwDxiebzbrqu4GBAY2MjOjEiRN66KGH3JmJAwMDgZbx7OLhnTlMNbe/syu3Ch9sGMVuvBuYiLFo9Xeeu12Iln2JV8f8Wj6HzWCExY7Z3vOjjz7qFpQlEKEj6IEFgTGw8CFsk98f//jHmp2d1fnz57W4uOjmjBQyACYAsqU7S82OTrVazfFtmAPbrDhcEwKblnuvVqvOKBy0uvJDDYPneVOe5/3A87yLnue973nev9h5/Q88z1v0PO+dnZ8XzWf+jed51zzPu+x53gv7+I5AM0zytSw8i2jzYEDC+RtcBQvS2J1CarZHt64rCwmQh/fZNA+VkVKwRT29HAGP2LWhUhN2cBza2bNnnVs4NzenqakpVSoVFy709fXphz/8oYrFoiYnJ12ciUIkEokAsIS73d/fr0QioUQioXQ6rSNHjmh4eDiQrkSZUSSMSysXG0MqNesfpOAhsq3ALHYpdjKbzQm/v9X3hnXCUuPRBduZC6NsPQO7M9pUptUf+5rUYHuCyZCG5hmTkmaumFPmkyya1DA8hUJBi4uLunXrlmPTAhKSTWN+8Tzx7iihL5fLrm4Hr4TnbAlreCt4reGOWJCk8GgPIvvxGOqS/pXv+49IOifpdz3Pe2Tnb//J9/1P7/z8jSTt/O3XJT0q6YuSvul53p69sdi5LD88m80GSqhB3HHhQL3tww6nq8JoO+QQ2pfhTsNx5/0oje2ItLKy4nZKFIrwQFLA5QPYg/wEC3J6elqRSET5fF7FYlGlUkmf+MQnlM/nnVKePn3a9WIAOKrX60qlUspkMoGzO3HvCReGhoaccYjH40qn0y47YY0hqbWw4C1gcKVgHYmlYxO+7PZ53HzrtSG71V5Y78HiJcTslnBFKEUmIWwEJDkPgEWzW+jT0dGhRx55JIA7ScFjE/lOmx6GIcrn4BKUSiVHdYfLAE/H4jUYGsBGDiMiQ4JOgIHhbXDkHXPKvHN4ktTkiMCJuO/pSt/3l33ff3vn95KkH0ua2OMjX5b0577v3/V9/wNJ1yR95kO+wwFWTA4TTuflWCymoaEhd86iFHQHAbPCCocLtrKyohs3bqhcLjvmGDtQq3bbNiXW3d2tQqGgqampAFgXi8UCh492djaOmvu7v/s7HT16VMePH3f1DuwQqVRK9XrdnXxNVuLq1ataWVlRoVBQT0+PLl++rIWFBXftO3fuOICR3auzs9MdjhuLxZzXQN8HS01GaLgSjpuZK3Z2cvOt0pMAYtZ48B32vZaZx+uWY4HBsulh3PMwd4O/YzDCHYvC4Q3GE2MQzjbwGu+j6pVFyfgwgFyb8eElMD4Kq/hONjEyD7FYzGUc7L1BksKYlEqlQCEXIQwbDSFER0eH09t6ve5SmhbAtyHFXmSvVnIgjMHzvOOSHpP0+s5L/9zzvPc8z/szz/M4MnhC0rz52IJaGBLP837L87y3PM97C8tmgROQZZiQuFG4yja2lJrKGs6pAyiiVN3d3a4pRlh5JAUAKh4CFZJ2V1pfX9f4+LhisZikhsJwqnFPT4+KxaKGh4eVSCR09+5d1/cvFosplUopl8upVqvpnXfe0ec+9zltbW3p5s2bymQymp6eVqVSUTQaVTKZdLlxgDEQ7JGREQ0ODgaUxoKI4YXAArWLy7reYSOCUSBVacMLqRkehBepXUjwF8iccD08Ctx/aiSIk+2YwxsAYlOb6A7jloKnRSGWqWmB62Qy6cIgez+EFHaeLKDNPVijJTU7kcPJISUOoAqfhWI3FjT9O9BBam0oibcMVbwCajasx2ANF9WdB5F9GwbP82KS/rekf+n7flHSf5X0kKRPS1qW9B8P8sW+7/+x7/uP+77/OHULCGcx2tjejCPQYcgCUiwG6ybz4BOJhDu/ELfYUo1h8LFL2mabsOvq9brGxsZcbUe5XHYPHncbY3Lt2jW3S/i+r/n5eVe/D+hISS6VeYRTlUpFExMTOnv2rDMMuVwu0JQ2kUg4g0Be2y4icBIrdLhiwYTz+61cbes2M89hdmArsYvU9hgg3CM8xCCEw539in3WLHpYkZbabV1zDJsFFHt7ezUxMeEwC4yxLVoKGymLQ1lKMp4Xrr8Fy9l4OJLQAti8TioSXILQlDoejCo4C94bz5W1AGgajUY1MjJyoHnd15PwPK9bDaPwLd/3/0KSfN9f8X1/y/f9bUl/oma4sChpynx8cue1fQsPz96oFfCG8Othth2vwU7M5XIOA+B1CqQAEy1xCFeyXq9rcHAwUNk4PT2t69evu+8jw+H7vjuoplwu69SpU87IUKrLAybuJe1JVVw+n3fK+Mgjj2hoaMjdD8pi43RiXe43HE6FK1LZicIpr1bsujBuY+tRrMcW9hrAfwCFbWhm38u1LbtzL5aeJSzZWolW4waTaMXMDEt/f78+8YlPuLGEs2KtXHHmFdwLINLiARjoMKBJupqdHoPL+8FUksmkUqmU8xZIs9ZqNZcZKxaLAWCWuaY3BPUWB5H9ZCU8SX8q6ce+7/+hef2Ieds/knRh5/eXJP2653m9nuedkHRK0ht7fYeddIv6k+cP35TNcfM3jILdBbh2R0eHSqWSOwAEYgmfsylJXF6pWVfheZ4GBgZcd+p4PK6JiQktLS2pVqs5xiPEHJiMKysrSiQSOn36tFNSOlGDOq+trTnXmlgTMtTly5eVz+f16KOPamBgQH19fa4JCAsaAwNmIClgJJgvUpuWSs2u2gpHQFiwYbG7VJjDz7jC7Mfw79bo8CzDfAl4JTwPrsk9WcGlD7v+3LfUTGmGjWBPT48rPwfY3NjYcFwCSW5353mxkG1a1aYeGTe7OxkOjFq5XA7QqAGwLWCLZ2X7OdB2bn193XWAwnOw4CxhBGDlQWQ/BKcnJX1d0qznee/svPZvJf1jz/M+LcmXdEPSP5Uk3/ff9zzvf0m6qEZG43d93983u4JJplKNXdXGzGAQloFmT1Gysr29HaDMMslgDJY9hjFKp9PudxQM9zedTiufzwfaqqEc7E54IxiJEydOaG5uztVKUM9Py3A8CgxiqVRSNBrV0tKSq5Z86KGHtLKy4jwCXPNWxtDuuPRJADDF2KH8vGcvYUHiadjrWgamnXNbjxAeV6sQxJKKEH634K7dKAArEcIjPARCuzDIynutEKKmUinn8UnN+hvGv7GxoWQyGQC6LZDLPEPRt3rBNfFU+SyArJ1ba2wBNmEwgnHlcjmnb3YThVtBGEKtx0HEO2ga46MQz/PuSKpIWn3QY9mHDOnjMU7p4zPWw3Hef2k11mO+7w/v58NtYRgkyfO8t3zff/xBj+PD5OMyTunjM9bDcd5/+UnH2haU6EM5lENpLzk0DIdyKIdyj7STYfjjBz2AfcrHZZzSx2esh+O8//ITjbVtMIZDOZRDaR9pJ4/hUA7lUNpEDg3DoRzKodwjD9wweJ73xZ2+Ddc8z/u9Bz2esHied8PzvFmv0XPirZ3XUp7nvex53tWdf5Mfdp2PYFx/5nlexvO8C+a1luPyGvKfd+b4Pc/zZtpgrPetn8d9HOduvUfaal73GOf9m1MYWw/iR1KnpOuSTkrqkfSupEce5JhajPGGpKHQa/9B0u/t/P57kv79AxjX05JmJF34sHFJelHSdyV5avTUeL0NxvoHkv51i/c+sqMHvZJO7OhH509pnEckzez8Hpd0ZWc8bTWve4zzvs3pg/YYPiPpmu/7c77vVyX9uRr9HNpdvizpv+38/t8kfeWnPQDf91+TtBZ6ebdxfVnSf/cb8kNJiVCty0cqu4x1NzlwP4/7Jf7uvUfaal73GOducuA5fdCGYV+9Gx6w+JK+53neec/zfmvntVHf95d3fr8tafTBDO0e2W1c7TrP/9/9PD5q8YK9R9p2Xr372CPFyoM2DB8Hecr3/RlJX1Kjrd3T9o9+w1dru5xvu47LyE/Uz+OjFO/e3iNO2mleW4zzvs3pgzYMP3Hvho9afN9f3Pk3I+n/qOGCreAy7vybeXAjDMhu42q7efY/wn4eP4l4LXqPqA3ntdU47+ecPmjD8KakU57nnfA8r0eNJrIvPeAxOfE8L+p5XpzfJT2vRt+JlyR9Y+dt35D0nQczwntkt3G9JOk3d1D0c5IKxjV+IOLdx34e93FMLXuPqM3mdbdx3tc5/WmgqB+CsL6oBqp6XdLvP+jxhMZ2Ug00911J7zM+SWlJ35d0VdIrklIPYGz/Uw13saZGzPhPdhuXGqj5f9mZ41lJj7fBWP/Hzlje21HcI+b9v78z1suSvvRTHOdTaoQJ70l6Z+fnxXab1z3Ged/m9JASfSiHcij3yIMOJQ7lUA6lDeXQMBzKoRzKPXJoGA7lUA7lHjk0DIdyKIdyjxwahkM5lEO5Rw4Nw6EcyqHcI4eG4VAO5VDukf8HoXp13WzkK8cAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1m\u001b[32mBaşarılı!\u001b[0m\n",
      "Input Resim Boyutu:\n",
      "66614 bytes\n",
      "\n",
      "Sıkıştırılmış Resim Boyutu:\n",
      "34365 bytes\n",
      "\n",
      "\u001b[1m\u001b[31mcompression ratio (output/input):\u001b[0m\n",
      "0.5158825472122978\n",
      "\u001b[1m\u001b[31msıkıştırma yüzdesi:\u001b[0m\n",
      "48.411745278770226\n"
     ]
    }
   ],
   "source": [
    "input_path = input(\"Sıkıştırılacak dosyanın adı:\")\n",
    "input_extension = input('Dosyanın uzantısı: .jpg/.png/.jpeg\\n')\n",
    "\n",
    "img = cv2.imread(input_path + input_extension,0)\n",
    "print(img)\n",
    "for i in range(img.shape[0]):\n",
    "    for j in range(img.shape[1]):\n",
    "        if (img[i][j] % 10 <= 5):\n",
    "            img[i][j] = img[i][j] - img[i][j] % 10\n",
    "        if (img[i][j] % 10 > 5):\n",
    "            img[i][j] = img[i][j] + (10 - img[i][j] % 10)\n",
    "print(colored('input_image piksel değerleri (quantization sonrası):','red', attrs=['bold']))\n",
    "print(img,'\\n')\n",
    "output_img = im.fromarray(img)\n",
    "output_img.save(input_path + \".bmp\")\n",
    "print(colored('input_image boyutu(byte) :','red', attrs=['bold']))\n",
    "print(os.stat(input_path + \".bmp\").st_size,'bytes\\n')\n",
    "plt.imshow(output_img, cmap= 'gray')\n",
    "print(colored(\"\\nSıkıştırılacak resim:\",'red', attrs=['bold']))\n",
    "plt.show()\n",
    "path = input_path + \".bmp\"\n",
    "h = HuffmanCoding(path)\n",
    "\n",
    "\n",
    "output_path = h.compress()\n",
    "print(colored(\"Sıkıştırılan dosya:\",'red', attrs=['bold']))\n",
    "print(output_path)\n",
    "print(colored(\"Sıkıştırılan dosya boyutu (byte):\",'red', attrs=['bold']))\n",
    "print(os.stat(output_path).st_size,'bytes\\n')\n",
    "\n",
    "decom_path = h.decompress(output_path)\n",
    "print(colored(\"Decompressed edilen dosya: \",'red', attrs=['bold']))\n",
    "print(decom_path)\n",
    "print(colored(\"Dekompress edilen dosya boyutu (byte):\",'red', attrs=['bold']))\n",
    "print(os.stat(decom_path).st_size,'bytes')\n",
    "decoded_image = cv2.imread(decom_path)\n",
    "plt.imshow(decoded_image,'gray')\n",
    "plt.title('Decoded resim:')\n",
    "plt.show()\n",
    "\n",
    "print(colored('Başarılı!','green', attrs=['bold']))\n",
    "print('Input Resim Boyutu:')\n",
    "print(os.stat(input_path + \".bmp\").st_size,'bytes\\n')\n",
    "print('Sıkıştırılmış Resim Boyutu:')\n",
    "print(os.stat(output_path).st_size,'bytes\\n')\n",
    "print(colored('compression ratio (output/input):','red', attrs=['bold']))\n",
    "input_img_size = os.stat(input_path + \".bmp\").st_size\n",
    "comp_img_size = os.stat(output_path).st_size\n",
    "ratio= comp_img_size/input_img_size\n",
    "print(ratio)\n",
    "print(colored('sıkıştırma yüzdesi:', 'red', attrs=['bold']))\n",
    "print(100*(1-ratio))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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