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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3d3b5a8c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import cv2 \n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Rectangle\n",
    "\n",
    "from sklearn.cluster import KMeans\n",
    "from skimage.morphology import erosion, opening, square, \\\n",
    "                               disk, convex_hull_image\n",
    "from skimage.measure import label\n",
    "    \n",
    "SMALL_FONT = 13\n",
    "MEDIUM_FONT = 15\n",
    "LARGE_FONT = 18\n",
    "\n",
    "plt.rc('font', size=SMALL_FONT)          # controls default text sizes\n",
    "plt.rc('axes', titlesize=SMALL_FONT)     # fontsize of the axes title\n",
    "plt.rc('axes', labelsize=MEDIUM_FONT)    # fontsize of the x and y labels\n",
    "plt.rc('xtick', labelsize=SMALL_FONT)    # fontsize of the tick labels\n",
    "plt.rc('ytick', labelsize=SMALL_FONT)    # fontsize of the tick labels\n",
    "plt.rc('legend', fontsize=MEDIUM_FONT)    # legend fontsize\n",
    "plt.rc('figure', titlesize=LARGE_FONT)  # fontsize of the figure title\n",
    "\n",
    "plt.rcParams[\"figure.figsize\"] = (12, 6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7b20c444",
   "metadata": {},
   "outputs": [],
   "source": [
    "def readSortedSlices(path):\n",
    "    \n",
    "    slices = []\n",
    "    for s in os.listdir(path):\n",
    "        slices.append(path + '/' + s)\n",
    "        \n",
    "    slices.sort(key = lambda s: int(s[s.find('_') + 1 : s.find('.')]))\n",
    "\n",
    "    ID = slices[0][slices[0].find('/') + 1 : slices[0].find('_')]\n",
    "    print('CT scan of Patient %s consists of %d slices.' % (ID, len(slices)))  \n",
    "    return (slices, ID)\n",
    "\n",
    "def readImg(path):\n",
    "    img = cv2.imread(path)\n",
    "    \n",
    "    return cv2.cvtColor(img, cv2.COLOR_RGB2GRAY)\n",
    "\n",
    "def getSliceImages(slices):\n",
    "    \n",
    "    return list(map(readImg, slices))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d9485fc4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CT scan of Patient ID00007637202177411956430 consists of 30 slices.\n"
     ]
    }
   ],
   "source": [
    "slices, PatientID = readSortedSlices('sample-dataset')\n",
    "sliceImgs = getSliceImages(slices)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "48679621",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Image Dimensions: (512, 512)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Select a sample slice to work with\n",
    "im = readImg('sample-dataset/ID00007637202177411956430_16.jpg')\n",
    "plt.title('Original CT Image')\n",
    "plt.imshow(im, cmap='gray')\n",
    "print('Image Dimensions:', im.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ffa1b7a3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (12, 6))\n",
    "\n",
    "plt.title('Image Histogram')\n",
    "plt.xlabel('Greyscale Intensity Values [0, 255]')\n",
    "plt.ylabel('Frequency')\n",
    "plt.hist(im.ravel(), bins=256)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9db1786a",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plotSegmentedImg(img, segmented, K):\n",
    "    \n",
    "    # Plot the segmented image\n",
    "    fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12, 6))\n",
    "    \n",
    "    ax1.imshow(img, cmap='gray')\n",
    "    ax1.set_title('Original Image')\n",
    "    \n",
    "    ax2.imshow(segmented)\n",
    "    ax2.set_title('CT Image on Segmentation with KMeans of K = ' + str(K))\n",
    "\n",
    "def plotHistogram(img, centers=None, kmmodel=None, threshold=None):\n",
    "    plt.figure(figsize = (16, 8))\n",
    "\n",
    "    if centers:\n",
    "        colors = ['red', 'blue', 'green', 'purple', 'black']; i = 0\n",
    "\n",
    "        y = 20000\n",
    "        # Center lines on the histogram\n",
    "        for center in centers.values():\n",
    "            plt.axvline(x = center, c = colors[i])\n",
    "            plt.text(x = center + 5, \n",
    "                     y = y, \n",
    "                     s = \"Center: \" + str(center), \n",
    "                     c = colors[i])\n",
    "            i+=1; y = y + 10000\n",
    "    \n",
    "    if threshold:\n",
    "        plt.axvline(x = threshold, c = 'black')\n",
    "        plt.text(x = threshold + 5, \n",
    "                 y = 20000, \n",
    "                 s = \"Threshold: \" + str(threshold), \n",
    "                 c = 'black')\n",
    "            \n",
    "    plt.title('Image Histogram')\n",
    "    plt.xlabel('Greyscale Intensity Values [0, 255]')\n",
    "    plt.ylabel('Frequency')\n",
    "\n",
    "\n",
    "    N, bins, patches = plt.hist(img.ravel(), bins=256)\n",
    "\n",
    "    if kmmodel:\n",
    "        for i in range(0, len(bins) - 1):\n",
    "            label = kmmodel.predict([[i]])\n",
    "            patches[i].set_facecolor(colors[label[0]])\n",
    "\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d8d43818",
   "metadata": {},
   "outputs": [],
   "source": [
    "def applyKMeans(img, K, plot_segmented=0, plot_histogram=0):\n",
    "    \n",
    "    imgflat = np.reshape(img, img.shape[0] * img.shape[1]).reshape(-1, 1)\n",
    "        \n",
    "    kmeans = KMeans(K)\n",
    "    \n",
    "    kmmodel = kmeans.fit(imgflat)\n",
    "    \n",
    "    labels = kmmodel.labels_\n",
    "    centers = kmmodel.cluster_centers_\n",
    "    \n",
    "    print(len(labels), 'Labels: \\n', labels)\n",
    "    \n",
    "    # Center values correspond to intensity values \n",
    "    print(len(centers), 'Centers: \\n', centers)\n",
    "    \n",
    "    # Print centers of labels\n",
    "    centers_map = dict(zip(np.arange(K), centers))\n",
    "    print('Labels with corresponding centers:', centers_map)\n",
    "    \n",
    "    segmented = np.array([centers_map[label] for label in labels]).reshape(img.shape[0], img.shape[1]) \n",
    "\n",
    "    segmented = segmented.astype(int)\n",
    "    \n",
    "    if plot_segmented:\n",
    "        plotSegmentedImg(img, segmented, K)\n",
    "    \n",
    "    if plot_histogram:\n",
    "        plotHistogram(img, centers_map, kmmodel)\n",
    "    \n",
    "    return segmented, labels, centers_map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "adef6ebd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "262144 Labels: \n",
      " [1 1 1 ... 1 1 1]\n",
      "3 Centers: \n",
      " [[1.12269714e+02]\n",
      " [8.82521695e-02]\n",
      " [1.57879115e+02]]\n",
      "Labels with corresponding centers: {0: array([112.26971435]), 1: array([0.08825217]), 2: array([157.87911491])}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "segmented, labels, centers = applyKMeans(im, 3, 1, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2cb55747",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: array([112.26971435]), 1: array([0.08825217]), 2: array([157.87911491])}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "centers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "804ef23f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "90.07902714149306"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum(centers.values())[0]/3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "241158cc",
   "metadata": {},
   "outputs": [],
   "source": [
    "center_values = [i[0] for i in centers.values()]\n",
    "a = sorted(center_values)\n",
    "threshold = (a[-1] + a[-2]) / 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f2a22b19",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "135.07441462746587"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "threshold"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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XYfHWq1CyHoyRmw+jZQVcSDJYWqAt1iJy7kq06PoEq/ano0lwJ5gASLt1GheSsyHKS8WNk3/CwsYIWRduIx0E7s4pXLhvB7u6aeXbQa8v5k7fhB9Ce8P61UiM8bLDd482Y+rW+2jjoikuk5cJQW4G4qf1R6DSBPzYiEPalZ3Ym1QHFuYNgOxkJFy6jRQAmfcv4uK/zmir+gjXnmUjT5SM63F/olFHKxlXaKX4PJd+DSBxE/XvPosuV1GySwHPdtGwnrMo7l01Z1KcGksNFHjUaW1F5uBTaYt7U2rfx4c6N29APB6P1PUtqNuYbXTznXhCc62DBgGQ+acAJ1qcXPw4X5xaRsM6W1EDDR6pGVtTn0XnZSdNr8+gdvCWnYDLuU5hns7kOcCH+oYeojMr+pCNoycN8fOhsetuyUwQvoiZR0M9bclhYimJXpkJFNbDjjr08CGfPs7UQo0jo6DzRQplUKSHbimTl5/O3d8HkLN5A9Koo0EGbV1p+rnntDugM1kZaJKKhi41t+9EA9eVnIB0b15XatbZm3p1MCKNujxS0TakDl6/0K5k8dHf/KUD8YvYANAg163FbSxMPkbz+tlRCx0NUtExJceAcNlJ05JsQAI6O6UHOfbxIZ/Bi+jwkbnk3r4TeQ/2Ie+QPeKIm48k76cQv+5k6bailOikVIqe2INsHD3Jx/sn6ty8DtVtuZD+LlLqSVi3QhPkZZCXSpc2TCNfDx8au/YEPf+s3CgB3d0QQHb6mqShZ0EeIYfExya6TqGmqtJzq6BDvhsXk4siV7Ctjls4XZhSUTtk0I0NIdT9e7E9dcydKHD1Vem9kHuchutZksdAZ2rRSJN4KhqkY+5E/svE98u77f1Is1AdPOuFtCmwecFnDoUifj6Bryfy/8wnu1ocQYknDQ2rFAISFA0JKEp+IoX94CwN3apiXm7pS20GHPrsEKfPolIiX8WIrlNoK2MafKKECJ2KEh9K/stLFsvMBynSTuHxcnKBIQ05XqSuD2coqL5NqREWcs+XsEHucRo9eFuJ17kw5aFUiCWhgsXv9wyK9GhC3cPLjwB7vHsuzYy4Rm9yP725DFm+3gC2uT9WHliPAH1FPHuZXn75Ityf4YR6VrNws4wy7/bOQ5i6P8ZZVs/UgrbfOHQ7NxdLb1Xj4heSSAB+RZOhqhKuDUYHfY/zG49+YvaiEOd2P0PLnsWzNbO3+8PM2AYhceJzf2vjTiTo90OAi+xM2rv9mxDtEIyRxjXDrVblfLYNgFeRR/HBwa141NPjtehhaA73Bf8AAPLObEZEcjt4D7OSLZeyC9v+ccco3/JzOhv3mYxpvlbQlAtHcs3g66mjog5au9rBvO6nOZIysoRQyBBAUKp+pmHf2uMwci/h4qsiKpOu/bXIfpKMDJEuDIw1qq0NZaE96FcEZ27GnKufsKzAteXYVC8QI/WLC3TKvTsQGrvCxZzDh9vLEbwyBwM2TkD7wld07iUsXvUWoxd51byF26qQz7KBIBq/nWyFCb4lnMEHiXio3AZOXQyBrEuYHRQJtdBFGC/ToWYi9pe9UJ87SxJiyahyvuzAIJXOzvYT+yq1Dal9Hx9yN6pN6oNjpUVeJdAy/85i3xSPR2omlmRlZEnjL4tdLvdmWZfgBwMpFE1qyNpNfRRKTq7ISlhNE/x9yNfTjfqGHqLTm8aQj58Pde/xCx3PqMiwXUB31waQl6stWXZdWODvF1ES7R7kRdPPSoe+ebsGUr0vkLDwaaTSlk46pKpfdvJNtZN5mqZ7B1P0qy/oMrm/i0b3+omGDPKh7l29af7J50UKpFLMaF8KOVkD3VjVwdewQc51WjPAi7wHDaGferhR4G9Xi7l0Hm8ZTn3nXC2WjMWoOr6oyN+c7UB8BR1xWu6eDTS9qwnxgUIiX35afeFU4jo63jT/8BFxSnL0NZlsSjo3iUzgLZO+TkTfRrr2F+Ll9oFkzLegUZ/jb60q0pPoQUUzFb8IGZT0gEmLDFVuAwGlPkxhAl/NfDnPlyAav885B23/aJxdIwm16mmMHP3OWFNQKAcZL95C1dgG7t08YdeID3QxBmqfQIOWkqFcIws4NbKAaqwWFDkDOLm6yQ7BJeQ/T8aL7xpAq4g36H7UnzCbtBwmigBSkpECA3QZ0AkN6tyH06ApGO5Uvofq1tFXsB9hixcHZuM6zwzBzSVx2OfO4G9RB4z4vtCwU1MDmkhC0mMCWpYyHKUbWOs7CzF5ZQdq85R44DgD9F46u8QMVClC3N02Fj7THsNrzxEscK5gRkd1omGAql0HUR0G1bfwYs2kym3Ag46hbpXWyCjOlxP5uwk4n1MfXX06FcTSkrIu9OoXFiBxWv02zymwbzwd6vqmsPq+EzxGTihH1IojfCOESLN4goJJyAoES/7+mK7t344PZbWxWGddsX23nLwI5kjGusgEqHhuK5KuHVz5dG2uDYbv2IvhFT+8Mnm63BOO682w+tLJSp83BoPx3+ILTrzywCvhQVVQpIbKpNUDKEgqeXR6Jw7fLKSkyuWl/H476dqVpdHQZQizu4JJflPxx9MaksbJYDBqJF9OmpqbwrxuFs7ui4fA2Q58ANzDMzj591vA8mOhNGx1bYEJvLVI3O+Nka7eAGbBb5glnHccwRv/YQVREDy+CkiYgfecOENv9aAA7O7VBO6L7QAAKvU0wEspvujU48hQLHjYEbMm1ROna7sXTtdeD50VksWx8jNx58JDqLW3RIOSlv+QpGv7f4l07Qq6awAAnCl6r5iNfmU9odcxRZ81h9EgqAs8bJOwJG47/A3YEz2DwSjOlxN5XleMHtMKexb2R0+1KfBv/gLHly1FbD6h9vO/cPKKEWzbKZSbVv8Rs7ZmUM04hiXztyNLsBvbnn6Hbq4FvQWUTEyh/+ESnr8lQPKkXmPTtb+wu0aMOjouXoFhxzojKGA97GOGlbmYGIPB+I/yRadx81IpekpvsjLQJA0dU+o6ehb97FyPAJCy4iCKyk0pM62+MCJKooNBLmSkrUE6zZwoYLNsyruIzlCQtpE0KoeIanS69lfiyWJHqg0LCv6rJsdQMhiM6oIjom/UqSvEuZGWCNTei39mmX/aLvKiMWb4S8zY0L9YskxOahLeaBiKXTl0AzOa2mNPrzP4Z37bQqUyscezNba4xePwsKpaHK0IsSOh120TrMJf4fCQyq7gxGAw5J1veKlhHjqODYTW7g2I+8Q1l6syXfurIVliWJCfU8EfZOLyiuHo7uoF34Fe8Bq4GDGp32g//00gRMZb2S03l3qgrZkRGmp1wpJHNeDc517CjNYNYdovomLv12V8U3zDIg+g2XCsHvAAS35/UH7ZoshLunYl16x5stEfPlsbYcbBKGzfEoUwh6v4n+Pscl+wzPhEbizHkCkXZDa1Cj6ASwu6IqfySzp9JYQQCrOQ8VqAT1j4gFHD+bZFHjy0nBqOIfdDERpfycuT3xW/bhgqTpoqip0/Qjwb4vm6MfDqPxNpAX/gxLS2MpOzT7ZOxIam8xHeq/pXRald0YdBuoENc09AtY8P2tUSb2rs8xOs7qzCvD/Y7f01eH3+DP7OL75dicdD2e90qkKUHTD/7lukxrLJe3lEDtZ608GPv61E60df8Gm6VhsM31JWNIwQtTrOwCZD3RrzSjkutwJKf+8MTj7Ig56u1L1EPB00qPcWe2L/AjzsvmIL/3tkXVuDEfPi8L5ndbeE8V9GDkQegGJVp7DXwHRtrgI++eRkPFAAbHiFXhVIPPBq5+DFoxQIgBrTaX0bZOLKimkIS3gN4gM5OQboM2cq+urzgUcHsHjlYTwUCPD64CjY/s0Hv+EgrN0l+7ScdXsTpi3+E6nP/sK1p/oI2LgBgS2lVnh5Ogy/rDqH17WArGeEjiG/I7S7HuImOWDE7rtIFTghcHQd3D10CtdqBWJX7A+I7z0e4Zf/wXPowmzUeAy8uRkrzv6DZzwDdJwQgU31f4PDmN14xmnCePBqhGbMwaSY+8is5Y/9N+eivYL4bWtTws4jW4uHnJcpSEsUoM3Gw5jdUgFAJv4On46Fx54CXCZSctpg+PLZ6GPCrp4aSXWH9zA+k1NjyZjjkfPKCgRx7vUnPjTIc5803FIkSqCJ+kqk4lB9YaDfJhkUM6w1NSv00pgPCaFkr+NKq+5JFgGTvERDb2TRt1URUfRYasBpUBOPFZLQ3gyK7K5Lat2kL+d4ezSIWtZ1pSWS/eXGjCVznvQtXe/WexBPkUeWM6/S4w19yaTBINrxSkREAoobYUqqDcfRmXwiIgHF9DeQ2ffNyV3Ia5vU4jdDLEhNV7yaqYgSaX67FoUW4kulLW7OkhVfBXTllx9Iq/VMyeqsAro5w5q0TatrJVZGeXzjPnlGZcgvK18rv7Q3NTNK5FoYxq37gM6B0ugspQ7+6N3kIqZNP1LmO14/whEPLoFDJPNC6tBtUhui5CQ8EwGEZGwM3Yw7Np7wNxEbTtHFA52VL2PfwRQAAI/Hg0K+Kdw8LdF48C7ce74R3tocAB46+nig/vNjiLwkAiEVSU8yQMf34cAbAiEZFxJbYmgfadgvr3ahGQLKQPrTRzgbsQMXkgQAdOA66X/opssB6QexcP4VGBTM6/DQ0qMbDBP34Y/bbPa+JiIf7pr/MqRSfhkJijweNBSExf33H4B8fg2aCPwGeBp7GsnQQL/60p6TgyYa1FfC29hTuCxyh0O500S60G1Y+KzXgsIH8XpNXN7fuHYlC1zT/fg54JK0SL9+6NpE8rcyoAhDGDYpXhHZeaBXk9+xLSIeSxvdwhmzkRj8eA0iolIw2Pkg4hq7YnutklvFcR0wZGJnbB3vB/t1fqjVxBreIb9jaUcOOJ2APyFA7olpGPpIuvhgm6HOaMpjS2vURJjIf+vUqsSNZWIIYxGQk50JfHz+5IQQZhPqGRr+p9+eVFmEeeI5EGGu7HZBPgFvhXhfglleRu9HorUHOqqXYjNl6XZSUgGf45DbcjB+C+9V9lxJCWG0HNcB/fuYYOXW7dje+C20e61Ff/5ROO+Mwtn0a9DzGl3m8TUNOoBEhwOIOHQB8af3IzKoO/Ia30aELg88EQ86nouxfkw1JQAyKgVz18gJgrzyy1BTB9jpKyHlcUrBNu5tGp5nqcLayaqMXzKKYtDBGroKqch4IR0VEVKRkpYH5S626PBRrwsJ96MTR3E5o4ydFhphcbCGc8/6qPPvv7hf2AuSdgZRZysWYN/S1wPNX+5EyOZ66OVUG9/7eqDxhWUYcawR3O1Lv/UJZzHWcRYetfbAyGmLsO3UNWzx4uFSzL9A667oXE8Ryf/clm36xf2IZSui1kiYyH/rqPKgQYAwvfwbn+M6YFSIM1L37cMVSZbwk507caHFCEz6iT3HVwZFlyBM66mME2ukL8jOu7AZe+60wLiZknfKcgYwMlBG5pMkvEEmkl6qoEE9SeFSoqFEih+9+eroOWMSbJ5uwoydH5P9MnFuwQbc0VYXf/w4iigymiigVT/0aSGCRjcv8cqrVh7oZfQKOVaSzyUgrl0I4YWdmH/s45GpQENFHY0tDAG+I8bPdwd2L8WyW5K2friBJSuuQqU+c9fURL7htWsYAIDcS5ikb4/l+nNxMz6kAsksmbiyJAQzTryGuh4POUIzDFwwBT82YjdopclJxsHZ0xB+7Q14PEAoMsCPU2ZjeDvNgiK5V9fAZ8gKPDEwg6nrTKwONMf9FQMQuO4EbicJoGFiiS5jx8MqNgwr4q7h4VsNmH7vhIA16zHChEPWtU2YNnE9LivowtCgAZp3D0ZoTyPEzeyJyTvP43aqCOomVmjefTKiZ3Qu1sSXMRuR0GwQekiWoi76GUhD5PD+WBBzDbfTNWBm5YlpB3rgjFs48s0/IOWtBjSV0vFG3RsLw3pJJomFuLszFMHLY/FezwxGOgboGDQVA01ZCGVNhIm8HPBqjz+sfaLRfPV5HBlqXN3NYTAYNQjmrpEDvuu9BsdWdsGjCe7ovfZagfuAwWAwmMjLBTw0DdiCi2dD0eLQQDiOOlGhOG0GgyH/MHcNg8FgyDHsSZ7BYDDkGCbyDAaDIccwkWcwGAw5hok8g8FgyDFM5BkMBkOOYSLPYDAYcgwTeQaDwZBjmMgzGAyGHMNEnkmPcVYAAAASSURBVMFgMOQYJvIMBoMhx/wf7h7+lRL7K20AAAAASUVORK5CYII="
    }
   },
   "cell_type": "markdown",
   "id": "054603ad",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "50e4be3a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f8e4d093950>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12, 6))\n",
    "\n",
    "ax1.set_title('Original Image')\n",
    "ax1.imshow(im, cmap='gray')\n",
    "\n",
    "retval, foreground = cv2.threshold(im, threshold, 255, cv2.THRESH_TOZERO) \n",
    "ax2.set_title('Thresholded Image')\n",
    "ax2.imshow(foreground, cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "741de2b5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotHistogram(foreground)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "3069ea79",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f8e4e943c90>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(foreground, cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "568fadaa",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'opening(opening(opening(foreground)))')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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8sSfj+RwcHBxOV/i+fzw2zTsr4fSFg4ODQzuORl+clAiA53l9kColOUA3pWqLCvzoUCXCPM9zNUodHBzOaTgHoHNw+sLBweFcx9Hoi5O1BqC27XeB9XkhgENu2uTg4ODg4ODg4ODgcHxxUhyAtp3ktiG1wx0AoG2XvXwAq07GMzg4ODg4ODg4ODg4nNwqQA8B+Ju2zYPyAfwUwFtuAbCDg4ODg4ODg4PDycNJWQTchv8AUARgGYBsAO8A+MZJvL+Dg4ODg4ODg4PDOY+TVgb0WOAWdTk4OJzrcIuAOwenLxwcHM51nI6LgB0cHBwcHBwcHBwcTgM4B8DBwcHBwcHBwcHhHIJzABwcHBwcHBwcHBzOITgHwMHBwcHBwcHBweEcgnMAHBwcHBwcHBwcHM4hOAfAwcHBwcHBwcHB4RyCcwAcHBwcHBwcHBwcziE4B8DBwcHBwcHBwcHhHIJzABwcHBwcHBwcHBzOITgHwMHBwcHBwcHBweEcgnMAHBwcHBwcHBwcHM4hOAfAwcHBwcHBwcHB4RyCcwAcHM4RDBw4EIWFhaf6MRwcHBwcHBxOMTzf90/1MxwSnuedvg/n4ODgcBLg+753qp/hTIDTFw4ODuc6jkZfuAiAg4ODg4ODg4ODwzkE5wA4ODg4ODg4ODg4nENwDoCDg4ODg4ODg4PDOQTnADg4ODg4ODg4ODicQ3AOgIODg4ODg4ODg8M5BOcAODg4ODg4ODg4OJxDcA6Ag4ODg4ODg4ODwzkE5wA4ODg4ODg4ODg4nENwDoCDg4ODg4ODg4PDOQTnADg4ODg4ODg4ODicQ3AOgIODg4ODg4ODg8M5BOcAODg4ODg4ODg4OJxDcA6Ag4ODg4ODg4ODwzkE5wA4ODg4ODg4ODg4nENwDoCDg4ODg4ODg4PDOQTnADg4ODg4ODg4ODicQ3AOgIODg4ODg4ODg8M5BOcAODg4ODg4ODg4OJxDcA6Ag4ODg4ODg4ODwzmEjFP9AA4ODqcGQ4cORWNjI6qrq1FVVXWqH8fBwcHB4TTFiBEj0NDQgMrKSlRWVp7qx3E4DnAOgIPDWQLP89ClSxeEQiEkEgl07doVGRkZ+PKXv4zc3Fx4nofMzEy0trYiHA4jJycHABCPx5FIJNDS0oLs7GzE43FkZGQgkUigtbUVK1asQG5uLkKhED744AMkEgkcOHAAmZmZ2L9//yl+awcHBweHo4XneSguLjb6ori4GJ7n4Stf+Qry8vKQmZkJz/OMvohGo0gmk/B9H83NzWhtbUUoFDK/fd9HS0sLli1bhlgshnA4jAULFqC1tRX79u1DZmYmKioqTvVrOwg83/dP9TMcEp7nnb4P5+BwEkFhDADdunXDtGnTEA6HEQ6H4XkefN+H53no378/QqEQWlpa0Lt3b3ieh4yMDDQ3NyMcDqO1tRUAEAqFkEwm4XkewuFwh78p2LOysuD7vvne8zwkEgls2rQJOTk5WL9+PXzfx+zZs3Hw4EEAQCKRgOd5SCaTp6y9zib4vu+d6mc4E+D0hYNDCllZWUZflJaW4uKLL0ZGRjvf63keQqEQevXqhUgkgpaWFvTr188Y+CSLeA06Cb7vGxKptbXV6B46APzN7wAgmUxi/fr1iEaj2LhxIwDgjTfeMPqipaXF6YvjiKPRF84BcHA4TdGrVy/06NEDkUgEX/7yl5GdnY3MzEz4vm/YmIyMjIDAjcfjCIfDxoD3fd/8ZGZmIpFIGGEeCqWWALW2tprr8ofHZGZmBgQznYBwOIyWlhbk5OQgkUiYn5aWFixfvhzRaBQrVqzAzp07sWfPnlPVhGcFnAPQOTh94XAuo6ysDD179kQ0GsWNN96ISCRivotEIkZ20zAHUsZ3RkaGMcBVZ2RmZprj0hnn4XDYOAsAjL6gc0D9Ql3U2tpq7tXY2GjIqAULFiA3NxfLli3Dtm3bsGvXrhPSPucKnAPg4HCGIhaLISsrC1dffTWGDRuGrl27wvd9ZGRkoLW1Fclk0jD0AIygbWlpQSQSQXNzMwCY72mok/EBYIQ92X6C6T8Ej+exVA6hUMgIfd/3jSLgczJ9yPM87NmzB3v27MH777+PLVu2oLW1FTU1NSe+Ic8iOAegc3D6wuFcA1N1brrpJpx33nno2rWriQwDCOgLGtzhcBjNzc3GWOdntAX1M9vw5zGMLJNIom5gypDqB0YeeF3+T93B7xKJBPbv34+9e/di7ty5+Oyzz5BMJlFdXX1iGu8shXMAHBzOIBQUFGDMmDGIRCKYOHEievToETCiW1pajICmwZ9IJJCVlYVEIhFgYiiAKXgTiYS5Dz9rbm42kQOGcOlg8LOWlhYTAtb0H1UAzA3leQCMQKdwp7OQTCaRSCRQV1eH2bNnY8GCBaivrz/5jX0GwjkAnYPTFw7nAgoLC3HBBRcgMzMTU6dORc+ePZGVlWVYdqA9ZYcGuhrb6Qx7nqPnazSA16Bhz4gxj+f1VD9oaiq/0795nEYKmNKaSCQQj8fR2NiIWbNmYe7cuairqzv+jXkWwjkADiccXbp0QWVlJXr16mWMPA0tdgYUMPX19SYf8FxCaWkpxo4diylTpqBr167IzMw0bL0a+2Rr1GBnOFUFNIBADieFPhkgXl/z/zn/MzIy0NLSYq4LIGD88386B9nZ2cZBsYW5OiVUJPwuHA4jIyMDu3btwoIFCxCNRrF48WLs3LnzFPTAmQHnAHQOTl+cviguLsaBAwdQVlZmZEE6fXEoIxFoNzLr6urOyeIDPXv2xMSJEzFjxgzD9CvxQn2qEVs7FYew2/RQOJQBT3KJ5BHvy/tp36o+Uh3BZ6J+0HOog/geFRUVmDdvHnJycjB//nxs3779c7Xl2QznADgcM+iBE0OHDsWgQYNMaod+vmXLFsNc81x7IZAKA7LGungokUhg3759WL9+PRKJBJqamrBq1Sps3brVCJWzCeFwGOPGjUNZWRkmTpyIwsJChMNhNDU1Aeio9AAYpp1tSibHZuf5v83k0GAHEGCEaOzzM1UKoVDIOB9k8tkXdCq4pkAVRLoQsb4L+z0rK8s8e3NzMxYvXow9e/bg3XffDTBZDs4B6Cycvjj5UJ0ApEpFnnfeecjMzAykdwwfPhzr16/H1KlTjTzhb5UbAALpK0puJBIJJJNJ7NmzB2vXrkUoFEJTUxOWLVuGTZs2mWPOJoTDYUycOBEDBw7ElClTUFRUZNoFCBI+h4It2/kZ0J6Wo9eg3lY9os9DEonXsSPHoVDIRKfV4FcnwE4n5Xo22xnQYhRMZ2pqasLChQuxb98+vPXWW2elnfB54BwAh04hPz8f/fr1C+SLX3vttYhEIsjKygKQWjzEVBAak8osq7Dm5NUcwnSGnE7qlpYWAO0hxWQyiZaWFjQ2NqK2thavvfYaampq8Nlnn52MJjlhyMrKwtChQ3HVVVehrKwMGRkZAWHKdlVjXnMpgfa0GhWedkoOEBTu/N5OF2Lf6WdMK/rss8+Ql5eHkpIS8wyZmZkBZ4ALvngeBTAXDdMwoIJStopjic+gY+jAgQPYvXs35syZgz179qChoQGNjY0noYdOXzgHoHNw+uLEoqCgAOXl5QHj76abbkIsFjMLRjMyMhCJRAKLSLXgAGUAjX6bHLB1CgsO2IYqHYhEIoGGhga0tLSgqqoKv//971FXV4d169adnEY5QcjOzsaIESNw7bXXok+fPohEIkbnci0YZag6SQp7rRYQzO/XFB4bjAhr/1Bva7pPVlYW1q9fj7y8PHTr1s3IftUXQHtf6jNoXxJKaCnZpfdXHVZdXY3t27fjrbfewq5du1BfX4+GhoZja/SzBM4BcOiAjIwMRKNRDBkyBGPGjEF2djaKiopQVlYWmIDKzqtwoMHHv8nwsma8HW7kBLa/Yz47nymdIWpHIerq6rB27Vps27YNCxYsQHNzc2Cx6umMSCSCgQMHYsaMGTj//PNN+zQ1NRnFZjMgAALOAKFC3Bb4VA48huk+ZOp1PYA6ClTEyWTSpPVQccTjcWRnZxuhrDn/atBzrOh7KDPE50skEqbPNW2M40mZwaamJuzZswc1NTV4//338cknn5yzgt05AJ2D0xfHD5mZmYhGoxg2bBgmTpyIrKws5OXlYdCgQUZu0Bi1nXjKea0uoyy+6gSgPepM45LX4j4kzG+39ZTqCdVZ9fX1WLt2LbZs2YI5c+agubnZRFhPd0QiEQwbNgwzZ87E6NGjA2QJ2xJoJ4NU5mv7HMnAt79X4z4rK8v8T51h6yHVARpdoFNg6zR9jnTRBv5t9ytJMuox3XdAn6m5uRk7d+5EQ0MD5s2bh5UrVzp90Qk4B+AsR1FREcaOHYs+ffpg4sSJJhdcF/gAHb1yTnJdIKoTj8wvWWAAab12sgA0ABnK04oAmo9u55tTefC4RCKBjRs3YuXKlYjH41i6dKmpfHO6oaioCHfccQf69etnGByy2XZb2out+J0qSTpJVKLsIwrHlpYW076afsPrqJDXUqFUMnaKkZZu43OQ2eHxiUQC2dnZZgw0NzcjOzs7sHDZZqGA4IIzDTnru5FFTCaT2Lt3L+bPn48dO3ac8eze0cI5AJ2D0xefH126dMHEiRNRVlaG6dOnG9mrsoFGKKO3mgMOBI3LdNVlFJzjPMZOG+H9D5cWSNmheohytaWlBZ9++ik+/PBDtLS0YMGCBactedS1a1d8//vfx8CBAwMpmwACstJ2ekie2FFg5ujb6UHpCCSVx+xP3l91lZ1eyuewHRP2vTqDqnvUhuDf6Z6J12ZRCl3TxndJ5+zs3r0b8+bNw/bt27F69epj7pMzEc4BOIdRVFSEWCyGSy65BL1790Zubi66desWMCTj8XjAuG9ubjYpP5qjpwtC+b+m6ijrw3PtcmO2YUsBlq4SgYZ6dWJzjJJR4jNmZGRg69atqKurwwsvvIB4PI7a2tpTWi0gFouhsLAQ48aNw5QpU1BcXGwM92Qyaer0K8ulYW62Md+Tx9MBUgWgSg9obz8KXDWgKcR5PNcF8J5MEeJ1CTpnVMRUKupQsC9YXYjva6eE0UmJx+PwPM+kCpB14vnMJQ2Hw8ZZpeNaW1uLXbt2YdWqVVi5ciUSiQQqKipwOsuxzwvnAHQOTl8cPbp27YqcnBx86UtfQp8+fRCLxdCzZ08zZ2mAKTubroQwEHTklbyhLAPaDVM9nrCJJs0t57mHYpL5vZINem2eu2XLFtTX1+OZZ55Bc3MzqqurUVtbezyb9KiQm5trnK6pU6eitLQ0kN+fLnXGzs9XfcGUUrYzCRWex+toHynsvmMf6HWorwAEdLsa4dRxGkWw78NnURuBUCKyuroakUjErDWkk8F3VR1D/UGdVFtbix07dmD58uVYsWIFWltbsXv3bqcv2uAcgLMAoVAI5513Hs477zyMGjUKffv2DQhtAAFvG0CA2eVkAtpZBRqchO4Wq4Z+OiPUNjj1GDLYh0pvUUNYmQTmI+p5uhg1IyMDjY2N2LRpEzZu3IimpibMnj3bVLY5FqizkS4lR9t/5syZyM3NRVlZGYYPH27Ob21tRVNTE6LRKFpaWgKbpfBcDaGqYAWCLJsupmJYWFkYr21BrSpSMkkMz9rpN7yXKnYdM/pM7Ec17vUYGu3hcHudaY4FfeetW7eiW7duyM3NNW2kC5WZVqbty/syisTzGhsb8d577+H9998/ax0B5wB0Dk5fHBmc9yNHjsTw4cMxfvx4dO/eHUCQsKG+oJy3I4FARwNc/7dZWTVW1cDlMwEdF5Ta17QNfDsiYS8e1mdRmcl7Mpr86aeform5GW+88cbn1hf8nY5lJ0KhEK666irk5OSgvLwcX/jCFwLvrxFtdYbYfhod1+gtyRm+s51SpW3EZ9Wqc7w+76t6QM/Rd7Mjuel0pJJ4h9Kltu7TyPjGjRvRs2dPFBQUHDaNlTpCoxUaraKOmjt3rlljdq7rC+cAnMHo3bs3xo8fj0mTJiE3NxexWMwIAk5+nUg2c6yThp/TwKTAp5dNllhzEXmcGuYUyow0aJUZ21kgdBGqLhZThpkCX6+voWUKeRVwBw4cQHV1NV577TVznA2bFVGMHj0atbW1GDJkCP74xz/i8ssvR35+fkDAUODk5eWZ69ghb7IndkRDBR3biQ6CzaCpca5txPPVQfO8VP4+WXN9FnssqBLl8UzbYmRIdw8mK0+2ScP/yvrQAWDoVp+BjD/HaSQSMTm66tDwfzvETHZH81UPHDiADz/8EC+99NJpG+I/VjgHoHNw+uLw6Nu3LyZNmoQpU6YgNzcXOTk5RsYr2aOyQtM19PN0xqBCzwXajXLKdZW7lA/Nzc0B3WMz0QCMvLVTPvgdCRM7VUX1k16fx7W0tJhy1M8//3za1Jl0UMN2/PjxqK6uxvDhw/Hyyy/jmmuuQVFRkZFXvB+Q2sDLdmj4m7I03TvaaTd8Tjs33mbj1WFiW+iza7vpd6rP7EgE34mOB/tW76/9DCAt+WVHlLVt1WHQcaXvns7hsD/jc7AtKisrsWzZMvzud787Y9aHdBbOATiLEQqFEIvFcN1112HEiBGmUgvDhUBHtkUNQ+aHc+KmEyj8n4wr0G602cYmoeNIDf1040snuXr9yhTbTDTPs3M96ThonXx9DjunXo1JW3goA6XvyGfhfZVZUPbDZq/ovPA5dO0DP7PLbKph29zcbCIc2kaxWMxUDdJUH6bWaBSFSo9CmoY8IxL67pqCo46dhlrZZ3wWrRaRzjFhXwLtLIyCCkkdS10cro6qvRBM+4wLmNetW4eqqiq8/PLLqK6uPivKwzkHoHNw+qIjqC9uueUWjBw5Et27dw/IKgBmfmuuv4JzVFM5Dmf483umlfLzdMasGq9q7Nt6gX/zeJXjlJ88RiMMKrf4Gc+hPFS5bkdcbVbbNki1ypkSVCoDqWd13ZXKtXRtahvx6ZCOiVcWnDKT/ZAuiqPOGAkovb7+tolD20G021vP4zulc2xUnmtb2mBb2dkJOg45jvi57QioU+r7Pj7++GPU19fjd7/7Haqqqs45feEcgDMIffr0wbhx43DFFVcEcsiB4IYa8Xi8Q66+MuY2K6vCTY1+hVaRUXae55EdJtKxJ3baigpSOzSojovNBOj5fAc7cqCMBNtJS1RSWPKZbDZId1ak8LaFn1a8UeFnL9KlYolEIgEngMcyhYkGuC6a4nFZWVmBhcC8XzpHQt+dz9Lc3GxYe5tN0edoamoyzofm5bMNo9GocTTYnvZ4oEPC1Cc7bKvVo/h+nueZ0LemCVBp6Tupg2jLL57b3NyMRYsWYfPmzUbIn6lwDkDn4PRFEGVlZZgwYQKuuuoqZGdnpyVmlDhSwzVdpZ50+eKUMZoqlE6+2+BxtjGv81udDvtz28jUSHc6B0afR3WAGvI2dLd0Xt8mH9h+GglN59jw2dJVRkrnTGnUPF278W/d3FG/V0LMjqYC7WSM7TDwvmTFtS3VgWC/cH0aozf8Yduoc2VD25I6QdczUFeq7WKPJz4T/9bxrf2mtom+E/ujqakJc+fOxbZt27B8+fIzetdh5wCcRcjPz8d5552Hiy++GF27dkVhYWGHXH4Ods3NVtYfCDLxnBA0JtVoJHgdzdlXIa8CkfenscnfNluiz6ystyoDZc0BBCoZ2M6DvR25zcTQmGZoWMOP+jyHYonSRTjYpsq28Bz7/XhtKgG7zWhAU6mpscv2tJk0dSz4LBSemiJk943uAMz3UUdFDXI7nGwrVNtxUuj99Z00SsO2Izul6WTsq+zsbFOGtLa21jhAGs1hu7LqUCQSQUNDA0KhEKLRqLnXihUr8NJLL2Hfvn2HZdROVzgHoHNw+iJVq3/48OG49NJL0aVLF5SUlHRIKTlUmgfnFo+1I39qbKXTK6obVLamY3tVntrOgC1r1XC272EbhurQ2A6Ipijyee33OBQzrc9mk1barrYu0muqnrbbXnWe7Ugpg87zeT2t2JNuvZUSV+o82eSJthMJKzXyNbrBfV/SPTPP137WjAN9H1t/qM2i5J3dRjpW2faaOcBFw/Y6Mn1n1Tl8PmLFihX43e9+h4qKirNeXzgH4DSF53m4+OKLMXnyZJSXl5s8TQ5Urc+rAlvZUgAdDFSbPVBnQh0HTrj169ejb9++gcVHOhltIWp/rwKTgsHOV1fngc+mrIbWj7cVmK3IeJzdBjY7o++cbndc+3j+zbKXyqSrEuN7KvOhz8x30edUZ0mFuwo5CmX2me0safqOKiVl0vi86nDwPdl+6hiwjzRiosqa5+j78p3ouGg/2OOE7WkvKtZrZmRkYPXq1ejfv78pN6pOEgW0lifVORIKpVIgmpqa8MQTT2DhwoUdoganO5wD0Dmc6/riiiuuwPTp09G/f3/jHCuBAyBg4NuRXs4tO1+f3+k1gPace/1uzZo16Nu3L3JzcwMygtfQlD/bQNcKLnwnTZtR/WOXOFa5ROJE5YMy05QxuvDUXmtgQ49jG9iklE0CkSSx0x71PvaaBo3CqG7SVBtd52Y7NNpftk5V/c/npi7mWNAIhbabXpvtSyi5pHaBvq/N9qujpmNE9bnuO2Q7Ytquet1wOIyVK1eiX79+iMViHfpRSUzV8bpQnPbHk08+iXffffes1hfOATjNwM1WbrzxRnTt2jVgqFEgczJrnWRC2Weep+eocNH0DoITmYs0uWGVzTqocrHDdhqu1YotqhB4X1UC8Xg8wAgDwQ2u9F1sxkaVgoZ3bcbfNhyVFde0EhW2ymTYRrh+rgqG9+NvZS7U8bEdNn0/Omm286ZMijo3FN5agYfPpv2rERE6jrrVuqYpsf15THNzMyKRSCCEbDsIra2txklS5az3ZR+wfe2wvO+nNpSpqKhARUUFBg0aZNpAnUe21969e1FcXGzC3/YGNhw7W7duxaOPPopdu3YdzbQ8pXAOQOdwLuqL/Px8DB48GN/4xjfQrVu3gBwmVPYCCBjVSnJQNh0qDzqdMUtQntfX1xtDDGgnMpSModxRuUWdoAaxbTgCQdadz64Mtzolery2hRrMQJCk0c/ttrOvxXunS42ibFMHwWa7lYxS+c9jVffTQFXdzvahvLYJJF5D17Lpe7G9mpqa0p6rz0P5z/dVPaoRF/4mGaPX4Pe6JkF1r6YY2+1ik4uqO9me4XAYBw4cwMaNGzF69OgOay6UDNu1axd69OgRuDZ1lL7Djh078OCDD2LHjh04U3DcHQDP824B8H0AowDk+L6fYX1/K4AfA+gB4E8Avuf7/ofy/TgAvwYwAsBuAD/2ff+pTtz3nBHoZCrvuOMOnHfeeQEj1V4oqsJcDSwVGsxNtxleNcb4Ge+vzKtONqBj9RjboOVn9o8a/2rcqcCzGXwez4iGGrzKinNS6wZZNHbVkOe5fBbbuAdgFBGAgHGvxjqNZa3ooBETvV46JoOfExSq2mee5wVKs2ldffa9ruFQp4htznQeZUq03fgObCfey2b7lCnhj1Z10nZXpcdr2ZUlbMZMmS/9jg6mpiDw+lo9SO+5bt06DB48OC0rZDvQ+/fvx69+9Svs2bPnjFj05RyAzuFc1Bf33nsvhg0bFpBdnPMqn2wGXaHGFA0kQo0jIP3CTpWz6oDYpJOmRSrBw89Uv9n31Ounix7wOE1X0XspUaSyTvc1UfJMmXx9B9VVut7INnb5N2Ujr2frb+0TlcOqo/ncWio5mUwaIkUjHumMZtUtdl8B7dWX+Fy2zFQDWtc76I9GFtQx07UMXOOlkQfej31hjzHVD9puBMc5dY2mDOv6PL47r7V+/XoMHjy4Q3+xDdl+yWQSe/bswS9+8Qvs3r077frI0w0nwgG4HEAXAFEAD6kD4HneVABvAbgOwHsA7gPwlwAG+b5f43leAYDPAPw/AD8DMB3AywAu9X1/8RHue04IdC7uvfzyy00umxpfnCy2caMCi4ysMtoqSDWfjxMBCDIqhKYGqaHL41XwaviM/2tqiy28eYzeT6MJKiz1XvpOep4KYhVoQPq8TralRkdsRaLtocJNU4PU4Nf3UQGelZXVIY9WBXJjY6O5Js/hMfZ6B2UyVCmrQFYnhZt8aT/aCoDXtt9LP8vMzERjY6MxvG0lCCBwD428qFIIh8NGUXLMaB9wfDK6wGtzLLL+vyqDffv2oa6uDmVlZYHxSIc5KysLDQ0NiEajxqHQBdcffPABnn322dO+bKhzADqHc0Vf9O3bFxMmTMAVV1xhyg+rIUsog66fAx1TDIH21EC9jr34l8eqDNFj0rHo/JyGnt7HZmiVdNH72EQUEDSmbRlOckJ1GOUKnRFlsG0jWq9jv4ctP+131XQSNaAVNjGlxAf/13dubW01co3Pr7pcr2/3ud1GqkOpL2yCjN/p8Xw2kk+qL9T2SDcWlIxMp5dVX7AvNF2M97XXd9jjk9fiZ1rsZO/evaisrMSgQYNMe6he5LV4ju5r09jYiKVLl+Kxxx47q/TFUaUAeZ53IYDZlgPwOICQ7/vfbPvfA7AVwD/4vv+453nfAvBPAPr6bTfzPO9JAAnf9791hPudtQLd8zwUFRWhqKgI3/3ud029YPVS7QlJY5eTWzeVooGlxrgNNRLpONhrAPijG0pxovE8Hm+nD9HQ0xxTTmrNRaVRpwagCill8dW4V+OXk9VOHeE1tLYvBSKvqYJTmWzbmFbhYzNTtqGrzlg4HA6EJ1X4MVedzoEqPnudg+0k2QwR2R8KRo0OaNvy2dLl29vrHexQMttTIypqhKsBr21lj10tNcjcVG177SdtW7aBOkqqBDQqYEc/wuGwqSyh/aCh4Xnz5pldpE9XOAegczjb9UWXLl1QVFSE733veygpKTEyQA1ilU9Ae063kgGEGl2Hgl5Lz1F2W6OTKic4321j13YyVK7xf72/3luvraw+v9fqaSpDVbba96Nxrc9D8L1Uhmu7acSTz0K5rA4IdZdGZCmHeIzKQW0fZeL5vf1MqrOoQ3meptywLVRu67NqSo7N0Os40D7QNuK5SjjaxJ46J62trYEUVf1eIw1allX7SMecnsvPtV8OFRlSO0YJMl5DIxRz587FM888c9boi4wjH3JEjALwmNzc9zzvo7bP+f0KGv9tWAHgm8fh3mcsxo4di29/+9vIyclBIpFAPB7vYETai4ooWACYeuiEMqTK6Oi5trHLY5QZVuYVaBfAdlkxnWD8XEuEMdeThqEao3b+OIUqhWO6hUsaouVktg15Mtaar0jWh0axPrcampoyBbSH/yKRiLku0M7Op2PubcbezlG1jW7tYxVg6qTx/di2dvSB91PHyFbOuouyKmp9Xq4V8H3f5O/r9+posW9VCHqeZ8qcshoPP6fTRwM9Ozs7oLTotNj7EHAscX1CKJQqT6djkWw+mf9IJGLek2M8Ho8jFosF9kJoampCKBTCRRddhJycHDz66KNnRHjX4dzEpEmTcMcddyAajQJAoCiEyixb5qvxpRXEbNmqckllgxpUQHvEl1AGWK9hG/6EbZTbBp0+n64VIOy0TV0zQBmu76T6kO/L+yhBRRJF2WZbv+lz2M+uBA9JMDX8+dy20c821ugHn0/bxWbm+bey8DbBx3a013kcikXns1Geqk4i1Fag3rZTgtQRtf+29SXlMfU0n0P7z+5ztr9ej+cmk8F9D9iHnucZPaJrRKLRqJknmhmglffUabj44osRiUTw8MMPnxX64ng4AHkAqq3PqgDkd/L7ADzPuxPAncfhuU47ZGZmoqysDDfccAP69euHrKwsNDY2BgQOJzrLOipboR68sv22QFF2PF1akAoDNfpVEFGY8n9CBROFgAovCh8akBSGKiz1PnQWaGRrfrcy7Pxf1zPYIJPD5wyFQmbhqq0AlWWxJ7sKaV2szHdPpxRUseixfEcKWnVkbAHN+9OJ0bC0KiT2p15DBbIyXbZjqOMEaA9xq2OgCoL30b4li6/jUoU9HTBel9fmsxDqhFHoav+zWpIa9BTiHOe654U6BslkEvv370dJSYl5f76TpiI1NzdjwoQJKCsrw6uvvorly5cffhI7nFY4m/VFVlYW+vXrh1tuuQX9+/c3pAblAecgEMzVT8d8Ajgii6qpFLbRlw6co0B7LrbK2CDnB/M8PFfvr4v2Vb7yWezUVd7zUHJZn1mJj3Qym8eQpNA0FfualHn2//yxKxkp7Kgq20Ofg6SV7axoW6hhrBFU2/hWQkjbntdiu+j1w+GwqbbG69jEGO+jBJd9PX1Xu535W68ZjUbR2tpq0mI5JtknjFTQJqD9o+M2IyMjkL5jO1Y8V+cOfxKJBCoqKtC9e/dA39rjDwCmT5+O8vJyvPDCC1iyZEmHfj6TcDwcgFoABdZnhQA2yvf90nxfk+5ivu8/BOAh4OwK6WZmZuKGG27AZZddZgwzGj9avtNmf3VyqSEGtAt3W+jRaGNuYyjUXhmFxpsOahUWmrrC+6rBqYLUfkagXWBGIhE0Njaaa+jz6vvTI6fw1BQVfq9rEsi8qIKhgNE20M90UROP0Txzm0nT84Bg2FsNVhUqNEB1O/tDgeero8P24W8dB8qasL8otAhGVVQhk53RHH19H/atvdcC/9brqwPDcaUhax6jUSzez07R4niPx+OIRCLGYUwkUjv5Dhw40Cghtqm2CdkfAGatA51ivntGRgbq6urQu3dv87m+iyq8cDiMnj174pvf/CZaW1uxatWqs4LdORdwtuqLrKws3HzzzbjyyisDZEu6tVDpHHoguJEVZZRdix3ouLmU/bdtdBOMtnHOpzO8bfLINq74P2WAGtDqFKjhy+dPJ5Mpy/VH28h2lKi/bMKH1+F7ablT21FSR0DfSe9pG98qz2x9QV1rt6O2n8pC1Qfp2kWj0HxPrSBoO392u6mDwGe3ox9226uuV6cmHaGoKTjc70VJLS0zqlFt3/exYsUKDBs2DJFIxIxPpnPxWdgvtH9U7zU1NZk2rKqqQmlpqXkXPp/2BR2S3r1744477kBra2qfmTNVXxyvNQCe7/u3tv3vAdgC4B/99jUAP/F9v6+c8wSApH8OrAEoLCzEqFGjcP311yMWiwXSYVj2UgUcB5yynHaIVo/hpNBdWZWVJ8upkQBl1LU6AJlnoF1Q8T4qsFQp6IIgdUA0RMrPgCCbocJWw4mqnIB2NsoOz6pjwDahIazCSI1/30+luCQSiYDBqKy8suxMV0nn7Ojz8Z0oZDSvUUPa2k+aZqOLldhOGl61+0THi+086vPoeWTgKYxpSOt4UuPaXnfAsaNpW9Fo1DhT2p/qnGnaGtslmUwG1pmwokV9fb2JEtjOJ9ulpaUFe/bsQa9evQLvSUZMy4zakTR1AFlRQ9dG+L6PTZs24dFHH8WBAwc69PWpgO/WAHQKZ4O+6NKlC0aNGoWvfvWryMvLCxicWugB6LjzKRA03lQ2E0qkqCGnRo7KJYJ6Qjfzs9NWeH+FRpdVdttRCtWLvI6mhADo8N4qN9QIVj2kz66GtpIZKtvtaLnKYK1qps9oOxDqZNjMOf9Wh0UNdN/3jV7KysoK6AWt1qPrmGzixu4P2xHT6Dfls20s8700n5/RV72WOhBsKx2Xamx7ntch/VOj1dpeHF90AAh1YlWOqyOpz8jn37lzJ3r16tWBDOQx7Ev7O20L2mo28bZlyxb8z//8D/bt24fTAUejLzpbBSgMIBOpCj5/AJDb9lUcwBQAfwRwDYD3AfwZgL9GexWgQgAbAPxfAD8HMA3AqzjLqwCFw2GzkVf//v1NjhmFi+3V28wEDUkaZUCwrBcHu23c2uk2nBAUlryOriGwhTknmeZe63U1d1LP4bXszznR1djkswHt1XwoSO3cd00XUsPSZqeUFVHhajP4QLD0GNljZVf4TFlZWcaJ0v0O+Hy2wc1zeS+2G5WqKg9lvJQZ4fmMfrBdaUDbOZE0ylkGVYW5tr86SdnZ2SaP34768Lm0j3lfPgOVOUO2qnjYbqrM+D3HNBUvr6WOJw1yOmqJRMKsL6DjUFdXh6KiIvPMdk6uKjkdl+rQKDvFccexuWXLFjz44IOorKw85eyOcwA6hzNdX1x55ZVmIy91woGOKY+2kaKGpBrvSialg8pEzgHbcKZMVf2kTDKfj/fVuaVykt/x+YFgNFTfST+jbNT1DWpEcs7a76NtZr+bygFNpVRSRfUQDW6+rz4rZTXlHuWZHbnVKIzKStU5qn9J7BEqlzWCYV+H76fjQx0QJbhU7irJokRjPB5HKBQyKZp04vRZbSdNjXQiMzMTDQ0NiEQi5jhGk5WMsce1OnpNTU2BsaL6nLpJbQzf99HU1IR9+/ahR48eHRaJ6/k6BvTZ7bFtO80kjX75y1/iwIEDZ5S+6KwDcDuAR9N81d/3/S1eah+An6B9H4B7/OA+AOMB/ArAF5DaB+Af/bN4H4CysjJMnjwZl19+uRFUmrOvA9j24jnB9XibOVD2QsskqsBWz1+FJI0wCm9+R+Fi7ygLBLcCt6/Lyd/S0mJKOAIdd4jV3G01Uilo+Pwq6HlvVSR2KJjH6sRWQU9llJ2djby8PCNQ6+rqkJubG2hzvhOFDYUPJ3RLS0uHGvzqvNTW1nYQHp7nGeeCAj6ZbF9cbDtxOhY0V5H9p4uqOX60HdkemuZFwa1rR9RR0nMp4NmPmvaVlZWF+vp6s9AtmUziww8/xPnnn98hpYD5+xr61XfjM3Hs6MKzdevWYejQoQHHSueA3b9sZ2Wr6BTRAWFbtLS0mKiFXkudMDrI8Xgcb731Fl577bWAg3Sy4RyAzuFM1RcAcN111+GWW25BKBQyC3xtgoNQeWHLapuAUPKInwPpKwYB7SlxmpahRA3ljcphnYNA0MhXB0aNKDXE9Z3UgbGdAdUnWmVG9QWJEIJyUKHPqQ4A752RkYHs7Gzk5OQYGUQjlTJDDV4tjkCmnrqKRAffqbm52bR9bW2t0R98T7Yz247yiUSU3dd8PpWtGrXgjx3557HaT5SBKss16qH9p/pC39128Gw99cEHH2DcuHEdHFO1Sag7lDhjv2q1Jj73mjVrMHLkyAAxpuNM7SF7bOkzKCGqUWEdXxqR1vHIefvGG2/g+eefP2P0hdsJ+DijpKQEM2fOxKWXXmqECtlTexdUzdnzfd8sWFUhmM5ABNoZ7HQbUwFBNpwGrjLLtiHPa9sMDychhYM9YfRcTha+lyoMZVY40W1loowM202FNY/xvNQiaf2O99CISVZWFgoKCpCfn4+srCzk5OQYFptKgsxBulQbXpvvRoYdgFEG8XjcfFZXV4e6ujocOHAAtbW1gXQath3bhw6AHgO0Mzk0iFW4K/Oj6TsaxlZHg0JTr6Ml34COhjX7gL95LzoGytzreUC7sqXD1dTUZCINZG88z0NOTo4R5Ho+26GyshKxWCygUHS3YlXaasjouNbFzzp+lLnSVDVeQ3dIzszMRE1NDX7+859j165dHcrVnSw4B6BzOBP1Rffu3TF58mRcf/31ZrzS6ddxCQRZc50bQHBRrRIkttFGmUFW1f6expYdPVSZSPB71SFAu3NhR4NtfaGRZNUXKueBdh1ok2HqBFFf6HuQWFLiSNtTdSkJjoKCAmRkZCAajQbkoT5LZmamSTtR2UtdG4/HTR9qNTYgJcdYPa2xsRENDQ2ora1FTU1Nh/Qou0qR7QDomNDNyFSPazUmdQb43toO9pjRvlQjmGNIiTDtVyX0lCXn2KUOVEeNhBDTnkia8jr8ng6O9m9DQwNycnICY1NTx9hv1AtK/OhYUduE56hOU8eJTqAdPa6qqsJPf/pTbN++/YzQF84BOI7o27cvvv/976Nbt26BlBfbsOQA03KLKtB04nKQA8EFoOmYfmVwNX3I7mM1yFW4qcKxDXp9fr0ur22HV9Vw1Wsnk0mT2sGJrAaqzTLZ17CZK1UIvDcZnOLiYmPsx+Nx83xa7YHXZ3k9ZcYp2FmiVQ1EIFVCrKmpKeCERaNRhEIhbN68OVDa1WZrNCJCoWMLJVWIZOVtZ6W1tdVUwlElZysnNfy1reyxyXZlBCIUSpXMzMnJQU1NjVm0q+Fx3ovjgesM2EbqSGZlZZm1L2xjLQvL9m9ubjYOoDoKOld0DKghwVKjqtjU6FcFR2j7qHHF55o1axZeffXVU8LsOAegczjT9EV5eTnuu+8+dO/eHUAwTYSyDwju0g4E0xV0nNJoVNmgqYWEyl3qGiUQbAIknUOhc1CNdZUFPF7nnM5V1TF8FnueUlbqM+h1bH2hzgqvY0eLlXChXMnNzUWXLl3MPZXg4JoklXc0OCmbeR3KY7YxZZHvp9aeUa5R1vO4/fv3o7GxMeCk2O3Gz1Vma1ox31Flo8pqQqO7qj+V9U4HW+dqv2k/8frc74YLe9n2qg90TIXDYaNffN9HfX19YP0BbRot8019z9RQ7V+1bTiuWWxC9YW2nRr9to2g41btA3VuOfbffPPNUxYJOBp9cTyqAJ3zyMnJweDBg3HrrbeisLAQTU1NxoBSYaqMbCgUQmNjo8mH0yiBzcAr46kMpw5KTkSmZ6hDwHPI4KpyoSDnd6y6oscqM8FJokKH1+czAB0XkNrsMtNDdDIpO8AwtDJW4XC4Q64gz2tqajLPFYlEDJNTXV1tFIF6/zSo2b5k7Pk+KgTTRT8ooNgnFBqxWAzFxcWIRqOBEpVU2pqWoiFYsv4q/DlmNEKkz6bRBQ1Nkl0DgkpW81SVDbL3SODzqnHe2tqKJUuWIBaLYciQISgoKMCOHTvQt29fE7nSalahUAjZ2dkoKipCt27dEI/H0dzcjIMHD5q1AxotoiOslZR0fQT7joKei8k0qqIh24aGBqN4OPa53kEVBJWJOqIct5o+wV26X3755VOe4+lw5qO8vBz/63/9LxQVFRnZpIwl0LGqGY1IAAEDxTbaebzN5KYDZQHvR9nCOaMy2l5AyWuSENL0EyUX1BjVd1NHRYkeO+pB2aB6S2W1MrJ8HsogZan1HqoXY7EYioqKkJmZibq6OiNjlGzS1CLf91FTUxOQdXwuXWRNmcXj7IXXyWQSubm5yMnJQU5OjtFhQLtMZztp7XqVP9StSiax7zXSqw6cRoP4t72JqLa3HSlQMovvwz5XvblgwQLk5eVh+PDhyM/Px44dO1BWVtZhXLBdGIEpKipCKBTCwYMHUVtbi9bW9vLejNTYThDbTEkcthl1mLYdbR7qXe0Tm9jU/9WGsR1zfacrrrgCnufhhRdeOK31hYsAfE5kZmZiyJAh+MEPfmCYTxVoDGsxtYcGnQ44FV7qIDCsx0mihqGmL3AAkn3WqIEyBhoq1cmsRjGrplDIk3W2jVW+Szr2QY163sMO79rMkXrzqmRUYNIZUUFoC0WyMyUlJWhtbUVNTY1pL5v5Vu9dDd1IJNLBiLYjLzT2KTiVaSouLkZTUxOqqqoCwpJ9rWPBjnBoe9HgV4WiBr39uea76u64QHuImH2WLuqk/czz9BrxeBzPPvsssrKycOmll+Ktt95C//79MXnyZBMSZ1+yjQoKCtC9e3f4fmqNRHZ2diAEXFNTg+bm5oBRz2vo2Lc3iqHxrw6lzdboOym7SYNLN7tjP2rKnUbUkskkotEoXnzxRcyaNeukCnUXAegczgR9kZWVhbKyMvzZn/2ZqTmuskMZbKY/kNnXyCqNF60Zz7mjrDr/Bzou+OVctKMNlJMkBpiyos6xPovNjCpxw/NU3gHBFB77mZXgstlWNR5tGaa6j59p1JPEAtuZ14nFYujatSt830d1dXWgL5SI4/HsG0394XOofrMNZl3Qqw5JYWGhSQUi1EFi6ks64131kU1iaNvq50oCan/o8XZf8xi7P1U/6zEA0NTUhMcffxzJZBL9+/fH22+/jfPOOw+33367iaDY0Z/CwkJ0794doVDIFGBgBJ9yn/8rw699Q7lNJ466UHUZoe9qQ9uXc5HnHApqIwDAyy+/jNdff/201RfOAfgciEQiuPXWWzF+/HgzEXTSq+CwUyaA9gHGwaweOGGzLYQOWmWJKbSVXQWCi6wooLRCiy0gCLKjFKrqGatnzXvSSNN3VAWmgl5Dbao8VOjqBLTDn2SGlDFiBKB79+6ora01exEwosB30PUFVDiqLNQYthWkTnBVUnzXvLw8NDc3o7q6OuBsqNLRagq8jkZNOF7I0GvJU2UgdC2EshR6TY4RZc9Y/zhd3+Xk5Jg2J6tPR/Dtt99Gly5dsGDBAnzxi19EOBzGtm3bMGrUKHTt2tXsbK2CMBKJoLCwEOFw2DA6XHuRl5eHuro6JBIJ1NXVmUXoOv5VyavzoM4PnzcajZq+pLNls5E6D/U5qWB0vNpjMTMzE3/84x/xwgsvBJTdiYRzADqH011fRKNR3HHHHZgwYQKA4AL7wxkVmhpI2DoESM/yq7wGUnOdUQTbQOa8pHOt5Ig6GLyfGuUqW+x5qfNPYetIfR9latUYtY1Qnq86kOyvpr8oKabt6nmekU/xeBxNTU0BWU5QB9hyQvuBsFlknq/OHN8tHA4jLy8P8XjcFJFQB1D7VYkN+57ah3a1OtoWAAzRoQShtotN3tmEkEZyKBOZ4kQSiu8dj8cxa9YsbN++3ZA/q1atwtChQ/H9738fhYWFgZ3b+X7RaBT5+fkm3YcRACWP4vG40eOqL5S4Yx8D7aVtqVPV6db2sfvVdpp0TNq2FeeTXieZTGLWrFl49tlnT0t94VKAjhHRaBS33HILJk6caAaVLew0JYMTUQ18ThqWOKQxbKeb2LmAvL4aUrYg1jQeGpH8m8+reXQ2g0QBSPaH33OyaXUV/lbDn9fQ96JRpbl/yl7wuWwnilDWhe3Je1FoUairEtO20QU+fHcKTHtHYO5OqPfmNci+U+CSYc/Pz0d+fj4qKirMPbXdtH2Uibb7VJ9PlV44HEZTU1Og7e1qQWx3ZYSUQdSoEz/nPbihCs9ne3KNxKRJkxCLxTB8+HD4vo933nkHixYtQiwWQ35+Purr6wNVHHjv3bt3o6SkBN26dUN1dTXq6+vR0NCA6upqFBQUIBqNmvMaGhrM4mqNiKnjE4lEjBPAUK+uk6ARoEoxnQGh17TTMDSVQR3VK6+8Eq2trXjttddO2UIvhzMLOTk5uO222zB58mQzP1XeEulYe9vYUKRjtFUm258xqqiGNdBemY0yiXNXDV+bXbZ1Due6XarYdrT1XJU9Ojf1f43qqexX0k1ToSgnbYdIP2N78p1YXjJdu7JdSFBFIhE0NzebQg5KbPGZKbcohwAYGcR1UIw+cOEw21ltCcpfyiab1ON7aYSa5/FZmOKiUXLtm3Rjj22rDoRGe3gunUltf5JtGRkZuOSSSxCNRk256EcffRRLlizBJ598ggkTJgTSRpXU2rt3L3JycsyagNbWVjQ0NBhCieOYaZ4cd5xXWjVJ5b/OFerNdFGBdOl4Ch33/F8jPERGRobRFy+99NJppy9cBOAYkJmZidtvvx2TJk0KpGUoQ60GBf9WoaPMjxq2NiukA5HGHz1uCiA16FSYqhCnwFFHQtNteC91NjSSwBKfNFD5PZkVFRQqNG3Wnr/ZBhQaPI4MFA1jzemzKyTpe6hwy8zMRNeuXREKhVBfX2+8f91gio5TJBIx5d54LzU2+R5NTU3meVh5QFlzdQaqqqpMPWC2EduLi395Ho1VFYLqXJDl4MJp22jl3xrRINgfWiECQGB82REF2zDQa+mzUYg2Nzdj9uzZWLhwIa655hrU1NTgggsuMIu/qACV8e/evTvi8Tjq6upQX19vFF4kEjH9oaHfmpoaM4fsdRr8bTM0dlSJx/BzOg46/uxSvXTOdSdhjoHW1la89dZbeOGFFzonND4HXASgczhd9UVWVhbuvPNOTJw4MW0agcoIZRA1AmWnvvE4Ne6VzNEIqxpLvF86MipdyiBlkh2d5tzjM1APkeDR9E9780OCz2lHWG3DyjbGKKtpaJIp1qozSrBoG+q99floaKqxTWLIdgBycnICFX9obPJ6AAIpKolEwqx5YnvqesDGxkbU1taaVB+VS9QPlG+UZarrNYrD43QNnx211jGn8l5lpt3PKv8VPEfHnEZjCJ5XV1eH+++/H5999hmmTJmC0tJSTJ8+PdD+1POZmZnIzc1FXl6eGfdcX8nxzIgB0F6mu66uroPhrzaWpoqqnWQ7CAACuk4dILW7tM2VjFOnIJFI4A9/+AOee+65Ex4JOBp94RyAo0ROTg6+9rWv4YILLgiksByK1dCcaxWaygQD7UYLr6X19FUwhUIhY0zxOpx4vIYa8cyrZmkyIJiWo6yOClubkd64cSOAVKUjCpeGhgY89dRTuP76681iNvW6+VsNMBqkGqbke3BCq1OhpR9ZyUeFjrY5jXMqhp49eyIajZp7UHADMDmCyhLbJdMaGxvNPZiaQkOdx9EZ4/G1tbVmcbAqDbYH2R+2oT0O2CcUVsx91AgN31/r9fMcDX9qn6pRrLAdV3scLlq0CBdccEFgPPOdfD+1EHrhwoX47LPPAABDhgzBmjVrMHbsWEydOhV1dXV46qmnTNpDNBrFeeedh9LSUsRiMWRmZqKyshI1NTUBoycrK8vU4k4mk6iurkZLSwsaGhoC414jFdxPgO+tFZv4txoIGtXRdqVjpgrCdszZRm+99RZeffXVE5rj6RyAzuF01BexWAzf+ta3MGXKlMOOEcpr28jn3FXZbRvwtsGm8h1oL3VsM516DuUE5RJLMKqRr4SU7RioIZVIJLB582aEQiH079/fyIrGxkY89NBDuPnmm9G1a1cAHcs1KrOqeizdc+gaKcpGNbI1gmjLPW1rGqwFBQVmLRPbSw2+xsZGoyeoh2ms22uumJpJ2a8bTVJ+MsrZ0NBg+lxJITuaq3pHySEtLd7U1BTQH2w7+9x0kSbtAz02HSFk9w2f9Z133sH06dON4a3HeF5qp/f33nsP69atwwcffICMjAwUFhbixhtvxIUXXoimpiY8/PDDuOCCCxAOp6oCjRw5Evn5+Sa1tqWlxehm6kHtk8zMTNTW1qKlpcWkdHEe6NiiDlDnie/PNlF7wQbHWTonVdtRjyNpdCIjAUejL1wK0FEgIyMDgwcPxqRJkwJeo3qD6jHr90BHo1/ZRkJTNRQUGsqa2NDPPc8zlQ2amppMhQFVFjYjBARDeayQsnXrVjz00EPo2bMnbr/9duTl5aGhoQHvvfceVq9ejXHjxqFbt27wPA/z58/HsGHD0KVLl4CRVl9fj+bmZrzxxhvGOM/Ly0MoFMKgQYM6GKtsS13Jbys82/DXtJeWlhbs2rXLGJmxWAyNjY2Ix+NG8NrMANvCdi54L36u7aWRCwp9Cj4uJqaS0fdQp07Ts3hNOg88TscE762pSJonaitmlmPjNQmeqxWo+MxM/erZsyfWrl2L8vJy8x3flYzbtGnTMHLkSDz33HN49tlnzQ7Yvu8jJycHPXr0wK9//Wskk0l86UtfwtChQ7Fr1y5Eo1HEYjHEYjH07dsXDQ0NqKqqQkNDgxHydXV1yM/PR48ePQLf63xSh5mRKrY520CrgShzlo551DQyFeJ6PBW1pgPZKQcO5zYyMzMxdOhQTJo0KWBI2sQHEFx8a0cNbaZXz7PTRQg1IO2xrKSPEkcFBQXIyspCY2OjWTulz8DrqRxUAobs765du3D//fcjkUjgvvvuw+DBg9HY2Ih33nkHK1euxOTJk9G9e3ckEgm89957GDlyJIqLiwORhLq6OsTjcbzwwguIRqPo168fcnNzEQ6HUV5ejnA4jJycnEAJTpVvGhFUXamGry0nGS0mG820ILLyQDtBk05faF/xPVRP6O9wOGzy2BWUWdQXfCeV+Rr5sNl/9hHHiOoS1U12e9jGcToyUEFdZj9n7969sWbNGowYMSKwxo1tlJmZiQsvvBBjxoxBMpnEypUrccEFF+Ciiy4yOrN379742c9+ZvTFsGHDzKZpvEZBQYHpF5biBlKEXFZWliEkScgR9nyzdSftN/vdVV/rtbRNdSzwHB2T4XAYX/ziF5FMJvHiiy+eFvrCRQA6iUgkgm9+85s4//zzTcerELGZVBqi6r3zeBonFJiqEJSZ5/8Ussx30/JsuliVhnBWVhby8vKMAVZZWYnq6uqAMEmXmqROBsNp0WgUVVVVWLRoEVasWIH8/HxcdtlliMVimDt3Li6++GKUlJQgFoth586dePnllwEA3/3ud83zNzY24sc//rFhcfk5JyMn2+DBg1FaWoqqqioMGDDAPGdeXh5GjhxpJquGK9nGdtRFhZymJAFBIaAL3HQBHA1G/ezjjz9GTU0Ntm3bhuHDh6O2thajR49GQUFBoA6/zWipYLH7VYW2rk9ghEUXWCkDx2fn8cr8aWiSEQc9hk6HKn873YWC+4MPPsCYMWMM46ZpBWxvGg0tLS348MMPMWPGDMOekGV54IEHsHz5ckyfPh1jx45F3759EY1GTdsWFBSgV69exiltaGjA/v37TZtlZGQgNzfXjP19+/YZh4vjhGkL/JttpmOe85F9zLQf7R9dyKZjlJ/pAkMqay4MTueYf164CEDncDrpi2g0im9/+9sYO3ZsIDdY9YSSPOmqm6kBRxmirDRlmsp/lYvK+tNxB4JpNeooMEJaV1eHqqoqcw/qlHTPrY4I59auXbvwq1/9Cp7noWvXrrjiiisQiUTwzjvv4JprrkFJSQmysrKwZ88e/PSnP0WvXr3wZ3/2Z0YnNDY24m/+5m9QVVVl5JGmFPGdhg0bhl69eqGyshKDBg0K6IvRo0d3iNbxfQmVpaqPKAuoGwgSRpSdtoHHyAGdhqVLl6Kurg5btmxBJBJBaWkpxowZgy5duqTVF+ow6D2V0VcCQ20DkjZ6rJ3frmSHTQTpcYxWcNxqm9nMv97f930sXrwYEydONE5KOp1I0imRSGDx4sWYOXOmGautralc/1/96ldYsmQJCgoK8IMf/ADl5eVGX7S2tiIvLw95eXkBUoYbTVJf5OTkIBRKpXZWVlZ22DxUo/+qY21nl0j3v+d5gRRbzg/adUpM6r3feOMNPPfcc6dcXzgHoBOIRCIYOHAgfvjDHxqDBgjuxmuHMukZAx0XkGh6jM3qakoQJ7KGudTxYNlR9Tg5KchkNDU1mXJaHNQqQDhIOeEpNJiD/eGHH2Lu3LmYOnUqhg8fbkKW3MSsa9euyMvLAwDs2LEDv/3tb1FZWYmbb74ZVVVV6Nu3L4qLi/Gv//qvqKurO6b2z8rKQs+ePREOhzF16lSUlZWZCAerCLCdlZGi8gRgNllhH0UiEVRXV6OpqQnFxcWor6/HqlWrkEwm8cEHH5j2uOeee+B5HubMmYM333zT9H23bt3Q2poqBXr55Zdj3LhxAadOq8goa6QOgDJGNEY1x103zrIjRRwjfHct12qnndGx05QvHWsakVBF/vHHH2PgwIHIz88POFBk1Lmwi+NQc2Z1jAPAhx9+iN/97neoqqoytZ6zsrIwc+ZMzJ07Fy0tLbjzzjvRt29fdOnSBfn5+WhtbUVVVZXZO4BCPRaLoampySy05tyj0uO76roXzeOk8lXW0n5e7S9dHMz2ZTtw3jU0NOCf//mfceDAgWMa44eDcwA6h9NFXwDA0KFD8aMf/ShttJYyXfWFMo7KInLeaWqQEjhqtCgxwlQWPYYOPNBerSc7OztQ5au5ublDNS5lmjlnlHnmszU1NeEPf/gD3nvvPQwZMgRXX301QqEQGhoaUFFRgYMHD+LCCy9Efn4+fN/H1q1b8S//8i9IJpP41re+herqavTq1QslJSX4yU9+Yko4Hy2ys7PRp08fhEIhXHjhhYZMKigoCOwYq9EROvQ05kiYaTvt378fyWQSJSUlqK2txYoVKwAA77//PoCUTvnzP/9zhEIhzJo1Cy+//HKHVI+ysjJce+21JkKqLDKfyY7Uak49x4et84BgNRqgY9qKyn4lOTSaoPnxlJ1qk2iUVO/p+z5WrlyJwYMHo0uXLoEKRnQGtBQ1x6O+A+2WRCKBFStW4Be/+AVaWlpQVFSErl27mgW1b7/9NlpaWnDfffehrKzM7KXgeZ5ZM0b9rUUtampqAmsz6KgpMatzT+ep2hX2u/PYdI6x7WyzTWtqavCjH/0I+/fvP/xgPgYcjb5wKUCdwIQJE3DbbbcZo5gDlkyg5oarh26zzmRhOAiUbaQg0MFH5odCmgNWWQY+S2FhIaLRqMmDZgSgpqamQ1iLUKZboxWhUAjbt2/H0qVLkUgkMHDgQBOqzc3NxY4dO/Dqq6/i/PPPx2WXXQbPS1VRmD9/PrZu3QoAePjhhwEAV155JcrLyz9XzltzczO2bNkCAGYtAgAMHDgQgwYNCuQpDh48GOXl5Vi/fj369esH3/cxe/Zs/OlPf0JmZqZJOykpKcGiRYtQW1uLG2+8ERs2bMDKlSsD983IyMCHH36IyspKvP7664HvqqurMW3aNGRkZCA/P98IFqB9AZpGh8gKsK11fPBzjiPdRZfpOxSe8XjcMCFa2YYKWZl+NQCUneI4tKMGVAT8fsyYMcYI5rWYwkQBzxQzzYflu/CcxsZGfPTRRya6U11djerqaowYMQIjR45EY2Mj5s+fbyIQu3fvRlVVFbp3744ePXogKyvL7JTJ9K0uXbqgW7du2LNnjxkjTEmyHSfbkNeoHNfI8B05Fzm37AiBgscmEqnyo1dddRWeeOKJYx7nDmcHysvL8Wd/9mdmrBHKsqqTrtAoLY0ndayBjuV+OZc5n8nW62cawWJuNaOLAAKRNyWLAHQwbGwiyvM8bNq0CW+//TbmzJkDAKisrMRNN92EWCyGHTt24OGHH8aQIUNw4YUXmnk1Z84cVFdXAwB++ctfwvd9fPnLX0Z5eXlg4f3RIh6PmzVJ69evN58PHToUgwcPNu/heZ75bOXKlRgyZAhaWlrw1ltv4aOPPkJmZqYhHEpLS/Huu++itrYWl156KVavXo2dO3cG7hsOh7FkyRJUVVXh97//fdpnq66uNpt+aRSV44RylLqAn9EQZQRCDVM7Kg4EN7zSfiOUHFICiO9BaHqT6hBCHRdGu3i+jiMlVqgnuF5Bn51pPUuWLDF6sLKyEpWVlRg9ejRGjhyJhoYGzJkzB57nmbStlpYWFBYWIjc31zhw/C4ajRpy1Pd9M7Z0Hqn9w/YmuWrPJY4dW1/YhK8d9WcbsKTp1VdfjUcffTTtODlZcBGAI6Bfv374wQ9+YFiLdIOfsD1FHeyaQ6ZGiRpw6QQ2HQzeTwVvKBQyNYyzs7Nx4MABNDQ0oKCgAHl5eaioqEB9fX2ADVdFoNEFXpOr7BcuXIhnn30WQEpw+r6PvLw8zJgxA2vWrMHs2bPxjW98A9OnT8fBgwfxf//v/8WBAwcwc+ZM9OnTB3V1dfjwww9x2223oUuXLvj7v/97I+xPJKLRKHJyclBfX2+qA1RWVh72HN0RUDFhwgRkZWVhyZIlh1zA1717d1x//fWoq6vDtGnTjGFupxv5vm/y03XBGNl5Hm+HC9lXumeDhikpeBiR0WgQqylQCFO4sqKQVufgtTVyoKlJaoAwP5bKioxjKBTC8uXL0dDQgHHjxqG6uhrvv/8+rr32Wuzfvx+//OUvUVBQAM/zUFxcjJtuugme52HPnj3IyclBcXExcnNzzTNx7UZRURGys7NRVVWF+vp6o2DIclZUVAQYelVKWjmKylLzVrUP6NDr/OQ1lf3knLHZ2ZaWFvzXf/2XcYKPF1wEoHM4HfTFgAED8Fd/9VcoKirqoB+AIIuq89z+jlEspt+oPNDzlVQCgusEFPyMRi0jjPF43ERRGxsbjVEGtKcN6T2V0Uwmk8Yhf/755/HHP/4xcL+JEydi/PjxePXVV7Ft2zZ861vfwmWXXYba2lr84z/+I/bt24dkMolYLIbrr78ey5Ytw3e/+12UlJTgvvvuO6LcPh6ggV9XV2eiA58nipednW2Mx3SIxWK444470NDQgJkzZ3ZgndWwZNtTTiuJoeNBo67UU5pqpnYFv6MdoHKRsIksOh5qHPPemtKr39sOhrLsdCQAYM6cOWhsbMTll1+OTz75BGvWrMENN9yAgwcP4j//8z8Ri8WwZcsW9O7dG3/3d3+HjIwMQy7eddddiMViZh5lZ2ebEqF8v4aGBvNsHLccV/pc6oipUa/tplketO2YumS3IduH91EygPdsbm7Gv//7vxty83jBRQCOE/r164e77roLBQUFZlLrAFcDgANAO12dBZ0oQLCMFCeozQjZhqCGhz0vtYU5w227du1CMpk0kYCdO3ea0pUaOra9VnUM4vE46uvrsWTJEixbtgx5eXno0aMH1q1bZ56pqKgIEyZMwKJFi7BgwQJ84QtfwLJlyzB9+nSsXLkSI0eOxIcffohRo0bhnnvuMY7T+PHjMXv27BPeZ7qAjfXyj4RDCeulS5ce9rxwOIzs7GwMHjzYKGmd6BoWZMlWDeGyLylodKGqhtopsHl9LtDl+OIOzslk0myExdKtygRR8LLftewlF/aq8Ob5TA2zz2ttbUVjYyM+++wzU9O5oKAA69evR0ZGBj766CP86U9/wiWXXIKysjLceeed6NatG5qbm1FVVYWNGzeitLQUL730EgDg+uuvx8CBA83iOO5sXV9fj65du6J79+5obGxEdXW12SsgNzcXubm5qK2tNeyTClplduicaclAfk4nx2b6+R1D2GRNqRSBICt68cUX48knnzyhVYEcTk8MGDAAP/jBD5CXl5c2NcdmzYGgQa9sbLr1PWqMAB13eOWPncrBe7FmOwDU19cHjMympqZA1TMguMiez8Hn9f1Uul1NTQ3mzp2Lt956K9AWvu9jyZIlKCoqwle/+lX86le/wuLFizF+/HjMmTMHe/bsQffu3VFcXIzdu3ejsLAQU6dORWlpKcLhMCZPnow333zzBPVUOxoaGkxRAV34fKygbD4UiouL8YUvfKFDFT/C7k89Ru0Jjd7yPP1MxxQNfR17upaLULaeY0DLVHNM0wjW9XOe55mIhq0D1cBuamrCunXrzOap0WgUS5cuxdatW7FmzRrU1dXhkksuQffu3XHPPfegpKQEDz/8MDZt2oT169ejZ8+e2L9/P7Zv346dO3eivLzc5P7zmTzPQ0lJCfLy8kwkmGvCuD6SpaU16q1ta0frtX2oE9R24/mqO+w0P6A9MsM1bZdddhl++9vfnjJ94RyAQ6Bv3764++67UVJSYgwqeuBAsKM1t00ZVGVdbA8TQMC448SkYaICVxlN/t2tWzdEIhGzGDIjIwOlpaVIJpPYvn27MWg40cPhMBobG7F06VKMGDHCMLE8prKyEhUVFXjzzTdRXV2N7du3w/O8QMoNANTW1qK0tBTZ2dn47LPP8Otf/xoNDQ0YNWoU7r33XrS0tGDp0qVYsGABwuEwrr76alx66aUYP368Sac5W3DhhReaBW3KpiubY+/KSIObkQAy8prSRSWgebd2WJUCh8KIEQZlLXT86PW0zjKvwTEEtLN8NPqVkQIQcBAyMjIwfvx4YyQPHjwY3bt3x8MPP2zC7yyfl5eXh/nz5+OPf/yjue7tt9+Ou+++G4lEwmyKw/Zhu3ieh08++QRr167Feeedh7y8POTm5iKRSBjhTyaG11WlpA6eRkTI4gDBPFvOce65wXZSdk/nqqY+TZgwAbt27epgEDmc3ejXrx9++MMfomvXrgGDQA0LOx3CdvJ17mv+vbK46gRQT2ghCY57gsZMJBIx6XqMCrMyWE1NTSAVlb8bGxuxZMkSnH/++WYdEJ+/srISy5cvx0svvYSqqqq00Q4AZjf2ZDKJdevW4S/+4i/Q3NyMHj164J577kFlZSV+/etf44EHHoDvp8oez5w5E+PGjcPixYtx8ODBE9JfpwI9e/Y0xSwo4zTir/1v9yHlK9BxHx1dIE05pk6apgzb5BRtF15T9YU6KaoHeA07PYbXUjtFDWjf9xGLxUwhlYyMDMyYMQMjRozAf//3f6O2thYAzLsWFRVh4cKFWLt2LVpaWvDAAw/grrvuwve//3188skn6NevX4D0UXJ17dq18H0fw4YNC6wTBNqj7PqM6txwvmnWhq7RYZvzfhp14d43AALXUodMn2PSpEnYtWsX3njjjc8ztI4ZzgFIg3A4jAsvvBDFxcWBKgScBOoN839lciiYaYTbmzSpoAWCW2rze82x5rWTySRyc3NRVFSEUCiEffv2GSMlLy8P1dXVRhiTbdq0aROampowZMgQbNiwAY8//jjKyspM+kRubi5uueUWPP3009i+fTuqqqoCQsIOa1VVVWHu3LmmSgQdBC6mXbx4sUkjamlpwauvvoqMjAx84QtfQPfu3Ts4ANwl8ExAOBw2ivCiiy7C2LFjUVhYaCY9+1PzOGlwKhPDNBQN0aoxDgTZFbI0Wn0mkUiYXMmpU6eaMUNlQnY+HA4bRc/rpxP4Krjt9CItlaqpTUzHsWtmx2IxfOc73zHjMzc3F/v27cOyZctMlShi4cKFKCoqwqxZs3DjjTciFoshKysrsIg+mUxiy5YteOONN/Cd73wH/fv3N+F6loCjQ8X31/QfNbLYnosWLQq0GxCsec20JmVq2b6ZmZnGsdAFklyvMWXKFCxZsuSkpLw5nHqEw2FccsklhiwCOuZYA+1zz04ts9N27MpsNktM/aOMvqYFAe0EVTQaNcfRoVcGV2vQA8DatWtRUVGBCRMm4KmnnsK8efMwYMAARCIRhEKpSkHXXXcdXnjhBXz44YdHbJuqqiqT6gO0R2Xj8Tg2b96MV155JcCaP//88/A8DwUFBafdrqlHC64PC4VCuOKKK3D++eejpKQksDmUpqZQttuGOBAcTxwvSjLa1fXUaAfax8P8+fMxZcqUDulndtqSpkLaEYR078nP7ZQgvT4QrGpEmZybm4t7770Xe/fuRTKZqghXUVGBn//854H0mHg8jkcffRQ33ngjli5diuHDh6N3795mAy5NadqwYQNefPFFU0GIKarNzc1mLwE+A+eg7hmh+g8A5s2bh4suusjoEG1TTcXTucr+0ciBtjvn4owZM7BgwQJjU51MuDUAaXDllVfilltuMXWA1VgHgrmRmoNHA4kpE+oYqJepJaLI4Cg7RONREQ6H0bVrV+Tk5KC2thaVlZUmRzojIwMHDhwwhlAoFEJtbS0WLFiAjRs3YsqUKVi6dClWrFjRYQJnZ2fjtttuw4YNGzBv3rwjtk00GsXkyZOxePFiEzol7HbqzHdDhw7Fhg0bOjgapxsGDBiAsWPHYsqUKYhGowHGzg7RawjX932Tcw8EF15zLOiCYZuxAdoZGHUSyDwzKqVjT50Pva46sWroMr2FgkmNCQ2RUlExWqDOSUZGRiAUGwqFzAJb7hS8Y8eODmOge/fuJhQ8depUjBs3DkuWLAEAXHzxxaaS1dNPP4358+fD8zzcd999GDlyZIc5SWGr6Tl8F63KpGwVnSNdG6BtynPsCIwaU+znSCRijJnf/e53mD9//nEZe0eT03ku41Tpi2uvvRY333xzB6MtXU6wbczruNM5qayhMvzpWH+t7qUMZUFBgTF66uvrjV4CYNhnjvO6ujrMnj0bf/jDH9DU1IThw4fj448/Tvu+/fr1w4EDBwxjeyQMHDgQu3btOi764kzCtddei2uuuSawKNvODlCHjWNDZbdtbALtRrSdGWCnJmuVQp5Dm0bZe9oqlGs8VguPaCqLZkLwefiM1GVa7ITrxbQ/qb802kC9N2vWLLz33nuHzI3n2LjuuuvwpS99yVRhuvTSS03a6iOPPIJ33nkHnufh6quvxm233RYgafWZtb057+y0ILXVAJjS2pxrdmRFHTnVQbbzz/8fe+wxs4D+8+Jo9IWLAAjC4TAuu+wyXHfddSZnTCemsjscQCr0aShwEugg0YWUnHgsbUjoAhllgEKhkFnhXl1djbq6OsRiMRQUFJgSa83Nzdi2bRu6dOmCcDiMRx99FKtXr0ZmZiY2bNhwSJZ9/PjxiMViGD16dKccgMzMTEybNg0DBgzAH//4x4BRdziBfajvdH3BkRCNRlFcXIy6urqTnkrUpUsXTJw40eT6q3AE2gUEQYGti6aA9rQvGtAqFMhKkCnQxapknZl/r2FjoJ1dbGpqQnNzMzZv3ozRo0cbQcaxSweDz0Emm9e0S4Xu3r0b3bt3DzwLv+O6Bs/zsGDBAkyePNksWgRSqT9VVVXIyMjA9u3b07br3r17zd99+vTBO++8g/3798P3fcyfPx933303evbsibKyMgCpcfT4449jwoQJuO6660x/aEQuHA6bBddkXpiixeOYy68Kjyy+to+G0nkMFaY6e76f2kiI0aBJkybho48+6rSR5HDmgSmON9xwQ2AMajqHzn1CDTCOHfs4HqNy0z5HDUBlesPhsIlMNjY2msgUjyEDunXrVhQWFiIUCuHXv/51oAraoYz/aDSKr3zlK9i6dSuee+65I7ZRbm4ubrrpJtTV1eHRRx8NlII+Fn1xpmDkyJGYOXOmqebDtreJBduY5ziy/yfsCIAepwQOjVXaGTxW93LR1J2PP/4YY8eOBdC+pwP/VmNW30HJK+qwAwcOoFu3biZibC9K5jvMnTsX06ZNM3oOSBnVBw8eRHV19WEXxvI5Xn/9dSxZssTokLfffhs//OEP0bt3b/Tv398cy7UkN910U4eoGR0f6jY71Yc6g2QW56qtCzWrw07xAxDoD6DjngIzZszA0qVLT7q+SL83+DmKCy+8ENdff30gBKdeqkJztvk/EAzj0ZBQb58DJ115QWUHdCMjGv8VFRWoq6tDXl4eCgoKUFNTY9YA+L6Pbdu2oaKiAg888ABWr14NAGZH1UNhwYIFePbZZzF37txOtVFNTQ1++9vfIj8/H3379sWoUaOOrpE/ByKRCK677jpceOGFJ+2exPLly011CBXcdo6j9jGNz3RGAAU5oWFbjgtuY85ravkyCpZ4PG6qHlCY5uXlYcSIEeZ4jjVW+NDUNRq2/FE2kvnB/BtIKQQKQ37e0tKCyZMnmzHL9KS6ujosXLiwQ3nVQ2HBggWoqKgwAnb37t1455130NDQEHAUy8rK8NZbb+Gll14yaT4ZGRnGyOEeAHZeJxWHljFkFEBThWxjjt/ZUQRdaKn7D/AZT+bccDj5uOyyy3DLLbcYo0INAxpZCtUV/F7TIWxG104X0P85nnmORhto/NfW1pqUG+oULohsbm7Gu+++i/vvvx8/+9nPOj1HGxsb8cwzz3Q6Z7murg7PPPOMWXx5rmDVqlWBfQwoKzSthONFjUIlJbRPeZxGb+00HmX6gfaULx0ryvbznvn5+Rg/fjyAdnadNgqP0Sgo0G7Q6gZevu+joqIiMP41g0IdgBkzZgTWuHleKqU03YLyQyGRSGD37t3mPrt27cIf/vAH1NbWGvuHbf/aa6/h97//vSkNTdssFAqZvQf4bHxnfXf9sbM2CNUZzOSgM8U24T3YHpQB/fr1Mw7YyYRLAWpDYWGh2ViCBrVd218NCHacrqbXDtVwEgeOpg0wJ41Qz57/e56H7t27IxQKmV1R8/LyTJUfbpe+YcMG5Ofno7KyEu++++5RserHimuuuQYff/wxdu3a9blqNh8tyNx25p5FRUVIJBLHxavu1q0b7r33XvTo0QMADHOiJfiA4KZaDHMyBUjHFAUFWWp1CGhoUtCQodfNvjSEqjm9/E0FQSdES1x6nmdYeqb+aHoBP+N97MVdypQkk6nKQ1u2bEFJSQmWLVuGyZMnG4Pls88+w0MPPRTYjv1o4HkecnJy0NDQYOYfIyG5ubm47bbbMGbMmEAeJp9Rw8u6nkFLsWp0T1k0ZXQYlWGbA+05svbaCvYZSyr+wz/8Q6erUR0KRxPSPZdxMvVFly5d8Jd/+Zfo169fB0NfWVkbGjEGOi4MBhDQKxyTjBYrOaVOA6/F3bLr6+sDMiaRSKChoQHNzc1Yu3YtcnNzsWLFCrzyyisnoHU6Ijs7+4gVcs4mlJaW4m/+5m/Qs2dPI+9JxFB2qiHP/9nnajco2O86NjT1R8eert3S8uM8j6QGEIwi0VjV7ATqC5V3zLu3F5DrGNd30r83bdqEfv36YdGiRZg+fbqR2evXr8f9999/zJuGel6qOiKrXClCoRAuueQSfPOb3zTRa12oCwQX7fPdVN9pipXdL3x/ptpp29qOgn4eCqX296mqqsLf/u3fnlR94SIASC1avOuuu9C3b1/TsfZCXxpkQLunp4s5aWQxaqBGmObR5eTkGOOfXiIQZIdaW1MVVnr16oWMjAxUVlYiFAqhqKgInudh8+bNqKysNDnGH374IUKh1PbS3ADlWKCLHo+EV199FVu2bDmpxj8Aw2AdCRkZGbjtttvQq1evz33PvLw8fOc730FpaSk8zzN9lp2dbRQ4J7iGfDXPUtN+1FClEOIunMyF1JCxOpS24qcgV2VPg4FjEUBgJ2llhSjYeX0u4KYxyxCyOgAZGRnGEYtEIlizZg2qq6uRnZ2NSZMmmWOzsrKwZcuWzxXOZ2qNXoP9n0wmMW/ePMyaNQu1tbVGiWh0jg4U+01DvuwjrXDBduf7KStnp3jw+TTiR3aX63NmzJhxzO/ucHoiNzcX9913n9lUyh7ftmFnR/p0nHG8aMRAjT/ONcoLu6IVrxWJRJCfn28q/QApvcbIX01NDWbPno3m5ma88cYb+NWvfnVSymwSZ4Lxz11jPy/y8/Pxgx/8wKxvUpmslXyAdiZdjUGgff0VDU5dsEr5zbGg5KSmJFIO6nXVAUmXosZr8d5q82hUiqSIVorjd8qua6SYumzt2rWoqalBRkaGKcTAMbx58+YOa0WOBr6fWs+STue0trbinXfewQsvvID9+/cHUqj43voZ20jnL4891P9KMtnOm/atzn86DXl5eSc9u+GcdwDy8vJw5513YsiQIQGDnIaPsqacAJmZmUYo01Nm5RIN6WoFIQ1/0bBSRljzw6LRKEpLS9Ha2oqqqiqEQiEUFxejqakJzz33HN544w3MmjULffv2RV5eHm644QasWbMGo0ePRklJyTG3xcUXX4zc3NzP2aKnB4YMGYIBAwZ8LuMTSC1Sveiii9C/f38TytPFQDTAQ6H2qjMUuowQqOBUh4BCRxehNjc3m+vxOjQQsrOzTVoQF+LSyAVSzgI3P1MjHkAgzGmvQ+D78Dn4rLy2sv18B26w0tzcjP79+2PkyJEIh8MmB55Ow+WXX45vfvObn6sPDoXGxkasW7cO69atwzPPPIPGxkYjWPn8XJjM1CWgfeM3Kp50C7Z4LZ6v9f/ZJxTc6khoWmBmZibGjBmDLl26nJD3dzj5KCgowA9/+EOjL0gQ0WCzjQUgaOQB7UYFdQYJACDIAms6qV5Lq8qFQqnNILk7uKYN1tfX48UXX8RLL72El19+Gf3790dBQQG+8Y1vYO/evWd8lZ3jiZEjR+K+++773HO1R48euPTSS1FWVmaMdJI6KkeB4EJsZYyBoJFIgxII7i2j6w3VGVRykqk8NEhtwkqZfTWGNV1Fx60+G59dx6JGv/mMvB9l5eDBg3H++ecHziEpetVVV2HatGmfqw8OB9/38dprr+Gv//qvsWbNmrRRAk3vCYVCphQ07UPqCG0vtrka/7wW2zddVEcdq2g0ikmTJqFr164n7P1tnNMOQG5uLoYPH45hw4YZA8meeOk6m3XNdXGPGk0cPDk5OSa/WD1LbtrEAUKWMhQKoaCgAD169EBNTQ0qKiqQSCTQrVs3NDQ04MUXX8Tvf/97vP3226itrTULXZ5++mm88soreOONN7B79+5jbo9FixZh2LBhab8bM2ZMh8pERGFh4THfE0g5PAMHDsSVV155yHscDbKysjBt2jSsX7/+mHfZy8rKQr9+/XDHHXfg6quvDoQ5bSOTgjgWi5nzdezoMTqO+J06CaxKw++VyWZkSNN5FKxOpMYsBbS9sJUCnGOVx1DYMRqhz8nQJiMHFN7RaBTNzc04ePAg3nvvPfPdnj17kJmZedyqG6RDa2srVq9ejQ0bNuD//J//g2effTbgxNDoV4eKP2wP9oemV+gCOs3/BxDYEFBlBY06smJNTU0oKyvDeeedd8Le3+HkYujQoRgyZIiZXxxLGhEiONdYeYXf24wv9YgainoddSztxYT5+fkoLCxEa2sr4vF4oPrc66+/jt/85jf43e9+h+rqavTv3x+e5520tJ8TiQEDBuC66647LvoiOzsb06dPRzweP2b2OTs7G+Xl5bj33nvx5S9/GUC7oc+xwv6jfOSaJe1rOw2Rn5H0URLCjgxrvjnHJMeKvQ5KdZmuidJUVSC4GzAjGLyn6g51hPksPF9JUV7H932Tskw5vHv3bhw4cOCQBSOOFxgl+PnPf44nn3wysCaOfaJzTSNx6pArKUx9zLa0dbNt9GvkhY5DIpHAgAED8IUvfOGEvr/inK4CNHXqVNx0000dwmBA+yYO6s2xUzmpmpqazKBm+g+9R00J0vCYHUrjvcPhMLp06YIuXbpg//79qKmpQTgcRvfu3bF//37s3LkT+/btQ1FREa699lqUl5cbtriz9WMjkQjKysrMBk02qqur8cEHH6T9bsWKFWnbaMSIESZ/7ViRn5+PW265BX369EFJSQkOHDiAOXPmmEWlR4svfvGLGDhwIJ544omjDj3n5+ejZ8+eGDVqFGbMmBEoyUlnTpli9eg5VtSgt6MGVNAUEpz8arBHIhFjfGqKmDI9ZKF5HRrtzMnngj9dfwC0s/98HyoVvifZfb6P5r9rhRyyRDwvMzMT+/btw4QJE5BMJlFXV4dVq1bh7bffxq5du466D48WXKA9fPhw86500jXlx1ZejY2Npj9USfLdtKSqMvsAAspX1x6wHXnc1VdfjSVLlnTIG3U4szBy5EjceeedAQOcfa0po4RNGOh4JJuoKaRqyKkBpk4Dr5+dnY2cnBzk5OSgsbHR5EyzHO+2bdswd+5cEy0oLS01ixK18tbJhm3wHus1brzxRowePRrdu3fHvn378Oabbx5z7nQ0GkVOTg5mz5591NcoKChAnz59MH78eFx00UWBvtaILxl1Tf0k1Bago6dOgG07KJlopy8qKaEy304btUksLQihIDlJXWMz2Z7ndVgzxneysyj4PY/Zu3cvJk6caHTVypUr8e677x4zaXe0qKmpMfqZut1O0eP/dNx0E0jVJ+xf6hG9jvaH2ns8nvOd4+WGG27A+++/f1L0xTm7CHjEiBG46667DGNHqHcXDofTMn9AuyHFv7Xqi4aBNSWE1wUQ2Lk0EomgR48eyM7Oxr59+1BfX4+MjAyz7fXHH3+MZ555Blu3bkVubi769euHDRs2IDs7G1dddRWi0SjmzZuHzz77LPAuNtRQPB7IzMzEv/zLv6C6uhr/8R//gUgkggEDBmDdunWdGrwDBw5EVlYW+vbtiy9+8YvIzc01xteBAwewf/9+/Pd///dROwGxWAyhUOioF/8WFhbijjvuQO/evU1lHQoxVg9QI9FODwPanUNdH6LrSDgeNA2Fx6phr8wCBTPDyapkNLVMnQSWoFUmBoBZEEu2gwt8+Z40JGxBru/BZ+Y78dl4Hv9+5ZVX0Nrain79+uHRRx89qr44VhQXFxvjgG1lKzy2STgcNv3K7+mQ6bups6cL6/iZnQPK+/B4ILVm5lh3B/bdIuBO4UTqi9GjR+MHP/gBcnJyOizQpSzQ1E4aSupYtz2jMdTssWOnofF4RtwoW7KystC1a1dDUHEzLy7+3bx5Mx555JFAMYiMjAx07doVw4YNw/z580+JM+p5Hr70pS+hubn5mOcC00RuuOEG5OTkwPNSa3v279+P1157DbNnzz6m63K/kaNBly5d8L3vfQ/9+vUzzDGNYravEkiakqljAghWhlEGWh1AgmPPrtJj2xi8pxIUqqv4XED7bra28UsZqQa/jntGO6kPSHroQmV1bDQllc9Ox/Sll17CRx99hIMHD560tYXhcBiXXnopvv71r5s1kHxPbSe2LRdyq8NFolftAiAYAeK70+bj/6qL2BaJRAIvvvjiMe8OfDT64pyMAAwfPhzf/va3EYvFDMsJBPMrPa99lTyNJg5u9f405KVGIRUAEAz/2ItqwuEwSktLkZGRgaqqKjQ2NiIzMxPl5eVYunQpHnnkEezbtw/btm0DkEofItsJpDaQmDp1Kr7//e/jH/7hHw7LxPt+56rndBZZWVnIzMxE3759MW3aNKxevRpjxozBli1bUF9fj1GjRmH8+PH46KOPUFVVhXA4HIg+5ObmYuLEiRg+fDii0SgSiYTZ2TU3NxexWAxjxozB8uXLj+q5jqXiDDdEGzBggGHQtVSfGoJU0rrDrk5oGu0cTzabx3GkawQorDW3nwYk8/+Zr8mxyWfhOOK5WuWGxxCMUlBxqiHPikUaleDY1XGrIWVVbvpdKBTCNddcg6qqKtTW1gZKZJ5I7N+/Hw8++CAuu+wyXHPNNabagxrumrqntaw1PYqKW50tjeIwNUgdILaRKgMabXl5eceF/XQ4+Rg1ahTuvPNO5OXlmfluM6W6SFznjKaaqUGhY0udaoXtmPJaxcXFCIfDaGhoMKV9o9Eo1q5di8ceewwVFRUdWNREIoG9e/di7969KC0tRe/evfHhhx+e1PEYi8Vw9dVXIxaLIZlMYuHChaZEted5GDt2LCZNmoRly5Zh//79yMrKwieffBK4xuTJk3H11Vcbxpb7HEQiEdxwww04ePBg2mj1kXC0xn92djbuuusuDBkyxMgVJQ/Yv7qm0IbaD5QvCrUfbLlrG/MAAgapstSaCqpGPG0URnaBjpvXUWbbpZL5XHa0wU6NpoPAd0hXcIHz5ZprrsGMGTPwpz/9Cc8999xJ0RfJZBJvvfUWsrOz8ZWvfMWsYVPSS9uc+prvzD7i57rvAdtbSWH2ixr+mrZFWXGy9MU55wAMHToU3/ve9wyrC7TnZepCGw50Gm8c7FpOS1MhOJHTlX7SwURHgnlwRUVFaG1txf79+82Cw7KyMuzbtw//9m//hh07dhzxnfLy8hAOh1FeXt6p7dk/D7KzszF27Fh89tlnuOWWW8yCldtuuw3btm3Db37zG9TX15vKObm5uRg7dixCodSitJdeegkff/wxamtrUVhYiFmzZgFIhdd37NiBBx54ALW1tejduzemTp2KyZMnY/v27SgvL8eyZctO2MK1IUOGYPDgwWbCsk81NEphyRQdbrDDyUyDXgU3DXHNE6SAIROvDgLvo2yQbtZFKHtIQarfU9A0NjZi06ZNKC8vN0JJ17pQiPG5acho6pCtoMh4ULBx3KtwDIVCJrLV2tqKnj17Gif2RMP3fbz99ttIJBK46aabOlTfoMFPAa1KWPNoeSzfjW2ghp2y/NoXbDeOjenTp+P9998/pekXDkePESNG4L777jM7jNqKWxU90C73OZfpLKoxQPmgzgTlgkKje5QT+fn5aG1tNfnqvu8jPz8f8Xgc//Ef/9GpOTZhwgSUl5djzZo1h90j5ngiPz8f3/ve91BUVIRQKIQ77rgDl156Ke6//37s2LEDubm5uPvuu1FYWIgLLrgADQ0NWL58OT799NOAUbps2TKMGTPGEE33338/ampq0KdPH4waNQqrVq06Ke8zYsQIoy8Umt6jhrrKV+oVwh4HKvvTGZscXySXVI6rca/H2mmLGhlQOZ5MJvHpp5+adS5qw/BZmd7Iz5TZpy6wCRC7bfhsavzGYjETvV+4cOFJSwXy/dTC4EQigW984xvIyMgIRO40kkFHiG2h76RpgRrB0RQsO8JHO5Ip45Qfl1xyCd59993PtaazMzinHICsrCzMnDkTOTk5xthWBtMO/3AiqVJnNRB62fxeBYGGeWgUAqkwo4aSCgoKEI1GDYuRk5ODbt26obq6Go888gj27NnTqfeaPXs2Pvnkk89VPquzSCaT2LlzJ66++moMHz48MMB79+6Nu+66y+z+GolEzCLRRYsWYfbs2UgkEojFYmhtbUVJSQn279+Pp59+Gk1NTdi4caPZ4XfLli3Yvn07hg4diosuugh9+vTBypUrT4gD0K9fP3zzm980tarV89fJTCOcOY904igoVaizHJ+uCWFOOc+jI2GzhjZbyDxKXcTLvtCIE4U5nQ6mDRQUFAQMdC70VdZLFQgjGBrGtlN/lOmPx+NGYGZkZJi0GjLjRUVFuOGGG/Dkk09i//79x73/0sH3fSxevBgXXnghevbsaeYwv1PHB2hfxGu3qed5Jipi9yMA8+7sK1XevD778sorr8Rjjz12Ut7f4fMjKysLl156qVlcz/5Vw0hD+8rsa1TZNsbUWVBHUY0mACaFkJ+zhHQikTDre7iO59FHH+20sTBr1iyzduBk4YYbbsCoUaMCBmhZWRn++q//GsuXLzeLLGksf/zxx3jqqac6MNLxeBy//e1vcfDgQfzhD3/AwYMHAQCbNm3Cpk2bTsq7DBw4EN/97neNUwgEF8uq0U6o8a558Ooo6toPZY1pRKttEg6HTXST9gbvqdfX9GMdezreNG0nMzMTxcXFAXKKrHhjY6MxUBmZtsc2Yae6KYGkEdJ00Yy8vDzcdNNNeOyxx7Bv377j13GHge/7ePfddzFz5kz07t3bvEM6h46wnX8AAYeHx9j6QckAIBhNpOzIzMzEl7/8ZTz44IMn7qVxDlUB8jwPN9xwA8aNG2eYf04ou0KKlufiAOZkYJknDfNpupB6cuzIzMxMRCKRwIDKyspCfn4+amtr0dDQgOzsbJSVlaGpqQkrVqzAiy++2OkQGLd1PxmTJZFIYOvWrXjhhRewYcOGwOTIzMxE7969EYvFsH79emNI+r6P9evXY/Pmzdi2bRt69+6NkpIS/P73v8fq1atRV1eHxx9/HAsWLAjcK5lMori4GPPnz8d//ud/nhAHhw5Gfn4+gHaGWBkOPotW69DwKvM/+b6c6BTQPJeOg0aMyKYo08DvNf0sXSqSOq0q2Pn8TPcqKSkJlLHU3HeOd6ZeqSGcmZmJmpoabN26NTAfKNRaW1uxYsUKw4owqkYDms5vJBLB0KFDcfXVVx/3/jscGhoa8OCDD5rN6vgO6uxQcfOzaDRqlLi2ty7iY2hfjUIt52hHCKmEBw8ejH79+p3UNnA4Nnieh69//euYPHlyIFVBDRsexyiRzktl7zlOdDE+/9eIAKN91BeUM/w/EokgHo+jsbHRECutra345JNP8Mwzz3SaHGlpaUF1dfVxba8j4ZVXXsGnn34aMPiysrLQs2dPDB8+HHV1dYEiC59++qmR9+q8A6ndhZ966ilj/J9MhEIhzJgxI7CrsRp1+r8uBgXay8HSyPd938glTZvhuWogc0zZDoSORbUXKH80uqzQ9DI7N71bt26BNk8kEkaXME23vr4+MJ55zcrKSmzZsiXguCozzrQzO/rM+/u+j1gshhEjRphqSicL9fX1+PnPf270hTqf6mhpqpf2BfU4j1enzS6rakeO2K9Ae0Ro2LBhKC8vP6HvfE44AJmZmfjKV76CSy65JMDoa2hKP+fE1dANDXtOdDX+AZjSXjTofN8P1CUHgoIsNzfXDIysrCz06NEDlZWV+Oijj/Doo48GJtbpiOrqahOiU6Nx+/btyM/Px+TJk82gbmlpwdSpU/HjH/8Yt99+O6ZNm4axY8d2qoTbkiVLUFZWdsLeY9CgQRgzZox5D2Xp7LA8J21jY2NgzQf7SncGZt/SIKSgU2GrAh5ory7D0pWarsLnooENtEcL1PjgdexrakpLc3OziXZQGK9atQr19fXwPM+UqfV9H3l5eejdu3dgPUxOTg5aWlqwfft25ObmBqIOdKb1M7J6I0aMwIABA45b3/Xr1w8FBQWHPWbHjh14/PHHA0aWRlj4ruw3dXLYxkA7w8UdfmmcaVUPtq3mv7LvWlpaUFhYaEr3Opy+yMrKwq233opLL720w3d2WijQsUIXjXo1BDneqD90XAHBCJyC16RMoGxiWuCGDRvwwAMPnPb6orKyEhs3bgw4zL7vY8eOHcjJycH06dMDtfLLyspw55134s4778SPfvQj3HLLLUaWnUpceeWVmDZtmpHvJBCA4JoP29FTcFyQSFGDUMeD9ikNT3UmKVdJMupeEnYUUsetjlV7bQC/t41dHsv3W7VqldlwS1PhcnNzUVpaGkij5LV37NgR0G3qCOjeFixHPXbsWAwcOPCE9OOhsHXrVjzwwAOBtaAa+SPxo7af3eaE2o0A0vYB0N7n1LlAatwUFhaecMLonHAAunXrhpkzZyKZTBrjjdCJYufv2vlvtjeu57Oaihp3rBtLh4ITlj+hUAj5+fno1q0bKisrsX37duzfvx91dXXHpb7x4UDB8XmgkyEej6OyshK7d+/GsmXLkJ2djdbWVmzfvh0PPfQQ/ud//gd1dXWYNm0aRowYgW7dunVY9JQO8Xj8kOsaPk8bDR06FOXl5RgzZoxJzaKhRkOQglMVPNlcHTfcAIzQcUOhqTvz8lwN23L3aDUUeC2OKY4xFfR8Rl14TKXEe9IJYdg4MzPTbOTF9xk9erSpJ55ItG8oxvvwvnyOzMxM9O/fH+Xl5Wb8877KrgMw71ZRUXFcU4Cuu+46DBo06IjH7dixAx999FFAGdvKUR0EpiMA7bsOK5PH/qOSYP9lZmYGWExWklLWc9y4cebaDqcnSktLcckllwCA2RmboBy3DW79nMYPwb4n6EwDQSeCc13lDsdjNBpFJBJBTk4O8vPzTaW0iooKs8j+dIfKyXg8jg0bNuA///M/sXDhQrPAetu2bfjZz36G1157DT169MAll1yCkSNHolevXp3SFycSXbt2xbRp00wxBqDdaNPIsBKI7D/tZ7aDjgl+b0eSgGD+vW2U85q2A6nGvY4NGvB8Jq1axzQdyq3s7Gxjw2gqUSgUwoQJE0wUJBQKmY28qGP0vnzXfv36YcSIER0iJdpWnuehrq4OTU1N2Lx5MyoqKo5nF3YKW7duxYoVKwKRPdtY5/PbfaDp5Dxes0TYzuocaZREP/M8D1OmTDluO1Snw1nvAHTr1g3f/e53jTGkm29o+ooKdQ5IFeLqxTM/j7lxPF8XtGi5UL0fDSX+9n0fO3fuxP79+w27+M1vfhO33XbbCev43NxcfOtb38LNN9/8ua7z9ttvo66uDslkEuvXr8dPf/pTVFRUYNy4cSYf/bHHHsPy5ctx4MABUwnI91P5rJ0V6OlCgdFoFNOmTQsYqkeD0tJSTJkyBb179w6E4/l8kUjECEk1lJlKQ8+eLA4FHg1DsnRAygDWUC9ZHM0d1vxOjSoB7XmEvI8yMkA70wC0RwV0/DINh89GA4TPyPPZBnTeGG1glEqjZGwrXYTGZwXaS84eOHAAP/7xj/HEE0/g3XffRU1NzTH1Vzr88pe/7FTFj6amJlRUVJi0A6ZtcY2K77dvssNn59wkQ0chznMIe3GXOgx0fIBUzWtuDNYZp8Xh1KC0tBT33nuvcbI5P5V51UovAIwu4FjR/G7CDvvrmKEcsNNDVG9o2mpNTQ2qq6tRX1+P2tpa3HHHHbj77ruPWRaeLLz++usmdeTTTz/Ff/3Xf2Hv3r0YM2aMkTP3338/lixZgn379gWq3eXm5nZaX5yItIlevXph6tSp6NWrF4D2iI0y8JQRapDbESHKcpXXagCqA6mMP8+jvNV8ev622WdCZT4QLIVM2UYSSVMZNS2IBJBWA1Jig/pQ30WdI6A9B95+PnV8t27dir/7u7/Dww8/jF/+8pfHVV90Fo2NjdizZ4+Zl0D7vhvM9NBsELURNHqs81kzBoBg1SS1M/n37t270djYiAEDBmDo0KEn7F1Pf9rgcyA7Oxt33nknevfubco6UkAz93n58uWYNGmSmbRqiFH469/K8HORJwc4J4IacDr4daBUV1cHSnYytzMWi6Fr167o378/Xn/99WPe3ORwaGlpwbx580zN92NFPB7HBx98gMsvv9xUnygtLcXKlSsxbdo0Y0QSFEB1dXVYs2ZNIKefqSTxeBytra3o0qULLr74YnTv3h2FhYUYMmQIPv3008C1Pvroo0MuZAuHw5g4cSJyc3PxzjvvmAk3atQoTJ8+Hd26dTOLnSi0KNzogfN51dDVnEUdFzS4bedRcyGZDsVFuLqgVqsxMI2ETJGyBGp00BmgkNJnIBsUCoUMY8+xR3aHoXimLtH49zwPCxcuxOTJk02lCe5NwWtzR2IV+JqjCqQ25/r5z39u9nQ43uhsznNBQQH69u0bCGOXlJQgGo2iuro6oGQ0+kNBr5EaXoPvqCF09rE6Bbxmbm6uMRJnzJiB9evXn7Ra1w6dQ3Z2Nu677z6UlZUFnGrty/fffx/Tp08PGAdAx909KRfU0NNxo8fQiOQ1OadUDtXU1Bh94XkeGhoa0NDQgLy8PHTt2hUlJSXIzc09qQt7jxZNTU147733cNlll2Hjxo04ePAgWltb8e677+JrX/sampubA3O6srIS8XgcO3fuxK9+9avDlncuLi7G5ZdfjtLSUnTp0gVPPvlkYB+EziASiSAWiwUcj3HjxuGSSy4x+gKAMfS0uhPQLgtIfiixw/PSRWpICqkcAdrLkmuxCcpf1Sskoih/9HgARre1tLSYogUcl5rmopFpNdSp/9ShURsnmUxi7ty5mD59ujmfpJEdKeM1lfnnPKC+2L9//0krFnEoNDY2BvL8CwoKkJOTg7q6OtTW1pp1OEoWKez+Yvuq/tZUctWjQLvDGwqlKgJ98sknJ0RfnNUOwKhRo4ziB9q9bQ7wjIwMTJ061YR57Pq1QHChJTuTg9tOHQIQYI3ZoawZDrR7fiwhCQAfffQRPv30U7S0tOD999/H2LFj0aVLl2OqZ98ZxONxfPbZZ506try8HDt37uzgiBQUFKCoqAhjxozBkiVLMHnyZFRVVeGBBx7ARRddhF27dqG0tNS0TXFxMYqKivDCCy/go48+6pAG0a9fP/To0QPFxcWoq6sz1ZoSiQQ2bdoUMP6BlPFXXFyMAQMGGBY4Go1i+vTpRiCXlZVh6NCh2LJlC/bu3YupU6fi8ssvRzQa7eCsKfvOxd46qfVvHqsOgi4MV2GpC4T4nbJ7ahQoI0jDXxUCxyGv0dTUZKqCqIFBo58GP4V/a2uraXd1Vri4kGO6paUFU6ZMMTn9mg7Fv7UcLp+Nz845sWjRooAyPVWorq7G/fffj3/9139FSUmJcVJYiYsRGjJl7Ct1dHS3SzpLHDssIayLn3kPGgtdu3Y1zu3w4cMxePBgrF69+hS3jINi3Lhx6N+/v+ln9p/OVxo5QLtMUAaP4FxVpc65YbO1dsRADUaNFPCzVatW4ZNPPkFLSwtmz56NCRMmoKqq6qRVTDlWeJ6HWCyGFStW4IILLsC+ffswa9YsrFy5EtOnT0fPnj0Dxz///POorq7GwoULD7vgd8yYMbjnnnvMXH3xxRc7bfwPHDgQQ4cORTgcRv/+/XHeeeeZhaAzZ87El7/8ZVOtTWUD7QhN71FmGAiy+2qQK9ivShAyoqSEJI9RO0LHFu9vRwE0v1xTTCnL7XRGOja6zoB9x2fQ96PMmzFjRmAekHDSlFfeU3UGny2ZTGLBggWn3PAnXn/9dUNA6jo+Lr5vbm42xBnbgFESjQQrAaDtZq8TItg2Xbt2NeeOHDkSw4YNw8qVK4/7e561DsAFF1yAW2+91bCk3BxJDSyg3dCnV2wbYQBMCJaesK72DofbN2ACgrXf6eUyfYSdTWOisrISjz76KDZt2hRgwz/44AMAMMzOyaqHmw5Dhw7FwYMHOzgA9fX1SCaTmD17NubPn48JEybgqquuwv79+zF79myUl5ejtLTUHF9TU4NPPvkEc+bMSVvdaPv27fjCF76AvLw8DBw4EJFIBA0NDfjDH/4QmCCK3bt3G6WXm5uL8vJyXH755YjFYqZefygUwr333ouGhgazZwHQLsio2LUSgbLoZIRVyHMs2Hn9DPnx2jTINe1HF43qmADajQbd4ZFCQFMFKKxpnNubVik7qRWplO3xfd+UtwQQSPFhm3AOKMsFBHe35vEq5IHU4u0333yzU2OssyADdyxKIplM4pVXXsG3vvUtswCai6G7du2KRCLRweHWdlBigGVA1eC3mR4ymXSWAAR2cy0pKfk8TeFwnDF16lR85zvfMfOWji6AwDy1lbUyqTwWQGARIaFjiONAN/fT3Gg17jhfq6qq8OCDD2LDhg2Bsbpo0aLj3h4nAslkEo8//jg8z8PkyZNx+eWXY/PmzVi3bh1WrVqFaDQaiBg3Nzfj9ddfP+J1e/ToYRz6V155pdO7DA8ZMgR33nknioqKTHqL53n4q7/6KzQ2NqKkpCRgwDNKo2SRsua2DNb0H00LVtmhWQaaOsroEceHsvIqc4FgZRka7jYx6ft+QMZT55Hw4nNRhul45/tFIhFT2MRe28RytNRTdjvpAml1dEmeLF26FC+//HKn+u1kIJlM4vnnn8f3vvc9ZGVloampycxbFsFoaGgIMPiqJ+zsEaDduFfSTx1AXkP1MM/r3r37CXnPs9IBGDlypKkaQC+Nxpo2vIbcbLbFFvpZWVmBCh+a76WVXzigdZJwMvNYTrhFixYdlgU8cOAA+vbta8pSnQqwOoyNRCKBuro6vP322wCA+fPnY/z48YjFYgiHw3jvvffw8ccfGwb4SNu/e56HkSNH4qmnnkIikcDo0aNx3nnnYdu2bejWrVvac/r27YuioiLU1taioqICpaWlps2Zq9famtpVLzc3F0D7RFN2RdNx2IeaE87nJ5OuApO7WmoaENBuhMfjceTk5ABoNyTSsS1cX6DKhs+pToIKCd1jQFNROFZo5HP8aZUN5gvruNYdr/nstmGvaXDqJPEZq6ur0dLSggULFnS6jG1nccUVVwAAnn766bRs2pGwfv167Ny5E2VlZUgkUvtR1NXVITs7G126dDEpaLrgDUDAgVKny87r1I1cNMQbjUZNv5CFu/zyyzF//vy07LHDycWYMWNw2223ITs7O+B887fmZ3OOkRjg/LTLBmtqIM/ViDCAQI11oGPdcdVRZEiPxALaa9dON5BImjNnDrZv3252hn/hhRfwwQcfdHrvG6K0tBSbN2/GvHnz0NTUhDfeeKPTsqF79+7Iy8vrQN7k5+cjPz8/rWGv2QNKgKjdAAQXPGspTo4HEk2a00/nU2UuZbeOH/u+KoO0/zVdR1MzVb5RHwFBRl6Pp1MSCqV2nOZzq5ObLk1VCSd9bspG6ovGxkbMmzfvuO/xE41GMWbMGCxatOiY9MXatWuxZcsWDBo0CLFYzOjKjIwM5ObmorW11TgGNvmmjiH/ViKR3+k5bCeShEC7g/DFL34Rs2fPPu5z+6xzAJgGwqoCmqoBtIdh1TtOx57q5AeC6Rea3635X+oQqGfIQa+T809/+tMRGdJYLIbJkyejoaHhqPMZjweoEAcPHoydO3eaTboOhV/+8pcYMWIExo0bh507d5q6z51BdXU15s2bh2984xuIRqNIJBLYuXMnhgwZgj/+8Y/muH79+hkGpa6uDtu2bUM8HkdeXh5GjhyJrKysQPUlhj6V0aNDp8asrWztED3DfjT8yAS0trYawaXGs05mPm88HjflXxmR4hhVoczzKVQ1jMvvNZzKfP5IJIL6+vpAfqgyLzoXkskkYrEYamtrTVsx3xSA+Zv3VAaKzhBTXXifjRs34uGHH0ZDQ8MJWbsSDocxYcIE7Ny5E5988gny8vI6ncoGtEfU2Mc5OTmoqalBfX098vPzUVhYiKqqKlMpzF6ErU6Wjhcew42BVBnT8FflD6TkVK9evU7a7sgO6ZGTk4OZM2ciLy+vQ0oF0K6A1QG2DX1l/uzvgHbDnuOGRp/OHWV3NU0DaE/7eemllw77LrFYDF//+tcxf/78U6IvjhY0/oGUvDnajbx69OiBe+65x0QGD1UtLh2Ki4tx4YUXmupKmv5Io1v7R/tFdXu6yBD1jEZ6ABido2NE0yuB9uo91Bs2EaHOhh2ppc7Q6AMQTEdTvcL78Vokt/T5VZfRJuKzqvFPncgIBEklbRvqSd5/w4YN+PnPf476+voTsnbl5ptvxowZM5Cbm4s//elPyM/PP6p5UVJSgh49egBoT5nlPgi0CYB2p5Z6FGgvAgG0vy/7mW3OSLJ+T3tS9YXnpYpP9OnT57hng5x1DkCfPn1w/vnnGw/bzsXV3HsaPTpJdQEglbka8coA6KIezc3mfcn2aYiOzOqcOXOOaCS1trYag447Bh8OvXr1QnZ29nHbEdH3fQwZMgTl5eWdMlS0ZOdXvvIVvPnmm51ex8BBT6OYk2vt2rXIzc3F0KFD8dlnn5nF3GS9e/fujYsuugjFxcXo1asXcnJyAtEZDb2qAGWfUoAqk655+7Yxrwt/KOzsEKzNmPN/5usDCIwrgkJGy7NyjPE8XYhLIcPnb2xsNN9rrjqVSFNTk1F0GRkZxvjnuNV0J3WC1NH1vPadcZkbyfdcsGDBCducp1evXhg8eDCysrJw/fXX48ILL0QsFsMjjzyCLVu2HHYujRs3DsuXL8fu3bvx0UcfYcyYMfA8Dz169EA0GjX7HxQXF5vUIDukru2aTvnzf+0njjcK+IMHD+LgwYPo168fPM/D2LFjnQNwilFWVoYxY8YYow8Ill+kDLEjcMrqEcp0amhf5U66caHH6j2IxsZGzJo164jyn4zkubK4fNSoUejevTuam5uRm5uL4uJi5OTkoL6+Hjk5OQiFQh0KXQwdOhRXXnklunfvjrKyskCKjW0kK5ECBBdtE8rqanEIynESjnblNh5PQ48yXuWL2hSqr1TmqD6i7aHMvZ1KYkch1MHQaARtJa6X87z2jR1V/7ANbKKU3ymJos5vc3Mz5s6de8Jy/vv06YNRo0YhGo3iq1/9Ki677DJkZWXhwQcf7PTaqx07dmD58uWYMGECgJSDHYlE0NTUhFAoZKJEagPYGQZ8d6Bj6hbQnknC4hvUvQCwb98+7NmzBwMHDkQ4HMakSZOcA3A4lJWV4e677zYTTr12NfQ0F8ueSMp6KlNDBaGCG2hfYa8hX3a4TkY+QyKRwLPPPtupQdjY2Ija2lpcfvnl+PDDD/H+++8fllG369F/XjQ3N2P+/PlHvG86bNy4EX379sUnn3xyVOfl5OTgueeeQ3Z2Ns4//3wMGjQI9fX1uOyyy3Dddddh8eLF2LJlC2KxGAoKCnDxxReja9euiEajAWWq0RambCi7ov2pqSxk1vkZy2dykgIIpIEw9zEejxsBoYZBdnZ2oEoDlQTXjSh7QmeUQp7jhwaphg0pUJk3q4vR+P7K9jNSoAtYdYGrshBaKYJOBt+ZpWmVqfB9H2+99RYWLlx4VH19NIjFYsjJyUFjYyMikQh69+6NPXv2oKmpCZMmTUJjYyN2796N4uLiDkwg/6+vr8fTTz+NSCSCMWPGIB6PG8e6ubkZlZWV6NGjB0KhkHFkNKLHNiYDxPfX0rCsoa2L9SgDuBB+9+7d8LxUXey8vDzU1taesHZzODT69euH73//+wCCi/yVodWynHbUB0BgfihjR2ea/yvogNsyVdMF1KF84oknOrUAsLGxEU8++eRx1QGnMzZv3oxdu3bh6aefxnnnnYfx48dj4MCB2Lx5M374wx8iLy8P7733HjZv3ow1a9Zg8ODBuOuuu9CtWzdjcKmxZqczKgHCvlBiIBQKBXZc57Fq/PNcHsPjGbGl7dDc3BwYPypbgaAcIvlCKDmjTgKfBwjaBtRv1InqIDAN0vd9Y/zrPYB2o5XnqN7i9UkOaaqkOlhvvvkm3n333eM8ItoRi8UQi8UQj8eRnZ2NXr16oaKiooNDOGLEiEPaYnV1dXj44YeRmZmJCy64wPSR53lobGw0TgCrdAHBfaWYOqV2ptqE7EeS1epoAqkS9oWFhdi5cyfC4TAGDBiA/Pz841oa9axxAHr37o3vfe976NKli+kcXWkNBA1ye7Kol0aBzu81N009OwoDNfLtjlTDLZlM4g9/+APef//9Tr1TcXExCgsLsXTp0sCC2kPhRFWBOBaFQqOrqKjoiKlDRE1NDZ5//nns2rULDQ0N6NmzJ2bNmoWRI0di4MCByMzMRGlpKRoaGrBo0SKMGjUK+fn5xgAD2hlzW4lTKGnOvQoljQRpji7Hhu5wq0r6wIED2LdvHyZNmoSSkhK0traioaEBBw8eDKz7aGlpQTQaNewB78Hxx/SidAyCHqvnxGIxNDY2GkZeBQwNT96fQt1WJBqa5BjleZxDrEihFQ4yMzNRU1ODl156CXl5eZg9e/ZRj5GjwZYtW7Bu3bpAzXBWPtmzZw+6deuGSy+9FIMGDUJhYSHmzZsHALjoooswcuRILF682Oy38f7772PQoEGorKw0laoYWQqHw8jLy0NTU5ORI2xvGgB2GT06UCQAKC/Y1hoV9DzPVJbo2bMnysvLT0h1B4fDo2/fvviLv/gLFBcXdzC2gKDRriQB56YytLqxk84/IFiZxY4M8jNlePX41tZWvPLKK5gzZ06n3+tcMf4B4NNPP8XPf/5zVFdXIx6PG0N/7NixGDZsGIBUGkhdXR0ee+wx9OjRA7m5uYFqf0AwRUvbXok+AAGD3o7wqGPANYdKQJJsqaysxJ49ezBlypRAf9fV1ZlCIMqw2+lCNKqVgef40VxytXWUhKABTplkRzBV9mv0imOdbLc6selShDRtirKvqqoKv//975Gfn39UazWOBZs2bcKqVaswceJE0452OeoRI0bg1ltvxdy5c/H222+nTQEkCcoCJXl5eUb/1NfXw/d9xGIxAAj0H3Un9YUWhaGeUKJZnSo7BatPnz7m+EGDBh1VqtuRcFY4AJ7n4Utf+hJKSkqMgWVPaKBdOOqAVyVNI0c3u2Cn0YBjXXAadTS+ksn2DZQABCYRkFIEBw4cwLJly9IOtHTYv38/HnnkkSMep/c53dCtWzdUVVUddrJ7XmoL8R49epiybAMHDoTnefjqV7+KUaNGBYRZJBLBJZdcgk2bNqGgoMAY6DTGmBbDa3PS6QJeFbDax4zo8F4UipoPycV7OTk56NmzJ3Jzc9HU1IT6+nrE43E0NDSYxaS2ga3MHsebPqMKCGWC1FnleTTOuc5BQ45MQSNjTUeVQloVhjrLbDPtGyoNKgc6MmvXrsWCBQuO21gZOXIkVq1alfa75uZmLFy4ECNHjjRzdODAgbjjjjuwePFiLFu2DL/5zW/wd3/3d7j++uvxwQcfmMgMkKoKtmbNGqxatQpNTU1oaWlBY2MjMjMzUVxcbHacrK+vR3Z2NkpLS7Fz506TMqjRP/aHMjg07rSPgHa2jIqQEQfKli996UvOATjJ8DwP119/vTH+gY5lfu3j9W+NxIXDYcPycf4pW6zyXxlkO6UjnXysqKjAokWLTlvZfqqgBlZVVRXGjh2L22+/HdFoFIsXLzYbUVJ25ubm4t5778Vnn33WYY7qols1egEYGa0pNTRwKV9pkGvfq3GtkeWcnBwUFhaasqPUGb6fKulMOcHjmclgG/X2vezUEn03QvVeMpnazd1O41TYtpO2u+oyjWyrrlACieN9zZo1R+XMfh40NzdjwYIFGDdunEl7HThwIO677z689957WLhwIVavXo2GhgZcf/31WLhwYYdILGU69XkikTBrRvbv329Shhmd3r17d6BQDNAxcqJzX9tRcbjiGddee61zABSe5+GKK67AmDFjApv26GTghGCDq+dsh3h1J0813KjoOQHC4XAgDEcjUVdpq7DZs2cPPvjgA+zcufO4vXtZWRny8/Mxbtw4vPHGG6dNDV3FxRdfjKKiIixZsiTweffu3c1i3/PPPx+TJ0/Gtm3bsGvXLhw4cACZmZkYOXIkLrnkkkBoUY3c/v37G6OWApMhVab6MG+RBiz7V6vjULDZ3jrHBA0+HV+NjY2orq5GQUGBEd41NTUmT5fjTmvKq2DneGFkguOMgpTjhiFMXhMI5quqM6FrDNQ5YFqSrnPgu+Tk5AQYTLYZU5vs+wEwKUKaC3s8YO/1YGP16tX4/e9/j5tvvtlUZRg9ejTKy8tx8OBBVFdXY/Xq1ejTpw+GDx9uaoh/+OGHCIfDGDduHO69914UFhaa92baT1VVlWFw6urqUFpaih49emDv3r2BtTwcY4wYsG/J+qvBwLYD2osPaOUMRhq7det2Sra8PxfheR6uvvpqnH/++QDQQQHr3FPHWI1A/uZ3qms4JzRqx7mi+kLTIXiuphbt3LkT/+///T+3RkTQp08feF5q7czo0aPx4IMPYteuXVi7di22bduGcePG4Ytf/GIguqn6mFFkzbNWgxpozxKg8c15r+nAQHshCf7NfqTu0Ei0VtnJz883xj+jjBq55b3TRYSUKLJTlXhfym47cqkRA7WR1AG2ixfwc3ujMb6rMv0aHed5duqLtvPJwMqVK/HMM8/gtttuM3Nw1KhRKC8vx759+1BVVYWPP/4YvXv3xsiRI1FdXY01a9aYNrnkkktw1VVXIT8/30Tbm5qaTOpWQ0ODWfCcn5+Pbt26YdeuXYGokDqbJIoBGP1hO1lKUutnlDXRaPS46osz3gGYMmUKrrnmGgDB9Bz+z9/6o96wet3qGCQSiUBuPxAU+mQYWBqSk0AXEdNgCIdTFWuYlnC8wPdZtmzZcb2uDRpLR1vWMTMzE5988gkuuugijBo1CgsWLEA4HEZZWRnC4TAuuOACxONxRCIRHDx4EHV1dTh48CBWrVqFAwcOYNCgQaaqj7KoFEQUwjRodbEsBZVGezRUyzQWHquKgoqclXooQFWBE7W1tYFQHxWHzeprqJSGn+YLasRI00Z0zQDXE+gmavpcfE8+N8e/Cn+2E9uBRj7bUx0njm+yXXo/skjHE1oD/FBg+9bV1ZkyrDk5ObjpppuQlZWFPn36AABuvfVWNDU14dNPP8Vbb72F0tJSzJgxI1DFKyMjAzU1NSguLjZ7R5AEaGxsRJcuXbB///5ApQY6jLqWQlO3+IxsU00TsSMu4XAYXbp0wfDhw50DcJIwY8YMXH/99YGF78ShImC2kaPHKUFgp5AAwV2ElYzisfZmS5Ql3HH0XEJmZiZ69OiBa6+9FuFwGHPmzDE7Zk+ePBlXXXWVkbM1NTWmXRsaGjB37lwMHToUkUjE5PdTV2jf8AdoJ+iUqOPcZB9RVtiRInvsAO0Elf5wjPD6DQ0NHRhf3kftD2X3SSzqdfkdoWNQdVAoFDL74WjEgjqjtbXVFIdQp0jfSQk22jOMHLS0tJgqe+xDEle8lj7XyUZ1dbWJdiSTSbNO72tf+xpisRj69OkD3/dx9913o6mpCatXr8bLL7+Mbdu2dbAbaceFQiFTIbGlpQVNTU2IxWLIz89HVVUVampqAvqfUBJBdbJC255treOwpKQEo0ePNuXXPy/OaAcgPz8fU6ZMCSysYaPaoXpNqVCPGwiGf9nYumlPusnDyUCWQD19HeyszvLGG2+YrdyPF7Zv335cr3coTJo0CevWrTuq6EVmZiZuvPFGjB07FtFoFAMHDsTo0aMRj8excuVKjBw5EjU1NYjH41i8eDE2btyIiy++GAsXLjQMLBBcEMX/7YU06SI6mnMNtK8DUKNcr8c+VwZdx41eSw0/bgiim6rYhj4QrEBks338Xhl6XairEShej/nqWsdfHRF1ejQvncqOjhffOZ3xqtEQCjw6LkdyBrt3746hQ4di06ZNx22cZmRkIC8vD++++y7q6uqQSCQwYcIE9O3bF0OGDDHvy3EQi8UwYcIE9O/fH7/5zW/wr//6rwBSiz9vv/12lJaWorW1FVu2bEFZWRmSySQOHjxoFnV17drVrAdg32okIDMzE01NTabPVQlr2B7oaCzyfHtHbIcTh/z8fEybNi0QzdU8ZyBYgpdzlH2oaz/UYeb/+pkag/xc5Q4ddTVIOQfr6+vx8ssvn7CKWqcjMjMzceutt2LcuHHIzc1FOBzGiBEjsHbtWmzYsAFXXnklqqqqsGzZMixfvhx1dXWBiDflsRpLlN9K2ql8UDZfdQPQHunhXFfnjdfmWNE1H7qwlp/pmoNEIoHGxsZAoQAlFHTcqQzh+9EYZ5orx5HaNJRBfA4lmJRY4vOxjcLhsMl6UH3L9qFjBbSTp5o2q/aU2k6qaw+HYcOGHXXRkCNh6dKlyMvLQ0VFBSoqKvCDH/wAAwYMwIgRI8wxNO6zs7MxduxYFBYW4p/+6Z8wZ84czJs3D+Xl5bj33nvRvXt3swCXpWepL2pra01qsK3ndVxpGhDbUf8HENCvHMutra0m3fx4RlJObkzmOCI3Nxff+ta3MHjw4ADjqhPVLtFmT2KgPQSszBwbmB4e2TtOODW+bLaPhph6frW1tfjTn/50klrm+GP16tVp2e/DIZlMor6+HoWFhYhGo2hoaMDmzZuxYcMGRKNR7Ny5E4899hh+85vfYMKECbjtttvQp08fFBYW4rrrrsP1119vwqWNjY3YtWtXwNjXHEsgWOtYBZ86fhRu7CcKr1AoZBhzHSOqMAid3MrQq0PC+0YikUBpNX0ujjk1GmmkU9hyC3p7LFNgMZQMBCuXqHLguSr8W1paTFoQ76nVLJTx5m86M3R6MzIyUF1dnbbvPc/DqFGjcOONN5rFeMcDoVBqPcOLL76IRYsWIRKJ4JFHHkFDQ4MxprRv2Ldbt27FZ599Zpy6jRs34rHHHsOOHTvQ0tKCffv2Ye/evWbRPfulqakJOTk5pv817Yd9putF1MmjUlbDku3PvmxtbUU8HsfFF19sNqpzODHIy8vDPffcg2HDhnUwRDRlxGYpbZY13efsWzvMbzPPKp94nP0snpdaEHo883zPBCSTSVRXVyM3NxehUAj19fXYtm0bduzYgY0bN2Lnzp146KGH8Morr+Dqq6/G1Vdfbc7NyMjANddcY2RtQ0NDIHVKozBqnOsPEOxfHQsazdcsAsp1oN0BUR1CR1DlsEaa1Tgk4aIyRMcK6/PzfzUSVfbYqU8afeI457nUf0B7yWveV1Pj7NQePldTU1Mgdcle/Mtz+fehioF4noeLLroId911F6ZPn36UI+fw8H0fs2fPxqpVq7Bnzx784he/QH19fYeIP5GVlWWMfLbj+vXr8ctf/hIbN25Ec3Mz9u/fj5qaGmRnZ5tSoNQXrJJHHaBtHo1GjYMABCPzfA5NtWKbcwxRp1100UXHTV+ckRGASCSC7373uxg1apQxgDgQOdgYerc9YdtR0AlM48bOxdOwjLI8amDSeNKFHZyQy5cvPyXhr+OFvXv3Hvb77Oxs9O3bN7CxS2trKieeiu7pp5/G8uXLMWXKFHz00UeBUlYPPvggvv71r6OpqQnjx49HZWWlKfHmeR4++ugjfPDBB7jhhhtwySWXdGDYNf2CxjP7hp+p8GS/M81H87fJoAMwaS4cAxpVIIOr+0rwPjw2mUwahpepN7rBlioMjiffb98FOJlMoqmpyeQvqrLic5N9YeoKmQy+D9c9MH1I6zJrjmY8HjdhYA0HqwKiAmPkY8eOHWnHQ05ODi666KLA8x4PJJNJbN26FUDKqX7zzTdN/2uEQ42urKystOHSjRs34p/+6Z/w5S9/GVdddRX27dsHz/NQUFBgnIna2lqj8Nh+7BtlD1UGaBlX/Y6f6eZvlDVdu3Y97uspHNoRjUbx/e9/H6NGjQqMSTXK0/2vClpZWYUyr8roUr7Y6aY851ApAMlkEosXLz6j9cWxgPqCsvPJJ5/E/PnzzfdaqvGFF14IpAu2trZi06ZN2Lt3L6LRKBYuXIjFixfj61//OmbOnGnYf/aPkjqU2QT7hvaDOmrse+1HXo/PrVFSTf+k3LRJSmXreS3e065Kx1QbyiDKPF03RuKB403fRYlLu0Stzol4PG7Gs6YyMdJsk57UN9QZmgnBe/q+f8j1LOFwGAMHDkQ0GjUVdU4UKisr0djYiKysLJMapSx8OBzGa6+91uG89evX4+///u9x44034pprrkFlZaWJjPN89pumdOmPRnfsSoUKtTPU0WO7dunS5agJ2UPhjIwAlJeXY/jw4WawA+0DWQWr5nZrWS5lA+hV0ZjigkwNCeqAtyMIAALGG3/UuTiaHXHPRDQ3NxvDTJFIJBCPx7FixQqsWrUKiUQC7733Xoc6thUVFXjqqafw8ccf4+2338a7776Lp556CqtXr8Zjjz2GJUuWwPd9vPLKK1i+fDn27dsXYBxodAPtJbXYt2qsqVGrnnlGRgai0agRaDR0uQ5E08E015FjLR6PG0dUS8aqcUrPn7X4ddyyjKTWEucYysjIMEKGjD2vp+FnClpNS7MXqamS4udqpGgFLWVzdB0E23rXrl3G4SsvL0dRUREAYMCAAfja176Gt99+G6+++mpAiX9eJJPJDjv/trS04JVXXgkwTuroJxIJs0YoHZYtW4bKykokEgns2rULe/fuRV5enhkPdAI0V5uCXhUdx45GleiUcXMxypUPPvjAsIgco9dee+1xayeHIAYPHozRo0d3cNrU2CPU+LdTuID28ZUuRUKJH46HwznB6SIGtbW1Rt6da9i7dy92796Nhx9++LClsnfv3h1Ij2ptbcVTTz2Fhx56CPfffz8WLVoE3/fx3HPP4bXXXsPOnTsDhiz7Rvvadgr5uRr/ashplJEFFegI8l52Pj6vTxlOOaz3p97Ra2jUglFDjSwA7VEOTXGKRqOB9EQ+j71DrR1t4DtoO6ldw2emzuF78TnUwWFbbtmy5ZD19hOJBB5//HG8/PLLx32dpI3m5mazozb7Tds6FArhq1/96iHPX7x4Mfbv3494PG4WEjMtnFGRdFkhbHeOv3Tygf1AuwlItfOSJUtMmwIpwvWmm246Lu1xxtFO4XAYV155JYD2BSpsVDX+2QkcpDR8aDDyGPWe2UlalUU9N/XsNFymXrp6dc3NzXjiiSfSGscEn/1oF9ieDJDpPRLIIBOc9Js2bcK+ffuwYMECU2HlUNi3b19gH4OWlpYOJSYTiQTeeust+L6Pb3/72+jZs2dAiNs7GaoRz8mXSCTMbn4M2zK1hP2r+ZhkdXUxlCptoF1pUNhSAGv+PNAu3MnacwMvjTCosOaYaGxs7MAksMyopupoSpKGcbVUrW5Hz4gE+5A5nur4cg8BvieQUsC/+c1vjBLeuHFjoB9feOGFTu/9cDywZs0afPzxx6j9/9n77/Aq7zNNHL/fIx3pVHUJhBAIIXo1YFGNwTZucS+JPbHjJI5TnHicncnu7G72O0l2NjvXb3Z2k4wzSRzHJS5xj3sMboAN2BgwxfSOQQ2hrtOkU35/aO7Pud9XAiQMtnB4rotL6Oic97zvpzzlfu7n+XR04LzzzkMgEDB9tzMyMjBq1ChMnz4d27dv77NwmePd3d2N5uZmc7Ioi43VKKuR1bQ4fzJA0swJx43XmDt3ro2iZFmWCTh0XZ2TTy8ZGRm48sorzX5yOlPKUdbX1IjzbwyYFcFXFJfiRHadjpPuSe4torf//u//3ivI/WuRbdu2YdeuXXj//fcHHAD1Zae6u7vxwgsvYPXq1fj7v/97DB8+3IbIE+AA0k0jdF7VmdW1oqALYK9LcwaHSq3sK9CgjdCzWfR3bStJO0F/Q20fYK+H0yyUc70rcMRnom5SR5Pfw32jQbMzg8XnUjvG+6ivr8evfvUrNDU1HXf+urq68Prrrw9ozk9VNm/ejI8++ghtbW2orq5GTk6Oycy6XC6MGjUK1dXV2Lx5c6/GFHTQ+ZNNQPx+Pyyrh77HujDVLYrqO0Uzj6pf+JmFCxfaxtzlchl69Ke1F2ddAHDeeedh/PjxvZS5/gPSzorH4zFcfmYB+Flnb1y2amORjSoHbkilYnCz8DAqpjGZpmPBq/P0OZWioiJMnTr1M+uPOxCZNGkSNm3ahNzcXLjd7j7bjBYUFBj+JqWkpASpVAqjRo1CeXk5FixYgD179pyWrjHNzc245ZZbAMBE3D6fz9athoqOBpgHOrF/vFKHuB6o5Ln5iIxHIhHzPq4LKm6uFXWm9XpcIxo8cAM7C4R1TVHpUgHT2c/OzjbfrYZK6S9EmLTTD1uTspBXES4qdTo6SlUi7YVjwuu3t7cjLy8Px44d6zWnn0fnkpaWFjz44INIpVJ47rnnMG3aNNxxxx3YtWsXGhoaMH/+fNx9993Yt28f3nvvPdTW1iIQCCAvLw/Dhw+H1+s1gV5mZiZCoZAJEAHYzgEAYIJK6gzOO4M+RfBUQTt1ByWZTGLq1KmYNm0aPvroo8928L7gMnPmTEyePBmxWMyWGVLEVR147hHA7vzTodGAjnuVDiVf0+spUMTP0+Ggo8AAPx6P24LpvsTr9aKoqOgzawDxWcoFF1yAOXPm4MCBA3jzzTdP23W575il4Qm3SrtxAkcayPfl7FMfUpjhVSBPaTdKCVG9C8Dmjzi7lKktISoPwOaM9xVUOG0EYO8qo/fAa+v5RxwXgkjUWVzHesIvbZDuCyBNy25vbz8pjfizlObmZtx3331IpVJ4/PHHMXPmTHzrW9/Czp07cfToUcyfPx/33HMP9u3bhzfeeAMffPABsrOzMW/ePAwdOhS5ubk2Hc4aNM6j055rBoiSSqX6BI2dDj3nUGspgJ4zc6ZPn/6pa4XOugCAi1cHRike2tcfsB/c4kTzAdg2iaZ8OTk07Py/EyXIz89HYWEhQqEQ/H4/ksmeYpBUKoX333/fUEOOJ/PmzcOsWbOwbt2603rE8+mQQCCAoqIic3BRX6IpL6DnCO6GhgakUimUlZWhpqYGq1evPm3IZiwWM717lX8IwOYIA+k1oMe+06Fl0RWQ5ipqEMlrJRIJgybrcep9ZQvU6ePBcVTEVArknNJ5oPFXxF0Rfa61cDhsq0OgM67/iFSrk6OBBB1XRfYVxWZGgvcO9D78JZFI4PXXXzfdGgKBwAkD3M9KuL6SySTWr1+PhoYGHDt2DJFIBPn5+aiursaYMWMwfPhw/OUvfzGBKdDTKq61tRU5OTlmDsmD5T8ieQzCOMbq7GtNiSKN2jXM6fwrVaAvdOicfDrR8eW+0gwZkNYXx0M01YFXR0jtjyKqajso/H9OTg6CwSASiYStyUEymcSqVatOai+uvPJKjB8/Hr/61a8Gxb47nfLRRx9h5MiRp72ttWbr6OQDvQ/Q1DlXP0NRetXVFCcwxPXgBKMUwVV/RBtEAHaH0BksUGerLeE90q6xi1kwGDTZZs0GUH+pz6MZCLVRmvHQcdOshNYs6DV5Xy+99NJpnc/TIWovPvjgA9TV1aGxsRHhcBgFBQWYPXs2xo4dixEjRsCyLJSXlxvaTSgUQktLC/Ly8pCdnY1UKmXsM/e/MwuiwZECfalUyrSfBtDLPui96jqiXfq0clbVAGRkZGDq1Kk2NFI5d9qVhwZZN7We2Kd0DB10Iqc8qEOjZwo3h9frxZAhQ8xJcdFoFIWFhQY5VbToePLBBx+c1qKO/kp/nI2NGzdi2rRpmDBhAkKhUJ/vCYfDNqNVWlpq2mF1dnZi2bJlJk12OiQ7Oxt/8zd/g6KiIhunXx1fzqumSIn+sAiKp8Tys8wgEMnhRtWWgdnZ2fD7/baAkEXHdKCp5Nn7XZF+Zg0sK82rV0ddX1MuZjwex7Fjx0wGQ3mFGswyg+X1es3zE8nnfSndRbMgDHRokDSQ1YwE7wXo6Uk8Y8aMQem4Hj582GQ+/vSnP+HZZ59Fa2sruru78fbbb+OJJ57A1q1bTcbkgQceQEtLi3EWfD6fmSeOoypyRdj4O5U+g0hV1E76AIXGo7u7G5MnT7ZRSc7Jp5OMjJ7D3/h/dX64zhWhV6RNgwKdUzXsQNqJ1I4vipTq+1jkyPWUkZGBQCBg9qt2CDmeLF26FE8//fQXzvkHegLxRx555LS2y87KysKXv/xlFBcXA0jXduh6oMOq+1bBFAV1gDQoSGeP860UTCDNHNBsNNdHV1eXsZvUEfxO6mUCMhkZPY0dVPczgKB+VmpzPB7HoUOHjK4Hehee8zq01aQbOQMODUpU/+l+4TPwM9p8JZFIDCr0/3hy6NAhQ1N+8MEH8ac//QkdHR0IhUJYt24dXn31VVPDEIvFcN999+Ho0aPGXtDX1Pl2BkoUDZr4u7JXNCjUz2qGPx6P2+qaTlXOKmuTkZGBiRMn2hS0KmVnNoCotUbuqqSBdFGOoq6pVMoc+cxWjEBaedAg5Ofnw7IsRKNRcyCEcu4aGxuNI3fFFVegtLS01zPFYjFs3br1tB+qdCIpKCjAjTfeiDlz5pzwfaFQCO+88w6CwSCAnlZ6bHOlQuUKAHv37jUo6LBhwzB16tQT1kCcSGbOnNnLIIbDYSxfvtwoRmfaUYMu7ebD4I+IvbPOw0kD0m4vnP+uri6TBVAUhweNsGc/W2xq+thJvVGDoic3UoEoB9TlcqGqqsoUHqmB4T1rZiMWi5nXaRS0zZu2FWOdB4MCLajW52Tw0dbWZhzr7u5u1NfX25TbQETrec6kMBB96qmn4Ha78eUvfxlFRUXYtm0bGhoa8MQTT+DQoUNoaGhAOBxGItFzQjJRPM4L0Jtr7JwLpQSxCJuGVYNSRdU8Hg/cbjemTJlyWlCdc9IjBIyU5gDY0T8VperpaxR1GIG0U6XIKhFYZ+AAAPn5+WZ9xOM9/eBVL/THDoRCobO+RmDIkCF9vp6fn4+KiorT+l3d3d04cOCADShRpxiw13Cp/VaQkXQcgkbqxDmpZU4ASoNN2h9mZXkNzeQC6MX910yE8728Vw1upk+fjmQyabqbUTdxbSulSfUbhevXeb6SglMcLw0+eH02r2hubj5pVmuwSUdHB1555RU8/PDD8Pv9uOOOO5BIJPD222+jtrYWDz74IPbt24f6+nqTveM4EAgicNeXk69AEIOErKwsWwMa+qGaRdBMCwBMnz79U9uLs4oCxM2jSpkpN+XOOdNWStnh4uVEENl1KgOmwThpdBY54MFgEEOHDkU4HDbHeROBdbvdOHLkCA4fPmyUTVNTU58Un9bWVvz2t78900Nnk+bmZjz33HP9em8qlTKV+aTbRKNRFBUVYcmSJXC73Rg9ejR2796NcDiMjz/+GIcPH8a8efMwb948lJSU4Oabb8bSpUsNP1xRlRNJX/y2VCplCkxpjLn5NJujqTJnVoAIixZcAWkUl+g9r6EHACmyS2dda0ZoAOhUMwihYdETiBXt0bVJ5c8ghGuxo6OjF8eUKA+DCFJX9JqaKeM61ftUrmo0GrU5s8609rp160zxb0VFBa666ir88z//8ylleCzLslG4BiozZswYEGeebWlnz56NyspKPPTQQzh06BC2bt2KqqoqjBgxwhzuBcDW3pVOG8fZiRzr3DJI5t9IH1L0md9B3cW/a2H2Ofl0ojUZmqlRFJSilA/ub3Xg1SHk/tFCUt2LNOz62dzcXOTm5trsBddGVlYWjhw5gh07dnwu4/RZSkVFBe666y785S9/wZo1a4wtXrJkCebMmYPi4mKsXbsWL7744mmhxKZSKXR0dJi95aRIOoM5AL32tqLlfC/Qm06kwJMGl7QFulZ4D31RyagX6fQrzUfvQTPeThYDX1duPpB2/J2FzPRveB0Fr7RWUpsh6Gf0e4G0jd+4cWOftYNng7S3tyOZTKK6uhrhcBhPPPEEamtrsXfvXlRWVqKiosLWJIPrC4BtvtQf0ayMc84pmtGn/e4r60hb/mnsxVkVAFx99dUmNc9FqoUrulGcNAo6MqSAaEZA0Vwuak3tAekIjsahoKAAoVAIzc3NJougKZo//vGPtr63H3744ec1bKdFmMLmZm5qasInn3yCUaNGITMzE4sWLcJf/vIXXHbZZRg9erQ59CKZTGLhwoUoKyvD448/jhEjRpgimhUrVpzy/ZALSUcesLd9Vd6cRt4AerXB5GbiWlE0hfPJQEMdfv2sokaJRMJGHaHD7+RSsr0o1x+vp4qV72Xrz6FDh9pSzrwXRR41NazPTUNBo8BgVVEF7idem+NI9OvAgQNmXOfPn4/HH3/8lOld8Xgcr7766il9FgC2bNkyoPfv3bsXTz31FDo7O3HhhReipqYGRUVFhoqxfPlyFBcX49ixYygoKMDixYuNs8ex4Pw4i/N0HjWzxPXhTNVSvwD2E6wvv/xyvPDCC6c8JuckLddee63pzkFRncH54zz1xcPlflLqhe4LJ4KqQJJmCLxeL6LRKMLhMFKplO3MiK6uLvzmN79BfX39Zzk8n4uQXnfXXXchPz8f5eXlCIfDuPjiiw24duGFF8Ln8+F3v/vdaflOjrGTi68UC0Vm+3K6ADuXm6IovgZ+6nvos1MfAOkiWaV7aNEwdQ1FM8VaewTYT5RVKtGwYcNs38f36Pp2Ovr8TnbG4/sA2OivfH6lrqjN7OzsPGlR+2CWnTt34pFHHkFnZ6fpUMjs26FDh/DWW2+hpKQER48eRVFRES699FIzLpwPrRPUTKRm73VOdM0pZUvtOnVPIBDAddddhyeffPKUn/GkAYBlWf8/AFcBKAfQCeA1AP+QSqWa5T1fA/ATAKUAPgZwdyqV2iB/nwXgNwAmA6gD8JNUKvX4QG+WxSzOyPxEm0qjfgodQI3anRvbaRjUQfT5fMjOzjacYk5adna2ySZ8EVE8TeWlUimsXr0aq1evRlVVFb75zW9i8eLFaGhowB//+EfMmDEDa9euxcyZMxGJRLB79274/X5cf/31aGpqwmOPPWauRWf5eIXGfd0HkWPOG1t7KgJHx9hp2El7IUqijhuVn2Z7WPzJNrJOjp6iAKSPaDbBGWwq6gukUUntIsAxUedai4b4/XoMvB40Q9qJdr5StFppPs7AifuG/8LhMA4dOoRnn30WO3fuNOO9efPmT01d6++cn47PJpM9BV9ADy0olUph06ZNAGB+AsCsWbOwZcsWzJo1C8Fg0OgJUru0KFD3udPJ5/hznaiyB9DLAPBwmnNyekRrvih07gA7LxfoXZCtdB++33k9Rfn0mhqMe71epFLpHuHcc3pg3xfRXvQl+/fvx/3334+77roLV111FZqbm/HMM8/A6/Vi1apVmDt3Ljo7O09rNyyeWKtzpPRgJ4WG88/gjYGcZpWVtuOkdSgFTL+TmV2lFtF/4NrSgyU168TfFXDSOgUFHwHYbAiDAaejqWAP7Z02LFCHVPeFOrncJ5ot7urqwrZt2/D000+f1XS1ZDLZqxU5JZFI2Iqby8vLMXfuXHOStRPpB2AD+HTOOJcUJ6Do1EcaFH6aDDrQvwxAAsBtALYCyAPwKICHAVwLAJZlLQDwWwDXA1gJ4F4Af7Esa0wqlWq3LCsXwOsA/hXABQAWAnjBsqx9qVTq/f7eaF5eHoYNG9ZLMXOg6cRxgJwV+LpBnQhqX1G9UzFodF9cXGxSuXo6X05OjinucRqXs13IJ+xL9u7dix//+MeYNm0aNm/ejFQqhc2bNwOA6RYD9LSueuqpp7B9+3bb+BQVFSEajdoOdzmeTJ06FUVFRejo6EAwGDROaiwWs7Um0zQu0GOQ2RJWizWVg5dK2c8zUMSPa0mdfX4uHA6bIi06/tpWkkeE03EHYKONEd0n+kO0SlPHbGVKZJ/37TRe3BsMWNTZJEUtHA4bZQ2kayUAu1PEVpiRSARbt2619XGuqKhAMBg8ax0XPXFy/PjxcLlcZq2uX7/eBE4MCplxCofDJhBQJe40jirqNJBm5fP5zDriHHd1daGiogJ5eXmntRDyr1EKCgpQVVVly7op+gbAZgMA9HLkuJ8Uzde6IgUUnLxy/o3oP5012ovs7Gzk5uYikUigrq7uC2cvTiQ7d+7Ej370I0Ph00D8eIdFnapkZWWhsLAQ0WgUfr/fBvqpP8D5VcdXT+3m5/hZOtdqC7SWUJFzgk3UzaQKEk3X76Ce0M+rs8/XaOv0cCmlrKke0oOqlMKjTqqCYYDdr3Je0xnsMoDl/UWjUaxcufKsdv4HKszecZ5pl8PhsO1ATidYoPOk+gZIgxUMRHW+uFZHjhyJ/Pz8Uz5356RFwKlU6r+nUqmNqVSqO5VKNQL4NYBF8pa7APw5lUq9kUqlYgD+D4AYegICALgBQATAv6RSqVgqlXoTwAsAvj2QGy0oKMDIkSP7VLDK0aPB1uiLm4cKn5Ojp7zqAUmaHiQqy+/0+/3IyckxhZDcuH6/H0VFRWhtbcXGjRsHrQEfP348LrnkEuTn59vQLLfbbYp9CwoKBnxdKnE1ZFVVVeaEWAAG4Zw2bZrts7W1tTbn37KsXvfAArGFCxfiiiuuMM4/laMqcTrTilrw4B1uzuzsbKM0VXk506oaDCo3j+/l2BF1pzLkGkwkevr3RyIRc79EpLipibpowa5lWfD5fEgmk4hEIrZaAaI27DKkhoj3ye/TYCeV6uk4o/QT0lkUreKzU/lkZPQU33N9XHbZZUgmk2hra7Od/+CU6urqEy+az1G2bdtm/h+JRFBTU9PrPZpOd7l66jkCgYBR8lpMqsEmf9esEteoFl6z8ItrxrIsjBgxAnl5eZ/JGHyRpaioCKNHj+6FmmoGz5khUDRU55ZzR1vhpG04UVEgnV3Ozs4236NrSbMCH3744Wd6cN7pkKysLOTm5p7y51OpFDZs2HBGA5+RI0fim9/8Jm688UbTsIP/1G/gHBPgUZqw6kRlGfD92oHHua6UrkHnTXWvZhE0wKA+oP3iSeJcW5rVJqija1cdeaWuabaBmQHlrBNN1u9x7htnsKR7QO3txIkT4fP5ztjcDkZRvc+5JtDEOeW4q13Wdcn1pP4Gx1WLuPl6VVUVCgsLT/meT6UL0MUAlHw7DYCh+6R6VsTG/3idf/8oZd/pH8nf+yVcYMrp52DS8eLgKy1HB5gble/VidBCR43QlLeXTCYRDAbR2dlpnC8aAzpora2tmDBhwqdSjmdChg8fjmuvvRYA8NZbb2HBggWGbjB+/Hh885vfxHe+8x0sWLAAeXl5NsWni24gsnfvXpthY9eY6urqXql0p+Tk5ABIO9nz58/H3/7t32LChAmmR70WgBNpoaHVaJv/1JjrYT+q6ID0IR101KjsAPTatHyv0syciAyLR7k2uV54v6qQKVq8yO5COh50zElx0+xHMpk0x8DzftRgcM0rZUjHk9fXtOTQoUPh9Xrhdruxbt06JJNJrFmz5oQUoLOh7sWyLFRXV/c68ZHOGdcH54fHxwPpo+Q5vgoacG4SiQSi0aiZI4peh6KZynNyekV1PgNe4MTtkBXVdwYHzN5p9kCpGVwP2j2G2UcgnXXr6OjAxIkTz6qgz+Vy4cYbb8Q999yDxYsXn3AMPy+ZMWMG/uEf/gFz5841dk7BP6Vd0IaoE6/2Qp06ZRso2k+drg6yglPUIfyc+iiA3U+hM85rqeOtCDGQPrOA64/PohkDIE1Jc4JXAIyN0doDvq5nWiiwqveu/hGfmY0WTmbnv0iibV2pa2gfnYes6ThzTXKNqJ6gnCjD/GlkQLNjWdaN6EH875WXgwCcMGArgJx+/t35Hd+2LGu9ZVnr9fURI0bY0FrlRemJan1F4txU6pBpSpabUTegpmOIArtcLgQCAYP+E2m1LAv5+fk4duwYmpub8d577+Ho0aMDGdozLnV1dXjzzTdNUc7SpUsNneG8887D2LFjMXbsWFx22WUmlUlxIvYlJSUmrTUQ2b59O2pqavDcc89hzJgxfb7H5/MhPz8fBw8eBABUVlaiuroazc3NNuXNeadSZVEulbUqTB7ipWgJ1wg3KzccjbYeKkaHzmk0SA1haziuT9JrNAjRDc1NrJxMALb7509eMyOj50TFHTt22J6D61WDDyoRPoOiBxw3OjLMmDgzHalUyqBgLP5OpVL46U9/itmzZ39hFPvIkSMxffr0XkhkPB7HK6+8Yuh81AlerxfDhg0z531wXrmWaCg1xe7xeMzZIPoax5zock1NDZLJ5GlvhfhFluPZi1GjRtkCdydFR1F+7mVtawjYET0GgLFYzOa8qb3g3LNYk5ll6iJN5/MskpaWFrz99ttnVQHw2LFjsXDhQkyePBlXXnklhg8f/nnfUi/p7Oy0OecqqVTKnK6uHXQ0yNN1o2gskJ5z9R2UKaDIPq+hSLwGosrZd9o1Xldfp6PP++D3qU/D+29razOUKg0c1GFXW6MBg65ppbZyjTvr5TRAysjIMIcw3nrrrZg3b97pndzPUYLBYJ+Ie3d3N5555hnbeqDdLi4uxpAhQ8x5H5pV4dxSnHZcx5XzThty8OBBxOPxT2Uv+m3FLcu6GcADAK5JpVJaodMBwAl35wFo7+ffbZJKpX6fSqVmpVKpWfr64sWLbWkyOuTq8AMwG5MLWJFSbh4qYG3bSQXwH89qSxGmUj0FPOQQUnlwQ/h8PuTl5ZnTR997770zmto8FUkkEubAIcDez/zjjz82vZKB3v2xnQVZVBpOcblcJwwM+J1VVVU4ePAgFi5caP5mWRbmzJmD22+/HRMmTDCv7927F4lEAjfddBMCgYCNrqOntdLB4n3QuOuG0owOP8/CLEXGlZbDz1IBqnMXjUZtNDJ+t6JIuoHVwSfarg68ZrKYCuSzdHd3IycnB+PHjzeKgfeiFBMaIq5fXofXj8d7+o/roV+sW3FmzXjNjo4OPPbYY9i9ezc2b96M8ePHY+fOncZhOl1y0003obq6+jNDFD0eDy677DIEg0Hk5ubaHIWpU6faMid06nJzc1FYWIjS0lKUlpaaseX6UMeS4AHnl+OlxpcOotIDeELxOTm5HM9eLFmyxJZC1z2pSKozwwvYT3/n5wH7IVL8XfULhXtHDw3UDBHR1vb2dhw9ehTvvPPOoLMXJ5KdO3fiwIEDZiw+jwyAZR2/hXBBQQHuuOMO+P1+Q5UEYJt36keK0wHmd/B9XCd8ZqfPoHYBSNtQ3e/a/tXj8dj44E4WggJDvBdF+3nPGmTQ1tDfKSgowMSJE23rWr9PA1sNYPkdDHB43xrEEiR0BiTUhQ888AAOHTpkzs75IojH48Gdd96JH/zgB30yPCKRiLGjHOeioiIUFxejsLAQxcXFveZcgSKOP4Eh+qfqj2mGmBTiCy+88JSfqV8BgGVZ3wBwP4CrU6nUcsefNwOYIe+1AEz/j9f59/McnzlP/t4vUfREja2mdDmQ2sHE6dgr3cGZDtY2WM5NRidTESCeFpyXl4dIJIKWlhZ89NFHpw3NGTdu3Gm5zokkGo1i27ZteOmllxCJRHDo0KE++dAqTU1NfRZ/Dhs2DF/5yld6nWpsWZbtWRKJBMrLy3HeeedhyZIlWLx4MS6//HJcd911WLlyJY4cOWL7/J49e3D48GHTjYcKzufzmQ3EYIBKShEPKmvNFPD17Oxs23udETmQPtGRVB9uUI/HY9Yir0GlScVIZQmk+0HTKQfs7WWzs7PNuk0mk+aEab0/OvG8f0XqFYVWBIn/NCggssR7ZZpc09NEyuLxOOrq6hCPx7F+/Xp89NFHsCwLV1111Wldo42NjaecXRqoTJ8+HV/72tfMYSq33367oWHk5OQgJyfHULc4BhkZPe1CeR5DUVGRSe0CveeD4wvYjSPn3rIsc3p0IpEwBySdowB9euGeItqq9gGwO+SaMVanRimnfJ9m89iVTp0mpc5RN5DuxWwhC8Db2tqwbt26swr9pzz11FOIRqM4cOCArd31mZTFixdj2LBhAHoood/+9rf75JnH43Fz+rxShlXnOpFVp4/A9aIngCvdVDNGdL6V+se1QkCGNV/KKKCe5zrh93Od8lqKtvN++X6lfer9KgCqbAkNLI6XFSOARNuoTiv3kuowXoeUl+7ubtTW1iIej+O5557D+vW25NxZKT6fD9/97ncxY8YMVFRU2EBKp3AOfD4fAoGAofT4/X7bwbIADAikWSKg90nLgH3uk8kkhg8f3qsuYKDSnzagf4ueFp+XpVKpdX285QEASy3L+iOA9wD8LQAPegp98R8//8WyrP8M4Ffo6QR0A4Al/b1J9o0H0CuaZEcFFtcp/UM3NiN4VdSMzoG0k0dxpgNTqZ4CYE4mnbmhQ4eiuLgYNTU1aG5uPq2858/qCO3Ro0ejra0NS5cuxdSpUzF//nxs27bNHIrEA7xOJjNmzMCBAweQSCRsnUxyc3Nxww03AAAOHjyI8vJyBINBkxprb29HYWEhsrKy0NzcbOhThYWFmD59OlpaWgwqzuPRu7u74fF4jKFWPrt2OlDUh3QepuYUydegkfPOwnBnZwbl8TnRQfL1FdFja1huaOXtA/ZaE+0DzfRrd3c3du/ejYKCAhQUFJiULLsFcUw0WGU7OY6Jc2z4XVzzpEjxGYCeU5cty8K6devMvtu/fz+qqqowYcIETJkyBX6/Hzt27OiVNToVWbly5ae+Rn8lOzsb06dPx4EDB/D4448jHA6b9RoMBnHppZfiV7/6FXbu3Ilx48bB4/EgLy8P0WgUoVAIiUQCwWAQeXl5aGxsNHOmOkd1Egu5qavUAeE61kAyJyfntByE9Ncoubm5xpAqIKDOkKK1GjT3hbzys3xda4s0S8zPa8ZPaXxAzym4ubm5aG5uRnNzM1atWnVWof+Uuro6vPzyy9i+fTvKy8vR2dl52gqZ8/Pz8c1vfhN5eXnYs2cPCgoKUFZWhmHDhmHz5s14+eWXce211yInJwfBYBDhcBhAzzxeeumlaGxs7GXrae8Be4ZHQUHOPf856aBcB9SVmqFVKqAyDfriejMoULol36eZYgA2B1Ade70f3i8dwVgshp07dxrkWYNd3gdgz/TT7uh61ntkEKvnI2lGK5VKGb24Zs0aW1OKL4JUVFRgypQp2LNnDx566CHU1tb2es/27duxd+9eTJ48GV6vF8FgENFoFF1dXaZpidfrtXWOAtJzrBkd7SIIpOeKa1d1lt/vR25u7gkbchxP+pO//xWAOIDlqhhTqVTgP36usizrbvQEAjwH4MpUKtX+H39vtSzrSgD/DuB/ouccgO+mBtAC9IILLkBJSYnNqdN2jBr1chCd0ZSmWQB75KqpfsB+eJQOdEZGhuk1n5WVha6uLpSWliKRSKC+vh6bN2/GoUOH+nyG0aNHY9SoUXj77bf7vSk+q05CbNd18OBBDB06FDfccAPmz5+PDRs2YM+ePf0KACzLwqpVq5Cfn49kMomioiLTa72oqAgFBQXIy8vD6NGjjaI5ePAgfvOb36ChoQGzZ8/GLbfcYpCPoUOH4vbbb0dJSYlB+hkEAD2KlkEYHWulWVBBEfHn+zQboE4A0SKljFG5UumrctT3akCoAQfvSZW4nipsWZZpDapZKA0geA22NOzq6jIdfviMNCD8TCQSMUGC09gpFYLX53NoUKBnE0ybNg179uzB+vXrUVVVhQ8++ADl5eXYvXs3nn76aQA9iLr20h/sMnv2bKRSKbS1tfVS5jU1NXjooYcMNSiVSsHr9aKwsBCHDx+GZVkIhULo7OxEXl4empqazHhyXbL+iIZV0eJUKmWK/AD7iZCJRAKlpaWYN28eli5d+pmPyxdBFi1ahNLSUhvi77Bdtsyw1v/wd6UKKgVEP6eiTiP3GSkq1C0AUFxcjFSq5zTzdevWYf/+/WdoFM6sdHd346WXXsIdd9yBuXPnoqamBr/+9a/71cqZQruwe/du2+uFhYWorKxETk4OxowZY3T+wYMH8dhjj6Gurg4vvfQSbr/9dlv2JRgMmsNCndSJvuitqsuZrWOLTkW4meVT2gxbO1O4r/XsGV0rpJVqEOGkJjOTrXUjQBogcgai/F5nIAukWxs7wTBnAKHdhjRj4vxepVprQAOkOyXyetXV1di9ezfWrFlz3LnX/XU2yJVXXol4PI7ly5cflyERiURMPaDX64XH4zGnz3d2dsLv9xsGA+1rKpVCJBKxnQmSkZFhazVNfcJ5ca6b0tJSLF68GC+++OKAn+ukAUAqlTopwS+VSj2KnvMBjvf3dQBOuScgI3BVzNyoirjRedGNo84N08EaeTsVNx02foaLlEe2d3V1IRQKoaurCzk5OcjOzsYnn3yCrVu3nnAChg8fjilTpuDw4cPYtWuXeX3YsGF9RpNnQkaOHIlgMIg9e/b06noC9KC7U6dORUtLi3F0RowYgbq6OjMHbrfboJ4q8+bNw+WXXw6Xy4WHH34Yhw8fxvXXX294mHQmqdyobFk5TxT++9//PpLJJD7++GPs3bsXdXV1mDlzpkHRqajoSFNZc66IttLB0n7r5PvrmuBckyuqDjg79WRkZJhe3kCa48trMlNAag0VoWaUiPiTXtPXgU+qXNUp4XptbW3FkSNHMHXqVONoJpNJ84x0+r1er3kWjrsiXZmZmaZ4nQqH35WRkWEQNQZMzc3N2L17tzGwjzzyCPbu3WsKygsLC7FgwQJ0d3dj165dvbi0g1FqamoQCoXw3HPP9fn3gwcPmsBnyJAh8Pl8cLlctu5RbW1tKCgosHHCuQ64Nplx0jS86hjVP2wNCpy4O805ObGo3qZwPzlpENz7WlOjzgl1jhpgALbsmTpWvD7rzGirEokEcnJy4HK50NzcjI0bN5rg+WyVVCqFDz74AGPGjMEHH3wwIASyuLgY3/ve9xAKhfDrX//aZo9isZiNpsK5iMVixl6wyPeOO+7AsWPH0N7ejnA4jC1btqC6utqmP4n+K6DDa1Pve71e2/w6g0OlwKg9U0BRf2oQQH3gzLoSuCF6r36KMhQ0gHQ6/5p5Ur/Hsiy0trZi//79mDlzprEXmoHmWtdMBn0kDQR4TQ0k1J7ouUeWZaG2thbbtm1DZmYmiouLUVdXZ5v7oqIi3HLLLXjmmWcGXbOU48kTTzyBysrKEwY1APD0009jxowZJmjVmkVSfHVcNcBU++IErOlX6BwweHNSlgcip6+C7wyJZfUUzGgajo6NOnIaLWl6nVGwRlKKAGmQoJuA19GKfNJOyO3yer04evQoampq8Pbbb58QKf/444+xdu1a22m6fJ5PI+PHj0dDQ0O/0q+MLI8nkUgETz75JEaMGAGXy4VRo0ZhxowZ2L17t9moRLYKCwsRDAZRV1eHrq4u1NTUoL6+HqtWrTIZGY/Hg61bt+Jb3/oWABinnOM9duxY3HPPPWhsbMTYsWORSqWwatUqVFVVIRAIYN68eSYw4NzoCbncJJwzrg2fz2ej+zh7OlMp80RhpQaQE69pY96vGiU1JETZlQKg2QHl86mTTf4qjQCNir7G72MGgilp/h9ItwTlYWgMSngtBgVO9Ec/r06qBgTJZM/puVVVVRgyZIjpa0yDnZubi29+85uoqqpCLBZDTU0N4vE4Ro8ejdmzZ+Pdd9/FgQMH+gw4z4TQkIdCoRO+75VXXsHYsWNNsNOXHDx4EF6vF7m5uZg+fbpZhxxXBllerxdtbW22YJT7mgElAIMcOmljToNKo3A8tPmcHF+od9Rg9vUepzizYs73OjPHem06afw/nSiuA7/fb/i/ra2tOHz4MF577bVTStkPNtm5cyd++9vfoqamZkBr1bIsNDY24tlnn7XphrKyMvzgBz9AMBjsFQxXVVXhRz/6ERobGzFu3Di43W5s3boV48aNg2VZuPLKKwGkMza0Q7QZnCd1rFjb5aTRAPaTn52ZXCCNfKuv4GytrOulL9RfbYJmM/h5/t+ZceB1WZ+k96z/1D8idYT2k5lIjgP1kdpV5zgoLVr3gNrCVatWoa2tDddddx1mzpyJX/7yl+YQyby8PPzgBz/AmDFjUFNTgzfffBOWZWHs2LFoaWkZtBmxurq6XoFMX9LU1IQtW7Zg8uTJZr9rrall9XTVI7AIpINNzj0DMNp5ivoRfD99BmdRen9l0AcABQUFuPTSS20Fnk5nTekWjGgBeyGYoquanmNHBqUW6cYGYL7n2LFjyM/PRzAYhGVZ6OzsRH19PV588UWsW9dXeURajpcadRa8DkRIK+jq6sKCBQuQSvUUbX700Ud9ptfq6uoMj57idrsxc+ZMbNmyxThDdXV1GDNmDNatW4cDBw5g6NChJgDIyMiAz+fDkSNH0NnZiW9961v485//jC996UvIyspCW1ub4QTGYjHcfPPNhgJBBESVybhx41BZWWnmqqqqCuPGjTNoBTn1VOjkpfNeotGorU2rOrNqoDVA5GZkFK08TSrJlpYWU5ipCKFSeOgA9sWP1JQekC405LV8Pp8NQdK/UTmwvqW7u9ucfTB+/HiTDeHzEf1XRa+KgNeggdMC4FgsZs4M0H3EMeTrmzZtwsKFC1FYWGgzRJMnT8aIESOQlZWFWbNmYerUqebAt+bmZuzbtw9z587Fww8/fMrrfCByySWXoLS0FI888sgJu090dXWd9NTRtrY2TJkyBdOmTTN7TZ2HaDSKzs5OBAIBQ3djAAbAZlCVbsaaDWbHuA457nRm3nvvvQFRKs5JTzbqS1/6Up+Ov9JzAHshsBPx1fer4+gsCmZAqHxv/mxtbUV+fr6hfoRCITQ0NOCZZ545KZJ4Nsmp2LCjR4/i/vvv72WnvvGNb6C0tNQG2qhTPHbsWFRVVSGV6unMV1VVhbFjx/aiSfAnnWPuWaXiAGmHmaJIPPU6/Qenw6/+CPdpeXm57ZmYOVanG0Cf6K0CmYC9V7zTwVM9zcDCmdkKBAKYMmWKDZDiuAFp/0FpSvwu/k6HlPfKE+k168n50SAA6Kkhc/a0nzZtGkaNGoXs7GzcdNNNuOqqq8z5Mk1NTXj22WfR1NR0VtFJVWbMmIHq6mrT+ln1B0+AV2oQQTj1XwF77QTXgRYQaxdBl8uFG264AcuXL8exY8cGdL+DPgCgQ8OBVO6UFlFyI9Ix4uDS+dGNrtG5OjpU8pqi0+O9m5ubEQqFkJ2djXg8jmg0iqamJqxevfpzQeq6urqwbds2XH311cjMzMT69esNQtuXXHrppb1qFBKJBI4cOWLr6tPd3Y3t27cjMzMTzc3NCIfDqKioQDgcRktLC2pqakwbyWXLliEUCuGxxx7DPffcg6lTp2Lfvn1YsGABcnNzzaJl0MHOAhyvWCyGjRs34rXXXsOECRMwdOhQ01lJo2FSvhgIMKjg5qIjrik1zQhxfcTjcYMQUvmR2gUALS0t+OSTTzB+/HjT7pXrSlF+BgNOBc6MAoMDvq5Gw+fzGUdflS1pOUDP2mQmg89KRaoHnvFe9DkUPVLqCYMYfg+LUtl+lIpdEQjui1mzZqG6uhrhcNjcR3Z2NgKBAIC0oeXvLpcLwWAQ1113HUKhECoqKszZDmdSdB2cDlm2bBnGjh1rrs0xpuFLJnvOBuD6osHj32g4NZuoxpzjrcaX3cZO1zP8NYnSKQA7bZRjrg6aM5vovBaQpnNw3WudkdZ1qH0CYLpFMTiPRCI4evQoli9ffi6zg97tpqurqzFq1Cgb9UUBF6BHp61btw4vvPCCeX3UqFHmZHvNBus+02wqf2p2lq856Vy8T+5VIN29C+ip09u3bx/GjRtnWyNKHVNqGe+H/2dmlvvdSRGiXgdg+OXq+AP2wmPqdX7GSZnmmHPdKqKvoJJSTPhc2dnZJrOsGQY+i2Y358yZY86LUT3mtP90/jMyMlBQUIBbb70VLS0t6OjoMBTTs0nq6+vR0tJiMksejwfhcNisB63L03MgAHtGSQNE+hUaECcSCQMQqn4bqAz6AIARKzeSovu6sTWFp8bX6QTpglTHjkJjrIeIcWOwvVhnZ6dRUitWrPjMj3G3LAtTpkzBli09BzKvW7cOEyZMwOHDh1FVVXXcz+3Zswc7duywvZZMJo+L4MTjcbS3t6O9vR3Z2dn42te+hmeeeQb5+flGAba1tSEjIwO5ubmmbWVpaSl8Pp9B5bVrhhpJKh6errxs2TJccMEFGDp0qK0vu/MziryR1qTUDCBt+GlEgPQ5BcrrpIPL13Nzc00BFdEbris6ylqFz+9Q51mRQmdETwXK9p6khPG6zpQx1yGDIioNpv24znk9IH14GVO8bJ8K2IMHjim56rxHj8djUKWuri6cd955qKysxO7duxGLxcxBeMFgELt27cKYMWMwfPhwDBkyxGYom5qa8MYbb6C1tfUzcf4B4IUXXjj5mxwyadKk49YukOJH+p8zKxiJRBAIBExTAgUSFHDQ9crfeQ2uUa4bJ//znAxMaBuc+h6AbXzVGVJnTZsLqF1x0rVom3TPKhKbSCTQ2tpqaB+JRALLli0zdIhzYhe/328OJVRnFLDXAuTn56OjowPHjh3DJZdcgo6ODhQXFwOA0Y+WZRm7oM6RM4ungKGCS0ozpp7knlZOPumBvEddd0APCs5nUtScPofWFGgxsvLGLcsyoIMTZWegw4y7BqvBYNA4/6pT+Dy8lsfjMaeV06+hr6VOqdo2taF8Lj5zdXU1Kioq8OGHH2LNmjU2/+j999/HtGnTMGLECBQVFZlxcLlcOHbsGF555RU0Njaelc4/0BMAHD582KYnqFOoM7xerwGSdM0A9qCYwCb9KK49IF0ITH2j2aWByKAPAOikUeg06qDoQAMw2QGisXyvoqP8rE6Odk5RDiffr5mIzMxMRKPRM96q07IsjB49Gslk0vDjLKunTSDl6NGjZpOxo09fwk5KJ6M+9CWxWAyPPfYYiouLMX36dOTk5ODRRx9FIBBAMplEXV0dnn/+eVx//fXIzMzE66+/ju3btyMajWLevHm9Uq5cwG63G5MmTcJPfvITdHd3GyOgc8BIF4Dt9F8a2Wg0ahB5fgeVHRWizrM6XBQqYipqbigabipHKkUaAaURkOvHQEP76XO9MSDVftLqHKrzSKeSz8IzAHSjq1KgwmBAwHslAgmkC4AZ8NCw8bvZl55GzOVyYfLkyejq6kJRURHefPNNY5wmTpyIiRMnYvjw4SY4IbLBA9Lq6+uxbdu2Aa+3z1L279+PsrIyg9CqZGdnY8yYMQiFQiguLobH40EoFLJRqJj10MPbNPOkY8xgltkEoKfHtGZhuAbOyamL0j3505mtA9LUPP2bFvDx7077wtoiIqh8vS+aEddAd3f3Z9baebCI2+3GDTfcgG3btp3U7qxZswbjx483Bxtp4a7Oz/jx4/E//+f/RHt7O0pKSnrRLWlXnM4/9xZ1N5slqI2nfXHqeNX16hATLFS6n2b3NGvQV0BPXaoFvSoECfhcgH1Nc20y48zvVeohP8//K41InXzeq653Pqe+n+OlwQT3CdBziGJXVxfGjBmDDz/80GQ0gZ7uayNGjEBOTo4ZE2YyMjMzUVtbi82bB3RE1KASj8eDCRMmIBQKISMjw4bcc105G5io/QZg1qYeOKudDNVn4HpjtmugMugDgHnz5tmcfO13rgtH07E0oHTI9DOkXXAglYNFx0w3uSIFzo3S3Nz8mRxy4ff7behkMpnEqlWrbL+PGTPGbDhtU6Wo94oVK07p+zXFR9pHWVkZKioqzIErnZ2dpvBy2bJl2L17N+bNm2dT4hxzOoh0Ni3LslGX1Kn1+/02hUeFy9/pSOtn6UgxdRYOh836UEVF1EQzPIruMSDU8yW4GakcVelr2plBCj/L79T7JF1FkWLeY3d3t8miaDAApA+cUh6qOiFEq2kIOAd8j1Kk9Fr6f9J/OB579+5FPB7HLbfcgkmTJqG1tdU8a1ZWFnw+n83QxmIxNDc3n3bnn3QoRck+rfAAvL4kmew5kK29vd2GKnJe6VRkZWUhHA4b46h0ESDN2WQNC+tWlCNLZc+A7aKLLsIzzzxzWp7xr0UWL15s9pETRaYOdwYC3MtKwdC5VURXUVxnlkEDfCCd0ue/lpaWLxT3vz/icrng8/n6PLDLKbFYDI2NjUb3OB1XIB3IFRcXm65KHHvL6qFNqk5WoEPtApDWt9x//IwTAFH0lT+d19M1xWuqHVE/gt/N8SHApLYFsAdAirLz2gx0FFTi3wAgFArZaD9qA/ks6kA6RTMOmtHWMdD3asZs9+7dSCQS+OEPf4hly5bhueeeM3PF9aAHPnZ3d6O5ufm0O//HC6zOlKRSKXR2dqK1tRUFBQVm3euYJxIJeL1eUzfG5h1On5P+al/BI+05we6MjAxccsklePLJJwd0v4M+ABg9erQtgtKInkqCzpuitupMacQKpJW4Rt/qnHLjAeileBjFfVaLKpVKHXdTZGZmorS0FIcPH8aOHTuwe/fuXk5Rfn4+FixYgJqamlMOVgoLC5GdnY0jR45g7969OHDggKEaBQIBRCIRVFRUoLGxEffffz/Gjx+PeDyOVatWYfv27cjPz0dVVZXNKQqFQrbCXUXMuKi5IRRx45gouqIFrs4UJzcXr83vYYEXkC6S5Yl8ipwwSHQ67PweOmyK3ioKSGSfohxVFu8yO6UpWDqH7OgDpNFKpSLxfll4rTQFvodpaHV26AypwSPiwHtgIMFA2ufzobGxEQ0NDdi9ezduu+027N+/3xQlU7q7u03Ls08rHo8HM2bMMPNXUVGBSZMm4cknn8T27ds/9fVPJrFYDHv37kV5eTlCoRD8fr8xqjz1EkgjdcxGcYxp3DXVzywJ51MDT45lRkYGRo8efcaf74smY8eONePP/U0boKi/6gI1uNyP6uA5gzp19tQ4O+2BFgZz/v/aJBaL4dFHH+23rVy5ciWmTp2K0aNH2zrA6eGNzIrq3ACw2QClZercA2lnVdF/pVDQXlCHcw75PicQyGs6qTBqg7Qrm9YmUEc7s8MawKpt0fGgPlFKkdoCfofSf0iZjUajNpq0Pofek46p0lgA2H5XcEmR7traWqxcuRKWZeHqq69GSUmJrX0770sDn08jXq8XM2bMMPc1atQoHDt27DM7UyUajWLbtm0YOXKkqcVg1pgdm5iF5zjpuqFd1s5BmlXWMVIfN5VKYdy4cQO+30EfAAD27g3OTaERKgeE6DLRfkVhqIipPNTZ53fpBid6q46odkz5rGXWrFnGkU8mkwZ111S0SlNTE1566aUBfQe5g7y2s+d/IpFAU1OTQbWSyaSNOsEK/mQyiWPHjmHnzp2orKw0aIzL5bKlbbOyskzKjApEUQvl8Su6QmeY86g0Hn5W1wqVvqIv5OM7Mz1EeOncU2k606dKbVLqhgYsWrhOxcrv4D04MyJUDHpwCBF9Kn19DqWvKbeQwRSQLpCl0JHl6xxz7TpEg1tRUYGmpib85je/wbFjx1BYWIjVq1fjhhtu6OVQ6fP5fL4Ttto8nliWhYKCAlx11VWYNWuWGYOjR4/ixRdfPKPOf2ZmJnJzc819jB8/HqFQCG1tbQgGgwgGg6YOQp0GLZrmeOhaVBqBBm+q27Td8TkZuHDN6xyofndywNVBdDpjFLUXGiwAaadfP+MMIPj3v8YAAMCAnruxsRFbt25FVVWVsd3kQXN/aAGkUydqNlPnVR1d2ovu7m5bYKGi9BTV60r5VP61U0erz0Lb7GQU6HsIIKhDqCCjk2rkvBaDA0XV+R6nn6TAFq+tVCd9j9ouJ12F959IJGyn3Xd1daGyshK1tbW47777jP8QjUaxaNGiXlk0fi47Oxt+v/+kLZz7EsuyUFRUhBtvvNEUH8fjcdTW1mLPnj0Dvt6pSlZWFiorK9HZ2Ymmpib4/X74fD50dHTY1h99FycYR3tBdgt1ifqqGqw6gbyByqAPAHSRAfYIVaNyGl4ip87ULwDbQCmCrArCiSpr4KCKBsDnwlXbtWsXysvLcfjwYSSTyTPSJrCystIcJ348GUi7KUXetEiJY66nHyrfXh1YDeKAdHrM6UhxY/HzdAK0Owfnk9ehcuW6cqJGVGpUmvydNSZ6L5FIxHQ+0u9xdtYB0sGMUg2ys7NNNwVVrDR+qoS18JT3p2cEsPhLUZusrCxEo1GzVzgeuh+UtmJZFvbs2YODBw/i/fffN/Pe1NSE+vp64xgxaOZ8JBI9RWi33XYbHnvsMeMw9yXZ2dkoLy839SvFxcVYsGABFi1aBL/fb9bMBx98gCeeeOKMO1J+vx8zZ85EKpXCtm3b8Nprr+Hyyy9HS0uLSetyjDVrqMiYni/B7Ep2dnYvFI9rh9dhMKeUrXPSf1HwwJk252vq7KkN4E/N8Krt4bzxOuqEce6cwIXaoc+CLvpFEA2KOZ/UpwyQlYIJpANm5e3rXFOHKt3LCYgwswrYdSC/15kZ4E+l4WjzEIqi9OrwuVwuW39/Xod/43X0flWn98X71owF74/2jD4TdQzrGBXc1EPLnJkvjiORbe3GRxsA9ACA+/btw9q1a23AYGNjo3mWVCplbBYlLy8PixYtwmuvvXbC9eHxeFBRUWH8k6FDh2LRokW49NJLDRWVDISHH374tFFF+yMdHR247777cO+996KkpAS5ubmGyssxzcjoqVdU8BawHwSqgRHXDdeiZn70c84gtj8y6AMA8ty0YFEVvKag1MGko8TB5abiptdoXdOGVBJs9akLVCkmqVSqXwdDnG4Jh8NGaWVnZ2P8+PGnPRA53dcjgkPFooiL8h6Z8tWiVX2/M40P2AubqLSdgZsicYqaE3Xxer1IpVJGGfJeqcyVX69IHiN4PbCD5xYoJcdZmKtGgGOQSqXg9/tNmpBBhFLONEjR79W6ATrydEppYPh+zYopqsUxVmPldruxdu1aPPzww7YD7LKysnD11Vdjzpw5JvPizNAkEgmEQiEkEgncdtttePPNN83n29vb4fV64fV6MXLkSCxatAg5OTkIhUKIx+PIyclBIBCw7bdt27bh6aef/kyc4ra2Nrzxxhvm99raWsyZMwd1dXXwer0oKipCd3c3WltbbUEl55XZLQaKXNOcb86rZpicmUwncn1O+i9K8VSU1RlUOR063dtqb3SN83qAvd5IKRMKMikyXV9f/xmPxNkpzCpTl2hNBmCn0Cj9RbMzqmc5L07KDjO7TqSd9lWdb+phwE7VoGOnzr+K2idnJgrooaw4aSDa6EKzSQxQeB3l7fPzOi5crzoWfMa+aixIheV9aODF93LsGUSoJJNJvPfee3jooYdsgA97/i9YsMBmtwH7gZcdHR0oKSnB97//fSxbtsx8vrW11dQNjBo1CpdffjmCwSA6OjqQTPa0YS4sLLRliXbs2IHHHnvsM3X+Kfv27UNLSwsaGhqQlZUFr9eL0tJStLa2Gj9Aa+7U6SdAmJ2djUgkYgOfNTsD9J3hGagM6gAgKysLJSUltu4tjPCVD66LUzecRvtalEN0DkgjydpBBoDZCJrK1wAhHA4bmoQqiTMtGtTEYrGzomJ+48aN8Hq9uPjiiwHApuyIaii1ShU2F78qKzqFisLoOmCQpwZEEX8gndbXIjE6yvodvB5TzpoSVQXMA6B4P7xvor7c8DQkLlcP73/nzp04//zzEY/HDbrD5+b7Gajys9q73+PxmAyKM5vAsVanRwMarZlRQ6p0queff76X83/ttdfi0ksvtTlAmv61rB4udVFREfLz85FMJnH++eeb9x0+fBiFhYUGSedezsvLs40/hXtU51edtc9CSM+qqamB2+1GXl4evF6vafOo98P50uyU1kMwWOM8co61iC8jIwMjRowwwcQ5OblkZ2dj+PDhxqg6wQLAXhTI9dhXhlLXtGYFqeed2UR1rhS55XV54N45Obm88847KCkpwXXXXWcLiAnM9YWY0uGlzua8OIM1wO44Ab0RWNWRToRdfQpdV9ShTmBLdaTb7TYgE22EZl6d4JjzDISOjg7s2rXLcNxVVA+rPSTIkEwmbfZJQQjNNmRkZNhqLFS39TUWysLo7u7G888/3yvbe/311+PSSy+1teN20lhcLheKioqwZMkSxONxzJ4924xLbW0tioqKEAgEzD1ZloX8/Hzb9+ieVUrr5yEEFOvr61FWVoZgMGhqAdTmplIpAwIpgq+BH3WU1ldo8xrOy9ChQwdsLwY10dTtdpvuMBqB09GgU0C0UtNQdLoY0TMI4KArbQSwHxDCAWewocXGrLg+fPiwSekWFBSgvLz8sx6es0Y++eQTg7Ropxny7+kEOhW6Rr6K3jmVt1OxqRPFDcE0ZWdnJ5qbm20nQFPU0PN0XDVAeoIikRAGGlxLaqz6oqPxe5kGnDRpklFWTIlqCtlpVHw+H9xut1nvLBJWRULeKilEGjw7OZ0MwnigCMcrmUxi7969NmUeDAbxs5/9DFVVVdi7d69BMqikdJ+xyCwzMxMejwcejwdZWVnIzs7GhAkTUFBQgEAgYKs1UAXO1xiIT5w4ET/5yU9QWVmJO+64A7fccksvZVdSUgKPx4Phw4dj5syZhsd/OiUajeLAgQNoaGhAMtlzhkVXV5c57EXrKtR49xXEcs64NqnLYrEYQqGQSdOfk/6J2+029UtKg6AzqE6Hgg2AfU4A2Nag/nQ6lEoH0cBC0WPLsnDgwAG8//77n+l4nM2Sm5trO8m7q6vL9KpX/jqFgA3nWTnq6hvQrihwRB1IPUh/wrIsNDU12Vq3KjhF/cmf+g+wU2ec643P4QxM9B6VkuRyueD3+zFlyhRjP5nRVbqPXktZEXr/uj6Vvulc0xoYq811+ky0KwcPHuyT6pmZmYn9+/ebv6ktUl+LNol2Ijs7Gx6PB2PGjEFRUVGvsxT0GXi/9P/Gjx+Pn//85yc8F+lMCp+ro6MDtbW1aG1ttWXl29vbexVV6+eUGaFrhjZCwQg2EAkGgwO2F4PeuiiSQgTWGdk5WxZqyk7TvIC9haIWF3GQucD0wChFFYCexUeqBtBzEiGDgVmzZmHDhg22SVWhA0j+F4MKtnjsS3Jzc5FKpdDe3j6QoRtUwgAgHA6bVohcsOrgArApvVQq3fWBDpPOv5Mfp6gr55mKhSgRUXF1srWTjSJ6VKRAumDQecqvZpP4nXq4lrOXvwYoGthwffO9yk+1LMv8Xdejvk+dSv6uFCLeJ3//4IMPcN5559m47ESmjx07hj/84Q/o6Ogw9xAOh/Hwww+jsbER2dnZmDRpEm688UYzNixkDoVCCIfDWLNmDebOnWuMTlZWlu106M7OTnR0dBiD293djZycHGRmZqKjowMdHR3GCXj11VcxefJkXH311Vi1ahXa2tps68CyLFNslZmZieuuuw5PPPEE2traTrgui4uL4fP5jtsG1LnOiF41NDQgHA4jOzsboVDI1q2JwAH1itLQdO0x4CO6o1Q3ZirPycBE95XWYSglh+9Th4fBplIcFH3jPCqXl9ehk+mkS/DvQE/gqA7tOTmx+P1+Myetra3mNfLlOWdKY1SdT33G4FozodSLtA3qtANpujABJNoMnWP1S5ycfSBdQ6Coudq3vlgDuha5jp0NGpTO4/wOp59iWZbxU5zBgNpY6i19Nr0nvve9997D3LlzbfaV16ypqcF9993Xp7597rnn4Pf7cd555xngRm1+Z2cnIpEI3n33XSxcuNDMX3Z2NvLz803WJxwOo6OjwwAjXV1dyM/PR2ZmJtrb29HW1mbG6umnn8akSZNO6FedSaFvyYxKXV0dfD4fPB6PsWtcA6Tycuyd/gbnlQeD0p/RtcBMpTNLc9L7PO1PfppFuZj6E4Bts9Fh58JikQo3Jjepk8fHKJsDqEVGuhmUT2pZFlpaWkxEu2HDBnO/Jyv0qqiowBVXXGE65ezcuRM+n6/Pk++qq6tRX1+Pb37zm9i6dSuef/754wYWg11aWloQjUaxfPlyrFy5EkVFRRgzZgymTp2KMWPG2II1J0WFTj85is4NozUGQN8KmZ1+cnJybOgBkE5JcgPp3GtKFOgx5DQE7PTDnwxEmPLX+hVFLviacsDpHPSFtCj9RxEBKgI6JWpQnFxWXbtU2tXV1caIkObDPveRSKTXiaWJRAK7d+9GTk4OpkyZAsuy8Morr/TiIG7ZsgW1tbVIpVK92q+df/75KC4uNs/4xhtvwLIsVFRUoK6uDhdeeCEsy8K6detsNTapVMrss772ADMLx44dg8fjwQsvvHDCInaKs8PV8WTbtm0YNWqUmbdEImELTDMyMmwOJDNDTpSMjqjSTTg/5H1q3/BzMjDh2lC6gToqitJq8Kx7TrPASuHi/uY+c6J3fdGKuO+bmppOWAh/PLEsC4sWLcKuXbtQW1t76gNzlklTUxNisRjeeustvP322ygpKcGECRMwa9YsczAmdRezrJxDpeABsAEpziAbSKPi/H9WVhYikQgyMjIQDAZtWQQGgiqa/aEPwfVFe8DARD/jpJIBabSd3+kMCvT9TmphXw68nhavQbDWLtD+6TgpEMV7nTNnjq3gl98fj8cRjUaPq0uj0Sii0SjeeustdHZ2oqyszHavGzZsMKfnOjsWzp8/H0OGDDFjuXTpUlhWz+GoNTU1WLJkCSzLwurVq23nH9FefF7+0pYtW1BZWWnmiYdGqq1U1gNtCNeiggm0KQzklCXQVwA7EBn0AQCNoVJyNCrlhuVrigDrBlN6hTPaUkdLUVxNrTmjZ90sA1lk2dnZqKioQEFBAZqbmzFy5Eh88MEH5u8jR47Eeeedh48++gjnnXce/vznP+Pll182bTfPRkmlUnj99dfxwQcf4ODBgwB6DlHbvXs3Vq9ejSuuuAJLliyxHezGueZGSCaThmahxUqa6lRUwkkX0qJuTXGqw8AgIZVKIRAI2Hol83uIyjo3ojr5lmXB6/UiEokYJ5/nETCDoJ/VzkBci0Ss1PmgAtd6FgYgTnSL12HxKY8eV+STSiMzMxOtra343e9+h1gshq997Wv48MMPe6234uJi+P1+1NTU4IMPPkBGRoZB5/oSntJZV1dnjOaHH37Y53vprL/88ssnXEfHk2g0itdff912rRNJZmYmfD5fv7NqnDs69kR3nEZXjbyz6JDBH59FwQkqeOo3XavnpP/Slz5Qx8lZWKmZHe4j6nfqfF6DeoXXUzukmUAgXd8E9LYXA5GZM2fiq1/9Knbv3o3/+3//b591L5mZmRg+fDgWLFiAl156yZa1OxsllUrhySefxNKlS03h9LFjx7B9+3a88847uO666/ClL33JOEScC82o0oYrcOgE9XQu+0LneQ6Kk0oGpLs88bP0U9SXUAox6coKSgHpANUZSCqKz6yvOo9O+qo+L51y9YW4tvmcGqiqj6P7x0lb0vqH1tZW/Nu//Rui0Si++tWv4tVXX+2Xf6K+zvHmXkUPPFXhqdInOijx8/SXlEqrY6sgHOfMOf9AWo8pqq/NcPR9vM6p2IpBHwBwI6qzzgfWKnQnf1wjet3UdKqA9AExzglQJ0sHXdNWH3300Sk9z5YtW/Dkk09i//79pkWWM3rzeDz4u7/7OwA99KLjOU1nk1iWhc7Ozl6v0wHrK7ujSD3ReE3nK3JPJ1fRNwYSGkkDME6cfi/RW35WD3jitZhWBmBLB+vntH0c75HZAEWBdd0p6k/0STv6AD0OrrNjBOtgfD6fLevB++QhXqrok8kkduzYgdGjRxtkIZFIYOnSpdi9ezcA4He/+x2+/OUv45133jFO0jXXXIPRo0djzZo1aGxsPKGTkZmZiSVLliAUCqGyshIvv/zyGWlX+2nE4/EgLy/vhAGAGlyOnSLIdDp4+Bc5xKRSqbPgLADT65H+ROoYkC50PicDEw2c6cgA9oOaALtd4P/1H0UBCO3yojpbdY7SVPlaLBY7ZR2+YcMGPPTQQ9i3b99xi94vvvhiXHvttbCsnlqD1atXn9J3DSaJxWJ9dk1qb2+37T8naKe2Xp0nZon1rA61KdqSkn/jKa59OdfOrlBcN+qIcQ9zPfB159rRbDNgzzLzbwqE0h/SLnVK/9HsAL/XyZ1Xe0U9x+90ZiU++ugjVFVVGX+ru7sbr7/+ugFafv7znxv9x/uoqKhAPB7HkSNHPv1iOAtFwTt1/mkvNBjUAFH9HfVTnb6CBq9AOlAcqAz6AIAOliKs6uhwsXOD6mCRd+7kxpGvS6OgKUFnyreoqAjhcBjNzc1mc8RiMRw4cGDAz5KdnY1gMGiLggOBAMrKyrBr1y4APSirZVl4++230dHRccqBxmCSIUOGoKmpqc8Fmkwm8cknn5gFr9XtTtqM/uTmcCo7zd6oguRPGlFVonTK+JM0o74KajRwAGDr1qNdg5ypPQYqzvoAfS8ARCIRGx2B48D1yoCCnFTSdfoqjmJGQ6+TSCQwYcIEkz3g86pzEY/HUVhYiH/5l39BIpEw7S8bGhrw7rvvntQxjcfjWLlyJaLRKN5///1TUkwZGRmYMGEC9u/ff0oHiZ1M/uZv/ga7du3CJ5980utvZWVlqKurw9SpU7Fp0yYUFxdjxowZiMVihoOsjqJmBIhK8j0adFIYnGlaPpXqaUfLAmrtVHZO+i/q9KuoEdZ5U9EMr+oYZ2AG2LndvF5WVhYKCgoQCoXQ0tJi1kg0GjVnXAxUUqkU1qxZc8L3bNiwAR0dHfD5fFi7du0pfc/ZIolEArt27cLll19uHCp1zhXwUWAFsDu/SuWiLibCrRRTtRkEZJyUDb7HSc0A7K1JnVkgJziptsypX5Q2Qvuh2Q4gvcaBdFci3pvWQjI7oM6mBrEKdAI9p2szgNIAiFJQUIBvf/vbGDJkCJ544gls3LgRl19+OWKxGB555JHPDMigr3Ym7MVAZMiQIZg1axYAew0rRdcIx53AnmaaAZh6Q834KMhBv4Z0ooHKoA4AdBPS4VcEn0UR3CDOlDwXPyvqVYk7kTwGCkofGj58uLl+d3e3QT3dbjc8Hs8pFXX1ZdRnzJiBmpoadHZ2Yu/evQiHw2hrazM86rNZPB4PJk6ciPXr1x8XNVaHHUgfQMW/pVIpM3/OQ74UwVGHSvnVRFidDptmlnTe6aw7KWR6qqtmIhTR137v9CM0LQABAABJREFUpHfwfjSQ1c3K+yAawPvUGhYdCxZRaRcsCp+LiBYVh6Izij7omRiUcePGoaKiAh0dHXj++eexfft2xONxzJw5s9/zTiV8qk5sVlYWbr75ZmzatAkvvPDCKV3jeDJt2jT4/f7jnibMuT127BhuvPFGlJaWoqioyBSUZWRkGBCBAZmm0YF08MazLdipQZFIJ6BBjrjH47FR3M5J/0SdPe4ldVTotCn/m6/TZtAY6+f0/YqOqsNkWRby8vJM57ru7m6T8bQsy7TrPRNy7NixAR3M+EUQdaydTqw60s5uO056sAZv1ONO6qlmBtRvoJ1iIKIOuDYr4fudWSjeg4Jdfa1L6nHt1qPBjb7O79FsA6+pNET+nT4VKaocU2VQMBOi11KbM378eEyYMAGdnZ3Gfj755JM2KtOZlqysLNx+++2or6/Hk08++Zl8Z1/i9Xpxxx13oKioyLymDIRkMolQKIRAIGD0jQKU+ppmEAD7Kc5AOjvpDAgGIoO6DWh+fr5ZqKzu5gMz3a6t8pwpeqB3URiDAl6PDpA6ZpysQCBgDpsoKCgwG8eyLFx66aUDfp5YLNaLCtHZ2YmWlhZzf9nZ2SguLsaSJUtQWFh4agM3iGTs2LFYsWLFcZ1/l8uFqqoqo+CczjOVOBFTRsha9EvHm8I2mQwMqKjZ55/KWYtrdPO43W5zfX4nkO6PTydOAxYqd64j9o1XCgmDCP4tFovZihBZH8C1SQeTB2QpXYnKgqlhGh8qf7b1ZDajq6vLdCDSjAI/O3r0aHOw3OTJkxEKhfDYY49h1apVaG5uRnt7O1asWPGZKfRIJIKHH34YK1euPK3XdbvdGDZsGB599NHjFq2x+PjIkSN44YUXsHTpUjQ3N5v5ANKUoK6uLmzfvt1mfDk/7CCSmdnTCpUtWYF0lgiAaafqRJzdbjcKCgpO6/N/kaWgoMDMgTrwtBfachVIB6fOwMCZeqfdUbRX6SbUP9nZ2QiHw0gmk6bvN/fiNddcc0aeubS0tFc/9C+6KP2T8xCPx20HJ9EvUMea9kUzzUA6WOQ1Oa/8Gx18dZzVx+D16UtogKFrR/UD1yfXD2mEQDr7zY6BGkwokMC1SXvI+2HtmdoFnjdCpJjZDt4X1yoAM060Q3p9fkdVVRU8Hg8mT56MGTNmIB6P48EHHzSMhba2ts+0FqWrqwuvvPKK7cDJz0MikQhefvlltLe329gMQHoNbtmyxQaMUf9oxyr6HdpNiK9rPYlTZw3UZxzUGQDAzt2kw8MB4Ot0vBQ51qi3r0IhVSKkgfBzLpfLHEqUTCZNSj4vL884DQPpt+pyuXDBBRdgx44dtqOxKR9//LHp+/2Nb3wDwWAQL7zwgtlA5eXlmDZtGl577bWzLiOwZcuWE/49lUrhnXfeQWVlJUaNGmWjYxEx18O6FAnRIkntv06F6UTk9RAWzQrQGVZjT8Wp6V0GIlpkpoiuUonodGiajwc/UZnyXlnUzC4GZWVlNuRXHcdEImGoIhy/rq4uw/fn62rIurq64PV6jQHTQIVUp9mzZ2PYsGEoKChALBbDJ5980ivDdaK1l5OTg2HDhvWrALe/woLx0ynkr55Mpk+fjgMHDiAQCCASidjOq9A2gUBPZyPOsWVZ8Pv9iEajZi6cLWr5GterFpYrsng8zvc56VuorzUI0Cyy1hApx1ZthhpTNdLqMDmpJXTWqDc4b16v13a6eH/F5XIhGAyetIVtVlYWvve97yEcDuO3v/3tSd//RZENGzZg165dqKysNHOhAI4WYDqzO5x7pVVYlmW6oPF3bfeqtDLNomqmwMkiUECGa0/tg7YuZ2CqVFK9jmafNOu8b98+uFwuVFZW2mglBH9oaxTZZ9aXtpXPpRlyrns6oLrmeV8zZszAz3/+c+Tk5CCVSuH+++//3OnKp0qzO53icvWcNaT0W+oXrqd58+YBSAcGTtSeNpr6BEjbENodDe7U3xmoDOoAQB9SDaM6Z0RbaZyBdMs9RfSVc6URsCLJqkhYWKkbsqioyPQnP5ksWbIE+/btQywWw7x587BgwQL867/+q21D8+f06dMRi8WwevVqBINBJBIJc0oqABw+fBiHDx8+E0N8XKmoqEBbWxtaWlo+1XWCwSCKi4uxf//+Pv+eSqVQW1uLtrY2MxecA2cqkosd6AnAmFJXx1o58MqtU0XHQhzl5HMtaeGYRte8H641Lfxl0ZYaf64l3jupIoryECVmIDF8+HDzuUQiYTIGpDERJSKCpAXqzGopirV582ZMnjzZdqYFueUcW45jIpHAiBEjYFkWVq1aNeA0ant7+4DOqcjLy8PcuXPx1ltvnVKHFE3fnwkh9//2229HeXk5fD6fQd/ouJO6BdhpJFyXDF6JpHE9eL1esw4UZVNHQjMC52Rgok6hkyKixXOKDuuBfbq31eGjw9SXPdHCbm0U4PF4+uWYFxUVoaCgALt378YFF1yAefPm4be//W2fXbbogG3fvh25ubnwer0oKir6qwkAOjs70dbWZqPTaPbTSR8F7Px42n7aEyetxrk+1O4o8Mj36OcAO+ioYKMzIHDShxRs0iBBM1L6zJWVlbaMlNqwjIwMRCIR29rXomW+xufv6urC+vXrMWvWrOPWMtBv4neNHDkSAPDaa699IRqVnA5ZvHgxbrvttl7do3R96phSaJ+VAkydA6CX36i+hq7xgcqgDgC4WSjciJqS0/cqYkuHTPlw5O5qVMVrEOHVTa2cPxrwoUOHIhqN2k4H7EtmzZqFqVOnorGxET6fD6+88go6Oztxww034OjRo2hvb8eWLVtQXl6OeDyOefPmobS0FF1dXdi2bRvefffd0z2cA5La2trTgkCGQqGTcl9zcnLg8/ls/fYVUeXvqpQB2Fp1MgKm0icyD6QLMIloKF3HycnXmgJFifg6g0wtIvN4PCYIYOs4zUiR0+1Ekrxer1mPWsPAwEQzD+roA737lhOZ0fEaM2aMeS+RaxoFDYz1pMxIJILNmzd/ylk/uXR0dGDVqlUDLhDOzc3FhAkT4PV6sXz58j7fY1kWhgwZ0mcXkYFIY2MjWltbMXbsWNsa0aBQqWuK2jjpXECaNsBAjZ/hnDodVs38nJOTiwZPgJ0jq44d38v9S0SU88O9Bth53wpIqG2h0VanD+gx5n6/H+3t7Sft4X/nnXcilUrhV7/6FT7++GO4XK7jAk1Tp07FVVddhUmTJqG9vR1//OMf+zxH5osqeXl55sRndaKd8wvYmzboGnB2fVNkVTMFvJ6uBycHW8Ee/Q6uDX6f6l3tRkRdEY1GezVmYNZQ9TtbOisi7LSV+nyku1KY8dBAwOVyYeLEiQBgo8bSR1J/iHS67u5uhEIhrFu37ozO96eR/Px8jBw5EvX19ce1B5ZlobS09LScszF16lR4PB4b5VwddLXnQJqeyNc0c6/6iNJXJoo/NcPcXxnUAQCQ5sM606+KuAB2he5Mx6lhZhSsveQB2DYr0IPShcNhGyLb2dmJ/Px8RCIRW6s1cuhY+Dhp0iQEAgG89NJLvSLj5557zvZ7ZmYmNm7ciD179qC4uBjDhg07pQNjTrecrlMr6UyfSJgCBWAKfTnvTsWm82pZ6X77isQ4+ZeK9vAnOdZOpNDpSHPu1chz02lHBCLrVMaK7vN79cRFIsUMSOiga1rZ7Xajs7PTBK5er9dkEehI8noa3FJRMxWuvEHtOsRn1nSw1+vFjTfeiMbGxn4fknUqkkgkBswR9fv9+PrXv44JEyagvr4egUAAb7/9tinItSwL+fn5uOiii1BWVoZ9+/bhueee64Wk+3w+k03RU7iV/kHhuuJcWVb6MDnSBjRDxJOUo9GoLZgF0qcJq+GlYeU8ALBlfM7JwITODufESdVR+8D3U1RXcP8TROBnVfTaWnDMOdVucytWrDjuPY8fPx5FRUV48cUXEYvFEIvFjhvcAj3ZqebmZhw5cgRlZWWfeXb48xbSZTTg0wBdnX0n4u7M4Gh2lO9VlJ86gc4VA3bqUn0Pr6l0JL0PZzBPLj+/m/paKaia5WRtg65fXlv1j/MeeE0+pzYzUD0UCATMvXAPOMda9wj9nq9+9av4xS9+0Se9+fOUrKwsfPe738WUKVNw5MgRrFu3Dn/5y18Qi8XMeJSVleGqq67CiBEj8Oijj5pujKcqyjRwu93IyspCIBBAd3e3qVFRH0KBS/7O9abX1ABTM8ZAmtp1KoDtoA4AnFQLdQgVleU/7dmur3MBa2qOEZdGVJqy45HNWnBpWT29gVkVTxkxYgTuuusu/NM//ROSySSqq6uxZs2afkXG+/btg2VZuPrqq/Haa6/h6aefxujRozFy5EgcOnToNI/o4JSRI0di6NChplsKA7RYLGbjRwM9ikzTa6FQyIbwkeLj3AxMzXu9XtvmU4Rfi624CYnEknvP4Ezf7/P5bJ18iPTwWtzwGs1rgRDXplJ6uIb1fjUY5qFeDBqYgWDGgdcldYV0FGdWTPmmQE8R05tvvjkou4qMGzcOQI9eKCkpweWXX46LLroI27Ztw6RJk1BfX4/c3Fzk5uYiMzMThYWFqKmpwaZNmxAKhQD06JCvfvWrqK2tRWlpKQCYv61btw579+5FIBCA3+9HQ0ODrebE5XIhJycHhYWFsCwLDQ0NJqOimSXWZCgK53L1dPlh4AnA1lKUDodmgs4kxemLKM59B6RT5+RCsxhSnRkN7oHe7UEBe3CgDhj/xs4/4XDY7D2v1wuv1wu/33/C+969ezeef/75AdEo2L72r835B3qoL6WlpTa6o9p66nSdX4o6X3yPBov0CzSD4HTW1Ply0jydWVj6GMpO8Hg8tro2fg8/A8C21gAYm0d/hM+q36nr30mlZVc4NqAA0ocb8jk0k6KF1BrgaAY6kUggEong9ddfP6Ng0amKUpzKyspQWlqKiy++GBs2bMCxY8fwwgsvYO7cuZgxYwYyMzPx/e9/H7/+9a/NeTgnkiFDhiAWi6G1tRU5OTnw+/2oq6uzZWxSqRRycnJMR6CmpiZD6eNYO7M3QNrXIfDILAE/RwCc4CKf9VRkUAcAQLrAl4NKoVOvEb2exqdREtEZjZQYfavB4Cbk4taAQZHjQCCACy+80FScT5gwAQ888AAmT56MkSNHoru7G2+88Ua/JyWVSmHbtm2YMGECVqxYgWg0esZaxg02ycnJQUlJiQ391PlQxF8RUypX5TXSGeZPvgakOwMpzQuAqQWgklPjT6eZqVl249G2aBpsaKSuqWT+TZ0ITSOrw8J1qSgN17CeJqzFxrxvXrurqwvZ2dkmMADShcTOAIf0IGdh/WfpfDLzQEf8eLJlyxbDlR42bJhB46urq/HSSy+hrKwML730Erq7u3HNNdcglUqhpqbGlunr7u7GU089ZTrGlJaWYsyYMXC73Zg8ebItM9DW1obS0lIzB+wEBvRkEXJyctDS0mKUvXbY4HgS0eV8cB040/pc5wpWKBJ9Tk4ufa1Z3VsaiHOtq72g6B5QfeNEZPU9WptD28PPud1uLFmyBK+++mqf951MJk96QqpTsrKykJ+fj6NHj/5VBYqWZaG4uNjoQWc2lk6y6kTAfm4Hr+N02NUxprNOXavZI15Pmy8o4q60HgCmGxjXggI9uh7VmdNsBe+Xa4y/q5PvzHipXeAz8V7Uj9IMij6zFgDre/rKrPM6g026u7vx6KOPori4GOXl5SY4XLhwIR566CEAwCuvvIJNmzbhK1/5CpLJ5AlPtqdkZmbi1ltvRUFBgfEHXC4X2traUFFRASB9JggzgKQDHj161Oj5vmiJmoWiODM59BmcAeQXLgOgThkVtpMXxUGkg0PnD0hHUkRLeU1V+lqER6PrTMWzhWJmZia8Xi+CwaCtz+uBAwdw8OBBHDx4EBMnTsQHH3ww4MLG8vJyzJs3D3l5eXj33Xc/dfHt2SLXXHMNLrnkkj4RG43g6ewD9sO3OGdEbqic+DrXCpEPJ6dSO0Dx93A4bFB/IJ0qZV0BA0iuSSpbVcSapeK1FUHh/VLJZmZmIhKJGCoRESKn4SEdhQZGHUruFQYonZ2dJoPCz/blyIRCIWPoOjs7sXHjxjM55b0kEAjgjjvuwN69e7Fjxw4EAgFs27atl1GJx+PYtm0bFixYYChR8XgcsVgMe/bswWuvvWbe+4tf/OK438dCfs2wDR06FN/73vdQXl4OoCdNXlhYCL/fj4yMnhZtpPmR5gPAZtC5XjUrwLXK9cY1yDklF1jPfCB97FwW4NREA3Hdn9yzdKacdBClDjrtBQAbGKTOlbNoMpFImOyPZfXQFIcMGXJan/HGG2/E4sWL8Yc//OGvqgBz9uzZ+OpXv2rraMZ94+Tmq/Oq86N2ge9RgJDXUKoLkAYGdR05A3nqc2enMNofddyB9InxfTnUTtDLaQc0M6xUItpDPWsESB8qxf1BXaTNU3Q8lU7KcdSghbbo81p/ubm5KCoqOmH9i7PVN8eSNZyxWAx79+7Fz3/+835/bzwex7PPPot7770XZWVlhmI7ZMgQA/QEAgFjwzs7O5Gbm2vWC7s0AWkfB0gHdTrvTsoihbRnXofBzUBlUJ8DAKSpOZqeA+w9//k7UTeN0rWHKjlZNMDcVLoBNS1IeoTST5jWmTVrFkaMGAEAttaHzz33XL9SSAAwevRolJaWoqqqCuPGjcMnn3yC8vJy5OfnY9KkSadtDAerzJkzB7NnzzbjDaSNrBbEZGdnmzmjo6RIOudFDbFSbLj5VYFxfpk1AnoXnVNRqtKnUqRTqA6GpoMtq4cu5nQKnIiORu5er/e4GQI+E1ElpoBVaVAJcF37/X5jHPQ6gP2kSKakaRCKi4tP6zyPGDECwWDwuH+fPHky3njjDUydOhXf+c53cMkll+Cmm26yIR+Umpoa/J//83/wj//4j6ipqUEymcTBgwdPWpR/Mqmvr8eDDz5oDvzbvn07amtrTc1FaWmpWQMej8fWn1kDOa4RPTRO+/xHIhEzh4osaj2Crv1z0n/h2tb946RUqCiyz71I46vzSCog/6YIHHVDLBazIauK3ubm5mLOnDkGHTwdsnnzZmzfvh179uw5bdcc7LJw4UJ861vfsmVs9Xwgpehwzrg3nWir0l34ftWngH19cK71/aTU0BbofRHt1xoD2qSuri5zBoyzIJQ6z2kD9dnUmXXeu2YAmDFggTFtkTakoP0k6KQ6R51Q0lB0H9C/Kikp+WwWgEO+/vWv47vf/a6pXehLjhw5gv/1v/4X/u7v/g5Hjx6FZVnYv3//py74rampwW9+8xtTy7ZlyxbU19fDsixDIeX40a6rXQDSICBf10wwhZRFzVYCsPmx/Hcq9mJQBwB0erjxOAh0wAD7AWFOJx6wHwCiKTNVEpp60Y2mVBMgHXQwuuurt/NAjqE+ePAgMjMzcc8992D9+vWoq6vD+vXr8cknn2Dbtm2nYQQHr0yfPh1f/epX4fV6AaRTlpqSpQIlmkKlC6SzQ+y3y2tQiVJJJpNJ7Nq1Cx0dHcaBVoWraA43FOeVG1HpZ1TsGqlTtLczERig92mVGvFr1yDl9CkFTJEAKmKmoLWORbsAcGz4zGoE+UzJZNLUWjBLxvV9OiUnJ8d2UJtT1q1bh1AohFWrVmHr1q349a9/jWeffdZGy1Dp6OhAU1MTVq5ciUQigaqqKoPcn6owAxeJRPDkk0/iww8/RHd3N4LBIEaMGIHs7GxEIhGjjJPJniJgGlaibarkOZf6Og8v1IwNAwrNAuhhQeek/6J7VQNzrn0nUq9Iqv4dsLd2VXEa3FSq5yAnzp+m8XNzc1FYWGjm+NNIRkYGhgwZglmzZmHHjh24//77MWHChD4D5S+aVFdX45vf/KY5QRVIZ/hV/ysARHvQl+5VhJ/6lft7y5YtaG1tNfZBKT66XuhA04lWh92Z0eZnCDwpEEPRdcff6bDTf6G+0GcD7H3inf6Ncz0DsOmhVCplAylU7zp9KWcQBfTo989DNm7ciI8//vikdOm2tjY0NjbijTfeQDwex+jRo09LMD5hwgSEw2H88Y9/xC9+8Qu0tLTA5/OhtLTU1ASpP8Ggz5mJ59rROczM7Dk8UjsKaUaKa1btxfHs5Ylk0FOANOoF0ptcDSiddQYJSg/STcAFrhuCjpFuHr2mM8Bwu93IyclBTk7Op1K8lZWVmD17NmbPnm2QYsuyMG/ePFRXV+P555//whZ4jR8/HgsXLjSoMBUsnX2n0uJPJ30CgCnA1fQXlebHH3+MadOmmYNS1Hnmd2o6U7syMPNAhIeKnDUDyqXkQXFEm8gjd2YNLCvdcUfpBtq/Xx0V0p7UaHB9qwHRQjV9fo4ZC8hILSECxLFXypzb7cbMmTNP64FeW7duPeHfu7u7ceTIEXR2dqKxsbHfju/bb7+NaDSKm2++GV/5ylfQ1tZ2ynumpqYGS5cuxc6dO7F582Z4PB7cfvvthrvZ2NiIZLKn4Jt6h13CiN5rkKiZS03TqsHmWmTHIOdaUcfhnPRPNCtIUe6y6g8nVVQNKwCbnuBn9XRWdba4p6LRqA00ys3NhcvVc7DXqaToKZmZmbjtttswf/58WJaFf/iHf8C4ceNw8cUXw+VyYdWqVad87cEuXq8XixcvNsXUdLSZteQccNw5Vxq8cT04gRA61l1dXVi3bh3OP/98E1RRH2tW2Ak28tq8Dw0OGFTwPewWpwELARq1B7yWUs7oLBLMUfSXNFYnt78v4IkZLc02UH9xTzAToDVn6lwq3TU7Oxvnn3/+SXX8mZD33nsPq1ev7jf3fenSpYhGo7jllltw++23o7W19VMdNvn++++jsbERGzZsQGZmJiorK82JytoghGPHc3KUtcB51oyvy+UynRE5p+pL0I/QpiWamRmInBXQgUbSfHigd+9//l8VARWzE7FVJc8FDfQMNDcknVI6hYFAwHx3KpXCJZdcYhDsk4nH48EVV1yBwsJCTJ48GVOmTMGFF16IQCCAdevWoaioCM8//zzi8TgqKiowbdq00zqGg0U8Hg+uv/56zJo1y8xTRkaGGUct6qVh5f85N1ogGwqFzFzGYjGDyqZSKUyePNkWUXd3d9sKxJQ2wzWgTpwe9KSKmuvKsiwTpasCd6IzNEiK5PP7nAGNRvl6WjGzIVz/Oj4aQDjpQABsKd9wOGxzgPjs/F63240pU6agrKwMQM95Fp+VtLa29ps+B/TM0erVq/Hiiy8iLy8PCxYsQEFBga3ugWJZFmbOnHncayWTPQVgmzZtMsGf1+tFRUUFwuEwmpubTcaF88+icDrxOvfUE8rNpaHSg8E0I8UMAeea931O+i+KCtNmqMOnGV/A7tA50+maLdOfaovoQNKJVN3FTDH34ZVXXtmrg9zxxOPx4LrrrkNRURGmT5+OBQsWYPHixfD5fNi4cSM6OzvxwQcf4J133sE111xzwrV9NovH48HXv/51nHfeeWaOVAcCsM2lIq6qqzkvWptHe8HsJ3WdOsa6/+hbaKCoYAp1OPc/dbLqBSDdfUfRdefnFQjSdecMbjVgJVuCz8AAQzuPMRCg3eD7uU4JUPHazIrwu5Uyy3udNWvWp87AnopooN3f969YsQLPP/88gsEgLrzwwk8VlLe2tmL9+vVIpVIIBoMIBALIz89HLBZDW1ubQfXpqLN+zJkpUvtL0ToRrVNVSjMDQec+GIgM6gwAAJvjToccsPfKZcSk6T2nAVXknwpEo3xudjUEPp/P9Cpn959UKoVwOIx4PI4xY8agrKzspEdQT58+HXPnzsX06dNx2WWXwbIsk4Lr6urCxIkT0dDQgHnz5uGFF15AdXX1gBb22STV1dUYO3asDX0HYJxYPakX6ElVqqKk0835ZOBAJFvpLolET/Gv9s+n0eacO9F1/p3dHXSTulw9fY81fcf7pFMAwDjuVN76nRQ1ALwP3rce8qLrVw0QgxWiNdFoFB6Px4xhLBYzvzP4UbRIx14DgVQqhZKSEsybNw/PPvss1q9f/xmsilOXVCqF5cuXY9y4cbjwwgsxZswYPPzwwzh8+DCmTZuGoqIifPjhh+jo6MCGDRv6fd3LLrsMpaWlyM3NxZ49e4zjwMCAYIMWkdMAa7BJlNKpj4hQEtXk9Tl3Ok/nZGCijrs6W1rr5eyGokhpX84X95LuY0VYiazGYjGEw2GTKbYsywSKY8aMwYgRI06aXcvOzsZdd92F6dOn40tf+pKtfi2ZTGLGjBmYN28eli9fjtWrVyMajeKjjz46Q6P5+crcuXOxcOHCXnMD2J0kZuPo6OrBW+rUkvYC9O7fz9c04FPasNoLdejVdlCHqmPGtUTR2gLNVvA1XadqJxXtdaLHSg1x1o/Rrui6pr7hGGjROp9TKa2aUdCOSxkZGSgsLMSiRYvw2GOPnaFVcPoklUrhjTfewMSJE3HhhRfi6NGjeP311z/1da+55hqUlpYiOzvbOPq6ljRIo+3Q4I1gkI6x+jwKfltWuhEI54LPNlB7MegDAFIglPqjtCB1/NSB5//VWSOy19XVZRQFNxv75HLg29vbjWOYSCQQCAQQCASQSCTQ0tICl6vnpMa9e/ciOzsbQ4cOxeHDh3tFYT6fD4sWLcLo0aPNvdJR7O7uxqFDhxAOh/HSSy+ho6MDzc3NOHz4sOkR/kWSESNG4NprrwUA29jS2eG8kB6hHF5FdoA0v1c3kfL/OeeBQMA4/1TMVKaawnVSabRAh201lSPJQEDvR5U2qTpcr+qEAzBdXjQTwHacahQAe3pPDRWdfwZCVAqRSAQvv/wyNm/ejMzMTFx77bUoKipCZWVlLyqRprmVLjdlyhQ899xzKCsrQ1tb24AP7RqIeDwejBs37lOdQPziiy8iPz8f+fn5GDduHGpqajB8+HDMmDEDkUgE9fX1OHToUL8C67KyMsybNw+FhYXo7u626QJ2AGKtD1EYrVXiezds2IDp06fD5/PZ5o3rnlklfkYDQl3f56T/onZCDa1mh1VnUHSv8r26j7lnqF+ot/hZpUuQ8uPz+RCPx3Hs2DGTfTuZ8+/3+/G1r30N5513nk0fcY/u27cPnZ2dNtBpIIHt2SQVFRW46aabzBxowbzaeUVElRGgTjodMUVf6dRrFx9+np/jOSzUrerM0+/Qe3NmkjRzTHqIOoYanGjWCUjXEOlrqkf4U/0ZIH2+jWaW+RrHgLqMQeuzzz5rqCy33HIL8vPzDU9eaSgKnnJcU6kUpk2bhscff/ysASyeeeYZFBcX45prrgEALFu2DMlkEnl5eSgqKsKxY8f61RIU6PFrLrzwQuTn58Pl6mkHqod0JhIJ0+KagaLqeM7TBx98gJkzZ5oaPK4lDTTV51G6G32mgdqLQR8AqMFmVbvSRADYggIWPqoB1c3CQdP2W3TQgDQSF4vFjEPm8XiQm5sLt9uNI0eO4MiRI4jFYli7di2ysrLg8/kwZMgQ1NbW2oKOrKwsfOUrX8HUqVPNRuVksTp/x44dePHFF23PzCzDF0nKy8txzz33mN65XKwawbKto6LmDNoUDUkmkwiFQti0aRN27NgBr9eLa665xtRlkFbD9UInm9GzEwknYq+ceyCNoOiZE3wP1xpgpwZoMMquLj6fzxgQXXO6hpWzTyPDceJrzCpoIMBAget1586dePPNN21OwW9/+1u43W7ccccdmD9/PpLJZK99os/ncrkwdOhQnHfeeeY+zmQAMHXq1E+93uvr6/HHP/4R3//+97FkyRK8//77WLFiBcaPH49vfetbCIVC+NnPfoampqbjGqmMjAyMGTMG1dXVKCgoQE5ODpqbm00ff64N9nMGYEvp6vy6XC5UV1fbAs/jURbUeLNzE9fsORmYaH0M97oz+5tKpWy0OT08Sm2KBg1an6NGGYDNhjCrk5ubi2QyidraWnzyySeIRqMn5em73W587Wtfw9y5c22GnPt1+/btuP/++8/oXhwsUlFRgR/+8IcoKCjoBdwAaVSU+4R6kXZd0Xvai40bN2LLli2GXsXiVa3xcl5DQSpdG0rdU4YCdYC+TnYC3++kiGpGVsErtRVAmh6rtDX6Gcoh74ve5qyhpOzYsQPLli2znUPxr//6r3C73fjWt76FefPm2TLzzELx+nyGwsJCVFdXY8OGDWdF84La2lr87ne/w913342SkhJkZPS0z/7BD36AcePGYdu2bbjvvvsMBaovYWA6f/58FBUVISOjpytUJBKBy+Wy0cOV8qPBJgPAeDyO+fPn2zJcuka4JlQPcf7pu54KWDSoAwAdCN2kiugzggXSB27Q8QPSEbZG3UTsqCScCAOv6fP5EI1G4ff74fP5cPToUdTU1JgTPS+++GKMGzcO69evx6pVq1BeXo5YLIajR48iLy8PX//61zFq1CizIVpbWxEOh1FeXo5oNIqHHnoIBw4c+BxG9vjCtHVbW9spXyM/Px/l5eX4+OOPkZ2djfHjx+PGG29EQUGBKUTl4o1EIiYtyywMkOZRkltL6e7uxhNPPIENGzbYOqWsWrUKV111Fa6++mpTK0BlyYIaIjEshOX60joApyPM+3H2UGahL5U+r+tca263G5FIxLbOGHQA6R7O/C4izIogZGZmmnFSdIn7ggYrkejpb9wXItjd3Y1HHnkEI0eOxLBhw0y/YifFTlO9d955Jzo6OvDiiy+ipKQENTU1KC8vRyQSOe6R6cOHD8eRI0cGtF7Iu/+0Ultbi9deew0bN25EJBLBrbfeihEjRqC1tRVbtmzBvffei7Vr1+K1117r9X2FhYW47bbbsGvXLrN/A4EAGhoaDO+VhoAoDylYigg6U/OkjRG4UBRaA0cGujymnpmwswVRGyxCZ1D1CGDv6MP/O4s7NTPmHHfNLnMfaobOmaZPJpNobm5GbW0t2trakEqlMHv2bKxbtw41NTV93vs111yD6upqo5daW1sRCoUwcuRIdHR04NVXX/2rcP5HjBiBH/7whygrKzPoNnUs9Sjnj3OqAZzSK6LRKB599FG8//776OrqMvZi5cqVuP7663H11VcbxxtIU1G5brgHnZ29CEppZlgdMwJZSs/htZXyw+sRjGHGgHrEuW6d9QZ8nyLytH8aMCgNTsGFo0eP9nkIXXd3Nx544AGMGDECFRUVyMrKsgVB9L24D7xeL37wgx9g3759+N3vfofs7GzU1tZi2rRp2LZtmymGHkxy+PBh/OxnPzNMkoULF6KiogKdnZ146623sGjRImRlZeGll17qFQQUFhbi1ltvxYsvvohQKIS8vDxkZWWZs3cUqSedytl2XGstFChyZrgo+n4FI2hnTsVeDOoAgOI0vnxoADZHTjebbh7+n5EWHUodRE0Ns8AvLy/PfLa9vR1Hjx5FOBw2iKvX68XevXsNstPW1obzzz8fa9asQUtLCw4cOIDx48cbo9Le3o4DBw5g+PDhyMrKwuTJk09rt5XTIYqgnaq4XC6z8f1+P+bPn4/y8nIzvkr/YZRMh5eONlEvKmPL6unf+/zzz2P79u29FnokEkF7ezs6Ojrg8/lszpim8ZVSRlqOrht+N9s7qhLv7u5Ga2srXn31VcyZMwfRaBTBYBAlJSXo6urChx9+iMsvv9wWnQOwfb8iPQxE+V5SlSh8rypzTQfq2uW/EzkI8XgcjY2Npqc9YG+Hx2swg+H1epGZmYnLL78cXq8XLS0tKC8vx/79+3H48GEsWbIE69ats/VUHugBeJzzgcisWbOOW5uwZs0a8/+VK1eiq6vLHPhVUVGB2bNnY+3atYhGo+jo6EBJSQmuvPJKDB06FMOGDTOH/A0fPtyW4mdgpl2Z9DRH7R5FI076gPJ0qex1rBgEqjOjbUHPSf9FbYE6ZPxd36PZYaWQqDGlveDhPc69wjnjYZFKQWlsbDRNClKpFIYOHYqZM2eaAMDtduOSSy7BihUrTIDP76G92Lt3L0aOHAm3240JEyYMOntxuiUjIwMXX3yxKSpVJxaAqf/i3qAtUUed+2v//v3405/+hI8//riXvQiHw1i6dCkWLVqE/Px8234jSq7OsyKzTsdMM83KTujq6sKxY8fwxBNP4IILLkBLSwtGjRqFYcOGIR6P491338UVV1xh6oOUr8+MgYJJzBLTbhD46SsYpaPpBByU5pRI9BxSdTyJx+Nob2+3ZWCA3lQlXjM7Oxtjx47Fj370I0QiETQ2NmLKlClYs2YNnnrqKdOcYzAJa/gAYMWKFcjJyUFNTQ3Wr1+PxYsX2wBEdvHJycnBt7/9bTOXpaWlyMvLs4FqtBHqy3CcKFxj9EFoNzQjzM9wzjTQ04yY+rADkUEdAKjD43SMGI06oykWU3DjaptDonFc0EA6uOBgclK6urrQ3NyM/Px8hEIhNDU1YevWrSgvL0cgEDDvGzduHI4cOYLt27fjv/7X/wqfz4cxY8bgxRdfREVFheGBxmIxDBs2DMOGDUMikcDWrVsH1PHksxJy1T6NuN1uvPXWW0gkEqiurrZ1NOKcqTJRRaeICpUYC1orKiowY8YMc3qfU9544w1YloUbb7zRhu7TUCvvXdPHyoNnFoLObzweR2dnJ1auXInm5masWrUKEyZMQENDA1pbW7Fy5UosXLgQ27dvRywWQ1FRESZOnGh7zoaGBtM6FrDTdpxdStQQ6aZPJBJmPNiKVDNa5MGe7GCgbdu2YdKkSbYDahRV0/uzrJ6C68rKSuzdu9fsuby8PNx9991YtWpVrwNVPu2BXP2R/nKeGxsbEQgEUFdXh9raWhw8eBDz58/Hf/tv/w3RaBRvvvkmUqmUCYqYxcvLyzNnM6hzYVkWgsGg4XjqeKkDQvSPp3+6XC5bsS/Xup72TNQvKysLkUjEVth1Tvon1CVqK7iv9BwKJ5rHudVuMZqiV4evL4eLezkrKwterxcdHR3o7OzEli1bMHToUASDQWNvJk2ahPr6emzYsAG33norFi5ciIkTJ+LJJ59EZWWl0Vfd3d0YNmwYysrK0N3djbVr1+KVV145o+M3GKS0tBSXXXaZjdarIAUAm0OrGRtF391uN0aNGoVp06Zh69atfe6jpqYmvPrqq7j11lttAJAGdvxd14DeF1/XQtuOjg68+eabaGpqwltvvYVkMml0lmVZmDx5Mvbs2YNkMomhQ4di0qRJNgT4yJEjCAaDyMvLs9Vl0YlU4EF9HCfaz3sPh8MGWeY98Fl27NhxwvnYtGkTxo0b1yvbrdkIpehaloWysjJ88skn5vTrKVOmoKSkBCtXruwz2zBYJJFI4IUXXjC/L1++3FBnJ06ciKVLl+K9997D2LFj4XK5sGzZMlRVVWHChAnIzc21najMsWLA2tXVZeZFgzHVIwBMpkipVs5MPYNefo7zr4FDf2VQBwCAvV+2s7KeA6QbVKMi/o3GVKvc6VDxPToBQM+gt7a2GmQnHo9j+PDhCAaDtgKMiRMnYsSIEWhsbEQwGITH48Hs2bMxevRo5OfnGwTp448/xpAhQ1BSUoLOzk4sX778UwcAM2fOxMaNG4/LUfu8RAtYhw4dCiDtZJIKoX206TiRVuNEzOn4plIpHDlyxPCvnZJK9bSFnDBhAsaNG2fQc7aF5Hc6K/F1gxHtpQMYj8fh8/lQVlaGdevWobu7G1u2bMGhQ4cMTWrlypXGAX/ssccwYsQIXHHFFdiyZQvmzJmDw4cP46OPPsK3v/1tuN1uk0VisMNzBLiOacDUASWarN0auFZpGLxeL775zW/iySefxPbt2w1iQQkEApg7d67hKnq9XhvSBaSdo0Qigbq6Oixbtgzz5s1DQUEBCgsLDZLJLMLhw4dRU1ODzMxM4/z0V2bOnAm32z1go9Bfp5hFk/n5+Whvbzf/Dh8+bArS169fj8OHD6OpqQkffvghRo4cCa/Xa+PKEgECetY2i4L15EwqdCJ3GRkZJhXscvUUZtNR0DogDUBJAQLQq8j8nJxc1EFT5NTpQPI96kApGMC/K/VL0/SaxeH1E4mEsRdE9IYOHWqaOXAup0+fjqqqKtTW1qKsrAxutxuzZs1CZWWl2V+JRAKbN2/G0KFDMWTIEIRCIbz77rtnBbf608oFF1xgQBoAtmemg6MZfdoFpfRyriORCPbt23dC+7h8+XJMmTLF9P53rhutBVD9qz4D1wfXXSAQQGtrKzZs2GDzUfhzy5Yt5vt///vfo6KiAtdccw3WrFmD888/H4888gjy8vJwzz33ID8/37Ac9Lk0AxCPx220E2YrVX9oxpgAmM/nw/e//308+OCD2Lp1a6+i12AwiAsuuABut9tkNLW+QkE81ru8+OKLWLRoEfLy8lBcXIxEIgG/34+hQ4fCsixTE3O2SDwex759+zBr1ix8+ctfhsfjwSuvvII9e/YgHo/jv/yX/2IOp1PfkW1VLctCZ2dnr1ovita0aJMBzp2eEKwgt579kEqlTO3YQDMA1mA2MiNHjkz9+Mc/NsaUwQAfWheic/NysTNdqBQKFhzSyaMh52c5kEzLavGlGgItZqXi570C6YPIksmkrWvI+vXrcf/9938OI3p8yc/Px8KFC03663TJ9OnTUVhYiOuuuw5+v9+GVuuJukx/aoSrRVDxeBx//vOfsXbtWjQ3N5/wO/Py8nDnnXdizJgxJh2qa8DtdqOzs9McIqYcU56I6ERo9+/fD8uy8Oijj5puTyfbO0SSKyoqcODAAYwZMwZDhw7FRRddZBBBRvyaMWCdBLs0MJDxer22NamOCMeJf9u/fz/27NmDzZs3o6qqCh6PB8OGDcPEiRPNOCsixEK3aDSKeDyO1tZW3H///UZZl5SU4K677kJlZaWpSeD73333Xbz33nuwLMvGb3YG405xuVyYOHHiGT9EZsGCBZgwYQIeffRRJJNJjB07FosWLUI4HMaf/vQn43T7fD5873vfw7Rp0zB58mQUFxdj3759OHr0qHHQ+Vo4HDbIl3YiY60JhU69Agzar1sNs/KIuU/+8R//EQcPHjzXCqgfMmrUqNQ//dM/GTRMx1bXO5AGA4jw04nhT36eAToA2yFwThoQAJO+1yBCHVhSu6hnlF7gBK1ID3O5XFi/fj1+8YtfnPHxGwzi9/uxYMEC3HTTTSZjqm03NUPDvcKMv2b1u7q68G//9m/9Ahfy8vJM8SeQruXh9QhcsZiXaDjvjfOtWYC9e/cilUrhD3/4Aw4dOtQve+GUiooKzJ07F5dccokBIJRiovRAzRTwe3ifpJZS79OXAdI1krt378bu3buxYcMGjBs3Dj6fD8OHD8fkyZPN87NTHQDb83d3d6O5uRm//OUvzcFaQ4cOxT333IOKigpbl5pYLIbf//73Z93BdYsXL8bEiRPx4IMPGn3g9/vxox/9CLNmzcKkSZOQm5uLI0eOoL6+HkCPf+n1etHQ0GCCNiBdEExdwsyjBgCa4SFQqGcYqQ+q9ZI/+tGPsG/fvn7bi0GdAWhpabFFP2o4NfWmNQEcPC0E5oCpkVUkmIirtuJTSggdR24gOo00BB0dHdi2bRsmT55sWjhxg2gXGgYVAy2S/Cxk9uzZOHTo0GnnmG7atMmMscfjwYwZM8yJeUyLKZKh800evmVZeOGFF/DGG2/0S4m2trbigQcewD/90z8hEAjYgg2uFyIm3HTa1QHoUajs551IJDB27Fh0dXVhwYIFGDt2LN5//31s3LjRbPbj3QfQ06EmKysLu3btMmN81113we/3G8eRjoKz3zjHLjMz04yHKnGlPKjjMXr0aIwePRoXXnihLf2r52WoAaGzAwA7d+7EK6+8YkNqjh49ik2bNqGiosLUbnAfLVmyBMeOHUNjYyMKCwuRSPS0yl2wYAF27dqFjo4ORKNRFBQU4MCBA4ZmNmTIEBsH80zJhg0bcPjwYUOz2bNnD/bv39+rwHzs2LEYP368OZnY7XbD7/fD6/UaVI0HfgUCAXPv1CuKUFI/0dHjIV9er9e0Im5ra4PL5TIZINVRvNeTBbvnJC3Nzc020EDpo07dzr1FGh7/pg4+7Qp/78tAawDg7LRCA64tQlOpFFpbW7F9+3ZMmTLFnAIP2DPR1FPd3d2DrlHEmZRQKIRly5ZhzZo1WLx4MWbPno0RI0aYv2sQoHNGR5Tz++yzz2Lt2rX9+s7W1lbcd999+Nd//VfTslezAM61pJkjZiucAEBFRQUsy8JFF12ECRMmYMWKFdiwYUMvyuTxJDs7G5FIBO+//z527NiBv/3bvzW2gc9MwFGpIcqW4L3Tz9FshGYkLMvC+PHjMWbMGCxcuND4S5q9Un9HHc94PI5169bhtddes52qW19fj48++gijRo0yYBqv8Z3vfAcAzqogYOXKlVi9erXNXowZMwbl5eUIhUI4dOiQeVav12t8DQKKWrjOsdM6DbXd1DVutxsej8fojpaWFlsGB0gDiHzt2LFjA3quQR0AqBMN2I9DVueFv3MQ2HVFCz6dCJtGxsr/54ACsCEA/AwdeharUtavX49Ro0bZ+NO8B6b9jx49iqeffvpzOTb7ZLJ06dIzdu1UKoWVK1cCAD788EOUlZXB5XLhhhtuQGFhIfx+v02xqXJj5icSiQwIQTn//PPNwW1UWnTmnfUk/E4qNs1MKMe0u7sbi/6jM8CoUaOwYMEC1NbWmkLTjz76CFVVVWZ+mX2YPHkyRowYYQrCLctCbm6uuSa/gwXRXKMaxPJ6TnoDFRIVinaaIOrA59JOSLoPVOl0dnbi97//vUHFVSyrp/7A6/UiFAqZwCkajWL69Ol48803MWTIEMydOxcfffQRPvzwQ+Tm5uKyyy7D5s2b0d7ejgsuuADBYBCpVApDhgzBsmXLMGPGDGzcuPG488vnojHz+XxYsmQJli1b1mcRm74fAHJzc3HzzTfjgw8+wKpVq5BMJnHZZZehoaEB69atM8Zp0aJFZt7b2tpw9OhRFBQUIBgMIhQKwe12o6Ojw3bIG8feWeTNnzSSGRk9beZYE+Ryucx16fzT6dc1MJgztINNaFw5vkoL5b4DYJsX1ffcN5oJVkeQFEW1PYrIMgDUfUrdQb0C9OicDz/8EGPGjLFRNYhi8zuamprw+OOPf2EP+TqRdHR04OWXX8bq1asxcuRIWJaFm2++GcXFxTa9Tv1FPcqs/kDtxbx58+D3+w2oqHOizht9Eq6BcDhsqDEU6kWXy4ULL7wQXq8XX/va1zB//nw0NDQgkUjgwIEDWLt2LSZMmGDml/ZixowZqKiowMSJE83rbCura1KL1rlulAbizKzzeRRt1syE2qDjUa2VNss99MADD/QJ5ITDYdPIg3UI0Wh0UBYDn0jcbjeuvfZa1NXVYc2aNcYOLVmyxOiPxsZGeL1e0z0uFAoZH1B9UAUSnPRCZmmoK9jWnOsvGAwaJonOBd8DDPw04EEdAAA9D0q0kVw0OkZUtPq7cnOdxVt9bQil8VCR6MYgp47X4ARp60q2auvs7MTGjRuxfft2XHnllQiHwxg9ejS8Xi88Ho9pE/XXwOU8nrS0tKClpQVAT0Gq2+3G5ZdfboKp/Px8TJ8+3aAFzAQMZGHn5uaiurrarBcaZ84rMzhUSHSis7KysG7dOsydOxfJZBJer9egS+Fw2GbsY7EYhgwZgqFDhyKZTGLmzJm4/vrre/EygR7qAIXrL5lMGl54e3s72traUF5ejoyMDNTU1CA3N9esG436qThUsfA5lQpHio5yDBW90KyWrv3jdfEpKioC0IPajBo1Ci+88AL8fr/t8C6iGO+8847ZfwCwdetWs5+2b99u4ylqcdPxZNSoUfjkk08QiUQwdOhQRCIRvPjii7aMjUpVVRVaWloQi8XQ3NyMcDhsuKjz58/HqFGjMHfuXNPNaPLkyaioqLAV43V1daG2ttYYRdLBOjo6TDbLybmkE++kWGVnZ8Pn85mGAnowENCzJ7T1H9ePFq6ek/6Jdmei/ub/Ob7U6c5gWoM6nT/tWqZcX7Uxyj9XCobWm/H/3d3dGDVqFBobG7FmzRrs2rULY8eORXl5OcaMGWOaTLjdbtNu9q9Vmpqa0NTUBKAnm+x2u3H99dfb7MXMmTNt3ZO0PXR/JC8vD/PmzTN6mTqcjjXXFJ04pe99/PHH5twG7lf1TahLUqkUysrKMGLECLhcLsyePRtf/vKX0dXVhdtuu80WfHo8HhvoaFk9hb/sKEV7wYO6Dhw4gJKSEkOxZXaClB0CXPwH2JFmrlvNGtAeaO0B1ySQrns5ng4GgHfffRe5ubmYNGkSnnrqKQQCAVMMfTat6erqaixZsgT79+/Hpk2bEAqFMGvWLEyZMsUGCNTV1ZkMAA/mDIfDNhYJdYzOBdcV59ztdiMYDBrwk2PNjEFLS4tpLKOgwkD5/8BZEAAQeXEedsGFC/Tu8QzYK931NW0tCaQ5cEoHAWBzSjTDAKQdHZfLhebmZjz44IM4dOgQ2tvb8fbbbwPoWeB+vx9DhgyB3+9HLBbDo48+2mf3mrNFmNoaaNvG4wkViB6ERiVaXV0NIF2MNxC59dZbMWrUKOPg0iDQ+eb8kdfITfrxxx9j/vz5NkWfSCRMGo4IoB6jTuSd6V+Xq6fg0+/3G96oZhEUUaGQCsTPl5SUAOgZbxoP/lOn3lkTQ0RTM1BUOqpsaJQ4rlTG0Wj0uOc/hEIhvPXWW4hGo8jPzzdBXF/iNAr6e1+B3MmCOz1zoD/0ue3bt8Pj8cDj8WDq1KnYsmULHnroIQSDQQDAoUOHTHH6VVddhSNHjpjWvHQMqW8aGhoMZS0cDhu6jvIxATvtR5+L6e/8/HwTbNLwsoZATxpWHXQi43pO+hata+lLaHhpH9SZU2SfrzGFrw0oNBDQYMBpL4jSqTQ3N+PXv/419uzZg/z8fEPx2rp1K/x+P376058iJycH8XgcDz744HHP2/hrFOrjJ5980ryWnZ2N73znO8YJ16Cvv/KNb3wDo0eP7kUv0oYLTpsQjUaxadMmLFy4EEDax3DqAOpr6jiyAZT/TTuRSqUMNVV1vn5vRkYG/H6/rcaluLjYRiFU/U+9xMAISJ8VwPt21rNQb2lmQPvT09aEQiE89dRTfWaLAZi/FxYWmiDubJTNmzdjy5Yt5oykkpISXH/99capB9KUvYaGBlP3wEPB9AwJbRzh9Ac4tj6fD36/37xOfUMKGOeL30k5FXsx6AMATXHpQuUC1mIgOjva4lE3g6ZLlF9OQ0zKjnYS0DQj/9GhSyQSWLFiBfbt2wcAxvkHenjUmZmZuOGGG0zR6UD5WZ+n9EU/yM/PRyQSOW0BQF/S1dWFNWvWYPLkyUbRneyUWM7TvHnzMGzYMEyYMAGAHWXQVBrRI3I4MzMz4Xa7ccEFF5gsEt+r5xQwAwT0dN6h402lTiWrBwUReddghLxgTcUWFhYa+gKNAE8hdNYr6H1zjTsNjbYS1bMOKETMuJfi8Z4zAo7XbUQPcjmR8z8YxOVy4YILLsCWLVuwZcsWWFbPwXYa3Lz11ltobW3Feeedh2uuucYUhDOly7VPA21ZlqnpYCCpdQAMtjSjkZGRYc4V4MnfXCPkfns8HoO+6UFhDDLOplT55y1qK7j2qcfUMVO7oO/hNQA7aMQ1wb9RB2j2QOee73PWqaVSKbzxxhum+5vWdzArxO/r6uo6brezc5KWWCyGFStWYPr06bb23CcSzvmMGTMQjUYxduxYWwBHXatZAM2gplIpeDwew5cH0oXC7N5FvaBZBOWDK8WGIFE0GjUOu2YACNgAMJlr1iokk0nk5eUZHU7dxHtSn8ntdpsaMNorJw2Oup8/+eyaDWMGvLGxEbt37z7peJ/Nzj8AdHZ24uGHH0ZJSQm8Xi/uvfdeU5ei+oPzRL9A6amqJwDYnH7NGPt8PrOOOT+6rgB7kbpe51TO4DkrAgA63DqI6vjzfYrQMOrlJqJy5abRnq3qFDqLiZ3IqUbJyhftS+LxOF555RXceeed2Lt3b682W4NVqqqqMG7cOLz22mu2109UwKT0hv5KcXEx/H6/rXgIAHbv3m3rvKS1Fn3d60UXXYSxY8fCsiyEw2F4PB7jlAMwqCvnn6mzSCSCcDiM3Nxc811+vx/Z2dmGZxoKhYxyZkpPnWkixc4aExYXct1q9ioSiZgNrY47U6w0EjRATP8BMFkITfVqUMr1yc4BiUTCFK8+88wzOHDgAC6//HKMGzfOUFC4NzweD44cOfKFQJ7j8bgxPEuWLMGhQ4dsaOqmTZsA9Bin4uJizJo1y4ynIjYMjLq7u20GWjM6DC6JGAI9hjovLw+5ublmX9ChJ3rnTPUzu8Z1eo4CNDBRR0dT4moblJaj2THNBjhRUX6Oe1v3pdYO0SBrhmEg3Nx4PI5nnnkGd999N7Zv336uALyfsmPHDtu+YTDVl4wfPx6XXXYZqqqqkEr1FNmTYqwACf9PBywjIwOhUAitra0oKSkx+pdF/QBs/kYgEEAkEjFnejiBSr6Xjjapzbp+uM54Dg4zS1yzymSg/SLCrAAGbSh9GOX900apU5mRkYH29nY8//zz2L17N6655hpMnjzZ1C/poWdKb/0iSzgcxsGDB5GZmYn6+npT8AukG2hwXI8ePYp4PG5r2qGZfAaFCuJlZmYa2g/BP20pzYYUXCdqfziXX8hzAOjcMOpU50cdcmeaVjmZNLK66VSx83ucRoIoLf/O6/LaLpcLU6dOxcqVK497ot7evXtx8OBBTJo0CQUFBafloC1tDXm6paysDDfffDOeffbZAX2OvNuBSGNjIxobG4/7d+UezpgxA+vWrTMc/iFDhuD666/H9OnTTcHr4cOH8dhjj2Hy5Mn40pe+hOzsbFN7wTQllStRcTp8jO5Z1Hr06FGD5EejUeTl5cHtdiMQCKC9vd0Ub9LRV54fswBcP+rgUXFHIpFeKCUdUM1GUSkzK0FeIJ+FWQUaQCI8VBS8PtH9RCKB3/3ud5g6dSquvPJKjBkzBl1dXVi7di327NmDWbNmoaamZlAe3d5fSSaTWL58ufn9jTfeOO57Q6GQCZIYdHIsqXQ7OzttyD6Vt/KBqcSZNSosLITH40Fzc7Op+/F6vQYRpuPQ3t5uHAxmf5xo9Dnpv2jWlq1anUBNMpk0FDjNBCj9AUjbBM0Icg04Mwrcd0zza9DB97hcLpx//vl46623jntexs6dO7Fnzx5MmDABhYWFJzyp9ZykRZkB0WgUs2bNwvvvv2+Q+CFDhuCGG27A7NmzkZ2djVAohGeffRZbt27F9OnTce2118Lr9dq6ASrdkt9B3c6sntZ1cP9HIhEEg0FTHBwOh83ZL3Tw6dSr/+EsOudPy0r3/tfOPOr8adZAef1cvwqE8jkIFAHpOhfa246ODrzxxhtIJBL4xS9+gZkzZ+Kaa65BZWUlAGDdunVYuXKlYT/8tQhrRDhOXHOcL4/HY+rE6EdqhkRrTnmNQCCAnJwcpFIpQzOlTaJu8fl8pg04AzD6xgp0DFQGdQAQj8fR1taGrKwskyJX553CSNgZXespjkr1oaJmykR5oPp5Z7W2on98rbS0FNnZ2cdV1EOGDMHw4cNtE/VpZdy4cfD7/fjwww9Py/UolmWhoqICTz75ZC9U/mRyOtPVehjT9u3b8dxzzxlO3Ze//GU0NDTgkksuQWdnJ1avXo3Ozk4sXbrUzGl9fT0ikQjmz5+PyspK40yzloTK0uv1Ij8/H8OGDUMqlUJHRwdisZjZYNFoFM3NzcbBZ1V+Xl6eWUdcO8w6aFDKNUJFwDVEpP/QoUOorKzsFaxyzToVNmDvJQ7A5sgA6RStogzJZBKbN2+2GbOuri5TkJaVlWXGbPjw4bjqqqsGHAAOFvH7/ZgwYQI2bdrUr0KziooKTJ8+HZFIxJbO17S70wHUeaHuYW1RcXEx8vPzEYvFUFtba5wE0tmAnqLwnJwcc9o4DQFT8VwPLPY6J/2TeDyOjo4Oc2ge0Ux1xrlPaAsAe02XAkF6uJLSQPl/3Yf8jBMI0WDB5XJh2LBhxknoS1go2tDQcFrAor8G0e57+/btw+OPP270/aRJkxCLxTB58mTk5eVh1apVCIVCeOmll0ynoNraWrS2tppTmekDEH2lPvX7/eaAK9oazf52dXWhvr4eyWTSVpSbn58Pt9uN7u5u06HQ5/MZf0bbiQJ2UBJIU8527tyJKVOm9Bkk0FfRAmRtS0yh08j/K7WNz51K9XSpUnsRiUQwbNgwcz81NTUIBAL47ne/izfffPO0tw8frFJZWYnq6upe2UEgPR8Ez6h7+mKSkAZaUFBg7IdmizifdP7ZdKK9vd32vUpRbGpqGjANaFAHAOSZsQOJojNAejE7EX1GWM6uDFTcdAj1JGClYbBHPTc5UTst7NICP6djP378eBw9ehRutxuXXnopQqEQfvnLX6KhoeG0jMu2bdtOy3Wc4vP5sHv37hOi8mda3G43FixYAMuysH//frS1teHiiy9GdnY2rrjiClRUVCCVSuGpp57Cjh07+ixaTaVSWLVqFXbs2IG7774bw4YNQ2trK7Kyskx1PtBz0mFlZSVCoRBaWlrQ0dFhUBaiMUSFSB0i/7K8vBxNTU2ora01zoQ6/dFoFN3d3YjFYsjJyTGtJukoplIpU+xHRU0KiaZ3NdukvECme5k14DW7uroMSsT3WZaFWbNm2TrnNDQ0oK6uDkOHDkV2djaWLFliHJrBeE5Ff6W7uxtHjx7tF+UCAAoKCmxt/BQA0KxNMpm09eEGYEN9/X4/ysvL4ff70djYaHrS04kAeubD5/MhGAzC5XKhsbHRtIvT7jX8jqNHjx63wO6c9JZYLIb6+noUFxcDSPOX+7IbmtHlT9Xj+h4GEM6T4xU15T86UAr4aNZAi7ydkpeXh6uuugrhcBj/7//9v7OqZuzzErbvBXoc5H//939HTk4OrrvuOlx33XUYMWIEWltb8atf/QorVqzok4abSvWcIL9792788Ic/RHl5OY4ePWoCdYrH40FRUZFBaqnLNcOklE6eQk86YDQaNUWhSjnTjJVlWcjJybEhx3Tmi4uLbTRTpTUT8CQirWtR25pr1pl2SjvJ8O8LFizAM888Y+6xrq4Ohw8fxujRo2FZFi6++GIDenV0dPzVBAAM7NS/pG4gOs8x1FohBe5o+wsKCuDz+Ux9GoEmbR1P2xQKhdDR0WHqIZ36yuVyoaamZsD2YlAHAED6QZWzqQpYF61y6rghaMB5LW4gtk3k5GiBpR4oorxO5Yrqhp8yZYqNctDV1YXLLrsMc+fORXZ2NlpbW7Fv375Bj+aVlpZ+7sd0l5eXY+bMmXjkkUewbt06pFIpXH755bj55psNYrJ06dJ+nfBI6kx3dzcefPBBXH/99WZD5efno7y8HNFoFMeOHTPBHNdGMpk07bw0w2RZPV1bOjs7kZOTg+LiYhOVq7LNyspCXV0dLMuyHS6j9J7i4mLbOqZSBtJOQywWs3V4sCzLOPjaj56OJlO6GkRYloW8vDyMHz/eBI9UMBkZGYhEIgY1zc7OxpgxY87azg1dXV39XsNVVVX42te+ZhCYZDJpxpoKm44b1w25nHQGyYPNz89HRkZPC9fGxkbTGYqtXHNzc81BYLFYDAcPHjRHxCu3l0LjfE5OTZy0Hu4rbSYBpMEfIvq0EXSkmK3TQnpn0OB09J3IrdYBAT2noy9btsx2v/n5+bj33nsxduxYtLa2nnP++ynBYBCFhYV48MEHjU2YPXs2JkyYYBo4rF692nZC+fGEAXgikcDDDz+M66+/3iD1gUAABQUFSCaT6OjoMBx41dmpVMp0dOPfFGVn1o9OnGaVXC6XAbNoL5QWmp2djdLSUvM57VCkr5GKBKTpJtqCUtcrHX+tT6Pey8nJwZQpU0ytlNvtNlmVVCplClU9Hg9Gjx6N4uLizxU4/Cxk/Pjx+Pa3v23mhDRb2lHSczkuSidVepbX6zUgUGtrK5qamoz/yb8XFBQYYJHtrNvb220MFO36RGrSQGVgpO3PQdQwqrKmEebAahZA0TsdLC2Y5KQpT4sKWo1yX04ZlQSdgTlz5iAnJweBQAALFy5EfX093n33XezZs8dEh1OnTv18BlDkqquuOiENae/evWe0w8+JJDMzE1VVVbj11luxbt065OXl4ZZbboFlWXjzzTfxzDPPmCjYaTz7EsuyEAwGsXr1agA9rd5GjhyJVKqnzdbQoUMRCoUMTYPOFtFaALZommuDvfvD4TDa2trg8/mQm5uLzMxMLF++3KyxSCSCIUOGoKyszFyDgQWVtRaGKofcSWPTtU3HRAvddN0q35Pc1O7ubrM2ySu87bbb0Nraip/+9Kf42c9+hv/v//v/sH37dmRkZGDkyJG48847UVVVhWAwaEPBTiZer9echj1QycrKQkVFhW0OTpcUFhZi9uzZcLlcqKysxPTp0/Gd73wHfr/fOGgEDADYujloIAnYu79kZWVh9OjRyM7OxpEjR0zhJjsA+Xw+U4vidrvR2tqKgwcPoqOjw6ZjSA9gRiEzMxN+v/+0j8MXXZQPq844ALMfyMFm0O0sjnTy9+n0q6NPY+2k+GgHOkX72QHG7XbjwgsvRG5uru2+Ozo6sHnzZsMxnzlz5pkeqrNeioqK8IMf/ACHDx+2ZS1ff/11/PnPf0ZXVxfa29vx0ksv9et6tbW15r3f+c53MHr0aLhcLvh8PtOa+dixY7aDrDTLRJ9EEXX6CJFIBJ2dncb5y8jIwNtvv230eCKRwLBhwzBs2DCb76KOO22H9vhXYIo6TLNbXIdOqpoyGfi7BhN+vx+LFy82gNLRo0fxL//yL/jxj3+M//E//gf++3//79ixYwcyMjJQWVmJu+++G2PHjh1wISozooNdJk+ejHvvvdewA5iVoZ7hPHI+urq6bPae6yM7OxslJSXIyspCS0uLsRdZWVkIBoMIBAKmMxxBIFLUnCC4UsB4jYHKoM8AaKqLka0zsqZT71z4QHpha7qGn1V+NgME3SxEVdnCS1PAGtFVVlbirrvuMr3Sw+EwXC4XNm7ciGPHjmHChAm2A5M+DxkxYgSmTJmCAwcOnDEK0bx587BmzZoBfYaBWEFBAf7zf/7PcLlcGD58ODIzM/GLX/zCKKq33noLV1xxBbxeL2666SazuV544YU+24RaloUpU6ZgyZIl8Pv9CAQCJmLPy8tDVlYWmpqajIIjb48oDgtxuNnoBNIpZ7ovEomgoKAA8Xgcc+fOBQBDFSJi7DyRmoqbr/VVZKhGheuZ/H7ldqoS0MCVxaQaCMyZMwcZGRl49913EQqFsG/fPhtd5tFHH0VWVhbGjx+PkpISfOc738HBgwcRjUbx6KOP2viFbrcb5513HtavX2/m0eVy4fbbb4fP58MDDzxgUNP+dhXiOqipqTGfCQaDuPLKK7F06dLjnlHgcvUUiW/atAmFhYW46KKLUFtbi/fff98YOSJ5mZmZmD17NubMmWPOtVBerOoTOuN8H69Fhz0jIwOlpaVwu904duyY7dC5YDBo5pkHypEaRN0DpHWM1+s148W18UXoxvRZizpDKmowNZBzBgnce2pkybHVwnyt26Ho/mO3Lic9g0DH3XffjV/96ldGd8Xjcbz44ovw+XxIJpOnvb7riyQulwv5+fn4+7//e1RWVmL8+PE477zz8Mtf/hKHDx9GPB7Ha6+9hssvvxzBYBC33HILGhsbT3h4INBTe3bLLbeYxhHMCPI08NraWtv6IJBD5JVrguuju7vboLiWZRnwiJ1zFixYAACmu5hmpqgHlP4JpOsC1NHm3/rStawR08PxnF3rtJMQ7yGRSGD+/PlwuVxYvnw5fD4f1qxZY6tdeeCBB5CRkYGJEyeiqKgI9957L5YuXYpXXnml19hmZWWhuroaa9asMfvQ7XbjG9/4BtxuN373u98N2oznxIkTceeddyI3N9cGKCsQBKSDKsCeDczIyDDnx5Dz39raaiv2DQQChoFA2xMKhdDY2GhrH0ufQAu9gVNvGDHoA4AdO3ZgzJgxtkCAC10Pw+DG5CRwYLlZtROQ8rCBdNtQZ0EMnRp2GOL3c6LYCz4zMxPjx4/HmjVrsH//fgA9C76srAwTJ04cFNSfI0eO4Be/+MUZvZeBOCxlZWUm4r3hhhuQn59v0BSPx4OamppefE3ysOfPnw8A+PDDDzFs2LA+D1cbPnw4tmzZgmQyiSuuuMJkfbxeL3JyctDS0mKcLG3hB6SVJjdYZ2enQfPI7WQNSTKZRCgUgt/vR0dHh805UC55Mpk0QYGziJDOvfJClbKg6AKVitILeB2fz2falRJJJLWJfPVp06Zh9OjRiMfjqK+vt41ZR0cHHnjgAdx+++149tlnUVZWhnnz5uHxxx83Kefi4mLU1tbikksuwUUXXYT29nZEo1HMnz/f9OKOx+P453/+ZzQ1NeHdd9/F2rVrT3qWA9AThH300Ue213w+HyoqKrBw4UKsXr26z9aIw4YNw7Fjx3DDDTdg9OjR+OSTT1BeXo6JEydiy5Yt2L9/P44cOYLp06fjggsuwPnnn4/8/HwAPcEawQWdJ83MEPGjPqDxHTJkCNxuN/bv32+KiIlo6bkQ8XjPSdI88ItIcSKRMAXcDEAZpHR3dxtdck76Lzt27MDkyZNtr9GRd54l49ynzn8ADJJHg6uIKfcenQAtBmQ2j/YCSJ8pAQATJkzAV77yFTz88MPmPjMyMjBp0iTbvZ0Tu7hcLtx8881YvHixQY6V5qLC/bh48WJ0dXUhLy8Pjz322HGz3IcPH8aqVatw/fXXG6ebnXpI82QrRiCdGaKt0AJPPXlebS5/14wjgwXaGGUp8Jn5bASBNAhxshRoS7j+9HRygk18r/o+zA7z2i6XC3PmzMGkSZPQ1dWFzs5OQwkCgLa2Ntx3332YMWMG1q9fj0mTJuHQoUN9ju2UKVNw8cUX4+DBgzhy5Ai8Xi++/vWvY/bs2ejq6sL06dP7Rev9rGXSpEm49957TcZOQTnaWH2dP4F0N0nSbdk5KhaLoaOjw6D+zA7rOuno6EB7eztisZihqwNp0I+6gcBkKpU6pTqMQR8ArF69Gtddd50tOqZoygVIK2V2DQLSA6QOvm4gblwqcuemYkSvG8zj8cDv9yMUCtmQ4nHjxuH222/H2rVrUVtbi5qaGsydOxcdHR3Iz89He3u74XR91vJZcIrXrl170vdUVFRg3LhxWL9+PSzLwq5du5CXl4cLLrgAxcXFhlrFE2eJsF9//fW20/FSqZQ5jKMvicVi8Pl82LRpEy655BLT0SMnJwfRaNQgdERsFd0mJ5yKXGkBusHZpYPvCQaD6Ojo6EXbUYqZpg4p/D8Ng2YBAHvxlqKRSl9jVoLOrHYjId2I9xIMBnHw4ME+D3EJhULYvXs3/H4/Nm/ejLq6OiQSCSxatAirV68211y3bh327duHuro6jBs3DqWlpYjH43jggQfQ3t5urtfc3Nwv5/940tLSgt///veIRqPHPQ/iyJEjZizWrFlj6ABDhgzBmDFjkJOTg5KSEuTm5qK6uhrBYNAYYhpE6hcGSnT4OW+aIYhGoygpKUFhYSHq6+vR0dGBQCBgeKCRSAQNDQ1G9zCAU8ef3FBem8hvIpEwOkXris5J/2T58uW46aabbNlgjqtmzyhOFFT1ixpkdfT4uwbkap/UscrMzDQIXygUMjSvrKwszJgxAxs2bMCWLVsAABdccAGKiooQDofh9/tt++icpIVtmNlmN5lM4r777kN7ezsKCwuRn5+Pm266yfStp0M9bdo0PPfcc8cNAJLJJNauXYurr77a1FkFAgFjO+lcA/aMEm0Dg33V1Yq46zkhQPr0WMuyjH1SpJ/AlCLz6pzzXpQGpIEB7QDpjAwwlHbI/zPQUftC8fv9aGho6LM5RDgcxqpVqwAAGzZsOO6cbdiwATU1NQZ0Ypezf/u3f0N7ezv27NnTv8n/DKWiogJ33XWXocCq8w/02H0CA86soNKpurq6UFhYaPyDjo4OU0gM9PgqTU1N5iR61qM5wWudW86v3tc777wz4Gcc9AEAANtG48AAaUXLTZeRkWE4WnT2aWB1sTN7oAgwB1aVukbeQDo9TLSaE8PDogoLCzF+/Hg89thjCAQCOP/8800XmR//+MdYtWoVNmzYMOAWm18kOXjwIA4dOoSRI0ciLy8PgUAAK1aswMaNG/HTn/4U//t//2/U19dj5syZuOeeewyHMhAIGIeK7WH/8Ic/HBclLSoqQmVlJSZPnmwO3fJ4PAgEAiaNSUSOh2ZRtJ+3/iS3nXxwDRC6urrg9/vNQWHMMjFLoAWlQDrdqmiNHiijKUQqmL6CV+d+4LrWdes83ZpFZa2trb0CgFQqZTvRmt2shgwZYviwQA8X9tixY8jKykJBQQE++OADrF69utf1Pq0QgT2ZJBKJXj2pGxoa4PF4UF5ejlWrViEWi2H27Nm27j3k0lIHcG4ZxCUSCdTV1SEvL88ABfn5+Rg+fLgpBs/Pz0dxcbEZk46ODqNzuK74WdJBmNkBYHqX0xFQI31OTk1Uf/P/dMLo7DNwVqocgF6GnJQtXk8pRNy76hzwd+7TQCBgO3mb7SdLSkpw55134j/9p/+EYDCI+fPnIxAIwOv14u6778ZvfvObc0GAyOTJk5FMJvHmm29i3bp1uPPOO/Hb3/4WHR0dGDZsGH7yk5+gsLAQiYS9zWZ3dzdaWlrw61//+rg0QsqNN95onG6fz2d0AnUt9QQAo0u5brTFNLNDXGsEAtSR9/v9tvWgmSRek+9VAEJpINS3XG+K7tP55Hrl+tM+9vqaE3hS+qnf7//UBxNqxrmrqwtPPfXUp7remRa/328oOwRt9BwGADagkHZ67969KC4uRjAYNB2gCgsLEY1GTXDv8/nQ2dmJjo4O0wkuFArZ9BXHWw+tJZikHYWUGj9Q6VcAYFnWzwH8DYBCAFEA7wL4u1Qq9cl//P1rAH4CoBTAxwDuTqVSG+TzswD8BsBkAHUAfpJKpR7v700q0k8HSjlYGnEBsHVt4OLmQKnCV0SITpdyq4gIku6j/DsqhJycHFiWhY6ODnMfPDRqyJAh6OrqQkNDAzZv3ozdu3ejqKgIBw8eRFZWFiZOnGhLqX2RhS3D3G43Ojo6MG7cOFx88cVwuVzmhL3W1lZzQNbo0aPR3d2NnJwccwBcKtVzvPa//Mu/IBqNHrdLzfDhw3HJJZeYQ8G4NngiLvuFAz2bKxwOm64tjOq5ZsgDpVPAdCppQnTagR6lkJubi/r6euOMK7qvLeJ0LfN3OqVcv4oiOakLRH/0IBcAxllhDQDPPuDBZFzzJSUlGDt2LBoaGvp02v1+P26//XasWbMGhw8fxpAhQ1BaWordu3fb3tfV1XXCg7Y+bzl06JCtLSRRFmYFGVQC6W4YPp/PBJ7xeBxFRUXGGfB6vRg2bBg6Oztx5MgR0xu8rq7O9GFWB55GmeuA1CIAZn3ofWltwDk5NelLr6ujDsA2R85gmutAD5bkvtVaEKV5cG8CMJlFbSHN6zgRZbfbjfz8fGRlZSE/Px+JRAI1NTXYsWPHp8qcfdFk+vTp+PrXv46srCy8/fbbps4KgMm+5uTkmHodzk0oFMJPf/pTRCKRk3ZWCgaDKCgoMOtC67h4kBfPo6EuZ4ZHO7lxPyu4yBpCbRuuYIBmdDVAVVqzM+vA11UYpNDPcWYvdZ06g9e+uh8SLCouLsbEiRNRV1fXL5CH2fqz+UBJgjYcGyffv6+xS6VSKC8vh9vtRnZ2tqk/bGtrQ2dnp6kv4e9OnwOwF2qr/gHSB05S7/D9pwq89bcL0GMApqdSqRwAFQA+AfDUf3z5AgC/BfA9APkAngfwF8uycv7j77kAXv+P1/MBfBfA7yzLmtufL9b0rW4yKnhFY7nhaJRJBWJqnhPF13TiNFqmUaCjx2gbgC0yo5LPzc01vXuLi4uxYMECTJw4EStWrEBLSwteffVVZGVlYc7/n733Do+zvNLG76maXtS7ZFnucu+9YUwH00wJhM5CWJJstmTLtdlkv93v281vNxsIKZCw1BDAxICpNtgY9967LUu2ehmNRlMkjWbm98fkfnTe1wZkYwgkfq7LlyXNzDvv+5RT7nOfc6ZNUyhyb2/vH934p7D6MobdbofP54PH44HZbMaRI0cUSv7RRx8hGo1i48aNKtt9w4YNijMtqRjr1q1DQ0PDp5aotFqt2LFjB2677TbV8h2ARlCzSYtE54F+qhR5e7IFO1FAdnHk/qGQi0ajqgMkDykTeGgM0qGUSoBGqKSISPqPw+FQDgLvg2XZ4vG4Qg6ko0y0ifdJlIn72GKx4JprrvlEVCcSieDdd9/FwoULVV+GmTNnfm1QaVlJaPv27TCZTKoKEI04GmBSQZrNZlXjG0gbbIx6SMS4oaEBXq8XhYWFaGxsRCAQgNFoVKU+uQ5EBYkAAv0JfJQ5/CfpKrFYTAn4i2PgQ28sSSUqgSLqFBqPXq9Xc24lJdRkMql9QrlAXSMVrzT0JXWD7+f3eTweeL1eGI1GZGdnY+HChWhqasL//u//Yu/evfjxj3+MN9544yuRO/bHGnpQb9++fer8HTlyBKtWrcILL7ygIiSxWExRICXl8qOPPkJdXd1nGv8ZGRl48MEHMXToUA0SD/Q3AiRFRp9vwHWi4U/7gk5CJBLRnG2ed+YfsVgAr8WognROmW/I+6AuImWH7wW08kWCENKx0P/P+2DepDQ4qW9uvPFGDeD1Ses2Y8YM/MVf/AWWLl36tdEX+mE2mzFz5kyl48+WjM09Jqk6FosFHo9HlZNmjld3dzc8Hg/8fj/C4TDC4bDSx3rZIsFuGRmSFCACWLyXaDR6XvpiQA5AKpU6nEqlGDszAEgCGPaH3+8H8PtUKrUylUr1APgxgB4AS/7w+vUAYgD+M5VK9aRSqVUAlgN4YCDfHQgE8OGHH2q8HpZtpKfLgwmkG/sQWXO73fD7/Qp9/sOzaBAeeuXSO+d30OuTCB7Qn+TFw8omQOTRLVq0CIWFhZg3bx46Oztx6tQpHD9+XBlynzU+jdt+oUZxcTGuuOIK3HjjjV/KIZ04cSLuvfdeVUlh7ty5MJlMWLNmDSZOnKihnhgMBjUH8jCsWLECy5cv/0xvt6amBoWFhRg1apQKd5pMJrhcLsWv1iPxEjXnoeV3c515wEgZoqAl/56foXJPJBJqTxBN5j8qM9LVJNpAocDfeW0pzKlMSBuR0S2ZAwOk96tEnugo+P1+fOMb31AGrn7U1taisbERCxYswOjRo5FIJJCfn//5NsIXPEpKSmAymXDHHXdoypdeeumlmDp1qlpzKjvZ+dlgMCjDm3MpBSsT+0nXYa8HKniuizTeJSWA30HZI3nncj3NZjNWr16Njo6OL38Cv+ajra0Nb7/9tiY/RgJE0ikgEMCfXS6XKkzAiA/QbyAR7WVZV5nQL9/HQQeAhh4NO5fLhZycHAVCXHXVVbjllltw//33a5DAP+exePFiXHPNNUq+3X333QCAxx9/HPv370dPT48m4VTPk04kEnjttdfw0ksvDQgdvf766zFy5EjNGWQEgbJfJvVLwAjoR/OBflCSdgLtD0nl4Ou0UbjXJPIuueWSay5Rej1HnE6ojEDq9zHBI6AfUZbv43PJpGSDwYDMzEzcf//9n1qeuKysDPfccw8mTpyIZDKpugd/3cZVV12FefPmaeQyo4P8x30gZb+U8xkZGcjKylKvJZNJdHZ2KsoP15L7S0Z4+Br/6SORMupoNBrxzjvvnLVAxmeNAcO/BoPhNqSRfg+APgB/9YeXxgJ4hu9LpVIpg8Gw6w9/5+s7U9pTuBPAHQP53lQqpdBMKk1uVHkQeeilwUT0lJ8hwi8NOv0kk9rBw8XvpvfHBfZ6vQgEAjCbzQiHwygqKkJxcTFOnz4Np9OJ2bNnIxaLITs7G3feeSc2b96Mp59+ekA10ufMmYO9e/eq5LCzjeLiYkyaNAlvvvnmOXt+N910E4YOHYp3330Xa9euHZCApLF0voPlFB966CGkUikUFRXhhRdeQCAQwNy5c1FbW6vhep84cQINDQ0oLS1FMplES0sLPvjgg0+kRpSXlyMcDqOtrQ15eXmYNGkS7HY7YrGY4nh3d3fD6XQqo4+IOlFaRiRk1QR2c4xEIiqfg8LVarUiEomoxHMi/qz1HA6HFReUPEwa42yqkpGRoRxNPpvkIrMCCQ1/OXj4ZSiY9CBej4gV51Yqrp6eHrhcLpW7cLaxe/duzJ49G1arFfPnz8eQIUOwYsUKZGRkYOTIkQCAZ5999iuDVns8HkyfPh07d+5U95SZmYlZs2apeWBYXHIpgf55pywg5QdIz2thYaGq5kO6RjAYVE6kHmmjIpeUAOkMUo4xAZDfKftDXBznNlKplJJTMuIG4AyZL6l+0imjzqAhR2UvqwDxfEmAgUY+7wNIRwX9fj8yMjIQjUY1FBK326101tVXX62qTd1zzz341a9+9WdNASIoMmXKFHR1daG3t1dFSM42qqurUVtbqwCK9vZ2vPXWWwNypoqKijBt2jRlFBsMBuU0Sqox2QM8p1x7AAo0oiynbKF85nWlTCZQyd4pLCohowUAFJosjU5ZtUw6u4wk8r54LcoomTfAfc/B75PGKV9ncioZEZ80WM7SYDBg8eLFGDlyJJYtWwabzYaxY8diw4YNf3Tmw2eN7OxszJ8/X9mNci0ZeZGGOgEjyn0yTjIzM5U9SkpUR0eH0i9SZ0j7lesnQSS+F+iPBFCPMGJ8PvpiwA5AKpX6LYDfGgyGfAD3Is31BwA3AH1mTRBpR2Egr2uGwWB4ALroAAUxlameIyWdAJvNplDeaDSqWl17PB44HA5lkDEUF41GFcrHQ07OOQCN90ZF0tHRgaysLEUpiUQiOH36NIYMGYJEIoGTJ08qhb9nzx4MHz5c0QoGYkT/9re//czFrKurQ0NDwzkbXiUlJejr68PLL7981vKZQBqFKC0tRXV1taraM3LkSKxatQr79+8/p+/j+Oijj7B582bcfffdyMzMxD/+4z8ikUiXap02bRp+8YtfqPfyUBUWFqKnpweRSAS/+tWvEA6HP/H6MrHa6XSqahqyuRO5/lTuEuWTHjY9er6HPEhehw4C9yONCpn85fV6EQ6HFfrHcDDQnxBmsVjUXuP3UgDI37lfZThQGiI8B+Sr0hAxmdLVjFjxyGw2IxAIYNu2bYjH4xg8eDCamppQVVWlqTiTl5eHsrIybN26FaNHj1b3abVaMWTIEDz66KNKmfT09GDTpk1fmVbwBw4cwKFDhzTnYtKkScjNzVXGgFT0svJSX1+fasIi591gMKCwsBBWqxWnTp2Cx+OB0Zju3Ennkc4FjTgJItAw4PUBbQUQ3pesSHRxDGycTV/IZDk9XUPqDr2DTLoeuzczCid5/olEAuFwWBl/0qGgsyBLgAJQjj5lCpV2QUEBnE4nTpw4oSJ4hw8fxogRIzBkyJA/eu+YP+b48MMPYbVa8dBDD6GlpQXPP/+8krHDhg3DwYMHNe/Pz89HVlYWent70dnZiccee+xT9YUcpAxT5sqcIHaClx12pW0AQEO5pJ6QdolEkKWxx+tarVZ4PB7EYjGlsyTNmPkOeqOe1X2kLAG0PQL4fqkjZNRCyhxJUaLOCgQC2LhxI+rr69HZ2Ym9e/d+qlNVVVWlKXhRXl6Ov/3bv1XzNW3aNPzHf/zHedsRX8aYOnWq6vosI7XSQaLzJiMlnFsm/vb19SEUCqloIXUD9wJBQRYaoc4B+unlEvSW+0g6Z58HKDpnAngqlWoyGAxPAag2GAylALoAeHVv8wFgSY4upPMG9K+ftbxBKpV6EsCTAGAwGFIA8PHHH2P+/PnIzMzU8KD+8H6NwmTiaGdnpybhl0k8nOSMjAzF4Y3FYmhtbUUwGFQKWn+gaIAlEunyVQz7837C4TCam5tRUFCA9vZ2dHZ2wu12o6qqCr/97W9RXV19RrnJTxoDNerPB3Xt6OjAihUrznqIDYY0zzsnJwe7du0CkKZguVwuLFu27AyBajKZMG7cuE8t/yVHd3c3NmzYoKmcsHjxYlUNQY6ioiJkZ2fDbDbjN7/5zSc6K2cbmZmZiqIjkT4AGsFLASjnkQcxlUopShD3DK/BhE2JDnCf0eG0Wq1KefD6kjLA0CujCPwOvTCngSmpJLwW9z5DkhIZ4D02NTXhN7/5DS6//HIMGzYML7zwAg4cOIAZM2Zg27ZtaGxsBJBu4ma322G1WlFZWYnq6mqUlJSo8p40kniPVEgGQ7rh2h/DAaiqqsKkSZPw4osvas6V3vi/+uqrFThAZUdFx/XmPpDVgRgd8vv9yMzMRENDA1wuFzweD06dOqU+Y7FYFHpHjiyvxXVlBJPrT8EukX9GG5qbm/HRRx99eRP5NR5n0xerV6/G4sWLkZOT84l6AoDK2SDvWUbiyCdnhQ+r1QqXy4VUKp3ozzrdPPc01KRRyLPf0dGhcsToCHZ3d8Pn88HtdsPn8yEYDMLlcmHChAn4zW9+82dt/HP09vbi17/+tSYatmTJEixcuBA//vGPNRXgMjMz4ff7kUwm8eSTT+LIkSMD/h7aFQAUyk5wj46e3uiifpFnmE4/o600qPVUMe4R2ciU519WmOLgHqOs4vfLCLA+yiCNfODMZmF0VCmb+B2NjY144oknsGTJEgwfPhxPPvnkZyL2TqcTWVlZAIBBgwadEaWnActox4QJE76yDsCMGTOwdOlSOBwOlRNEXQH024WSisN1po7JzMyEx+NBV1eXsg06Ojo05T0pBzIyMjTNBbmWXENJVwe0oDf/b2lpOW99cb4ZoGYATgCFAPYAmMAXDOkdNw7A7//wpz3ozwfgGP+Hvw9ohEIhTZMuGT7n4GQFg0H4fD5kZmais7NTGf4szWcwpOt4d3Z2oqurS3X5Ky4uRnZ2Nurr61W9fm5kmWdAlKe3txe5ubmor69XSqKtrQ25ubkoLy/Hvn37kEwmcfz4cezevRvTpk1DTU0NGhoazuDafVFDGp8cn4aKpFIpHDx4EGPHjlUbLhQK4bXXXjvr+xOJxICNfw4mcxkMBuTk5GD8+PHo6+vD/PnzUVVVhQ8++AChUAjJZBLr16/HxIkTPzXhVz+MRiOuuOIKjbCVqF5nZ6cy7GSyLVFg/uOhkx67RPBYNYj7gvXfJYLLaBQATakwq9Wq0ICCggLFB41EIgoppBCgYJboE/8G9Jchk3WkJbr53nvvqW6+NEaGDRuGVCqljH8gHVFKJBK4+eabkUqlcN111+Gyyy5T30kurMViUY4CDeXKykplxHyZw+FwYOXKlZ/oVDscDsybNw+5ublwOBxwOBzweDyIx+Ooq6tDLBbTOPaSRkUDzmq1Ijc3V9VwLygoUF1/JX2IVBMZQaIwl/xOuT9kQp+kJdK4vDjOb3R2diqqgjTsaOzIyEskEoHD4VDdvyORiErSpNMfj8fR1dWF7u5uuN1uZGRkoLCwEHl5eaitrVUNACknAG0SugQUaEgYjUa0t7fDYrEgOzsbXV1dSCQSOHTo0ID6qfy5DDrWQBrlnzhxIjweD6655hq0trbi7bffRjAYxMGDB/H8889jxowZ5wQWGY1G3HjjjRqAh8661WpVjqC+qlQqpS0hK7n0MglXUnQY9TWb0w0pueb8G6uPyfxDqQPorPI+e3p6FEhFecX8AmljyKixBIvonHDfJpNJvPnmmzh+/DjWrl2Lvr6+M0or64fZbMa9996LiRMnqjPDe5M0JlnZbsiQIfD7/V+5HCeHw4EFCxYgLy9PUWM9Hg96e3tx6tQplXfK6AvPNdee6+h0OpWTL/P8JBWY7+XekICsPrFY0n9pc0hHJBaLfWZ5208an+kAGAwGI4CHAbySSqVaDAZDMYDHAdQAOAzgKQDvGQyGZwGsA/AoABvSib74w///aTAY/gbATwHMRjoxeNG53KjMxNYrUypeeshtbW0oKCiA1+tVoRcaXTRmgLSiiMViyjgoLi7GoEGDUFNTo0F3WE+YB8VqtSIQCMDv9ytDk4e7sbER5eXlyMrKQmtrK8aNG4d/+Id/wDvvvIPMzEz09vZi8uTJ8Hq9SCaT+OCDDz41ecNgMGDYsGGoq6sbcEgTSKMa3/72t/E///M/53TQAoHA525A5Ha7kUqlzrhfq9WKqqoq7Ny5EwsXLsTChQuRm5sLs9mMqVOnoq+vD2PGjMHzzz+PgwcP4tChQ1i3bt053f+CBQuQlZWlDG4eViZjUenzUFEo8R8PGPcb+Yyk8uhpGwaDQUWNbDYbYrGYchxIL6AioAHNvdTb24tgMKicBzaoovfPfa0PQUrjMiMjQxM+lIbI2rVrsXXrVgDp/bls2TLEYjHk5OQotJnj1KlTMJlMePbZZ3HNNdego6MD1dXVKCoqgs/nw//+7/+iuroaBoMB119/PebMmaPKqlZXV/9RDFY+29nG8OHDcd9992HYsGEoLi5WRj55121tbZozzsTreDyu1rO3txdutxvd3d1oaGhQnRzZxZHrK68hIwjcgzIvwGg0KmeMdEOuH51P/dpcHOc+6HTxzMpQvqT0RKNRRCIR+Hw+FYns7OxUzp3RaFSlidva2lTXb5fLhfz8fAwePBg1NTXo7OzUIHOSMgqkI68+n0/zt3g8jmg0CpvNBp/Ph7a2NowbNw6XXXYZ3n///c8V2v9TG/n5+fjOd76D8vJyGAwGTJ8+XQEo/9//9/8BADZu3IgdO3acU8PLRYsWITs7W+OYAWkZS+OPToDM0yKKK+k+zBmQ4KHk3JPWI5kFenRXRgu4b2mocx/yPhlhlog7nRdeT+4hfb6A/t/HH3+MDRs2AAAaGxvxy1/+8jPLePb19WHDhg0YNGgQtmzZgmnTpsHpdOJXv/qVau512223Ye7cuSpKtn79+q8cwOH1evHoo49i0aJFKurNKD7/sWQ2jXnSxTj/kuLJHjkAFDDIvSH7MnBO9LkGkposHTapL7gnP88YaATgCgD/bDAYnEjz9z8CcEkqleoDsN5gMDyMtCPAPgBXpFKpEACkUqmgwWC4AsATAH6EdB+Av0ilUpvO5UbXrVuHO+64Q2PoSIQN6C/txhrveXl58Pv9CAaDiodJo04mSpKbb7VaUVJSgtzcXGUc6MMt5D339vaioKAA2dnZKrxjMKSbOfT09KCwsBDNzc0wmUw4cOCAZlHffffdAT+3w+HALbfcghdeeGHAyEZZWRnmzZuHmpoalUhGxPrLGBIJk6O3txc7d+6EwWBAVlaWaq9NDzqVSuHtt9/WPGckEhlwlMTpdGL06NGKhkEkhEYyAI2hxsNMw53rI0t/MgmYQpMIDA90d3e34huTZ0/KAHsM0AEgMmS329WBDoVC6u8MdRMVkpQeKeRluFeeA4nkbN68GcuWLUM8HkdpaSmqqqqQlZWFlpYWDBs2TBPVodKIx+MIBAJ45plnUFVVBa/Xi6ysLITDYWX4AsDLL7+Mffv2obi4GMlkEjt27PhCI1lAPyr/SUngcthsNlx66aWoqKhAUVEREomEQnbZ0EbSCjhv+moPfr8fXq9XocdGoxHNzc0aR45rQ6eQexmAMjolWkTkkGvHCk78va+v75zkw8Vx9vHBBx/grrvuAnD2BjlSpgcCAUUddTqdytii0y6b+RGhZcfv7Oxs5OXlqbNBuaA/r9FoFB6PR5Xl5d5hYQKv16tKVTLC9sfoGP9VHAaDAQsXLkRRUdEZHPaNGzeq93E+BzpcLhemTJmi1ovnWBrWdMxlIjj1AnUKo690CGTjRRlN5P3JrubSMGRBCFmggvKE3ylzESStSA/+EGSSukFGHKU8AoAtW7bgmWeeQW9vL8rLy/HAAw9g1apVWLt27WfK9h07dqC9vR09PT0YNWoUAKCrq0uh0s8++yx27NiBoqIi9PX1YeXKlV8p55aN9+bPn4/s7Gyl12OxGGw2m4aPL3PvONcsGkCQURr8tAdl0q4c1Ne8JgAVOZDUIsoL6URSrn2ePjyf6QCkUqkk0g7Ap73nOQDPfcrr2wBMOee7E6O6ulolp0gDiZMnQ+99felOsd3d3aioqEB+fj7a29vR0dGhSdbgwed129raVMIwHQfZ4IHeGhVCa2srSkpK0NHRoa4Vj8cRDoeRk5OjnAOv14ucnBwcPHgQmZmZaG1txYEDBwb03MOGDcMHH3zwmaE4OU6dOoXXX38d+fn5sNlsmDVrFjweD5YvX/7ZH74A47O8++nTp2PhwoUqIZdzrK8EBACtra0D/l4KNgpqcvgAKPoWgDP4nXydVYOkEUjhr0/uo4K22+3KIeQ16BCkUuma35JSRoOQw2azaehB0qOnEpCdaakUuN/p9MpIQW9vL06fPo1BgwZhz549mDhxojJsenp6sGPHDo0gcjgcKCgo0Dhe5CPv378fhw8f1qDSsVgMO3bswM6dOwF8viSkgY7MzExkZGSgvr7+U9/ncrlw9913Y86cOcjJyUF7e7sy/tlwSdbgltWemBtEpcv1IJojQ/OMFEl0n3uPiX2cYylvZCQJgCY5nFFMWd7w4ji/cfToUQ0nXxpN/F+uW2dnJ/r6+pCXlwePxwOr1YqOjg4NysZ15zXa2tqUceb3+9Ha2qqhhEjF3tfXp5wAie7R2PN4PMjNzUVdXR1yc3Nx//3345lnnjmnqO+FGoxqDMTZ/jLGvHnzcPXVV6toLB3q6urqz8Ulpz4H+iuqEeyRxp5EZbl2dBKoQyRAQTtAltrke7kPWRHKZrNpcpFYQYaAjHQ+pOyXUWv9M/FZaLdQ7/CzMjpGmVVTU6N039SpU5GTk4OZM2di165dA6J2sgjHz372M3i9Xk3DyGg0iq1bt6p7/SoZ/y6XC3/xF3+B+fPnq4ZdpHhmZmYqEE9WopS6nCWBOZcsLON0OjW2pQTxuIdo1HNe6GTIXkGy2ICMLkk5cy62oX58OV2gLtDgRNEA56AS50GRyZT19fUoLCxEfn4+nE4ngsGgMsBYIhLoVwwU+h6PB21tbeqA0HEA+tEjdv9lmUguTkNDA7KyspCVlYXm5mZMnjwZfX19aGhoQE1NzYCNWovFgsLCQgQCgXM6NFKhXXPNNar8lsPhQEVFhUZoGo1G1ZZaDoa9zqe27CcNq9WK2267DRMnTjxj3g0Ggyr9ea7XzMzMBABcc801CoGgYyER/0QioQxuCk8i+w6HQ/EseVAl8ks0lxEoIjncGxQCUgBLp4FKhXtPosZ0HnmgJYVA8volKkBFQjRaCofq6mps2LABRmO6dOWYMWPQ3NyM3bt34/Tp02fMYSQSOSO6tHnzZhw6dAh2u13Twl2OL1OQf1YjH47y8nLMnDkTZWVlqK+vV3Qdi8WikJqmpiYlfGXeBn+XLdgZueFZBvrLS3JP0YGVyW7SmZOVmSinuF/4Pu4pNvy5OD7/oMEkizjwbEq5I9cpEAggNzcXLpdLIXjJZLqIBPcKB7uRe71eZZxK1BjAGRQOp9MJi8WCaDSq6EWBQAD5+fkqMjhr1iy0tbUpiqnkwX/RIy8vD7fffjvWrl2LtWvXfmnf+0lj2LBhuPnmm5U8lUZ4dXX1eZVK9fv9sNvtuOmmmzBu3LgzqDcy6VPSL/mP5xzAWfuryGZaPPdEkQkYUH7Q+OeZZy4C7YqzATwAzqpraBRKx4C2CvehLGVKmXfs2DFF+3W73WhqakJ1dTV+/etfn3NeV3Nzs5KT+vFVMvw5KisrMXfuXHi9XgUap1IpdU5ZIIZ5qFx/oF+HS2DRaDTC7XbDYrGoMuASUOS+ks4E/0nnQjoMct5os/C1zyrL+lnj8xGIvsTR0dGBpqYmVYedVAtGAjiB3OhMWgyFQqiursapU6eQSCQwaNAgFBQUYPDgwapJA7t3kpIRDAbhdDo1PQQkD0tGA5qbm1XXYfKImYycl5enOMfvvfceZsyYgblz5w44YcPpdCqe6PmMnJwcLF++HM888wzi8Tjmzp2LsrIyuN1uzZzpmztlZGRg7ty5GDJkyHl97yeN3t5erFy5EqtXr9bUy6YSnjNnzlnD9Z82Kisr8YMf/AA/+tGPMHnyZCUwJdeRAlga2AaDQRNil+FVmcTJZJ5YLKbQXVnqketOI0EfMmamP1Fni8WiuMbcK1QE0piUikOWlAT6oxn6xPhEIoFjx47h17/+NTo6OjBlyhR8//vfR11dHf7t3/7tnHM7Ojs7NcZ/VVXVOa/P+Y6RI0eeM7+xsrISjzzyCEaOHKkcNCpbi8UCv98Ps9mMUCiESCSikHoqU4IHXEOXy6XeQ2SHRiTXxmBI54AQtaMQl/uPe8RqtSqZkkwmVbninp4epSxqa2u/9GTqP8XR1taGmpoapR9k4px01GRiMI3thoYGtLW1wWAwwOv1Ijc3F2VlZcjMzITNZlO6wWw2IxKJoLOzEyaTSTXU416S+TzUHSxFzG7RBCdMJhPy8/NVOcrf/OY3GDt2LO69917FK/4yRnNzM1555RXFBR/I+CTK54UYR44cwRtvvKHkJI0tk8mEhQsXIicn55yul5+fj7/7u7/Df//3f2PGjBkA+u9frhtlMo0rrhN1Aw0wyg/p+EciEaUjKMuJ5lOW60FMaehLcAGAahgnqSDUV1KH0aCX1c5oI0lnQUYBDh06hMceewzt7e3w+/341re+hVQqhf/7f//vOUXfv45j+PDh+N73voeCggINPYdymnYdS7hLqrnU1XTY9Pl9Ul9Iqjr1BPcMHVAZDZZ7SlYw5Pey+MeRI0fOqUiKfnxtHID29nYcPnxYhUwpTFkLVyKodrsdTqdTbfZ4PK4UwvHjx9VBzs/PR1FRkfL2yN2mMeb3+zXKgXxQufiBQECVciLCazAYEAwGNQ2hVq5ciV/84heKOjCQEQwGYTQaMXHiRBQUFJzznLH6y+HDh7Fp0yZs2rQJGzduxOLFi/GDH/wA119/PYxGI8aPHw+fzwcgLWzuvPNOlJWVfWojsvMdDQ0NOHHihOZAUcgmEgl84xvfUPfyWaOqqgo33nijxpngoSGHlwaYNLRjsRji8ThcLpdGINpsNuWlc605mFcgq7jIkK80KKRTQw4hEXuHw4GsrCwUFBRoeKHcp9JR4b6iIyHDiRI96OvrQzgcxrZt2/CLX/xCRW0OHDignvtCjOrq6k9EG/Ly8i7Id3CcPHlyQHkFeXl5yM/Ph8fjwaOPPorx48cjkUigvb1doSjhcBgulwsZGRloa2tTBhvXjusly75mZGSoag6s2CHnUdIN6TjQeJBOAJU1DQOiSOFwWJP4xb109OjRiw7ABRiBQAA1NTXKmOM5kOcL6A/D01Ho7e1VDQVra2vR3t6uZEFmZiZycnLgdrs1zn80GlX7hGsplbt0GLkXOPj9oVBINeYLhUI4dOgQ9u7dix07dnzpuQCHDx/W7HWbzYY77rgDgwcPPuO9LpcLDz/8MO69994vLHm9qalJ1cInAMi5/OY3vzlgfWEwGHDfffcpwEuirHrOvNw3zBGUuWrUF/IasrQv6WKkjDFyQf1CZ4DXIEAgo7+pVAp2ux05OTnIy8vTdCfnfpLfR8eCe13SfOTPyWS6I+2mTZvw3//93yq6yn4Efr//wi/iV2QUFBSgqKgIXq8X3//+91XOIKOv1MPsBt7d3a3kMWUHHXuec+p5dhUn+0TStoB++4Q/y3WWwAT1kqSZ8loANLrl8wJGXysKEA8aDWiG2qjEASikFej3iGW4KxAIaEKxdrtddfVMpdKVazo6OlBfX4+srCy4XC5Fj6EXz+ZQ9PKCwSCys7PR2tqqFpCOSl5eHo4ePQqLxYLTp0/jqaeeUs8jw46fNPbt24eVK1d+bj6mjDq88847yMrKwpgxY7Blyxa8+uqr6rWSkhKMHz9eJcKGQiG0trbiww8/vGCcUCIcEqmXZRD1jUw+aRw5cgTbtm3D3LlzlfClA6dXxEB6b1BJMaTPDp1E5bu7u9X6SlpHRkYGgsGguj6dRUk7c7vdykFgI6H29nZ0d3crKoLdbtfUig8EAgoVkpQS8pc5V3RQqZj1nYWPHDmiaaYGpFHQF154YcD0mc8ayWQSVVVVZ/BuTSYT3G73J4Z+OSjAzmbYyzJ8AM5afWLMmDHKqTGbzbjqqqswZswYpdBGjx6N/Px8HDt2TIPwM6+HpXopIzi38Xgchw8fVvueyC/3D6NwRGi4p2QZWCoEmQfA99CRk8pBjxwy/2AgTs/FMbBBBFcm0FFfcMhwO5FayqR4PI6Ojg4kEgkFFlDO2O12ZVh1dHSoIgJOpxPhcFh9L3UVFXYkElHOqH7PJJNJOJ1O1XH81KlTOHXq1B9r+tRgRZz77rsPP//5zzU0wvLyckyePBk2m03RKJqbm/HOO+9cMH1BYEZSKrlulIsDGalUCjt27EBeXp6iZNrtdk1RBwnWmEwmRRnl5yUNKJFIqKpvADQIsqQOc505aECS8gWkgSGDwYDOzk4N1YlGJSPHjCjLfdzX16fRF7RTZAU6/o3PcvDgQfzkJz/RzE9zczN+/vOfa8pD/ymNkpISPPzww0gmk2hubsbw4cORkZGBUCikwGSyQdi5t62tTTUI5Fr19PRg3759mD17tgIBGNmVzoSstgRoK0wxKghAyRCyUIC0XJJdzPW0MglgfJ7xtYkAAMDy5ctVRRJ61hTuADTGGiu/yEPGKAF5l83NzThx4gRqa2vR2tqKvr4+lJWVobCwEGazGbFYDF6vVwkYJnCSK0Y0r7GxEQ6HQ+OEcEN5vV7k5+fj7rvvhtPp1DxPSUnJZ6IXrM9+IUc0GsWzzz4Lm82GiRMnahBtl8uF06dPw2BIJwNdeumluOGGG3DNNdecMyVDP8rKyhTSSkNcIignT57Ehx9++KmhR14DgEKkVq1apanqw7r45MYT3XG5XApJItohkzhpmDECwPujAGWURypt7jfOX09Pj0LoJWeQwtxkMiEUCqGvrw9er1cZffwcry2NTKC/3n8sFlORAAqDnp4evP7662dd5+3bt2u6JH+eUVpaCpfLpUH6zGYzZs6cicWLF59BJZPDaDTi2muvRUVFxRmvZWRkYOjQoZ/5/TT+AWDo0KEoKChAZmYmjEYjZsyYgfLycpw8eVIl8zOPJScnB7m5uWhsbERTU5NC1gCoro2TJk1S9MGMjAz4fD4VOQiFQhoOMNeVTjIAZYxQNu3YseOMBGHpjFIJ0BmJxWJobm7GihUrBrgaF8dnjVdeeUXlaUnZxbMD9KO2RJZJnyCAE4/HFRWuubkZp0+fVuVATSYTXC6XolSaTCY4nU5F2eH5lRxwOhUyeZTnmo50YWEh/uIv/uIMffHHGpFIBL/5zW+QkZGBSZMmnVVfAOkOqldeeSVuv/12xdu/EIM9XBhNo6w/fPgw3nnnnXOiqrz33nuKEstocHd3t1o/Wf5VFl6gcQf0OwYE7yR9UOYHSMeEf5f/uM+4DyRd0GDory5D+impKTLyLCO8dGAlRSQajSIajar3crzyyitnnZ/Tp09f0BykwsJCRY0D0uetvLwcY8aMQVFR0Sd+zmg0Ytq0aQOO7gxkzJo1C3l5eUpfZGVlIRKJqDLjTqcTTqcTubm5sNls6OjoUFXfJIiTkZGBadOmqb0iI7gEBek0SFqZBKKB/k7M8XgcW7duVTqCe0OfIyCBAhabOZveP5fxtYoAEAnV10GVXhP/l0Y//873y0RK/h4MBtHV1YWuri5FtyE66/V6EQgEVAUPmYNA4R0KheD3+9HY2KgiCS0tLapDnsVigcvl0iR0mUzp1tgs+2exWDB16lSsX78edrtdKakvIgTc09ODFStWYPbs2SguLsZ7772HQYMG4dprr4XRaERdXZ2qvGI2m7FgwQKEQiF8+OGHAPp5bJ9Vdm3RokUqHJ9IJDB9+nQsWZLuCxeLxRCLxeDxeOBwODB8+HDk5eVhzpw5WL58uXLU5GDXXADw+XwoKirCsGHDkJGRoTj2FMQ0jnloHQ6HJhGK3jkNOXa7peNAJ5N/5+FzuVzqwNPQJ7ooDXiGgakkKERYGpSCkd8XiUSUASq5gxTIRKokpxQANm3adMFQ/rMNk8mEq666CuXl5SgtLcWIESPw5ptvwmAwYPbs2Zg8eTLcbjceeugh7Nu3D5FIBLt27UJfXx/Gjh2L4cOHIxKJYOLEiXC73Thx4oQm6tXT04ODBw9+5n3wHHO/8N/gwYNRXl6Ouro6tLa2ahIxrVYrcnJyVL6OHnkxGAyaLr5WqxXZ2dkIBoPweDzo7u5GKBRSwhiAJumOillSh2KxGMaMGaPQ5FQqpYk4SEROoo5UFhfHhRkyOU8icTL8Lp0yfSRWJuQD/QASczZCoZCiA8ku76wyRudfOiAM7cdiMfh8PnR0dCCVSjeqZMdgoL9q0VdlUF+kUinMnTsXjY2NqKysxPXXXw+z2ayqF/F5Fy9ejGAweN4lbSkTp0yZgltuuUXROjs7O1Vjv3HjxqG0tBTz5s3Dyy+/jJaWls8sdV1QUICbb75ZI0PpYBiNRsXbttvt8Hg8ylFjcj6dREkblLqEe0meYyL43Af6yBDQL1Oo62XyuqQpyj1LGrLMPeJelaASP8PX1q1bh5aWlvNal3MZdrsdd9xxBzo7O/Hss88iFoth/vz5WLRokeqmvXv3boTDYWzduhXd3d1K38+ePRt33HEHtm7diqeeeupTWRIDHVlZWcjIyMDMmTNRWFiIaDSKjo4OtQ8MBoMCjXp7e9HU1KRySbmvpazg3BNkZM4YqyBK3r+kA0mgj2PKlCmav0vHU+oLqYMuhL74akmZzxiJRAI7d+7EtGnTNIkypGrIAyIrvcgESpkkKj0zGnmkyuTn5ysuP1vAt7W1aThgRK+NRiMaGxsxduxY9Pb2KnQI6EcLxo4dC7vdjv/4j/9Qz3PixAlNCadkMqnQjNmzZyMYDGL48OH48MMPVcWJCzVSqRTWr1+PvXv34kc/+hGGDx8OAKryz49+9CNMmDBBdVWeN28epk+frhp5uFwuuFwu1NXVfer3rFq1CsOHD8d3vvMd1NTUYOzYsarhVSQSwc9//nMsWLAAc+fOhdFoRF5eHrKysjBy5Ei0t7fjBz/4gYYWIQ3dYDCIlStXorCwUGXeEznJzMyE0+lEV1cXwuGwUroM+cpwLkuxkYYheflUDGwmR6TIbrerJE5Aaxyw4Vg4HFahYt4X9yrRLIfDoTqJylbwfI+8th615OstLS1n7YY7a9Ys1NXVnREBqKysxOnTpwfsWCYSCbzxxhsAgIULF2LevHmYNGkSjMZ0FZPTp09j3LhxKC4uVtGzG264AT09PTh8+DBcLhcaGhpUVYXPK8yHDh2KrKws5ObmwufzYdiwYejr61O12KlkuQ9MJhNOnz6t6H+cd0kjIKWD1B+HwwGLxYKamhqF9pEjSnRGcoI5/5FIBHV1dRg6dKiSKZQBrO8sc0uAfuRu//79FylAF3AkEulO5fPmzdOE43n+Jd2DuoSoLQEeygg6/DJJjxWCPB4PMjIy4HK5lAFJJ0ACAJJfnkqlVIEIloSk7LHZbJgwYQIuvfTSL61082eNVCqFNWvWICMjAw888ABuu+02BbYEg0H8/d//PaZOnYrMzExkZWUpYGDr1q3nrLcMBgNuuOEG5OTkYMKECao0Z2dnJ37605/i8ssvx8KFC2EymZCZmQm73Y4RI0Zg7dq1eOGFFz5VvlBfy14dDodDgTMOh0PlY/C88hzTnqBBRrsB6Kf1MGojjXZSQmVSOPUADT2i9hLxpQPCIiD8LukknI0dQCOTe1WWI02lUmhtbT2rvhg3bhx27959Tmv1aSMWi2HZsmW49dZbkZeXh5qaGnz88ceoqqpCQUEBPB4PSkpKkEqlcMMNNyAYDOLxxx9HR0cHCgoKVALuhTD+hw8fjlGjRqmEfoK0MorjcDjgdrtVlK6pqUnZAdTjMrpjtVpVojDnWNonjM7wM9KA516IRCI4efIkhgwZoqF0kQ5EXS9zXPnZvXv3fm52yNfOAdi1a5cK11PQUskSaaORJqkd0qOS4XgZziQFgPX/2QW1tbUVmZmZKhxsNpsVlQSAagxTU1MDg8GA7u5uZQQyfGc0GlFaWoopU6Zg69atyMnJUWVGOZLJdGUQl8sFr9eL/fv348SJE2qjcpBOYbFYkJGRgXfeeee8nYOuri78n//zf7BkyRJMnjxZURJSqZRqSW+xWBCJRFBRUaEclGAw+KnJJ2VlZaioqMCaNWtw9OhRmM1mzJgxQwk9IF2l6LrrrlN1z+lw9fT0IDMzE7m5uZg7dy42bNiAGTNmoLGxUVX62bZtG/Lz87FgwQIUFBQoio6kd8RiMbhcLpVMHYlElDIxGAwqkY9CQHbkYyiWdbsZ5uceICJFpc6ogqSFkOcbDAYVh7O3t1cllPJ1IglyjWXmP+9Z7nPuFckFzczMRDAYhMFgwOWXX44FCxZg3bp1OHXqlObajY2N8Hg851XlYePGjaivr0dZWRlWrlwJs9mM3Nxc1NTUoKKiQnMeu7u7sWbNGnzzm9/EFVdcoSIi59sGPjc3F4MGDcLIkSNRVVWFkpISjB49GolEAvX19SrUzfWigRIIBNDU1KRK7lF2yIRtJmCyGU9ubq46U9FoVPE8JS0rHo+jvb1dk8hnsVg0oW3uRe4pyg4qfcops9mMQ4cOXXQALuBIJBLYvn07ZsyYoah2ElUDoDjcpGjI88X3yEQ+Dq4ZQ/Gke9psNoRCIbXWLMcsI3Z9fX0qn4i/U57w91QqhSuuuAKtra1Yv379lzVlnzl6enrw61//Gvfddx8mT56sAcN4nxaLBaFQCMlk8rw6vhoMBkyePBmFhYUaAKWoqAhLly7FyZMnlcwLh8Po6upCXl4eLr30UrS1tWH16tVK/y5ZsgSrVq1CR0cH3G43Hn74YdWQirQeUm0IBsiqXx6PR9kJRIZpX8iokqQcAtCU9aX9QcSeFELqGMohi8UCm82Gzs5OpcuA/sgnKSP8mTqD+otOrDQ4ZWIy7Ro9+m82m3H11VdjwYIFeP/99/Huu+9eMNrxiRMn8NOf/lSBMz09PfjlL3+JBx54ANOnT1f3ZrfbEY1G4XK5cM8992DQoEGaM/F5RlZWFr773e9i0KBBKCkpQSKRQEdHh0qmptxmZS8WjaGTJ3OzKK8lsMz9EA6HVS4jB516sgna2trgdruV/rHb7aioqFD3wMak+ogDQS3pAOzatetz64uvlQMAQKH2DK8C/UlCNP6ktyaNfypcmaxDrhavxUPV1dWF2tpalTHe1dWlusTRIOf1+B1NTU0YPHiw8lrJ3yOKZLVaMXv2bOzbtw+ZmZkoKCjQVNoxGNIdcidMmIBp06Zh/fr1GsN+8ODBqKqqQiqVwjvvvHNBqEGMbLz44oswmUwYO3Ys9uzZoxEA8Xgcb775JgBg0qRJan7lkKgK6S61tbWwWq0YM2YMXC6XElSM1JhM6S7JCxcuVDX1jx8/jrVr1+Khhx6C2+3GrFmzMHLkSMWf7+vrw549e/DNb34T0WgUWVlZqstzKpWCy+WCz+fTJOXZ7XZVmo2H1WazKeSdqA6jSkRxWIa1q6sLJpNJJYLyWXiQWdlD8kHpnDGXhPPodrvVmhJlosKn0pIRKlaWYkIQKUnRaBQ///nPFTIGQDUyMZlMyMnJUU6HDP8CaZQ6JyfnvByAWCyGU6dOITMzE9dddx02b96M5557Dna7HRMmTMD111+PnJwcJBLpKlrf/va3lZBMJBKYOXMm9u/fj2AwOCBkR6JSHo8HmZmZyukYPnw4jEYj2tvbEY/HVVQGgPp+s9mMU6dOIRQKKQeE603ONgUxHTSPx6MofKlUSiWFk6JFwZxIJNDV1QWHw6HJNbLZbBpeKIU5Q/wyqZDJYkSLL44LO6iQGR0E+g16KmGidyytSICIRjvPjp5GxNdo0BHppfHGXgKdnZ0a6ieNtkAgoDpTc7+QamIwGOB0OrFgwQLs3LnzvEtBfxEjFovh6aefhtlsxujRo7Fhw4Yz9IXsNH62QYdLItHUIRMmTIDf79fw6UmN2LFjBwoKChQI8/zzzyMYDOKv//qvYbVaMW/ePAwbNgwulwu1tbUoKCiA3+/H/PnzMWLECOTm5qoqPAaDAW63W6HzpAMRuSUYR+NMyg4yB2i8Sjoy14q9gUj1pG0SjUYVlZWfIdDj9XoV6syCFJI2KqlIZ6OlcF+zJj31Und3Nx5//HH09PSc0fOFkXen06k48hcy75BdsydPnozNmzcjFovhqaeewt69e3HbbbepPj4+nw/f+973NJ3S58yZgzfffPOsEYuBjJEjR+KSSy5RvaCAtNPY3d2t5K0EghKJBNra2tDR0aGxM6kvrFarqhBHo9xsNiMajSIQCKj3k2Eg75tn3mKxwOv1anII9Lx/oL+xJHPFuCf4vReCLvq1cwD27duHo0ePYtSoUWqTUpADUJxcHhZ6ahLZYWY/Q3xcCBpzdAZIb8jJyYHdbkd7ezuys7MVQi4NNW6eaDSqBBTD/gwtJxIJDB06FMOGDcPu3bvP4Hkmk0ns3LkT+/fvx8mTJzFs2DBNRn5NTY3qhHqh8wKi0SiefvpplahZWlp6RkfSrKws2Gw2DBkyBIcPH1Z/t1gsuOGGGzBt2jTU19ejs7MTO3fuxJAhQ/DQQw/B5/MppUihaTAYUF9fr5pU/f73v8fBgwdRUlKCBx98UCGxgwYNQnl5uXI62KzHbDZjxIgRSsgmk0mcPn0ao0ePViiLRPVlsiYApQR4uBwOh/oM8wlOnz59RpJWNBpVAs3tdisFzmuTEkBngohCX18f6urqVGhThnvls/H+JD0B0DaiSaXSDatOnjypMRpZMSSRSGDr1q2qKVppaSmqq6s1axkIBODz+c6rhBgV2MSJE3HkyBHU19cjFoth48aNytnjvpCCtbW1FVarFQ899BD+8z//c0A81BMnTiin02Aw4LLLLoPf78fw4cNhs9lw+vRpVRiAlCu32w232w2Hw4Ha2loEAgGNMcF1J9LCyF8gEFCGx8mTJ9U5J5jA7o4UylarFWVlZcqwl0lb0kCQyV76aA+F/7FjxwbcHfziGPjYtWsXjhw5grFjx2oMN55noN+45DpzrxFRlVE2GcaXlFPKGu4LAMo5lKiyPueDkUgWrqCBxwouQ4YMwciRI7F9+/Y/zgR+wiB9c/r06Vi3bt050TQsFgtuvfVWlJeX41e/+hWam5tRWVmJ2bNnY+rUqbDb7ZoKKDTOGxsbMXHiRPT19eGZZ55ROvT+++9XVVKYD5RIJFBVVaXyzAYNGoSioiINWFNdXa3yFih7aSdICq/M64rH44hEIqpSE8Eb2cSPjqJsAGiz2dQ/t9sNoD9HhV2F5ecYJaJu4D6Utec5+DsdWcpcyinSI48fP35Wu6G3txebNm3CqFGjNEVV5PD5fDAajefdGHTMmDFYtGgRTp06hbq6OkSjUXz00UcYOXKkSqjlPz5DXV0djEYjHnjgATz99NPnHA0YOXIkvvOd7yAvLw8lJSWqnHNXV5fSF0ysZvSmra1N5ZFRN/OMEixgzpdkegSDQQ1FkPtHgk1GoxFDhgxR9gDlCKDVlXTAWEaWMkfaAwcOHMC+ffvOay3k+No5ADSyOSkyUYsHVwp5LqREcSTvXyZeyPAOD1U0GkVTUxOKioqU956bm6uMQ8kp7O3tRU1NDYYNG4ZUKl3yTZ+Bb7Vacdddd+GZZ57BkSNHzurF9fb2arh4drtdE0m4EMNmsykDR37vq6++ioKCgrN+j9PpREtLi2rz7XA4MHToUCxevBhDhw7FwYMH8fTTT2P06NG44447FGUCSCtDltrkyM7OVt0uKysrceTIETidTni9XhiNRvz+979HdXU17rjjDmRnZysnigJDOoC8H6/Xi0QioZy7ZDKJzMxMJJNJ1RvA6XSip6dH1fml8qCADgaDCgGQnF3uLSqCjo4OGI1G5ObmwmAwqJAi9w5LSlJox2IxdHV1we12n4EIUlhLRIiOKveYFER2ux3XX389Pvjgg7MmAB84cAC///3vcdddd+Hw4cNKcPt8Plx++eWqusKqVavO2bi4/PLLUVFRAZvNpqoCkQ717LPPIhKJYPDgwSgqKoLNZkMkEsFbb72FnTt3wuv14q677oLH49F05Zb7ktUxli5dioyMDAwZMgQHDhzA9OnTVRKey+VCR0eHhgbFECodr0AggEAgoOaNyBrfm0ql1J7s7e2FzWaD1WpVzc+oUGkISjTNZDIpZUqeMKuEcL0oWwBo5A2jOIxIJBIJ1Qjs4riwg1EarodMriSSKqkTkqcPnFm7W6JzQH9pPwCqsgzPLs8+SwpKKgcjBx0dHQooIm1O7jWTyYR7771XgUNfpdHT04OPPvpowO93Op0YNWoUFi5ciLKyMtTU1KC3t1eVZywqKlKOWDgc1lSASaVSyMvLU1W/xo4di/3798PlcqmGlS+99BJOnDiBe++9F3l5eSqqOn36dI2xxZGZmQmXy6UceBrNjPzKco6kAAFpWofNZoPD4UBPTw9CoZBaNym/uUfYRyAYDKK4uBh2ux1erxfRaFRFmSjXCFxSXzCfkPvsbHX+ZXRX0tekbWOz2TB58uRPpJPt2bMHv/vd7/DNb34Ta9asUaXP/X4/lixZAq/Xi56eHvy///f/zhl5NplMKl8rOzsb7e3tGn3R19eHoUOHIjc3FxaLBd3d3Xj99dexdetW+P1+TJw48ZyoLqTVPPDAAyrBm1F7RmCpI4jSsxwoo+K0j6ibSe2VkV3+zMiwBA6kDJHfxXXhWklwkusqI5W0SaVdGw6H8dZbb10QffG1cwAA4NVXX8WUKVPO4PYD/eX1GAmQnphEeYxGo1LgfI/kWBGlYVg2EAggLy8PbW1tyMjIUMkiMtRDD62pqQmlpaWKLywPDMN6Dz30EN57773PTPIyGtPlsIA0wiuThj/PKCsrQ3V19VlDa42NjSguLsasWbOUwDCbzRg2bBh27NgBAJgzZw5mzpyJiooKdQh++9vfoqOjAx9//DH6+vowdepUldyyf/9+TJw4Uc0RNy+RWJYk5ZzW1tZi69ataG5uxubNm3HttdeqajvJZBLhcFih6yaTCUeOHMGUKVNU+S4K4kgkgvLyckXl6ezsVEJUdt5j+DUYDCpkWtacJrc9lUopY9Jms6GxsRGxWAyjRo1SjgNfp2PBdST3kFEG6TBwT/KQy0oiRCJkBRnJOfykwYYuDzzwgGoyRiOXiPf5NHvbv38/rrvuOlitVtx55504dOiQJl9l9erVOHXqFBYsWIC8vDwcOHAAb7/9NoB0R+8TJ05g/PjxiMfjKspUUlKCgoIChEIhOJ1O7N27Vxnibrcbc+bMUXPDxLGuri5Vbpfn1e12Izc3Fz09PWhqalLIGIUvS8AaDAZkZ2ejry/dLdzlcsHj8aClpUVx/ikHKB+o1Gm866t5cH9Q2EunjkJcdnymMjh69Cief/75c16Hi2Ng48UXX8SMGTPUGeSZl+gcoO1TQQBJRg1kFADQUi54TRqTNDpkMQG9LqAs7OzsRGZmppIV8h5TqXRi+re+9S385Cc/OaMHxyeNUaNG4eDBg+eEzH+Rg8UDhg4dqsCY559/Hh0dHejo6MCyZcswf/58DBs2DN3d3dizZw9mzpypoURw8PxOmDBB6XrqicbGRmzcuBHXXXedOot02gncJJNJnDhxAnPmzAEARQPm+1m5r6amBuFwWIEEnEvmjnHtSSeRzqO8bzp2AFBfXw+v14uysjJVYhjoBw1kRJj5ZqQYMVrNfci9RNnCZ5DXAPoNyaysrE/Nv8rJyYHL5cK//du/qWeVqDzzy851FBUV4eabb4bNZsP3vvc9HDhwAHv27MGhQ4dQU1ODJ598EiUlJQqtP3DggLKL6uvrceDAgTP2cVlZGQoKCrB582bN36dNm4b58+crJoDFYkFxcTEMBoPqAM8+HczbMJlMGtCPe0bScli6nJFcgj3M/+GQ+SGAlp3CwZw+6eTTKQH6+01RdwD9PU2SySQOHDhwwezAr6UDEI/H0draipycHIWscbPTM+P7OGS4l0PyQvlZcvb0ioLhIvKDXS6XSvLld1FpxGIxBINB+Hw+jXFHdIHOyNy5c1FdXY09e/YASB+2cePGaRBZ3ve1116LLVu24NSpU+fNh5PjyJEj6me32636GnAEAgFcdtllWLBgAX7/+98jFovB4XDg6quvRllZGcrLy5VQkrw3jtOnT+PSSy9FY2Mj6urqMGrUKIWo6sNinPtQKKRQYafTiaVLl+LNN99EZWWlJhTHJCmieclkEhUVFYofLqt3kO8nqT/sB0C6BpvYAOmKOnQe6RByj8iMfKJ7QLpL9fHjx1FYWKiiJ1arFS6XCzabDfn5+WhublbOTWdnp6ZxCIUE94Ve+EjkMZlMYvPmzZg+fTouv/xyDBkyBK+99hoaGhrgdrs13PrTp08rxUJBR0MmlUph06ZNZ91L3P+fRDNzOBw4dOgQhgwZArvdjokTJ6KqqgotLS2oqanBpk2bkJ+fj9LSUgSDQXi9XlRWVuL48ePw+/3o6+vD8OHDMWLECMTjcWzbtg0zZsyA2+1GIBDAG2+8gaFDh2LOnDnIyclR59lisaioUSAQUGeSuTYA1LkMBAJKyHO/yXJ5WVlZyuDn+ayrq1OUMak8acTRgKCDxvAv102ulSw1m0wmsWvXLtTV1eGSSy7R0BKTyaSiIVwcX8ygvsjLy1MInUzg05dglc6fdAIAnMG55vulc0GqoEw25zmn8cHB+yG6KGlkUg643W585zvfwS9/+cvPjNiVl5fj9ttvx86dO/HGG29cEH0xkGGxWHD99dfj8OHDiMViistfXl6OkpISdY4JGEnDqb6+Hn6/H/X19aitrcW4cePU+sj5kMZ8MBhEe3s7EokEvF4vSktL0djYiIqKCgUOSRlG4CWRSKCiokLTkI3yjnqb72cvIBnxcTgcisZJOgnQb3tIWph+HVOplKos6PP54PP5lAHIZnOFhYVoaGhQBTmYs8Zr8H/ptMg9JWVJPB7H+vXrMWfOHCxZsgSjR4/GCy+8gLq6ujPAI5bqNhqNiuYi527t2rXnhTo3NjbizTffxJIlS+BwODB58mSMHTsWjY2N+Jd/+ReEQiEVjQkEAli2bJnm8x6PBw888ICK5H/88cdYuHAhPB4PrrnmGvz2t79FX18fbrvtNpSVlSmHiXKeUejOzk4F4HHvMVciFosp6h71BXWHzWZTtkUoFFLUHObvSeCOUV2ZvyfXTSL+kmIkowUAsH37dpw6dQpXX321+ixfKyoqgsViuSA08K+lA9DV1YU1a9bgpptuUsKWqADQjy7LRhySCiSTNKgAuPFlEiaFM5BerK6uLkV5kMYZNxMXP5VKoaGhQQkEGakg2mCxWOD3+3H99ddj3759agNQuEkuWTQaxVtvvYXKykpVrlAqJQ5uqLO99mlj7NixOHHihCbfIBaLobGxEZMmTcK3v/1t1SUvmUyq/+XcLVu2TFPx4fLLL0d+fj4OHTqkqjYRMaWBLMNhPT09eOyxx3D69GlYLBb88z//M1pbW1FaWooTJ05gxIgRKqFWouVUujLfgpxKIrktLS2KcsOEHXmo7HY73G43amtrlSKWFDNSS7hvyNflulutVgSDQXR3d6O0tBTZ2dmqahAR6/b2dmV8E8VhngONSM4N51RS0SQHcfbs2er+hw0bhr/5m7/BW2+9hZMnT2oUa1lZmeIkS5Rh9+7dqKys1CRbyUGKlF7ASGeNnFGZiO/z+fDaa68hHA4jOzsbL774Ik6cOAGPx6MSz7KysnDy5EmMGDECfr8f3d3duOWWW5Th4/V68d3vflcjKFk5J5VKqbC75FzyPPl8PpjNZjQ2NiIcDmtQlFgsplBYl8uFrKwsFUVyOp2q+pR0KoH+hHYaeDxfNEZkhIfry89yvjMyMjBu3DiMGzdOnWmgX9ivWbNGQwm7OC7sCIVCWLlyJW6//XYNb5/nk+ePipry/2zUCknt0Bv9fA+Nv0gkAp/Pp9BCyhBZvYW0hLq6OhQWFqo9w+txj1Bf3Hrrrdi5c+enyveamhq8/vrrmDJliuoM+0UPg8GAq666Ctddd51ygHn+GAmlrOnu7sYTTzyhKUJw7bXXIicnB3v37sWkSZM0OQCcb8690WhEZ2cnfvKTn+D48eMwGo3K+Nu6dSv27t2L0aNHA+jPH6C+oRNP+idzAGnQS1lOfjj1XV9fuuMuG0jqudx06rm+BAsk5Y/3EAgEEI1GUVJSovqZEBkuLy/X9DSg7JMUQslm4F6RDgfnyWazYc6cOWouR4wYgR/+8Id47bXX8M4772hshWAwqKG7MNF0+/btqKio0NDdBjKoL+PxOBoaGtT9UccyzwoAdu/ejV/+8pcIBoNn5Kv5fD6UlpbC5/MpQ5+V19xuN/7+7/9e6UhpGxiNRtWZl/X8OW+kcAFQ5aG5x2inyZLAbrdb6RSDwaDKSct9xXWhvpDAngQaeF4oe/RgqNlsxqRJkzBhwgSVgE57oK+vDx988IGiaH3e8bV0AABoqBAyHC+Ne/6Nh0aG0egwSG6mDJ9Jo54Ll0ikM8Tz8vJU2Ul6yvL6XPyGhgaF/tA45XV5QIuLizF//nxs3rwZQ4YMQSgUwrhx47Bz5044HA5ce+21WL58uaIsLF68GKlUOkFGH/7Kzc3F7NmzUV1dfU580S1btpzh2VdUVGDRokXweDwKzaQgk7xIRkdaW1s1lSooICsrK3Hq1Cnk5OQgKyvrjJAX1yEcDqOnpwcLFy5USPbQoUOxevVqPPjgg0gm0xnwW7duxbhx45SRJlG8xsZGZGVlKS4u7yMajarKTR6PBy6XCy0tLbBYLCgoKFC8RFZ9oSFHQ00KXVLCJCWA/PFQKISGhgb09fWpboJmsxk+nw9dXV04ceKE5uBLtIUhYgoECnL+TOElqTwSobj++uvR2dmJ2tparFu3DkajEa2trTh58iSGDx+O6upq5OXlqVr8O3bswJQpU3D48GGEw2FNZYizVQfy+Xy44447EAgEsGnTJsyaNUs97+DBg7Ft2za8+uqrqrrFxx9/jLvvvhv19fU4dOiQus7+/fuRnZ2NhQsXIplMYseOHZg2bZpysrieVLh8ZoPBgMzMTJSUlCiKFx0mo9Gooi2bNm2C3+9XisZut6sSn5zTrKwslUsk+aCUK3TipdNHQ4zGjIzeSPoHowNy/8nX5HPJ+784vtjB8ybXA9A6bjQ09Txd9giR6K7k8/N6lEM0BphDJjuFy/0kEVgWHeD1ZGSa+8VqtaKoqAiLFy/GunXrYLFYzqBzFBUVoampCdu2bcPu3bu/tMpSgwcPxuLFi5XRJIEemdRMHSi7wwL9cz58+HDU1dUhPz9fGaI8Y6SAcr1otFE25OfnY/369Zg9e7Zan02bNmHq1KlnAEbxeBxNTU2a6mFM7I1GowotttlscDqdCIVCigbCnKe2tjYVHZRUP3nGuXckMMB7I4I8aNAgVWiE+V1Dhw7F4cOHFb2RuWBAv+PJvSx1k9TjUm5RXlGH33TTTVi0aBGOHTuGjz/+WO3bo0ePYvTo0Th27BgKCgoUkLZ582ZMmzYNhw4dQjgc1hQBOdvw+/24//770d7ejhdffFFx+0+cOIEhQ4Zg8+bNeOqppzT785NsllgspqLnmzdvxpQpU85aCUmeE6PRiOzsbGRlZSnHjWeaPR8SiQR2796N/Px8DU2ToBkA1QiWqD/n32QyKWCN+5NOg8GQzgfkeacNyTMgo4gywsW14Zpyr0jngut6ocbX1gHYvXs35syZg7y8PADQKHAuDidR8qgopDmk8pWbSYYGZXJPd3c3Ojs7kZ2drVBF8sLkhqCBT8VDdIHKQAqHefPmYcKECcjJycETTzyhDsLixYsxfvx4VToymUyXkWI3Xv1obm4+I3w2kHE2hIgbkRuZipJIBAUGFRmRGM75pk2bFOJJr5geMR0AOk+9vb3IysrCQw89hF27duHdd9/FQw89hKysLNxzzz0oLi5Wm37KlCkax42IeVdXlzKkeR9UQh0dHQqp8fv9KoybTKZLeZpMJtXkjZ2AJfWHKAUFqESigH4B3NfXh46ODpjNZmRnZ6tn6+vrQ3Z2tqqWwzkiohOLxdQzyf+p/IB+QUDBpy8NCqRDpaNGjcLIkSNVdIoCiVEHo9GIWbNmoaOjA3a7HQ888ADC4TBefPFFRUUD0oLJ6XRi9uzZcDqdyM/PR1VVFbZu3YpAIIBnnnkGWVlZKCoqQkNDA7q7u89AJZhvcLZQJfdcfn6+yjmRwlEKQxrLQDqHoLGxUZVkpRNpsVjQ0NCAWCymkrIpzPk+7oFQKITOzk4kk/2J4RTORFwkzYMKXuaccE6lAyAjJBIRBrRdnHldIpkXsvnOxXH2sWPHDlx22WWKBkSQCIBG8QNQ68w1pNGpjxzI/SqTA4H+SlM9PT2IRqMayp90Nnhd+TcA6nxLChvP/qWXXoqpU6ciGo3iJz/5iTpLOTk5uP/++7F27VqsWbPmSy0ry2pHErzgfEnd3NeXbpCo3/ObN2/WIP8sBiCppUzCTSQSyMnJwfe+9z3813/9l+ranZeXh0ceeQSlpaVqHWbOnKnOYSwW01yTekiuPemDTMrOyspSEQIAqvMzqaLSieO1uR6yrLMcEtyhs8ESlfxsdna2SkaWe4qyX9oZ0sjXR6IIbsj9BqT3uNfrxfjx4zF58mQN710anGazGXPnzkVbWxucTiceeeQRdHd349e//vUnUtFMJhPuvPNOjBo1Chs2bAAAbNiwQfVjKSkpwbFjx87Yn06nUxnr+sFnJJ22pKREyWTaZTwvfA7q846ODo2OpbPU3d2t7AWZK8ozSYeiq6tLfY50YoJS0lEniEVnT98kTtLUeY/y3OtBWN4n94TFYkFbW9sFLQbwtXUAWltblUFPQ0sm53HS9d43/6cAYIiSyAQPDD8njSwueGdnJ/x+P3w+HwKBgEIX5eYAoFEO0sDgqKurg9frVQZuKBRSiY8A8MYbb+DUqVOwWCzYtm2buu8velgsFsydO1dRQTgf3LTSoOSzfuMb38BHH32E3NxcbNu2DR6PBydPnoTb7UZFRYV6flnqUm9sl5aWIiMjA5WVlaiqqkIyme7OxzWVxpPZbMbhw4dVEjJLNPJ17gtWV0mlUsjPz1fhWybgWiwWBINBRQehEpdrzigO9xGFpGwGx7Aiw5I0JCmsrVYrRo4ciRMnTqhOjGz6QWVHHqL+efVChvtdGjAUhjJqwc8mk0lUVlYqhXXkyBE89dRTmDBhAu644w54PB7MmDEDR44cQXFxMYxGI06fPo3Zs2ejpaUF4XAYu3btQk1NjaZJTHt7O44dO4ZBgwahoqIC8+fPV3NkNptRWlqq1okRjoyMDAwfPlydCZbzpUCl0Ny6dSuqqqpUlM3pdKKwsFDldFDZkccbDAYRjUZRXl6uccy4hjLE2tXVhd7eXtTV1SEvL09TZYv7hu/n+sv8DxplXAtZDEBGFHk9GUWUiBCNkgvZ4fviOPtoaWlR8plrJas8SbqJBHCk0QBAU+yBZ1TvrPNvPJehUAgej0cVjiBFkVFh6fhzMIItKQQnT56Ez+dDYWEhiouLVXlbyuDW1lasWLHiSy8nS1oinX0JpAH9TjSHzWbDggULsGnTJkV9czqdOHHiBLKyslBeXq4q4uhRc64To+ff//730dLSgtGjRyOZTKKsrOwM6hCQlpGkPrJMsaR5SloHI7zFxcXweDwK2U0mk6q7fCgUUnJdRrJ5timHqSu45zgXUlfxfvQGYHFxsaKwUnY7nU4FptEoltENOe8SrGDkGIDGUWWlPv5O/TZ48GBV1vTAgQP42c9+hqlTp+LOO++E0+lU/VxYqltGkBOJdOf4uro6vP766+raBw8eBICzlhItKirCt7/9bTQ2NuKXv/ylpuQnKdd9fX0YPHiwximmrt+3bx/Gjx+v0Hu3262SrMlMMJlMKsrS1dWFWCymchm5V2Q+DnVMKBRCIpFQZWPpqFBPy73En/UgtMz54n0z4s29IaOIHJJ5AaSjRufTv+eTxtfWAQCAt99+G/fffz8sFosmKYbCm9VOJHqtpxgA0FQRYQIJBT2NPIkq9/X1ob6+HkVFRXA6nYhGo/D5fIhGo4qjTueDB4+bQd5Pbm6u+n5GD/x+v3ICSJH4ssesWbMwYcIENDU14cknn8T48eNx9dVXq+fiM0SjUTQ3N8Pn82HixIkoKytTh3zUqFH41a9+BavViunTp+PKK69UQpIChw3Tent70d7eDqvVqhJpuSYS+abBZTKZ0NHRgREjRmgcOUYa+DORgVQqBZ/Ph4KCAuXFUwnbbDYEAgH09vYqlEAfTSKSB/SjN+R2S8eQwjwzM1OTUJRKpRTPkJVBuC/kPpOoA58XgGaf0rCgYUBhJdFKzimFP3MNuI8pbHnfnPcbb7wRXq8XJSUlig86ZMgQ7Nu3T0W9JNp97bXXYseOHcjNzcWMGTOQSCSwatUqtLe346GHHoLH40Fubi5uv/12vPXWW2hpacEll1wCt9utkoEl0ilRVxnmjcfjikvNKlx0Dl0ulyorJytvSFogk74obOl0kn/L91H58X9puNAAkDQC/s9nkAJdhqflekrUx2g0YsWKFV/Sqb44XnvtNfzlX/6lMhoArcEvHW5pwJFewHPIdac8k9WeeE35f09Pj+omTxRbAinSKOB30GCQcs/v9yudBqTpCX6/X5O79cfQF5dccgmmTZuGtrY2/PSnP8XkyZNxww03qPsH+pveNTQ0wOfz4dZbb8Xs2bOxfv16fPjhh1i3bh327NkDu92O2bNn49prr9V0b6ZMIwIeCARgs9mQl5eHgoICzfzxZ3mm29vbUVVVpVl3ymDZ2Ztynp3oKV9Z+ScjIwOdnZ3o7e1FJBJRBj7QXz1KOjtyX3BIuonf74fX61W8cd4bu8X7fD4F9pCyyHw6KdPOxkCgg0q5L+UO70FGWaVzIkGQoqIi/N3f/Z3mWYqLi2Gz2TBlyhRcddVVaG5uxq9//WvVoC0YDOLDDz88w6kxGo2a6kdA2iF85JFHUFxcjJKSEsTjcTz99NOIRqPw+/0oLi5Wjoo++gakz+v06dPVfScSCXg8HgXA8XutVqtKCCYgdTaACOhng0ibkjlmEvyhcS5tPs6dpHhKO0ZS0HltficHryFti1QqhVdfffVcjuZnjq81+fTYsWM4evSoouAA/Qg//yY3u/SOaTzRCGOSJSk7FOz8PDcCv6enpwfNzc0aBNJgSHcWpJDauXOnohhImg2FIpFfokEejwePPvoocnJyvpD5YmWFzxobNmzAtm3b0Nvbi/r6etWIif9sNhuAtEH62GOP4bXXXkN3dzd8Ph/Gjx+PzMxM2Gw2VFRUqNAcIywMu5FTRyfnX/7lX/Dxxx+fsT5yHbiesVgMtbW1ao05vxaLBZFIRHn3bBCVSqWQnZ2tQrJmsxkOhwN+vx9OpxPZ2dlqHdmEhoY49wwRCUaJ+I+H2Ww2w+PxqGQl3jcAlfBFJIn5EEQ29MKMioaGPmuK2+12OBwOtW+A9H6nMON+pjMrjViJDnm9XpSXl6O+vh6/+93v8Oabb6K5uRnLly/H5s2bYTAYVDff5uZmjB07FosWLUJxcTFuvvlmVd1qw4YNmDhxIqZPn46nn35adXVmuVcmEk+dOhV/9Vd/hSFDhmDatGno7u5Gc3Ozmjc6WDLcL5WY2+2Gx+NBZ2cnYrGYeq/JZMJHH32kqh2xdjdzQHie2SxO7n1GkcLhsHL46QQyL4BNhHhdOg8ywiRDuZKmwbWkQZKRkaGMCDqHe/fuVT01Lo4vfhw+fBhHjhxR8oL/iLbzZyp4GXmT1AjyifWGCN8n0UleLxqNoqOjQ5Ue7OnpUYUV6Ahs3bpVgSLSsKROYvdQ3q/T6cRf//VfKxrsH2t88MEH2LJlC9auXYvTp09r6u7LCHhPTw/+/d//HS+++CJ6e3uRn5+PyspKJQN4vgEoA5jPzp+TySS2b9+Ov/mbv8GqVauUvJC0ScpAGs49PT2orq4+w8mjnI9Go+ju7lZRYbM5XQqU+4TGGBN1PR4PPB4PHA6HJmrM+wSg5BTXWTIP6FBkZWWhrKwM2dnZGvCira0NnZ2dSpZkZmbC7/cr+ip1E7ns/Ecbh/KI4Id8jXPFOZARLD6HTG42GNK5h+Xl5WhsbMTvfvc7vPjii6rUN4sqlJeXKxrTxIkT8cgjj+A73/kObr31VlWOGgBmzJihmoNy9PX1oba2VkVfpk6digceeABDhw7Fd7/7XYTDYQSDQU1iOA1q6cBwDXw+H2w2GxKJhKJ6UhesXr0aNTU1qn8M7S+eOc6Pfq/QAdAb6bx/zgUj2fwbz7HBYFB7QepkPb2Lr2VkZJyRc8QmuBdyGL4MSsn5DoPB8Jk3d/PNN2PBggWIxWI4evQoxowZozH6JVLLTSCRbEkTICJM5FcmeklUSHr4REwDgQDa2toUnSAcDqsmHrwGNywXnyg0hR433UsvvYQ1a9ac97wxaYXXzcvLQ2trKy655BI0NzdruN76kZ+fD5fLhbvvvhuJRAJHjhzBvHnzYDKZVO17uVEDgQA2btyIUaNGqbrOXV1dyMnJwfe//32FYgBQc3vs2DHYbDYUFBSgry/dcv2NN95AcXExZs+eDaA/iZhzv3PnTowePVojtDi3jLRIz5xGIpDuhJubm4tgMKgUhN1uh9/vVwKktrYWp06dUq/LQyqFJ4WkLJNGdG7w4MEK2eYeam9vR2dnp0oqozJgmJJCoaurSyH4AJRjwz1MZErek0QCeS+SnkAjmNeQAs5kMiEUCiEej2Pnzp249NJL1ZwFg0E0NDSgoqICO3fuhNmcLk/rdruRSCSwbds2rF+/HsePH8eDDz4Ig8GA5557TqNMhg4dCp/PhyuvvFI1QmK9fa4vz6CkgdHAYRjeaDTC6/WisLBQcfftdjucTifC4TBaWloUqspQvHR4pIEgKRpAP0WHg/taVt3gevB1zj0AjVOoL//H9xMh4tycOnUKmzdvxoYNG5Qz/FkjlUqde/HtP8MxEH1x++2347LLLkMsFsPevXtVTpHkSbPS2h+uCUDL46UBJotAyPfyZ4kuci+SOhoOh1WDskQi3aysvb1dIZ36KALPiEQMeZ6feeYZvP/++xdkDs9nZGRk4C//8i/h9Xpx6tQppS9YL533GY/H8c477+CFF17A9OnTUV9fj8bGRnV+brrpJsyePVt1yqURxwaRubm5KoL72muvoaSkBAsXLlR6k+uTSqWwdetWjBw5Ek6nU8lArg+BBv5OHjjfV1xcrGQzz7rD4VDAVm9vLxoaGlQfHYI4MtovPysdEyLRBIsKCgo0e4w8eTojlFsS0CGAxs+x3CSNdoIXfFbKLBkZoazivpcRBdo3kk5qMKQLdbDj+5VXXqkc6K6uLjz//PMYM2aMAjKnTp2qDP8333wTL730EoA0CDl37lz85je/0eSMWa1WzJgxA3fddZeiOLGTNu0OfVSO6xKPxzUUzry8PLjdbnR2diIajcLr9aoIc0NDg7LDKJNldR5pH0rQSNoE+ugh9xyNdl5HygWTyaQcBK4Bn0XuDeoLOsynT5/Gxo0b8dFHH6G7u3tA3ZDPRV98rSlAQJorPGPGDGRkZGDChAmaSIBU9BzS4Af6+dNAv6cnNz4PLL1ifpaGfDAYhM1mg9/vRzQaVVUfZEhN3gP/Rh665NbzYN58882IxWLYsmWL2kTnMkymdN3osrIyHD58GG63G0VFRVi/fj2uuOIKFBcX4/3339cg3Jy3pqYmmEwmLF++HLfccgsWLVqkXnM6nejt7UUoFMLGjRsxffp0vP322wiHw9i2bRsaGhoUgh4IBFSiNueTc1hfX49AIICJEydi+fLlKC8vx2WXXQaPx6MJacbjcVRXVyM7Oxvjxo3TKEOpIKWBTBoPk61zc3Ph9XpVYheRdYMhnQzq8/ngdrsxYsQIWK1WFVmQe4EGtKz4RIPAZrMhOzsbgwcPRjKZVNEHJn2HQiGVhMxytRSa7K1gNpsVusPr0lmVRq0UHtKokENycMldp0DhID2IlJ6rrrpKoUXkwQYCAfT19akkOkYjiGAYjUbcdNNNqqHNNddcoyJBdBLnzJmjqn0YjUa43W5lYMvoF9eQUQMqUnJumXDPhPSMjAy0t7erRGCeL+n4UZlJx0KuKQW8VHaca8oEvdygsKezyfNDwS8pBZQbvBa5vG+88cY5d16+OC7c2LBhA+bNmwe73Y4pU6ZoojkANAYQoNUjQL/xqKc2cOiNAw7+zkgx+0gw78fj8WgAKX6GwBX/LiNQvL+lS5ciFoth3bp156UvPu/o6enBb3/7W/zt3/4tFi1apNGRqVS678maNWswefJkbNu2DalUChs3btRcg9FzNkSTEbampia0tbVhzJgxWLFiBcrLy3HVVVfB6XSqOQDSMuDAgQPIycnBxIkTAUADLgD9SDENaBpeNIbJ8aZzbjKZVFWvjo4O1Ym4sLBQlbJkV1vqcAk0SqDDYDAoeebz+WC1WlUzR35XMBhUpZxJPyYXn8AHK8BJI5JVdihHJSWaz819I+2b7u5uDW1FPoOUzQaDQdGVbrrpJvUZ9jyKx+PIzs7GmDFjNHkulIU2mw1Lly7FhAkT4Ha7sXTpUrz00ktq/7MYiqQJs3uvLJxCRw9IOz50hiiTHQ6HqlzI88JuzTJ/Sw5JA+NelHJAygO9QwBAM9dSL0gQUZ9kzWsRFKQDQd3d19eHo0eP4mc/+5lqTPpFjK99BMBkMuHHP/4xXC6XmmCG4vWcOCpiTrwUMgw1UhBQMNB7lhtCKgxWxMnOzlYVTYA0etHW1oa2tjZNuVKiHTyI/LxsJgKkjbTnn3/+jFKf5zJ4z2PGjMGRI0dQVFSE06dPY968eTh69KiiPjkcDsXd9/v9GDZsGCorKzF37lwNv5yG41tvvYUVK1Zg4sSJSKVSindaWlqKf/iHf8DGjRvx3HPPYdasWbjnnns0jdpMJpPKk9i7dy8ee+wxGAwGzJw5E+PGjUNRUZEmPCiFKA8u55GCAuhPzqNBmJGRAZ/PpxqvtbW1KUHE6jTSMHY4HHA6napTbTweV42m+J2SIgCkkcLBgwcjLy8PwWAQbW1tKrE5EokgOzsbkUhEJbrROeTzU0mSFqCnkkQiERUhIE8dgMZBoXHL60llRwUioxh6B1hyHGk419fXIyMjA5mZmSqaNWTIEOWQtLe3o7W1VTlNQNrx6uzsxIcffoihQ4eisrJSIXn8HnkfPG9sfiND9gBU4nVOTg4yMjJUDWan04n29nZVfo/nRq49BWwqlS6Xy9J9cr8wEkP5wLNNo0VWuZJKh4pGj/bLqAzPNdezu7sba9euxQcffIBgMKhRKAMZFyMAAxsD0RdmsxmPP/44vF6vRibRUJE1vGW+lgz9U6mTkijRZUklALQdXnlWaVTSOWa54EAggObmZhX94lmlAURDTwI3Ul48+eSTqnP7lzmGDx+O2bNnY86cOWrfA+mzEolE8Ktf/Qq7du1SUYFPGgsXLsSDDz6o9CPPSW9vL6LRKJYvX4633noLRqMRc+fOxZQpU1SirnSIpJ7nukk5x98lum+z2eB2u1U0sb29HWazWRncAFRzx1QqXR7Ubrejo6MDNTU16OrqUnlclCmSggykATTmHXV3dyuKkNFoRCQSgcfjUZFSoL/6HIFH6goZ0ZDUnUgkglgspq6tt1uAfgqStIMo+yWwIZ0E6jSuqaRqxuPpbu4ZGRnIz89HW1sbgsEghg0bpu6xvr4e9fX1GDt2LOx2u6LRdXV14e2338aYMWMwZMgQVUxFymjOJymashIU0J/rBaSr4DFXjO/nd9Eh4LkmOKZng1RXVytqMOdIRpfo3HHeuLYsEsJnpn0igQLOPX/mvRMs4r2EQiF8/PHHeOutt86aMP1Z488qApBIJLBy5UrcfPPNGnSSRoYUzFIpy/COFM5EqYnqccHlkKEgHs62tjaYzWaFEABQSSj06OPxuBL6TDiStc9lpRCr1YopU6Z8Lgdg0qRJqKiowOuvvw4AKolox44dmD9/PlasWHFGKa68vDzceuutcLlcyni0WCxobGzEzp07sX//fsUB3759O2w2G2655RaUlJTAYDAohPPKK6/E7NmzNZVwKFwyMjKwevVqvPfeewDSgnXy5MkYPny4EjwnTpxQSV6yfCsFkAyJk9JDwcRGXESfSIciGssDLDmcoVBIcc3HjBmDxsZGtLW1IRQKKVSbc2GxWJCfn4/8/HzY7XbFX6ShLsN5RLvj8biqVCQRItLEeE9URJKLTA47HVXuET19hdchash9xHMilSMFu0THGdUaNmyYuk8iKpw/i8WCvLw8Fd4lN56c5CVLlpwReYtEIsoRIwLDM8XwO59BOmSMCPE8AukIFb+TZ5h7hvQgmfzmdrtVJSkZNpdVO+RcAFq6Bx0/ygipFBiRIRrHNedeMRgMaGlpQV1dHV599dU/Cjp7cWhHX18f3nrrLdxxxx0adBTQRoe5roC2mhOVPM+QPI8ccl9Kg5DfL/NCbDabcoKJaLLbKN9Dx5JOM7+DEUn+zKTa8x0ulwuLFi3Cu+++OyBqGpDuF/PQQw+phFk+e2trK7Zs2YI1a9agtrZWza/NZsPNN9+MkpISvPzyy6p6TEFBAa688kqNE811MBqN2LRpk0ZfzJgxA1VVVWouT548CYfDgcLCQk0EhfqVc0bHgk6XyWRSFBHKY+pmfdK3w+FQUUeTyaToRWVlZYhGo4ruSVSdhp3VakVeXh7y8vKUgc9Iq+Sym81mdHZ2KvkhQRPeh0TUU6mU0nu8H+4xyiY5F3x+CRLxNQCailPSWJYyUg6jMZ27OHToUPWevLw8ZGZmaq6dl5eHnJwcjdzv6+uDw+HALbfcckYiMqtmcc9IwJWREq4X19flcqlzRNnPqDvXTwKIfX3pcrSkS/P6LpdLY1vodSx1u7QrKTe43/QAj9TL+oITfJ2ypKGhAcuWLVPlU7/o8bV3AIB0iTeigZxMTjKrg0hPkRudBjc9MyIvklZCz1uiLxL942bs7e3FqVOnVOUTHsjMzExNrdlwOKxCbDRqgDOpSYlEAgUFBbj00kuxZs2aT0VOPmn4/X7MmzcPNTU1mq57gUAAr7322hmhMACqIZbD4VDRCnIu6+vrEY1GceDAAcyaNUtFE6ZPnw6LxYL33nsPhw4dQk5ODtra2uD3+xGJRLBz504MHz4cHo9HrUVOTg5sNhuWLFmCkpISxe8nLWro0KHKg5aGGRN5qYxtNht6enpUHWq3260q+3ANaVRz7cLhMBwOB0KhEFKpdHlQk8mkDP6ioiJUVlZi8ODBaGtrU4KdUaWcnBwUFBTAZDIhEokoNJDUK6K+FMh2ux2NjY0qQVUar7IpicvlQl9fn+ppYDKZFCeYfH0mkPEaMvwtK4YA/fkKjFxQUVD40Fjm7z09PaipqcHgwYPVeaGSoSKQeQcyMsPnkJEz7unTp09j9OjRGpqOdEwkf76vrw9erxc5OTlobGyE1WpFZmYmenp60NLSonESpILr7u5GY2MjhgwZorlWRkaGCqcWFxcrOhUFsXQC9JFBmQgn55NzuWfPHkVN42dl+cLGxkb867/+K7q7u1FeXo62tjZUVFSgoqICmzdv1pT8vTi+vNHU1KT2DpU6z1IsFtNUlZM8br3RRB1CPSH3EX+XFEJ+DkgDQB0dHSrBn4CL2+1GJBJRkVfKC/09EFyQJRFLSkpwzTXX4L333juvHgBz587FpZdeiubm5jMoOp80wuGw6qzOe0wkEnjxxRc1zsjChQtRU1OD+fPnY9q0aTAa013M6QAMHjwYBQUF6OnpUSWAWUwhlUqhqKgIpaWlmDx5MvLz8zF8+HDN+a+oqIDdbtcYYDKSwPWkU+V0OpXxTHCAshLoBwgoj+12O7q6ugBANY7q6OhQxn1hYSEGDx6Mjo4OBAIBRYthFJM2QTgcVt9lMBgUmNbd3a2MT+oieT/SIWV02Ov1qjmgLeNwOJQhLSMSfHYZCZaABofUJxJIBaB0BIGzRCKB2tpaDB8+XCHY0v4iSCIdYr5O+S91Er93//79GDt2rKJSS5BI6jH+s1gsSs7TkY7H4wgGgwCgzoikQUWjURw9ehQjR47U2HNsVrpv3z6Ul5crHS7nh++X+lfaZ1wPvb7Yvn07Jk+erPYm9T9z3j7++GP87//+7xmA8xc5vvYUICB9WL/73e9i1KhRCjnRh+glF4sGFBU8389DRGNK0ie44JIKIz1q6S0S2eE9hEIhVWee12dYi0YDNws/IzfWzp07sXLlStTU1Axo3hgKSyQSePjhh9Hd3Y3/+I//0CiFvLw8fOMb31AJiUD6gP/VX/0Vhg4dqgQgkFaYBoNBNbkymUwqXGe1WvHqq69i1KhRKCwsxPvvv49oNIolS5bAbDbjtddew6hRo1RDMz6bxWJBV1eXOuRS8OobLPGwyNCuXPuCggKV5ENOoER1JZLEA5mXl6dQa6/XCwAKfWGVB4YSaRiw8RuFXVdXl8pVkAg+BRMrCxEdCgaDCAaDSjjQSKWBQGXAdvN8jkQigZaWFsU1PRuCwPXj3zh/MpLA7+F8cH9L414i2/zb9u3bUVVVpRHwnFdpLFOo08DmeOeddzB8+HBUVFSgp6cHJ06cUNejg0kKj91uR2ZmplKSHo8H4XAYgUBA4zhJQ10msnGfSOQLSFOUWHGF+5rvlyFv3hMjOlxLSbmg4mTUiL8DaQVVX1+PvXv3YtWqVSr5u6CgAIsWLYLdbkcwGMTy5csHbKRdpAANbJyLvvje976nKIwyYY8Io4ziyn0OaBvTSTqQfK80tqhL9LqW72VlGX4/u6IT1KKjwe/m7zQKpSHS09ODbdu24emnnz6jMd9njdLSUjz66KPo7e3FD3/4Q01DJoPBgHnz5iGZTGLt2rXq7/Pnz8ddd92lgIpkMona2lrU1dXhiSeegMFgwJIlS7BgwQJlGL388sswGo1YvXq1Aj7uvvtuDBo0CE8++SSys7Nx5513wu/3K5llMqVLP7vdbhVFkWvCwe+QThPXkQASZTuQPq8SJZbRSInsZmVlKZlOaiOBGlbpkQUMCAzRDjAY+qvAyKpijE5S7nB9A4EAQqGQqn4j9xINehmFlXZMMplES0uLohLRcZBRTM6PpEBSZ1LO83nkvtfz6KUdxbVav349xo8fr/lengdZ7plrQuCVem3ZsmWoqqrCiBEjEA6H8fHHH2PWrFlK1vKzLOtJWhHXjfRdCdzoz04ymdREkiVqn0gkEA6HVa4Fr0v5L4c+SsDf+WxcL6vVis7OThXV5rMyMXnXrl145ZVXNGVor732Wixfvlw5MgMd56Iv/iQiAL29vVi1ahWGDBmi8VgBaA4GDwcVL9FSaQzxIEhvUdZf52LSgKfhSqXBMCKztaVny80rv8NgMKjkVLnBJDo5bdo0lJSU4F//9V8/02igg7NkyRLYbDb4fD7E43GMGzcOW7duVe/LyMhAXV0dLrvsMuzatUsZl8ePH8ewYcPU5oxEInjiiSdQWFiIyZMnY8+ePRgxYgSmTJmi6Cnt7e34xS9+gX/+539WfNqMjAz8/Oc/VyW3xo4dqxFyDN0xXEmjWN9IhsYpn01v0LpcLg3vUR82pYFptVpht9uVUZeZmYlwOKz44clkEvn5+UgmkypsS4dR1qqnwUgUw+12K0VBQ4ACobOzUzkHiUQCGRkZKnmM98l9KOvIU3kA/QKWlSVkvWe5X+Telsao3qnl3DA6wn3NSJmksHB/Tp48WaMcuX8pFImqS6XJ/Ww0GnHjjTeqfc8Spx9//DHmzZunEH86Szy7FosFNpsNHR0dqnyixdLf0ZfPwOiJ5FzKyB7v6WwGmET55JnnuX7rrbcwZcoUFBQUqDmmTLFarSqRL5VKIRqNIhgMYvXq1di9ezcaGxvVWZw7dy7Gjx+PvLw8bN26Fa+99tqXivJcHNpBfTF+/Hh1nuVZ5N6RaLt0AqRhIZ1RKbMkVYf7CjizoRVlHrm+lLuSVvRpRofMDeL7eF6ffPLJc4oE0BjzeDyYPHnyGXSivLw8RUul7MjNzVXGNFHM5cuXK+OH1d7cbjfMZjMikQjq6+tx+PBhdV0mgT7xxBM4ceIEjEYjbrjhBvj9fs0ZZjKuNNa5BjKSI8EMoB9lpvHPv5OyKWmZMgrPs01qL0teut1u9Pb2KgORABXXVfaAkXKcSDW/m/uC76H+IPhgsVhUpTqZw8BokR6B1gMbch4k8s97k/qC+477gDKUMpZ6mjYTf5Y0a1531qxZSr5xDhmNAKCRxTKiS/1wxx13qDNEZ2vlypW48cYbFd2HIJzNZlMgG++LkRrqWTIZeG6oQzikTcZncTqdmn0lwWT5PqlPX331VcyePVv1G5LOA9kB3ItMKn/33Xexfft21NXVKXB11qxZqK2t1TiqX9T4k4gAAOlEqr/+67/GsGHD1OHiJpXGCw8WF5ZGgIwQ8L30VGmYcaPwevoKA1L48Pr0mOnZyY0kkUuiRDzseqFvMqU7Ga5evVol7J5tjBkzBgcOHFCbDgDGjh0Ls9mMffv2KVTAaDTinnvuwbRp03D48GE89dRTCIVCuP3227Fw4UI0NTVh06ZNWLlyJQoLC1FbW4vp06fDZDJh8uTJKnzb0NAAl8uFX/7yl7jqqqtUb4alS5filVdeUQekqqoKjz76KID+8CJDiiaTCcePH1eVdABtN1+WXjMYDApRYX4GObKs1y7LNtIp4EG02WxwOBzIysrS1NRmMzeZ8MswolQsUtlyTSiIuY5sjsaa1nLPcL+xUpLdbldoikTPAaioEfsHENmQ75EopEQeuQ+5J7mv+Wz8jAyrynAv6UxSgdIgoePDeWGIVt4H10+iKvpnlAKSTVtkBScKciJSUnnxdd6vVL5ms1n13tAj9vxu+ewyIiDXmOsvlRPPdiqV0hgj7e3t2LFjB9555x215lVVVZg1axaGDRsGAHjxxRexb9++s3JEP2tcjAAMbJyLvrDb7finf/onjBw5UhleEl0FtGge5bY+h0XuHxpoPA8yYVAm6vNzNG7l/pZGIXUC70vKTEBbDlGeYd73zp07sWrVqk8t+6wfVqsVkyZNwu7du1UHVX7Xgw8+iClTpuDtt9/GsmXLYDAYcN9992HhwoVobm7Ghg0b8NprrymZP3XqVNXYa/jw4Th69CjWrl2LNWvWnHEG9Ll2EydOxN/8zd9ogDm+nkwmVQdyyVuXUWLqXZ5lOgB8TeYG6BF6fo76IicnR0NHYv8A6ljaAnL/SPnHiJE+MsHIrpT1Uldwv7EsLfcQn4O2DSMK7GXAkphSh/I5eV/S5pFRUMpJ/k/wS0aK9YAqdQbPiqSocj9LOqV0WqQNxbMiHW95fZvNpiL2BOY4DyyuIHU29w3Xn+eE15Y0JanPuK60y2RUWJ4HfdQhEokoWhltE16TFb9SqRTa2tqwefNmvP7668pxGTduHGbOnInq6mpMmzYNy5cvx/79+88LKPqziwAAaWPviSeewPe//32F5EqajUSOOfQeMg0cHhIpXPQcam4QHgr+Lh0KhptY9YXX5PfKpGPpPBDtlAhCb28vxowZg0GDBuHVV1/FgQMHlKcrx969ewH0owlAulTqoEGD1CFKpVLweDxwuVyIRqM4deoUgLRSrK6uxpw5c7B37168+eabMBgMWLp0KZLJJCorK2EymdDZ2ame4+WXX8a1116LRx99FM8//zyCwSAWLFgAo9GowsJEfpqbm5Gfn69QBM59IpFucnP06FHk5ubC4/EoLjWFk9FoVJUzaEyybCXXRnJAe3t7Fc+ThrfZnC63SU+cgpxCn2tNBFwKRApAXovIAivtxGIx1QsiFotpKGQSdeB7iaxIfqKkmjFEye8G+sO1UvBS6HE+pOHOCAudWD4vn5MKSxrHqVRKKRxpVFB5JZNJRCIRdf/S0eRcS2ReOuGkNxw7dgxFRUVYvXo1rr/+egBQ/QGYNN/d3a0JNesVB//Ga1PhyXNOBc9nkwnkvBbv98SJE3A4HCguLlb7R54hKnkiY11dXWhra8P27duxfft2NDQ0ICMjA36/H2PGjMG1116LUCik6l0PlL53cXw5IxaL4b/+67/wgx/8AIWFhWpfSCOHxoF0GAFtQiXQ7wTIyKDUC5RXUpnTkNf3ESBayu+hvJG0Af0gsiwNJoPBgEmTJmHYsGF49tlnsWfPnrPqC/3o7e09K//fYDAozjkrpNhsNhw9ehQLFy7Ezp078corrwAAqqqqcOONN2LkyJFIpdJd0BnZXLduHYA0wsrqaFarFZdeeinWrl2LVCqFcDiMw4cPY8uWLZgxY8YZTpbFYoHH48Hu3btRWVkJn8+nkRWUWZQBZrNZJexS9iYSCY1hC6SBBZaepDx1OByqghjlC50zygSJ9PJ1voe2hUxI5X20t7ejublZU6KS60sqM9dW2gXSBpFgJROXpT0hHQA+t7RTZARMOgh8Hn3VGmkj8RxQ71DuS8AlHo+rOafuls4sHRvpkPC6pOKwguG7776LO++8U62LwWBQFaKksyodCHmvlOmSmgT0d92WTqZkhlD38dl7e3tx9OhROBwOVFZWAugvvS6/W65pKBRCS0sLNm/ejE2bNqGurk41h5wzZw6WLFmCrq4urFixArt27frS8sP+ZCIAHFdffTWWLFmiQe6kEKfhI1FSiUjzb/RauTHO5jFTMHFDyyo1MtwkkSDyAoH+jsC8N/3v0iPV39fp06fx9NNPn3ON2PLycgwdOhQWiwWFhYWYMGECDh8+rIznESNGwGQyobq6Go8//jiys7PxyCOPKCHLOWhubkZjY6Nq0rJw4UL88Ic/hNfrxYwZMzBhwgScOHECPp8PTU1NeOaZZ2A2m/HjH/9Yzal0ckymdIKUFHaSXmUwpGsoSwFDj5yJSTabTZWHBNKVZKhgSSlhRR7SaWTpSXrupKPIObdYLAiHw+pn8vlpLJJ+RGNZGtkyHG02m1VEQ6JVNDb5+6FDhzBq1ChNBEvuCWl8UEhLBESf3yLD5UB/JIDzR5SCgo77VoaWuWZUEnwuKhmJePEeZQI+51QqGP5MZcwzYjKZVORDH96n4yOrfjHhTvYYkEn90omRFCzuNUkDIHBAhcf9R0dq+/bt2LhxIw4ePKiJ5t1xxx2YMmUKjEYjPvjgAyXoP++4GAEY2DgffXHddddh6dKlGiNAGtlEHynfJdosEXjuSV6D50H/We5F5j7JSBXQX65SJqlLUElGFGWUWJ5LAk1AfxnHU6dO4ec///l5GxZGoxH33nsvZsyYgaNHj+LAgQMYN24cRo4cCZPJhLfffhvPPPMMhg8fjr/8y79ETk6OBtxoamrC+++/j3g8DpfLhcrKSjz22GPo6urC2LFj8fDDD6OmpgYWiwXPPfccampq4HK58NOf/lQTcQT6ZQWBNRppNMq5PsytMxgMiv5JIIK5XBIYYMlP6exLxFsa2dRBTNzWF0WQqLjJlM4XYh6TpKtS3vJ9LNjAOec6EsiUQIy0E/bu3auaoHJPSduF9y91gLRhJEBFuqrc58wzoO0jASvuWxlVlbqKc8FrUmbydT6rXi9Qd3OeuF7JZFIDGEmjXa+DgP4INvUc9w/1HCs+SloWzzLXhnqcz9rT06MMeP37OdfcD5s2bcK6deuwZ88ejb6455570NPTg/z8fNTX12PdunWqYtbnGeeiL/7kHACTyYScnBzceeedqiKI3nBn6IjGAwWMfiGlASLDSVxcifJLOo/chDwM+s9JVJucPynkZe1nyVH+w7woDtnatWuxcuXKc5ojt9utEnDvu+8+lfRrtVrR0NCAYDCIbdu2we/348MPP8S8efOwe/du3HDDDVi7di1yc3OxaNEihQbxQGzcuBHRaBSbN2/GXXfdhTFjxgAAVq9ejQ0bNmDmzJmYM2eOmmOuBY19ChB5QM1mszLqaKDKxGHOI++FqJLBkK6s4fF4VKQglUqho6NDIcwANHsB6E84ltEifbSHCoBJwRJ15r3LMnLcAwwTU1lL1FDeQzKZRHt7u+KrSuRF7hEpfLlXpAHN3wEo4c6fpRMr9xqVpF7RSEEtER6JsvB7pTKkgpXoHO9ZGk+cPxnyl6Xe+P08Q9LBOZthz+flueMc87Pkhcrn4D3LsD7XqL6+XpXvW7FiBU6cOAGLxYKioiIUFRXhkksuQXd3N9577z3VuEhP4zvfcdEBGNg4H31hNqebPz344IMYNmzYGeihRHu5h2gk8n3cV9JIksiyNEwYaaDhoDc6uOdJjZS0EX4XoI2CEQjRUxKljOnr68OpU6fwP//zP2hubj6v+c3IyMCjjz6KQYMGKaO3vr4ewWAQjz/+uErSvfTSS7Ft2zbcfvvtWLVqFQoKCnDZZZcBgGrS1NnZiX/7t39DW1sbMjIyVBEPAFi1ahWWL1+OpUuXYubMmRqni+dczz2XiDKQjkYSTOLrUt4A/cmxlMkej0cT/TQYDKqsJ2mFpJRK3X82fUFDnvYHI9WMbEvjWjqLlGfSgQO0FC/5zIxSdXR0wOv1qr1Hm0NvYMtIqry+rGIjHRLKX+oB6RjRMJeRAMpuec98nXtX6iSpO3im9HRVfg+jr/pEZX4fHWmpG3l26VBLG0oCaaQ6yUgAAStGMSR1PJlMKjtE5jtwDxw5cgTRaBTV1dVYtmyZivY5HA7VDHDGjBkIBoOora1V++NCjD9rB4DD5/Phvvvuw4gRI9SG4OaUSK3cHPJQUpByUSh0JGIsjQpuJB6aZDKpkF6gfyNy81DBSORJetc0TGmQ8PBKZZBMpisuPPXUU2hrazuveRo3bhweeughZGRkYNOmTVi+fDn6+vqQmZmJkSNH4s0331TvLS8vR09PD7KysvDwww+rMpKpVApvvPEG9u7di2uvvRZtbW2YNGkSsrKylOG8ZcsWTJgwQV2LjpdEkAFt1QZpqLHBR09Pj6pJzzU1GAyq/CaQDi9brVY4nU709PSgtbUVXV1diEajmooJDK9SoBNhALRcQe4fSUGRCWJ6JUMHgMpeotjSmOYekkJdIvwSfdQjgZKbyL3J0C73ON/PPUXBKr9X0rC4xyyW/t4NMqFMKiA6rFLYUpCTjkB6m76SAgWxRDtpbDMhXDp2MpFZOsLyfuT5ltE+KgoZ+ZOvc00l4sT3AlA5GE899RTi8XRnagAYOnQoZs6cifHjx6OtrQ3vvfcetm/frlGuF2pcdAAGNj6PvvD7/XjkkUcUGMLzSvnNfcQhgSEaRTSUuK/4s6TqEXmW0QYp3/WUNuloSLRY7mEpb6QDIqOEfE9tbe3n6i46adIkfOtb34LL5cKGDRvw8ssvIx6Pn1X/UD5VVVXh3nvvVbk+iUQCy5Ytw+uvv44pU6ZgxIgRGDduHHJyctScPPPMM7jrrrvUM/Bccq75Nwl68LlJxyCqK/n6fJ3lMjnvpP/09fVpOPnMS5JRFVIdJfAnZbuU8dTltDX4/HoQhUVDpIEt9QT3IfUl0I9s83rSGAW0ZVCpo2SSO3/n53g//Bu/A4ByaKQzxueTwKl0jBhV5TMC/Umz3JMy6st7kHpORhLkZ2UUjPd4NluKkXXaG1wPqRskYCTpydI+pG6h7iIdi5+V+nLfvn34xS9+ocBIIN0sb968efB6vXj88cc1lKULPS46AH8YVqsVI0eOxD333KNKZhFx4ULSmOKB5maT6N/ZvO4/3J/GQOOhAKCUgUR9+Xn+Lj1+6ZRwQ0kvV+8d8j7j8Tjq6+vx9ttv48CBAxpPfiDDYrHgG9/4BmbNmoWPPvoIL730EsrLyzF9+nT09fXhpZdeUvd94403Ytq0aTCb05V1urq6UF5ejkAggH/6p39Cbm4u/vEf/1EdDKDfkJbREIkOywiJpGPQw5ZcS6PRqGpOOxwOjVdtMpkU4k8eeXt7u6qfz++VDlpfX7q9OoU8lbpE/PgM8j64vlKQSZSfr0tBLfMMuMYyoiCNXKkAJJpI9Il8Ygoqzq/JZFKol5xvllZlDgY/S6OXQp1CWl/mVoaGAah7pbLhelLYU1mxAVtRUZGKuEhUUjp/MvxbW1uLsrIydV1Zz1q//+Wc8ZoSlSP6L1+Tibi8B6nMDQYDamtr0djYiFWrVqGxsVEpDafTiaqqKtxwww0AgN/+9rfYt2+fpmTihR4XHYCBjc+rLzIyMlBVVYWHHnoI2dnZyljgkPsN0NIWKFt4LqhDZDllvaNNg4JnjNXTeC4BLSDA37lnpbHPM8K/yTPN76UR19TUhGXLlmHPnj3nrC+sVivuvfdezJs3DytXrsRzzz2H0tJSVFdXawxWk8mEm266SXWTJ4peWlqKQCCAv/qrv0Jubi5++MMfKoNagltEZOXccw70CdVSBvC95PyTd895NRrTVWTsdrvSIYx69vb2qjr9lNf6PEBen7JID15RJtMwpT6gfJBUJXkNuQ7cVzRouY508jjk3pP7RMpGzpWUv3w/HVE5xwCUbVJbW4uKigqly6S9IvenjHZIOqXeYJeD98HnTqVSiEQiCIVCKC4u1jyLHoQC+pui9fX1qd41EgyTz0H5ry+wIsEhvTMpGQgSrJJ6Xkarjxw5gvr6enz44Yeora3VrGdGRgYefvhhlJeX4/nnn8eOHTs0Z+VCj4sOAKB49t3d3Rg+fDgmTZqEefPmKaNSIqPy4HJIA0zvGcvNzM0vD5ZE8rlhJZdbb/zovWIZdvvDPADQdp2T30EPvrq6Gh999BGqq6s1pSSBNO2HwlDSQ6699lpceeWVsNls6Orqwu7duzFy5EgcO3YMr7zyCq666iq8/fbbSCaT+Kd/+ic4nU6kUikcPXoUb7/9tmrdfvToUVgsFgwZMkTVXOd9ynuXpcMo6HjQ9AgtnxWAUshMDuW89PX1weVywel0IiMjA5FIBIFAQFPRgcpCosfSOGc94FQqpUH2JZpjNBrh9/vh9XqRTCbR3NysIgpcO+lAyiY9MvQp54R7kRQciUZLp5D7kYKNtCgZvdIjI9xfkhvf3NyMwsJCJQwB4ODBg/B6vcjNzdV8l1RKnAsqAjk3ch3lfqehHQ6HVXRGjzxxSBTJYDCgrq4O+fn5mu8zGtP0pD179miaxHA+9XPBudOfF+nEcB74vL29vejs7MTy5ctx6NAhdHR0wGAwqA6TEyZMwMiRI5GZmYk33ngDoVDoS0nuvegADGx8XgeAo7KyEgsWLMCCBQs0dATKev6TUUypR7nf9Ens3KPSKJE0Dbl/pcyS3HZ99RopXyUViLpE6iGeYY5Dhw5h5cqVqK6uRldX12dSECwWC66//npcddVVqvTitm3bMGbMGLz++ut4//33MWvWLBw+fBiJRAL//u//rurcnzhxAr///e/xne98ByaTCQcPHoTFYkFpaSkMBoOm2aCcRzl4rgEomSkRb86DyWSCz+cD0J/fJAE/do3NyMhAV1eXqtgmnQipJ6WulrqZv8v1kABiZmYmXC6XKvMaiUQ0kRqpLz5JV0mZSuBHIvvyf2mDcC/x/mRFQ+5HymD5HBLsqaurQ1FRkZrbeDyOffv2IScnByUlJWpe2NvAYDAoipPValUNvPSGu3SgpK6LRCLo6upCXl6eJjJAe0ner3yWuro6lJSUaPYP12Lz5s2YOnWq+j4ZjSfgKEE/mU8ggSqpLyQwFggE8PLLL2Pfvn1ob29X0SR9J+3MzExkZmaqxndf5PizdwAMBgNuvPFGHDhwAIcPH0ZVVRX279+PxYsXY8aMGSgpKVHICYWm3DwUzNIQpSMgDxnfy89Lw1RWIaH3zmtJL528QG5ovkeGgiVqLQU5BQGjGvw5kUhg8+bNaG5uxqZNm1BaWorBgwcjFAphw4YN8Hq98Hq98Hg8ePDBB2EypZOU1q9fj4MHD+Luu+/G7t278f777+Ohhx5CaWmpOgB79+7FiBEj1LP5fD6Ncty1axe6u7sxefJkdZ8yeYcCRs8hZxSAf+P/nHeHw6HmmGis2WxWXR2j0SjC4bA6eOTpSgSPayqdDB5kiZrweai83W43ysvLVflJConGxkaEw2FNGJbrz73BRDR5D0ScJJIv95B+j0inhZERaTRw7fVOAB3WT6qaA/Q7tXJPE1mRuTHc+9Jh5TxxL/K6MsrFPakPGQPakriAtvcF3y+T4vgeDs4Tn4HXooKWDrl0wGUYnA5gXV0dtm3bhpUrV6rvy87OxoQJE7B48WLE43FVFpdNmr6scdEBGNi4UA4AkN6b11xzDWbMmIHKykolf3l2ZfRLGhXSYKDBKp1OSbmT4ICU70B/joyMwAH9yaAS7efv1GfSiOS5lQ4EKSlAP5X0o48+QktLCz766CNFR9GPwsJCPPLIIygoKEA4HMbatWuxc+dO3H333XjjjTdw+PBhfOtb34LH40EymURZWRl27dqFUaNGqTli8iajqlu2bEEsFsOcOXOU/JXGPWWNpA1yLjk3fE3SIlmOEdA2gJJ0LSbj8nlltEbqXF6D1+Y8c731YI3D4UBRUZHqIsuqaew0L2WV1ENGo1EBZ2cbMp9JbyfwHuUeofyTDgPnUOoRGW2QRrcclKfUJ6TAUMeynCUdPqLtvBdJv5H3zeuymp6MkslzIHUC70d/XqW+lM/LddN/nlF8SQ2TdiDnRUb1gbQePX36NDZs2IAVK1Zo9NO0adMwdepUVf3tjzH+7B0AIM25mjhxItavX69C+EDaYB0zZgwWLVqkSv7JjaP36vXIvgw70jglciBbVusHhdEnORF645iGHXnHZrMZpaWl2LhxI2bMmKFB8bmJeV9UOkRT9+3bh0QigerqahQVFaGwsBAffvghli5dioaGBgwePBiBQACPPfYYAOCuu+5CU1MTPvjgAwwdOhRjxoyB3++HzWbD2rVrcccdd6gGWhTkPHDhcFiT5EbhyEOpRwIk/YJKTEYFSPNhp0w6O7LkZTQaRSQSUeunF6Iyn4CHlfNnMpkQjUY1KB4NX95jTk4OioqKEI1GEQqFEI1G4Xa7kZ2djerqalUWVRq/0giQhgCVFhOmiJTQuZAKnVEESQ+Te0mW0eMe5nW5F/j9DIfqm+AB/cijpBRIA1nufYnUy2gDQ8JSwUgamERO5HmTSloKfn6vpCLJz8lEOX2iFz+nfzaJ+MdiMYRCIYRCIaxduxZ79uxRHRetVisKCwtx3XXXwW6348CBA9i0aRNaW1s/Q+p8MeOiAzCwcSEdAI7MzExMnDgRV1xxBQoLCzXorKQS8NzqDTo6ChKZBLQJkn+4d43RQ/kkE1npTPM60tjhfXV3d+PYsWOwWq0oLy/Hxx9/jNmzZysggk4M9RA/y+udOnUKa9euhdPpxNatWzF27FiUlJTgrbfewq233oqTJ09i0qRJeP3111WjMJ/PpzqcFxYWYubMmSgsLITdbseqVatw7733qt4npEPyXpqbm1VCMaCl19BR0UfeeR1pSKdSKVX1i2VKJXJrNpsV0NbT04Ouri4N+k5dAEBVqyEQQp0v6Tw0VPl+oB+QyMrKUg28urq6VH34jIwMtLa2orOzU823vA757zL6LZ1KKZ8lxYZ7js8hHSE+OwDFO5dAlQRj9DlikhpN+a2PMPP7SKNlErW8tny/3hnmd+mpmlLXyGgx9wDnSNLtODcyusL3076Qf+MekXMi11vacr29vUpfrF69Gjt27FDN++QoKSnBuHHj8O67754RnfqyxkUH4A/DbDbjlltugcPhUGX7uPgZGRm44447MH36dA2Xi5tebiYKa24MbiZprNGw43skh1EKeioOmWAiw4w0Omk8yo1MQ0qWepQItz4KIYUCDzgRaNlMpra2Fg6HAy+88AKOHz+O22+/XXm7M2bMwI9+9CNcfvnlmDdvnqZRCtCfENvd3Y2+vj4cP34clZWVyuiWCBCVGgCFIBBN4CBlhShuIpFQJT55v3yPzWZDZ2cntmzZgrFjx6q51TtvevRaGt7613jfRqMR+/btQ1VVFXJycpCVlaXyCnjPI0aMQGtrK1pbW9Xe4VrrkXzJU5cJ4awiJPmKRAYp4AEt5537hPtNUoCkM0mhKM84Q7TSqJCGNZERzpEsByejZfK+eA1ZZs5oNKKrqwsffvghLrnkEk1ZVSKRUqHzWjLSJq8t0RmZQyEVE8+KjN4QVWI0JplM12Q+deoUfve736GpqUmF5R0OBxYuXAi/34/Ro0er+ul/7HHRARjY+CIcAA6bzYYHH3wQM2bM0FA3GAGTjqwEkbgv+Tv1ikT1KfMlNYFngWCGlB1yT0t+tJQB0lmQKKp0SPT0QZ5xymmZjyY7xp48eRIOhwPPPfccDh8+jNmzZ6O8vBwmkwmFhYV47LHHcMstt2Du3LnqWeQ5pSzs7e3FsWPHMGTIEHW+t2zZgkmTJmmeR9KiCJ7wXmiMSwfKZrOpNSKqzz4w4XAYGzduxMiRIzU5A5Q1krcvDUy5TpQtfA7+vmPHDowZMwZ5eXlwuVxIJBIIhUIKyCksLER3dzeampqUEyTpinpDn88rwSx9zpZ0mLi23DvSSWTUUq6tfHbqLLlG/F7qe3kfkr/PCACj8dLWkU4D15TfJ3PRACAYDOKdd97BNddco+aP3y1zBTg/MgID9Osy6SjJueI9cM14DRkxpu7hGUkk0r0IVqxYgf3796OhoUEVEnE6nSgvL8f+/fvPV6x8IeOiAyCGxWLBFVdcAb/fD7vdjpdeekmD9N12222YPn26prQbAE2ITyLs0mDkoZWCVXKPgX7PWho2fN8fnlFx0CVnVHrH3LjxeFw1lKDQlEgH22I7HA5lRMdiMXR2dqrDRg693Pw0jOjJezweRY0wGo3qcFOoxONxOBwOAP1hWgoblnhLJBKqZbpsqw30Z+vzUEt0mcahPMxERoiGkVPOCi2dnZ2aBi5Af2hbJqYaDAb1HJ/E9eN9kerjdDrh8XiQm5uLUCiEtrY2pQyHDh2K5uZmtLS0qPmU98t15fpJwSjLh0qUg++lEKYA456QAp9zJwWtRBoloshrS9SMDgj3IQWexWLRdNOV19bvXzou+p+lcmBdfhpKUmCzepE8JzIyxr0hQ/LyXvSIz6lTp1BaWnqGkovH42hvb8fBgwfxxhtvqERxIF3d6p577oHD4UBnZyeefvpphEKhATVO+jLGRQdgYOOLdACANGh0zz33YN68eRpaBferbODFREl5fvgZSeOgoSUjCzz7+rPC76E8ALR6QgIsNLACgQAaGhowYsQIJXdpVNEoJjJOsCgSiSh9oK9sJL8/EokgFosp3UrnJBwOq5KIPN9er1eh/wSLgLScCgaDSCQScLlcSrdI2gX1Is+/jBBQJupLR8tEVUY/mOTb3t6uKsCxGpC+Mgzvj7JHghZSJgH9OjAajcLpdCI/P1+VpGYRCpMpXZ48Go2ivb1dRTcouygLuXZyHWUkg2shnVAJ/Og/T93MKDM/x2eTDiuHdDokWi4BRqC/XGd3d7fSiTKKIIEcPbtB7l3pWHR2dqpOv6RNywIq0hnlfpcUUJ43GW2Qa2cwGDS5eSdPnkRZWZnmmWgndXV1Ye/evXjllVeUTQOk9cXChQvR1dWFwYMH44knnkAoFMJXZVx0AD5hzJo1C6NHj8axY8dUzXq73Y4hQ4agrKwMCxYsgM/nUxtS1mgmGtLS0oItW7ZgxIgRyM7ORk5OjiZ8KCMB0tCSApqHksJLetj6Aw5os/xpyPNgmUwm1SLbZrPBbrereyWvjtUO2PyKApcGFL/zwIEDKC8vV50P9Y4PkRe32624lMlkf4fX48eP46233oLX68Xs2bPh8/lUxz4i7zykFAj6SAvnkLQWCmWDwYDMzEwNOtHX16fap+/atQuTJk0CAM28UikQ7ZLhU84T74W/GwwGZQAD6S615eXliEajqvlXRkYGiouLUVNTg3A4rBHCdHZkeJH3IBUHFQvXnc8kESB+ns8lkXeuP9F+uX/43p6eHk2VDWlUy/3Kn2V0QTpF+qiBNPb5LHTcpELh99Bx5DmQjjMFuEy4lGdEOqNSscl7A9LC+/Tp06ioqFDzEAwG0d3djUgkgldeeQWHDx8GkC7lN2bMGMRiMVx55ZVoaWnB9u3b0djYeN4lEr+ocdEBGNj4oh0AIM3vHj58OAYPHozFixfD6/WqPS47vgNpQ6yhoQFr167F2LFjkZeXp0mqlFFUvZNPw1fKLCnzJbqbSCRUsquUHZRnesCAeoKgCs8mo9bJZFLJjEQigUAgoHHsaSBu374dw4cPVwY7//HZaHB6PB5FI6ED0NHRgZMnT2LZsmXwer1YsGCB6tnCM06ZJZF/ifySi096jcwNs1gsqo8K54Z8/87OTuzduxczZ87U0Cd5TUZdpOPG9aSxL5saUtdyuN1uFBUVobe3F11dXSpq7nQ6VcKxBD8kP10CHXI95V6hDJXv4dpKuwPQ6h6Z4Mv3Sv4654ryWA8qSUBIGvSyGZe8B33kgjaAnFMJlMpzQ30iwTHpFHBf6J1e6lTmAsrn5Bzyu6xWK2pqalBZWakiXczXiEQieOaZZ86K7ldUVGDBggX4/e9/D6vV+qV17R3ouOgAfPL1kJGRgcsvvxxDhw7Fpk2bsG3bNnUgfT4f/uVf/gUul0vDA+chl6FUSTfQf4c0cng4Oc/SQwagSjTqD62eOyqRXxp6vH5paSkKCwvR29urug0yPEpEPy8vTxPl4IaX3Hh56CXKJL1tdtd1Op1IJpOq1GZ7e7uKNPC9esNNGpLSCNQLLavVqkHJqAxtNhscDgdisRhisdgZ5Solsk9F0N3dDYfDoYSOvroSE1h5T/LeiODbbDYUFRXB4XDg9OnTMBgMqqY1O73SQSLPUiKDRKKkIqYQlrx/Kfz1SAbvie8/ceIEioqKlCIiOnO2EDXnXFIHpJCW4XWgv3KGpIxxLaSQlUqP8ytRKrl36TTJ63Nu5DpLxabf81wz/s5Ilt7Z6OvrQ0NDA7Zt24b33ntPYzAAQEFBAW655RbU19cjHo9j165dOHXqlEZhfZXGRQdgYOPLcADEd8HlcuHRRx/F+PHjNYnllDE8TzJhWF/JRKLJNGjl2ZBnTqKccs/TuCV4QHkho8NAvwGXk5OjEnnZOV12Mvd6vcjKylKOPgswdHV1qX4qlBmyEyrpgpIO5Xa7FTJsNBoRDofR2dmJQCCAjo4OVZmOBqKUUVKG0uC02+2aSCCjtJw7AhOk9LECGmmvRmN/bhVlDddARsRl5IbrRDkq71MCLnTkHA4HvF4vMjIyVPd4ykbmqtEol3PJ7yRwxe+Vzh71orx/aQxznaU+N5lM2L17N8rKyuByuTS6V8pVad9IWhLvV4IuUmdLKo806OX/BKPk4PfrnREJpFFPSjnPvS1pQYA210yWZ5dRFP5NRpbi8TiampqwYcMGvP7665o990lDzt1XbVx0AAYw8vLyMGHCBIwaNQqbN2/Ghg0bYDAYUFhYiOzsbCxduhS5ubnqkNHgkd4w/5cbUtbWlYeIBxXoPxSSByodBG56Peqq92QpdAcNGoTi4mIEAgGEw2EEg0GFVjidTlgsFtjtdvT09MDtdquIAEuhUXjpOYAUFFRuVDA0tGiot7W1oaOjQx2Yrq4uxONxRKNRjYKQRqZ8ZiJF0vGR9CAOGrgMLcv5JRJBVIIoNoWpFCikvRC54XxyLqhEJHpksVgwePBgtLS0KGeRDWPkPcRiMU25NrlWMoTMZ5CJrDKMLYWaFGT8FwqFNG3rOZ/SAZAOyNkiPvwezqNM+pJDKkg95Ug6uDwLejRTv/5E3SiQqSDlvpNORCrVXyaP+0NWQuK99/b2oqmpCevWrcP+/ftV0m5WVhbsdjuWLFmi8kY2b96MvXv3fpJ4+EqNiw7AwMaX6QBweDweDB06FHfffTfy8vI0Bgf56dIw4r5OpVKIRqMqQkv9wT0tUX5pjEoQAejXF5SXUl9wyI6lDocD5eXl8Hq9SCQSaGtrU/xw5lYxvwpIRz9tNhvi8bhCRyWqT3CD9CE6+dRVUkZTrnZ2dqKjo0M5LeFwWAE6pE3JUpvSyGUEg0MCKTTypGEmDXU5LzJiyX/MmaCxzvWSOp+AkQS0+Jr832QyISsrS60HO8DSCJYOB9eacpZ6ivtB6kZpEHMvSHnN+ZZrkkql0NTUBK/XC5vNpgGK5H7hPpUUYd4v50FS0qRulM6A3HucS66RnE/qTEkVkmtOfSE5+zLCxefld0t9IM8GQTypH6n7m5qasGbNGuzcufO8O2R/1ca56AvzZ7/lT3M0Nzfj3XffRWdnJ6ZOnYr8/HysX78edXV1qKurQ1dXF6ZNm4Y5c+ZokHMaI9JxYsioubkZdrsdWVlZGm+TCIg8vDxoctPqPeJUKl3RhsJKlngD0hs8FouhubkZfr8fbrcbwWBQ8f958Hp6ehCJRNR1amtrFTXE4XAoo4zVE4D+igcMB9O4BfopGjJcyutQiOtDqbIvwJ49e1BVVaVBPShopFCV6Ic0gKVCkK9xzmVNYj4D0bfu7u4zEpxkIpfNZlNoGF+TAiwrKwuxWAw2mw3Nzc0aB0WiKnSa2BOBioPv43NLoSQdP/kefVde0r70jgHnDIBqKkQHiGtGYUt6gH4+ZZRGCmAZKQG0ToWcSyZWn616Br+DTpiMutBYoqHC/c09L3nLco7C4TBWrlyJSCSC3t5ebN++XXH7jUYjysvL8c1vfhMtLS04cuQIuru7sX79+q8senNxfL1GKBTC9u3b0dXVhRkzZqiEd4nSc0i5k0ql0NbWpqg4srqPNEolgCGda70zLiOH0ignAANAyfCmpib1vbLoAZDWQ2yGxXMfCoWUzKPc6e7uVui+jK4xKmC321UeHXWXwWBQ1CJpkFE/SkOdz2M2m7F582ZMnjxZI0do6ErdIakhEpXntaVzJiMV/E4CQJRReuCO7+Ezcz0or6RMpLHM6AkdE/19SNqjRKZllIHrwp/leumr8/B+9c+WnZ2tcY4o4+X9yPvQAzN6AJCRfj3yL/UBf5cGutQ1fBYJSvEepB0i15T3Lh0JXpuvScYC9xbPX1dXF95++23lcG7cuPGPVq7zqzD+bCMActjtdsXpXLVqleqa2tXVBZfLhcmTJ+O6665T6IjeAP3DvSqhIw9De3s7CgoKNK28JQLL90oBKg89K7KQ16g/lES+/X6/SmZpb29XBro85DzA8XhcGf+dnZ2KpuP1ehGLxVTkgNfOz8+H0WhEW1ubuk9GHxjq7OrqQnd3t6IBSdoIhSIPezweh8vlOqswkXNKvqnJZFIKRVJdpBPF3yVCIDmwskICqUn8DBEyGqQyNwGABnUuKytTiFlzc7NaB0YcpHJhaFs+EwWp5O4zPCpD53IfUClRaRDtk/eq5+NL5UeUSe808dnk/XHf8X/OLZuIyUiAwWBAfX09srOzNQ325GfPFjmQzyOjHfozRHSJCpEORl9fHw4ePIimpiasXLlS1dbmyMvLw+jRoxW3c/Xq1aivr/9Cu/V+keNiBGBg448RAZDDYrHA7XZj6NChuP322+Hz+VSBBZ4XgguULfpoW319PQoKCs5KV6C+kECAHkSgjOV1ZeKxRLb9fj+Ki4sVJx/oN8ZSqf6mfwQBJLghDV6eb4INjDKwCAKflcUn/H6/AkSYJBsOhzU6QMrdVCqlnA3KVcmDB/pBOcoO5h9QJktDGjize690BqgvpVyXVJu+vj5V6pLvIVWSr1MP2Ww2FRXq7e1V+lN+Vp9/JguBSDAH6M+JkM/Bz8m9pI+o6qOpfH7KYepQmedBI1r/vaTWUI/qnRqi/C0tLSgsLNQAnslkEnV1dSguLtbYPvJ5zwaKsuoO70c6Q1LHUF8wAs99lEgksHfvXjQ0NGDFihWKIfGnOi5GAM5xxGIx7N+/H93d3cjOzsbVV1+Nbdu2Yd26dejq6sKuXbvQ1dUFk8mE6667DtnZ2UrY8sBTcNBQ4ebr6OiA3+/XIDuSoiIRWbnxecBkrX2iMrKtN4VkR0cH7HY7Kioq4Ha7EQqFVJiLSZDkN9KYZtIakW6it3a7XVVNYRSC9fiNRqP6HNEhm80Gl8ul7ot19WWYk0qJSLxUYhQQdK4otEgN4nwBaWcN6Of7yWiEDFEC/RQf3rcelZbvlQIN6K8wIfm7dEgyMzPR3NysUbZSYVPo8TU+vyyfynuRCopOARW73FNAf0SEyk1PPeOc8jXej2zExu+hA1RTU4MdO3Zg1KhR8Hq92Lp1K0aMGIGdO3dixIgRGDVqlHoGqXi57xgVkk4vv19Gv6QSkfPc19enqAfSsaYilHkF7e3tOHz4MNavX39GcpbVasXIkSMxZswYFBQUIBqN4rnnnkNnZ+fnEQ0Xx8Ux4BGPxxEIBLB582YEg0H4fD7ceuutygiUdD0OnieeBwlM6FFViYDqSzNS3lLORSIRTUloKU+oL2w2G3JyclThC36OXXEl5RXop1sQ2CCvXp+/YDQaVSd6GpWUtQRPqANoNErDmzoVSMs8j8ejXpfG/NmAIH00RCbY8nqUpxySVkUZKr+DP0sAgYa3dG4oz2VElPqTuRYSvZf5alJmS+Oc8ynLhkqDWlJ+uFcklUwazvqcAb4uB6M0cl+SRWAymXDkyBFs3rwZY8eORU5ODtauXYtx48Zhx44dGD16NMaNGweg32mRc819Ip08/ffzvmXkVzq50uni/PBeZeQgmUz3JNq/fz/WrFmD3bt34+I4c1yMAJxlZGdnY+HChZgwYQK2bduG7du3o6amBgBQVFSERYsWYfLkyarTHwCNYSS5z0B/9ZYTJ06goqJCI6R6enpw6NAhjB49WpN4TAM7lUo3Z9m5cycqKysxZswYDVIikRCz2Qyv14vKykr4/X50dnaqpC12rKWCMZlMKpFXIgJ0Knp6epCRkaHCvHQYSO0h2uX1ehGNRtHS0oJQKKSEvjQ6eTBp3FJ48nUqMzpUUlAYDP30IR58KhXSSKSyAPqbPxGtYPWAZDJ5RpiWTpGklfDegX7DloZuXl4eKisrcfLkSbS1tanv5Wf5T4/w8T3cDwZDf2tzflZyPXnPNPI5j/J5ZXKfvAc9bYBGNJFASfXhnpC5CKzWwfmkUSEjDVRu0pmV6yQdQJMpnYTm8XjgcrmQm5urUbIU5Lx/2atg9+7daGlpQSKRwM6dO1FbW6tRKkajEaWlpZg9ezbi8Tg6OjqwZs0aDVL5dR8XIwADG3/sCMDZRmlpKS677DLMnj1b0UHk2ZCGvgQzAODQoUMYNmyYBmnt7e3Fpk2bMH36dDidTiW75Tk8ceIENm3ahOHDh2PcuHGKq08whvrHbDYjJycHxcXFyuiLxWKq4SHLSPO91DP60tHUeURfSTtid1ibzaZoQUDakGbzxu7ubhXhoKEpDXhShQhAyCZgMrooDWIJOMikYso9WXiB804ZJ3W3BHKknmSSsAREpJMl5yM/Px8ulwvBYFBVkOM1Jfgjcxg4qAv4rNJYlvcM9Jdg5jNKeUoZLG0LSfWUFBmuMz8nI+fUFdQX1Af8btl/QTqt1GEyok1dzmtzUHdu374dbrdbJazL6AWpqLweo8/8HPXFpk2bcPLkyTMcvj/1cS764qID8OzdTjUAAQAASURBVCmDpUHz8/PR1NSEl19+WaHbZWVlWLx4McrLy5GVlaWMH9nqmoYo0E8Hys7OVgKVQqCurk7RK/7w3MpAkiE+aaTzPa2trapuLgWXz+dDcXGxCiWzak44HFZVamgkGgwGVcYzlUqpigqs3c5SZgBUApHNZlNJYC0tLejo6EAkEjkDUec9U+jpM/SlsUoaDJ+Zzy0jDhJV1gsoKgtJhZHNawAtCsXypPrKGfp7p+ANh8Mwm83IzMzE0KFDUV1djZaWFkXN4nUkJUlek8qb36mnwDBngEL6bLWNJZVA0mmorPg/95GekkPBS8Hc3d2N1157DfPmzUNWVpZmjuT3ymgDX9MrV6lkz7ZXOadU4FIoyygP6WTt7e3o6enBsWPHsHXrVhw+fBhTpkxBMpmE2+1GRUUF/H4/IpEI3G43Wltb8cwzz/xJhnYvOgADG39sffFJw2g0YtCgQbjmmmtQVlaG3Nxcdb6lo87zDaRlUENDA/Ly8gBoiwEcPXoUFRUVKuGW3yFlAtAvc6Tx19zcrPjgQBqVJR2IjjnRfNJDeT+UtUT+U6mUihZT1shIq91uV+AOq5WFw2EEAgFNtTQZNaV8knQO0lKTyaSqAkT5z+ekjJH6V8oiKQel4S9BG75P5tpRXkvuP6/J55R6Q0a9zWazys0LhUIIBAKatSC4BfSX95SylddkAQT+nftEgj4yiiEpOZKWKgd1O41+qT94DUZmuJ+6u7vx4osv4rLLLlN7ReobDgl+ShCJ1+X3cw706yBpUmQByOtJp5eUo9bWVuzbtw/PPfec2rN/ruOiA3CBR2lpKaZOnYrc3Fxs374dW7Zs0bx+3XXXYfHixZoSWwyH8hBJWodEfWToSp8TwM/Lqik8QDTsN27ciIkTJypOPb/b4XAo79nr9QI4s/QnDx8RGb6H5cskZYeCl4hMR0cHWltblXMgDUFp9Or53PxZKjSpNGhEEwmSIWSJckh0ht/H8m5SoXJ+mYzLdZH1r6UhzuvxbxRUDMMmk0lkZ2crpIyUHFlxgcgKBbDJZFKRBxmql4iIRJ30Skn+jVEMKRAlT5VKQX5GKjOuEe9LdpKm8qJDI5WSROv5P/calRIRLWmM8H6kgyNRMxmZSKVS2L17NzZt2nTWkK3FYsHChQtVLkYymcTPfvaz8z7XX5dx0QEY2Piq6ItPGwaDAUuXLsWVV16pQY4JCMmogIwa6gEFqS+k0SmNRwkiGY1GdHZ24r333sOsWbNUhTugHxApKipCdnY2XC6X+m4m8FJnUFfFYjF1/gmQsB8A0X7SiBg97unpUfk6EsHl80qZwLliZJhyilEEveHL34H+5Gd+ltfmNfWRYqmLOR/SyAb6O9dTLkpHi7JNRnClzGRXW5Ybl8m4MnIjdYcsRXo241fuCzkPUl5L8E0CNNwzsjmWLHbB98sEXQna8X6k08HvlkAV71nOvwR+uJ9lQQpp3FNvSD3B61Fnbt++HevWrcP27dsHegT/5MdFB+ALGERKrrjiCmRmZmLlypWIRqOoqamB2WyGz+eD0WjE4sWLNZ2F5WblaG5uVg3E9NQO6SjI8Bw3v0Tm9Qeah9dkMqGhoQHZ2dmqIYrT6URmZqbqFkzhKis0GAwGZVza7XaFvMjkYSL+fE2i/jSoZQUioD+pVf83Up5o5Eu0WaIedAr0SUp8jxQaEqHRU6X0SDoVBN8vBSmFOtePDgAjGVJhywiArE0s+af8Xrm+UvlIoSkVoBR+NP6J0PF1+dy8D72Qloa6vn8Cv1MqUX3pNd6vFOAM/3LIZ5T3zN+lQuVgp9Kenh68/fbbqKurOwPByc7OxqJFi2CxWJCTk4P33nsPzc3N6O3t/Up1YPyixkUHYGDjq6QvPm1YLBb4fD4YDAZcffXVmDVrlqq0BvQbs3Sq6+vrkZ+fr86sTPAkwEEDinJROgqSZkI5Qz0CpJHdhoYGlJSUwOFwwO/3w+FwKLDHbDarimqMzvb29iIajaqzGo/H4fP5NPTNcDiMSCSCaDSKaDSqSZClHJHPeTZEWSbX8nk4P9Ko1UdwKZekHiWoJOdR6mU5H9JA5/1QB0m9wMiAjPbzNeY2SedB3qfUTUC/scxrce34HNKQ19tt0jg+W2EHqf+kIS8Nb0kBopPDteW19LYG/8bv4L3I79Wvobw3uQ4S4ORe1t9rKBTC6dOnEY/HsXz5ctTW1ip6Lkd2djauuOIKLF++/CvTzf3LHOeiLy4mAQ9wJBLpmsnPPfccBg8ejLy8PFx55ZWoq6vD+++/j0AggGQyiZdffhknT55Efn4+Fi9erOFg8/AQbZcHT++pU+hSmPA9TLqRJSolqkG0hnSj3t5e1NfXw2g0qrJvMjTL/yUqz8QmoB/xZR6BPJicF2l00rBnKJVDCu1EIgGn06mcGGmUU1CzMg+FCwUVAE1Sr3SiJK+dQozfDUBj8FMoMwKiDz9LIUUlIJ0CidIxyiNrYFOQ/f/s/Xd8XdWZ749/1jlH50hHXXKRLfde5Io7NmA6hGZCQiYTmAlpk5BAZnJnfvOde2futO+d75QUMgk3ZJIJCZlJIAkhQMCAwYBtmgvGDRv3JhfZsrpO378/pGfrs9fZR5bBRfZ53q+XXpJ2XWvtvZ+2nrWWlJtz7GU/G9PSBvJesFCUQWYA3CiSbQhIee1BxewocDSM13Zgp0fKzU4o10muI8/Kfn4yBaHdLcyOgET01qxZg7fffhsffPBB1vcWCoUwbtw4XHbZZRg+fDji8ThWrVqFDRs2uO2kKBcjyWTSXaPisccew/vvv4/Bgwdj2bJlriPAPXcS0Rbkm+eeA45wAz1yZs2aNVi4cKErs+0ePF4dfvDgwe5AZpGnhYWFqKiocPWN6ItYLIaOjg7XUIzFYmhpaXHlVEdHB5qbmz2yjIMMLF/D4bDboy114Ag25+CzPLINXtnPsodTZbg3l3uQgZ7Bs9J20k487z/vt9NF2fGxA1G2wc46IVfvhzhxbCjzNe10MW5PkcN2rw0HGrm3mq9t91743d8O4jDcqwPAtSN4QLpcV4Jp/Jy4p5kDVolEAq+99hpWr16Nbdu25bw/ABQXF6OiosJNJ1Vyoz0AH4HrrrsOQ4cORVFREU6ePIm1a9e6g4Wrqqpw/fXXo7i4GJMnT8aAAQNcocGpFewVc041G7wiHEQY8kIdIghF+Mg+MWw50i6zGLARz7PxcJqKOASMREBYcLAwYMHB8xmLwpB7FRUVeerNi6FIFEKUXkdHh+sMiIEv5eK5pIGeFCd7wJoY0dzNKedwaoocI+fzNnZw2PgWhSaDZ6WrVNqDf7MTxNEYaTNW/AA8U4PK87ejL7KPI2SsaPlHHCA2LlhhshNkP18xRILBINauXYv58+e7SoajZFIWnr9Z6pxKpbBlyxa8+eabeO+999wcVGbEiBGoqanB5ZdfjoKCArz//vtYsWKF2/Wej2gPQN/o7/qiN4wxuPzyyzFt2jTMmDHDnWmOv227R1J6bDldT2SnfLvJZNKdrEICMtwrYMt5jsjavZPihLBRLQEgAJ68e+kJlsCJ3EOMXe4lBHrSbjg6LteVwAoHkKQMHKmWXg7pxbbTbqXNJDiSyWTctFHRhbaMEeOf0zftoAcH+URmS/k5xRfoCZiJHhc5yz/SVmK8y7Pi3l6W4dyLzelf7DixfuVn4dfzzM+F8RtMa78jci1O412zZg0uv/xyzzoLgugkHpPI5XnvvfewcuVKrF+/3ldf5IIzBvKNM9EX6gCcBQoLC3HXXXehtrYWhw8fxvPPP+8ZPDts2DDMmTMHl19+OSorKz2Ld7DHz9F0FtCSVykfvhwnH58ICaCnG5MNN6An305gI08+QhaerHzefPNNzJ8/3xUidjRfhBnnz8tsPWJQc11F8MlvmX5UhCZHu0QgcO6lKJBgMOg6CDwgS6Ix8iNtIY6AtK9EIESAisAUIcPKiAW+XFOmGOX68cBbOY8jJ9J+dk48t6kd7eL8fimnwAqco2ZSX6mDRAr5+fP9pM04EsXPkZ1OcSo5qs8OpZRLFOKpU6ewevVq7Ny5EwcOHHB7wORdkPEr11xzDYYNG4a2tjasWbMGJ06cwPHjx/vwBV7aqAPQNy4WfXE6Ro4cifnz5+PKK6/EwIEDPfs4EMQGDkdQOZVDjFD5FuU4TrfgIADPyCbXFRnD9xZ5IjKJ5e7KlSuxePFiT+RdZJoYtSw/eBwW90azUckySeQSOwC8z45Qs5EtdZTjOEAhPbm23OZ0SVtusnPAKZ3cOyF14/VY5FnaxrfdC+A4PbMO8TEcueeZ80ROs86xe515zJncm3Wi2BZip8j9pHfZLx1U9I7YD5JmzGlfrI9YT4mDJE5jY2MjVqxYgZ07d2Lv3r3uwo5K31AH4AIgwmX+/PmYP38+ysvL8eMf/xiHDx92jykvL8fSpUtRU1OD2bNne1Io/D5IFtA81zBHwkWQsWDhiIF8aNwFx8JchD2n0LBg549ayiKCj6MqUm45x07LEWHAQpoFLA/elShKJpPxzHrAQkPqYoxxB+HaKUF216b0hAhcLqkz5/ZLfbndZdwBADfSxgY8C02urzwX6aGQAcVAj0Nkd+WLQpSy8oBwLj/P3MMOFE+DyddmJ5OjPdLeooA5QgV4BwBLPfhZcm9PJpNxl1dfuXKlrxCfMGEC5s+fj5kzZ2L16tU4deoUXnvtNc+7pKgD0FcuJn3RFyoqKnDjjTeipqYGCxYsyDIY2fBjeS1Gl8htlteCyBbZxvpGjDE21EVmyPz/4gTYRr4YuXIdW5aIrGBDXdIaJc2Ie8ilrhyRZjnLQReObtvGJvdMsrxlB0DagVOspFwc/ODBs+IccJ68BENkO+txrgPQkxrDPbbcG8C60Nad7AjIu8F586ILxE6wA0vsvPD7wXrJjtizLpBryvHSI886k8stbcU9EVLHQCCA1atXo6GhAcuXL8/r1Xk/KuoAXGCKi4sxatQoXHXVVSgrK8OqVauwdetWnDp1CkBXl2ZNTQ3uvvtujBs3zu2i5fQax3Hcefc5yizCmbedOHECBw4cwJQpUzyGnvyOx+PYsmUL5s2blzXnLysIvwiwX9qI/C2j99mA5FQjXgtAhDZHm7iLkh0MyTXltpBovV1eEbIc0efIP9dT2i6dTrvjK6TdOQIiA9ZkaldpS1FO4qRwRESOlWi5TGnKbcazILHjwFEujoqIkyDK2j5G9vEMRGIQcLRNFJW0L/cEifKQVAJ2nniAtx3d4oFmxnTlAO/ZswexWAxr1qzB/v370djY6BngLStAAsANN9yAQCCAo0ePYs2aNRrp7wV1APrGxaovTkckEkFtbS3uuecejBkzxl2lnVM5JEjU0dHhzuIjMoMnJnCcrhncDh06hFmzZnl6D4VkMom1a9diyZIlnokaRBdJYEGMbJbTLNvYEJVZ16QcQjqd9qQssS5g+WgbrnKuODqcDmPLVJF/7FiI4S3/s56Ra9spLdw+dhCN0zWljKKfpeyip0RvsLHMi0UKLMsZaWPuZQiHw27Kr6TzslPIvTiCHXgUXS4BQw6myX1z9a5wT78MfuZnxu9EOp1GR0cH9u/fj0QigVdeeQV79uzBiRMnPPqisrISjY2N2R+E0ivnzAEwxgQArAawEMBwx3EOdW+/F8D/BjAEwGYAX3EcZz2dNwfAwwDqABwB8L8dx/l5H+53UQt0Ywzmz5+PsrIyTJs2DVu3bnXzmYUZM2Zg0aJFmDJlijvVJtD1Mba1taGtrQ3Dhw93DV2gJ8rDuYWcJsJCkAUde90sgMSwlVzL9vZ27N69G9OnT/dEdBzHwZo1a1BZWYkpU6Z4vHoxLCWXU3ohOJIibSJ1YYNWriVRICk/R+R5gGtBQQE6OjrceoTDYfea3H3NRitHfDhyBfSMFXAcx82V5frJMclk0l1JmRWsLG/PjpGMXZCuXHvWJIbLw86BPBtb+XGby3ZWZNwjxGlZ3F0t74GklPHaA9Je3KsjiopTxhKJBLZv355z6s5QKIQBAwZg6dKlWLhwITo7O7F8+XKcOnVKV2fsI+oA9I2LXV/0hTlz5uCqq67C9OnTXSNNZEFrayuam5tRU1PjSQXxm4xBJmoQHSBInrYcy8a0LVclNaW9vR3btm3D7Nmzs3qVX3rpJVRWVro93rYTwL0JYiTzBBdcFrk3G60yqQUb7HIsT04hbSTtxT3XXE/5W+QdBz64B5V7jzkIxjqBg3U8ToLHiYkMlnty+qpcj4M+Ahv3tmxmXcG6BECW/pE2trMIuL78zLnXQY6Vdpdj7MUmpc3kXdyyZQteffXVXqfunD9/Pq699lr8x3/8hwaHzpBz6QB8A8BNAK5BtwNgjFkM4AUAywC8BuBBAN8AMN5xnBZjTDmAXQD+DcB3AFwB4LcArnMc583T3O+SEegzZ87E5ZdfjuHDh+OZZ55BU1MTtm3b5kYjwuEwFi9ejLvuusudco1zN9kolcgLd1XKhy/75QNtbm5GPB5HVVUVMpmMZwAuR23E+JOPlyPxsu3YsWMoKSlxpz6zI/isGGQfR4RESJ46dQoHDx7EjBkzPEamRLo5XYnzJtkR4WgG91bYhj7fW4SXpPGwwBdBLFEUMdjZIGdBxwYzj52QcjuOg1gs5pbDHkjMBjb3tHB3rv1tskPFPTKcZiXtIQpC2tSegk7qwGVmR83uLk6n09izZw9OnTqFEydO4KWXXnLvJY6AEAgEUFdXh4qKCtx8883Yt28fMpkMdu7cibffftszBkA5PeoA9I1LSV/0hqy2e/XVV+Ouu+5yV/GVb1tS8CQQIdgBEZaRYqy2t7cjHo+jurraYzhKzyoborxNotAiu2RqUZnuWtISuZy2US49AbxIGgA0Nzdjz549roMB9KQrAnADLTzYmNOPGNYh0gZ+PQt++oJ1Lpef9SkHvljWcqoOB7/sMQ88/kL0mVzbdgJYv7K857rIMfzMbd3NgScJGvKAcdkuk2xwAJF7euRacu3du3fj5MmTOH78OJ599lm33WVWn94oLi7G3LlzsWrVqqxnqPTOOXEAjDETADwP4OMA3kWPA/BTAAHHce7pPs4A2A/grx3H+akx5rMA/g7ASKf7ZsaYxwCkHMf57GnueUkJ9EgkgvHjx2PYsGFYuHAhVq9ejbfffhuxWMxN15gwYQLC4TAmT56MOXPmuHMry8cmwiIYDKK9vR3vv/8+Zs+eDQDugFaJCCQSCVcZVFRUAOhJM+IIsBiCYvBK/p5EeUVgHD58GMOGDfMIOL/uVhEE3FPBkReOgIghDXiFOpfN7jbliAi3DafDcJSH8zAltYYj9RL9l/JK3aLRqCfP1o5oSBtKtF+Eo522FI/H3fM5Us+Dy3jwrNQrnU670S1RSjxWQurDTpS0JytKHiQtSlIUleSzAnC7ZtPprkVrMpkMjh8/jpdffhmO42D//v2+uZkShZs1axZmzpyJeDyOUaNG4YUXXsCxY8ewc+fOvJ2R4WygDkDfuNT0xekIBAKYMmUKwuEwpk2bhkWLFqGkpMSVDyJjRS51dHRg69atmD9/vkeGSGqPzO2fTqdRXV3tSR3xS/0AelIj5TqxWMztDa2vr8ewYcOyAiMsR6UeIos4kCPH8DnyN49/E1kuekn0CafQsPyVa4rO4zQhDrKIIct58kDPOjTS4y3yFIDrBNn1s8cCsOxnQ17Kxo6XGM0c+OPeDaBnvQTW3VInuSb3OvB97EBZYWGh22vNPeCSrsWBNkmXlcDZsWPH8Pvf/x6O42DPnj06DecF4Kw7AKYr9ed1AN8CsAHAXvQ4ABsBPOo4znfo+N8B2O04zp8ZY74DYJTjOHfQ/j8FcI/jOLNPc99LVqAXFhbi+uuvR2lpKYqLi/H222/jvffec/cbY1BdXY0lS5Zg2LBhmDdvHoAewSWz2XAOpgg8cQQ4BxOAZ5pPjj6L8AB6ohX79+9HZWUlKioqXAEkefO8Gq8IJMlX51mEEokEioqKsrqFRdhI6gyn94gzIvcyxniuaXcJ8/srwpRz9aX+PGsFR53Y8bHzPvlcaSd2Xtj5sCM4rIREOAYCAbe+HC2R60kXOSsaGUfBqVjynDj6I+WQcnN3LisweU7xeBy7du3CuHHjsGHDBrS1tSGRSOC9997DwYMHPe1qR56krefPn4/S0lKMHDkSM2bMwO7du7F//36sW7cO9fX1Grk5S6gD0DcuZX1xOowxGDhwIK655hoMHToUc+bMcY1SXliPU4Y46MGzhPHgf3sAqt3zKmmje/fuRXl5OcrLy11ZaDsNPChZjhEDNxgMurPB8aQGUjfAO9+9GLgsO6WM0tsgASExiNmxkOvINM8SBOKeWLkGB7IETrWRY6XMnPvPspMNdqBnvBuXTeombcILmnHQiO9r31Oi9fZYL9sJkLJwLziXmXVUKpXCtm3bMGHCBKxfvx4tLS2Ix+NYt26dO/W5lMVPXyjnj3PhAPwpgMsdx7nLGDMKXgdgN4B/dBznJ3T8TwEkHcf5vDHmxwBCjuP8Ee3/LID/6TjOOJ97fRHAF7v/vayvFblYCYVCuO666zBlyhTEYjEsX74cHR0dOHLkiHtMUVERRo8eja9+9auIRCKeKdDk4xXhXFBQ4BGkHA3iGWxE2MjHLR//4cOHkUql3DxSNqbtgaAAPGlH3OUsSkXO4SgzR69ZWLETAvRErk6ePOn2hBjTlXNaVlbmcQL4OiKwm5ubUVVV5YlYiIDipeLFCOc8THtaUxH2PLOC3FOELkfbOarCC2zxs2IFxrNkcPRengtHtjg9h438RCKBaDSKeDyO5uZmt406OjrQ0NCAQCCAhoYGHD58GDt37sTRo0dRXl6OhoaG00boa2pqUFJSgmXLliESiaCtrQ3FxcWIxWL4zW9+g1Qqhaampkt69oaqqiqMHz8eb7/99nm9rzoAuck3fdEXotEoRo0ahfvvvx8DBw709GqKTBLZIQEK7nkV+cbjmOxAhzgHhw4dQjweR0VFBYqLixGNRj3jqTiSDXhX5hXZxrqMZxYCevQI4J2nXuS0PQNaOp1GY2OjZ1Xi9vZ2d10Flr2sl5LJJE6dOoVBgwZ5epCl3iLDpd34fNYvbJyz3uDeYg7csSNhOxs8joNlvexjw52Pk2tzkIh7maW+iUTCXZDz1KlTqKysdKP6x44dgzEGx48fx4EDB7B9+3YcPnwYlZWV7irsSv/krDoAxphxAF4FMMdxnKM+DsBGaA/AWWHq1KlYuHAhxo0b564QyVGNefPmuakWkyZNcgWGGLIcGeEICw/+FEHAgkMMdxa8gDeiDvQstCUrCnM3sghw25DnngY7UiJdxXIvzntnx2Lbtm2YMmWKO+Dq0KFDGDdunHsdqRPPSpFOp7F7926MHz/evR4LZ+6RkOtIW0iUX7pdudfBnhpT2rqkpMTt5uWeBI7Mi6Jgh0uuy2sUAD0OgZSLyyBtI8o0k8mgqakJjY2N2LZtG1pbW1FfX48RI0YgGAyioaHhtKsnMhwluu6661BZWYnLLuuyrV588UUkk0ns3LkThw4d6vM1L2aCwSCuuuoqXHPNNfjnf/5nNDc3n9f7qwPQN/JNX5yOUaNGYfLkyZg+fTqmTp3qGfjLvam2MSvynuUZ4F3HRGQh0BN8AOCZkcfuLea0IUG2270GcgxHstmZ4AkX5Dgp1+bNmzFlyhS3rnv37sXUqVM9ZZdyc678tm3bMHnyZM9q5iLrOb2Wo+ncntxzIPKZe8plH89aJ/fgHgCZFpPThOzy8BgucVCkHXkANddVUqzS6TR+8Ytf4OjRo6itrUUsFsP+/fsxduxYBAJdY/02bdp0Vt7BfCQYDGLWrFlYv369p8fnfHG2HYA/BvAIAEnmCgCoBHAKwP8CML/7Ovd2H28A7APwN07PGIC/dRxnJF3zZwDSTp6NAegLBQUFGDBgAG688UYMHz4cGzduxK5du3DgwAE3urpgwQLMmjULxcXFqKur8+REssDgWYNYkPMsO36pLyJYRGhw9EP+FoEvwoiNXXYMOMXITgFiI1+uzz0GYsyLwLcHtXFuPkeHOPrE3axizPN0ZTzzjbSfREZEAUodOYojPSLSvhLF4vx7IHu2BlaGEgESR0MQR0fqGI/HUV9fj0GDBiGdTuODDz5wn+2rr76K48ePu8rhw0Tgw+Ewxo8fD9Od/3nLLbcgHA6jubkZzc3NyGQyePLJJxGPx/Mqp7O0tBRTpkzBJz/5SZSXl+PRRx/FmjVrzrtQVwegb+SjvugL0WgUf/iHf4gBAwZg2rRpbqDEHtckMonlGeBdKIoXTpRz7F5UiVDbBrYgOkCuzePEOFDD8laQYJicx+MYWA8C3tQcTv/hIJidymqn/0h5AWQNgBVdIqmadjCJU1Clx1l0ql1He2wC/82pR8YYTw+LHQiStqivr8fgwYNdx0Zy+l988UUcO3YMra2tmqpzlikvL8fkyZOxbNkyAMB//ud/YseOHee9HGfbAYgCqKJNwwC8CWAugO0AZgJYDuB2AKsAPADgz9EzC1AFgJ0A/gXAQwCWAPgd8mwWoA/DlClTMH/+fIwfPx4HDx5EZ2cnXnzxRTQ1NblTYNbV1eG6665DbW0tIpEIotGoawxKlACAu2ot0LNAlD0FpDHGs1qkCCYRLrYw4vxLyaUUAxzoyVuUaI0MaOVjgZ4ZaEKhkDvISOA0GHEyJGLOQpx7IjjPVbaLwBVlw1EYEf5SBju/HoCbPsXfi7SztIXdy8CRM3s7D+zt6OhwpzE9deoUdu7c6Q6g27lzJ1paWnD8+HEMHToUmUwGO3bs+FCDakOhkBsFNMZgwYIFGDVqFAoKCjBy5EgEAgG888472Lt3L9LpNI4cOYJjx46d8X0uZmRGrnnz5uHKK6/EqFGjsHnzZjz//PNn1ItyNlEHoG/ku77IhciWYDCImTNn4pZbbsHQoUMRCoVQXl7uCX5w5F7+Z4NTDGwxwqXnV3QDG9WAN9ovgR+W4YB3xXQ2ZEU2c4oSX5ODMZzykgtOyeFeagCewI2dHsTBHU6j4rr2ZYIKoCe4xnVhPcs6lvWHOCfJZBLxeNxNNZVe30OHDmHkyJHYvn07mpubcfToUQwbNgzpdBpbt27VSRjOEQUFBYhEIli8eDGWLFmC0aNH491338Xvf//7i0JfnPFCYHYKUPe2ewH8LXrWAfiy410HYC6A7wOYhq51AP7GyYN1AM4GImCKiopwww03YMaMGSgsLMTy5cvR3NyM9evXu8cMHjwYS5YsQW1tLaZOnepGuiXdRhanAnoiNwDcdBhxEljwCMYYd45oiWpwJJ1zOqV7mNN/WGBy1J8HzHJ5uVfCjkiJUpJz5H+eC1nqyEJY6sqr6XJ7sBEv5WRhzMqMFaY92JXHC4hTE4vFsHbtWs/5Es0/cuQILr/8ctTX12P9+vWe3oKPGqUxxmDevHkoLCzEmDFj3Ajgnj17kE6n0dDQgMbGRrzyyitu2S9Et+WFZuDAgRg/frzrdJeWlrrGze7du/HQQw+d99QfQR2AvqH6IpuSkhLcd999WLNmDdav71LJEg0fMmSIGzyaOnWqZ80YoCf4Iv9z6iLnqouzwJF5HlMg1xRZysEXu1davjmW+2Ikc68F916zvuD7sWMiEXA27u3eXbsHXerOwSo+T7aJDuL2Eh0o+oHPk/JxpJ9TiCRItnr1ak8PSjqddo39pUuX4uDBg3jrrbfOqr5Q+kZNTQ0mTZqEGTNmYMGCBSguLnaf844dO/Av//IvaGpquiBlO6cOwPlEBXo2NTU1WLhwIaZMmQIA6OjowEsvvYTGxkZ0dHRg7Nix2L17NyoqKjBr1izMmDED5eXlKC0t9UyDJgLL7mbkyA/QY8xyWpEs+S3vTiKRcFd6FIEpApfzKXmeZxHeElm3BzOxIJU0Gc47FaEv15VpOKUcnE8v95euaXZKCgsL3R4JrjMrF+kVCYfDaGpqctOfZMo8acu3334bJSUlePfddz3PTCJl9fX1Z/VdKCwsRHl5OYwxGDBgAK688kq89957mD9/PkKhEE6ePIl0Oo2amhp0dnbi2WefdSNQJ0+edAcI5yPBYBADBw5ETU0NbrrpJgwePBhDhw4F4O3Z2bt3L775zW+ioaHhgpVVHYC+ofoim3A4jNtvvx3vvPMO9u/f79lXXl6O5uZmlJaWYvDgwbjsssswd+5cVFRUoKyszBM0YXlvp7eI8cnpOmLcp9NpV18APfPAy+xwHITi4APrKl5BngM3drlkOwC3Z1smdBAD2hjjynteu4B7b0X/2GmeoqM4kMUDgHkhSmmj1tZWdypumVpZepxff/11lJWV4Z133vE4FKIvDh48eDZfBeUjEAwGXR2xbNkyDBgwAAMHDkQoFHIzG8T4/6d/+qcLuniZOgB5QkFBARYvXoxoNIpJkyahqKgIP//5zxGNRt0BxAAwadIkDBs2DIWFhRg2bBhmzpzpRvQl7YUjFRLVEcFm52eKw8ADgUXgSiQHgLuwFi/QIoJTritCPJPpmkpUriEKhYVyUVGRZ4CuCGgZm9DZ2emmNTlOz3LvPOOFREnkPO6F6OjogDEG27dvx9GjR928zo6ODpw8eRIAsG3bNjdH/1wsUy7tKw7L5MmTsXPnTlx11VVuVE2e1+DBgzF58mQYY/Dqq6+is7PTVYjJZBLvvPMO2tvbz3oZL1aMMZgxYwZGjBiB6upqXHXVVW6UTpSyPHN5x//hH/6h1xUrzwfqAPQN1Rd9Z+rUqVi2bBl+8pOf4PDhw559dXV1GDlyJEKhEMaNG4eZM2e6slMi/RLkYfkcDAZd+cxRcI5Kc9qMBFaAnjTJjo4O916commnGnG6kHy/ts7gwbWcWirXYKOft3NQTO4N9Mjd9vZ2T6Bq06ZNOHr0KAoLC12j/+TJk3AcB5s2bUIymUQqlcKJEyfO3QNVzjrGGMydOxejRo1CVVUVrr/+enfaW7FzQqGQO1NWPB7HX/3VX11U+kIdgEuEaDSKu+66y12UqbS0FDt37sSWLVtw5MgRN32BxwkMHz4cRUVFWLhwIUKhEAYMGIDBgwcDgCcViKPtMgjM7toUYQgAO3fuREVFBVKpFDo6OtDW1uaZ4UEUgFwnk8mgubkZzzzzjGdcQCgUQkVFBS677DIMHDgQ1dXVqKmpcYU6KxcR6NyVK2WW7ZzTmslksG/fPrS2troR/V27dmH9+vXu4ibc/coD0T4qxhiMGTMma07nESNGYPbs2di+fTtmzJiBUCjkDtiShdxSqRSefvpp17CX9pLBukoXxcXFCAaDqKmpQSgUwty5czF9+nRUV1ejuLjYneIQgCeaKUZEIpHAM888gyeeeOKCT3mnDkDfUH3Rd4qLi7F06VK8+OKLvb7fhYWFKC4uBgCMHj0akUgES5cuRSgUQmVlJYYMGeJxDGSmGUG2Ad4cfInEA11yd/DgwYjFYjh16pRbHh5jJt+n6Jqmpib8+te/9ugL4Y477sDAgQNRUVGBESNGuLqBnX0eH8djBzgVh/WFzCrX0dHh1nHHjh1466230N7enjX27GzqC+XcU1JSglAohKFDh6KgoAALFy7ErFmzUFpaisLCQndsGM80yI5hPB7Hk08+iZ/+9KcXlb5QB+ASZeLEiaioqMDgwYMxatQoNDY2IhQKYcuWLdiyZYt7nKTWAMDw4cNdgQ4AFRUVuPnmm12hK6k46XQaK1asQEtLC1KpFGbNmuUuYpZIJNDQ0IDa2lp3JcDOzs4PVYeCggIMHDjQTZ0pLy/HuHHj3EjM5MmT0dHRgfnz57sLbBUVFbkOQCgUclNcJC1o//79ePPNN5FKpbB169YPXTYb6U1hZEwGDzIWBThlyhTPgLJ3330X+/bt8+SoplIpbNmyRZXJaZD0LGMMrr/+elRVVWHgwIEoLCzE+PHjUVRU5AppHoBojHEXnJN0qObmZtTX12P58uV49913s8Z3XAjUAegbqi/OL6NGjcKwYcPc/6uqqnD77bd7eoEl9eZ3v/udG4SaO3cu1q5d635369atw8iRI9He3o6WlpazlpZYWVmJiRMnugbbrFmz0N7ejsWLF7vjFTgFSHoKRCanUins3bsXr776KlKpFDZt2pS3KZOXEjIO0BiD2267DQMGDMCgQYNcfRGNRt2eHztFuqioyHUS29vb0djYiKNHj+Lpp5/GO++80y90tToAiotEZoYPH465c+e6A4pFML7xxhs4dOgQHMfBvn37PLO+yLkA3BmHJL+9tLQUJSUl2L9/v2cxEwCebtRziQh2zt+fPHmymwo0efJkvPXWW6ioqMDRo0fR0tLykaP5I0eOxODBgz0DlMPhMG644QYEg0HU19dj+PDhOHz4MI4dO+aZojSRSGDFihXo6OjIahvJpVX6Tl1dHcrKyjB27FgsXLgQpaWl7hgQSSGQMQ/yrCQSKNHIZDKJtrY2rFmzBo2NjXjxxRfdwYj9BXUA+obqiwuL6AsJvkyfPt0deCxjwgBkTed8vuBppaW8dXV1rr6YNm0aVq1ahcrKStTX17u9qv1JFigfntmzZ6OsrAwTJ07E4sWL3eg+zyAovUQ8iJyzG5LJJDo7O7Fy5UqcOHECzzzzjKtH+gvqAJwjiouL3YjhqVOnLnRxPjSRSATDhw93vdqJEydi4cKFaG9vdwcsyUq6zz//PBzHQWtrK+Lx+Hkp38yZM925i88FxhgUFRW5i6Rx3ijQZVh2dHRgwYIF7sxHjY2NSCQSGDRoEKqqqtwZlSQytHPnTqRSKZw8eRIDBgzAiRMnLtisMZciBQUFKC8vRyAQwA033IBhw4ZhzJgxqKysdKN57HjaA7jlOcfjcRw5cgQNDQ14+umn3cXt9u/f329nP1IHoG/0N30BdL23ZWVl7hgiRVHOPQUFBaisrEQgEMCtt96KUaNGYfz48Z4gERv2ogcAeOwBmbzj2LFjeOKJJ9zxf3v27Om3ATt1AM4RkyZNwte+9jVkMhl35p0LsTDQuWLixIkYM2YMAO8iKFdeeSV27dqFw4cPu57uyZMn8c4771ywsp4OWb11x44dqKur80zpJoOhq6ur3dy/9957zx25z7M8cIT4UnnOFxMLFixATU0NBgwYgMsvvxyRSMRN9yooKPCMA5FZR3iWJ1mkaOPGjdizZw86OjqwYsWKfpHa01fUAegb/U1fAMAf/uEf4sYbb8QzzzyDkydP4pVXXlE5oijniCuuuAJDhw7FwIEDsWTJEhQXF7uDyWWMhugMXihVeofl94YNG7Bz5060t7fjueee6xepPX1FHYBzhDEGf//3f49p06YhkUggmUzixIkT2Lt3L55//nkAcAeYsrF8sTNgwADXIbjqqqswZMgQGGPQ2trqTp0oi1itWLECQJdH3dLSgtbWVtTW1uLgwYNnxegaOHCgO8AT6JoWVQbpXH755a4nf/z4cZSWlqKtrQ2lpaXux/3000+7ueCAdxDthR68k68Eg0EMHz4c4XAYBQUF+MQnPoHi4mJEIhGUlpaiqKjIPa6wsND9W4x7AO6UsvKct2/fjpaWFvz2t79FOp1GS0vLWRvvcb5RB6Bv9Ed98X/+z//BnDlz3FnOGhoasGfPHvz2t7/1OKgHDhy4ZPRFf2bRokWIRqN4+eWX1RG7SAkGgxg9erQ7Y9s999yDiooKGGPcoJ4E8SSFmaellfx+SbtNp9PYvHkzmpub8ctf/hLpdBrNzc0X7XgPdQDOIVVVVfiLv/gLTJo0ybOQifwtMwKsXbsWp06dwu9//3vX4BSBf6kQCAQwa9Ysd15/SbO46aabAACNjY1obm7G5MmTsWHDBnfOf+524wVlduzY4U5XeuTIEYTDYQwePNg9PhAIYMyYMRgwYACAnojvxo0bcfDgQXeqt+bmZs9AZ6V/wFPOVlVV4dprr0VBQQFKS0sxd+5c11Hj6WclZzedTmetMC0L5sRiMbS2tuKpp55yB7Vv2LDhkvnW1AHoG/1RXwwYMAB//dd/jenTp7vbeN74eDyORCKBt99+GydOnMBvfvMbz2D1S+Ud7i/cfvvtiEajePzxx/ttCofShaRuAl3f0cc+9jG3B3/x4sUoKSnxzNZkr8sgkX+xM2KxmLvgaUtLC375y1+6jsA777xzyTjg6gCcY8rKyvCXf/mXmDRpkjstFICsLiXpZhIj5ejRo3j++eeRyWSwZ8+eC7ZS3LmmsLAw68MEuqaEu+mmm1yvXGZjEa+cV5AUZIBxOp3G4cOH8eabb7r7eHDtxZTSkU/U1NS4vTTjxo3DwoUL3bzoSCSCYDCIzs5OT8oZAM9KorIuheRfvvfee2hpaUEymcQbb7zh5mPKtIKXGuoA9I3+rC/+7u/+DnV1de50gmL8Az3vvPQGxGIxdHR04PDhw+4gww8++OCcrDuSb/BUnUr/Y+jQoRg+fDgikQjGjBmDK664ApFIBCUlJW7vr98UzkDPAnUA3DF6yWQSGzZsQFNTE5LJJFauXImdO3e6C7NdiqgDcB6orKzEvffeixEjRrieZlVVlZuOwvPQy9LnMiDRGIPdu3ejsbERx48fx+9+9zu3hyAej1+yL6Zy6RIIBFBaWuoa7BMmTMCVV16JUaNGoba21l2UhwfpynkAPI6izNjjOI67wvXu3buxcuVKd2q+i7V79sOgDkDf6M/6oqqqCl/+8pcxatQoTy9YYWGhO6ZFIpgyD73oi87OTuzfvx8tLS04fvw4fvGLX7jfkTgLinIxEQgE3FXsA4EAJk2ahGuvvRbDhw9HdXW1O1CXB+Ty3zz2S347joPm5ma0tbXhgw8+wPLly5FKpdxc/nxBHYDzBL+QwWAQN910EyKRCAoLCzF37lwMGTLE00Mgvzs6OtzFTYCeVJhkMokdO3Zg48aN7swzb7/99oWpnKL0wpgxYxCLxTBt2jQYY1BZWYnrrrvOHZgr06tJT5i90A6ArNl7ZIq1zZs3Ix6PY9++fVi1ahWamprOy7Sy/RV1APrGxaQvQqEQ7rjjDhQWFqKwsBCLFi3CoEGD3LxmXpxK0uGALiNHxirFYjF88MEHWLt2rbvS7OrVqy9M5RSlFyZMmIDOzk7MmjULgUAA1dXVuOGGGzy6QtI9ZRwlr9wMwJ2+VdbPicfjiMVi2LBhA2KxGPbu3YsVK1agsbFR9UUfUQfgHDFgwAB3us2lS5eivLwc0WgUAwYMcHsJ7NUIZR5acQY6Ojpw7NgxN29t27ZtCAQCeOutt9DW1obGxkaUlpbqdJPKWWfgwIHuAlpitMgMC4WFhaioqEAmk8HAgQNdo4UjMYLkZIoTIIYMANfIlylmly9fjsbGRpw6dQqZTOa8TTvb31EHoG9czPpCFiIaMWIEbrrpJlRUVCAcDmPo0KEoKiry9J4BcBetEic7lUqhra0NDQ0NSKVSiMVi2Lx5MwKBAFatWoXW1lacOHEC5eXlF/UU1kr/RNI8Ob33hhtuQG1tLaLRKKqqqpDJZFBdXY1gMOga93aqsIx9kZ4BoGesnzEGe/fuRUtLC+LxOJ566imcPHkSJ0+evKRTQM8UdQD6KdFoFLNnz3bXE7j55ptRUVHhRnwkIspLkcuHAvTMdJJMJnHs2DHs2bMHpaWl2LdvH9LpNJ5//nk3fUhSLPrz81UuHPxuzZw5E4lEAlOmTHGN/unTp2Pw4MHuysq8YjQPyuaVdWVeZdkv+5LJpBuxaW5uxjPPPOPO1vT222/rQMfToA5A37jU9EVxcTEWLlyIaDSKoqIi3HnnnSgtLfVMaSgOgBhLEkBKp9Nuz3Imk0F9fT02bdqEmpoa7Ny5E+l0Gk899ZSbPiQGlg6MVfxgfTFnzhwkEgnMmDED0WgUAHDZZZehqqoKxcXFnoG3vPCaPWmKPRe/vLfSwyUzCf761792x8ysXr36khmse65QB+AioaSkxBXcNTU1uOGGG1BdXY3x48cjEom4Ywkk0sMj3eVj4b9lIS/HcfD6668jHA5jy5Yt7keXyWRw7Ngxz2q/yqWNMQYTJ05EYWGhZ4B1bW0trr76ahQWFrprIcjveDzuzswk0Rj+zSt68nYR8LFYzJ3uMJlM4s0330Qmk8H+/fuRyWTyKh/zbKAOQN+41PWFGP9A1/d76623YsCAAZg0aZKbRsEDXHntE6BnkopgMIhEIoHW1lbEYjEEg0G89NJLiEQi2Lhxo2chvfr6ehw5cuTCVFg57xhjMHXqVESjUXdQreM4GDZsGK6//npEIhGUl5cjlUqhqKgIkUgka7VcCfzwNeU3Hwd0GfnJZBLHjx/HBx98gEQigddee82dKCWTyaCtre38NsJFjjoAFzHl5eXunOgDBw7E0qVLEQgEUFxcjOLiYpSUlCAcDru9BGKEJZNJj8HGqURioHV2duLkyZM4ePCg++GlUils374dmzZt8syN39bWhkgkomkY/ZBgMIhoNJo1OGru3LmYMmUKCgoK4DiOO6/+pEmTXKHNBrw4kzzlpkQCOf/Sz+hPp9Noa2tzZ2A6duyYu2BKKpVCY2Mj6uvrL0wDXWKoA9A38lFfVFZWYvTo0SgoKEBNTQ1uvPFGGGNQWFiI0tJSNyIrjkE4HHYnphDDjVfKlpmIkskk0uk0Ghoa3CmW4/E40uk0tm7dinXr1nnkSGtrKwoLCzUNox8SDAZRXFzs0RcAsHDhQkyfPt19JyRSX1dXh1Ao5E7vLeeInuBVciWSz9Nv8rgvXp29tbXVtTmOHj2KJ5980tUXYpcoHx11AC4hOAVo7NixmDp1KoLBoDt4pqamBhMnTnQXx+IPVpwEWfhCegsEXpsgHo+7SiGRSOD555/HxIkTsXHjRvecZDKJzZs3o6ysDA0NDSrszzHGGMyfPx8lJSXutGeZTAa1tbW44oorUFhYiHQ67c4kEg6HEYlEEIvFkEgk3HdAnEKehQqA+z7IPPuJRAJFRUWu0yiGgOM4OHbsGDo7O/H++++7c5e/+OKLroNoR32Us4c6AH1D9QU88n/ChAmYMWMGQqEQwuEwQqEQRo4ciSlTprhGnxhv0nvAToA4BfYqqTLmQORELBbDb37zG0ybNg3r1q0D0JPOsX79epSXl7vyQzl3GGOwZMkSlJaWusa8MQaDBw/G1Vdf7Rr0Mp0mz5MveoGdOskw4NQwCTo6joPOzk7P2i6Sq59KpVBfX4+Ojg68//77iMViSCaT7iKcfH3l7KMOQB5RUlKCyspKzJo1C1OmTHHn4A+HwxgxYgTC4bDruXPKBtCzXgGPwOeptfgDlTztQ4cOIRKJoKWlxc3jfuWVV9xor7xPRUVFuOuuu9wIcygUwuuvv479+/d7BI3cC4Db7Qx0zXBxMQ1WGzRokEeJ2tEWnq949uzZ6OjowLx581wnTCL6wWDQXckwlUq5zzAajSKZTHryH+X5CTyrVC7BzVEcaW9JMzty5IhncaJ3330XmzdvBgC0t7cjnU5fVM/kUkEdgL6h+uL0lJaWorq6GvPmzcO0adNcfVFUVIRRo0a5s7Bw9Jen7pWorsgqkW+JRMLN3RaZ7zgODh06hGg06s7DHo/H8cILL7jRXpFZ0WgU99xzj+uAhEIhvPzyy9i7d68rwyT9yU9fSO/2xcKQIUM8a5/Y+oInVViwYAHa2tpw+eWXuzK/pKQky3EDgGHDhqGgoMBN+5LfgUDAnRuf7wHADRTa8DScHNmXCUtk9ep0Oo14PI61a9fi3XffBQC0tra6PcHK+UUdAAVFRUWYP3+++2EXFxcDAMaNG4epU6e66SEyzkCcA556joWCfPS82AaPQxBngfNM0+m0e19JSzHGIBKJuE4Kp5S0trYikUjAcRwcPnwYGzduBABEIhG3l4IVkXR1S4SBBRsPlJNyyToLkkLV0tKCEydOYOLEiW70QiJjUj8e3BoKhTxGdFFREQoKChCJRDBr1iy3TYuLiz3GeSaTQXFxMdrb27OcH64L4BXGogil90b+51xL6XaVa0i9E4kEwuGw+0wzmQwSiYQb3Uun03jnnXfc7v1UKoW3335be3X6IeoA9A3VFx+eaDSKJUuWuAZfYWGhu57HjBkzUFRUlNVbwLN7iSyy52a30wk57VDWMZAglOgGuY/cQ2S7TKnN6yPIdY4dO4ZNmza58pMn02BZHIlEXEdE0lPkXuzQiL6IxWKuvmhqakJDQwOmTJmSU1+IzAXg0RdAT49rKBTCkiVL3LrKjIBiXItu4XoDcKProptFp4rs5+g9r4Yrx0t7Sq+wPEvuzRF9J20m9+vs7MTbb7+N/fv3IxaLIZ1O4/XXX1d90Q9RB0DJSTgcRlFRkSsQFi9ejGHDhrlpReFwGLW1taisrHS7EeU39xaI4e838Ez+5miSGLG80I0IO6Br9WAROiKERGDyypmsGILBIIqKitDZ2elGn0SQR6NRRKNRxGIxRKNRJBIJtLW1oaWlxZ2Gta2tDel0GtXV1e7gVcmdF+y8eHFWREnKPVOpFNrb292ellgs5mvIs3JLpVIeYc29ByKEbWUrz0HO5xxLya88cOAAWlpa3DEg8Xgcq1atwuHDh10lIWNCdEaF/o86AH1D9cXZJxKJuMa/MQZLly7FyJEjEQwG3YDHiBEjUFFR4Q4IBbyRbJ7thf8X2SqTXIis4zVyOJVVUlbEURCDWI4TPcPXFn0lMpjnmQd6xkGJkyIyNRwOuzPuyUJtUlbRWVJfnghByiL/Sw+8pFqykc515ECN6CBbX9j59RK842vKbymjGPzspEmQDehyKvbs2eOutSKBtpdffhn79+93z3McB+3t7aovLgLUAVA+EqNGjUJFRYVH4BYUFGDmzJmorKx05/wVARcOhz0pLnI8Rz64R0EMXjFqJWoiwozHPSQSCbdLUwSiwJFz2W/3WogCKSgocKMZMt2qCFL7HBbGXBZJrbFnxuHB1yJk5Z5ynpSFU7DkeI7isAMlwl7GZ0hev2zfvn071q5d64lwpVIp7N69G62trWfpbVAuNOoA9A3VFxeGsWPHorKy0l0PBOgyji+77DJUV1ejpqbGNVYjkYib7ihBC6BLR4jhz6uDM3aUXK7BclVkNEf32UiXY3m7HA/09GoXFha6zoSdGsvODPeAsJHNZeV0Wtsh4hROe70Uvhf3+kq78Sw9UrZMpms+fEnPlXPS6TS2bNmCNWvWeK4jk4C0tLSc/RdDuSCoA6CcE+wcd8dxUFtbi7lz5yIYDKK5uRnNzc3urBQiJMeMGYMRI0YA6IlSSO6pnfPIDoCtAKQ7U6I5IihZ+HLKDisTvzxSEcYiTLkrl1fiZIUhBrr9P5fXVgiyT7pUOWoTj8eRyWSwa9cu1NfXexSGRHzefPNN1NfXw/5W7XEayqWJOgB9Q/VF/4J7L4URI0Zg0aJFCAaDaGpqwqlTpzB+/Hg3vQcAxo8fj5EjR7rniOMg8pwns+AeY+5F5bQae/YaDrzY5fOL5Ms20RcS0BHYCZAySPAM8M6kxnpF6iH75VjuFebF3owx7nos27dvx+HDhz2OlOiMVatW4cCBA1nPQ/YrlzbqACj9iqqqKpSVlbn/c+oPAIwePRoLFizA+++/j82bN2Pu3LmYOHEiAHiiM6IIgJ41FCTPsq2tDWVlZZ4BrjJ/cGlpKYCe1BnOy5T3n3P7xcCXObJFSTQ2NqKjoyOru1imwuSIj0RX5L4rV67EsWPHsiJWUo6TJ09q1F7xRR2AvqH64tKguroalZWV7v+2vhg/fjwWL16MTZs2Yf369ViyZAmmTp3qBoD4HJHVsuBmJBJBKBRCa2uru66CzJLX0tICYwzKy8s9BrukDYkDkU6nPbPsiAyX3HrRSydOnEB7e7vroEjvhIy5EjiqL9dbvnw5jhw5kpXeI+VqaGjQqL3iizoAyiXPnDlzcOLECYwYMQLBYBC7d+92nQbJwd+9ezcymQwmT57sCmagJ/LCESLu3bBn1hFj/Y033nBXzlSU84U6AH1D9YWSi0WLFuHYsWMYPXo0QqEQtm/fjrq6OgBdY9VisRjef/99OI6D6dOnu8Y6kK0v5G8JDHFUnXt9X331VV30UDnvqAOgKIpyiaAOQN9QfaEoSr5zJvoicPpDFEVRFEVRFEW5VFAHQFEURVEURVHyCHUAFEVRFEVRFCWPUAdAURRFURRFUfIIdQAURVEURVEUJY9QB0BRFEVRFEVR8gh1ABRFURRFURQlj1AHQFEURVEURVHyCHUAFEVRFEVRFCWPUAdAURRFURRFUfIIdQAURVEURVEUJY9QB0BRFEVRFEVR8gh1ABRFURRFURQlj1AHQFEURVEURVHyCHUAFEVRFEVRFCWPUAdAURRFURRFUfIIdQAURVEURVEUJY9QB0BRFEVRFEVR8gh1ABRFURRFURQlj1AHQFEURVEURVHyCHUAFEVRFEVRFCWPUAdAURRFURRFUfIIdQAURVEURVEUJY9QB0BRFEVRFEVR8gh1ABRFURRFURQlj1AHQFEURVEURVHyCHUAFEVRFEVRFCWPUAdAURRFURRFUfIIdQAURVEURVEUJY84rQNgjHnUGJM0xrTRz1esY+41xuw2xnQYY942xlxm7Z9jjHmne/9uY8xnznZFFEVRFEVRFEU5PX3tAfip4zgl9POw7DDGLAbwfwF8GUAlgN8AeM4YU9a9vxzA893bKwH8CYAfGGMWnsV6KIqiKIqiKIrSB4zjOL0fYMyjAFKO43w+x/6fAgg4jnNP9/8GwH4Af+04zk+NMZ8F8HcARjrdNzPGPNZ9zc+e5t69F05RLkKMMSgtLUV7ezui0ShisRiqq6tx7NgxVFZWorCwEE1NTaioqAAANDU1oby8HMYYtLS0oLi4GMFg0HM9P+TbNsYgnU7j6NGj57xuytnHcRz/B6x4UH2hXIoYY1BeXo7W1lYUFxcjFoth4MCBOHLkCKqqqlBYWIhTp06hqqoKANDY2IiKigoEAgE0NzejpKTktPqiubkZzc3N561OyrnjTPRFqI/HfdwYcyeAEwB+B+DvHMdp6943A8CjdHPHGPNu93bZv8HxehobANzT10IqFzeBQADTp0/Hpk2bAAAlJSWoqalBU1MTioqKcPDgQV+hVFdXh61bt4JfnXA4jLFjx+L999/HpEmT0N7ejsmTJ+ODDz5AS0sLqqurMWHCBGzZsgUlJSUoKChAW1sbJk6c6ApBx3HgOA4CgQAcx3HvHQwGkU6n3ePS6TQAoKCgAMlkEsFgEMYYBAIBz3FyDfktf/O15X7y/7hx43Do0CHU1taioaEBM2bMwFtvvYWJEydiwIAB2LVrFyZNmgTHcbB9+3aMHz8ewWAQu3fvxogRIxCJRJDJZNzycDmkfJlMBu+88w527tyJZDKJY8eO4XQOv6IoSn+irKwMw4YNQ2NjI6LRKPbv3+973KxZs7Bx40aPjItEIpgwYQI2b96Muro6tLW1Yfr06di6dSuam5sxcOBATJkyBRs3bkRpaSkKCgrQ2tqKqVOnIhgMurJU5DfQpc8ymQxCoRBSqZSrFzKZDAAgFAohkUggFOoyr2y9kslkXN3Dspv1iNxHzp8wYQL27t2LYcOG4cSJE5gzZw5ef/111NXVYdCgQdi+fTvq6urgOA62bNmCyZMnIxgM4oMPPsDo0aNz6ot0Oo1EIoFt27bhu9/9LlpbW8/241P6MX3pAbgMwCEADQAmA/gJgN2O4/xB9/7dAP7RcZyf0Dk/BZB0HOfzxpgfAwg5jvNHtP+zAP6n4zjjfO73RQBf7P73Mnu/cvExZ84cXHbZZaitrUVZWRkKCwtdwRoIBBCLxTzCznEcZDIZlJSUoK2tzRW0oVAIgUAAoVAI8XgckUgExhgUFBQgkUggnU6joKAAkUgE7e3tiEQiSKfTMMagsLAQQJfwTafT7j7HcVwBbYxBKpVy9wWDQWQyGVc4h0Ih9x7iEMh+diZEQYjBz/cRRNDL+aFQyFUiolwAr2JgxwLoUhDBYBCpVMq9ZkNDAw4ePIgNGzbgrbfeQkdHB+Lx+Pl83MpZRnsAcqP64tLnL/7iLzB79mwkk0lX9gcCAY/xbYxBSUkJWltbXXkpBnwoFEIsFkNRURGMMQiHw4jFYshkMohEIgiHw66ekWsVFha6slYCQUIoFHKN/VQq5d5DdADQpWeCwSASiQQCgYD7I/Jd9JzoiFQq5QkW2feU7QA8joT8L/pC9InoIXYyRCcJmUwGx48fx+bNm7F27Vq89tpr7jWVi5cz0RendQCyTjDmcgCvAihxHCdujNkI4FHHcb5Dx/wOXU7CnxljvgNglOM4d9D+PwVwj+M4s09zLw1XXkJMmDABVVVVqKysxCc+8QkEg0GEw2FXUItgFIFYUFCATCaDZDLpCkp2EERgJpNJhMNhT8RdIuAi0Fm4sgBOp9MIh8Ou4BOnRBwATqMxxiAWi7n3EmErx4mwFyUlQlyEvl0OvrbcX4x/OVeUnNRN6sVlSqfT+P3vf4/W1lY0NDRg9+7d5/xZKucPdQD6huqLS5OrrroKX/ziF+E4jhtAMsa48hbokYWpVMqV3RyAAeAGWthIFtnKBrhtTEuABegJuvA+2wGQn2AwiHg87t6H7yH7QqGQ66CkUin3XJHxbJ9JPSRgJdtYH4n+kjbhukudM5kMnnzySTQ3N6OhoQE7duw4Nw9OuSCcawdgIYDXAZQ6jhPrjvYbx3Hu7d5vAOwD8Dc0BuBvHccZSdf4GYC0jgHIXwoKCgAAixcvxtixY2GMcSM86XQaY8aMwb59+wDA050aCASQTCZ9o+EiYNmAFsObhaocz/9LdMRP8HLXrGx3HAe7du3CwIEDUVpaimAwiI0bN6K4uBgDBgzA4cOHz6khzs6DraSUSwt1APqG6otLl4KCAhhjcNVVV2HixImuAyB6YcKECdi5cydSqRRSqRTC4TAAuHrFzziX7WxQ55L1bExzgIjPE/z+zmQy2LFjB2pqalBaWopQKIS1a9eipKQEAwcOxMGDB/HBBx/02ga5bDVOG+oryWTyjI5XLh7OqgNgjPkUgOWO4zQZY8YD+CmAI47jfLx7/2IAywHcDmAVgAcA/DmA8Y7jtBhjKgDsBPAvAB4CsARd4wiucxznzdPcWwV6HmKMQWVlJRobGy90URTlgqMOQN9QfZGfGGNQXV2NEydOXOiiKMoF52w7AK8CmA4gAuA4gN+iK6LfQsfcC+BvAQwBsBnAlx3HWU/75wL4PoBpAI6gq3fg56ctnAp0RVHyHHUA+obqC0VR8p1zmgJ0PlGBrihKvqMOQN9QfaEoSr5zJvqirwuBKYqiKIqiKIpyCdDXdQAuFG0A8nWI+gB0rbuQj+Rr3fO13oDWPVfdR+bYrmSj+iL/yNd6A1p3rXs2Z6Qv+rsDsMNxnDkXuhAXAmPMOq17fpGv9Qa07vla97OM6os8I1/rDWjdte4fHU0BUhRFURRFUZQ8Qh0ARVEURVEURckj+rsD8MMLXYALiNY9/8jXegNad+Wjk8/tmK91z9d6A1r3fOWs1b1fTwOqKIqiKIqiKMrZpb/3ACiKoiiKoiiKchZRB0BRFEVRFEVR8gh1ABRFURRFURQlj1AHQFEURVEURVHyCHUAFEVRFEVRFCWPUAdAURRFURRFUfIIdQAURVEURVEUJY9QB0BRFEVRFEVR8gh1ABRFURRFURQlj1AHQFEURVEURVHyCHUAFEVRFEVRFCWPUAdAURRFURRFUfIIdQAURVEURVEUJY9QB0BRFEVRFEVR8gh1ABRFURRFURQlj1AHQFEURVEURVHyCHUAFEVRFEVRFCWPUAdAURRFURRFUfIIdQAURVEURVEUJY9QB0BRFEVRFEVR8gh1ABRFURRFURQlj1AHQFEURVEURVHyCHUAFEVRFEVRFCWPUAdAURRFURRFUfIIdQAURVEURVEUJY9QB0BRFEVRFEVR8gh1ABRFURRFURQlj1AHQFEURVEURVHyCHUAFEVRFEVRFCWPUAdAURRFURRFUfIIdQAURVEURVEUJY9QB0BRFEVRFEVR8gh1ABRFURRFURQlj1AHQFEURVEURVHyCHUAFEVRFEVRFCWPUAdAURRFURRFUfIIdQAURVEURVEUJY9QB0BRFEVRFEVR8gh1ABRFURRFURQlj1AHQFEURVEURVHyCHUAFEVRFEVRFCWPUAdAURRFURRFUfIIdQAURVEURVEUJY9QB0DJwhgzwhjTZowZepav+yfGmMfO5jU/CuernsaYKmPMC8aYZmPM+rN5r4sRY8xnjDH76P/HjTGfs475Z2PMP5z3winKRYbK64983bysp+olLx9WLxljvtyf3p8zwTiOc6HLoOQBxphiAHsBLHQcZ/eFLs+5wq+expi/AvAxAFc6jpO6kOXrDxhjPgPgHx3HGdX9/yQArwEY5ThOZ/e2SgC7AUxzHOfwhSqrouQj+SyvL0VUL52eD6uXjDEhAHsA3Ok4zroLUfYPi/YAKOeLzwDYfCkL2W786jkGwPsfVsgaYwrOSsnO03XPFMdxtgPYBeAPaNspAM8D+NKFKpei5DH5LK8vRVQvnSF91Uvd7fcYgAfOdxk/KuoA9FOMMdXGmJ8ZY44YY44aY35qjKnq3rfPGPM3xpjV3V2F64wxc63zv2CM2dLdvfeuMeZ62ve3xpiXjTH/xxhzvPvn72j/KGOMY4wZ1pfju4/5mDFmW3d5njXGfNsY8yodcgeAl/pax0ulnsaYZwD8EYA/6j7n77q3X2mMebu73NuNMV+ic64yxqSMMfcYY/YAaOzePsIY8+vu9jpijPmhMaaUzptgjHnNGNNijHnPGPOgMcah/a8aY75jjHnKGNMC4BvGmFB3G+8xxjR217+OznnUGPMjqw32dUdLYIz5Y2PMLmPMA8aYQ8aYU8aYR4wxQTp+XvezazPGrEaX4rF5qbvtTrdNUfodvcmyS0GOna6OWs+Lq55G9dLZ1ksvAbjVGHNx2dSO4+hPP/wBsBzAMwAqu39+D+D33fv2AagHcBmAMIC/BNAAoKx7/xfR5bnOQJeTdzOANgDjuvf/LYAkgD8BEAIwv/v/y7v3jwLgABjWx+PHAoijy1MOAbgGQAuAV6k+xwDc1tc6XmL1fBTAj+j/0QA6AXy2+zoL0CVMP9G9/6rucv03gHIAUQCF3XX9ewBF3e31HID/7D4nBGAHgO927x8DYAsAh+77and5rwZguq/7/3RfdxKASHcbHKE29pSdnstnuv/+4+42+n+7zx/XXZc/7N5fDuBk97MLA5gL4CiAfdY1Pw7gkLXtMgAZAOEL/T3qj/709gOV11rPi6+ej0L10lnRSwCqu9tm3IWWRWckty50AfTH56EAQ7tfpvG0bWL3tiHdL/o/0D4D4ACAT3f/vwXAvdY1nwHwv7r//lsAW639awE82P33KGQLoN6O/18AXrf2PwavAEoAuKqvdez+/6KvZ/e2R+EVtH8FYI11zD8BeKH776u6yzWC9t8FYLd1zmXoEvxBAIu7/y6i/Z9DtqD9T+saHwD4Av0fAHAIwB/4lZ2eCwvaFgBB2v8rAN/u/vsPu5+Zof3/L7IF7XUAOqxt47vbYdCF/ib1R39y/ZxOll0Kcux0dez+X+t5kdSze9ujUL10VvQSgILubfNs+dCffy6u7or8YXj37720bbe1b5/scLrewAMAhnVvGg3g+8aYJvkBsBRALV3viHXPdgClyE1vx9cC2G/tt/8/BaCM/u9LHYGLv55+DEfXoCFmN7z1zgA4SP+PBjDCquvL6BI6Nd1lO+50D1bKUTaA2tOvLI7jZLqPGY6+c9xxnDT9z202DMD+7mcn8DMXytDdpWxtcwA0nUFZFOV8o/K6h33yh9azX9fTD9VL2fRVL0nb2sf2a9QB6J/IBzaKto3Jtc8YYwCMQJeHDHR9YPc5jlNBPyWO43z5HJX3MICR1rYR1v/vAphC//eljp79F2k9/TiILsHJjIG33o4lnPYD+MCqa4XjOIVO12wEhwEMNMYU9VI2oEuA5yxLdw7jKCpLG4Bi2h8CMOg09WMOAxjZ/ewEu+4AUIeutrO3bXUcJ3EG91OU843K6x7c/VrPfl1PP1QvZdNXvVQHoBn+TkS/RR2AfojjOPUAXgTwTWNMhemaeuqbAJ53HEciAfcZY2abrhHzf46uvLnfd+/7NoC/NcbMNF0UGWMWm65prc4FvwAw3xjzSWNM0BhzFbIHyTwF4Fr5p491BC7yevZyncuMMfd2D3aah65ZBX7cyznPAigwxvyVMaa0u761xphl3fvfQlcU6p+MMYXGmNEAvt6HOj0K4C+6B2qFAfxPdOVtShuvA3CNMWa0MSaCrm7SM5ml4VkAJQD+3BhTYIyZDeA+n+OuQ1fbnW6bovQrVF5fOvI6X+rZy3VUL3npq166DsAzVo9Dv0cdgP7LZwC0Atje/dME4F7a/0N0Daw5BeBuAB9zHKcZABzH+Q8A/wLgJ937DwD4a5zZB9JnnK6pxT4B4O/Q5QX/D3TlIMbpsMcAzDDG8Ej709URuDTqaV9nL7oGhn0VXQORHgPwN47jPNHLOR3oGtw1BV1t1YyurtaZ3ftTAG4DMBtdA9Ke6r7u6aLn/4ouwf8iugaKXQ3gesdxWrr3/xeApwFsQFd38AF0RU/6hOM4Teiaa/pudD2j7wL4v3yMMWYiuvIq/5u2VaCrjX7Q13spygVE5XUXWs+Lp572dVQvEX3VS929D/d0X+OiQhcCuwgxXavV/S/HcX5+ocuSC2PMLwC0Oo7zRdr2J+iaueCePl5jH/KgnucK0zWF2zccx5lwIctxOrrb8GXHcX5E2/4JQNpxnP914UqmKB+dfJFjWs/+g+qlj05f9VJ3fZY4jvOZC1DMj0ToQhdAuTQwxtwKYDW6IicfQ9f0WTfwMY7j/AAXeUS3P9fTGHM5uqYy2wNgGoC/ANBvlZTgOM4f+Gz7fy5EWRQlH+jPcuxsovXsQfXSmdFXveQ4ziMAHjkvhTrLnDcHwHQtwPD/oWt6pkJ0de18yXGcE+erDMo55Up0dXkWoqs77k8cx1l5YYt0TujP9RyBrm7TAejqbv0VuqZxUxRFYfqzHDubaD0vPKqX+innLQXIGPM/0bXy3I3oyi/7TwBRx3FuOi8FUBRFURRFURTlvDoA+wH8veM4P+7+fyy6Vnob7TjOvvNSCEVRFEVRFEXJc87LLEDGmHJ0dQOtl23dI9dbAEw/H2VQFEVRFEVRFOX8jQGQVdKare1NsFanM8Z8EYCMXL/s3BZLURSlf+M4jjn9UfmJ6gtFUZQezkRfnJcUoO65U08BmOU4zkba3gzgHsdxns5xns5RqihKXqMOQN9QfaEoSr5zJvrivKQAdS+6cABdi0EAALoXpCgDsOl8lEFRFEVRFEVRlPO7EvAPAfz/upduLgPwzwBe0AHAiqIoiqIoinL+OJ8Lgf1/ACoBrAUQAfASupbcVhRFURRFURTlPHHepgH9MGhOp6Io+Y6OAegbqi8URcl3+t0YAEVRFEVRFEVR+gfqACiKoiiKoihKHqEOgKIoiqIoiqLkEeoAKIqiKIqiKEoeoQ6AoiiKoiiKouQR6gAoiqIoiqIoSh6hDoCiKIqiKIqi5BHqACiKoiiKoihKHqEOgKIoiqIoiqLkEeoAKIqiKIqiKEoeoQ6AoiiKoiiKouQR6gAoiqIoiqIoSh6hDoCiKIqiKIqi5BHqACiKoiiKoihKHqEOgKIoiqIoiqLkEeoAKIqiKIqiKEoeoQ6AoiiKoiiKouQR6gAoiqIoiqIoSh6hDoCiKIqiKIqi5BHqACiKoiiKoihKHqEOgKIoiqIoiqLkEeoAKIqiKIqiKEoeoQ6AoiiKoiiKouQR6gAoiqIoiqIoSh6hDoCiKIqiKIqi5BHqACiKoiiKoihKHqEOgKIoiqIoiqLkEeoAKIqiKIqiKEoeoQ6AoiiKoiiKouQR6gAoiqIoiqIoSh6hDoCiKIqiKIqi5BHqACiKoiiKoihKHqEOgKIoiqIoiqLkEeoAKIqiKIqiKEoeEbrQBVAU5cIwffp0tLe349SpU2hsbLzQxVEURVEU5TyhDoCiXCIYYzBgwAAEAgGkUikMGDAAwWAQd999N4qLi2GMQTAYhDEGjuOgpKQEyWQSqVQKqVQKxhgYYwAA6XQa6XQaxhi88847KC0tRSAQwKpVq5DJZNDQ0IBwOIxjx45d4ForiqIoH4WqqioMHDjQV18IjuMgk8m4esJPXziOgzVr1mD79u2e844fP46mpqbzXS3lNBjHcS50GXJijOm/hVOU80g4HHb/Hjp0KK699lpXAKfTaaRSKRQUFGDMmDEoKChAIpHA6NGjAXQJYAAIBoMIBALutkwmA8dxsoQ57w8EAu49ZBsA7N27F0VFRdixYwcA4LnnnsPJkycBAMlk0j1H+eg4jmNOf5Si+kJRuuiLvggEAq58HzlyJMaOHQvAX1+IrpB9cp7gOA6SySQKCgoAwJX9oi92796Nw4cPu+eLvnAcB6lUyj1O+eicib5QB0BR+ikjR45EbW0tIpEIPvGJTyAYDCKdTiMcDiMajXqOTSaTAOBGbURwA3AFdygUco+xBboxxnNOJpNBKpVCKBTKMubZiRCnIB6Pu9GhN954A2VlZXj77bdx8OBBHD58+Nw0UJ6gDkDfUH2h5DMjR47EkCFDUFRUhDvvvBOhUAiZTMbVF2ywx2IxtzeYI/3SO8z6AuiR9X3RF/K//JZtjuO4eiQej7s9zCtXrsT+/fuRyWRUX5wF1AFQlIuU0tJShMNhfOITn8DUqVMxYMAAdx8LUO6aBYBUKuUKdABZvznSbwtz2RcIBNxtqVTKvTYLev6fr5HJZDz3l/1HjhzBsWPH8Nprr2Hnzp3IZDLaFXyGqAPQN1RfKPmG6Iu77roLdXV1WfoimUx6Iv1CIpFAQUGBqw9Eptv6gq/lpy8kkJQrgi/3lvPsQJLtRBw5cgRHjx7FqlWrVF98SNQBUJSLiMrKSixYsAChUAhXXnklhg4d6snV5x/J1QfgiawA8Bj4vSGReoGdhUwm4wppWwkAPV2/cqyNrUjkuFQqBcdx0NbWhueffx4rV65EW1vbGbdVPqIOQN9QfaHkAxUVFVi4cCFCoRCuuOIK1NbWevSFyOWPqi9kezqd9gScWCdkMhnP/Wx9AfQEq/g+kl7KDgCnKEnKqeqLM0cdAOWcM2DAAJw8eRIjRozIivwK/G6xcAoGg57IcXt7OxoaGs5b2fsLQ4cOxcKFC3HFFVe4g3elHe2oCRvcnLPPwpzhthfBzMfa371s60vePueF8t8A3GfrV0agp2fh+PHjWL16NYqLi/H666/jwIEDfWmyvEQdgL6h+qJ/Y4zps74QWMbI//muLxYvXowBAwa46ZmA15jnAI7APbwsnwVbX5yOXPoilxMg2PpCehHsngL7+sePH8err76KrVu3IpVKqb7oBXUAlA8N5/0BXVNFTp061RPZNcZg8uTJ2LFjBy6//HJEIpGslBSgZyAp0POhZzIZRCIRpNNpd199fT22bt0KoMtAXLt2LXbv3u3+fykRDAaxcOFCjBkzBvPnz0d1dTUAf4OdewAYcRTsnEy+Dp+TTqfd52en7/gN1mUhnkug9yboA4GA67TI/6J8OIVJ6tDR0YE1a9bgxIkTeP755/vsiOQL6gD0DdUX559c+sJvYgFjDJYsWdKrvpDBqRwwCofDru7IZDI4evRoXumLBQsWYOzYsVn6gg3lXMY88OH0hcC9Bhy0Yz6qvrDLEQgEEAqFfPVFJpNBZ2cnVq9ejRMnTmD58uWqLyzUAVD6REVFBcaOHesx1D71qU+5U4A5joNwOOzOKMDRBjEkuXswVwSHjVkZoMrC3s5Jj8fjSCaTaGlpwRNPPIGWlhbPtGIXI5FIBNOmTcOdd96JIUOGoLCwMEsI24LVzuOXv/k8OdduRxb43OvCERg/QR4MBrFz505Eo1HU1NRklUUcOcbuEeDojdzTPi8QCLhlkmPS6TSamppw8OBBLF++HPX19Whra0NHR8eHafJLBnUA+obqi3OLn77gKSMBnFZf8EBRP30hgQORF8YYFBQUuGkh9ixmxphLVl/U1dXhzjvvxNChQ7P0hV9gKFdaJ58nbeand/kYgQ3v3vRFUVERhgwZklUPP6Ofxw7I9UVXsI5ip0H0BZ8nz/zAgQNYvnw5Nm3a1Kfei0sddQCULAoKClBUVIS6ujrMnTsXgUAAlZWVGDdunK8BB2QLA6BHoLADwMLExq8HQCI6foNS7ciR4zhobW3Ftm3bsG/fPrz88stIJBKIxWLnrK3OJkVFRZgyZQquvfZazJgxw93el+5XTpXiSI99vAhE3ibXTyaTHqeLZ2fw644VRNDy9VhYC37Twcn/Eo2T/+X8ZDIJx3HcKePk2lz/RCKBAwcOoK2tDatWrcK7776L9vb207T2pYk6AH1D9cXZI5e+GDt2rMdAA3pyvFlmCKwvJOiTK2AkQQO7B0CiwXKvfNMXbBTL/7Yu4Nl2gOw0TzsoZOv5XPpCgnRnoi/YyfAL/PjpC47is74A4I4fE33hOI6b/iTXTiaT2LBhAzKZDNavX48NGzbkbeBIHQDFpbKyEvPnz8eoUaOwaNEiV0hI5J6NefmIbQHMgoI/YJ5Hnt8jjj7wMXxPuV5vuey2IyJRoN27d2PdunVIpVJ4/fXXEY/Hz2UTfmgGDBiA+++/H2PHjnWFF+Df3Wp3ifMzEGwFa/cg8Hm50ofECcs1sw8/M9sJkFkjOBrE9wPgURiyX3ogRHnLc+R3gevLykeuXV9fjxdeeAGHDh3Ctm3b+vYALhHUAegbqi8+OpWVlZg3bx5Gjx6NRYsWeYx7Meg4+MNRXJb1cg5/472ladjR7Y+qL0TGpNNp7Nq1Cxs2bOj3+qK6uhr3338/xo0b58nvZwPalruCn77gNFvAOxiXg33soNkTROSaDY51PPc0ny19AcDVmclk0i0vT1fK+gLoyhwQ+6a+vh4vvvii6ovToA7AJUZ1dTWi0Shuu+021NbWoqioyE3l4I/G9raNMZ78S+6CFUQAczTfjgIInPfNhqif4LANWbv7UsorUQ4pYyaTwf79+9He3o6f//znSCaTaG5uRktLyzlp275QUlKCqqoqLFy4EIsWLcKgQYM89ZI2BnraS+ZrlmNyOVkAPOcDXoEqClm22yk5tqCWyBo7gez48WAyaXeO8rDQ9kstst8NEd5NTU0oLCxEJBLJimLZ7WErwpMnT6KhoQEbN27EunXr3Knj+rMc+6ioA9A3VF+cOVVVVYhGo7j99ttRW1uLwsJCTyqHfPMynSTDA/9FHtvReJbhvFAUny9w3rdt2OcKaNjH2PpCAg/9XV8sWLAAixYtwuDBg331Ra6ZdiRanysoJ0EUlu8sq+0eF1tf8IJe3MNgzwYnP1z2goKCrOvIuZwSxtvlXvx/c3MzIpGImwbFOoztEaDrHRI9k06nceLECZw8eRLvvvsu1q9fr/rCQh2Aixz5CKdPn47Jkyfjsssuw5AhQ7JG1dupJNIVy2khQM+HzXl6dpev/C1CgT9Kvgd/mKwY5H++JisQLguQbVRytJzLmE6n8cEHH2Dnzp1IJBJ4+umn3ejBh21bLputALmct956K6LRKMaMGYO6urqsaBQrJlnQSwY7cXtyNIYjOKwcuftTnrP8L4JWrm9PDyf77S5gVhD2Ko6C34IufteSc22BLuzduxeDBg1CaWlpzuigvDss0B3HQSKR8NwnmUzitddew4oVKy5Zwa4OQN9QfXF6bH0xa9YsDBkyJMvBt9NMRJ74jf/xCxLZkWGRzzz3vB3Z5pRHKSuXWa7P9+JjWd6IYRkMBj2GKwe+MpkMPvjgA+zYsQPJZBLPPPPMR9IXNr3pi1tuuQVFRUUYO3Ys6urqco7NsuWsrS+kjra+YN3Oi3PZq8HzCu8fRl/4lVnga/npC66D9CTJ9Zi9e/di4MCBKCsr67U3SQJVXN9YLOYpazKZxKuvvoqXX35Z9QXUAbioGTlyJBYtWoQrrrgCRUVFnuW/7Q+2t+iJ/XHaQoCFusDXs/PP7WMk7x/wfty2Q8DOAH/otvFt38+OiogRe+rUKbS2tuIXv/iFb5exH3zcvHnz0NLSgilTpuDJJ5/EsmXLUFVV5Tle2qu8vNzXybEVnV8dOXpjG87cjW5H6+0udr62rAzs1wPAUR8+T65p14+3204jO4D8HPyes999/cpgdxHbEUa5FpexpaUF69atw3/9139dNPm+fUUdgL6h+qJ3RF8sXrwY0WgUkUjE3ceBBwA59YVfwIi/aTaw/fRFJpPJmQ55pvrCLx1G8sVz6QsJxrA8le1NTU1oaWnBL3/5S19HxK/MuTDGYNmyZaisrMwKauXSF9wG/Df3bnB5eJIF29nibRwRF3nN7Sf7pHx2WXLpC1uv2bqJr2frCzu4aPdsiw633y2/8SO2vmCdl0tfNDc3Y/369XmvL9QBuMgIBAIoKSnBpz71KcyYMQMDBgzIMiA5+sv0VahzNMjuAmRDnT8wvygNCzA7/5DPF8HhJ2hYYNv3Abx5qHw97o5kQ5q7Lm0nR8rAgsnu1rYVkm2A270YfJ7thNhOj19aFgt0qW84HHbPDYVCrtKT94OfK8+uIOSKcNld7/b1/HoEOHeUy869HdyWtrNm/y/X4HbjbuzelHEmk8HmzZvR2tqKJ554Ak1NTZfE9HDqAPQN1RfZfBR94ScPAH99IcdJ4AHoSU+xjVrubbT1ifywoSgy1TaGOcVRzrcN2Vz6wt6fS1+wfrLL6GfIsuHrp2/tNpHrsPz2C9j5PQc2dvnZ2EYz6wuZSYd7mwU77ZPv44cdwPG7nl13O4BkPzt+D219aN8zV315JqlcDoDcf/PmzWhubsavf/3rvNQX6gBcRAwfPhzz5s3Dbbfd5uZPA9lGpnywnM7D+/kcOxpgG6d2+o1fOpCfMGbYiGXh6me0+glz/ujtfEf5bUdJ7OiECD/7ON7PdWZyRapF+EhKDwttjozJM/GL4rBSky5yThmSe3C+PislOS6RSGTlaLIDxakzXCa/bn05zm+ubnZURJn5Renk+gUFBVkpTXYXsF/3Mtffb6A0KxK/Z5ZKpfDqq6/iwIEDWLt27UW9iqQ6AH1D9YUX0ReSbuLnPPuleXCwQfCTW/K/LRN70xd8bC6HXmQA6ws7qMIGvJzHY6C4vLZxbgea7HLJtSRdScoqsNHPOlX2+QXD5G+/HlkOromsTCQSnvaz9QW3k91+bERzWbgnOZFIeI6xZTS3JbeJfS8ul60vOPULyN1bLEhvr4wBs3vE+Zq59AXbK1wefqf99F2+6gt1APo55eXlmDp1Kq699lpUVla6K8b6pX74Ga5ibAP+3XwsFGzhwtcGsiM2sk2Ok/Nt4SmwIOYuXjvCY9fF7jGwHQIupy1c7X2248Pl9qu7334bdqDkfxbctiCzhTZ3iXNEXZQLPyN2nPo6w4bst7tHRXjKtJyy3S9awmW3n5HtRNrlEQeJ8XM82Kjnera2tiIajXqUJNDzfrPRwWWV9nn33Xfxs5/9DMePH8/Z+9GfUQegb6i+AMrKylBXV+fqi+rqas9AWOD0+qK3NA6e2QWAr8zsLRiUS76zvmB5K/+LjGRZahveXA/ZJsf56QuRf3YAwXYi+G87CONXdzk+l74AvIsz+kXOOZBkB6zs2dPkHDHaeZwA97xz74NM95mLdDrtDvy2dUyuOvvBPcC2o2nri1y9571d28+maWlpQTQadd8pfubsANhOlLTHu+++i8ceeywv9IU6AP0UYwxuvPFGLF68GCNGjMgymDiXjyMJtuAUD9zvReaIOH98LMQ2b96MMWPGIBqNutvscgp2RMPuVra7Xbn8fhEHLpu93gD/zd4/zxPNbeAXpeZ7iVBiQ9WvPH5T09nXYOVkC3JbyEmEnMvFxj+3lzwzrrcd6bfLZDtovN0v0ifRIX5mrHTlPBbgdtqR4zhZszv4defaz8BvnQEA2Lp1K8aOHYvi4mLPve3nw86kMcaTopRMJvHoo4/ilVdeyamU+yvqAPQN1Rc3YtGiRRg1apRH5okBbesLHl8jx8nvXIYPG5d+xvyWLVuy9AV/b7ZzIX/Lt+qXusNGMOsLW2fxtXmfLQc5KCM9q7ZstGWEref86tGbvrBhfWFfm9uJyw7A06PK8pufGQd5pH62U8YOQC59wYE5vi63veM47rSqfuk/nHZrOyh8H7/eBbvd7f2ii+x3devWrRgzZgxKSko8x/Dz4dRmP32RSCTw05/+9JLXF+oA9DPKy8sxadIkfOpTn0J1dbXvxwL0eKv8gdrRCdkveXF++C0ewh9fR0cHwuFwVtTaL9IqZZA8Q4k8MRyRsQUfR0X4w8z1jnIEWM7hfVIHexvXl9uNr8nltZ0sTu8RocaGsd/97J4WaSdWqHaqlu0AyA/nOPLz8PvbViBCLkfG7/6ZTAaJRMK9p53HaV+HHU67TvYzsduZy53JZNDY2Ih9+/Zh1qxZOR1WADh8+LBn5WIpFyvJeDyOw4cP45FHHsGhQ4eyytBfUQegb6i+qPYdk2QbXUIufZFKpXp1AOzgDP/f3t6OSCTiqy8A7yQTUgaRCwUFBVn6QmSmLe/EgektIGXXVcrBssg2+M9UX9iGpd0jLU6WvVhab/qCgyG2HpCecz+dZTsPti7NpS/s4NHp9IXdLtym8k7E43FXT/amLzjVxy7z2dIXfvU6dOhQ1srFdlljsRjq6+svaX3RJwfAGPMpAPcDmAEg6jhOyNp/L4D/DWAIgM0AvuI4znraPwfAwwDqABwB8L8dx/l5H+6bNwI9EAiguLgYX/3qV1FXV+fZZ6fxcHqEnSMHIEu4+DkAHG2xsQ10EUJ2NEPKYW+TMvAHx5GdvrxzHIGQ/+3rsuCzo1FihNpTy/HfXD6OaLDzYecb8j6OhtgDxvh60tbc3qlUyndAr5RF2twWcnJPHnjHz0ueEysTdi782pcVBt+X02tsBRMIBFyngI0BaXsAWe9prrbPlS5gOxM8iEzaQc7fsWMHxo0bl3UdvzI0NDTgoYceQn19fc4Bbv0JdQD6huqLLmx9ket8oS/6AvCP/vP/tpxk3cRyhmUG39d2RFim+d2T69lXfeEXafYrL+/nduI2tvWFtKudcsL1lAkb7PFobOjbc/sDcJ2y0+kLLqf8b6fk2s4DO1J+vbqynYNffvex29Iuj8hyeyYgv3ueLX3h5/T0pi/s4zOZDI4dO4bvfe97l6S+6KsDcAOAKgBFAH7IDoAxZjGAFwAsA/AagAcBfAPAeMdxWowx5QB2Afg3AN8BcAWA3wK4znGcN09z37wQ6CNHjsTcuXNx8803o6ioyN3OqTj8m/eLELQFmx199xPq3P3pF1m1HQARZGJQigCy027Y8LUdAbsOfJ5tqPK76Tdwi9uI6yAGcK60GMZWMH77/crERjLgHUBnG9S2spVyczesPT8zP3u7jeSZ+3WXA96ZOKTt7Hpw+xljsiJOrNxYcXIEz1Y8LPy5riI0bYGea95vu534PhzJPHr0KJqbmzF27Nisc1mZc1RJ2i0Wi+Gtt97CT37yk367MqigDkDfyGd94WcA2n/z5BB2hJ/1heM4WTJEjpH9fsakn76Q7cYY3zE8gm0U+5Uf8Mp7qYvAaaJ2ygsfY187k+lZN8DWAbnsI7/tfjrPbmc7Cm6nN3F7cRllDJc8A06vtY1tfhdkn60v+NhkMukpL+tS2+liO8BuaztgJPdgg591su0A+AWw+Fn5BTrtv8XBkvNZXxw5cgRNTU0YP358n/WF1DMej1+S+uKMUoCMMVcBWGE5AD8FEHAc557u/w2A/QD+2nGcnxpjPgvg7wCMdLpvZox5DEDKcZzPnuZ+l6xAN8aguroaFRUVuP/++zFgwICsblrbkLL/ttMg2EizIxEsOO1IBxt7gDeKL+eIMOBIAgswuxuPDV8WSn4Rdb4XC2App+2kMLZBLudLhN2GFZPc245U8XWlHTk9icvEZeRxGbYAtb8zO6JuKw3exwY4KzapKytOURT8v90+flEu2c7TqtrvjF9KF19DfmRQsZTXjuZIO/sNTrffGY64cDnlPD/HsKCgwHeFSXbSgC5l8corr+Cxxx7r10JdHYC+kS/64itf+QoGDhyYM5WmL/qCZS+Q7QCw7PSLjMt2AL6yU74z7qnkb54DNGeiL+xpoQVbr/VVXwj2AmC5DHy7PXrTF/I/18c2jG3Z5Kcv+Fw/GW4/e9sIz6UvpC52D4D9HtnPQPaxvrDfM4n0f1h9Yds28u5wG54NfWEH6OS6XH8JlIq++PnPf37J6IvsxMAzZwaAR+nmjjHm3e7tsn+D4/2iNgC45yzc+6Jl0aJF+MIXvuCZ3YA9fL8ohLzk8mL6RQD4fP6o7IgCd5/6RV1sL18+Pt7G1/OL+Mh28fzFqLSdDzbE+VwWHnwcYwt42SaKx3YC+Pq8324fFpbc2yHtKnVho5+jIH7lspHj+Lcd4fLrTmWlaStSjpZL2WX2n1zKT+7tlzYl22XwGSszLo+tIESo85Smdhmkvn7txfewyyntIkqBhTpPdyjKIJPJeFYg5bIvXboUkUgEjzzyyEXRvavkJ376glMy7WAE4P1e2BDi78o+X/62dYIdeLC3+aXyyPfpVybbwLPTZkQO5QpWyf25PHaK0un0BRt/Mv1yb5MVsGHt17st7cnReW5vCRLZBnlf9YV9PWkD3uZnwNvymZ0oHtDL+oLb2a/9xHCXOtvtI8a/33PwCwLKtThgxfdkp5SfL783fdEXoiPl/tFo1I3wsx3Cs12xM3rVVVehsLDwktEXZ8MBKAXQbG1rAlDWx/0ejDFfBPDFs1Cufkc4HMbo0aPx6U9/GiNGjMhauRfI3eVov+hsjLGxKthRHBY4YiDzPrlHKBRyc8ztnGv+kFkJ2Ne3lZMg23j2Cb8PHfAOmuXy2R+/n7Dj39xmfoYvG9N+1+CuWiaX8PYrEwsfu81s54ydQACeaL6d8mMLdbv7Vo6VCAa3q10HKZdfpC9XpJHLYjusfoPUpT6CLdAFbi9pI7/eMEHmjbaNoOPHj6OqqsrNm5V72cbHggULMHLkSDz55JN46623sq6v9F/yRV8MHz7cMwDUr3eX8fsu/XouGV6N1dYXfnJDDF0xbO2caz/ZbvcaSHlsuQf0pC6KPsp1Tb/y8n77Nx9/On1h7wOQ1VPP12F9Ycs1u+w2tk71GzhsP2s/J5Drxj9cHo7659IXIsftsnL7+OkL1lXs/ADeHhFGHFt+R6V+dvv56VdpL9GhXBa7zWxdINc4fvw4KisrfSe1YBvkUtIXZ8MBaAVQbm2rALCb9o/y2d/idzHHcX4I4IfApdWlGw6Hcffdd+Pmm2/2GIL2h9RXYe73t18kwU/Q8wfPH6Q4AHYupm2A+5XBTzmwMSqRWhY8nFrDH718dHKOXX+5HpfDFrR+RrIgUQC/OjGcb+knsLnerGC4PFwXvr99HLeTX71yKSq73e1y8bX53vzcedYPfl/4XbSjLbmcBT8Fy126vMgLIw7Mpk2bMHHiRJSWlvq2OXeZS6SJ/4/H4+7729TUhEGDBnnuJ3/baW5DhgzBfffdh1QqhY0bN14S0Z18IF/0hW3o87fF36G825w66Dfdo5+hLt9Qb/qCZXFBQYH7Pdvy1r62DV9Pzpd7i2ySfG75247e2gYhR7NZrtvtw/eX83PJd7vMfrqKZatfm/lhtwvrD0437UtZ7O29lcHPMbGP42fM9xB9zL3SdgDJDtBJ3ezeGrsdZLsEILmMuQZuG2PwzjvvuPrCrr8cw/pMHA25RywWc7+PpqYmd50lDk75fRNDhgzBZz/72YteX5ytMQDGcZx7u/83APYB+BunZwzA3zqOM5LO+RmAtJMHYwAqKysxY8YM/MEf/AFKS0uzBlr55f75RVjZuGT8cqDtY0Qp8GBdO7VFrmPnUHI5uHzyYXAPAX9ofgt0SJoTC3kusz01pW30yzV54SzebxvVtpCSdmTlKEa3CDspOx/LvxlbEcg97UibCIdQKIRwOOwKUB6UJ/XmlBnb2fLrTpd93PVrtzuXlZ2qUCjkGv+2I8PPnZ1U+Z+jLnwvcfK4G1y61vl5iuPB1woEAu7A6GAw6Eai5N2Uto3FYjh+/DiGDRvm+Z5yRd38vgd5HnIMj7HYt28fvv/97+P48ePoDzg6BqBPXEr64lOf+hTKysp89QXgP5++YDv39mQQuaKwfC07pYdTW1gW2z25dqCC5aDIHzbM5Vp2zwDQM/ONrS9s/ZPL0Obv3HYaWI7JPdnos4NNHMSwgxt++qK3yDn/besr1gsFBQUoKCjw6BHWA+w8nU5fsNPnpy9s45zb1063tKfrtp0tfpbs1NjtIo4d6yO5r1/kn/WF1E++CQlc2o4yACQSCV99IWXrzf6y3yN+TvJNHjp06KLVF32dBSgIoABdM/g8B6Cke1ccwOUAlgO4HcAqAA8A+HP0zAJUAWAngH8B8BCAJQB+h0t8FqBgMIibb74ZCxcuxMiRI33TKHIZ+xyltD9cFrx8nuznD94WYvac8/LDApWdDTbu/YxN3udneHOdpOwcobHvLdc43cAhqb+txNhI5bIKkn/JeYp2+wsihGRualv5csoJR5f5OizEeAo0iXLw9GzcdlJ2uRYLcO4W5vdFjufuSm5HTsuSunA6lq14/Z4Rl0d+d3Z2utF6fsb8fLh83EZyPCs2u27S3kw8HsfJkydRU1OTNY4ll7Jj/AwH7hVwHAd79+7Fv/3bv6GxsREXGnUA+sbFri94IS+Wg73pCzvwAGTn08s2P+M8V++CLRPsVEg/fWGnD0m5bGPXT27b+kLkFZ/jZ8Dydrtucn82PO26ctCLDTtuA3YUcgXIpLzhcDhLBnE95Ti5Dz8XW1+kUilXX8iz5DEE9nthG/Ai4+393N485oHLwu1vy1N+N2zHiO/nR2dnJ0pKStx2tadFte0Lfi/ECbLbzp7lzk9fnDhxAkOGDMnSF7bjmUtf2O8J4E3R2rdv30WpL/rqAPwxgJ/47BrtOM4+07UOwN+iZx2ALzvedQDmAvg+gGnoWgfgb5xLfB2Au+66C5/85Cc9LzR7yvZv+yVj5OOVj81P0LIwtJWEvcoie9As4OztTK6P0y4Dl9k+l/9mI5J//CLtfu3l5zj5CSee3YJnXZDuQBHGkUjENdCj0ahbnkQigUQi4SmjGPByHREIMpBJhBQ/q0ymazEtjhDZqVZSL1sI2ZEnP4XE5eBz7DmX2YFk497PmQCy05/YgXMcB2+99RbmzZuHcDjsCnN+P7l3QdrG79mLckun09i0aRNmzpzp3o/LwW3DAp+jePwe8fUZu+38vr09e/bgW9/6FhoaGnAhUQegb1zM+uLjH/84PvnJTwLwvsOAv1w9nb6Q33b6gm342CvhGmPcAf92ZJwNyvOpL2z9acuAvuoL+/4AcuoLkfNs0HJ6CvegRyIRj4Eaj8ez6iy/JfAjMkm22YZ0KpVyp+eUdrdnVJIy2wa33aMrv20HhoNNUj57sgsOBtnOhK0v2JDnskg7O46DN954AwsWLPCM2/KzY+Rve3pWaTe2ibZs2YLp06d7nj+/j7azyM61/a3Jff30hd2mdgBx7969F52+0JWAzzKDBw/G4sWLcdddd6GgoMDj8YswZo+fDZVckQz+wFiYMHItNnaBHkOHr8cfpZ9QtfPQpdy2sLHLwOXzq0dvwt++JispRrbZvQl8XxGUkqNq59/bUSgWboWFhe5gO+meTCQSnhkPWBhx+aU8HR0daGtryxpALUYuR0u4vqw0eCYG26hmIe6nXG3Bym3OqV7cG2IbzfbzlZ4CbjO5Fkeo5L7SuyCrSMt9bCdByi5tkclk0NTUhPLycve+Ahsf8ozYOLFTCfwcbjv6x9tEKdk9AT/60Y9w8OBB37nRzwfqAPSNi1VfLFy4EJ/85CcRDoc9uqKv+oK/dVsuCXaQgR0IlkW2XGJDNVfAwT7e7sXMZXzzdrucLGfsuuTSQX62DAc++Jq2EyD6glcjZrlky+dIJOI+g5KSEldmp9NpxGIxT0+npNHY5ZeyxWIxtLW1ecrEPcZShlxpRSJXbdktP3bgz2471l22rcDvnMhTdoL8dJTjdKXG8GBpvidHzm1nhSdGkTa13+9UKuU6qZlMBidPnkRlZaXbbvxcbX3BDg3rC8Br0PdFX8j9JSX5YtQX6gCcRcaOHYuvf/3r7pz+4t0D8Agg3m5HcdiAYiFxOliQitElsOC1jUO/blUWNCzo2Zjlc+1yyD35N+eA24PS7L/5Y7ej2oA3iizXlrYEuj784uJiRKPRrG5V7hFgAVNYWOhez68HgMtoe/62UHUcB21tbYjFYm65RFjYbWQrcRGwkqbDP/YYCTnP7iqXurLDweW0nQLuJud2ZoGXTCbdLm5BjH85Tqb+lGuHQiEUFBS43eLt7e1Z7728XyxEuVx+778dnfRbaCyXspT6+EWIuHuYHWPHcfD000/jiSee6NO3eLZRB6BvXKz6orq6OmdPncBy254Rx3EcN1fcPi8X/J3yFL+Av7PAxiHLKQC++sJPtvtF69kAtA1g2eY3iJnpTV/4lccOLBUUFCAajaKoqMgtj1yL8+1ZX0QiEVeG2D0ArC8cx7t4IW8XozmTyaC1tdU9jwM5tnNkO0RSTg5Q+TkwfG8xfLle7HDIvexnL23HY/H4nZX7iiPEKUtyTe5VkTLLvcQBk+NjsViWbpd2601f2ONe+PhUKpU1YFeeg516bDsBtiMl7eqX3n2x6IuzMQuQAmDcuHH4i7/4C5SXl7uCwi96IS8Ke6AcqRQjj19sftlyIUYRG3yCn7EqHyz/z86KKBR7aji5l53iYpdVPir7HDaWAf9ZGbit+DwRjNx9KPVghVFUVIRoNJrl6XNqjpwjQqizs9M1VFtbW12HhQfwiqHNBjMrHW43FsQcWbPb2s/BYsHNzzOXgPKL/PGANm5rFvLyfPkdYmVq3+P1119HWVkZpk6diqKiIhw4cABjx471lJ3LGQwGEQ6HXSVQUFDgOkUy2Nd2cu3opiiZRCLh1imRSGQNRrTbRfJnWTBL/ex3gN81v3cQAG6++WaEQiE8/vjjF+2MD0r/Ydy4cfjzP/9zVFRUuEZVb/qCt/N+e+AqG669IfKIZZR9n1z3lO+VnRV7wL7fNW095mcc2VFWlre8/XT6gmU0G6lAz2w2Ig/C4TCKioo8g31FhnBPCRutbPBKyg/XiQM+fgEWuYe0m0zIwJF7KQ/rGDmXBx5LnYAeeclt5fcMbBnvp4NYTsq+XA4mX0uu/9prr6G8vBxTpkxBYWEhDh8+jLFjx3pkPT9zaWcJxhUWFqKzs9MzWYbt5PGzN8YgEokgEol4ngnPcme/c2zk+6Wx2fD7Z0+lzvW6WPSF9gB8RMLhMEaNGoWvf/3rGDhwYNbHxC8We6a5PiSOYrO3bUdPWICJsODuQvujYUOIZ2rhkfeyn8thG2ZsbHIvgp+w4fxK7gHh6/H1uX5+0Qk7ws1CXcoTCARQVFSESCSCUCjkrvDIToRdfsA7m4Hfh891FKeC5+Vm4SjCXMYO8PVYoHOkJxd2dMFuY75uLiHH7S/Pw54ByBjjRkns2ankXYrH43j00UfhOA5GjRqFF154AZMmTcLnP/95FBUVZT1zFsjcBhKFYSeOB1nb7wIrY1FIshKjOFzszHBqGz8/dgjFAeH28nMA7Ijg7373Ozz11FPnVaifSUQnn7lY9MWIESPw4IMPoqamJkuG9UVfsExh44ll0On0hTjkso0dYf5t6ws7aMRyV473wzb6/BwBlh12rx73yMn5XEY29NkBsHWI3YaBQACRSMRdQJCDPKwv7N5XOzov5ArUSS+n3a5s/ItMs3sn7QCYn76QtrEdgFwOF+tj+5mxXLZlMTseci9ximzn7eTJk/izP/szTJgwAYWFhTh48CAmT56M++67D8XFxa4+4lTZcDiMwsJCz/sk4yG4nhIEsttdnlcsFvM4xHJ9Pof1hf3c+FuRHhYOWNmZG3xNthX6u77QHoCPQFFREb70pS/hsssuyzKkbQEtHmMuY0OEDxu+ALKMFH4BxRjiQb5s4PGMMH4RHDaaWIizsLTPtx0CO0LD8CwCbEjxubZisJUbR5lEWPSWFmLXwe+ZyP0lT9EW8qwcJFrE95T/RShwPTnaJPeWa/opFz8hIvWR52NPP8aRB27XXM6aXfZAIODpfpV2scc5yPW5jDU1NTh48CDWr1+PoUOHYvXq1Th16hS++tWvorKyMiuiIkqNnQA78i6Cn5ULC1/pdrffc3kX7JkkpF35W7GjZfz++UV/pB7S2yR/33nnnSgsLMR//dd/5TR2FMUP0RezZs1yx4fZ36ytL9jYs99RO41DvgHAm5bI0WPWF2wQsePA58o+OxDDhhsHH2yD09YLdsCGkbQRKattePJ2NoRZXnAwhiP33MZST7/6c3uxvhBDl1O1+Jn4BcO4HUWWs56TNrCNcflb5DGXpy/6wo7Y2/rCfhbcLnYZbNnIjqWUj3ta7UW4AGD79u3uNtEX999/P6qqqrLaQgJBksYsz8gOAkYiEY99w44sj02T7dz2kqoq+oPrZAca7XfdD94uASm5xrJly/q1vtAegA9JNBrFfffdh8WLF2d1TbHxlUsA8t98DHcT2sey0GEv3O4JALqitfLi2pFeO2fc9vL9olK2t+333vg5CxwV8DvPNtL4PDsSIh+2LSy5DpJ2ksujZyNcylxYWOgKSmkv2SfC3p65QQSMHMfRG7k25zCy0W/3/tipKuyU5IrOBAIBj1Bj59GGnQC/qI5fJJzvz+/RqVOnEI1G3ffrxz/+Md566y1MnToV999/PyoqKjzRdn43i4qKPIOx4vE4ksmkJ5/TLr/0FtgOHtctkUhkGTncLvws2SmSH3amWblzTwIbPqlUCs888wx+/etfn5eBXmcS0cln+ru++OxnP4slS5Z40lQA73tvv/+5egflPeZvl41m/ubZMWajSL5rAO6CSPJ+s27yW6+Gv0O7d+Kj6AvbELNh+cf3ZFkjx3FKjRxnyz+R+XaePustlp0sg7gHmM8RPcGBNJ7OU4JP7DA4juMOHradKr6HPENbX9jH8bOw29fPlmDstLLT6QsOuMjxYrTv3bvXc93f//73rr74yle+4uoL/pF7SU8+0KNLWV/YxjoAd6yaPAu/MRCcHiRBP3agpD6sL9g55XawnUFOI2Pn45lnnsFvfvObfqcv1AH4EITDYXz5y1/G/PnzPR81//gJdD+PWz5Gnh2Go972xyZdiSy0bEOeBYi82DIFpVzDr3x2tMQewCz7ZTErKSOfL2VlgWmXX67D7SAfIc+Rz0JBBDp7/QLXW5wiXixMnpl8jDyLAc8SxIavX7SG20E+fm5TiSyIwyDGK5fZVobcFrKflafd9uy82e+VlCPXWAG5ntwjl4NqK03OFWZHBgDa29vxve99D+vXr8fEiROxaNEiXHHFFSgsLHTPEaFXUFCAkpIShMNhT04/t7G0J/fksBPFKW78t9+YB1sB2orKdprkmbNAl54JgSOGzzzzDH75y1+e88iOOgB9o7/rizlz5rizx9gBIyB3+gjD+gLI7iW1I5VyrPzIfXLpC4FT8jiqzGXM5azYkzTw3Pj8LdnyVerD2/g6XC+RSexMsQEpRrZfGgzLASmfn74AvJMMiG7hdgwEAh59xc9IHAAuK7ep6GQ5VgIZdtDCllWsK8Qe4OfIbca9C37t2Fd9wT0d9nFcJumx5hV3+XmfPHkSX/va15BKpTBx4kQsXLgQV155pSftR9qloKAAxcXFHpuA781lZ30hz4vtKltfiANm21h+Rr5tT0ld5Rr87trT6sq7kkgk8Nxzz/U7faEpQGdIcXEx7rvvPsybN899YexoLX+g9j55gTiSwS8xf7x+H50Y//YA01yRH8kvLCgo8LywfB8/j57LEwgEsGfPHhhjMHr0aHdfR0cHHnnkEXz6059GeXm5xyPnusu1/RwTQcorxqm0EQs929sX+L6cOypCnPMibQVpl0+uwQpaysKKwHZk2AjlfHXAO2uQX5vzDwv6TCaDWCzmESx+xigjConThhh2MLgt7RQAYeXKlbjiiis8CpKdLQCYPn06CgoK8NZbb2H37t145plncNddd+Hqq69GPB7HI488goULFyIQ6BqfMX36dM8sGtJWkhbB0b1gMOi5t4yr4Ocn74sofYGjafIc/J6BwGlz7AhynTkaeNNNNyEQCOCJJ564YFO+Kf0b0Rdz5szJ6rUDckf/cxnEbOTm0hfs5ErEP5e+4PeZvyMeOCnyTWQHp9DZBinQ9V3t2bMHjuO4i5oBXRMt/PCHP3T1hcCGMctjv+ASI/WSduXt9pgGRr5jMQAlcCP6gqPG3NaCnSLEvYmyncvvF7SSdhe9wYEKWy6J48HtYzuP8jxEX7BsFewcdm4r23Dle/vpGT994TgO/vu//xuf/vSns+wd2V9QUICpU6eivb0dO3bswO7du/Hss8/i4x//OJYuXYpkMunRF4WFhZg+fbrHQbBtCLu3SXoNxJniFF0pkwQxud25FxlAlqNnP0N7LQN5nnbvmFz/xhtv7Hf6Qh2AM2TSpEnuy8mCBMgW5rw9nU57DFFbaAt+0RCBP0Y/z122y7ny0RhjsqayZEObr89IzuOhQ4fwrW99CwDwta99DZMmTUI8HscLL7yAtWvXYvHixZg5cyaSySRef/11zJw5E1VVVR4B2d7ejng8jscffxzRaBSjR49GNBpFMBjEhAkTAHR1+RUVFbkRABFOIuBZmOWKXLPzIN2F8lsUGQuQZDKZFeVl4SrX5S5l6S63B+jaA9dYQdrOkGyzDU6uj5RRBI2tSDjq5IcILh4Q7gc7IBxJyWQyGD58OLZt24YpU6Z4ukqlDpFIBFdffTXmzJmDVCqFjRs3YuHChbjmmmtcATp8+HB861vfQjqdxi233IKxY8fCGOPpQhfHVtpEImMSuZT3gQcAczvK8TxGhNvUbxEdbm/bQeQImj0mQggGu1ZvTSaT+M1vfpMVPVIUW1/YBoJgG+X2eyfbbUOEdZAdIGHDX74Nfrft716cck6R4GvZs55wGYCenoKDBw/im9/8Jowx+OpXv4oxY8bAcRy8+OKLrr6YPn060uk0XnvtNcyaNcujL1KpFDo7OxGLxfDEE094jPvFixdj/PjxMKZnSkn5zb0hfoEP+e3nvIi+sIMA0osg37Y9eYCdYuNnDHJvtrQl4E218XsP2DC1DXoOZMlvHidnO1B8v1x6gHsjejvOT1+IXt2zZ4+rL1hXSBmLiorwjW98A62trfjJT37i0RfyDFlfVFdX4zvf+Y77/kkZuXfWHgvA4wck1ZQNcdtBZn0hx9n6ws8x4mfFbc76nPV4IBDod/pCHYAzYOzYsfj85z+f9WH4GWL8cogQEENUBLYITDsCzwYbv2ic285GrH1f+Vg46sMveSaT8SzQxBFdFsLys2rVKnd1u2effRbpdBrbtm3DU089hU9+8pOYNWsWQqEQGhoasHz5crzyyit44IEHMGjQIGQyGXzwwQd46KGH0NHR4ToiXDapQ11dHWpra9HY2IgJEya49SgtLcWsWbM8H3+utmbBlMlk3IhxPB73dAPKcdIVK4LdNspFIWQyGbz99ttobW3Fvn37UFhYiCFDhmDOnDkoKytzIyhcNttJkfuycJFyyn47/YdzdjkFhqNOdnv4OZW5HE6OlPk5lIcPH8aCBQs8x7OTKeeVlZXhK1/5Ct58801ce+21rrEQCoVw22234cCBA1izZg1WrVqFmTNnYsKECYhGo65jJTNxAMiaLYOfscwS0dra6joCchyXK5dwlfbycyZto5/bi8tjdz3fcsstKCgowC9+8Yssw0PJX8aOHYvPfe5zWd+c/c2K3LDfee5dlvP4O2V9IT1ogkSNxdjhVA7b4JR0Cz9Hl/UFy02BDUAxtlatWoUTJ04AAL7zne/g9ttvR0NDA1588UXcddddmDFjBsLhMLZv346f/OQnWLlyJR544AF3Fr1du3Zl6Qth3bp1We05d+5cV18Eg11rwMyePds1ynrTF/ZzEX3hZwTLdpYB3CZsfLO+2LNnDwoLCzF06FBXX3AKqV9AgumLvhBdxsey4dnbLDR2HTmo6bfPvje36aJFizB+/Hj3WJaHUtdQKISysjJ8+ctfdvUFv7u33nor9u/fjzfeeAOxWAzbt2/HxIkTPT3phYWFro7hd9OuVzgcRjgcdgOQtgMsx/mlSkkb+l1bjvNz3uRd8Aswib4IBoN4/PHHL7i+0DEAfWTcuHH40z/9U1RWVmYZm0BPvplsl5ddPgQWKPY+NoJtAcuGKAsuzveUj1EEOc8e4ThdCzBJVN3PCLXnH5bzOjo68PTTT+O3v/0t0uk0Fi5ciI9//ONYt24dfvvb32LOnDm47777UFZWBmMMNm/ejG9/+9tobm7G2LFjcfnll6OwsBC/+tWvcOrUqQ/d9pFIBCNHjoQxBldffTVGjx7tGp0lJSWeY6XtOQIAAI2Nja5DIcu3nzhxAqlUClVVVWhpacG7776LYDCI119/HUCXYPnSl76E8vJyPPfcc76DeEaOHIk77rjDjfLZwkOeIT9XeVayPde4Bnscgh1dYAHE76HfGAJ+x2xjFvDOdiO/N2zYgPHjx6OiosLzrtiw0pPxF7ajum7dOnz7299GMplEZWUlqqurEQ6HMXfuXKxZswbBYBAPPvggamtrEQ6HPQ6iKDZ5v6XesngOty0rHnFW7O/NTgPzS8diR0HeJ7vrn9+59vZ2/NVf/ZVr+JxNHB0D0Cf6m7548MEHUV1dnfUNC2xAsnHOTrYcxz0I8r9ck99/TlnhqLOfvhAnwV4Bta2tzbPWBusLWw7xd97W1oZnn33Wnfawrq4ON998M9544w2sXr0a4XAY3/zmNzFo0CCEQiG89dZb+Nd//VcAwNChQ11Z3tDQ8JH1xfDhwxEIBHDNNddg9OjRCAQCKC8vR3Fxsef7tdtDnKmGhgZX/lZWViISieDkyZNuj4DjOHj//fexZs0a91rhcBif+cxnEAqFsG7dOl99MWLECCxbtgwLFizwPB95RizfOdpvB36AbDnEesR+TmzUy367N4HlP5fNT1+wDGV9MW7cOI++8BuzJgOEAXh6nuQ9TiaT+P73v4/Vq1cDgKsvmGAwiK9+9asYNmyYJ9PB1hfy23EcNDc3e6YTlbLzN8f6wk5Bk3pyOhY/D9YXtr6x272zs7Nf6AvtAegD48aNwze+8Q1UV1d78slYANoDrDiKY0cb/T4sv6iM43gHYLKHauen2d2L8jJK95d9DJfTrztx586dWLFiBVasWOHWr66uDmVlZRg6dCiCwSA6OzuRTCbR2dmJffv24Vvf+hZaWloAALt378bu3bvPSvvH43F88MEHAIAdO3a42ydNmoTJkyd7BMykSZMwadIkbN26FZMmTUIymcTzzz+PDRs2uIOKotEohgwZgldeeQWtra24/vrrsWnTJtTX12fd+1//9V8xfvx4vPzyy75l279/P1auXIlp06ahpKTEo3DFGeG8fn4OLCA4KijnSe+DbLMNfr9IFjuKPD2mX3es3JMjf2zgz5071/f6dmSHFUMikXDfT9l+6NAh/PKXv3SF76lTp1wFv23bNgBd35gxxl34JRqNuu94MBh0Z3coLCz0LBTDg77scgLeHFXbcJH0L79ooN1LwMrR/h4zmQyKioqwbNky/Md//EfWtZT8gvWFnUvvFzVlw5q/Jb/j7Fxt27m39QXLErlWLl2QTqfdnlK+Jx8j5whSjl27dnn0BQCUlZVh3LhxnmkggS4ZsW3bNjzyyCPuNj/Z+2GJx+PYtWsXALh6A+jSDePHj/fIu4kTJ2LSpEnYsmULJk+ejEQigRdeeAEvv/wyWltbAQALFixATU0NVq5ciebm5l7v/Zd/+Ze97j9w4IBHX3AvDut3DmLZEzCITJPn4Ge0sswT7JmOpB3kR4Ip9ixDtqEvQRh7YK6Mc7HvkSsVSf62/z9y5AgOHDjgbmN9wbS1taGzsxOZTMZNJwa63k8/fSGD0TlV13bAWV/Idh5/x06xPCupo+2AcfvZTl1RURHuuOMO/OhHP8qq1/lEHYDTMHbsWPyP//E/UFVVlfVi5MKOfjL2qHrb0BCDzR6wKH/bRp8ddY7H4+6c67FYLGsxGfsFtcuXTCYRi8WwcuVKjzBPpVL42c9+huPHj+Oll15Ce3s7du/ejcOHDyORSOD73/++KzCZmTNnYvTo0XjmmWfO+mIY27dvz1IuYuC3tbW5i42cPHmy1+ssX748574DBw54hJEfmzdvxooVK3DbbbdlvRsiUAH/AWm242YbCQIbCnYkMddxgDedBuhJV+OoBZeVIzMyboWjR3aPIUfZM5kMXn31VcRiMdx0003YunUr3nvvPWzdutWdNjRXl2dFRYU7MEsUkSzmxqkPspKwCN1IJOKJsrGzw+lb0hb2OA1Jy5PIkz2uw++ZiSLgtDoAmD9/Pl5++WXs2bPHt47Kpc/YsWNd498O6uSit941+3vLJUPslDU59nT6IpFIuGNxeFpe2xHpTV90dnZm6QugKyK8c+dOtLe3u+fu2rUL6XQajz76KNra2rLqMnLkSEQiEezZs+e86ItoNIri4mJXX2QyGTQ2NnqOeeutt85qOURf3HrrrVkRY3a4AP/nz8+Ug4F2EI+DML2lmuTSF+yUynG2gc/PSNKOT6cvgJ6FTl999VV0dHRg3LhxaGlpwRNPPIF4PI6mpqbTtqNcW2ZPkjQ2DrbJ1KpSnnA4nLUGjugWdg6kPvbMQ9Ke3BvX27cNeNNOWV8sWLAAr7zyygXVF+oA9MLYsWPxwAMPoLy83PMh+T1w9vLYSLO9dPtjtI0NXs3X7xjGFuaC5LpJNJYjN73ltCUSCZw6dQqvvPIKXnzxxaz9sVgMTz31lPt/U1MTHn74YaTTaV/jf8KECfjjP/5jlJSUoKOjAy+88ELWMWeb9vZ2V+F0dnae8/sZY3D55Zfj2muv9R3o7TeQj4UAR3IAZEUhestB5+5VVth2rwPfn50R+3xxEOUdFUPATjfg9zcej2Pr1q1ub0E0GsWbb76JvXv3Ytu2bWhpacHw4cPx9a9/Ha+++ipWrFjhq4zeffdd1NfXY+zYsUgmk64gljLKgC8ZMyCOMtClxDs7O7PqahtgHD1zHMczVZ2dwscpdPw3987xPYzpGhB9/fXX40c/+lG/Xv5dOTeMGTMGDzzwACoqKtxvyE/OMvb3xPoCyB6/1Rd9kQu/HkOgS06y88+Rf04dsuuSSCTQ2NjYq74Qhx3oMhYfeuihXsv4R3/0Rxg+fDj+/M//vE9G4Eelo6MDHR0dAM6/vhCZI8/EnlgCyF4PyO96bLzaASU+174W9z5zWfgds9NJOYVSdIwdWLR7uAXHcXz1xZo1a/D444+7x9XU1OBzn/scdu3ahddeey1n3SXKn8lkPIumsYyWQBAHVQsLCxGPx7OCaiznWSfLdl7DRp6XtAvXUdrZvg5/Q6Ivrr32Wvznf/7nBdMX6gDkYMyYMfj617/uRnLsWWg4R9k2ojgXTLA/TCB7OjG/mWXEEONzOOLD1+R8NslV5G6+WCyGN954A7Nnz0ZJSYmnO6upqQlr1qzBU089hebm5tMqLqG3HLbdu3dj3bp1GD16NN5+++0+Xe9iora2FrNnz8Ydd9zhMSa5zTm9iiMOIqhY4NqK3hYYtjAV4cspXvI/l4Hvzfewu2f9Bhfa3cF2z0FRURFmzJjh3mPRokWYMmUKvv3tb7vpYNdeey1qa2tx9dVXY9OmTTh69GhWW15xxRUYOXKkJ12B3/H6+nrEYjGMGTMmK3dWjrXfWXbYbceAHS2/6wl21IsdeNuRM8ZgwYIFOHToEJ599lnf6ymXJn76gulNXwh++oI5U33BOc1+1xZZIE61rbPi8TjeeOMNzJw5EyUlJW5wI5PJoKmpCW+88cYZ64vTsWnTJrdX+VJj6NChmD17NpYtW+YGV2SKbna6GJbJHMgDsoNJdu8PyynZb49JsAc7s5zkXk5xBsTg5muKjO2tp0GuX1hYmKUvJk2ahIceeshN2yovL8cVV1yBUCjUqwMQCHSNCWPHRGT6sWPHEIvFMGLECN9Aaa4gLutbO4DEOoadHNaj/Ay5LXi/nCf1r6+vv2D6Qh0AH4LBIK655hoMGDAAgHdQLwts/vDkxZAP1h74YV+fjTz50CQFgu/Jx0pOW2/eIi8m4jgOtm7dihMnTmDBggV47LHHsGLFCowdO9bNiysuLsZdd92Fxx9/HOvWrTsLrddDOp3Gr371K5SUlJyXaM65JhQKoby8HMYY3HzzzZg9e7ar8Dnaz+M3WCCwce/XCyPnsSDtrbcJAF5//XUsXrzYPVYEMgt2uzeJ7yv3ZKOChSDPgy8CVq4v9ZDIiFBWVob7778f27dvx89+9jM8/vjjCAQCePnll32Nf6BL8e/duxcTJ070jbLv3LkTTzzxBL7+9a9j1KhRKCoqchWa/PjlV8u3Jcjfr732GpYuXeoaYXZ+rLSF/XzkGnaXLivJK6+8EqtXr74k3nnl9Ii+kFlsJOooBh4b/YBXX/gZJ35ywS+FwE79MMb49kDK337Ignwic7Zs2YITJ05g/PjxePbZZ7Fy5UqMGTMG4XDY8410dHSck9QF7mG+2LH1xcyZM913RGScHZywI8asK/zGhgA9kXl+7nwN3rZ69WosXrzYk3bEgRL7eBvuXeaxCXIOLwJnB6Vkm73oWnl5uUdfHDx4EP/8z/982vEW7e3tvga543TNJPXEE0/gwQcfxOjRo1FUVOQ6utJzYOs6/m33lKxatQpXXXWV+7+fg27rCx5cbetdKacx5oLqC50FyIdly5bh7rvvdv+3lbw8VNuQB7JXuhU4GsMzKsj/7OlzRJeNS5m6M51Oe7pWxfuWqdgcp2smhxUrVuD3v/89Ojs7UVdXh40bN/rW188YVbJZtmwZbrvtNnfWAmk3MT7t2TkAuFPxyTY7P9IWYHyu3R0L9AyIlS7beDyeZRj4RRU5gsECjKM59vmBQPYaArLN7tGyyyD/b9myBQ8//LCbZtAblZWVeOCBB7Br1y4EAgHcdNNNiEQiiMViePTRR/HSSy/BGIPbb78d9913X1Y0nrtcuVycNsSpGewcsMNmPwe5Hjto3I7inLOh9pOf/CQrJ/rD4ugsQH3iYtMXIuttxxXwTgXNkU3RF/LeiTPOUX751iUnOplMZkXUxSiTQFFbWxteeuklPPfcc25uvuqEj8bp9AUb0fI+yDMDsmXzh9EXIptE70hPj90LZRv8os960xcCn8+ylffbY1R4oDl/J08++SSefvrpPrVvZWUlrrnmGjiOg2g0iptuugkFBQVIJBJZ+uLee+9124V7R+yeF/meRF+ILrSN/tPpCw4+yb1sfQH0TKpxofSF9gAQwWAQt912G+68805fT5C3sXHOxj97krZBJLCHzEYj38+O4ojQ57LyrBHJZBK7d+9GVVUVAODhhx/2GPy5jH+7joo/M2bMwA033OBZkVDgVCq/d8KOTtjH2O+MYEeH5H/pPgZ6BjVxV21HR4ebZ2lPwybvrp3WwuXifSdPnnR7wuRYjmQKr732Gq644gqPEdzZ2Yn333/fd2EhP06dOoVvfetb7hiOl19+GXfeeSd27dqFV155xS3/M888AwD4xCc+4fZkyT5ub66LrIhtd1lzPqt8o6y8+Ltlg0vqzz0nPO5i6dKl7jzgyqVJMBjErbfe6tEX9vsC5NYXthFhRwjt7XbEmOWJ3I8DRrZDwPoikUhg7969bkrIb37zm151hHLmzJ0712P8A9n6nd8F/i34bWd9katXQGDnUa7DkfpMJoOOjg5s27YNc+bMcY9h45ffJZGdLANZXh47dgyDBg3yLRPri9dffx1XXHGFq89kDYkziYKfOnUKv/71r91rv/zyy+43cOzYMbcutr4QeLyAlJPLKI6NHfCSNpf9fvqCe+z8ZAJf50LqC3UAiOuvvx533XVXVjTe/qhsA09+5xq8y/DxkvJjv3girLnL1X6RpCdAjP8333wTDz/8MMaPH49MJuNOr6icHd577z00NTWhrKzMI4xFgYpRbhvS/A75zcIkCt3PCJAZOuxICXfdJpPJrJzDkpISzJ8/372mpIX5Gf8MR6mk3A0NDR4HQOByZjIZLFmyxNPNKz0Fhw8fzjljkR8sAOvr6/G9730v65h0Ou2mCtx9993ud+TniNv1k++Uo6ZsvOVqG7/8VrmWlAmAqyxGjRqFOXPmYOXKlX2uu3Jxcf311+PjH/941rzgudInAO975Jf+43e8/OaVswFvmptfdFjKYjvIiUQCb775Jv7v//2/nsX0lLOLX08vp++yTuceHYmO+71Ltr5geFpjW1/IeycyTqLTwWAQpaWlmD9/vudd42i1H7LPTls9efJklgMg1+T3UvQFXy+ZTGbNwNRXMplMzqlkbX1hp3vy8xGkbrbMl54Re3p3KQPf0877l3vJsaK/g8EgRowYcUH0hb+2y0OqqqqwZMkSAP6RWjs6A3gfrHwI7GnzOeJFsxEicBedfFj2yHURDHJsLBZDZ2cn2tra8Morr+D73/8+4vE4tmzZosb/OWDIkCGIRCKeQVBifEverTxfHpzHUWNR1hzBEfh9E/wElZ3HyAue8D25d0nKJ8fw+80Kwb5XIBDAlClTcjqyIuQymQz27t0Lx3GwevVqOE5X7nNRURFuu+22rMXazhZPP/00Hn30UXR0dLhtJ2XlGYPsbms/47+3Lm6uM+9jB4+Rb/zOO+/0RJyUS4eqqiosWrTIfdbyY+sLv8gtkD1Li6035LtmfWG/2/ydsxwAevSF6IxEIoFYLIa2tja8/PLLePjhh9X4P4ewvpBnKsEBSQu19QUHYNh5+7D6Qt4BWeme3yNZEJPlnyziyNFuO0VJypErUDJlyhRfg9q2X/bt24dMJoM33njD/Xai0ShGjx79UZq9V0RfxGIxX30hqT889altwwHZPfN+9c21nQMAbB84joM77rjjvOsL7QEAUFpaiq997WsYM2ZMToHt9ze/PHYaj93dK8cb0zX9E6ce+BlYvIIdX1eMv7a2Nrz22msoKyvDz3/+80ty1oT+QllZGR544AEMGjTINXxtAQrkTtlhpS7bGY4O2QvKyX42NOV4URxAT/RB5tu3e6lYsDOcViDCiVNZbMeAFZoct23bNsTjcYwdOxaLFy/2RD527NjhTrN3tslkMnjxxRcRDodxyy23eFZd5UialEXaQ9Y2ALIFvL2uAX/H/D3azoOcw8qzuLgYS5cuxfPPP39O6q9cGERfjB8/PisabweHOC3HT87bhhUj/8uAdwA59YXf+CMA7gD59vZ2vPDCC9i/fz82btyo+uIcIvpi4MCBAODRF4zjeHPlOaLO+sJ+5n76Qs6X/eJE2PaHPVua6At2JqQc9iBzQWSfGMuS4895/nIt7vEQGblt2zZ3RrfFixd7DOJoNOobeT8b2PqiqqrKoy+4HII4S7ZDwD0EfundfL5gp93KtYGudiopKTnv+iLvBwGXl5fjwQcfxNSpU10jqPveALK9ODu9w+7G45UaeZ5cnhHGTu3hSC47Cfb10+k0nnvuObS0tKCjowPTp09HbW0tfvvb36qRcY4YOnQoFi1ahNtvv91j3LGwlOcjUW+BBS5HTWShK9nnp7jlfL6+pNXIOyGOJOCNyEvU2xjvypA8+4IIbJ61gae69Yt2iAMqToD0KIih7Se4k8kkfvrTn/Y6ndtHxRiDkpISfOMb38C0adPcskob2IPqpJy8qBifI8fy9f16CuyZvtgJEMWwa9cu/Pu///uH7truvrYOAu4DF0Jf8GxYgL++YEOPjTKW9/y+cvqFRGblWkBPwInnbRd9wdcXfdHU1ISDBw9i2rRpmDFjBv7pn/4J+/fvP9dNlZf0VV+I3peIr+y3Fz6UnmbWE33VF/J+ynvBMzlx7630JjPsgEi5xJbh90vknL2GgLzTkn4q15Br59IX8Xgcf/mXf9nr9OIfFT99wcEeTsfiNCzRF3ZPjZzP+I0ZsLM+/K51vvVF3vcATJo0yZPmkCs6y5HcdDrtEcpyjj33umDP/sARVn7ZZOYGP29fhPmPfvQjJJNJFBUVoaKiAuXl5Th48OC5aZzzSDAYRG1tLY4cOZI1V/GFIBKJYNiwYfjCF76A2tpaz0AhwDs1rBjmstQ4Y0cHAG/qiB0tYEOAo8/cdSt5g349TbbBy9eWbXKMMT0DsDjqDcDjlHLZud5yH3F6GxsbsWHDBixduhRA1xoRmUwGhw4d+sjPozccx0Frayu+9a1v4eqrr8ZnPvMZt11Y6NoRfF5FmB00vyAA7weyp3zj9uN813HjxqGurg6vv/76Oaq9cj6ZNGkSJk2a1Gd9wQMpeb8c4zeVJ/8A3tXjZTvPIsLvdS59AXQZp/X19f1Cvl5q9EVf8HO1o/d2Ly/LdB7vJ/8zfnKeUxwTiUSWvpBj5R2UMvF17HeSI/9sGEv57BnvBE514vra+uLo0aNobW09ozFjHwbWF9OnT8eDDz7o1tPWF/x9RyIRzwJi7Mz5BfL8HECG9a0cO3bs2POqL/LaAZg+fTo+97nPeV5mfiDyYDlqaEf++EOxB3nm6l2xPyygazaXcDjsRlSTyaRHARw+fBivvPKKK7w7Ozvx85//HCNHjnQX0LhYMcbgxhtvxD333IPf/va3eOKJJ3K23bmmvLwcw4cPx9y5c7F06dIsA53/F0OP3w8+ht8lPo8HjnI+L0cU7PvZBj6n9+Q6xq/MUk5ZgMbOR5TZcrgMcm3b2bU5fvw45s2b5wrwrVu3YuXKledtqfOWlhY339kv5YmFtuzj3gt25mwFBmTP6OT3TOX7ZYfg4x//ONasWXPOFZtybqmrq8N9993n+U5zOfysF/zmG5dz7cihn9xjnSPnRyIRd8pI6fXrTV8AwBNPPPHhK9+PMMbgqquuwsiRI3Hs2LEL2vstxu2nP/3p0+oLtifsaDgf4xdAlOfMjgDbGLbTyNey0zx5v5xrpwbxdVKplGc2ITsYwmmhci7bTbl0uegL0Tc//OEPz6st09LSgkOHDiGZTJ5WX0gb2YHbc6Evli1bdt70Rd46ADNnzsQDDzyAoqIiN7WBhbafYLcHYzHywnN01i86xB+HPPSCggJEIhGPR51IJNxIz759+/CDH/wAO3bs8FwvmUxecOO/oqICw4YNw5YtWz7U+YFAALfeeis+/vGPIxQKYdmyZTh8+DBWr159lkt6eqqqqnD//fdjzJgxvgOqeP0GwJvnawtgfv78rLk7UP7nD52vw44D9xxxNImFlggj/t9+j9lxyBXxkevwImDym8tsOwETJkwA0KMQjh07hvb2doTD4fOWc/zcc88hlUrhM5/5TFY6lsDCWyKotlLl9mDsAAH31ORyjsrLy3HzzTe709EpFx+2vuDZtwD/ngDWF7kMQY4cnk5fcCoH6wuecSSVSmH//v145JFHsvTFpYDoi9tvvx1lZWXYsWPHBXMAqqqq8KUvfQnDhw9HaWmpZx8/e7/n3Ju+kPPZYGdd4DfpAOsLsVXsXgf7PbQj2LYTIOWS8rCTydeQ4+x0OCmbXz5/JpNx9YUY0MOHDz/v9szBgwfx2GOP4dOf/jSKi4t9j7GzNHL1cvSmL+QYgdvJ1uMVFRXnTV/kpQMwc+ZM/Mmf/InHQACy52EWWLHbD46Pl319iV5zKgULc/nQgsEgduzYgV/+8pc4fvw49u3b96Hre66IRqP48pe/jLq6Ojz66KNYvXo1Ojs73f0FBQW4++67sWfPHrz55pu+7bJo0SLccsstALoEwe7duy+I4opEIvjKV76CyZMnexZAYWEr3bYi7Hjgky3M+flydJ//53xKOY+dQNnGiwL1FvHhQbx2d6v9t/2e2s/G7lWw/+5tkJYI/VtuuQULFy7Eli1b8Ktf/arXFazPFul0GsuXL0dhYSE+9alPual60ibcayNKj8vsF5UFeh/c5adY7W7gsrKynMpQ6d/MmDEjS1/Y0cJc+oL/t/WFbPPrHWBsg8rWFyJXdu7c2e/1xT333IOSkhK89957WLNmTZa+iEQiALyrvDIFBQW4/vrrEQqFkEgkLtg6G6wvRCfYqVWsOzgVzH4fbH0h2PrCr7fI71qiV/wi2hyd5nFjuQb82u9mrgApOzpcJ65/rvdc5PLdd9+NSZMmob6+Hr/73e9wPsilL3gsDY/r5MCgtKHfc8kVFLK3A9myJBQKnTd9kXfTgE6fPh0PPPAAysrKAGQ/LPuBcqTVL49TjvFTCBxVZE9bPs5gMIhoNOrx7GXATzKZxLe//W288847/VKYy2C42bNnIxKJ4Atf+AL+4R/+AcOHDwfQldL0xS9+Ebfccgu+/OUvY9GiRb7XWbt2LbZs2YJ0Oo0dO3bgm9/8JhoaGs5nVQAA06ZNw/jx430dOH6WPJCUB9zKcUCPsO/NWeT3jiMMdvSZu1HtSCCXTQQ5v6/yHm3bts1NKxMFwcauXX4utwhuGfwr2ALfr62KioowfPhwzJkzB8OGDftIz+dMcBwHTz31FH7+859n5WADcKfEk2n57B/u6vV7fn7pT3IMP1fmuuuuw+DBg892VZVzDOsLebb8HfSmL9iJtx0Ev94D+5vmSC6AXvVFKpW6KPTFtddei4ULF+KLX/wi/v7v/97VFwUFBfj85z+Phx9+GN/73vdQUVHhe510Oo0PPvgAqVQKO3bswCOPPHIea9FDLn3B7wjLawDulJyc8snyGMidysPvHdsqjJ/sYduD/+fZznggaiKRwNatWz1TTfM1/PQFX0Ouy3XyS1nyK19RUREWLlyIyZMnf8Snc2bk0hfS4x+PxxGPx93ALE/o4hfVZ50OZBv4fLztFMmx50tf5JUDEA6Hcd111yEajXq2s6fNXTxAdned7UHzx8XeughlzjGWeXblxQqHw57ryceWTCbxq1/9CkePHj1PLXPm3HXXXZg1a5bnxR0xYgS+8Y1voLa2Fp/4xCewZMkSt7s610cdj8fx4x//GCtXrsRDDz30kUa/f1jGjRuHL3zhC25OvAhb6ZrMFfUA4DEcgR7j3+494GvIeyLvAw/wlWP4vvJe8ntoC2UpCwB3wSApV0VFhUcYi6BOJpPuO5orcsN1sr8LjmbxPtsoKisrw8iRI3NGOM8FjuPglVdewZEjR7K6YTnabz9bSQuSGY5sId8brMT5tzgVd9xxx9mqnnIeCIfDuOaaa1x9YUft7IGNNnbQiB1vwdYXiUTCTfULh8OuvpD/2VkQfZFIJPDrX/+6X+uLgQMHYtq0aVn64s/+7M8QjUZRVFSERYsWobi4uNe50FOpFH784x/jH//xH/Hd734Xp06dOl9VcGF9wQa1LUv8AoUcXAC8Pal++fksl+R9ELnLKTt+DqatL3jWHrkmANce8dMXoq9sfZFrDAzXQ65vB1UY20EBgDFjxuDKK6/sV/rCL+1H9kciEXf8Zl/1BevtXPri9ttvPyt16428cQCMMfjDP/xDd4VU/kDsQb2M7d0zPCWiRBT55QmFQq6RJ8a+GBjyv5zPAuTgwYP47//+7349W8OTTz6ZlaoTCAQwZMgQ3HXXXTh06JA7o1EwGMSBAwdyXqutrQ0/+9nPLojxHwgEcPXVV7s9QoC3W93+4Y82Eol41gPg58lReDne/m33LtlOAJfBhrtkuZtRhBDP8lNTU5NTmIrxIZFEFkwAcPLkSTei6Kc8NmzY4GlL6bHgbysajeKP//iPsXDhwjN5NB+Z9vZ2fOtb38KRI0c806dyeaXnRMrNP6Js7UibnMO5136OE+M4DiZMmIAxY8acm8oqZxVjDP7gD/4ACxcu9EQ4/aL3/H9v+oIHcfqlD4iRV1hY6OoHiURGIhHXcbUNzkOHDvV7fXHy5Ens3r3bsy0QCGDAgAGuzCosLPS0dS7a2tqwZ8+eC2L8BwIBXHXVVZ6cf78Ivp2PHwwGPQa8vDMsd7mnl7F1BRvUPKGE6Au/1B9uTzvYyYtIRiIRDB482Lf9OWjCCyza+mLv3r3u8awvAoGAqy/YUJbfUq7i4mLce++9mD9//pk+no+E6Iv6+npP/eRZ2vrCftbSjra+4B56uzcmF5lMBhMnTjzn+iIvHIBwOIx77rkHS5cuzYrW29388kBtb9z2sIEeg4u9dD5WPkg+R+Aoo+P0TPN49OhR/OAHP+j15egPnDp1Crt27fK80JlM1wp/zz77rLtKJgAcPnwYmzdvBtA1cGrcuHEXrNw2H/vYx7BkyRJfgc3dfdxdJxE6gevP3al22pcca3fDyrvGqz/b9+brAvBVlCKYAW8UyD5Oys45+Rs2bEBLS0tWd215ebk7rR0byQBw4MABV2lL/f26QKVu995773l/9vv27cP3v/99j/DlH9uhAbIjvTwdqh+5eonsvysrKzFy5MizVjfl3BAOh/GZz3wG11xzTVZPHBtYLNtzjRvh43jMEJA905wddOBrsFyQcwFc1PrCcRwcPnwY0WgUn/vc59zgR3+ZCtqPj33sY7jiiis8Pb4iF9mQFti499vOi0navZJ8LKfWsA6QHiJeRwjoGWvA1zqdvvCT3fy+8ztu6wvRY2VlZRg2bJivvti/f79nUTt2mlhXAV36QuboP5/s27cPDz/8sMcxy6Uv/Bwru8eA8dMTF1pf5MUg4JqaGtxwww0A4Ob92oa/LcBtg0v+9jOkcnXr+nUTO47jTvnJ10+lUojH4zhx4sQ5XQTjbCJLjIfDYdf4/853voORI0diypQpyGQyqK+vx7/8y7/gyJEjKC0txZ/+6Z9i2LBh+MEPfoB33nnngiqu6upqLFmyxB344/eMAe9MBiK05W8A7sxPnF4i+20jgM/jXFC/3ih7vQm+jlzb7png4+X6ogz83nFxWi677LKs8gHwGB28IqIxJks45TKUZCXgXbt2XZDxHQcOHMD69esxd+5ct5xS71yzegn2FG99gXuA+H8AmDdvHt544w3E4/EPWRvlXFNTU4Prr78egUDAnUPdVuh+qQD2Pvu94m/VT/GzDGGjUHryJLpoTFdKRjwexzvvvIOtW7eevcqfQ0RfSKql6IshQ4Zg+vTpSKVSOHLkCP71X/8Vra2tiEQiuO+++xAKhbBmzRpPb+OFoLq6GosXL/akYrEMFiRSLNjOnMwgxfpC9ICf/mHjU/Zzj4HcQwJTdgDTht9Be1V0edfs3inuFffTF1JmXvHYNo5HjRqVVSc5ho3mjo4OJJPJC7Za9YEDB/Duu+9izpw57jZuLxsOEJ5uogs/XdObvuhLOtFH4ZJ3AIYMGYKvfvWrnsa1Xz4/BW93S9kC2+41YK+cPUFJg2FvV/LLZdW/VCqFzs5OdHR0oKWl5aIxDp588kkMHjwYl112GQ4cOODm8P/Zn/0ZkskkOjo68NBDD7kLQX3mM5/B5MmT4TgObrrpJmzduhVtbW0XpOy1tbWYN2+eOzjVcRzP2gs2/Mx5sK0dtZMeHVuJi7Dm8+z1APidkl4h+Z/LIcg1bAUksBBhxSHbOYdVjrMVhwg1mYfaL8Ll18sl38++ffvw7W9/GxMnTsSGDRs8s36cLzo6OlBfX+9xvCQ9z5ieJe3tGZ3sQWwMG22Cn1Egfx8+fBiVlZWeqJnS/xB9wUYMO9OA/3ieXIqdf/NxIhM4DUJSgGxnXf6X7zidTiMWi6Gzs/OCGUkfBtEXM2fOxMGDB/Hv//7vOH78OGpqapBKpdDa2orvfve7rr4IhUJugGb//v0X1AGora3F3LlzXX0h0Xg/o43/94v42gESluPyPxv3cp4cY6cz2oa2HG/fk+8jOkrwy1Zg+RUIBNwpcPuiL+zgqd0uudpiz549eOihh87LgmC5EH0hSLvJNyrf4IfRF4wtT7jN6uvrUVFRgTFjxuC11147ZzPoXdIOQCQSwYMPPogRI0b4RlzS6TRWrVqFK6+80rd7zP4g7IEvbMTzao1s+Mvx/AN0LeQlBqcxBp2dnWhvb8fRo0cvGgdABvA2Nzfj2WefRUNDA4wxeO6553DnnXdi7dq1nlWKn3/+edTV1aGpqQn//u//3qvxH4lEcPPNN2PFihUfeqq3wsJCFBcX4+TJk+62OXPm4LrrrsOAAQMwaNAgzxgOQQbRcqSOP3Z5jrkcATtFgA0I6QGyI/+cDiDXlR4AO2rIikOUBUd/GPu940iNwIJNFgJ7/fXXsWTJEvfeIoBsZSX35eiU0NjYiG9/+9v9oldLphWUNAwZuCVlbmtrc+tv9+bxtLCA93nmSiGy5U1JSQkKCgqwaNEitLW14fHHH7+ojLd8IBKJ4IEHHsjSF/j/s/ff4XWV17Y4PNZW78VyxwU3HHdccQFsOgRCCZCEkAIECBAgkJN77v3ufX7JObfknnuSEHoIpEAKJQUSEkzHBgzGmOJujG0MxrjKstrWLtp7fX8o49VYc69tS7YMkq35PHok7b3qW+aYc8z5zhftaRgvv/wy5s+fH4oXQCbLr9dJJpOBkoIcQ+qM8lqqj1pbW9Hc3OwMq3Q6jWQyiebm5s+MQDkYIV4MHDgQe/fudTohkUhg165dWLt2bQAv0uk0PvroI0SjUSxZsmS/1y4oKEB5eTmi0Siam5u77JmJF3369EH//v0zmHGgfRGt6mi7j4yN2Gr/W7wIS/PJRhrYaLM1RnkNXtcaqdnwgqJ4YZlpPns6ncbLL7+MefPmuXdTXFCnwzq2Oodqa2tx++23f+ZYAcDhgeIFCbNkMum+D4v87Q8vtG0twafflZSUIC8vDyeeeCJisdhhwwsvzDPpLuJ53iE93Lx583Ddddc5I10NfyCYE2cZW51MQKZHrZ2s4TFdsPXPd3DXVOE5ra2tWLVqFdauXYtEIoHnnnvuU6mXfrhlypQpWLlyZcZ7Dx8+HI2NjQGj3EpOTg6++c1vYu7cuXj//fdx9913o6GhoUP3HTNmDMaOHYucnByMGDEC48aNcwt75s+fj89//vMoKipyBnZBQYEDVOZxMszHqgfZogJaPxnIvtiKijKRSLiceQ0XWuaHf4c5pMoMkQlSUFGWiO9omX+r5PUZeCxzIMNYT2us2BrP/Pupp57CI4880qF+O9ySk5ODO+64A/379w/dSKm5uTkQmgfad8DkPOe7amoV0D63NaKjKYSWDfN9H//5n/+Jd999t0PP7vv+p1cOowfLoeLF3Llzcf3117tUG40YAZlRYZvDr8dYvFDmUI01FoSw1YTs/CTJxDKN69atO6Lw4lAkEongiiuuwJw5c/DMM890asdjxQsauWvXrsX27dsDeAG09QGNQLY5C3z4vo94PB7KcFNsBHV/v6nDCwoKnA7iugjFCB2DFMvc8zsakDpGVWfxmtqudhyHPSftGKvrtM30nnbRND9/6qmn8Oijj3a47w6nEC/69euH3NxcFBYWun4Iwwv2l7aZ2oZAsAId7wFk4oXK4caLIzYCMG/ePFxxxRWu08jWA3AspzXw+TvMKeKED6sRrkyw5geqYaYsMQdFXV0d7r33Xrz//vtdylp0B8k2WDtSo3r27Nlui/A1a9a4HPIDydixY/Htb38b1dXVruICAPyX//Jf0NzcjMrKSgfGnuc5Q1b7Uo06q8CtQWB3Bg5T+JpDT/DINsZUSVJZqLJUxiAsZGsXDWtKk3Vi9pfWw2tl2yk47L58XyrIhQsX4vHHHw/tp89CUqkUHn30Udxwww0A2iMZ7AuCuDp8NpdV0zbCGDaKAoUuhlMZOHBghxV6rxx+sXihzj0daSAz1z+MLALa8cI6DQCcIUe8CIsY2t/pdBr79u3DPffcg40bNx5xeHEokpOTg8mTJyOVSu2XWLJSXV2N6667Dn369HGOmOd5aGxsRHNzM6qqqgKRfY3css/sBk9WLGGgBnkYXgBwZVDDCEnFDR2LxDQ6iiRqKDT21fC2BS6IFzaaCbRXKwIycY/twMo5imN6DYsXfDduxtWd8QII2obcsE7XiGWLjB9oTYbqHIqNIA0YMKBrXszIEekATJ8+HVdccQVKSkoyjCcgPB/Pem12YjOKoMLr0JC0iwqzORj8bMmSJb1GgJEBAwagrq4OL730EuLxOJ588slQYzlM+vfvj/LyctcXbOeysjKUlZUFKkto31imHggv4UdRBkZD+jxPr0PHU9mYbIsAVSyzoCUn9ZmzKVmbX2zvwefWNQs2TMnKEuqE0Ei2+Y/8aWpqwqJFi/CnP/3psOS65+XlHdTCXABYu3YtNm/ejJEjR2bMS+1HBVvtN+1XGoV27wbtB5uSpdc899xz8eyzz35mea690i7Ei+Li4tCN44DgwnH2I+fx/vBC5wa/oyGpUSQ9TtOHVE8tWbIEK1as+BRbpvsLF0c/8sgjSKfTeOONNzp8bkFBAcrKygLGOdC2bwnxwvYPxepbS+poHnwYXigrbLFB72cjwWEsMe9hU220QpGeb98FaDfgw74DggUgsjk7mgqlut+mp/JZufbxpZdeOmx4cSiyevVqbNy4EaNHjw4QeQBcWdcw7Gd/sr/5neqWbHihojrjvPPOw3PPPdfleHHEOQDFxcVYsGABSktLAWSfMNbDAoI51TxOB7oOYF4baPfW1Giz7I1VBCtXrsQf//jHLnvvI0G4AK+srAy/+MUvsG7dug4bejU1NViwYAGKioocKABB1t5WseHfZMG1/61xTUDXdLKwMJ+CCccHnQBd6Mtj+YzZ2CB+rpUZbHqJnmdzQrXMnIYa6VRYg4RjmPnK/DyRSATGsB3jkUgEmzdvxs9+9jPs3bv3sCjz4447Dtdeey0WLlyINWvWoLa2tlPrZbjuI0xhaxtqqFxZK7Ybv1NGT8eCnqOpH0CwQlivfPaieJHNsLFsqn6u49yeb41EO5b2t2YHCEYEe/EiXP7lX/4F1dXV+MEPftDhSDHQpguuvfZaFBcXu1KaQJCoy1YhzKbe2GOIF7aKG8kTXgMIlpMkZtHx0PtYMlFxUZ1GHVdk9TVqaZ/Xkh6KF7qJqd5T9zBiFFkXxTLdNQwv9F1YBepw4cWIESNQU1ODWCyGlStXdvr8vXv34pNPPsGxxx4bwF0bBSSxGEb+Kl6wfS1eUGz6qcX5wyFHnAMwdOhQV6IqjGnloFRPmQs9OHA7Isq06qTTARC24MX323IF//73v38mFVG6s3AnTDID1tstLi7OUPJjx47F2WefjX79+mHkyJGhoAoEF7raMaGKyy4KpmJmLiP/1hQanqvrQCKRSIBRYXjVOib6fKok9f4KEpbN0dQ2W5lAnVxekwucebwCi80NtQ5vJBIJAASP9f223UhffPHFw1bmc8iQIbj66qtRUVGBL37xizjttNOwbt06/OEPf+jwnP3444/x7rvvYsaMGcjNzUVxcXGAjQHgHLww5k3nsC7gUyWtEUertHfu3Ik9e/ZgzJgxeOGFF7od43U0CvHC6gWgnbXTlIfO4IUlEayBZomkbBG+lpaWXrzIIsSMjhJFihcjRowIYDaAjD6yDp7ihed5gcisNf6IA2r4W+xRo1vtFcWOMBIzLBKljkQ2okEJTsULAKF4UVhY6K7b0tIS6rDyeWwqKIkrdVz4O5lMHna8uO6661BdXY1kMon33nsP27Zt69T6EABobGxEMpl05c5thgDtAUvuAcE5bG1Bto+eZyM4u3btQm1tLUaPHo0nn3zysESLjygHYPjw4S5nK0whWMDmZ/rD9QH7qw/OY62RpkLwUAVDRfDggw/2pv6EyO7du3H33XejvLwcmzdvDnw3YcIEXHLJJVi+fDk++OADrF69Gscddxyuv/569OnTB8XFxRlMCBCcqPYzu6EXAGe4a44n+5DAb5VtIpFAKpVyK/cpCgB6XyvqlFLCNnJRhcKcTL2+vQYQ3I1RF77SmNd24HtrfjwQTGPi8yrYpVIpPPXUU3jxxRdD368rpKSkBBUVFfC8tp0i2daLFi3q0LoSoK2ywy9+8Qvk5+cHdiVWhex5bbthRqPRwDuyrfPy8jJ2TVYnSiNEmv/p+z769u2LPn364JNPPsHEiROxfv16rF69usvbqlc6JhYvwiJDNGDs3NV5dCBHLiyn2grxwuqp1tZWPPTQQ714kUV+/OMfZ5BtADB+/Hi3iyrxwvM8XHHFFRg0aJDLENBoLkX1sV47DC+scac6X41ivVYsFgMAlJaWBogWNQZ1US3vo46iJWIsgWSdBzqqfAbVWXqcFnRQg5e6j23G33xmxQuNfNhn53kLFy487HhRWVnp8GLq1KlubUVn5NFHH0V1dTXmzJmT0R+WsVdR/aHrJ7Ttfb+96pxiBq9dU1ODmpoabNu2Dbm5uRg/fnyX7/lxxDgAw4cPx/e+9z307ds3o7F1QtjwDX9bBRLGctrPdeBruI7nWGXv+z7+8pe/4LnnnuvCNz+yREtG9unTB7W1tZgyZQquv/56lJWVYcyYMWhqanLl5EpLSwOVdQBk9LUyK7avLbDT+FVnEcjceZeG3p49e7Br1y5MmTIlK2PE64aNKVXINvVMQUMVNpW0stX6LtnyzvWeVOi6w6SGne0z8lr6eWNjIx577DFUVFTgb3/7W4dZuIORDz74AKtWrcKMGTPc8zU1NXVq0R/QVopw0aJFmDRpUqBaF99T03bi8XiGE0CSIJFIhLKHQLB6hl3AF4lEXC3xG2+8Effcc09vXvdnIMOGDcOtt94awIswIz8bAxsW+aOw763zruyxip1nlHQ63YsXB5CwyI3iBQCHF++9955b7Kt4AbQb0GoAh42LsMXgaowrXlDPst9930dtbS12794dihf6TlaUbFTigcfrvfRY+8yWuLDjTsezjkuWwqRjYqPHti/CPm9sbMRDDz2ELVu2YOfOnYcdL1auXImZM2e6viosLERZWVmnyorH43G8/PLLmDx5sqsEBATbnONJ8UKPsTajFbUjtf343EOGDMGXv/xlNDQ04N577z2odKZsckQ4AJ7n4cILL0R1dXWowaWdEDa5bcPbnWF5PZsnrou/NKdPr68dvnPnTrz22mu9of8OyPDhw3HllVfi/fffx7x581BRUeHatKysDDfffDPee++9gKKiYgKyL9JS9oK/1VHgOWHOm4bgOLkHDRqEoUOHZjAoNPz0HBraHDvq7WdjIFXZ6nksrcbn1AoOVrHalANtD1U0do7os6jwudasWYPnn3/+gH3ZFRKPx/Hqq69iypQpLpIxevRoXHfddbjjjjscqwa0V/nKJs3NzYhGoygvLw9UggLaFW9xcbFL9VLhZxYEdb5bhwsIB/Xi4mJcfPHFvQ7ApyzEi6qqqoDzHDbn9bf9nNeybCfHhsUGvU8YXli904sXHZehQ4di7ty5yMnJwYknnojy8nL3HfFi/fr1qKqqClTDUTwPS4FR/KdYxj4bXugxQNtYGThwIIYNG+b0A9di2XvyfI1GaxqpYlkYiaX2Chl5zdcP0136fmHkhiVSOY4twRaWgptOp7FmzRq8+uqr2bqwS4WG+/HHH39AvDiQRKNRNDU1oaKiIoAXip/7wwu1CWxkP4xAsn9TSktLcckll3SpA9DjV6J5XtsK6eOPPz4QbrfCAcxSVRTLdurkYwhPc5/1M1X8WspJc+B4re3bt+M//uM/8OGHHx7O5jgiJCcnB+eeey4GDx6Ms846C1VVVaG5/WPHjkVpaalTRGRamMuvIUpVVGFrM6hYLUOnfcnrsI+1nB/QHrKPx+NIJpMBI0AVuuaDckzpu/H5Wfeb97QsEP/W9wozfDXMzGfk8+lY5281Xm0Km7ZZmKI/nPL222/j4YcfDjzDlClTcMMNN6C8vBz9+/fH2Wefjdtuuw3z5s3DhAkTMoB57Nix+Jd/+RfU1NQEFqrl5OS4fR8oxcXFAedI57/NC1dFbyUMoPUe/fr167I26pX9C/Fi6tSpLvyeLbdWHXqKOuv2hzihtf05t/m5vc7+8OL//b//14sXHZR+/frh1FNPxWmnneaMfKufPve5z7mogBrJjKQmk0lHHGbDCyCY458NLyjUyVyrwPOBdl3MHxvp5fWsnlYDnc9BPKJe18iwTRNVJzVs7Gvaq++3pZsS07QNtC1s2/D9+FkYfh9uWbFiBR5++OFAO0ycOBHXXXedw4tp06a5nzC8KC4uxi233IL+/fu7VB62jzpvAFBUVJSBF+wfWw3InmsJaRXty67Gix4fAZg/fz6++MUvOs9Mc7TDwNiGzawnpp6u5u/xO/6vA10npO7uq53a2NjY4c2sjiQZPHgwLrzwQmzbtg1PPvlkhzatSaVSWLp0KaZMmZIRXtfJrAwbQTYMlIFgFQJKWL/y2nrdsHHAa2upODLDVA66AYqy91oWLUwp8vpaXSAsz1QVDM9Lp9OIx+MoKCgIOC5qrNpcVj6HjWCwTQmO2drt05S33noLs2bNwogRI5BKpVBYWIiJEyfiu9/9LqqrqzFkyBD4vo8bbrgBLS0tePjhhzMW3PK5afSz/wik2m55eXkBtsgCqYbLLeBaVjfM2erXrx+mTp2Kp59++jC3XK8AbXhx4YUXBvAiLGpmRfFC+9OmW4SJzlX+T33AKi2KF6lUCsuWLevw2pYjSQ4GLyhhkRplum103hplNhrTUbzQz6xxDmTu2E5dqjjCdYfUtxwfNNKpi7PhBe9DA1VTD21VOrvXTTwed8Uh9N2U3FBHR8evjaQTgxOJRIZj8FnhxfTp0zF06FDk5OSgqKgIkydPdnhxzDHHuOeNxWJ45JFHQvGC40eLbhD/ifP8sU6VddQ0Asjv9T78m6J93tV40aMdgPLycsydO/eACtwaQWF5fHYy23QJdpjmhyvAW2Wj14xGo/jzn/+MvXv3dt3L9wAZMmQIbrjhBvTt2xdTpkxBSUkJ/vCHP3Q4pE3lRSNLSz7atBVdrEfFFDaxOEEts820GvY9lbNuBmQdBJ6XSCQyNs7SfHoen5ubG4ga6BjTNSRhoBN2b56naU9UzAQUXldBkM/NiId1bBh21v0ttK75Zyl79+7FHXfcgeHDh2PXrl244YYbMHToUEyaNCnAsObk5CAvLw9f+9rXkJubi4ULFwIA1q9fjx//+Me4+eab0a9fPwdUWtGJzhs/t4af/q9tCrSH/MOM/zAQtKH2Xjl8Ul5ejjlz5gTKAVMIyjrPDoQX1vHLZhDa7/h9GF74flvVn1WrVnXlq/cIsXixdetWLF++vMPnq/7zPC9QoUk3vQLgjLZsESC1GWyqj+pPJR3VONwfXjAyrHsFaKSYx/P6YRt06fi1eKH35md6fyUqNFXVYos+P983zLlh+1BnKubwOnrfT1P27t2L//iP/0Ak0rao9oYbbsAxxxyD8ePHu828gDZsLigowNe+9jVs2LDBRd6i0Shuu+023Hzzzejbt6+LyKtDpPYEMV7JX4qNstu+6AhedLX02BSgsrIy3HDDDRg/fvx+Q0tW8XIiZQNeTmggMwdUAV9ZU53YPF47s6mpCW+99dahv3QPkzFjxqBv374A2nLyPvroow4P6JaWFsTjcaRSKbS0tGDz5s0BRa1/2/5XYw3IZG60YgG/V4OPn9mcUIbuLOOiBr4dI9ag15KjdvzpOzFsSCXBMDEZagKORh2UuVfAs+dZ44SfsQRrTk6OK//G722+aSqVQl1dXfYOPIzS0NCAlStXYseOHbjrrrsCJWMVdDzPQ1FREcaPHx84/7333sPtt9+OjRs3IpFIoLGxMeC8EdDYB/rOyqqFOVA2BMy/rYKnpNNpnHrqqa4qSa8cHiFejBs3DkB4qB3IntIQ1nf83u4HYfFCU4GAdqNJ8UKPj0ajeOedd7q2AXqAWLzoTJ428YJ/f/DBB4H21TQa66hZvLASZkMwp/5AeGErwNj04zC80GPCClLw+pZF5vm6caSOSaZ+ql1jiSA6PGGLoa3hz3SjSCSCoqKiDJy1z/pZ4QXxk3gRi8UyxoLihe1v4sWmTZsQj8cRjUYD72j3hlG80GvbdrYZBhQlnsLGZVfiRY+MABQVFeE73/kOJk2alMHAAUGGjv8D4Z4yP9fBno3tYwhOQd56zdZzS6VSeO211w5LDdfuLu+//z5qa2tRWVmJhx9+uFMLgNasWYPf//73mDNnDl5//XUsWbIEl19+OU4//XRneDP8xrYli2sVum17G7nJNtF4rtY35jlkbagslUHW/rcGt0YVgHbmXxd/aYqPDbPynTXMa3ca1vxXMmHKWGl42S4oozLXdtP8VP2sO+Qn19XVuRxV5uRawHriiScyznvvvffwX//rf8Wll16K888/H7FYzDk9bCvu9MhUIf7N/rXpZXYMqS7Q79nnlOrq6tCNpnqla0TxAsjcGftAeGHZX/0uWwoQ8cJiBI8LwwMajUfrwl/iRUVFBR5++OFOlchds2YNfvWrX6Fv375oaGjA66+/jssvvxynnXaam6uMbFJXq84FMvtUJYxQUlG815RQ6hMgyLjrWsWwcaWLh1U3aMohr6M55mq4K17omNYcdj6Xjm/qe5vWos+sZBONZt6bx/LdSZz99a9/7XB/Hi6pq6tz6/QUZyk6X1WIFxdffLHDC1aRS6VSbt0PxxjbNsy2UBIpTCyxqDYCAFRVVXUZXvTICMDo0aMdkwMEw7FhEzqM+VQw1slE75mTwKb+aGfquXoN/dm3bx+WLFnSYeb7SJKPPvoId911Fx566CEsWbKk0+e/9tpruPPOO/Hqq6/C93088sgj+Otf/4qtW7e6/ubCLSouBVn2h2VOdJLbcWD7LywVTEPCzOvjXgA8Tvvbjg3LCKkxYJ+VY5WKOD8/341Ta3zou6jTkM3BUbaIz6S7AlOpWyMmlUrh448/7hY17BOJBH75y1+ivr4esVgssLiZbf2lL30p6/mvvfaa24mSESctK6ssms3v1SgBnTI7z8m60YFIpVJYsmRJBnt3ySWXHLY2OtpF8cKy+VZ/28/0HCCo8zUqx/mo5IAVqxN4PdUDdXV1RzVe/M//+T/xr//6rweFF2+99RaefvppvPbaaw4vnnjiCXz00UcA2nWXNcKt/RCmg7Mx8Lb/FC90bADtDDENUNUtNuc8G17YqkFWt/MefGbik8UZoH1c632y4YUa82rgazU6PZ/2Eu/5ySefdGo9x+ES4kVDQwPi8XhotGR/snTpUtTV1bnUXxr86iSpAW/JOGKFFpHQMUe80EpzxAtNDesqvOhxDkBOTg4+//nPh4Zcw5Q5G1JX2msn68S2eWt2QWBYDh4HfX5+vis3pQbpXXfdhY0bN34qbdMd5aOPPnIGfGfF9/1AGDiZTOLPf/4z7rzzTuzYscMdYytpsK/CjF5VbvZ7qwisoRDmtVsgCItA2GP1t1W6qkhtpQAqGs1f1XFKEFGDRN9TgcQaNZqPap/LGkK7d+/GHXfc4fZr+Kzl3XffxV133YXnn38edXV1LuLh+z6amprwyiuvAEBgF2QK3x1od4ii0SiSyaQr/xaLxTKcQSCY2hPGKgNwYV+ycLm5uTjppJPccQSJsrKyrIxQrxy87A8vLOh7nufAV/ECCKYPKl4ouIdVDLJpdtQT+fn5gZxpsrV33333UY0XjY2N2LdvX5c4QMlkEo8//jjuuusuhxcAQm2B/UWBFS9UR4ZV6FFdm5eXF2DfKWFkk4q+uxrvanMoKcRraaEGiu57wHewOJWNUNLnU11HPWmP0+dT2b17N+68805Eo9HQ9v20RfFi3759bq0I8SKsHSnaduoQxWIxNDc3OxIq2/hVvKDo+OBCcMWLE088MeMaXYUXPS4FaNq0aRl5nGqkMHyvwk177M6nQDB3zvf9QA1xgnc2BoAGYXFxMfLy8tx9mGOWSCQydrTtlUMX9iMVFlM1VBGrQWaBGQgab5rXD4QzK0B7/j7BXqsBEBAYqrPgbyMOyiqHjStej6JKmNdRYLLPHKZgNPXI3ovH8B00ysEUGILRvn37AoDaHeS9997D+++/j9///veYMWMGrr76aqxbtw6LFi3CsmXLMHLkSFxwwQV46KGHAtvPz5w5E+Xl5YEwKw3+bLtx2rGkrK9lFa1zZ6NTlAkTJmDKlClH5VqhwynHH3/8fvP+2e86l7QiC5BZ710NQV4DyGRfLWFEQGe5wFQqhXg8jpaWFgBthmkvXnS97Nq1y63zIYECBNl9rZlvSUKLK5rewe/3hxdAcF8iXTRsccFeL0z/6LiivWP1STbyRjGHOGYJM55DXNVr6TV4H40IaHopnYrujhdTp05168RWr16Njz/+GMOHD8fQoUOxbt26AF5Mnz49FC+0QEmYw8fPrZNkbYkwvIhEIo7U4jnjx4/H5MmT8fbbbx9SO/Q4B0Bz+Pi/VcQqYV6SDuawHH57rDWmVCEUFxe71eScMHQAlixZ4pR7r3SdqOLWhbf7W7xtWRVb0cAqMVWolvmxY0YVO40HvacaEGoo8kcnP5WKGpKpVAr19fWoqKhAMpl0aTphjimfywJKWA1yfR/9jGlVbCNlrBKJBP7+9793UU92rfD5lixZgm3btmHXrl2IRqOoqqrC1772NQwePBhf/vKXcc899wAAPv/5z+OCCy6A7/turQrncDQaDaT9aXvpWLJsnra7HT8UC6Bhx/RK14glC8Lyey0Dl+17NZ7CsCbsevvDCxqSXFT49NNPo7m5uVPv1ysHluLiYpfWZ0soZ8N9fkaH0PPa012oH0mWqAFuxwj1vYqODxp/1qFUh5S6mRFhjh+7Jo1Co5t7HmTDi2ykqT6ztZHC7CYSJRod4/O1trZ2e7xYunQpli5dGvhu+vTpOPPMM3Hfffc5B2DBggW48MIL4fs+9u7d6/ACaLcpwvCCov/r54oFag/oeWFr9cJ0WWelR6UA5eTkYPr06c7Ysw2QrVE4Sa2QZQ1jhoD2lBCKnZQFBQVuMqrXXFxcDACBSiq90jWSn5+PL3/5y+jbt2/ASLaTj8pSQ6zsNzqQZLWzLdhRhafnK7urx4aVawPaHQOt+W0rAgBwi1jttVtbW7Fly5aMqiF8Jn32bPPCKiJNQVKmQdtT76HX3LVrV4f767OSLVu2uJBzXV0dHnvsMWzZsgV//vOfkUqlUFRUhIkTJyIvLw9vvfUWfvKTn2Dnzp0ZOcIq6rSx7fQY6zwq0Gqb27A/7zl58uQuUeq90iY5OTmYNm1a6IZNlGx4ka0f7BgAgv1rq1Hx70gkgsLCwkC99UgkEsCL3bt3H5XFIg63zJ49G0OGDHH/q/4lGaN4ocSOZg5wLY/FE0pYerESTRYvLDtPYcSV5aV5HbsPAHPJVb97XlsamxZoUGNU78N3s2uXrCEPINA26kzo/xZP+Dw9AS+srF69Gk888QS2bdvmPuvTpw9yc3Px5ptv4ic/+Ql27NgRSAMLS+VSXWHHhx1/QJCcC9M1QLtj1RV40aMiADk5OZg4cSIAhBphYek/PDZMVNlqpRcgWLNVFb2GwLjZkn7HczzPw+rVqwO1iI9GGTBgQJeG/5LJJDZv3oypU6cCCLJyFOvQaTiNwhA8xwwVpwqP18oOKqrYlY1hPWgdDwz3hrGNdhJ7XvviYqDNMZgwYQLi8TiampowcODAgHHJZ7BgZFMb1DDV3GZtQ6v8VcHn5+dj165dgXBnT5G1a9fio48+QlNTE4C20rw/+9nPcPbZZ+Pvf/87YrEYduzYgb59+2aU89NIDpCZXqXMGseQAqSmoIUZeDxuypQpDhB65dDF4gXL6qqEYUNn8EIdvbC0HwrnDz8PW1PS2++HX6yBys8ollDRzxkJUIdAr6FMblhkVvHClh1WvLAGNEWruKnwmfT5LF5oJNe+K5/fOiSKF9bZDdu3QB0jlpLeunVrj8SL9evXY/369YHPnnrqKSxevBiNjY0BvFAcDyN2spX5VH2i/a/jKlvEMjc3F5MnTz5kvOhRdBNrctscPP7dkUURHMBhyhwIKnFle3kuJ1FRUVHAcNTV5AC6TZWUz1ImTZqEm266CVOmTOmya/q+j4aGhtC8ff620ZywUG9YSDQsl9KyG0Bm6T8yNDaMqscQ/K2CyGZs8Jqc7HRYNMWIYGKNiTAGX8c9lTbfS8e7/uaz6vsuW7YskBPZk4TGP6W5uRl/+tOf3ELzl19+2VV2UOCzoXkLkNq2YU6UTTfjtSg2CtQrXSNsS8ULbfcD4YX2aza8AMJ3f+X5ihdqOGq1DwDYtm3bUY8X48aNwxVXXIEJEyZ06XVJ0NgUjDDWlmJTOJQttxHTMLwIu4fFi7B0HF6b6UZhef1honjBc1tbWxGLxfaLF2EMvrLPFi/CHN6wduW7vPbaaz0WL6xEo1Hs3r3b4cUrr7yCaDTq1oxRtA3ZtmF6H2g35vk30B7ZURyxmQz8OVS8OKAD4Hnef3iet8bzvAbP8z7xPO9+z/OqzTFf9zxvk+d5Uc/z3vA8b5r5frrnecv++f0mz/MuP5iHvfDCC53hLdcGEF5iLYydZ8PZa1iPe3/bbufk5AR2kQPgDAemltjKA0ebFBYW4swzz0S/fv1w5plnutryXSlUolZpWSeAE0fTfcKAQA08y5botdSh4DWUQVcnUpn2MFZJnyFMVNkWFhaif//+GU6sPqumu1nDU5kpPmN+fn4gHYnj3qYipdNpvP7663j88cc73kE9TN58803cd999eOKJJ/Dyyy8DyCQEwsK8/I6lQElUhEWirOh6kZKSElxwwQWH6e2OPgnDCyAThK2Rb/vMOvc6j3VshBl0xAsuPCWTzPRDsoR33333UY0XADBw4EDMnTsXgwcP7vJrsx90TUhYaoY1gsMqB4YZY9YRCJv/+h3Hi3Ucs6Ukqw2T7brWjikqKsLgwYMDqST2fEs00fBUcsjihe6HxP/tOobW1lYsXboU//jHPzrbVT1G3nzzTdx666248cYb3R5Htk+tnaBtr3gBZKaQhUWQdF1eV+BFR9yHFIDLAawGUAngIQC/BnD+Px9yHoB7AVwIYDGAmwE85XneaN/3GzzPqwCwEMCPAZwI4CQAj3uet8n3/dc787AsnaZGHxfi6CTUBSz2tzaw5kurAmDpLDuhORGY+qP3ZOfwnKM99ScWi+GBBx7AF7/4RfzlL3/p0sXQLS0tGWFI/mafaF+r4tNQqGXGgaB3vT+GyPO8QEoIxx0VONlgWxtaDWu9v15PQ4o6XnkdVpviPfm5jnN9R5VsgBQWRdBtzVevXo3777//iB7Xvu9j+fLlWL58OYYOHYo5c+agtLQ0A3i177T9NcSv0Rbb5pYV0nHcuyFY10kYXqhY3U2xOkDFGjr8THeM1uvQMdQxRJ2iuddH8rzqqLz99ttu8X5XCvEijCxUUSxgH+vYYX+p02Cdvo7ghWIURYkWxStbiCGMabfV6JSBB9p2VbZGp36vhqmNYPG3taFUD6ozTJ23du3aowIvGA14+umnMXv2bJSVlWXYHjZ6aNOnLF5wDGRbPM7PucnbocgBIwC+7///fN9/x/f9pO/7uwHcBWC+HHI1gL/4vv+s7/txAP8JII42hwAALgLQAuD/+b4f933/OQCPA7imMw9aXV2NESNGBAagzavW7/757O5zSphXxfNorNlV8+rVqbIno8y0DP7Y9JSjVerq6vDAAw9g7969XXbN/Px81NTUuGoZytCGKVY19DWkFuYUWkOawrFAUfaotbXVLdaiN28nuE5qy/Ywb1MXBNk8cQUFPidZRY00hDlCth2sw6vfW4aI0ZJkMonFixdnpNAcybJ9+/YA6LL9WI4tbE2HjqOw9EGgnQEOWzCYm5uL4cOHo6qq6lN80yNT9ocXtmAAJQwvVCxhRLzgPNQFm8qcsrIUmX+STHQmevGiTerq6rB+/foux4s+ffqgubk5MCez9THQTqDoOLG4YXWsvabihRp3WgxCHVR7nhrY+j/zw3U3eBu5ssZ8bm6uW4Aehhf6jPp/NuJU76F/8x3j8fhRhxc7duzIcNJ0bpNoCMsqCcMLtUXCIpPUM4eKFwezBuBUACvl/8kAXPFqv+0p3/nn5/z+bT84gt6W7zskNTU1GDVqVCigqtgSjHqseu5AO5vDn2y5nPq/NbqSyaQz3jgJ3njjDdTV1XXm9T5zyc/PR0VFxWf9GPuVkpISXHXVVbjkkkvQp08fAJlRHiAzhE/jyjqL/M1jtNJC2JhQRp7Gfdh1adDbZyJDQqeRToku7rKMkjoJAAIOhmWLmE4AIGNnUuvEhDnFYUqdIDRu3DhXreRoEa0ipSFvG70JY+esqA4JK7HHv0ePHu3Gdq8cvNTU1GDkyJEBZztMrIFl+1EXcNu8bdULYaSB7/sBo4vpodQ1vOczzzyDnTt3dn0jHOVCvLj00ksDeBHmBKieVHIlzFHQyA4NcYsjFi94Xph9EjaG6CTSxiBeqOOoP7weCSmKrQpn1yzZ3WttO4Thaza80KjI0YgXdMZ0LRj7kG3GY8IIuzAdor/t37m5uRg1ahSqqwMZ+Z2STjkAnud9EW2M/83ycRmAenPoPgDlHfze3uMaz/OWe5633H6njaZ53VmuE2Bc1UCyTGc2Z4Ln6n21Izkp6dmnUikkEgmMHz8elZWVoc/VHSUSieCiiy7Ct7/9bZSWln7WjxMqkUgEX//613HCCScEcuY0zWJ/LJpVWspwhHnmYUa8TkieowvBbV4pRVN1rKGh4MFrq0JXRjESiQQYBVUcakh6XttCMPsc/D5szthyZtqWqVQKs2fPxqhRo/bXRUecsE+1TegMMA1QF8tpvyoznE3PWBCPRCJYu3Ztjyyb91nJ/vAiTC/Y+WAJHwvU/DvMubNzlZ+pftHraRSQjn0ymXSbVPUk+fznP4+vfvWrPQIvNDUvLO8fCK/6A2RGX7M5fHqO/V8dAyVv7O6+/K015a2Rvb+oBN9b03w0JVWJIJuWqg6pbZewsallU5V44jVmz56NESNGhHXNEStMtVJiCMgsJKK4oU6T3TVabQD9m7+JF4eyyLrDDoDneZcAuB/AF3zf1+3HGgFY6rgSQEMHvw+I7/u/8H1/uu/70/VzDiY1nMLCKdZDCvOsAASYWJvPZxf5aPqPrRik3l0qlUI0GsVzzz2H7du3h71et5QxY8bghBNOwOjRo/HVr371s36cUBk6dCgmTZqUoaSp3BKJRGCCWeC3zkHYdex5Nr8+jKVXQOFYCls7wr/VUNQcYN6D16FBruOzvr4eq1evDoxNXtc6xjRU9XM1TOx25WEgyS3Jc3NzsWfPHuzbt6/T/dZTJZlM4uGHH85Q2Lm5uejTpw8qKytRUFCQwaBp39ARUzC3JIb2wbp16/D444+joSFUNfZKiOwPL3QuqgOuYvHCzm8K5yXnI8/VfrX6gWytilb+SqVSaG5u3i9x0V1l+vTpWLBgQbfHCyAzHYeOlzXCwvAizMjm99ap08Ih1rFXvOBvZeBV1FhU/W/xgs9hq0rx+IaGBqxatSr0HPuu1hGxRr3uRKtto23HlKacnBzs2bPnqNJjyWQSjz76aIZuz83NRWVlpds0zO43YYk8ixe2gpnaEytXrsQdd9xxSO3cIQfA87wrANwH4Dzf918yX68AMFWO9QBM+efn/P54c87x8n2H5LTTTgt7rtAJF3aMpnfwx3rhQJAR0smfSqXc2oBsAB6Px7Fnzx688MILPUqpr1+/3m14MXLkSAwbNuwzfqKgVFdX46qrrnIhxTCFzf4MY7wPFLbXsWG9bqukNUczFosFwn38PEwUaMi42HxMOjH8jJWl+FlVVZVzgtTQUCOVSkPHPccyGU1+r0pIF75ZaW1txX333YePPvqoU/3W0yUWiwX6BAAqKyvdzqLl5eWB6i5Ae/9ruohddAcgMP7YP6Wlpbj66quPukjL4ZDTTjstw5C3fRHGtnUELyw5xL/1ProXiBpX+pNIJLBnzx5XcaonCTfZs9XwuovMnj0bRUVFGUYqxUZq9POwVEkdSywSEpbKxzSvbHhBYuZAJWh1rGkUmPegM6pOqC1FXl1d7UqqWrxQPOLaGBqfOt41BdISZNmiIMlk8qjHC7ZRaWkpysrKUFpaioqKiqwp5nbdEEUZf6u7SktLcd111x0SXnSkDOhNaKvgc6bv+0tCDrkfwEWe553qeV4+gO8BKETbQl/883ex53nf9zwv3/O8U9G2MPgXB/PAYRM55Jkz8jXVaLI/VAJW4VM03Yj3bm1tRTweRzwed953LBbDG2+80aPYf8oDDzyADz74AM8++2xgF8HuIK2trYhGowFlreld7C+G0OyPikZsgHZDjdEdNeSpgC0zTwVqU4SAzJQ0BRBbMUafiYu7wp6bf/P++t76Pa+l7aS/uXhd1y2owar357tw90vdEfFoE46DoqKigAIvLCxEYWFhhlLXus4KlrZfVKn7vo9jjjkG/fr1w1VXXfUZvOWRJdboplgnl/2WbY2QGk6KC8QY/rY1u220jzXZabgRL5YtW9Zj8eKZZ57B22+/feCDP0PRPtF5ag0q/lZHPiyip+PF4gXZd1aDsymEYZGlsHRM/5/ZCGqM6zNmey4KxyjJI0sY6X0sXmi70YHdH16oaBTiaMULRmRSqRQKCwsD60EKCgoCeMHjw2zYMFH94/s+hg8fjilTphwSXnSkDOjtAFoBvGQGT+k/f7/qed71aHMEBgJYBeAc3/cb/vn9Ps/zzgFwN4B/B7AdwLf9TpQAraioCOTO2ZCeFZsaZNMjVLnTwKPxGFZbnucoo8PQTGFhIYC2idzY2IiXX365R7H/lLq6Otx1111obGw8LNcvKirCZZddhmQyierqanz44Yd48sknO5T7SlbDKh2dEDS6bDk+GxEA2hQV+5uKmkyusiw8n6HXMIeCoopWPyPjr4Z/GNAAmeFmdTzXr1+P8vJyDBw4MJAjGolEAk4JnZV0Ou02H7NtxntyB0p9fr0/maZXXnmlR+7meKiyZs0abNiwAePGjUNJSQny8vKQTCbR3NyMkpKSgDNFYeSGO3NqKF9zbe25rCiTk5ODkpISVFRUoL7eLp3qlY5IRUVFYNffMLxQvZANLyjKsvI83S+Dc8rm9HIBsOIF9Uxrayvq6+uxePHiHosXf/zjHw/b9YuKitC/f//AZx9//HGH8CI/Px+VlZWhZRSz6WGKtRE0gsAxEIvFMsgmrdSi+tzqcko2vACCexDZ35p1EMYi0+lcvXo1KisrMWDAgMBOw3bNHK+VSCRC8cJGGDh+bfSd10ilUnj11VePWrx4//33MW7cOFd1KZ1OIxqNOrzIz88POH1ha+/Y1pqVQLzQ8UTsPhS8OKAD4Pv+Ad0T3/cfQtv+ANm+fxPAzM49WrvMnz8fNTU1AIKepypkGvO+72fUXVY2iKJOQJZnDigDy/LQ0ORiy1QqhTfffBObNm062Nf8zOVwGRye5+HrX/86TjrpJAeaM2fORDqdxl//+tcDnvuFL3wBEydODHxuc2uzedLW8OK5OibS6bRT6mEKV/N7w5xJgkQ2ByEspJztXZVl0eccO3ZsYNEVFbYtKanKxbKa1tBQhRKWpsB3nz17Nt5//3232cnRIi0tLa7OM9uHrB6dT44tze3WzeZ4HsFVjYawhX4A0L9/f5xyyilH9KZrh1NOPvlk1NTUZETI9se2UnQuheGFjSDodZQksP1LAoklQZPJJN566y1s3ry56178CBHFC9WJjzzyCP72t78d8NyLLroIc+bMCXyeLeWGupuihhfQvvBW52g6nUY8Hg/gBa/PCjyaXZBtvGTDC/tZNgfR4oWWIf/c5z4XiD6wVLVNk9U0I0tmdAQv2B7aNjNmzMCjjz7a4xa2H6q0tLS41Di2I/FCo04cc8TmZDIZ2DzS8zyXWqf4QJ1iSfD+/ftj/vz5B7SlwuRgyoB+6mI9aqtkafwDcMyPHbxhBg7F87xAXrSuDdD75OTkuHUAykj7ftvGF3/4wx8+jebocXLMMcfg+OOPd2k6/D1nzpz9lrAaMWIEvvrVr+L0008PfK59pF4zHTGyD5raAyDQv0C78a+58UyzoWjImNfkdcPCrpYB4sTWxV+qGMPYHH1HHacNDQ1YsWJF4F1V8fIeLGOnx9kFXHYdgho4Wq88Eolg27ZtWLVqVdZ+qqmpwdixY7N+35Pl0UcfzQDHVCoVSOcAgoSBRhP5HUX7RJkfKz2RFe6OYtM+bHqnMrz836ZJZMMLoH0+23VCnDs6x7R62fr163vxIotYvODP3LlzD4gXl112WQZe2A2WVLeSTOH4UGYfyEwhs3ihaT50FixeWPJQySQ79jTTgffPtoaBojpebZadO3fiueeeC7DKNkrseR7y8/OdY2rXuVDCMI/3sXixffv2rNUZj3R57LHHACDQnkwX50JqGxXimFMbgmKJymzterB40ZEUoM9UOEAtw2L/VqWbrTHCmB0FBWVzlQXlcTQCGMbhRGlsbMSTTz7ZG7IPkWOOOQY333wzKioqAmk2nudh9OjRuPnmm/HjH/84I/VowoQJuOaaa1BZWRlQOur9UvEpC6Ob8ViGxHrOFF4nJycHyWTSjQHN5eZx+r+KKmzeUx0P6xgwTUTHJB3LsI0/7P3pSEUikYBDoXnJ+m72XnpN2446DwDg5Zdfzjq2Kysr8Z3vfAfHHHMMfv3rX2PlyrYtQsaMGYO6uroez3Du2bMHK1euxOmnn+7aRPdmCDMo+ZtjwDpf/FtLutoxVVBQkJVt7pXsonihLJs6vpxrQJsu4py3LHE2vNB+57W1jzkfaVDyb6BNTzQ1NeHvf/97L16EyODBg3HTTTehvLzcGZxdhRdK6gHtxjntBsvY2+iQXpPnU3cC4RFXew1LRPJvjRjZ78kS2+wHxQsd73qMEqPURVpYIhteKIHEZ9BrasSbBCx/9pcyWlhYiCuuuAKFhYVYtmyZwwu2Kzf47KlSW1uLFStW4Mwzz0QkEkE0GnVtHhbxyYYX2TDapqhRCgsLDwovur0D0KdPH5x99tkOfMMmtzYiEJx4yuDY49X4D6uvq5EAGvplZWWB3N5YLIbHHnsMS5aErY/ulSuvvBIDBw4MOGrazpMmTcL3v/99/OxnP3M7QI4fPx433HADSkpKMvpblZKmfIUpPqu8qTABOMNZ+1ojC/X19UilUhg8eHDgmupUqJFPsZEAOzb5Ww1DILjmQJ9Ln6+8vBxTpkwJOLk2ChEGWmr0qCKJRCIB9ktF58z+lMrxxx+PESNGIDc3F9/+9rfR2trqomS1tbW47bbberQTMHXqVMycOTMAlOyfZDKJoqKiwPGWIQPaxxqFfcC9BKxu8zwP5557Ll544QXs2bPnU3jLI0cUL4BwJzoMiPldGF7Y85TR1WtxPRHnUzQaRXFxccDQ68WL/ctVV12FQYMGhTLNxIuvfOUr+MUv2muIEC+Ki4tD8YJ/A3BkiI3OWYZdr8FnCMvdJl7s27cPvu9j8ODBGYSP3kdz8Xlde4z9XCMGev8w5l/1Sf/+/XHmmWcGDEM9Jtt9SRbpuObzahvQudXr2utZycvLw7Rp01BcXIypU6e6lCugbV3JT3/6U2zZsiXr+d1diouLXfSKP+wrpvowZRQIxwsgkyyy6/UsXpx33nl48cUXO40X3T4FiIyONqZN47A/2Ra6WLZfJ44Va6gCbSkY9fX1LpwTi8Wwe/fuHlf289OSmTNnYvjw4a4tw/rF9300NTWhpaUFANC3b19cfvnlKC8vD7DQBGPNoQOCC7usl2yVsObiEchtmhBrJ5eWlqK0tDTAeKhBbB1P/s1rKTOoipHVfvQ7/q3MId9Rx2hubi4KCgoC80B3FOZzkKG2Y5Kf67mWHbPHU7LtEr1s2TK363Vubi6Ki4tdPei+ffviG9/4BsrKyjoyXLql7Nq1y+1/oEDMssCRSASFhYUZ+bH6Y51GILiGRY0UHms3hemVjkln8CIsHdA6yDbKk03PW2zx/bY67A0NDWhpaXFVgHrxIrtMnz4dQ4cOdW1t19IosacyY8YMlJSUZDDRllUHMvEibFzo/xYvmF7J+d7Q0IDVq1e7Uo+WONG0TLUn+KM7+4Y5DUo2Kl5o2g0QLO5g8cLuKGydWF7Ppv3QoVXcVqyzbcay1fuTVCrl6tYTL1hNraqqCpMnT+7QWOmukkql0NTUFCALiOV5eXnIz893fZINL9Q5zTbmeS/KweJFt3cArIQxldny6DgJNC9Pc7jDQn5qCGn+Hq+xb98+1NXVIRqNIpFIYOHChaitrf0UW6DnCOuka5QFyPRuq6urUV5ejkgkgmnTpgEI1uYnIGs+rZZIs4CuitMqNVVgFuBzcnJQUVGBqVOnorCwECUlJYHnVCNdgUGfl9+p0PCn8a9OihohfIbCwkJn6CtY2PzUsNxxipYdtEymdUp4LZa0tWHj2bNn45ZbbsHAgQMz7tPc3IzbbrsN+/bty0iJqKurw+9///vDVlnq05Dt27fjo48+QjKZzMjltnm+ygpaMAbCU6/IIFJX2bzxXjk0yYYX6mxRLyk2KGZYY0mvdSC8IGnU3NyMWCzWixf7kbKyMue86SZqqud8v638Yf/+/RGJRHDWWWfhuOOOc0Y5j+GcyubEha0FsOu/LDOu+pjXq6iowJQpU1BUVOQqvVB0bltnxOKHHVfJZNItKFZ9Qh3DNsrLy0NxcXFg0Sh/E3s7YhgmEgnE4/HAolXFhjAyjVV/2D9cSzBr1ixcfPHFGDBgQMZ9otEo7rjjjlC8aGpqwpo1aw74rN1ZksmkwwslHG3KFNBOyNmxSFGblu2k6afct+FQ8KLbpwABwRX1FDsY1cPWSc/zlYFWR0AVAO9Bg0k7QJ+D58TjcezcufNTbImeJa+++irGjh2Lk046yX3GvgLaleCoUaPwb//2b4hGo+jbty8KCwsDRjHQbmDrRKJnHVZ7Xx0DNco05zOMeaWitgYyn0HHFEW9dhuSVdHwszL8Ot70mTWqoPfi/ZU1suFfnkfmgf/rsb7vu890YZv2T05ODiZPnoxEIoELLrgAP//5zzPaZNasWaioqHDtTqYpEom4zdt6qhQWFmLcuHHOQC8sLHTAzHGk7Rlm8CuTaHUKx47qGCB71ZJe6Zho+1rDXdl9nTc2fU/D9DTulWAIu59ej/9Tv8RiMezYseOwv3tPlddeew3jxo3LwAtrNI8aNQo//OEP0dLSgr59+7oKW6rXuVGXOntAe7VAimXkAQQ2c6LOD2PoeT3FCz6zfq/4wOekTiaLb/FC94WxjLC+j36mjiy/0+dQY9sa+GqUMoWTbaXPrscBcHpe7a7jjz8e48aNw/r16zPGOysAEi94rdbWVjQ2NmLjxo3oyVJYWIixY8cinU67fQCYZgsE19epftG+V8Zf8YJ/W0dSdVdnpdvTTKeeemrW8BkQXHxJsQ2ibLFNdbATSRteAQJAoMOAtpy1o600YmckFoth165dGWFWLV3JdmbNYi5moWItKipybDjQ7gjojyp1a3QrIGs0QtlXZYTU+LWsj2WS9B78rWFodUw0VUQVph3bjDLQEKfDwBr0amjqONZ8VACOHdDQYFikTH/4nFbR5OTk4IMPPsDDDz+cAYALFizAOeecg/z8/MAi+dzcXNTX1+Pdd989mKHTbYTMVJh+0fbkuGUf2j6ybJ/tW3UAOcbOOOOMT/+Fe7iccsopGXMsDC9UJ1m8UIIorCKKHqfGkeKFjTIAbXjRm/ufXeLxOP72t79l4IWyo5xPFRUVDi+08APxgu3O0quMENhIjjWk1FFQnWaJJCUK9XybZXAgRz4Mi4C2IgBMFVEdbfGIRCQNceqTvLy8QPpQNrxgWzM9RfcCUBuIwna0RBiPpV7btGkTPv7444z3LS4uxplnnunalv1jy3r3VPF93zmQ2m52zZ+OEx1PYQTRgfCC7X4weNHtHYDRo0dnMGrWILOr760yt8YOw2hhVQGsIqAoUNjn6ZXs8tJLL2HTpk0Zeel2QRVZG2tMA+0Lp1Sx8m9VjDqR1LC3rD6ADEWuTAbFPosyRMzBtCFj64jw/vrMVtQJ4PgkgxWJtG/RXlxcnBEpUKWr19b7M1Sr6Uva7nwGG9XQhV8akVBpamrKWITteV6XKfWioiLMmzcP48ePP+RrHYzEYjGsXr3apXCRvfN9Hy0tLW4sRKPRDDbGsj0cL+wzjgsgc2OiSCSC44477jN5554so0aNCmXPKKozwtgzBWYex/xp64CHORiUMLKqFy8OLE1NTdi8ebMjQRQvLHbYvGe1B7R/qJ+UPNIxYvEiTE/blE0u6AyL6tkxxXQeRkbVGFeCgP9TL9Dgs8eqI8Dz1FlhahB3nVXSTW2hMLygAUvM4Hd0Nuzzqmj/7N69262dUjnuuOPcc+m9uxIv5s6d+5nhRX19Pf72t7+5FFzP81yxh1gshng8jng8HnCuLFnB8ajpuKqTwjAmEolgzJgxnX7ebu92We9fw3xAkIXhd2xEa6yzoWjQqHfN7+1kC1PaNjLQK9ll9+7dWLVqFUaMGBFQkLrwyUYDKOxDW6KSv9UAZnUWltfkGLCTJYxRsilEWikojB1XxWjDyfb/bO+l3/NvvotVrtZJDWOXtW14jo5hrSyk5/FZlOkkaPL4ZDKJ3bt3u9QXypgxY3DVVVe5sosWjAsKClBSUnJQpd08z0NNTQ0uvvhizJo1C42Njfjd736HZcuWfarzrqCgACNGjAi8u5bIU6DU9rQRA8sKMdoUpnc4bve3xqNXsoutuKQ6A2h3uC1ehBnykUh7BSfraGfDi2wkQi9eHFjq6urw7rvvuuIRFOrFsFxpoL19acjb9VKKFxrd4QZZem1lwXmv/eGF6k3FC4ril5JO+j+fUY10vX42BzMsCmWNS9tWOub1HfW4sL/DziFGW7wIW/c1atQoXH311VnxIoxg6qgoXsyYMQPNzc249957sXbt2oO+5sEKnT2+j27yxbVk2je2f3ic6qcwp5G/wzCno9LtHQAgvESXZXytkg9j8HWg28Vaep6mUtiJoEbUsmXLDs8LH2Gi6TVqAAHt+ZZhaTUc+OrgadiVx1F0onESAW2sAI+jV826/2q8qYPJ+4eF27jFN++vz8UJzmfUMKt9Rz1GWWHPC5aJ02o9VBwWKPi3gktYWpS+B5+NIWMgPBLw9ttv45e//GWGA1BWVpaRy6l9VVVVhVNOOQVPPvkk9ieFhYUYMWKEU9YDBgzAggULcPbZZ6OwsBDxeBzl5eWYPHkyli9fngHAh1MaGhpw++2349Zbb0VRURGKiooCgK4L1bWUK9A+NsjKaV6v6ixr8IeBdq8cvISNfzWSwkTnEcWybyoK+BTVVb7v48033zzUVzlqhYa37sQd5twBwfkThhd6bF5enrMLOD+tMWsNdl7H6nWNTuv8LSgoCOgEdWBUt+v3YcSV1e8WL1QPq0Or11JSNCcnx9XrJybq95bAIpHEdCHuTWDxYvny5fjjH/+Y0Yfl5eWoqqpyx2sJ0DAbr6MyYMAAzJ8/H2effTby8vKQSqVQVlb2mVWfe//997Fz506UlJSgsLAwg7RWW8SSD2zr3NzcAJFhdZHid5g+6qh0ewcgzIPXSawDRxm1bOkMQPviSCBzLwFlR23Ov/Wct2/fftje+0iS2tpaJBIJl5vJftKSZGGMNpDpyGnaVpjTQMWkjoNuta3OXdjiYaA9khS2sUuY6LOQHaZi08Xlquz1twUSG4FgONACgD6rZTdVidhj1HFmn/DZVXzfxyuvvIIHHnggw/gfOHAgvvrVr2Zck++bSrXtpdCvXz/cdNNNeOqpp9z71dXVucoVI0eOxDnnnIPy8nI0NDTA930UFRWhurra5bECwOrVq/HQQw99qsY/ZePGjaitrUW/fv1cG1GxFxcXBzaPU0NQGSA6ckCwJrn2WxgT1CudE4sN+pnqfNU7QHCRJBDUDTZ/17KXvIf9X40bAHjnnXe67D2PZNmzZw/i8Xgg31yJPtVT2ZwANZDCWHUeo2urFC/0WjaqC4Sv6VFCUY18NaIpOjZ0rFAn+L7votl6P2vv6PPqMYoXljHm9fg+mp5KJ8iWqeR80DTdzuBF//79cfnllwfmGBCM1uXl5eG4447LWDu3d+9elJSUOLzQfT7S6bTDC43Qr1q16jNbf6Z4wXYsLCxEKpVCUVGRS8tl1SlrxxQUFARS4PhOihc6/igHEzHu1g5AQUEBBg0a5P63iyhsGE3ZR+so8HjNpeKxZC51gmm0gOeoN93S0pKxCVCvhMuLL76Ifv364fzzz89gGMKUt/WU9XOrQFT02hwbZPy1xj6vpeOJOZcEDAveOvksK6KMuipzIHPnUWWvmpubsW7dOkydOjWrAWHvaZW5DQ9bJW+ZBGUaNCLD72zE609/+pPbo4FSVVWF73znOxg4cGBGpEyBr7q6GqeccgqSySSOP/54186ffPIJKioqUFJSgpKSEtfuLAWrCpGOm5bF+6ykpaUFeXl5KC0tRX5+vlv4C4SvT9L/+V5WZyk7pEaq7/uoqalx5f165cCSDS90zNvvKNpv7BPrKPC7MLwgC2uvxWO4F0CvHFgWLVqEmpoaXHTRRaEVT1S0T+13+lmYc63GOo+19fDV+VBhOhi/60ilHutgEgvCHBP+Voa3sbER69evx9SpU0PbTQkjNYbtuLdstNpIdIj0WbIZnXZOpVKpULwAgAULFmDAgAGBsqhsG/7dt29f/I//8T8CEYzc3Fx8/PHHqKqqQklJCYqLiwPtruk0fD8SMdl2I/40hHOeeJGTk+N+t7S0ZMUJ+7e9JnUTj1M7tW/fvp3Gi269CDgvL89tQKQDWQc2O98uILFOAAE4W7gkWwgqjO0BgE2bNuG111471Fc8aqS6uhpA9nQu7ZswJ0wVFie9bhRjczXJxrCuNCdObW0t9uzZ44BdqwkxnGnLbqpRqwYC0G5IUGna8cVxqiVoKUVFRZg4caK7j27uko1htE5AWC6pTYmzCsUaJ5ap4t+bN29GNBrN6Mt9+/bhmWeeQSwWC7yjZUk1RKntPXToUJSXl7uFzvpMYe0Xj8dRU1ODoUOHZjzLpyXsu2g06vYA0bZqbm4O3e6d7RCWIpLN+SX7U1lZecRUx/g0xOKFzg1G/jjGLHtpnQVrWPA6/B3mjHM+heHF0qVLe/SO2J+m+L6PDRs2hOonIBMv+F02vOCPrYqj0YGwCitAW/S6trY2oxIPjW3+tvo0zMHUZ9R0QPvumk6o3xcVFWHcuHHufy7WVVtH/+b1LF7oc6qja8e+Pnu2XHT92bJlSyheAMCWLVucQa7zMQx77PwbPnw4ysvLM1K2iSk6DqhrP4tIcZg0NzejsbExQF6l0+177gCZUUtdoxqmS1R4/MHiRbdHF/WAuXjEGhackJa9ZI4Zj7GeOZDpZVtGIFtoPhqNBjzlXtm/KAA3NjYiEomgrKwssHmWsuRAZr4uJ4UVnquGOj8HgmVguceALvxSZQ605+bpsyuwqzLUqJJlVpT1UZCh4qOjwnflczHlgEyOvpe2jee1bw6mY1vHrN7LtvPLL7+MOXPmONZAgWv37t247bbbUF9fn9Hevu/j5ZdfRn5+Pi677DIX1uQz0Uioma1QAAEAAElEQVR+6aWXcNJJJwXas0+fPq4qQjwex969e1FQUIC8vDzE43H06dMHkUgEDQ0NaGxsRDweRyqVwq9+9avPdIt4TQdrbm52jlphYSHq6+sRi8UyIpCW7WPfsC00TK8pAEC449YrBxaLFwAC0b/9tSvzm60uCjPSrKGvZJQ9DoDLXe+VjgmNZOqC3NxclJaWdggvVF+qEcWcdT3P4oX2IXfSVR2vetem2FAsYcRxpw6orVxH0XsA7elnvKbueUD8yBal4HG6NssW3+A9rOMS5kC98sorGXhBfbVnz56seAG0OcClpaW47LLLUFhYGLgH9eeiRYswZ86cQH9UV1e7+6VSKXzyyScBnVlZWelsimg06gzrf/zjH6HP8WkJn8/z2vb/0DTfeDyOWCyWQXYpiWnT1jh+2Nf8XNOFDwYvur0DwBfThTlq9NOwAjIndBijbBlcBWmdkOpR8zgaaOl0Gnv37s3q7fZKUHzfxxNPPIEBAwZg/fr1eP7559GvXz+MGzcO06dPx6hRowIAqsqHE4c5ofY7a2xp/ynzTw+8rKwsY2LpWAgzmDV3mJ8B7WNGJ55lgvQ6BJ+cnJwAg6wOrS40tDXI+S76TGFtTdGogzrDPH/OnDkOUBRkkskkli5dil27du23X59//nk0NTVh6NChgb5488038dFHH7l+V5k7dy4GDhwIz/OQTCaxcOFCRCJtm/ts3boVZ511FoC2TeS0jrQF2U9bVqxY4SpZ+X57CVB1TJXFodjnVkDleFajJIxx7pWOC9uPeGHJHX4HZOIFkFlhg3+HrRHQ+WvxxOJFr/HfOdm1axf++te/AmhLCerfv7/DC87DbCmMJE+YKsLv9hf9V0ePJA3TEgEEHHSb56+Gcxhe8L6KFzomw/CC55EA0vGjzLGmotlUT47bbGvHrNjCE4oXvu9j9uzZgblzsHhxzDHHBO63fPlyfPzxx1nxgjsKp1IpLFy40EUSKisrcfrppwMAXn/99W6FF6tWrcJxxx0XwIt4PO7Ghy1FC2RPYePndj0Iv7fX6Yx0ewdARb37MLC1aRk64FVJq4Qp7zClYidtdwkx9RTZvn07fvrTnzqGYPfu3VizZg1eeOEFXHjhhTjzzDNDmTWgrV/IGgPtk0IdAh5nmXKKVWr2+laZq5PA3+qZq3Nhxwt/h6Xn5OTkBOrB87phuaD6TMoc8X+NEui9dTzTAFEGW8GAgLZnzx7ceeediMViOP744zvMoCxduhRLly7N+r1VStk2zlu5ciUA4OGHH+7QfT9tUdZLgVlBFghfDGo/V1YwTFfZc3ulc6LYYHV6GEEQpkM0LUIljDzK1k+WWOiVjsuOHTvwpz/9yf2/Z88erFmzBs899xxOPvlkfOUrX8kwsIHgolo75yxe8Hgg0z7gWoCwzbzC8AIIFmBQJlcxzaYu6TNa9l31vDoo/PxAeMGUJh3PTC+xRiTvYz/Td1G7Z/fu3bj77rvR2NgI3/exZ8+erH2psj+s0Hen7G+j1bq6Ojz22GMduu+nLcuXL8fFF18cwH3K/vCComRDmJFv11Ls71r7kx7hAKhXD7RX6LEr6a0hZFdOK1usLH/YuZxMLCvF/EHPa0txONBA7pVMCQsP1tfXB4xqVZhq9AKZ4G0dMRtBUAXK62RzDsnWqVhnRJ8nkUgElLkdVzS+fd8PsP1kJvmuQCYo0GDQcWmfj4YI54YyS8oY8DhlO9966y2MHDkyEIp95plnsH79egD4TFNtuquE9ZVl7rTtOaZ1bDMVSo+zfdNr9B+acC7Y6BkQTH9Q/cL+o57PFoWxhhyQ6VhohTN+HovFevGii2Tfvn0uJz8sYk9D3+rjjuIFf2uqDRCM/lq8UJ2v11aGPmx9kJ4LtKficMMw/T6McNB7KhGkDoleg8fbajKaVqLH8Fpvv/02jj32WFf0JJVK4dlnn3V40SuZMm/ePNemaryrk6eEnI6hMBLJEotdhRfd3gHQF9TQnM3ttx4tGx/IXLyl51tA1onB+uipVArNzc1u4ieTSbz//vufZjMcsZJKpbBp0ybXV2oYW4Wp7KsqWJ1YOqEUpMPYOJu3r2ygNfRU+Xpee7lRjiV9Rp3EZKN0vYgaGPo+QLvhaCe9nqOGjTo4anDqu9i/x44d68Y3wak3RSG79O/fH9OmTQt1CBWE9beOlwOJ1T2ajtgrnRN1knWfD2VnKZblpIFo+5NkU5iTrf3PtSypVApNTU29eHEYxUZebSRODSTte5JAYZEAHR/U6bFYLFACU+elklVhC4H1mZj7rRhiGXv94djVa9Om0TEehhdhkQFrKGZLJVWs4HejR492uwtHIhG3/qlXwqVfv35Z8UJJSG1Du/ZLz7Fi+/tQ8KJbVwHKBp46wNUItA2gDgKNHG18q8wJ3DyGBlJ+fj6Ki4sDOYdkT3vl0IUgaQ1VrS6j9ZEpqmgVrK1S1B81/rMx8GFMDQBXncUep/fW5+Yz6vNY4z0bKxT2W89T1lLXx/C9uObBtpHvt6VTFRQUBNYkWNDolTYpKirClVdeiZqaGjcO1eEE2io9aPtmU/B01Gz+rx17lpzolY5JtrayEZdsx1m80AiyNdKAzJRUzsPc3FxX3pbzqhcvulYYkVdhBId9Zw19a9zqD5CZW60GNTcM43dKQlGsU6jVfMKE32dbS2ALkGTDNH0//a2iOGrXHKVSKbeeScc0pbi4GIWFhe68sLSoXmmXKVOmoE+fPgE9ongRjUYD/W2zEjh2suGFHXOHghfdGl2qq6sDizLtwGZZQSDI0ipTDASZfwXwMOMIaPeotEQkNy6KRCIoLi7GBRdc8Km2xZEsvu+7kmYqVJ6tra3Iz893fcFzOEnYlxra1GurkI1Rb1zTNOz+EPxeFScnNdDuvCQSiYDhz+o1yvrwflwDwOuqcghTwFpBRBWGlrVToTGi19TIhy5A4nuPGTOmd1+LEGlpacHjjz+OhoYGN3bU+Ein03j33Xczoi3sA+oh9r8u8ubxYSwev+vTp8+n/9I9VBQvwkopWrBUAzCsT1S3WHJCPydeaOnhoqIi5xAUFhb24kUXCvGC1VXYL2r85+fnO5KD59BBUN0d5iBYA0vnr+p4tTHS6bS7v6YIeZ7nUno0JZTPznslEglEo1G0tLQ4vOD+KMQSazDqe+nYTCQS7t302LC0OL5HWBl1ixdqZPbiRXb58MMPUV9fHxrpIV7YPmREXkvN6t9KOmh/HypedGsHwIbW+D8lzNuxHrVeS//XsJpOaN6DykPvwYWABJJe6Rp59913sXnzZqdolGnwPA9FRUVuoKtiU4Bmv/F8NQK032nAAcgYI/xMDXN1KK3hoNewOfp8BltWUPOTdRL7vo+NGzdi8+bNGaDEZ9ZUHd/3nQOsDgWfRxlM3XHZph/x2aZNm4Z///d/x/z580OjH0ezbNu2DfF4PKAftD/nzZsXCMHa9ASgnUXUcawhflX0Ol56+6Ljon3DNrXRYit2LvO3PTYsX1cNQ+5poaytbhTXixddJ8QLJYWIFwUFBSgqKsrqzFF4vJIhihfsQ6Z0hWEFRXGI99S5bJ1HPpPqCdocujM7n9Pqdp6/YcOG0L0lsuEFSQky/npd7kGzP7xQ3TRt2jT827/9Wy9ehMgnn3zi1ghavU68UD0RZscqWQQE8UL3LTpUvOjWDoBKmFduJxZFvWAAgU2eeL6eqw3IiWmZA80D1Gv3yqFLc3Oz2/Y8W3gTQKhSC/OE+b91AO26DnuuZYCsEgcQUNz7czDtdXW86GQmS+x5HkaMGIHhw4cHlDKf0/M8F03gszHnODc3NxBO5vVfffVVp4hsG6mzxGsMHz4cV155JWbNmtXxzjvCpaSkBDfffDMGDhyYQSyEkQwqdjxoBNKSG2HSC6xdI2qsWzYfaOsnsqwAHBOnRqT+tniheMQ+5vzOz8/Pyrz2ysFJc3MzYrFYBlZYPaf6EwgnfCg617RPmfdP3OHcVWZX14ZYR1FTgMLGT9jnYc+p44k4OWrUqFC8oGjxCRJpPJ/vyTHb2tqKJUuWBOrTW7ywP8OHD8dXv/rV3t3KRYgXgwYNysB9+39HxOIFEE4wHaz0CAfAThZONjWwVMLyxWnoWKPO5vJpKEaPY8cVFhYiLy8P27dvP9yvfdRIZWUlysrKAgases7WcFLWhMeQ1bfMOkWZEy2DpukclpEPM+6o/GyZubB0AS33yWvSAeG19Pl4H2WT+XzpdNoxyHp/VQyWoZw4cWIG4x/2Pnl5eY7B9DwPTU1NB9mTn46MGjXK1YYOE8/zMHjw4C6519e//vXA7pvWAVSCQI2NsBxj1SXWibVGShgL3SsdE9UR2YwuCvvDYoguetRj7XU0VVQZO16PkeRt27Z17Uv2CoD2iD+xgGugtGofRW0GTRWjqM2gWMFoK6O3YURPmNFOtpYEi8UjdQxJWpJ95/3z8/MdXmRb6KnOp6b/aN14Gwmz+iYnJweTJk0KRKosnvBaml5VUFCAQYMGdaivjga5/PLLA3ih/aWpyupQ8jib1cDP7ZgLS1/XdLLOSLeOS/LlNc+fn+sx/OHkz9YgnJBhBqJletWo4nX5fTKZxEsvvXT4XvwoEzLZahiFMXDKvKiy5/FUVFa5aQhX860BuDrJquTCGBq7IAsIlnDUZ9WV/pqSxGuSVeJ7WNF3YIiaaxD4vTIJZHr0/SORtp2WNWLAe2W7Z05ODoqLi/GNb3wDP/7xj7Fz584D9t2nLVOmTMH111+P+vp6LF++HH//+9/R3Nzsvo9EIjj55JNxxhln4De/+Q3ee++9Q7pfcXFxoA1zc3NRXl6OdDqNaDTq1nQomcAxpzW4s4E3j88WUep1Ajou2fCC3/G3nSu6vsZigl2Ax2tohFhzqDlXVVKpFBYvXnw4XvmoFDpcYemfQDheWGKFx+lnasTr+jPVnbQfVHfbuUuHJIxA0vtae0adGMUUxYtsDisQ3HciLMKo72TfORKJoLS0NHA9xRsVdQaKiopw8sknh6YidQcZN24czjjjDPi+jx07dmTgBdBWsnPChAl4+umnD7kEdhhe6I7kqVTKVQS0Rr5GZsLIuv3hwcHiRLd2AIBgLVsgyKLp5NWJnp+fH1jcFTaAdYLw+ho6pPi+7yYMJyc7tFe6RkaOHOl2h1VD3ebV21AvP8vGyOj1dMEsJ6ZlXu31rMHsecHtuDUqpMDPZ7T1llUUSOz9KWTneT6dgEgk4hYGa+oP80fts+j1gaCC0ePS6TRisRj+/ve/H3BXx89C8vLycPrpp6O8vBxlZWUYNGgQTjvtNNx999149913AbRFk0466ST07dsXJ554It5///1Oh13Ly8tRWlqKTz75BEA7w5aTk4PKykq3+C0nJwfNzc3OwWTkkMY/0N6uBG2OZzVY1JBRcO+ttNF5sXgR9jf/Jz5YR806Afxt04goFi84LzkGdEF+rxy6TJ8+HWPHjgXQrq/JnFsG2+JFNvLP6n9bLCRskax13MPGTVhhCl0LpMRjMpl0/1u7hZFnW5VKdUhOTo6rNkWGmWOW0Wgem063l0LX6LptJ/7N7xhd4f+xWKxbl7jt27cvTjjhBNeXFi8AYMiQIZg+fXqX7NWhpGR+fj4qKiqcU9DS0oLGxkbXfowwMroPIDCWgXZ9plEc7S/Fi4NJDerWKUA6CXRSaGNwgDN1R/cHCFPeOuD1BwgOerJ6tuat57VVdTjzzDM/rWY4osXzPFRXV7u0lrAqKfydTTlmu242o1qrGvDaNoVHw7P82xrdvu+7nEo6FZpSpsrdGqHZDBT9zKbv6Bi2pT/VKbXhRWWwKMpS2rSpMKeqO0gymcR9992Hd955B0Dbe5WUlODaa6/FyJEjAQB79+7Fvffei8WLF+MPf/hDp4z/nJwcfP7zn8e//uu/4jvf+Q5OPfVUjB8/3qVIlZeXO4D1PA8FBQUOWKmTSCxQyPjo2LJ9oQx0mCPaKx2XjuCFVuux6Z4Uncc25B4mHAe2nHEvXnSteJ6HmpqajLQrW9TD6jMdFx25B/GGDK4lCxUzwlI3bEUgJQAKCgoCuGGxIqzEqUo2JtjihWImowicD2pwakU6nmsdHruWgc8Xi8WwfPnyA7bpZyXvvPNOBl5cc801GDFihDvmueeew49+9CNs2LChU9fOycnBWWedhf/xP/4H/vVf/xULFizA+PHjUVBQgMLCQpSWlgYKx+jeQRyzNp1U087C8EI/t5Ggg8GLbh8BUFGFbhW2/V/zbsNEU0f4PxuaKRyciDT42Jn5+fno379/17/gUSizZ8/GZZddFgihc0LsLzxrFb5OEptbyd8cO5oioJEjVeo2XKzpAbwnw7z6XDqOwnJOs7Es+oxAZgqUDR2m023l4bQsqr4z/w5b98J35/2UVYrH491619KGhgbcdddduOmmmzBx4kQAQGlpaaAk3a5du/Db3/6209c+/fTTcdlll8HzPCQSCVx55ZVuzhcXF7s0Nc3nVYeVn+niw2xpXtYpVKawIw5ur2RKNqOoI3ihn4UZi9Y5s/2q6YsalQPa5mAvXnSNEC+yLaC3rLxGkhUvVP+p8WvF4oW9B3UyU5LCxpjiRVgqj6YXHQpehL236qHW1tZA5FsjVxqFzIYXHPPE3zAyo7tJNrwoLi52x+zZswd79uzp9LWrqqrwta99DUBb2e8JEya4yl/FxcXIz88POGFAO3HEv4FgcQhrr2if7y+V+WD7oXv3Hg7MlALImDRAO9OjBqXmZfM863nxt3aY7YycnBzMmTMn4EX2SuflpJNOwjXXXOMmCg1dVWzK4NFYDWPZlYG35csoutmJOg5kk7SsnJbhCgsh816+37Z4Kx6PZ7BAahTa51EwIWtoa/7q9fgcdAR4vzBjQ0GB97JAacuT8Rq5ubnd3lhpbm7G7bffjp07d8L3fWzYsKFLFlmuXr0au3btQnNzM37zm9+4fNCSkhJXilbHl+5LwX7RUm3K6HFcc72Gtr0ds2GRq17pmHSEBWO/KF5oKVYgaNArXvAedoMf1RMa0eH5s2bNwvDhw7voLY9OOemkk/Ctb33LRTu1Oh8QdOB00a5l2IFgsQ/rINIe4L40GgFiBJmLe5XN12iSGnJAu75VvNDIIJ9pf3jBZwjTIfrcOu4YuebiYEYlaPzrPTXKEYYX+m6KS91dFC9SqRTeeuutQ14bBrRF/VavXo3Vq1fjwQcfxAcffADP8wJ4wX6yThX7MQwv1HnTiIHihC05DBwcXnTrCIA2mDaODlQV2xja2Pb7bOdykltlT2GedUFBQW9t50OQ6dOn45vf/CYKCwsDTAzQvlhblZlVjDyeeZNhIJ1IJJCXl4cVK1ZgwIABqK6uDrA0lq2xhr5lX8KUM40IjWDwenb86TuqErUVRKznz8/s4mLenwqGG9V5nodYLBZwbjVaYcHFRjoqKir213XdQqLRKJ5++mlcfPHFgfKohyIff/wxfvrTn6Kqqgpr1qzB7NmzUVRU5FgdZfSVVdMxGsbSaQoK9UYYG8lrqM7rlY4L207nuMULZeQ0AmMNRJ7Lc8JEQ/kqutiS/c0SjL1ycEK8YD51Nt1tmVE9Tsm9MIaVpahXrlyJAQMGoLy8PJRtpdAIYxRAnwcIRopVf3BcUNSYt/ez0Wzf9wOOBj+398+mX6i/uF4gJyfHORT2PbPhBRBMCcrLy0MsFsveed1AotEoFi5ciPPPPx8NDQ0ZfXYwUl9fjx/96EcA2sbCrFmzAns5KHGnotknluxRPAfaq5FZ+4iipNER5wAA4Uaapu3oROekCJuwOqF04aN65pq6kUwm3eSm4tBV+qWlpYcc/ho4cCAGDRqEt95665Cu09OkqKgICxYsQElJSQCoafRrP7Dt1dkKK+Gm5TKZHrNs2TLMnDkTo0ePDvS9jhnNzVQFDGQa/daZ5EI/Gz5WQ1GZEt5fjXG+m7aDKu+wRdBhDpMufvS89oWN+s7xeNwBjz6fPnd+fj5mzJiBlStXHlIffxry7LPPorGxEStWrMio7HCwsnXrVmzduhV5eXkYPXp0QEn7vh8I33IBsAVNHVc0QIFg1EgZOAXwsGpTvdJxsYCrYGojixZHLICyHy3Lr7jB63Lhnpb4y8/Pd2SGbgrWK50TxQsgaFgrIaKkii68tqkw3DdFIzWJRAJvvPGGwwuKLeNsjXqKNbRV91siJmxxv9X7+tyKFzYF0epvHfvWQdBxrGsAWGxCcZU/dFr1+bQ9ioqKcOmll+KXv/xlJ3v105fnnnsOixcvDrRZV0kkEsHYsWNdu/Ie6gy0tLQACOooxRablq4sP/HC6hB7nc5Kt3cAdGJRmaqxoxNGUx6yMf9sfBpAYWE0Tnqbo5eXl4fi4mK3Ccl5552HrVu3dsj4KCoqwllnnYVXX30VgwcPRnl5Ob7whS+gpqYGv//97/HCCy8cloHZ3aSwsBBXXXUVpk2bBiCY6w609U8ymXRpQWG79qoyJctPxl8N+pkzZzqGXcGZfW6ZWwUFoN1ItpNLJyrHpGX6gXbwUCNERc/Vz/Ra6njq++uYD3MeCI7qEOfl5aG1tTWDUdB75+XlYcaMGXjuuefw0UcfdbBXPxvxfR+vvfbaYbl2WVmZy/sP0yVU6GRsAGSAstUdXENAh5FVPTiWNRyvgNArHRPtJwABvPA8zxnmbGM7d7IJ8WJ/KYFKArAftbxxJBLBOeec0+HUg6KiokBZxsLCQlx++eXIzc3Fc889163X6XSlZMMLi9fWAdDUGsV6SxrpXJw1a5bDC56nKacUHTM6blQXqCgu6LXtMcrOZ3NILV7o9XldXfCuNhIJK31+dViIkergKF6Gza+8vDxMnz69x+BFPB4/LNcuKytDUVFRBl7wvkBbFILtqWSEHacAXEEb9hv7xOKFkngHgxfd3gEAgsyLDuDc3NxADW49Hggv7Qi0L+yxn4eFDXlMQUEBqqqq3Gr6vXv3YvTo0RgyZAjWr1+/3+cvKCjA1VdfjalTp+L8888HAFdZwPd9TJs2DUuWLEE0Gj2UZuoRMnv2bMydOxdAsDoTENyZMBqNBtJq7OQAgowszycTp56xnsctz3UjLV7bsrjqDPJ5Obn1+vyxUSh9R6Cd3VVDne9HCRur+mxq4ANwEQRb9jORSDiFoYbO/qJWfIeamhosWLAADz744IG684iVCy+8EFVVVQDajQxKWP/YdBKmp1FRU2/pWOD/Gr3i/7xPbzSg88J5bfWLMpd2zlljS7GDhlcYrmS7f0FBAaqrq5Gfn4+mpib4vo8hQ4Z06PmJF1OmTHGfsRJVOp12VU2OBgnDC1t8weKFEoaaMeD7vqvixfmmJA0/1zmq5UW1/y3jb0kY+xnHoTr2NnKrz8z7awTZYo++q/7Pa6jeUj1FR0gjEbo+TvVSmBOiJIjneejbty/mzp3b7R2Awynnn38+KisrA4SAOliWpA4jFblIm+PNEtUcy1ybomOY/3cWL7q9A2BZejVolKG1yjmboabgoMdrmgk/03BOSUlJoLZ3Tk5bDfADGf8lJSX4+te/jqlTp2akfnieh3feeQd33333UWH8Dx8+HBdddJH7nwYqlQqdOWV0gGCIXkGc40HHAK9pRQ1+ihrWPIfetmXtlTXUcLK+iypvfUaK5ovzGI5jTUeg4ahKn8dpe2lkg0o9EokgGo3iT3/6E5YvX46cnBx8+ctfRnV1NYYOHeqMCF1DYNNOfN/HlClT8NBDD/V4A7SiogKxWKxTzM/QoUMxf/5818cs6aftxJzXsPxyytKlSzFjxgyUlpYG9JICr9VXvUb/wQvnk+2TMJKHYse9xQu9rn7OVAw9l+kSvu+76JGe05F+JV4cf/zxGXuFpFIpvPvuu0fNJpTDhg3DRRddFOgHxXyucwIyiQ0lddRoteQL/7apNGG7tStRpUzugfBCHXw9Vp2CMKfSlgO1jgp/Uzfp8/N+6pBo9EHbIBaL4c9//rPDi0svvRRlZWUYOXIkCgsLA21OrLKG7YwZM/DII48clbpryJAhOPnkkx0Wc3xQfL8t8qC6yRJ2nudh6dKlmDlzpqtQZFOCeC1NL+NnByvd3gHQiWFDWmpA6QQPC6GpIrCMr3rDyrBywjCHk0bq7t270dzcjJdffnm/z56fn49vfvObmDFjRkA50JBbvXo1fv7zn3dZ/nJ3lmHDhuE73/kO+vTp43IObd95nueUmQVqKjOCYktLC9566y2sWLEChYWF+OIXv+gmjoZA+duy6OrscUJxjDFViHXC7TOqYU5DXK+vx9Orp2QzFvX6usulfUZ1WBVE+Pzr1q3DwoULAykCP/nJT5Cfn4+rr74aJ554IjyvbZEwFxjZZ2EUYNasWVi+fHlAmfUkKS0txbXXXoutW7fi0Ucf7XCI9OSTT0ZZWZlrG4I916wo62IdSqC9v+bNm+f+12NUD9k0NMss9krnhe1vWdmwSKMeG8Z28no6R9RhV0NPN/4qKChweNHQ0IBEIoFXX311v8+dDS94nZUrV+K+++47avDi+uuvR58+fVzVHTWwKMTqMAfA4sXy5cuxcuVKFBYW4qKLLkJJSUlGdNmShEoshbHfnue5dYKsBhTmPFqHRB0GnevJZDKwfsHqBSuKF7yWNQyVzddoMQC89957GXhx2223IS8vD1dddRXmz58PoM1J0DGu7wa0bbjV0/GCdkRDQwOefPLJDp9XVFSEyspKpxMSiQQikUiAEAjb28GOsdmzZ2dsGmjxIozcPBS86PYOgE4Wq6Qte6Merw2FKdBascpWzwXgjMBYLIbdu3ejsbERqVQKc+bMwbJly7KWIDz//PMxY8YMt8CmqakJe/fuxcCBAxGLxfDXv/4VDQ0NXdJO3VmGDRuGf/mXf8GAAQNcDjr7hQayDm4FWCDYz83Nzfjtb3+L1157DYlEwq3mX7x4Mb74xS/ijDPOyMjJtg6AhoV5PgFbx5jdhdcabTop1TiweeEaouPvbI4Ar20jIAQY3w+mo3Dy8367du0KzQ9OJBK47777MGTIEAwZMgS5ublugZJlioA2pXbTTTdh06ZNuOOOO7B79+7sHdxN5YQTTsDIkSMxaNAgvPPOOweM1lEaGxtdKTftdzqGQBsgMpUMyNQrGtJV0eNsWpE1YrRMZa90XMKicUB4tIWOPo/TeUfJFg3gdwri+n1zczP27t2LhoYGpFIpzJ49e7948YUvfAEzZsxwqR9NTU2oq6vDwIED0dzcjHvuueeoMP6HDh2KW265BX369HFGq6ZP2pS7sP6i7A8vLrzwQpx11lkZKWK6zpB6UfHC87xAKVJGVbX/LevP59Iffqd4wTFpxTooFEsgqDFI/MqWygMA27dvD8WLZDKJBx54AEOGDMHQoUM7jBcbN27EnXfe2SPxIi8vD/PmzcOOHTs65QCMHDkSJSUljiTWBbscb7FYLBCpsTanjcrwfJVseKFEdmfxokc4AEDQMNdJowrXRgiUpdFGSiQSrmQixToTXIjKTvQ8D/v27UM0GnUN3b9/f8yYMcMp9Ly8PJxxxhl46aWXEI1GkZ+f764BAHV1ddiwYQMGDRqEgoICTJgwocNGSU+VnJwcnH766TjmmGNCQ5h2UZMFW+3DDz74AL///e+xcuXKjIEejUbx1FNPYd68eSgtLXVtHrbbooZedWzoOKKxp2H4RCKBvXv34re//S3mz5+Puro6DB8+HIMHD0YymcSiRYtw+umno6SkxF3bLiKzxr8qbVWqmvtHJksVgho5ZHjoZGaT1tZW1NXVYciQIYFxyXfXZyGDMWbMGNx444342c9+hpycHHzlK1/BX//6V3z44YedGgefhbz00kuoqKjA1q1bOzTPyNpfeOGFKC0tDYTM2Vdk+6gTdOyow0Zlr2CgC7PJZIaNQ0q2cse9Ei7ZwI8GS1h6nhqTNo2DczIej7uSiXo+j6FRpPePxWJoaGhAc3Ozu36/fv0y8KKkpASxWAyxWMwtFOd8VrwA4HJ/j2TJycnBGWecgWHDhgEILqhntNXqSp1jqmu3bNmyX7x4+umnceKJJ6KsrCyAF9aR43PxGfQevK8dE77vB/CCOfYXXXQRqqurAQCvvfYaTj31VJSVlQUWcuq99T3VAbJRATueteIYENxJntUNO4IXJCitLrLGKvFi9OjRuP766/F//+//dQtZU6kUGhsbs3d6N5FoNIo777yzU+mi06dPx6WXXupS/uy5TGumI2CjkEB7qpemL1v7VnWY9qnKweBFt3YAwgx9NVBsiUQgyNbaML0tE7q/+8ZiMaTTaZSWlqK1tRXNzc1YsWIFBg4ciJKSEjdhx44d60JfX/3qV3HiiSdi3Lhx+MMf/oARI0YEjAiW/QSA5cuX44knnujyNutuMmjQIJx55pmBdBw1eHRlO9kXKnQqY343bNgwTJkyBatWrQoF+9raWlcbHshczM37czKpQtVxw+fi+GpsbMTzzz+PXbt24fnnn0c6nXalWz3Pw8SJE7FhwwbEYjG88847uO6669yeA+l0Grt27UJ5eTkqKysD4EHQpzLnOhRV5tpmQLA0nDVAW1tbsWbNmv32x+rVqzFhwoTQXFgqIl3r0traikGDBuGUU07BpEmTMHjwYBx77LF4+umn8dJLL3VroySVSuHPf/5zh48vLCzECSecgPLy8oBy5bhQpymZTGYwh0o+WIeA/asss55jWT1b7aRXDiyWcQXa8cAah6p/dNG1GmCMTIYxqDyev1taWpBOp1FUVATf99HU1ISVK1di4MCBblOgnJycDLyYO3cu3nvvPTz88MMYNWpUgLUlXniehzVr1nQ4ha0ny8CBA3HqqadmtLdihi3jzXaxeDFkyJAMQ1WltrYWCxcuxMUXX5zVeOJcVWzgvcPKiQPheEFZtWqV+5s4cv311wfwYvv27aisrER1dXWAMGPapjoLqoPsO3AuMOrO4yipVOqAxAjxgtfTvqBxq1FOjttjjjkG3/jGNzBgwADU19fj+eef7xF4sXbt2k6dM3DgQFRUVGSkHALtmQatra0uLQgI9oF14vgc1snleWE64FDwols7AECwhm9YzhxFlbHmRGuDcZJonp46FJouxJQfAI4NHjBggKs6w3tMmTIFo0ePxrnnnotBgwYhPz8fU6dOxYgRI1wI0/d9txlV37593fqBnpor1xlJJBKoq6tDv379ALSHI+1AVcPI5tTz85aWFmzcuHG/QPjCCy9gwoQJ+NznPueua40sGrbsZypOu0Kf5xQXF6O2thbPPvusu48es2LFCvf5+vXrcc899+Diiy/GkiVLMGPGDPzmN79BRUUFbr75Zsf+8L5kijie1PnhGNbqADZaosZlbm4urr32WhQXF2PlypXYt29foG3Ky8tdXnoikXAGrbJfjCREIhHs2LEDf/nLX5Cbm4vx48dj8ODBKCwsRGlpKS6//HIce+yxeOqpp46Y6g+RSARlZWWBeuNAez1m7S8FVSt2LOtYV6dOHVFdHGb3huiVjgnnh66P0Yiiio00KvjyM3Wy7XXUQWcfsswfr9O/f39XNY7HTZo0CaNGjcLnP/95DB48GHl5eZg2bRpGjhwZwItVq1ZhwIABqKmpcXgRlv97pEkymUR9fT2KiooABNc62XnEPrHGLX9Ho9EDblD10ksvYdKkSRg7dmwoLvF6NHbVQQxLFwPa0mG2b9+OF154IeM7i10bNmzA//7f/zuwSVxzczNqamocXnB8KflgjU2mh6r9os6QRqQ1mnL11VejsLAQq1evzooXZLBtZEQLYqRSKezcuRM///nPXZR58ODByM/PR3l5OS6//HIMHz4cTz31FLZu3brfPulJ4nleoNa/GuLEi3g8HlhnqrYDENzDwkYgddxrKrGmqB0KXnjZvOPuIMcee6z/ox/9KMDG6qBWj1c31tF8QU4eLjpNpVJu51Bd6a+LLXguq7FQGA4meGut1lgshlQqlXWHYAI7vf6f/exnh7n1uo+MHTsW3//+91FaWuoGeVhZNf2bKVhs62QyibvuuqtDdd8rKytx880347jjjguAgi4k070euLhJUzv0HN/3sXbtWrz++ut4+umn3TN1du6MGDECc+bMwSmnnIKCgoKMSaxCR9WCGp1Rfq/pKWxbz/OwYcMGbNq0CcuXL8fnPvc5FBUVYejQoRg3bpxTOHbcc74kk0ns27cPt912GzZv3gygLX3hxhtvdJtj0YFKJpP4xS9+cdjq8X+aUlJSgu9973uYMWMG+vXr58YH0zioV5qbm12ZVYpGHMMiAVq3OT8/3/WjLdOqDkEkEsGtt96KjRs39noCHZBjjz3W/z//5/8gEolkVOCxEWNGuzzPC6ytUeOI0YOWlpaA/tC/7byxY0JTAogXzO+n8RDmSCpBsXz5ctx+++2HseW6l4wdOxbf+973XGoM8UINbv1N4oSEBvGjM3hx0003OScAyMQLjRLps2hkgM+ZTqexatUqvPHGG3j22Wc7jROUESNGYPbs2ViwYIEbJxotVsmGF6pjNI3JMswbN27MwIshQ4Zg/Pjxrk353hTiViKRQH19PX72s59l4MXIkSORm5vr5gHx4kjYx6K4uBi33norZs2ahb59+zq7oKmpyeEFALfzsM5zq2+UjGAKFxDcJ0kzJbQMuB7XWbzo1hGA2tpa98I0VNTwUoNH2R9rWGqepxp4/E47QFNDeC3ePycnBwUFBYjH406ZA21bQq9atQqTJ08OAABFFcRHH32E3/72t4e97bqTrF+/Ht/97ndx6qmnYubMmRg+fDiAYE1cZeEIfATenJwcPProo3j99dc7dL99+/bhZz/7GX7605+6ykAMhZJRt8av1talsk+n0ygoKEAymcTIkSMxfPhw9OvXD5MnT8aiRYvw1ltvZV3QZ6WgoADRaBSvvvoq1q5di5tvvjlgRGiqAtAeBlQFYI0TC4asltHa2orjjjsOY8aMwcknn+wWtXEMcx4pM0lFEo/H8c477+DJJ590yhxoW1y8cuVKt0sm2y4SieD888/Hhg0bsGfPng61RXeV0aNHY8SIEWhqakJBQQEqKiqcgUjR0oMaigeCTI4qaYIBt4knc9bc3OycqbDUAt/3e+Rius9KamtrMwCVYhk2xQS7uI5z0pZ/VUZOx4Dm7XJO8D55eXlusbgaBKtWrcKECRMc022flWNp69at+N3vftfFLdW9Zf369bjllltw2mmnYebMmRg2bFho2kQ2vACAP/7xj53Ci9tvvz0ULzhubGlZNd60eAWPOe644zBq1CjU1NS4NJsdO3Z0GC8AYPPmzfjwww+xbt063Hzzzc4WCUsBIqmlzpKSCYq1/OHn6XQ6FC+sExT2/olEAsuXL8dTTz2VgRdvv/02Ro4cGZgTubm5GDNmzBHhAIwZMwYjR450eFFeXu6cevZRIpEIjb4AwQpRGlkhTufl5aGwsND1ZXNzc2hWC+2V1tbWTuNFt3YAyLhrioYqYf3RBRQartLyXZpyo0aQKhcNl9HjtmKN/HQ6jRdeeAFbtmzBBRdcEJiA6jXv2bMH99xzD2praw9Hc3VraWxsxBNPPIFXXnkFw4cPh+d5+NKXvoTq6mqUlZUBCCp2/s1+bWlp6RSTMmfOHBQVFQXSwVTx2Xw8TqqWlhZXzo2sHoUL1NLpNC655BKcdNJJ2LFjB1KpFDZv3ozXX38d48aNC6wPyM/Px7Rp03Dsscfic5/7nLtvYWFhIJSqjq4qdn1nDRmqscl7Mcqlc4HrVSwzFBZST6VSSCaT+PnPfx4aOn/22Wdx6qmnoqqqCo2NjYhEIqivr8e9997b443/3NxcnHXWWW5uNzc3u50dlXnLz893e3Zo3xDcdAxrP+Xn56OkpCRQBaKkpMRFI1lqlMwv++NoyPvuKtEIrWJEGF6okU28UAc5DC/UCVDhPFK84DgAMit+fPjhh7jzzjtx3nnn4bTTTkN+fr4zPBUvdu/ejdtvv/2oxIumpiaHF8OGDUMkEnF4oUUegKBzx3kTjUY7jRfUydbBADL7kN8RL+wxQJteP+ecc3DWWWcBAHbu3ImPP/4Yvu9jy5YteOmllwL30He66KKLMHDgQLS2tmLo0KFuAzOOU3u8XY+k17TOi2KrbqYKtLHa/F51jy2DynZOJBK4//77Q/HihRdewJlnnony8nJEo1EkEgnEYrEDlk/vCaJ44fs+GhsbA3ihhLPqAgrxgn9bcqGgoMCVqaXzUFJSgkQi4apZaRqpZr106j26pjkOr+Tl5QWA0xoz1hCy1X/0eI0g6IC2hqcVuwDGph/FYjH87W9/Q0NDAxoaGjB27FgMGTIEY8aMcYvAWPXhaJba2loHaO+88w7y8vLwxS9+0U2GqqoqHH/88Rkh+84M7KqqKsyZM8eV9rR9bj1ufvfRRx9hzZo1+PznPx/Iydd7q3F+zDHHYOjQoQDaSk5+6UtfQiKRwNe+9jUA7eOW4VtOZCoFjqV9+/Zh3759OPbYYwG0hWOrqqrcYlQqW1USFN0YLJFIuN2ONQSpzoQ6vQpYZINaWlqytmt9fT3uuOMOfO1rX8Pvfvc7lJWV4c033zwicpOnT5+OiRMnBqIy+/btQ2VlZSC0Ho/H3aYu6sApANOh01xQNf4p1AkcDy0tLb2Vf7pAWEnH4oSd7/xMS7mqg6DRGHu+RuDCCCT9jrpMz0mn0/jb3/6Gf/zjHwCA008/HdXV1Tj11FMdXkSjUezcubPrG6gHSRheXHDBBU6fVlZWYtq0aRl40Rnjv7KyErNnzw7s9WPHiLULGJ1Zs2YNzjnnHNe3mrpFIZYMHjzY4cXs2bNx6aWXIh6POzziOxUUFLj0V8ULCvFixIgRAID333/fEWm6lkidVb4DowT8265D4rH8HYYj2i7701UNDQ244447MHnyZLzzzjvYuHFjIGLSk2X69OkYP3680zUAQvHCZpKo7ZiNlCM5lA0vEomEIydtRLKz0q0dAL5wmMcL7H+S28mqzIxlRK1xqYo+7Do6EWpra3H77bdj48aNAOB2aVy1ahVKSkrwwx/+0L3DAw88cMSX/eyMMGz5+9//3n1WUFCAb3/725g1a1bg2M4YRVdddZVLVeEYYpqFsuPsTzKH69evx1lnnRVg8nQxLiM6YeOO6TfMd6SHzx99j5ycnEBVgMLCQrcA0PM89OvXL5CyA7SDiBoRBAZlAlim0jJWVBLKGFiFHo1G8fDDD++3DNratWvx4x//+IhiJfv164eLL77Y5YKzH1i+rqqqyrVfS0tLIG3QLuwCgiXcgLZFgVo3nOfqOOM45bV6mf/Oi+KFBVcgPJoWJuqcK3aoI62LhTXdwhIL1mnfu3cvHnvsMfc9owwLFy5Ebm4uZsyY4QyIzlSwOhqEePHII4+4zwoKCnDNNddg9uzZ7rPOOtDf+ta3AngRFpEFguWAY7EY1q9fj9NPPz0QIdTU0rAF5RTigpaO5BqGsBLNakQWFhaiurraHdO/f/8MgpTvQGZY1yDymjaVhKJzw+KFHtfS0oJHH330gHjR2co63V2IFywIQ0mlUmhoaEBVVVUgc0Gj9WGkpiWeLWHIcacVEm3qu+qpzki3dgAABPLRlLW0rK7+tgpcj1dPnTVqOUlsRMFWIAiLJjz77LN47733Mp6bXhqvk0wmsWvXrsPbWEeAxONxLFq0CFOmTHFhTzV6DyTjxo3DyJEjXdsri6GMLfM7qRyLi4vxhS98IaC8Pa+tAhAXeNvxxUV/urgnEmlb5EkmiOdRIXMcMuWDIMDwcyQSQZ8+fZwhr0pcHWG+G40FbSMyR5ofSlEnRh2KRCKBnTt34r333jtgWx9Jxn/fvn1x6623OmbOGn3xeBzNzc0oLi5GY2NjoOa46hldVE6jwVaXAuCcNC0WwP7lGNGc4l7pnNjFkHb9DBAs22rZMyWK2Ce6CNSCuB4bVp5Xj02lUlnxgsL+T6fTvXjRAYnH43j55ZcxdepUhxedlb59+wacbva7Grv6ncULfs/z1L7gOZz3YYt1GQXk2NLfHI/EC+pvxYvq6mqXa642jjXqNcpgRTGC40/1mMWLZDKJNWvW4LnnnjuoNu/JcuGFF2Lo0KEBlh9oL9UajUaRl5fnNv8CwvEirL+ss5hOp92+VYr1YQvCj0gHwDLu2cIm6gUp26merhpIzLVUr1bPtY1qc7It2xMmra2t+PWvf42vf/3reP755zu1AOholrVr1yKRSLia2pwsHZHy8vKMCkNAkOFgXn9LSwsaGxtdxRca7+xbnXTcCr21tdXlbfP6YYsIdWxoLjHBQRl4jkP+AMG0Ej1Gy0SSEQhjb+y50WgUf/nLX7B+/XpcdNFFGD9+PIqKipyCSafTWLlyJXbs2NGhdj5SpK6uDjt27HDhdKC97J8a9sxfteOK/U0lTgZaFwJzEyAAzkjU40hE8Fo5OTnOIOiVzkkqlQo45La/qO91XRDFMnKqO8IYUL2udQCtU94R/dXa2orf/OY3OOWUU7Bu3bpevOigrF27FrFYzOHFwcwbHTfWeKZ+j8ViaGxsdBVfaIgBbX1HvOAaIY4HGue8VlgqjY4Vixe8v9o6lhBVkpL/A8FN8NQWyhbd4nfxeBx//vOfsWHDBocXxEZWFjpSyj93VqwOIF7o2AsjpfU3+1vXVrA/mVLO42mv0v7QdRs8x6aJdVR6hANA5cpJFpYnS+86jNHRSaFh17BjeC4Vvm74A2TugDdt2jQ888wzbsc8KytXrsRdd92FDz/88KA66GgWtvXWrVuxevXqDp2zdOlSlJWV4Stf+YobK1SAms6jLD7Drsy7tCE5Gm10ECKRiNtBUcPDej5ZHaB9EqunrwxjthQ3/d8aHzoHlDG24EKl1NDQgKeffhqpVAr/+Z//ienTp+O8887D8OHDkU6n8cYbb+CRRx7p1hu1HA6xC735mf7EYjGnXzSqYucz+5jMH501oI2pJOlgSwWrsa/j52jri64QzW9mWeawdDdW5snm0CmJpNG/MFEgtztEq3ieh6lTp+LZZ5/dL16sXLnyYF//qBXqdRqmHcULAHj++edx6aWXAmjfmZ6Mu3UQaQ/QgSe+qGg1HqCdGebf1DcFBQUBYlGjP3Q67dhTkigbPije8JnJ/OsaBUuu8lzf91FXV4dnn33W4cWUKVNw7rnnYuTIkQCAZcuWHZUpanatCZBZOZJYoet+LAnNa1m84LpD3/ed0Z+fn+/6j/2p44LPdDD7SkUOfMhnJ8lk0inKdDodWA9gmX/bKWEdpeETzdtUT9h6cbZGsz124MCBBww9btmypdf474Sk02msXbsW6XQamzdvxs9+9rNOLYZ7/vnn8atf/QqrVq1ynjErFqjiKysrw7Bhw9zCbC37lk63lZXbvHkztm/f7iZXUVERKisrUVFREXjewsJCt+iXE5X31XFG5e55HtavXx8wFjSkx/GiaWTKSOq4pbKhkrDXi0QieOuttwJA1dLSgmOOOcb9//HHH2PSpEluw7ajRUaNGoVZs2Zl5MMquCYSiUA+b5iBRyZfa8UDQWaOxn9RUZHTTYwmsZ/U+Kyrq8twTnolu3ATKbanTc1To97u1cL+0X6lEaaOPRCMEFgWNWwPGD2Pm+n1StdJOp3Ghg0bkEgksGXLFtxxxx2dxosHH3wQq1atchhAQ04d8/LycgwdOtQt0ua92b+xWAwbNmzArl273OcFBQWoqalxle4oxcXFyM/PD5CW1lC0bPK6desyxqnihWKXTZHmZwAcVihe6Fj2PA8rVqwI6MR3330XtbW1zv76+OOPj0qCYtSoUZgxY0ZGcQDFfOKFjh2NCLDPiNsWSzSCWFBQgOLiYkdeqj1BG5fHHwxedOsIQDwex44dOwJGiYazVKziVhDWBVpAZrhLr63nax65zdPid9ly6oC26gLz58/HwoUL97tQpleCkkql8Mtf/hL19fX4xz/+gd27d6OiogLXXHMNXnnllQPWEPZ9H6+++ipWrFiBb33rW5g6dSpqa2tRWFjoVtdz8mg5Tt0cSI2yMAaxqKgIyWQS0WjUlRul8HoMBRcXF7u0H76f7/tul0cyVzxXlbFNVSA7pWkJGu4l+6QsEgDMmzcPjzzyiHNkPvjgAyxfvhyzZs2C7/s46aSTUF5ejh07duDOO+88ovL89yc1NTWu+ofmuALt+kCNOg276rElJSUZjp9GE+kccLyl0211nbm+xIJEbm4utm/f3qs3OiHxeBw7d+50eGHZfZWw1CB+HoYXFnf0mooJ/M5iia3KEiZlZWUoLi7Gvn37evu9E0K8+Mc//oG6ujrU1tairKzMbTx5IGdA8eKKK65wxAivoXhB4z+ZTDo2XfGfu8JakqC4uBiJRALxeDxg+OszNDU1IRKJZOAFx16fPn0ydIuKpvso6cQ1LHb9AQCHJarXAGDu3Ll4+OGHA4ZuY2Oju8eJJ56ICRMmIJlM4je/+c1RhRfcu8P2vdoLQGYarpYHLSwsdNEm7VP2AftK8aKlpcURRjq++PfB4EW3dgCAIHNDsd6tFQVuNY54vDJBtiHtb2V4+Jl60wAwdepULFy4MPAMlZWVuO666zBy5EhUVVXhwQcf7M3p7YQ0NTXhN7/5DQCgoqICt9xyC8aNG4dJkyahtbUVy5cvP+A1Ghsb8fOf/xw33HADnn76aVx88cUYOXJkwCCzxr41ullaTXcGpZdPBwLIXDwItJUFa21tdYCizkVeXh4GDhwIAIHJr4YERY0OGvAaYuQxjFipQcnvi4uLMWHCBLz77rsA2pyTBx54AJFIBKNGjcKePXvQp08fDB06FDfddBPuuuuuI34TqnHjxuGqq67KcADZFwRpG84HgiRDYWGhWyjHOs0AAgu8qfDZv42NjWhoaHCpKqqX+Cy9+qLzki06w7a1eML+4LoaizW8nlYPy0Y+8Vr6DHYxZyQSwdSpU/H0009nPPu5556LU045BUuWLMGDDz7YGzXuhDQ1NblKfEBbW15wwQVobGzEt7/97Q6lRzQ2NuKOO+6A53moqqrCTTfd5BwA6n8dH2pb8PPS0tLA2gDdm0h3KrZ2BdCGF+l0OoAXlNzcXIcXNuoUxkZTyBgzOq1RRn6u45PGa0lJCSZOnOjwAgAeffRR1NbWIicnB5/73Ofczsk33ngj7rrrrh6/F8yBZNy4cbjyyiudg0XnSec6dYWtDqc4whTQdLqt+iDHpsULzSYgXnD9hdoi2cZTR6RbpwBRNOylLIyWtmLoI1so1xr6dlFXmNfO4+xCGgBul8hUKoV58+YFUkKANoW0Zs0apNNpzJo1CzNnzjx8DXSESE1NDX74wx/iwgsvDHjPzc3NePvtt5FMJpFMJrFp06YOX3PYsGEYOnQorr/+erctOXMvW1tb3TVtCJQ/WsaT+eBqnDE/z/d9PPfcc0gkEmhtbUUikUD//v0xePBgdy4nrDL3qjzU4FTDQ8WmGNhogU1loRQXF2PBggWB9INkMolf/vKX+Pd//3fcfffdWLduHSKRCIYNG4Zrr702a2TrSJAJEybgxhtvRGlpKYDgBjtabUGZfraxhnfJ5gHtOoHAWlpaipKSksBujq2traitrUV9fX1GehhZRToi+2OLeyW76NxSnU68YHoHECSEsomODf3sQHih7D8dQ7KnFi+Ato2/fN/H5MmTe/u+A1JTU4OxY8di7NixGe21e/du196dkbFjx+JHP/oR/r//7//Dsccem5ECFovFAqmkihecs6qjyfqrvuBOsc8++6xbX5RKpQJ4AbSTltZwB4KlRfmTLe3ZEpuKFWo46lguKioKxYuFCxfi73//O+655x6HF8OHD0dNTU2n2rmnCfGC6cKaGcAfa1MeCC9UF+Xm5mbgBTFB8UKJRosfB6MzekQEgI2qLL6GWW2ahA3haqNRmKel6wpU9H40FnXtQH5+vlvYQwPz9ttvd2kfra2tePLJJ52H/cYbbxyO5jlipKqqCrfccgtGjBiBkSNHIpFIYOHChc5oevLJJ1FeXo4zzjgDX/7yl7F79248/vjj+91UZPjw4fjWt76FqqoqN4405YeTyIb/KWpQs+KOLrax7PuJJ57oDDhe344tLS3Le/Ba2bx4O7Z14ZhGLPR5wwyUOXPmIDc3F88995xjdmKxmBvH999/P7797W9jzJgxePfdd49YBnL8+PG45pprUF5eHqiwYQFVF+RZ5q61tdUtHGcf0KFkGJ+MDvurtbUV+/btQywWc/2k1cbCSIte6bxYvAAy19cwYqNzTkv2KcZEIhFnpIWln+o9aIhxfJBE8DzPRYbC8AJo2zlV17z1SnapqqrCzTffjFGjRqG1tRW//e1v8eyzz7rvX3jhBfTv3x+nnnoqrr766g7hBQB8/vOfx+DBg10/a0oPI3VW/9q5q4afTQOh5ObmOrzYXxlHjj9NB7KpigcSO57VHtJxZgnRMLygNDc34/7778e1116LkSNHHrFYAQTxQnWCpvqoQQ5krhUNwwvu6Ov7vjP6Napv8cL2n8WLg5Fu7wCsXbsWkyZNchPPGj06YMMGOIXHKTujE0Bz/NUQ4PXYQZ7XvjCYwJBOpzFx4kR89atfxf333+/u6fs+Xn755YMOzxwt0rdvX9x0000YMWKEA8wFCxbgnXfewSeffAKgra1nzpyJ/Px8LFiwAK2trS61KttipK1bt2LZsmU4//zzHTMTiURQVFQU2M3VjhMqesusczxw4it77/u+K88FtNdt1olJlt9WH+EY0o2hbEqQdQD0+fR4/UyrENAZmTlzJsaPH48777wTb731VqC96uvrceedd2L69Ol49dVXD6FHu6+MHz8eN954I8rKygI6ISzPm+1vy7YCbW2r0QOGgwsKChwQ0AjwPA/Nzc1obGx0TLBlqK0h4fs+NmzY8Cm3Ts+X9957D1OmTAll4ixeKFgDmWvDFE/I1tm5b6N0NPrIGhO3tIxfOp3GhAkTQvFi2bJlh7F1jhz55je/iZEjRzq8YHUaSiQSwaxZs1BcXIz58+cjlUqhvr7+gHXrN23a5MYPDbL8/HxHFipecN5bbD+Qo8gokZb/1bGl72DxQiPJ9vphRIU+q7VD7DHER8WLGTNm7BcvbrvtNlfq+EgU4gXXeAHIcJoobH8y+uooep7nogdAe9XK/Pz8QFlx9i9LlGfDC70u/z4YvOj2ccYXXnghsKlW2MC23ndYyFYNLc3fspMijHmjcaBscEVFBcrKylBUVOS27p46dSomTJjgzisvL8e3vvUtXH311RlVAHqlXRKJhNtkqba2Ftu2bcM999yD7du3o7q6GmPGjMF/+S//BX369HHneJ6HiRMnugU5YZJKpbB06dIAE1NSUoK8vDzH0Co4q0OobKE1tHkMjX0q6ry8PBf+pWFgvXqbnqBMgi5C5jV4jv6dLWxLA1YNED6znlNcXIxzzjnH7U6rEo1G8fLLLx+RDOTw4cNxzTXXoKSkxOkSdQyts6U6xOoJNQbi8XiAWWQ1mng8jn379mHbtm3Yu3eviw7o4i9em6Ig88ILLxzW9jgS5YUXXnCpVNkMITtn9ocXqgf4ebYonV6f5wFwpENpael+8aKsrAzf+c53cN111/WmAB1AWlpasGvXLuzcuRMff/wxnnnmGXieF8CLqqqqwDlhFZqsvP322wHypaSkBEVFRW6+U18TL4BgdMmmBilecEwSK/Lz8wPphooZ6jzalFASlLZwhMUN/TsML2zbKF6oHiwuLsZpp50Wel4ymQxENI8kYQYBDfcD4YU6h9qGJI35fVhqWmNjIxobGx1e7Nmzx5UU5noBvRdFScoXX3yx0+/YoQiA53n/G8BlAPoAiAF4GcCtvu9/9M/vvw7gBwAGAlgF4Hrf99+S86cDuAfABADbAfzA9/3fdeZBdbArg6+TVVMrwnZgU0NLJ5EFB/XGLBPM3F6W0QLajCbf99G3b19cc801+O53v4uysjJcf/31bovxc889Fw8//HBnXvmokfr6etx99904++yz8eyzz6KxsRG+72PevHn45je/6RbG0PhtbW3F7t27cffdd6O+vn6/177kkkucMVxWVhbYYhsIAreOHXro/M4y78zrpbENtFWAYP4/xSplm1LCMRtmiHDTj2wKRkOPNlWO17PPQenTpw/69u17VG02VFpaioqKioxQvEZyqJy5mDqdTmPjxo3o06cPysvLA7s2x+Nxx+aRDeT5qVTKLeoD2iv78D4cg9Q/CipAbwrIoYpNFw3DC2XvbQUwoN1gJF7o3h620ocaemr4eZ6H0tJSFBQUuDkbjUbheV4AL9LpNM4991xMnToVDQ0NWQ21XmmT++67L/A/8eIb3/gG8vPzM9bd7Nmzp0Nrxy655BK3YLawsDCUJLFkTCqVQiwWc+lCQNDGIGYlEgmXFga0VYJJJpMOL2zUIGxMKQapY8B7KAHFa+jxihc0TMMWk2p6K5/taJPS0lKXPgwE9/oB2kkCjd74vo9NmzahqqrK4QXLPuuGkABc37Ofw4pQAO3lhdUJUEcxGynREeloCtBvAfw/3/frPc8rBvC/ADwCYI7nefMA3AvgQgCLAdwM4CnP80b7vt/geV4FgIUAfgzgRAAnAXjc87xNvu+/fqAbW6PIsmVWoeuPbiDG48M8KkYDbLk/ChVJMplEQUFB4P5FRUVuclNpVFdXIy8vz20xvmXLlowqQb0SlObmZvzpT39y/w8fPhwXXXSRS9XgGGhqasIPfvADRKPRA1YdKCsrQ2VlJSKR4NbZ6XRbSS2OHc2ppFJUY1p3iOT5Wm7LKtn8/HyXAmQllUq5UnDKGvFY65Dye2WcNGqQbezzOdWx4PPn5uaiT58+GDduHD755JODVh49TRhypVgji22jC8NTqZTb66OgoMAZ/+wnVvewesnmh4aJ/U6fx6YD9ErnxDKf/EyZUjW41JGzez4oXmjKqPaRJZG4DkA3e1LdQl1BvKAu830fO3fuPGrm5MFKWPvMmDHDVeFh3zQ3N+MHP/gBWlpaDogXpaWlqKysDFRxYX+roUYDjH2oO8ZTV+v4S6fTbp2V4oxGA4DwOU+7Q6+leKFjEmivHmbxQbHIrkPjsyoWqSPseR7GjRuH0047DS+88MJRMzZpN2hfWcyIRCKBDR8VL5hpoGSP57VtOmrZ/Gy2J4X9qH/b/w/qHTtykO/7633fJ9XqAUgDOO6f/18N4C++7z/r+34cwH8CiKPNIQCAiwC0oM2BiPu+/xyAxwFc08F7Z2yNzd/2b/4UFha6cCuZNS2bqPl9rPKinUjRhrb5cVoOUhf71dTU4LTTTsPOnTvxi1/8AuvWrcM999yDffv2deR1e0VES5cBbcrupZdewtatWw+ozAsKCnDttddi9OjRAe+cC2/0Mw1/qkGggM2xosw/FSVTyxiy43NnW49CB4IL0TmeeBwVtJYVo9jJbg0cVdz6Hspq5uTkoLy8HF/60pcCDm02yc/Px5w5c3o0K5mbm4s5c+a4/9nedtGWXf/BtmL1BluRgwSD5uWGVeLgvWw0J1tfal5or3RcdC7Zz+1cZH9ws53i4mIH+LavOR+5s7Au+FOxeKG7e3KcUJfk5OQ4vACAN998Ew899BB+8Ytf9EaADkJYkU2N90WLFuHjjz/uEF5cffXVbi0B52U8Hg+sFwMQWjhEGXUytiwcoTncQDvzy5RApgJpfr/qBkYYdENC1Vu8vqa0Wv2iekajBDaHXUtP8tj8/HyUl5fjy1/+cofwgk5NT8eLuXPnuv/ZHroYV1N8gHbHinihukN/a9VBSySo2OsDQfzvCrzo8CJgz/MuQxvTXw6gFcCt//xqMoDf8Djf933P89755+f8/m0/+HRvA/haR+67e/duPPHEE7j44osBhNfzV4DlRk8AXCfwRxfs2HCbKmqbdqGMERU3r8coQG5urvPyzzvvPHfOvffei+bm5o68aq+IKAsDtA32xx9/HH/84x87NNAvuugiTJgwIWBMaw6mNQLYr7rYV8cVFSUVPIGcY5DhvaKiokAaiDI26oDqOLa/D5Tzb8HHsj18V1XmVDbq6FRVVeHqq6/Gr371q6xjtLS0FFdeeSUmTZqE/v37480338THH398wPbvbnLuuedizpw5gfUgHAdqzNmQO8UuAg6LSiooq5LOBoTa5wQV9veTTz551Gyu05WyZ88e/PWvf90vXlBIFil7y/llHUN+TuNJ8cLqKZsWRF1GgqC8vNwRAEAbXuzduxd79uzBkiVLOlSzvlf2LweDF5MmTQr0N3WD4r3aCDqvbcol70niwOIFj7fXBtrTl9UZDTMGKarT1XinhLHWerxGLvgu+j3/Lisrwxe+8AU89thjWduxpKQEV155JcaOHYvnn3++R+PF7NmzA20Zhhc6tixuh+GFJaut6NhTsXaCtV/+8Y9/HBRedNgB8H3/DwD+4HneAABXoS3XHwDKANhE7H1ocxQ68n1APM+7BhId8H3fLTKhEra5smwMNXg0vM7QP1fzK+uqTB/ZPBtS05Jx0WgUxcXFzgjU0A0BoqSkBOeffz6am5tRW1sbKE/WKx2TTZs2YcuWLaipqUEkEsHevXvx97//vUPgOGjQIEyfPj1QbzeZTAbYIR0nOiY4UTXqQOZfJ3eYF04mh+lGWuKNXn/YhjIUDTETMBRY7HoBy2hyjFKZaxqTZbiTySQaGhoOyByMGDEC06ZNQyQSwUUXXYQ5c+bg0UcfRXFxMSZNmoRXXnkFK1asOGCffJZSU1ODk08+OcDEaElfq0zVWQPa9YcCqaYFKqjzuzACwYqCAn9zHMZisd4IQAdkf3gBYL94oeeoMJWT/cFSzpqep2ye9rHONTUiPc8LxYtIJOKMpsbGRtx6661obGzs+oY6CkQN64PBC87pdDrtIvuKF7QTGAXWaF9H8YLP6ft+YD0R0L7TruoSuzaI4yqMNLDr2iybb8e52jk6T6xOZHvs3r37gGVUBw4ciGnTpiEnJ8fhxb333ou6ujr33gdat/dZS01NDU466STXfto2NpKoET3VDcQLtSeIF5Yosnihv1Us8afj5GDxotNlQH3f3+F53v0ANnueNxRAIwC7q0klAK64aQQwPOT7hizX/wWAXwCA53nujVhaiV6xTi41mlTx8ke33lYmmOGs1tbWwBbLNPptfh3v1djY6Kr6MArAHEE+Gyc36zr3SudkwIAB6Nu3L1pbW9HY2Ijbbrutw8BYWlrqKgZpXi9zNdUxBNpr/NuIEpWvGtwa+rMssO4rUVJSgng87gx/Aodl8sOYAVslBshkF/huPBdAoE61GvyxWMwZtXV1dViyZAm2bduG+vp6vPvuu/sFyfHjxwfec8iQIfj+97/v2mXq1Kn46U9/itWrV3eobz4LmTFjBmpqagLheZ3bOsc1h5ftzYodAFzYHsisLa+lX62eUr2Sjd3h+NJx0iv7l2x4wbQIGlhhDJo1ymjcsJqXEkI6H2kQMZrE3xxTmtNNvCgtLXV6yC78pNFYWFiI8ePHY+nSpYe72Y5I8X3fERu33357p/FC9SrtA43uqLHPNFLV5zZH3KaN2HQbPjPHaSwWQ0tLi7sXow28Zza8CEshUeNTmX1LGulx1GHxeNyN6/r6erz22mvYtm0bXnrppQ7pJYsX/+f//B839ltaWnDbbbd1e7zo27evi9xp+1mbkKJOmVZ30oiz2g6pVCpQXpo6Q8eF3UcijHRU8vJg5GD3AcgFUAJgEIAVAKbKQ3oApgD4yz8/WoH29QCU4//5eYfkxRdfxIIFCzBgwAAAwbCsKnL12GjoW6+NnceGJ7uXm5vrNmVho9pQH39T+fN/ggQ7koooJycHX/7yl/HJJ5/go48+6ujrHlUyYMAALFiwAI8//rhLoQKAhoYGbNmyBSUlJbj77ruxfv36Dl+zuro6wOCG1XBWsQqagMyIgTL5QJCpVYObC3y5e2JxcbEzFjSNiEyghmJ5LS0Lp9+p8HsaKHxmXVBGZbNt2zbcddddmD9/PiZOnIif//znWLNmTYfasaKiAsOHD3fPRmVIZReJtG14NW3atG6r0E844QRcdtllKC8vd6l6rK2sxh3QrlfI6kYiEVeyUUGWlR80WmgZZ14PCNacpzOpytyyyrt27cKiRYsOf+McofLiiy9i/vz5GDBgQKB9w9g1jf7S6OHnKpybZPBzc3NdIQHO/bD675FIBPF4PFBHnOfYdMDc3FzMnj271wHYj/Tp0welpaXYuXNnAC8AYNeuXdiyZQv+8Ic/dBovdN6m02m3eDssygq0z3MdW8QLHQvWBtG5r3iRk5ODoqKiAEusTmVYJFHHEJ9Bn5Gi5+omlZ7nOWKDz/zJJ5/grrvuwty5czF06FD86U9/6jBeAMCFF14YuL5GXfl3T8ELVnVin+gu7TYKwPdTvOB723MptD+tPlKykX1n+1bJqd27dx80XhzQAfA8LwLgegCP+b6/y/O8YwDcCWALgPUA7gfwtOd5DwJ4BcBNAArRttAX//z9/zzP+z6A29FWCegiAKd39CHr6+td42lFH5tnxYocRUVFbrDF4/FAWUc2KiuxqAdWXl6O5uZmV+FF0y/C2FcyAGr8c6tvdvjWrVuxdevWjr7qUSUDBw7ELbfcgqFDh2LAgAF46aWX3I6D0WgUDzzwAIYPH4733nuvw9eMRCK44IILAp8xRAe0G2ph4Xx7HY0Q8BxlerQ8IP/XkJ/u/EfmmArdbi5FsAh7FiDIWKqBqWsMLNOZTqfx17/+FRs2bMCWLVswdOhQbNy4scNtOW/ePIwZM8YpORq+BEcawKNGjUJVVRXq6uo6fO1PQ4qLi3HWWWdh4MCByM3NRVVVFUpKSlBfX4/du3e797GRHc5rdajUCVK2X403iuokXVS8P1HjIJ1Od/sweXeWbHhh13HQ6KFjq+kOxBf2LyvA6ULLsrIyt3aG4yhswT6vqznE1C9FRUXwfT+wT0SvhAvx4phjjsGbb74ZwAsAePDBBzt9zUgkgvPPPz/0czXClPnNRs4QFxjBtaQAnQE1ulVf20gjRUlLNQiVIc6GGbw/n9WmCfFvPh/x4mA3Iayurg7oUgCuBG53j2wSL/r374/8/HxUVFQgNzcX8Xgcu3fvdlke1CvWGAcy03S49kfTjYEgXuj5SiyGiToePOZQ8KKj2uYcAKs9z2sG8AaAKIDTfN9v9X3/VbQ5CPejLdf/UgDn+L7f8M8H3ffP8y/55/f3A/i234ESoCqcUJq+oV4lB3FLS4sLo9Ej00ns+z5aWloQj8dRX1/v8qDJ+pWUlLiFYbbmK8XzvEAulz4Hjc2Kigrk5ORg4sSJOOuss7J26NEqAwcOxK233ophw4YhJycHc+fOxS233ILp06e7Y+LxeKeMfwA4/fTTXeqQVUQ06NhHllVRZk4nufXauQcEJzTHXtgmYMwjVUeT40XTzvhdGMvDa/JZ+E40GLQqhT7v4sWL8corrwBoi1p1xvgHgFWrVqG+vh7JZBJ33303brnlFtx44414+eWXnfGcSCSwZMmSbpfqVllZiX/5l3/BiSeeiJKSEpSWlrq1O5WVlSgpKQks1tY5zPZjBQ8ydWHK3zI4QHjFCBuF5P8EFSD7JlO9cnBijTPtYwCOCLJ4QVG8SCQSaGhowL59+9Dc3OwcQK02l63yied5gYpfGuHj/OVmQxMmTAhsDtYrbULjf9iwYcjLy8PcuXPx3e9+F/379z+k6xIvtGADgACWK4EUluKjBr5dY6IbfqlDqeORziDvpXiiZWQ1zZgEE8XqEBttIumkkW3iHH8ULw5WfL9tY8T//t//O2699VbceOONWLx4sdssMZFIdMtsCOLFnDlzUFZW5ko+cyM4oG3zOWYD6PoQILOd4/F4ht7XiIiKxXV+xt9qxxCztN8ORQ4YAfB9P402A35/xzwE4KH9fP8mgJmdfjqR559/Ht/85jcBBGvpyj1cY5CVKSkpQSQScaE1NhzrtCcSCcRiMbS2tgbyPgsLCwNpH9bTo0GgE8ku/tKUCaaE9EqbeJ6H+fPnY9CgQQGPmbXWD1bKysowa9asANtPRZmbmxuoyUtlzciQbtKiCp0MIdkbTmCCPat5MPWLY4JMT2trK6LRqBtj/DwsvLc/r1/zjPXd7Lm87uuvv45f/vKXh7RFezKZRDQaRU5ODpqamhzL8Ktf/QrLli3DkCFDkEwm8cwzz3Qrw7WoqAg33HADZsyY4cZXMplEU1MTSktLXUk97VcAAaNM5zUVvpb+VUdRo4L8re2ha0g0xAsgkLJFefrppw9zCx358txzzzm8oISNUd/33cZc2fCCeMCSkNQVnM8FBQUZi/so7GvqCDW8qIOoE6gvOrJj7dEkxIuBAwcGPudmX4cirNcOtOtUEoDECxp1/BtAQJ8TL7TWu9oBqk9IPvKeeg2Oo5aWlgCxpHXjLWll9b+SF/bzbHgBAG+88QZ+9atfHRJeAG22V35+Purr611K9a9//Wu8+eabANqcmO5WNIJ4wYXglFgs5iL7QCbmhuEFx0BBQYHDC64DBDIrxAHtJakVR6wOodDp02OeeeaZg373HqNpNm/e7P5mOFUbQT133/cDTgCrOFBJE/h1t0+mCVH5Mo1Hc7/VaLNsAQ1LVpuJRNp2nk0kEr0OgJH58+fj/PPPD7AiqVQKGzduPKTcQC541SoMBAmty8sJpUpdmRYN0fLZAAQWEAPBjaWo1Hk9TR9iCBQIpu9YNkCVA59TjQQ+h1UYKhyXH3zwgWM2D1a2b9+OO+64AxUVFYFITDQaxbJly5xS707GP3fgnjFjBoC2jePYHzk5OWhubnaLMKnggXblzjxvzemkpNNpt0BODcSwPuTCciCYL2wdOIr2dWcjNb2SKR988EEG0GoaguryMLygLlcHj5/zHOKFOvs6F5Q4oh6xO5Fr9KmwsBDRaBRjx47FihUrutW8+ixl/vz5OO+88wL7qyQSCWzatMkZmQcjRUVFGDVqlJubABwOkMAD2hdqK3YoXmifql1AW4JjiH0MwOkRm0ZEZpkOApBZIlolzAGwUWOOtbDFwvy+K/ACAP7jP/4DQLsDArTjRXcU4sW0adPgeZ5rA/YDdbJ1jKi/Gbnh35qmxWiI7RtLGHEcqD1JW0MLR1iCkKnqh4IXPcYBANrDcnb7ajaeTg42PkGcx+Xk5Lj/aSzyPGUDtRPDmNlIJOIqTWielwqB5pRTTsHevXsPyVM7UmTs2LG47LLLMnZk9TwPH3zwwUHtmVBZWYmioiJcfPHFmDx5srsm0A7CiUTChfJUMaoC5sSzOfZW8apBzvvQAKDio7LV3zqmsoXwfD9zx0FVEMoC8X91JHzfx4YNG/DCCy90uh3DZMeOHdixY0fod93RQBk9ejRmzZrlSv4CbYqytLTUgWosFkM0Gg1VyBoWLygoCDh11A8cD+ogqt7gOaw2lK2dwpyHA5XZ65WOi6ZxqGEWNu/S6bbdwdXpo9HGc5S5BYIs64Hwgg4eU011vQH1Ca99wgkn4I9//GPvWPinnHjiiQESjXNry5Yth4QXF110EaZObatfYtMqVLfa9AwVTQXJ1l+aCshxopuEadTYFjKhhKWjqv4KY/otXmj+v47r999/v8vwoqftYTF69GjMnDnTpYoD7WQenfumpiY0Nze7PlS80D7SHaGpL4jn1O1KKKqjqWuQ1I7MRhDqZ4ciPWbF0e7du7Fp0ybXwNYrIiDrBKZS14W9uhNqZWUlCgsLUVRU5MJ9mjtuPXRrlAFwFUV0cvG5CgsLUVHRViF127Ztn1pbdYWEgVhXyPr16/GXv/zFTQS2ted5OPXUU9GvX79OXa9///649dZb8aMf/QgzZwazzHTStba2ulq5OgE1JA+EMynKBlJ091cA7h5aEpLvyGoCGurVNCMeryFkfQcd45pTGgZM7733Hm677bajchOpsWPH4rvf/S6qqqoCez5wYT7bkbmoNhyrfc51HmrYK7gpiHIMWceMx6moPlE9xXGzadOmo7Lvulp2796NjRs3ZhjxQHA/DQr7LBqNorGx0ekKRvAUL4gZNKrsAuAwY5HjIJlMBhaf6xjMy8tDZWXlIae1HGmybNkyR65o5a358+ejb9++nbpWv379HF7MmjXLfc6+YH8mk0nEYjGHH5zfYWyt7UeNDlKsA2o/0yoxHFu8n/7QieROwnQoVRQvuJaRpKl1Unrx4ruoqKjIiLjo/gthaVFqR3Du23WF2RZpazUxnq/jKexeFit4702bNh1wl+v9SY/RNHv37sWWLVvcy4ctqrJOACdKNBpFc3MzGhoaAixeXl6eY/mo6An0vu8HvEAVXls9Nhpn7HRuLc/80XXr1n1GLdd5GTVqFL75zW86xryrZefOnS7UphMmnU7jS1/6Uoev43kezj//fAwdOjQAvgACk5OThylCVLaq1HmOKm86Bjrm1HAMq+qhz6DRKU0JKisrQ58+fZyS4SJDMgZ6vhoDNpVEc8vr6+vx+uuv4yc/+ckhKYSeKhUVFfhv/+2/YciQIS5KyHlMg4v5tc3NzRnGOvuK6Xuc+8ruaZlHywYpC6wGPf/WSmR03uzGdADw4YcfdrtqSj1RiBdM/VRD3eKFGmFcFNzc3IzGxkZXjYXHs14/c/YVL7jA0qYaqg7RsL+yh1yozgXFPUmGDBmC8ePHHza8ePfddwNsqhq4nZWamhqnIzQSY3U2xwbXfaiOV7xS4oDnsOwj9brFC00f4XUsDqqOKC8vR1VVlYuaW+Nfn8FWobKYRPzYt29fL178Ey9IqClpB7RFAkgGUJR0Uz1C9l/XH1oSuSN4zh/arsQI6hfrUHz44YfYt2/fQbdDj9I0nIjsJG0QIHMHTgBuknBCNTY2uollc+M0DKtKnItytMwj2R92jM0x509RURGKioqQn5/fJTl2h1sGDx6Ma6+9Fv369UN1dTUaGhqwfft2LFy4sMtC0kzPsBMknU67vPKOiO/7ePTRR1FdXY1x48a563DhLktwqmJlnWYNyep76WJgOoss1cd8Pn1uhu4AuNQBdSpYOYDGQ1lZmQv5lZeXo76+3ikfgotGGzR1SBlLVhngd+vWrcOPf/zjQ+uYHihk6c8880wMGjTIKUvqCrL/zOdk2F3bOJFI4J133sFJJ53kFC7XjqgjqOy9LadnDb5oNOrGEZU///c8LyMiAcAp/l7pGuEcAdr3ArEGkv5NXKFxlkql0NTUBKA9D1yP55zWtAs69MQLG6FOpVJu4SlTR/V6BQUFPQovAOD888/HjBkzsHLlysOCF9TpyqhrtL4zsm3bNqxfvx7jx48PzOewSj/EET6DdRKATLygbgfaS3naCALvqeuLiBfRaNThVF5eHoqLiwPpsrRfNP0sG15ouylhCQCrV6/Gbbfd1qm2O5LE4oU6+tT9tFEYCaIkEgm8++67OPHEE53hrwvS1UbQyBKvz2MozFTRktMAApkD3NBQdQrQvg7gYKVHOQCPPfYYTj75ZJSWlgYWXKgxR6dAPS7NwWM1EB7b2trq9gOgMleQYGTApo/QoODfNDbVUGRlmH79+uH666/Hfffd5wClO4rntVXCePHFF3HppZdi0qRJLrWltLQUjz32WKcVbphw4xOmu3DCrF27ttPtU19fj6effhqjR48OpGKQvdUcfnroygTye4r2sa3Vq4sAafyr4cd3UtBgNQAAGRWOcnNzUVJSgqamJndfG16m80BHUzehUyf0D3/4Qyd7oWtl8uTJqK2txccff/yp3bOsrAzXXnstysrKMGzYMLe2h8Y/nW9uwsQIgN3NNz8/HyeccIIDWi3/C7QBORlIIJjnqmCrhsMbb7yBefPmZaQH8Z78TfBOp9Nobm7GX/7yF/RK18gf//hHzJ8/H6WlpYESi2rM2TU/XC8AtDtkjY2NgfFAPaKbglG4xkzxQvsbQICAAODSE3mdqqoqnHfeeXjssccOZ/N0mbz//vuYNm0aJk6c6MZ0V+LF2LFjnS7XjbXWr1+PgQMHYufOnR2+Vn19PZ555hmMHj06kOahjDz/p12gDrx17BgZVgeCokajsvFAcMMnHX+qR5RAANrIDpJRHFs21UgJC7aZppXy+J4ytrpSysrKcPzxxyMvLw9nn312Bl4UFBSgpKTElYuOx+MuYwCAGwsFBQWYOXOm6x9N/eH4V7ywjrCS1OzH119/HSeeeKKzGXUc8BzVJ6lUCs3NzXjiiScOqU16lAOgVTU0FEdlag0yNjSdAE314CJe5vpxwjMcRNHQrjIAuiiHk5/HkAEsLi52ndXdw7q5ubk4++yzsWDBAjz66KN44okncO655zoluWDBAnzyySd4+eWXD/oenufhxBNPxGWXXYacnBzE43Hs2rUL/fv3h+d5mDRpEoYNG4b3338fjz76KHbt2nXAsmSDBg3CV77yFTc5gbb+LioqQk5ODlpaWpwHzQkLBBlcrdiijqUKI0k06FThqxOhzwG0125mWol1SNVpjUajroqURgNU0VMxKHgsXrwYu3btOuh+ORRhn37lK19BS0sL3n33XTQ2NmLRokWHPZXlyiuvxLRp01BTU4PCwsJAyg3QXtedjj33/lDmUPstnU470Ke+YBlXVeKqwG2Il8/A/GIey4oxNAJYQEDHCtDzFtF1Z6GODsMLOurKylpg1sV+CsD7wwsAGXjBZ+FvsrtKFESjUTeGPc9DeXl5QC91N8nNzcVZZ52F8ePHY9GiRQ4vqB/nzp2Lxx9//JAYSs/zMHfuXFx22WXOIKuvr0e/fv0QiUQOCi8AYObMmYF0HBrWxCSgPX9ejWj2jZJI2dKENZKn6WNAsGKhXRegpJTqItX9HLckMzjegPa1aZrOqqxzJBLBokWLPjO8AICpU6fijDPOgOd5+Pjjj/HMM8+gpaUFjY2Nh/W+V1xxBWbNmoV+/fq5uUaHDmjfvJNzNx6Pu7RxCvtZI3/8m+3OqD/F4oV+BiAUL7TsOICsmwQeqn7o3lapkVQqhXfeeQfz588PeLQEZzXqNJxLCcv70x09udJbc7N4PVZ50XA9f5MBUDaBE5LG59SpU3H66afj8ccfR3eUc845x23j/ZWvfAXf//73UVdXh6qqKtTU1CASieC11147pHvMmTMH3/rWt5whXl9fjzvuuANnn3025s2bB9/3UV5ejgkTJmDcuHFYvHgxfvvb32YYSSph+fxlZWVuglOp0xhQwCczwjFiw3PpdNpVB1Bm37JaGm3SictzCEphDGReXp6LGBUXF2eECiORiGOJFbDI/jc3N7uNuaxMmTIlsFPm4ZC8vDwcf/zxKC8vR0VFBc455xxEIhHMmDEDP/nJT1BbW4uamhqcfPLJ2Lp1a5eVgxs7dizGjx/vdvcF4JQ5+0Kr+LS0tGDPnj2IxWKBHFxV6JyrWgK4paUlYNwrmxZGQuzbtw+bN2/GuHHjHHAz7QMILgLWa/m+j3feeafL0iZ6pa193377bSxYsCAUL2hoaT+pQ6cGOq+XDS+sAZifnx9YoKlYkkgkkJubG1jsqZv55eXl4ZRTTsGePXsOmeE7XDJw4EBcdNFF7u/vf//7qK2tRXV1NQC4PPhDkTlz5uCaa65xkTnFi7lz5wJoY3XHjRuHH/7wh1i8eDF+97vf7Rcv+vXrhyFDhjiMj0TaNnPj/KQ+tule/K0YwTGipBIzAdQGCGPpbQSaf+fn5wfSzsLITDoBYXjB++lvnpNOp9HU1IRXXnnlM001rKiowPjx45GTk4NJkybhnHPOwebNm/HTn/7U4cXcuXOxdetWvP32211yT+JFdXW1wwvaDkwPZGaC53mIxWKora111eJo3wHB6mBM16M9ycif4jX70KYIpVIp1NfX44MPPsC4ceMcSQUgkPZF0Wt1FV70OAdg2bJlmDdvHoBg5Q7+cCMVq5DZaRqu5yTlYovc3FxnbFEhaP4vnQBdfEmjj8ytXQnOQeD7Ps477zzs3r0br7766qfbcB2QwYMHZzBfZPvJVh2KQj/55JPxzW9+M1DObeDAgbjkkkvw/PPP4/jjj0dxcTGam5vR1NSEqqoqnHzyyaitrcXzzz+PoqKijMUunufhhhtuwJAhQ1x/MuWDhjNDaroHBEXZFRv1oYGoVYI4yXWhufY/r818QBoKzOWlgaGAoOFkZaXonGpuojUUGhoacNddd2H9+vWBdsnNzcX555+PU089FU8//TT+8Y9/HDbDMpFI4P7774fneZg1a5Zrg9GjR+N73/seHnroIXzta1/Dcccdh5aWFjzwwANYvHjxId2zT58+uPXWWzF06FBUV1cHmBxGTIqKihxrmEql0NjYGKiprA4jGRwu2gfg0q2AzAoe1AepVAq7du1CZWWlW7hXXFyMY4891qWItLa2uo2FgKDhoFGA1tZWvPXWW12SMtErbZJKpbB8+XKcdNJJ7jNl+pUA0vUeFI4RzlGOHd04knjBfF09X/eZUeE6FOoXJQb0Oc8991zs2bOnW+KFYhzQ9rxd+Zwnn3wyvvGNbwTWVQ0cOBBDhgzBK6+84vCCVZuqqqowf/587N27F//4xz+yPvP111+PYcOGuc+Y9kG8YDovy7MqnmukLwwvGB0AgkY42Vt1ONVw51jitTiOwvQO34M/Sn5qNULilxqrdXV1uPvuuzPwgu199tln44knnsDSpUsPpss6LEuXLsWkSZMcXnieh1GjRuG73/0ufve73+HrX/86xowZg5aWFvyv//W/sGHDhkO6n+JFVVUVgHbjn4QR5yEd13379gUKxgDtNiTbkxXBAGT0hdqjSjxv27YNFRUV7pqFhYU49thjA9krHIO8LseN2hipVKpL8KJHOQBAu9IOS/UBgjmdamipp81JBrQ1MMsyKhPU0tLiOkIN44KCggyGAGivIKGeIp+N9yspKcFpp52Gt99++5A2MDkc8tBDD6GgoAATJkzAq6++GjD2WXGgs0Ljavr06bjiiivc2g2dIMuWLcOKFSvw61//GldccQV++9vfYu/evfjud7+LgoICnHDCCTj22GNRWVmJZcuWuU1FKioqcOGFF2LQoEEBA5ob+VDIytA4ZH/qXhLsdxueo+PAiczQvypgLjC16wZ0QlMxayiXf5OB0MiUTWXRMcR3jcViuOuuu0I3TsvJyUFNTQ3y8/PRp08fF404XBKNRnH//fdjxYoVuOyyy5xBfOyxx+IHP/iBY+GLiopw/vnn4+WXX94vS7c/GTt2LM444wwcc8wxqK6udnOT849gy7Q7Rknq6uoy8nc5v6lsLahz8ZcFf2XW9u7di/z8fJSVlbnxTidNwYLCMUcigQZoIpHotukePVm09n4YXqgDqH1LHLBCDNDxkEqlEI1GXelY9jnHQiKRCGAI57ZWhdJno4HZnfGitrYWK1aswNixY7FkyZIu0S8WL0pKSgIkDdtt5cqVuPPOO1FVVYV9+/YhmUzilltuQX5+PmbNmuUi1tu2bcOiRYuQSqVQXV2N888/PwMveE86emp4c4EvjXRNrVFnT20LMripVMrtQ0QhKeD7bRvP0ejU1EA6PMoeU18okaWi7aPpRRYv7r777qwbbRYUFKCysjJjndrhkJaWFocXX/3qV1FZWQkAGDlyJH74wx8G8CKMCe+MHHfccTjzzDMDeEG9G4vFHF6onRiLxdDY2OjaU9N+mZYFZG6sRrLJks86N/bt24eCggJXDITEMseCOnpA5v4PJKV0z6FDkR7nALz11ltYt26d2/BJQ7facDopKBripej/9hq+77twrTJ3zBGzVQioHHR7b16HRujYsWMxbtw4LF++/PA00EFKc3Mz7r33XsyZM+eQDDRKbm4uvvKVr+CEE05wJVFtbv2OHTswa9YsTJkyBYsXL8ZNN92E3NxcXH311W5bdN/3MX36dMcSeJ6H6dOnOzZI+3jDhg2YPHmyC8PS2GM/8VhOXBqKiUQioHgBOIOME5pjQaMCvA7D+TQ6yT7zHvF43BkBXHhEQ5D3UcdUw70KSIxu+X5bzvD7778f2vbxeBy//OUvsXHjRixevPiwGJae52HYsGHYsmULgLbxs2jRIowbNw4nnHCCA1ZltrZt24a77rrrkIz/m266CUOGDEHfvn3dfGUJ1ebmZmeEsT/j8Thqa2sdcJJh4X4Kdr0Fv29ubg7sCaLvTUmn0xg+fHgA5C2Ty3en8UKSgMYg22fFihVYtWrVQbVLr2SXd955B+vXr8ekSZNcvyhe2DQfiyEAAseErSVQB5FGvV6fUUhNIeVzUGfoXAfgnNfujBd33323i5R1JV4UFBS4dAwlL7jY94QTTkAsFsOiRYtQVlaGa665xuFFOp3G/PnzXVt+8YtfxLp16zBgwAAMHTo0gBcbN27E5MmTA8SMjfDpeymhQ+bX4gV1ueprHT8abWSKqOKFOp7xeDywKz3Hl5IYOha1yAXvT12zP7wAgBdffPFTTQ2KRqNYvHgxxo8fj1mzZjlSTm2tTz755JDWkY0dOxbXXXcdhg4dipqaGudMxmIxVx6e7cv+ZOoP14dSPyteaJSH6bt0JjiW1F7UOT98+PDAM1pHjULdYNe0kMDsKrzocQ5AKpVCQ0OD+19Ds8q4KUNj2RUFadvwOuFVAajRyJJMjBJw8vt+W5nR0tLSwPU01BSJRHDttdfC93289dZbh6GFDl7i8TheeumlDh9fUlKCCRMmYObMmfjVr34V2JXx1FNPxfz581277du3z7HRlIEDB6Jv375obW3FxIkT8dhjj+Fzn/scpkyZAgD485//jDfeeAP/+q//igEDBrhr2Q2/KFVVVSgsLHSOAxVsJNK2uCcej7v8P0463f+B44ITWxl4/q1MTHNzs1MsavDbMcW8c1b7sWlllpm2OaO8Lr/j2oQTTjghazpNa2srFi1ahDPOOAMrV650uYnV1dW46KKLsHXrVvz5z3/u0KI5Kzk5OTj99NNx2mmn4Xe/+x02bNjgciUffPBBpNNpHHfccc5ITyQSePzxx7F06dKDqhJUXFyMESNG4JprrkFZWVlgMTeZulgslhFdSqVS2LNnT0bqF/td0wL5XmSMbdqHpnKoTtFragiXz8bjNdVMywkDQFNTE5566qne/P/DIMyztaQPEMzppli8CIsaWFHHgmOPjgKNskgk4goSMKJKXCgvL3fXoqOoUaarr/7/t/fnYXZVdbo4/u5zTs1zqipVmeeBQOaAJCQEJIBoQxS1QWRSWxpUVNT+dT/afdu+1+u915/dtnK71fY6IKMyCQ6AhAxkgiRAEpKQkHlOqiqVms+pU+ec/f2j8q5696pdSQVDhqr1Pk89VXXOHtZae+3P+5nWZ33+vOSL040MFxQUGEWrra0tUOY0Ly8Pc+fONYZ7Y2MjysvLAXRxeXV1teHOZDKJJ598EpMmTQrwxWuvvYZ/+Id/QFVVFXJyckzFlrDnR76gYUY5QaPNXsjLdthecrZH15ZopI+cQRml1YfClD86IlpaWoxxwLmqqYl6/574wnaC9gS2kRuXsq+MnBw4cADPPvvse+ILoHPTtunTp2PJkiWhfDF+/HgMHDjQFO547rnn8Nprr72nDVTJF5/97GdRVFQUKLnMlCxG82mAU8bX1tYaOU1w3JUrKOepqPOZqcNOnQo9OZ0pI9g2Hq9OQK5ZI1paWs5Ymd0LzgAAgEceeQSzZ882Jdt0sa8q+PaLxe81P88uG6qDT++x7/vGI6F5dWplq+e/paUFhYWFgSiBTobi4mJ8+ctfxr/+679i48aNZ2nUziyuvfZaXHnllRg/fjwAoLCwEA8++KBZwLRs2TJMmjQJU6ZMwTvvvIOGhgYsWLAAQPjuqDk5Ofj0pz9tPjt8+DDefPNN1NXVYc2aNbjpppvMd/oM+eLu2LEDV1xxRSA6o0YAX9ZEIoH8/PzAve3wG1NJNCyoglrTc44dO4aCgoJAPWDOy/z8fEMibDOrffClp/CwPU2qzGr7tU1lZWUYMGAA6uvrQ5/RjTfeiI997GOmioZ6NCdPnoyCggL84he/OO08wiFDhuATn/gEYrEYvva1r2Hbtm1YsWIFli1bhpaWFvzkJz/B8OHD8bWvfQ1VVVV4++238dRTT530miNHjsTgwYO7LTSfM2cOFixYgEsuucQYPnl5eeadam1tNVV6KLgzmQwaGxvR1NRkBDwFrSplXChuK3q6eFMNQ30+HEc+Kzt6yGtRCdB1JECXsO/o6MDmzZuxc+fO03oGDr3Ho48+ijlz5pi5QUKlp9Z2GinU+Lc5xeYLNfTo0VTljXKJxiUVk9bW1gBf6HtOpez+++/Hv/3bv12wfLFgwQLMnz8fY8eOBQD87ne/w29+8xvzfTKZNJEa5Qt9/5R38/LycPvtt5vzyRfHjh07JV+kUins3LkTV1xxReDZA117xTAK2N7ebvhCDXyep6mH+m7b6X98pvX19WYnacogTSlhZJmKZSKRCKQparSC/eH8UuNT/+e1r7/+eqxYsaJHvhg2bBi+/e1vm/PVCJ02bRp27979nos4VFdXY+rUqZg2bRrefffdbnzheR7+8R//ERMmTMCmTZtOyRc9Yc6cObjmmmtwySWXwPd9sw8M5XpbWxva2trMO0j9r6GhAY2NjWas+P7yGEYAbFAXsA052yijrgl07V0Tdi2VNz199/TTT4eu43gvuCANgI6ODtTX12PgwIFm8qu3zvbyq8dVy3qpxxcIVmrQ/3kM0wV0dT+rhOh5DPNnZWWZ70k2bE9+fj6+9KUv4Sc/+ckZW+l+ppGVlYWFCxdi+/btSCQSmDFjBgYMGIBRo0Zh+PDhAaVn+PDhyM/PNwZAIpHAE088gWPHjuHVV1/FN7/5zW7jqtav73fuTvjMM89g3rx5+NnPfobDhw+ba6swtZ9XJBLB6NGjkZ2djdzc3IAnpr293dTiZ/iPdX55DX0hVflXMlDyV0Ji1KejowOVlZXGO11SUoLi4mITKdi/f3+3xTx8oXX9iXoPNerEz9vb27F8+XJcddVV+PjHP46pU6fi4Ycfxr59+7ql+uzbt8/kr1JAUQFKJBLYunXraSv/QCfZ/vGPf8TChQsRi8VwySWXYNy4cSgrK8Pvf/9740nZvn07MpkMnnjiiZNeb+TIkfjiF7+I0tJSLFy4EA8//DAymc5doUeOHImioiJzbEFBgSFxLtSj0aceXb7f9l4OjLoo8XLhMK/H8D/HXSuaqNPAVh7stT/ajjfeeAO7d+/GwoULu6V2VVVVmeojDmceHR0dqK2txaBBgwJ80ZPTyOYLKmO2wRBmEPCZ8n2m/AC68otpePI6iUTCzE1NI+A1ubbpQuALFmSgDL7hhhswatQokyqnMlvR3t6O//qv/0JJSQmys7Px93//96FRfF0w3dDQgJ/85CdoaGhAPB43iu3atWvx0Y9+1FzbjqhGIhFT9KKgoMAo2kzRo6HI1A7yBT+jjCe/MAWKz5TPW/mCn/u+bzb7Ki4uNmsMuAs020C+0FQi9kVlB/tDb7beh1GHFStW4Morr8QnP/lJTJ8+vUe+4PiGraPk7tjvFfX19chkMsjNzcXFF1+McePGwfd9k27s+z727dsH3/cDhmEYRo4cibvvvtuM829+8xtkMhn89V//NUaOHBmIqHEdCSsB8hnquAFdm76FRf+Y9cFx5fPWqI+CUWTOOaaBcf7bcx/oXrnprbfewq5du8w8tjMAzhQuSAOgqakJL774Iu68804AwQo/KjQ0bKeCX4/h+WEKnh3CZ3URXRisO+xRoUsmk0gmk8jPzzdCn9fRe5aWluK2227D+vXrz+hDPRPwPA8LFy7EJz7xCZMaAXRObqbRAJ0TsrW1FQ8++GCgtnB+fj5uv/12NDU14e677zaVFjjWumI+EomgqakJP/zhD7Fjx45uaUjbtm3DzJkzzfE2GKFhio+SBNvO+aDhW4YDc3NzAzna6jXRVfccF36nY9Xe3o6Ghgbk5uaiqKgIJSUlxls9bNgw1NXVmbKBJA62XeefzhHbOwl05gBeffXVADoJd9KkSfgf/+N/4Mknn8Qf/vCHgICor68P9XCvXbsWS5Ysec8lQjs6OrB3714kEgljFOfk5GD48OEmB7WtrQ0///nPUVVVZdYJKAYOHIiysjK0tbXhvvvuw8CBA81i2m9+85tmnOh1oXe/qKgInhdcWM3IAJ+T5trbCr2dpsOx5eYtuiDUXoBlK/+2IOd9NOWIz3fGjBkmVYGRCJ7/6quvntcbBF7oaGpqwssvv4w77rgDQJdCpoq8Tcw9RYCUF2wvHq+hxnwkEjHlPjmnNM2HPx0dHWaTJ1UelLtKSkrwqU996rzkCwC46aab8MlPfhKRSCQQyWB0FIBZlG8bMbm5ubjxxhvheR7GjRuHwsLCgDFmO31aW1sNX9jQd1vlthoBJSUlZl0WwfdW76cFJYBO/qOsoRzXZ035YT8fe6+I9vZ2tLS0oKSkBNFo1Bg+RF1dHVpaWsxcopHIvthe/7D5wGOuvPJKo4CejC/YJz1f+WLz5s3d7tFbvPLKK/jwhz9s5gKrLyl+9atf9Xg+OX3QoEG47777UF1dbfQw8kU6nQ7sphuNRlFYWIhIJGKcOHzGalAxCm/LgzBDgSBf8H6a/qfzTJX/nhR/Rqn5fzQaxfTp0zFlypTANdTgO1O4IA0AoKsms76wYZY3f6vQ5Ytvl+zUc9RLzfOZa6z5YPQWcB2AvlBtbW3mfA3rakh58ODBuP766/HCCy+chVHrPcaNG4drr702sNCVv3UxKj0UeXl5gfNvu+02TJgwAZ7n4eDBgyb1BegSTFo1iV4YoqysDEOGDEFdXZ0p+woAq1atMotM1RMPdBI9XxZ6c4GuHM1IJGK8v3zhBwwYYBTGhoYGc16YpU4hw74TVDLb2tpQW1uLoqKiwEY/ZWVlGDt2LLZu3RrwMquAsSNXalTy3kDXBjMakoxGo/j4xz+Oa665Bjt37sTy5cuNkvvuu+/i4osvxq5duzB8+HBkMhk0NzcbYV5eXo5EInHa3p133nkH27ZtQ0lJCcaNG4fXXnsNP/3pTwM5ovF4PFT5r6qqwhe+8AWUlpZi7dq1GDhwYKB6CpUoPkf2saSkxCyo5LhTKee4bdu2DYMHDw5EBe1rAl0eHypfNDA41vycx2gaj0IdDLyPfsfz7TZriN3h/QcNQyV5wuYLoMvzqYv0qYToPOA5ahTw2dKgVM8slQ/lCt6rra3NzFst/6vcMWTIkPOSL4DO3cD5ftmlLVWONTc3d1uQmpWVhauuugqxWAyHDh0ykRI1wCjDOabKF0RVVRU+//nPm3uF8QX5vK2tDfX19cjKyuq2cRP/140EI5EIiouLTWSgubm5G88A3R2I1BH0+p7XuYawtrYWVVVVgYIJZWVlGD16NLZt2xZavhoIFizRORRmlKrzCOiUpTfffLPhi1dffdXMz+3btxu+GDp0KAAE+OK9wvd9bNiwwaTL1tfX45VXXun1+V//+tdRWVmJ9evXo6KiwswLnR/qqGRUhfv4aH1+9jWTyWDbtm0YMmRIIHKjY8p31o68kHfYN9/3A9Ej8gu/t6EyR+9LfTZs/GyZcyZwwRoA69atw4c+9CFUV1f3GLbhZ0Bw1z1N+VBFTJUwDaupkOdCHioirO5DAcN7q1FCgUJll23hw7/22mtRWlqKp5566pxu0KEIszLtNBz2sbW1FW+99Vbg2BUrVmDq1KnIz8+H53mh5cXUu1JRUYGvfe1r+P73v4+mpiZ84QtfwJgxY1BbW4vhw4eb4+bNm2fuSw80X0yW3NOV93wx+YyoRPJZUEC0tbWZlf/sq03uLAXH6+pvHtfW1obGxkazuzGvVVVVhYMHD+LYsWPmGlQo2Gbb06ihdH4WJuSBTuFeWlqKmTNnmvrKtoJJRWbu3Lk4ePAgVq1ahXvvvRf19fX4xS9+cVopKPF4HD//+c9N2P/dd9/ttkAsPz/fpOoofN9HXl4eiouLMWbMGBw9etRU6OA4xuNxszsn3yN6aph3C3R53SORiKkGZL/THGs1sFjdiwu0qWTx3QyrAKThYo060rFgGwiaOmI7KXiNmpqa825xZ1/EunXrcP3112PQoEEAuox2O8JG6LumKRF6rM0XKtd5D00HBWAW/asBaHse1ZtpK67nK1+EQduuEfKwNlNOk5t14SZh88UDDzyAf/3Xf0VTUxPuuOMO5ObmoqqqytT5930f8+bNMzKUfKEKox2NZTuozLHoAB2OhYWFSKVSaG5uNumiqi+wr57nmQ2itI+2kcA9b3R+KV+wfDHQxRe615FtyKqhaxsFtjFQWlqKGTNmmCo8Nnid2bNn46mnnkI8Hsfdd9+NtrY2/Pa3vz0tvshkMvjlL3/Z6+NtFBYWYsCAARgzZgxqamoCz5gREvIFx4JGFvUvHQfOQ935md/xf+UL6n1a8IVQg1ENSU3b4btLnVLlBK+hfKO8xetmMhnU1dWdUb64YA2Ao0ePmpXk9kulCgA/4wtPIc1zuKkL/1ZhDgQ3f+BnrObA63PjJ1Ug9IFqWoC2be/evSgpKcGQIUMwaNAgFBUV4ec///l5UQ1k27ZteOWVV/DRj37UCBtVcvRn8+bNGD58OGpra40neevWrfiP//gP3HvvvRgxYoRRtIEg0elLMGTIEHzta19DY2MjLrroIgCd+f/2s+T4bN26FePHjzeLtFSI2gojAAwePNjUHOYzycrKQl1dHerq6oww0NQfVQL47LReNKGKO9NU1BsAdC6yymQyOHbsWMAoVMFkK+22V4Jg1MI2NrngiQKG7R81apRpy9atW/Hqq69i+vTpGDlyJMaMGYNYLIaf/exnoV61nsBqXMeOHev23ZAhQ3D//ffj0KFD+NnPfhao+JGfn2/23pgwYUK3KgiRSASbNm3CrFmzjGeG6VQqtClUqdAnk8lAmTV913RhW0dHB5LJJHbu3ImBAwea3Fs73Uu9MUosdhUPtl2Vfd/3jaKjz5jn8LP29vZA6pzD+wPyhcp+oHupTyBIvur1A4LRWz2Xz1UjT3zmfKd4DPmC7VG+sEsWqxJt80VBQQF++ctfnhd8AQAbN27EmDFjAkq2Dd/38c4773T7rqWlBT/+8Y9x7733YujQoYFyyTzP5ovBgwfja1/7GhoaGjBp0iQAwXeeyhbPV75QeU35o9WZotEohgwZYioRsSpcLBZDc3Mzjh8/HnAW2XuI2Gs/lC+0L9wokOcAXekkVVVVADrlK+WW6iEn4wvbQUXDRp+LGqY2J5MvUqkUtm/fbgyiadOmIScnB3V1dWc0CjVkyBCzG+7KlSsDfMG2xmIxjBs3zswNVdY3bdqEGTNmGJ7Oy8sz6wH5nCi7qcS3t7d34wv+1igBc/7fffddDB482PCF6kJso+0cUsXfNohtZwENC90XhNfQHe3PJF+cuWSic4Ann3zSkHlYuoQNfbCe17XgSl96DevoefrSJZNJtLS0GGsbgFltzhXj6kkkOBl5T4aoeI/LL78cAwcOPPMD9R7g+z6effZZfPOb38RTTz1lxoOKMwXK4sWLsXTpUtx333347Gc/G8jr27p1K/7P//k/+OMf/9jN06pj0drair1796Kurg6DBg0yyj8QzNHTl62+vh5TpkwJVPThYk5CX/7y8nKzQUw02ll7uaysLPAMgO6RD76s2m62C+iaU8xrrKioMFvLa8SH4eKKigqUlZUFvNu8ri4mo2eJyibnmua0Ujixjzr/tB+8JvteXV2NiooKrFq1Ck8++SRaW1uxb9++U3oTuYviqZCdnY077rgDgwYNwowZM8waEF5j6NChZk2ItpHgu6BGV2lpKWKxmFk0p4oA3zNVvvVd19QN9fQUFxcHNm5TYy3MI6af85npYmQ+HzXItI/qtfN9H01NTadcIO1w5vDUU0+Z98WutGNzR5gyTxnE81WBUv6xPXvt7e2mUpVGEzk/yRf6PecJ5xe9zzZfVFZWnoWR6x2ee+45fOtb3wrwhaZMkC+ee+45/MM//AM+85nPBM4nX7zwwguIx+PmfVIOSKc7d/Xeu3cv6uvru/GFVuVRmWLzBZVv5Qsu3gQ6+YJlq6PRKIqKilBZWYni4mITndDsgDCF2079430ph3JycjBo0CCUlZUhPz8/EGlqbW2F53kYMGAACgsLAylVbCvlDvUJOxKlXA10pU1z7mtt+7DovvLFwIEDEY/H8eyzz+LAgQN/0YLgMIwdOxa33347brvtNtx9990BXic0YmcbLJdffnlg91zlYNtw5DjYXE8e12ekz7esrCzAF+QA25sf1m59l7l+TdclcLz1OmF8caoF0qeLC9oAePfdd7Fp0yYjXDRsT2Fhh8+AoNLGh6iTRL35tkXNF7mjoyNgpVLwML0kk8ngzTffNOkPOnFpFBQXFxvPQDqdRm5uLr7yla+cN0ZAR0cH9u/fj8svvzyw+zGVskQigcceewwVFRXGMzVgwIDANRgtYbUEPqd4PG5+Vq5ciW984xt46aWXAHQ34PgctXb2gQMHuh3H63JTjng8jkymcyFpYWFh4DnrYk4K+7y8vIDxxhdTPcx2mT5a5zk5OSgvLw9sUsXvWWKM7c/NzTWb3VCw0yjJyckxm1mp4spr2QotocfY85b3ZV8qKyvx1a9+FcOGDcOiRYvw05/+FDt37gxUR7IxfPhwPPDAA2Yhq8IWfslkEo888giOHj2KTCaD2bNn495778X48ePxjW98Ay0tLSb3Vp8v267CPZPJGE9OOt25B4gaKqtXr0Ztba15z5UA1bhSryo/Ky4uDoylenz1PK2ipNem0aYeYjttSJ8JnweF+Q9+8IP3vBDb4fTx7rvvYsuWLUaWqCGg/wNd80g9+0z7tKMIfGfUuaTzF4CpPU5wblEOpVIpwxe8nxomQBdfUAbl5eXhq1/96nnHF7NmzTIKPOUtvZePPfYYkskkhg0bhurq6m7XiMfjiEQiZrMmGmzkipaWFixfvjzAFzao3Gt5zjC+SKfTiMfjZk8CvsvZ2dmBUsPqaY5Go4YvCgsLAwVBdF7QMamyl23LyspCXl4eysvLTVRa501jYyMaGxtN1CE/Pz/ADVrGODs72/xPbtDiB6rQ2oUP7L81CqWbnFZWVuIrX/mK4Yt//ud/xooVKwIOFRvDhw/HX//1X4fyRRh27txpqv594AMfwD333IPx48fjlltuwdSpU42xwmfL/oXxBXmlvb0d8Xi8G19oGm6YV97+m3NFd+9V5xK/53xXRd7mC9uRyXEn7Mgyj21sbMQPfvADbNiwoVfj2Vt4PXnLzwd4nnfKxo0fPx4PPPAAAGDLli2YPXt2aPhE/weCOVdUyNUbo4KLx9tjFY1GzUIlkgjDfdxRzvZYhnmJuHMtv3/ooYfw4osvvsdRO3PIycnBnXfeaaoIMDwViURMecvHHnsMS5cuxZw5c7B3797ARk/l5eW4//77MXHiRACd45VIJLBt2zbk5eVh4MCB2LVrF/7zP/8TbW1tuPPOOzF//nzzgqkAXrNmDS655BKjpNoh+7BQKAUjtzin4AU6y4OxQoDv+6itrcWePXuMoWMri4QdYqZgKi4uxpAhQ8yux6wAdezYMRw5cgTxeNwIVq1gA6DbouJYLGbyUIFgtQneW9c5qKdSnw/zjymYeB9eo7m5GYlEAsuXL8d1112Hjo4ONDc34yc/+Ulg8e7w4cPxla98BRUVFWhra8N//+//3QjrCRMmYM6cOXjiiSe6hW3nzp2Le+65xyz+bmxsRG5urqmQpRGQsOfJXFeOJw28rKwss5C7rq7OGEy2d0ifGT0+mpcZlvKnHstIJGLeX3qNeH3OT35me2v03tqvAwcO4PXXX8eiRYtM3elTwff9M7fqqw+jN3xRVFSE7373u4jFYtiyZYtZIKpRI4082XzBecBjVQE8FV9EIsGKQJpD3d7ejvr6+l7xhebCn698wfeD49PR0YGmpiZ8/etfRzweR3FxMdLpdKD6VXl5Ob70pS9h7NixZgzS6XQoXzQ2NuIjH/kIbrnllm7RQABYs2YNLr74YiNnVL6EpUzpAm1WcCNnAJ1Vg1hhLpPpzMXes2ePKR8KdEUFw5470PkMWdO/sLAQgwcPRmFhYYAv6uvrcfjwYaO42lHesGtyfDWCTB5T41RTLNWZxHHT+Wg7RL0TUWzyxbx58wB0Gmw98cWAAQOQSCQCfDFixAgUFRVh586dPfKFbgaXl5eHRCKBgoICs/ib8ldlOR2rNIy4wRudsnQi1dTUmGcQxheq8Gtqn52CpffWdJ7s7GyzGFmj0qojqmGmxos+T7bl/eaLC3YNAMFJn5+fj8suuyyQywt0z+3Uia3eUipk+tIoSAB22gLrzPN6kUgEBQUFZnHwqXbOo4DkZACAW2+9FW1tbVi+fHk3YXK2EIvFcNttt+GDH/yg+Yx9b2lpwZ///Gf4flcd35UrV3a7xsyZMzFx4kQjaHy/syRcQ0MDHnnkEdx444147LHH0NjYaBZMaW5dJpPBO++8g4EDB2LWrFnmxeG1NCqj52lonYRLDzM3VqE3jjXmS0tLMXToUBw+fNikK6n3z/biAJ1zi8KbZevS6c4yd3xZjx07ZhYYs5QbvUKarsP+UFipF4NKiZJAmDEKwCwopndRhRXXJFBpLSoqQmFhIT72sY+Z6xQXF+Pzn/88fvazn2Hw4MFoamrCLbfcgoqKCmRlZaGgoAALFizAk08+iU996lOYOnWqKWX3+OOPm+3VY7EYFixYYPKdee1kMmkMXiVLfW81Spabm4vS0tJuKTb0pKgBru+27YG1oxTqZeWzViWOBKMEakcWOKa2vNBKFLyX7/vYuXNnt3K5DmcXXBSYl5eHSy+9NPDsgeDif3tOAd0rO/0lfMH75eTkmIWm9sJK25i05YXnebjlllvOC7741Kc+ZUoUAzARk9bWVjz66KNoaGgwjowwZWbatGlmTZB6VskXFRUV2L17tzmXERtV5DZv3oyqqirMnDkzwAO2QcZ3VB0A9PxzfDXH3+aLkpISDBw4EHV1dabCjC6+tWvsk7vIF5RbqVQKLS0tZmw0GsGqUFQmOS5aqpif5eTkmP1o2GZ1inG+qlLPMWR/md6i/KayOIwvkskkrr76ajz++ONGj7rqqqtQXl5uotjKF5MnT0ZZWRlWrlyJxx57DPF4vEe+KCgoMBFgfWbsj76nWrWpqKjIPNNEIoH29nbDvXQA2u+27eyzPfkKdQ5yvGyHgX1dIiw9l7qnOjbPFl9c8AbAgQMHAhV2CL6MKtzpBdQ0CrXe+KLpgj8+GD3GttJ08WhBQYGxViORCGpra7vtBqu1zZkrrJMkLy8Pn//85+F5HpYtW/b+D6KFWCyGz372s7jqqqsCgsT3O0u4/fjHPzapC7bnXcGXTMczGo1i3rx5iEaj+PnPf248QJ7nYc+ePZg+fTpKSkrMCzhp0qTAeOtz4z2ArvBsJpNBQUGBScvhM2tvb+/mraMywGsy37G+vh5tbW2BCgE8j8LK8zyjnAKdc6uhocHMk9bWVmRnZwfKw7J9+rxViNBg4fzkfKTBYAtvVexV2WQbVGnVPp4sbzGT6ayu9IUvfAHV1dU4cuQImpubzdhlZWVh+vTpqKqqwpQpU8w15syZgxkzZuD3v/89pk2bhrFjx6KgoCAgCGms85mwXTpf+B3zbhkeV2OvubnZKOccU/bdnntcOMnSrOw3Sdqev3a9brZF8/zVY2zfM6yKVDwex/Lly/Hcc8/1uAunw9mF8gVJmPNb+YLvkaZ2aiRAc4ltpQvo2ghO3z2t6c59Q4DOuad8wXvpHhe2t5DGzN/8zd+cN3yhso2Le3uzeZntcQY6nxOjy7///e/NsTk5OSZiWVJSYs67+OKLA/Kack8jrrwu28n8e1asY2qfKmuMPqpewRz+Y8eOobW1NVSmkitisRgKCgpQUlJijmGaD50ZKiuZymIrhjpWnueZCAeVYHqqbeNT/7YjIsqh/J/vR1gky8bgwYPxz//8z6iqqsLRo0fR1NRkuNfzvG584fs+Zs+ejenTp+MPf/iD4QuOv44B7x1WDpVOI/5WvtDoOMs5s389LZr3/c7NyEpLS807qXNZ5buOpT4TWz7YYx/GFxoRAM4uX1zwBkAqlcIf//jHwLbgqizwRdAwjE5ofThUCqh8qneQlrbmburkJFHQm+N5HsrKyoxVzxddw7eaN6wKG70Rc+fOPesCPScnB5/61KewYMECM7m58/LatWuxePFi7N2795TX4f4GJEg7bN3S0mK8Krm5ubjjjjsC9f537dqFnJycwCp95tDZngoARuGPRLp27eO9GN6kEGE1mfz8fLNGwV4TUFVVhWPHjqGpqclUm+IeAjk5ORg4cCCKiorQ0tJiwq1U9nU+0Muvm8Fp25Vo7FQjLpxtaWkJLFhT4zPMS0HCUONXlWudt+wz52JLSwvGjx9v2jR06NBA6ovvd1an4OJDXWRVUFCAW2+91Txv3r++vj5QeUNTu0io6qUjGTNFi32ORCKmGoXd32QyiaamJmM8ElT81RCigNboiO2VYdspyPUd1fmYTqcDc9v+vra2Fs888wxWrFgBh3MP8sWnP/3pUO+9KolhBrJGiNRYVaOShoQaDLYjSq+hx7a1tZn8d5V12n6g6x3n37FYDHPmzDknBsDHP/5xwxdURMkXr7zyCvbt23fKa+Tn5+O6664z75Qqo0BQ0crNzcXtt9+OuXPnmmfUE1+ozNSogq69Ylopn5HyBY/t6OhAdnY22traTHuotJWWlqK4uBjxeBxNTU1mAS8dOtnZ2abaWCKRCBTEUGeM7hnBvtvODRoL9ppGjovvd+4noXxhK6B2RItjw/7rejHOVfVSK5qamjBx4kQjY0eMGBFweAKdawjIF+QaZkrccsstpu098YXqbMoXBNN+yP98PrqHjPaZfMFUNB0LLQyhuqMu+OY9CeUbXW9m65b8bVf5UcOkpqYGzz777FnjiwveAAA6S7yxrrdd1iqRSAR27tOcN/tF44ugilEqlTIKPRBc/a3eR6Cz3FtDQ4MJyfFcbh5G61wte75chBLL4MGD8dGPfhR/+tOfTplKdKZQUlKCSZMmBQycSCSCRx55BKtWrTLHLViwADt27Ajd6AkARo0ahbKyMvh+Z/7+5MmTUVRUZF7gYcOGYejQoZg5c6b5rdb/6NGjuxFw2CImemK4wQgJks+Twojjz9zK7Oxs85xZHai5uRm5ubkoKytDSUkJRowYgdbWVtTX16OhoQEdHR1msS9JIxaLmfAtyYCLj+iZ4lxpamoyQp9zld6mdDqNgoICM285xyjUARjPoW0AqNfNrg9NxYRtUCVc5zfHZ//+/bj44ovNPSjo7KoJaqzSYKWyo0ilUtiyZQumTZsW2DyObdMIkRpMur8GifH48eMBwarXSSaT2L17Ny655JKA54pzcOPGjcbL1Bso+fB5aeQpnU5j3bp1mDVrlrmXPot0Oo0VK1bg5z//ebd0AIdzC/JFNBoN7L5KxY/yXhUA/RvoMhLpYVToGgIqPPpeE7pQlffne8XUlbDInxoVbKfv++eELwCgurq6W9Tc5guVWWHgWq10Om3WexUVFZl+TpkyBevXr8f06dMxbNgwkxLKMR01alSoI0TvTWRnZyM/P7/b2jsqvGwP5wOVOq6pYqEL7lXC6kBAZ/WepqamAF+UlJSYBdx5eXloaGgIpKRwAfqAAQOMPtDc3Izm5mbzrNWDTUdWcXGxkTXspyrSdG6pM4xzRg0rndc8Tg0RHU/Vh9LpNA4dOmSqw2mUSw1VVfr1x/byA53vxMMPP4zPfe5zhi+Ue5TXaDSRM/RYjiGPsSNnHR0dhi90bpaVlSGTyeDtt9/G6NGjTUqY/Q7qWBHKDRxX7d+6deswc+bMQMYK51kmkzknfHHBLwIGOl/oL3/5y5gxY0ZASKo3X1dv2548gi8CPbn64mjuOfPxbEua12AeGkOU9Ar35JFQRVu9SSSe1atX4xe/+MUZL70VhgULFuAzn/mMscDT6TReeuklPPzww2ZBDXcRbGlpwY9+9KNQI8DzPFxxxRWora1FdXU17rrrLrOLIl+UhoYGI4T1JdM5qc+K56kw1Jw/HsO8+bBSX7xGSUkJ8vLyAilbDF2WlZUZj4LndaYKkQjoZWBVIzU0GbalUqDEz63fm5qa4Pu+WWSmYX0SCyMKnL+ZTAYNDQ1obW0NjNXJ5jKvaVehIlRBsL0Zem3f982mblzgxHGkINdnxjnOZ5ROp/Hb3/4WkydPxqRJk9DS0oJXX30VV155ZaDqEMvRsRKTEh8AYzypgc9nqWF6O6rGY1taWrp5iBQ8lnPGnouaSsDPWlpaMGDAAEN6/Dly5Ag2bNiA3/zmN6e1WU5P8N0i4F7hdPjii1/8Ii699NKAgm/n4qpn9MT1AQQjb77fVUFIvagqo8gX9juoUWPWNm9paQlwhUYTbb6gcsPPzgVfTJw4Ed/85jdRVFRk+OLFF1/EI488Yub+Nddcg+uuuw7JZBLf/e53uy3+ZF8o/xKJBL773e9i8ODBAWX12LFjyMvL6zb+qsTb7679DJlypc9GiyWEeW2BTr7Izc0NFI9oaWlBLBZDcXExioqKAnxBpw6dj3a58jC+UCOxtbUV8XgcDQ0NxsmlVajobPI8z/AFZVN7ezuam5vN89fFrLbM1rEiX6hTht9pmlJYqXQd9+XLl2Py5Mkmn18jzOpdpzy1I9u//OUvMXv2bMMXy5Ytw/z5802KEB1OjBRrZMfmCzvdWvtmj7mORXNzM3Jycsyxp8MX5CnqIERzc7MpJUpZk06ncfjwYWzYsOG0N1frCafDF30iApBMJrFkyRJjANgvvv2AbS+lvhQML9n5fLpbq0JTCXhvKoeccKqYqEDT/9WbSvBzVjb6yU9+8r56djzPQ2VlpXlpOjo6sHTpUqP8A50vArcuLy0txdVXXx26wx8VRwDYvn07PvGJT5h8eSqGBQUFAY99Tx4bJWX+JqEWFhYGFgXrONueB3pIotGo8VpoKc7KykpzXX3WJGclHX7GNqkQ1z5Skdfx4zVVSeDCcZ5PQcxUAM4FkpR63HTM2V81IFSBYT8YfVCBTG+EKvFAZ3UGVYR5bfXO8/4aGuf1b7vtNgCd70phYSEA4Pnnn8dtt91m9k8gwSlZaUoE265VIPS9VqVIjSp+x8VfPUHfSZ7/5JNPYu7cuaiurjbGCMc/EokEwse+37mw8cUXX8TatWsD1bAczi+QL9QA4Fyh7AeCC/n0PVO+oEKknnqgK73Ohp16RmWQJYv5DtvGLY/VKIHyBc89m3wBwLy7QOe4Llu2LKD8A52yrbKy0pQ4DYPv+2ZDQcpS9pPjwQgy+6tKrQ11jihnMN9fFT+g61lr9RfKsaysLBQWFppUE/IFvcN0DrI9nEN0OKi80nbZ5SxVKVSlmNckPzCNVTMb6HCyZZ+ue7T1C/aXMtJeA0mEKdi2g0X5O4wvdIzZf/KFOj09z8M999xj7kcd4dlnn8Udd9xh9oLJzc01406uBWDSrbX/nA92hNp+d5QD7Eix8ij/528+r6effhpz5szBoEGDQvUPOkDZ1/OBL/qEAQB0lgDduXMnJk6cGBDO6uHhg6aSp95OHs+XjZOHD1orlwBBQaHeZ/XS2MJFX5KedkvkBNXFxhTq2dnZWLRo0RmtHT5mzBjs2rXLtKOwsBDNzc1oaGjA66+/jqefftoIhQ984ANmkYznedi6dSt++9vfnvIemUwGDz30EP7+7/8+kDMOdI3N9u3bzY60PUHLPVJwUGhonrquEaASGolEjAeHXmaG2SlENC+UXg8uxtUwKZ+5pg9wfrS1tZk6zny+FMwUTFlZWUgmk8jNzTVzsq2tzRATF/2yFCg9Suw35yH/1jAj7wUEF0breJPc1JPD+QgEN5nRNAktlwsEUx00zYjX0XePwj6VSmHChAl45JFHcPjwYYwdOzawhTv70dbWZrxmfH62YaJGgfZNCdXOg9UcTBXi+psK3Uc+8pHAepKwxWMdHR2oqanBa6+9hmeffdZEaRzOb2zbtg07duzARRddFJivKqs1CqXvkc0XPE+VLztqaTsmAASOU+VCDQF+bteb5zk81n4HLr/8cmRlZeGVV155X/eaoLd69+7dePPNN/HMM8/0mMKwe/fuXqU3ZDIZPPHEE/j7v//7gIEGdI3Tu+++i7Fjx3bjC5WDVBKpgPFYlQsAjHyLRCLG0ReNRk0UmM4ZynyOMY0KTZPkM1KnlM4TjSzR+GtsbERtbW23uUTHD50snF+ZTOd6MzUA+Blz2+21d3YKG+eQziemLutcUq+/zRcaRdHIQVikigaRcgXfLTUklC9UsX/rrbdwzTXXYNSoUcjLywu0JZPJBPaN0PQ5dXLpfQh16oUZ3nYb9XzVY6LRKD784Q+bOadjrEZ7R0cHjhw5grVr154XfNFnDIB4PI4f/OAHeOCBB3DRRRcFFE0Vypx8KuwJVR40N0uFtHp47Qdnh4P0c96fgkiPsY9XAaIW5KWXXoqLLroIv/71r/HWW2+hqanpLxqzadOm4dOf/jQWL16MP//5z0in09iyZQumTJmCf/3Xf8XBgwcBwKT9fPSjH8X+/fvNwiZ6HnqDd955B8uXLzcLt2xLvKioCOvXr8fYsWNNpADoChlSmFF46kvLBbZqVFFIcSGtVu8hVHBSsKuSDXSllag3nYosN60BYNJ76urqzKZfQFf4VYU5gMCmcRR0ra2tZl6lUikkEgkjxJRMtO00fngd9ZjpOHEMw4SNCnr1fDGUqQo309nsxdgaAdPrKtjHnTt3Yv78+XjsscfwwAMPBNY5sL/cME7J3/bS0OulSoAqWPoOsS12KgbHetu2bSgoKDC5xFlZWWajMJscMpnOtSTNzc147bXXsGrVKuzfv7/buDqcv4jH4/j3f//3U/KFevbDPKiq3PXktVdFn59RJoTxhaYi8X1UhSRMGbHnejQaxWWXXYaLLroIDz/88Bnhi7Fjx2LhwoV44403sHTpUgCdaZz/7//9P+zatQtHjhwxx954442YMWMGAJiSkKtXr+51RIJ8ccUVV3RzFpEv3nrrLYwbNy7AF0yT0XHTiE06nTZlO9WoIl/Qq89d1e2xJheorOR3eowq6/ycSjLQ6eBoamrCsWPHDF+os4rREsp1riPUNjHHnfehzNQ0RZsvKO+owNvOyZPpJWGfs40cd/5NrqCOwHV3ajzZkRvbIZrJZNDS0oKtW7cCAB577DF89atfNWvleAw32VOHLZ+pcoadiaGGPz+z9RJ993gt5YuRI0ca3ispKQm8p3qtlpYWNDc34/XXXz+v+KJPrAFQlJaW4u/+7u8wYcKEwOca5mHlFTssRuuVXlhb2Oqqfa3HDHRt5sTr2QoNScC2kG0PLoBu1R9UweKLvn//fjz44INmg43TRSQSwV133YU5c+Zg165deO2111BbW4svfvGLiEQigVKflZWV+NrXvoaxY8eaNtfV1WHRokVIpVJ4/fXXQ2vVjhw5EqNGjcKSJUsAdEYX/v3f/90IWY4Px0IFIMFx0LQfzcfmeDGlhi+dhmjDau/aSi3HmGFi5qRTuWZ4lMKrsbER9fX18H3f1BmmgLHDjRQsKvQ4juotUK/Uhg0bAmU2FbaSz791oSrbwuursm6TA++v5MK22IYF5zIXs9tCm89RCZefU6Dqewh0phFwHwW2mwvJ+H6wn2oE2Qu82RbdMTLMCxdG1jQCVSaobND2rF27FsuXL8eGDRvOivfGd2sAeoUzyRca6aXyYqfehPHFiXYEzgXQjS/4fthK0OnyBRUS2xOuxn97ezv27duHBx98MKCkny5mzJiBe++9F4sWLcJvf/tbRKNRfP/730c0GsXXv/71gDPob//2b3HNNdcA6JQttbW1ePnll+H7fo98YaOwsBA/+MEPAl5V5QvuqaBpKbqmTJ8Z0/coX5hSwxQYz/NMeiIjwYQ6DTUNkI4Clp2mHFKHAeVhPB7H8ePHjQOFG4ip0amGBTlKFUp+pjKefV2/fj2mTp0aMJJUVtpyWflI52nY2hfiZHzBtmg6FHUlOum4QJngHD4ZX2gkhW1kVEbvQX5WhV/HgOfr/XltjZJoxNg2+E/FFzyP48Hnu2bNGqxYseK85Is+ZwAAnQt2vvGNb2DixIkBC5mTgC8SJ7FOZDtlyP6MEw7oMhj4IqmABrpbgRQStgLCvzmRtI1hKTH0Wh84cAA/+MEP3rNQz8nJwU033YTCwkJcccUVWLlyJUaMGAHf9/GjH/0Ix48fN8dWVlbinnvuwUsvvYRBgwahsLAQ8+bNQ0FBAfbt24cf/vCHqKurM8ePGTMGX//611FUVITnn38eL730Em699VazgyChQsresIUKm+d17bCnSjPQZdXrc6DgYA4mx5FedabVcBw1DKg5iQyxRiIR46EhAbS1tZmwpnrd+HxUKaBhoWSvYU41CjjHmpqazMI6HQfbgLDnN40PzX2kgOP4qCcqrKSmGsvaPlWy+bcKP3veq3eS17Y9Ulqjme+iGhpqYNgeHfXeAUGjhdUq1DPL95y7JGvNd6YM6FiqwcCdK/fs2XPGFmv1Fs4A6B3eT77QCJJdxs9WytUAUA4I4wt+rzxA2GkXOtf1OE3N0+P1XUskEjh06BD+7d/+DUePHn0vw4ScnByUlpZi1qxZuPrqq/GHP/wBU6dORSQSwY9+9KOAA6OkpCSQRz148GB87nOfQ35+Pvbs2YN/+Zd/CfRhzJgxuO+++xCJRLBq1Sr8+c9/xq233moixnqscrXtjVa+UM8uZRCdDupU4zPRdVnUD1gAgg4ejrWOraaO2s+Ef1M5pSy2Zbk6bWhYKF9oWo7yDO/T0NBgqgJp3yifKU/VYUTQOOC5Gg1XvtCIh465zk2NBNv8dDK+0KiFOufUANDSpnw3qE9p1Mx+T7RtYXzBSB9TlHgMnxXTce3UHq0WpvobgAuGL/qkAQAAAwYMwJe//GVMmDChW+6bCg57UtoC1p5ItJg5IXXXVl6fSoZ6hJhLrRPGnpwqzMJWl9vfJ5NJ7N+/Hz/84Q/fs1DPzs7GPffcg9mzZ2P16tUm57+2trbHc6LRKL797W9j+PDhZmyfe+45PP300wA6hflXv/pVVFZWmnF66KGH8JnPfCYgEIDwbclVGAFduf+ECjIq5cXFxd2IlMKMin88HjdpNjT+6N1TocN2KUnrvRmeVaVehS0Jl8/VDiXz+fF79eqooFSvhXp/OKZKVLbwVOHLz/R8CnWbKPRatkeT/STsd0nnNcmJnjheWwUsDTc1ekmobL+mY/EeqlDp87GreNiGuXp6SMo8XucAvXScX5s2bcKPf/zjs1JVJQzOAOgdzgRfjB8/PqB02LLZ/k3YPKF/q6LPxe628WqnJ4TxhW1kqALJctdhfEE5kkqlsG/fPvzoRz96z3wBADfccANuv/12PPLII3jhhRd6dc7YsWPxj//4j4hGo6ivr8cDDzxg+hvGF7/61a/w2c9+1oyTGvcAAmu1NGICdMoo7h5r6zeUOawoo89KDf54PI5EImHq/uu1NEKg80Hbw89U1qrCqnKXfEF5quuxCHq/1TuvPMB26+7IutbJPo59UecOQTnJ4+2olC3zdWz1OSj3hL1LNl+Q6xgpsHmXzw7o4k/9jHyoz9x22IYZAATnFNvF58CUVB0vLT3KCAr7sHnzZvzkJz+5IPiiz6wBsFFfX4//9b/+Fy655BL87d/+rdmBTyeJPQF1coSF3zhB6E22c6xV6HIi9STMebwqfIqeJq2eF41GMWzYMHz1q1/F008/jY0bN5521QeSB70ddXV1J83rnzVrFiZPnoxHHnkEf/M3f4Pq6mo0Njbij3/8I4BOYf6Nb3zDVNkBOl+WO+64o9vLqR4aOxSuY6ljQSJTT4Bu3qGLp+LxuCmrx/AqS0/y+mEVnxTqQWF+I5+/ejD0GSoZ2Aq5Xtf+jH1Uw0PLmKnA4nlabSQsfKtpUnv37sXo0aMDz9eOXtDjw+/0GWk/+FuVehrHPD6ZTKKxsRHDhw8311ZPjxpQNMZSqRR27NiBsWPHBuaCXl/D9nakzvaaqfLFd5h/20afju3OnTtx+PBhvPLKK9izZ89ZravucPZBvrj44otx7733BvJ5de6H/QDBzYY04kQ5oBE5vZY6HPguqRIY5q0N4wueb1+ff7ONQ4cONXyxYcOGXq/hIrKysjB48GCjaJ4KEyZMQFFREerq6lBbW4uqqqrA97FYzCj/+lkYX9jyU3/b/Ah0eXZ1d+5oNGr2jAEQqNbHPWLUE6/pqp7nGe4Jkxn8zefG58iIZNi8scfiVHxh86SdhskUKPKFcp3tYArjC87Tjo4OHDx4ECNHjuym5HOO8jpaDlu5QdvFPui19H/P88yC6FGjRpnPdI7x+bEdNl+osq9zgc/Ldg7afGFzOu8Z5gSwZcOOHTtw5MiRC44v+qwBAHQutHzjjTfwve99Dx/84AfxwQ9+0LwwKqzVgtPQm05q9VADQcGjeWthE0UjEOqxVNgvPFNN9F46wXnNdDqNoUOH4otf/CK2bduGRYsWYceOHWhubj6lgM7KysLHP/5xzJ8/H9FoFJdeeimefPLJHklhzJgxuPXWW1FSUoJMJoNHH30UX/7yl1FUVIT7778fNTU1WLlyZbdcvGg0iry8vG79ppDkM9BqBzbpqqKo5+p48jpM8dGcPw31qmBinr9NyCqo6ZUoLi42z4ChYe45QIWSQouRBftZ6fPUBc4cJ1tw2gJTz1UBaRsgeo7OYbv03KZNm1BRUYFhw4YFhJodKif5hSnNjKawL2rkKgHp/LU9oHyOLPPGz5W84/E41qxZg9mzZ5uxokct7J3i+fru6vV0bOg9a2pqwmOPPYYNGza879uwO5xfaG9vx5tvvonvfe97uPrqqw1fqCOIMkZzyZUvgC4HgP2uqDeWUEXKVko0NcJ+XxS8nx2xs40HXn/IkCG47777DF/s2rWrV3wBAH/1V3+FK6+8MlAc4GS46aabMH78eKxYsQKPPvoo7r//fhQXF+PrX/86ampq8NRTT3VTjskXYY41W0HTd982AigfAHTjFF7D9/0AX6hyyPNtvrBTXHhNmy9YQYx8wfRT21PN56QylPJIn6dGcnmeHT3WuaIREduZqddVqK5CA0qP3bx5MyoqKjB06NBuyjPbxrls84XO4bDKSTSY7OejBoUt5+lc5Tma1pNMJrFmzRpcfvnlgYp1On9scJ6Qx9RBZvMFHVyPP/44Nm7ceEHyRZ9NAbIRiUSwcOFCXHHFFRg9erT5nJNMXzZbCbMtXhXKPM5OhyA4sfmyaK4a708i0etzsvMlUkuWXuJIJGLymYGuxZAAsHjxYtTU1GDJkiWBMKZi8ODB+NKXvoTBgwcjHo/jwQcfxJYtW3ocQ8/z8KEPfQg333yzGRN6UtiXNWvWIJlM4sorrwQAk1tH7y1DkfYLqAtYVYkkkXLRFsc7nU6bnX9TqRTy8vJMrh7Tb2yDzfZ22Eac5knqQq/8/HyUlZWZ3YO51ToFunr3lMTUY6H30bYp4XCunMzTyPHR+cP7a3g5bK2JTagaCdOwcyaTMeFLphXoWOlc10gMnzfbZIeLga6IhZKT3Q+FPVd47zCBroSjzyPMoNc2+b6P/fv3Y9WqVXj++ed7pQidTfguBahXONN8cdNNN2Hu3LmGLzh/dK7afKHy3uYLHg90pav1FPm0Ux1s/lC+UKWYZXP5P2UL5R5lpO/7Jvrp+z4WL16M2trak/IFANx///2YOXMmWltb8eCDD5oKLT3hhhtuwM0332zGlKk5bN+vf/1rDBkyJLBgmOl4Gum1QfmqEUg6kZieoVF3Kss0wHJzc01FII6HreTZBoCON/mC/dIodV5eHkpLS5Gbm4u2tjZTnlKr1YTNGXVQcSz0eXN+6Dyy0yDDeMOei5pOpRyrczCML5SbNHrLNXG+75v0HZsv9P5AV5oRHU3KYXqupkLb19UF4WHGDMfQ87xujl+Og/3+2XzV1/mi3xgAxIABAzBr1izccMMNGDp0aODlVo+Jvpw6+dQDbysgPU1CCibbMwoEw7N6ff6dSCSwfft2ZGVlYeTIkVi2bBmuvvrqwJbf3KVWF5jx/P3792Pp0qUoLCzE6tWrMW3aNAwfPhx/+MMfcMstt2DPnj2YNWsWnn/+eSxbtizQblbEaWpqgud5GD58OMrKyvDlL3/ZeIDsl6impgbFxcXd1kXQ065Wvo6FpjqppywSiZgSnup9YSqW7/tGIddqBqp887norpq+7xvPQXt7uxFOtnKdlZWFiooKU6u+ra3NeIsAmHKgtnDiM1WBwvml3h4eq4ur+FmYgNMxUq+PpgzYpK+eSyWbMEFHIuW9da8DPVbbwPtxrqsxZXtP+C6EvV9UrEgwaoSrwdSTsR32furzV49SR0cHWltb0dzcjEWLFmHdunXnrQfHGQC9w9nkCyA8mmsrDOoQALqM0rDKPXpNe27bRqxGAFW5Ur4YPnw4li9fjquuusqksvAYAAG+4LX379+Pl19+OaDYq45QXl6OZDKJ2trak64j8DwPQ4cORXl5Oe6///7AgnyVr48++ig+/OEPm1KeNgeonFdFVNt8Kr7ge5+Xl4d0Om1qr2v6D50KCi3iwHYAMHzBZ6/ti8ViKCkpMSWE4/G44SfKYRpYKtP4v3Ip50I6HdwBnffhOPOzMENT9Ql1wIVVjdLIQhhf2HNQI9ucU3l5eaFO0DC+4DPTtqvxCyDAF/qs1JhRo5vttyv7hJV0teerndaj49nR0YFDhw4hk8lgyZIleOONN/oEX/Q7A4DIzc3FfffdZ8JDQJdVaacJcAJRydSa8vzRBYVhLwi9k7ZX1J68qlBTOdUFnxQKXBirFj2AgMBkhICKunpUqIRmMhns2rULeXl5eOihh7BlyxZcccUVGDlyJPLy8jBkyBD84Ac/wIwZM/DZz37WjAv7okIlmUzinXfewZgxY0wFiFWrVuGyyy4LpGzYgkbz3lWA8TuthqGCLxqNIpFIYMWKFZg+fbppm6ad6Euvngg19uiR4fhx7NeuXYuZM2eiqqrK7CTb3NxsvBZ8TslkEolEItRToQJaoe3qSTipl0O/VyUbgFlYyD6y76ok6LPns7DJRgUqqx6E7aCrAp3/q2eMc7SpqQl/+tOfTKWpsOiFjofdPp0LYcTI79TIYBt4HX2X+MwTiQSee+45bNy4EYcOHTLkdb7CGQC9w9niC51rWhnG9gTzu6ysrG6RNFvO6/vEd7UnvlAlSaNenNu6CJTvPh0YbDNlq+395bm2l5vt8X0fu3fvxo4dO7B27Vps27YNV1xxBYYMGWLe2RdeeAEzZ87EXXfdZc7RtUwcr1Qqhccffxwf/vCHUV5eDt/3sXr16h75wlZIbb7QCICWjyai0SiSySRWrFhhqhepvO6JL/i3nRpLDuUxa9euxbRp01BVVYXCwkLjGafBwOdNgyCML3hd9lOfuR5jF8Xg+Khc5LVshV4Ll2iaC51INHx0XtvGiV4zk+ksTR6Ndi2uVtjz247aUDY3NDTgxRdfDPAFEEz7tcfffsbsexi36RjyudEA4XWoO/D6TCn+3e9+h+eeew4XApwB0Evk5OTg85//PK688sqAck3BzcmiApgpDFoDltCXyU7x0XChHWo80VdzvHqAbaF37NgxHDp0CJMmTTIvBhVA1q6noKMiB3RtgMJ7qWLKe7a1teHll1/GddddZ7Z4z8rKQktLi4k4UCiUlJQgGo2ivb0dra2tJrS5d+9evPTSS7jjjjtQVFSE9vZ2swBbBZntPdNwLsmGBKDhRhoEJOBEIoG6ujpDsranxCZOkieNIz5rzTtlRCUej6OoqAhlZWUmXN7e3m4MABIqQ7z8TOcNn6mOO//WNobl06oyb48Z265VRbTfOse4YM8W9hqJ0BAy5x3HXfujhMJ70Mhke/W5NjU1obCw0BiLGpnh8fq8baKx3xNCF2xp7emdO3dixIgR3RSnVCqF48ePY+PGjfjNb36DxsbG8y502xOcAdA7nE2+oKJA2R7GF+r46WkjQk01VKNCo5F2KqOC74BGz1S5r6urw+HDhzFp0iQAnfKJCiDbRFmoSi5ThdRjrzLI93088sgjSKfT+OQnPxm4JvlCr1tUVGTOb21tNY6tRx99FLW1tbjnnntQXFyMRCKB4uLiQD/tNBeFLUPZHzUAKBso0+vr6w1fqGESxhdAUFlU3SA/Px++75uU03g8jtzcXAwYMMCUh9YUUV4vkUiYaLSdkqrOqTD9g7pBT+XBbX1O5TX5QvmU46pGFSMjNADVqRjGF7oho84VW8m3nZyqf/CaLS0t3fjCdo71xBdh+pS2kVBe27Vrl+EL1dtSqRTq6+vx9ttv92m+6NOLgE+F9vZ2/PKXv8Tq1asxZswYXHfddWby0XuiVWJSqRQOHjyIpUuXYsaMGaiurjZhYSLM+uULqEqueppV4YlEuioX6MvMY8rLyzFw4EAzqan05+XlBfLxc3JyArvvZWVlYcCAAfA8D01NTWYxEgVRJpPBli1bsGDBAiMkWPFmwIABiEaj5nNW3YnFYmhra0NbWxuOHj2Kffv24dFHHzWCMRqNoqysLKDEaRqGjhc/08VESrJhXgiNPqxbty6wx4B62mxDjX8rsdhKJ8cwlUqhra0NhYWF3bxNbDcNFV3foX3mtcMEuS2w9X/bMxWmCNthdY4jhSe9T2yHkgzHBwguKNPjtJ0aEuWzCiMdjq3neSgrKwsYvyrwGZni9vO20m4/Rx1XoEuQk6z4nSpgra2thlh++ctfYuPGjd3a6uDQGyhfjB49Gtdeey2Ki4u7GclA13t46NAhvPzyy/A8DwsXLuzGF3bagf0+KV/wmiqrotGuymi29xcAKioqTHlNysKsrCzk5uYGyoaS36jIFRQUmPvQwaNKciaTMfvHcKMuRqXLy8sNX9ArTG5i6l1tbS327duHvXv3Ij8/38iwsrKygBfWXgdgG1BUxu20Qh1fW7E+FV+EcYEtF/WZ89paWcguAKGyWyMayhfaZlshtQ2gMJkbxhe8vy5w1jGy5TtLXIcp12yz7WTS9ur11MDls7fbrlwQjUZRWlpqPtNIvkIXS4dxrW1Y23NBIwJ2VgAXw7e2tuLnP/85Nm3a1G2c+xL6dQTAuhcKCwvx1a9+FZMmTUIqlQrUBtdQlZZepMfdfsmB4CIeTkz1YPO+2gYgmIqkE5svpbYpFouhrKwMgwYNMt54tpGCMzc314SAgc4XsaGhwYQDea1IJBLI1c/NzTW77LLNJSUlgfUMqVQKLS0taGhoQENDg0mRISGooaMRFnoT7JdUQ3XsN9Ou6EkDuvZBoMdCBaZ6zBiCZxv02naYm15s/vDdyM7ONkZPR0eH8farsFMBqmTE9qigscdDhakt7PiZelF838fGjRsxYsQI5OfnB84NMyhs4lAi0LGwjQPbGOFvFe5A+N4AShxqLPEadgqdbYipJ5NzwiYjfa4ays1kMqivr8fKlSvxzDPPmP6ELTK+EOAiAL3DueCLr3zlK7jooouQyWQC8k5liEYH7R2BbdnH8wjK5FPxRTKZ7JYDTrnA94Q7zJeXl6OsrMxEUBnF5H2zs7ORl5dnzkskEjh+/LiRv+oAoWeY39FpRidaSUmJcaJRZrS0tOD48eNobGxEc3Oz2ZRP+6oylePCY07GF5Rf5AvdzIl9tL3v6k1vb283nBgWzbfTbNR7TQ5Vvmhvbw/s5cLnRZll84U6vmwusPmC88Oel2F8sWHDBgwfPhyFhYXm3LDrczyJsKgLOTnMSWTPTX1Oqtjr9X0/uEeL8o9Gs1QP6okvbGNA26X30GeSTqdRV1eH119/vd/xRb+OACh830dzczN+9KMfYdy4cbjrrrtQVVUV8OzoC66pGHyhW1tbTd50mIKki4WAYPlEtkFfHCravA5fbBWC2dnZqKioQG5ubqBKDe+rXm47H1It/OzsbCM0SRQkD3qLVLHTNhYUFJgXKicnx1Q+sF9k2/NAIaVjoNdX5VWJgN4qvuQMN9uLZm2PtXobKGhozCmBcKw1ZNnS0oKCggLjsSbh2h4Gm1RsBVeVWVWO2a4wI0DJkH/Ty6bHa9jY7rPOH1X29XgqKromhtew52lPjgONSNj9I2EqAel4q7Go3hz1RnEehbUnk8ngwIEDWLp0Kd58882/aLMjB4eTQfli/PjxuOuuu1BZWdktHcHzPFNswHYetbW1IRaLmR2obb5QRZjn27nf+v6QL+zKcfquUEaXlpaaCnIqI+xqMwo6r/g3nUodHR2BHW6ZWmM7Y4CuDZQYac/OzjZ8Yctqu+/JZDKwCZeOFc/jNRg5sDlBeU9LUALdS4Xayi/HVp1NlKkq89PpNJqbmw1n2mv1eA91BipfMDJPea9yUuWpHT3SdvLZ8++ysjLDe/aiaoXtGKKhog5Ijhc9+soXahjq9XqDMGeV8rDNVz3xBcdGI846D1X/Il+88cYbqKmp6VU7+xKcAWChsbER69atQ0tLC+bOnYsFCxYEwniEKpg0Ampra004lAqmCkxboNvpG3ZoV8NnqvTrwq94PI6jR48iNze3W0lKtpPChJtgtba2BhY6A8FdXe3wpr3gjHWTAaCgoADt7e0Bo0g3E+E1VLCsW7cOl112WWCnPX1J7bCoHRK2PT78UeFE4tUUFyUVFRQqWNS7YYcXOzo6kJeXZ56phkuB7gu6KTy5gFy9UToP2GYVaPytApQKNA0AjSrZ46YCXg0DVQyA7vsq2B5I+5mqkGUb9Vz1bulcZh96Iq0waL/td4TpDPF4HM8884xJg1ixYgVaWlpOeW0HhzOBpqamAF988IMf7ObosT2/fPdqamqQm5uLyspK897Zu7Dqdfgu98QXduSAv7X0bibTWYWmpaUloACq3NCKNZ7nIR6Pm+/V+20b8CpzeC/yBNei5eTkGI9vbm6uUerV+6xyLxKJYM2aNYYvgC5vu8pGO5ee422vsdC+2nKJnEuZpt79MOh9lC/0eKZZ0dtvO2h0HNXAoFxXB6DOIX3G9jxT8PiBAwd2OyYsrfJUfKHHsJ22p9yW/zrPwpT8nvhC57et/Ifxhz2eqnewD4lEAs8++yw6OjrQ0dGBlStX9mu+cClAJ0FWVhaKioowceJE3H777SgqKgosOAS6ai+rV1UXRx46dAjDhg0LGAA0DPTlsr0l6jGi8hj2AvB+paWlKCoqAgCjdFKx1tQUoPtmSFSqGWJNp9PGq07DIScnx4SLuZgqFosFFnel02k0NjaanFE7lYQKYmtrqymTxs+VNEhAJEBbET/Zojg7NKpEoXmyagjY9aJtD7nv+yaczPUQyWQSTU1N3UKJWmaNz00NKxqMukkZ2837aXSDfbQFN7+3FXOmVan3iAoAn7+9xuRkyjivc/ToUQwZMiQwdp7n4eDBg4EKICqE1YjTOcD2agRKj7OVJ16L4xePx7FlyxYcPnwYzz//vEln66vwXQpQr3A+8oWmLwBd6Qc2XwBdpQaHDh0aSAvhe217+NUTrulGXPtlK1CElqoEurzl6gBgVRd+z/NUPqmiRhkKwFSCodebC4rV88+2NjQ0mE0VbUOJP1wYapc6VqW5J2MG6Nk4UBmlspnjrAtHlS/sQhOqMGsblC/a29vR2NgY4B+Oj7aXegEX7Pp+V1EKfYaUhyrf7eg8oRUKbX6zHZN6PU01Ph2+yGQyqKmp6cYXAHDw4EGzDoZzlm3T59QTX9iGpz1X1AnHYxxf9AwXATgJOjo6UF9fj1WrVqGhoQHFxcX49Kc/jerq6m5emGQyaQQiJx5zxjW0S4WeudsAur3c+jJSeLS2tiI/P7+bYKcAOn78OACgsLAQeXl5Ji0nHo8bA4ULfzV/L51Om89ZyYftpACkws8KCBSCFBb0eCUSCSSTSRNWVm+IVsnQkpCqLBIqlICgULWFnB4TdhwXwdqeB56rBGwLET3H97tK2dljr8YD28DKOGqI2M/tZB60nrxYHB87IsR+6Lxk23UTFJIMn+22bduwbNkyfOADH0BlZSWWLFmCGTNmYM2aNZgyZQqmTZsGAGYRIOF5XuA6dmqTPU7q/aJni7+ZQqAeTw2n8/2Jx+N4++23sXjxYrz55ptwcDifEMYXt912m+ELVTiZbkfQAUNFi0o+Za7KDnWO2M4ByuR4PG74wlbY0uk0Ghoa4Hmd6xi4RoyKOmW4psiQK+jwsuUc207Hk44J0ybVeAFg0ijt9B+NBgBAUVFRN5miMpL3pDxWp4KdgmTLWOUfynDbU6/jTucYDSE7155jFmYUKB8qd2i7bY4IazOvpdfQeWBH0Nk/pmuFOWmU62y+4HkAsGnTJqxYscKkOQNdOtCUKVMwdepUAOF8wTHjHLSflfaZ84/rarSf6liz+YLGNQ2nTZs2Ob44CVwE4DQxfPhwfOQjH8G8efOMha4WLoWEWtwUElu3bsXYsWPNd7m5uWhpacHrr7+Oyy+/HAUFBWbBFBX1dDqN7du3Y9WqVbjoooswY8YM4yWgQKVHIhaLobS0FIMHDzZ5p1TquXkVw7nqQWprazMvMz3XvC4XAXPnxEwmY9YbaIpTa2srWltbEY/HzUIwoCvaQBKziUw3iAG65++rhwDoXvNXoUKN3vEwzwUFPceQYdqwPE0KRhoApaWlyMrKQiKRQFtbW7fKBmpYUTDxWaqxaHvI7XAuz+Hf9hjxuur9Uo8X+xnmtaFXLp1OY9++fXjzzTfx4Q9/OJDPy9+2ccT+8f7qyVIPoe1xWrduHQoLC1FeXo4hQ4YE8kZtYlRD5vXXX0dtbS0ymQxWr16NXbt2XbCLs94rXASgdzif+WLu3LmmSozyhb0mJ4wvgC6DOx6PY+3atbjssstQWFjYLQqgfDFx4kTMnDkzED1mdJjXKy0tRWVlJQoKCkx0jevImC5E44Tto5Jl35fygJXp2FeWCOW7DXTyRUtLS0DRo2Fkyz29j6342UqynQYZVi6TsA0AdXDx/rwvZanneYHCGZofr8cCXXwci8XMjsOU/cptNl/Y8lAdPKqU83v2RdutfKB8oWm5nHcn4wuOKVO4XnnlFezatQu33357t/HUoilhfMFrctz4zG2+SKfTeO2117B7925ce+21GDx4cOi48Dfnp+/7eO2113Ds2DHHF72EMwDeAyKRCEaPHo2FCxdixIgRqKioCF0IQ/CzI0eOYODAgQGLO5lMYu/evRg3blxggZOSARDMxdPIQU1NDSorK413mkKnurra5MDzmu3t7YHQLoUBc/p930d+fn7AK+P7vvHysIIAiYwKdltbmymfRdhl2WxBRWHDVCP2lUKOSqUq5Jo6ZY8vj7E9VupNUq++htQJTZvhddXTlZWVZXY5bm9vNzsks/224FVDg+2jEOa9wxZkaT9UsdbraV9sZcImSR0jjjO9ff/5n/+Jj370oxg5cmQgiqDXtXM2Na1B22BHLsLO57jbHjb2lUZrc3MzNm/ejIceeui836jr/YYzAHqH850vbrzxRowcORKVlZWBCJf9/vM9Pnr0qMnd5ufJZBL79u3D2LFjAwoXv9d7Al0KP99Rmy+i0c5SzVVVVaa4gSrjVPyAYJoR+YJOMDpayGmRSAT5+fnIysoyZaEZDeAO3Crb7ZQnWw5TbnHhMR0fyoXKFzwvrHJQmFNE76sGGa+tnmiey/vZi1GptLNkdlZWFuLxuMk1V6NDQflue+/VINJ1C/Yc4/lhaaDkGfaRf9t8YUfJbb74v//3/+Lmm282fHGyNE8dE63upGv+1HAiNPpDvg8bK+WLxsZGbNmyBQ8//LDjC2cAnD14nodbb70VN910U0Dh1e9tZYiTXT0FALq9EPpChylMyWQSL7zwAubNm4eBAwcGqgZlZ2ejqqoKxcXFxmOhm14BXSFYDXtyIRTzDpUoeH2mJakXXAUj22d7KRQMgbNWtBo6nte1cJkCkEKMufNh4VIKfJtQSWK6pkAJR0mY/bMVWlWuWQ1Ic0T1udnPmwRie6PUs28bjZqTSgGohEkyUk+SlsIM83zxfM4dfTbqYVIS0/Zo/7QGv/ZV1xnwPI6bXscW6FRuNmzYgOXLl+P111/v1v7+CmcA9A4XEl/81V/9VSDqZxsAip74wla+NB0lzEmSSCTw0ksvGb7QtBUuRi4pKTEpLlzHRVnJ6nK8FtDp9eVGiJT5lMPZ2dnGu5tKpbrxBdvKa9oOFAUXE3N9AcdMUz/IE6rA8zNbibTPV+Vd907hM1OlWr3QagCEyU5WBaQs12sq5xBaItvmfR0fe47ofe2IsTq/9Efva6+r0+974gvNtbf7Z0dP7PKu9ly2vfTkIl0foCBfrF+/HsuXL8eaNWvg0AlnAJxlZGVloaysDACwcOFCzJs3LxBmpWBgXv3hw4dRVVUVmtNuh8L4ooflcurLpsIilUrhwIEDGD58OIqKilBaWmqEFwVzJBIJLLzShWAMy1IIsT1U/AGYtQX2hmUqoFSpBLp7SIDu22+rMqvCJUzQ0CuvHpWwcl8M6+p48XgKdNt7omB7mf/Z027D/Mz2QumiPc15DMu/5PXUg2evEdHzdWwYnieUvHUNhn0cnwPH0fbUEDpeOs5KNjoP7bUKNgFFIhE0NTVh7969SKVSePrpp7F3715D9g6dcAZA73Ah8sWNN96I+fPnm/dPy2kywnro0CGzjkD5AQgqUOpcOhlfqEcW6HSQHD582PAFCzuQvxjxpWKcyWQCziRN28nNzQ3IDK29T75QxbQnvlBFkzKf/dV+qRNEo8cayaTs08WtvIbuBEyEGQC2A8R2ztkcoHxhR8P1WZDnlbspX+mZJ3RswhxGbLv+r89e+6MRDB1LjUyF8QXbrwq6zgkbaugp/56MLxRqMJAv9u3b5/jiJDgdvnCLgM8AOjo6TA3Zhx56CO+88w4qKytx8803B15iCl1uNhKm+BF8Segdp0K8atUqXH755T3Wg6ZC3tzcjEwmg8bGRrNAOBKJoKCgwFR/iEQixmPe3t6Otra2wEKhWCxmiKSpqckIC02d4cuvXhC+tLZXiH+rMm5HTNgHNQp4L97DTp9RIaSKMYUYhZfmOqpHXT1GYR4aW7jb7dXUnLDSp1ykpgYLr6X9s+8DBAmB11PBq1BByevZC4h5Pw2d6/3sPtkGqS7qU+OM4LOmMA8zclh/fPXq1VixYgU2b94MB4f+AuWLhx9+GNu2bQvwhco5z+tMxaESbqdoECp/deHwypUrMXv27ICiZfNFJtO1A2pDQwOOHz9u3uG8vDzjdWe0lue1tbUFZChlqud5prJPTw4Ve28CKplhPKifhclj3ltls8pujVyHOV7U2aJySqscqXxkpIVtV1mvx9n8rp/rYmGVobYzR8fP5gtVpAn7f1W67X7oc+Pf9poGfm5XhNK+aL9tvqAhpDsjhz1Hzk8+IzXsGD1avXo1Vq5c6fjiDMJFAN4neJ6HefPmYfLkyZg6dSoqKiq6CTL1JPCF4QugLxqVOHpbVNgzH1u90qpgA+ElMSORSCC9h94AVfz0PrrHAMkIQDcBRvDF5/mqoKvwtwUpCUkFgXqjbAGv/aOwYPuosCqJUGiqoWC/A3aolfdlOo4ugOUxupDJzgnl33Z5NXss1Aukc0A9YmxfWP4kvW3qCdP+2OPGe+l1wyIRPJdj8eqrr2Lu3LnGeNRIBPNzbULjvNywYQOWLl2KtWvXBjyHDj3DRQB6h/7AF5TR/DuML1ROUQnnPYBO+cS0UFVSeYzyBY+JRCIBuQ90KczKT+qxZ5s0SqtV5AjKbS1nqbLfjgpoX2wHCTkujGdOxRc0nPQ4ciPbcTp8wbUQGo0hv3ItXlgWAK9lG1Dsk+2kste6aZ85FupdZxu03LZtjIQ5ozhGYdCoiz4b3/exevVqzJs3r5sxxwwDLVFuj+WGDRuwbNkyxxengdPhC2cAnAWMGDECl19+OT74wQ+isrISQHePK4WPLlgFuhRsvsQ8V4/TfEFbQKnlb3ve+dJrpEGFEf9evHgxrrzyyoDybHvRKfQohG3Ph31d2wuuuf8MLavHwk4lUg9PmLGj42R/xutyTUEY0arQJTTfPRKJGKIFECAJ2zPP6zLlyvOCoX71NNHzo2TN81VYq1GlBKCwvfxhXjcdN1UyCFZ7YptV2dDwtxpyqlRkMhkcO3YML7/8MrZt24bdu3ejtbW12/g49AxnAPQOfY0vrr766tANnPiO0uC3FUi+e5QxuhiU8kMjeMoLlEcq6xR6vMpSda4sWbIklC9U5tjOnJ74wvf9brIf6JJtuk5BF+naCq/NiYTyB7nQlt/aV+VjtsfmIb0e76tr3PR/dQjZ11W+UFmrXn1NvSGn2dENO0KhTke2U7nLrjrEPpFr7GvqYmg1NtkWfs85p4ZaJBIxhhLv4fjiL4MzAM5TlJWV4UMf+hAGDx6M2bNnBxRhDb/xRSP4AulOiEBwV1VbAKoQU4VdBav9YyvTvJftCda8RU3DYVvt0pQUTIQKOlUuARgDQD30QFc1AAoPJSL1Gui4hHlr1DvEcdGNeU4l0HVctN9sjx1q5/lapYJjZo8hr2Hn13NOqOdM+xY2nuoN4lyix96eG7yPhl193w+kHdhzx26nzjtGi15//XXU1NTghRdeQHNzMxzeG5wB0Dv0Vb6orq7GnDlzAu8g5az9jvPd1MWphM0XKl9tmcXPNG1Sr8/vbb5QBVHbqlECtoXXsktTAj3vBUMZRa96IpEw11bFXqvF2amedhrKqfiC16OM1I0/dcx0fO1r6QJt29seViyDz9DOxT9VOpUdcQ3ji7C2a3EQ2wAIM4j0/uyLltO2+9UTXwCdketUKoXXXnsNtbW1ji/+QjgD4DxHbm4uhgwZgrvuugtjxoxBfn5+Ny9FOp1GW1sbEokECgsLAXR5cO2X+fjx4zh48CBmzJgR8FCogvvaa69h/vz5RnDaCzzDXnQbdq6kvQCK92NoUV/8noSsRjfUsFChSkFplytTBdhOgdJr2159jqX2hyShC6PsqIodDdD0JCXFSCQSCE1rpMReyGV7t3SRrd0OFag2MdoeKd/vSjnKZIL7Ldg5pbaHSBUE9e705BlLpzs3itu/fz+SySQWLVqEXbt2oa6urtuGRw6nD2cA9A79hS9YVUYVuVQqhba2NrS3t6OwsDCgGKo3mHxx4MABs8kfwfc5mUzi9ddfN3wBBKvXEbYyynupU8H3/QBfqJJMHtIFplowgZ/ZirHyhd0mbQPXLKhRxD7q4l87+qDXYF+Yaku5qt5zO8Jqy2YgvMS0HqNOM96HY6iefntNAMdOHTjkQuUavZ/tuOIP1+xp2lJPDjT7uuRmLbhhG6COL84O3jcDwPO8CIAVAGYDGOb7/oETn98J4J8BDALwNoAv+L7/hpw3C8B/ArgEwGEA/+z7/iO9uF+fFOiKyy67DFdddRUmT54cqOtMQd3Y2IhBgwYZi1qVWs1XzMnJ6eZxUWXP9qww9AbAbBpGARaPx7Fp0ybMmjXLCASGGV9++WWUl5dj+vTpRilXgcJKRzyHkQv1clMI2KFY9ZAQdmUATVXR4/UYO5Sr/6tBwXPt9RaspKBCX1OeNC9U2w90JxEFhaJGeex0KDv6o6SiZGD3QSMYapho2zh+trdfBbqOOQmaJWI1asKwbTKZxKZNm7B06VJXuvN9gjMAeof+wBezZs3CVVddhalTpwZ2hSdfNDU1YdCgQQAQSMcgX6i3VrnGViRt6OeUDVSiuUP3rFmzzP2Y0rp48WJUVlZi2rRpAcVejQPda4B8ofn2tgGjv9XjHea1th0jYXyhi3p5bE98weMJVjdS2c4xteXye+ULXseOdNipPEAwxcheq2ZHcTUScTK+UGU/LAqh3MBKT3zWyhc0YrZs2YIlS5a40p3vE95PA+DrAG4AcA1OGACe580F8BKAjwFYBuArAL4OYJzv+02e55UA2AHg+wD+HcCVAJ4FcK3v+6tPcb8+L9CBTgU8JycH11xzDT75yU+avGsg6KGwFU8q0ryGvtwMEXO3xfLy8h7zx3ltCg8utqFRQe/AK6+8gtGjR2PIkCHIy8sLeHoIu7SYCjGgU2g1NjZi165dmDJlijmGngttH7/T66sBpMqzHZZUqKdCPe+2J5ztJyGpN5xjxGPtKIM9Bvb9gWDUQcO7tqFiPyf2z+4jBboq9Hq/njxKRE+kot4b3U15x44dOH78OGpqavD888+be7Cqj8P7A2cA9A79lS80BUQNe8pu9TKrAaAlnvldGF8A3Rec2mWnuZcA75lIJLB48WLDF6wkZEM5jPexo6RNTU3YvXu34Quep2mhveEL/e5kfKEKNeWbVvNTPkmlUsYAUNlJmcrjbIeRnaoT1hZVrN8rX9h8qQ6jsP6q0QME6+/TUFRdwU6rIl8AcHxxjvC+GACe540H8AKAjwN4C10GwEMAIr7v33HiOA/AXgD/5Pv+Q57nfQbAvwAY4Z+4med5DwNI+b7/mVPcs18IdCISiWDSpEnIzs7GlClTMGfOHBQWFpoXjC8uX9i2tjZs2LABl19+OYDgoi8e09zcjI6ODgwYMCDwcqsQsUHhodVtUqkUampqMHTo0NDIgnqIVAGNRCKB/El+rp53O93FJh5boKswtxVjXT9gn8O/OT4qXNkHGj8s3am5pHo9puloNMP2zOiaDDUCAJgqEOrpslOFfN/vprzbRouOAdul3ho1YGwvFCM02g4qACT6I0eOGOG9c+dOl5t5DuAMgN6hv/JFLBbDtGnTMHv2bBQVFQFAN8+x53mGLy677DITvQW680UymUR5eXmoV9guqczvKEdZwCCd7tylfsiQIT22XWWVfm6nXlJuqZxme3msyvue1iYpZwDBYhraV72v9llr5POaNH54XjQaDVRLUgNAvfMqt+30ID3P5gvbo88xDFvvEcYXPTmrbGcixy7MqWjzBTkzmUyipqYGf/zjHwE4vjhXOOMGgNeZ+vMqgH8D8CaA3egyANYD+JXv+/8uxz8HYKfv+1/zPO/fAYz0ff+j8v0DAO7wfX/GKe7brwS6wvM8VFZW4tprr8WQIUMwc+ZMIxSZfkGoxW6H6ajoqjeYnwNBYaaLd/bu3YucnByUlJQYocF0H0K9F7w+d4bkZ7oVuwohtsFWkG1BbYcuSTDqaWF/6XnieRRU6n1hP23BqYJV/+f4sY12O+0xYHvUi6UGAcdQt7IP89roPOBzsoW8nqOEqesvAAQ8fSStdDqNzZs3Y+LEiXj99deN4r927Vrs3r079Bk7nBs4A6B3cHzRnS+YfmEXFlBZwc+AYM13AIHUTaDLWNCqcTZfsD1UJAlVNnkM/6cMV6++LQeVLzRqQDmvfKHRCeULXof9TSQSAWWbfdUxUANJr6VOFuW0ntYvcNy17TZfqOxWT7u9iNiW+7yfRph7wxdqhPEeup4O6MoI2LhxIw4fPhyYC2vWrMHevXvN9R1fnHucDl/0diOwrwA44vv+M57njbS+KwLQaH3WAKC4l98H4HnePQDu6WW7+ix830dNTQ0effRR5OfnY+TIkfjSl76EkpKSgABVhZ7eehU66jXQvHsKrGi0a/MqAGaXvdLS0kCtZtsTpF54Cj0KPm4Bb3tc1MiwhRcFnu1l4TiUlpaatsbjcVRUVJjzGIJlH6PRzlr0R48eRUVFRSCnXfPnwyIFQNCrbuc7qpBV75TtLaPRwnGIxWKBMDLbEuZ9ssmPz6mneUKjsL29Hfn5+UilUmhsbERBQQGATq/e0aNHAQA1NTXYu3cv3nnnHRw4cABlZWU4evSoW3zlcEHC8UUnwvjivvvuQ2lpqfHahnl/bQPAdrZQ7lA+Ud5TPu/du9dEDHTNge1pV/BzLjTVNQi2HLU5y1ae7Siu7/s4evSo2WmZC05Zfpt8oWPA3zU1NSgvLw+kFbHtVPh72sOGHKvf8xhb4dbj9XwdGzqL1EHVE1/Y48rzw8BrtLe3I5lMGr5oaGgwxUaamppQW1sLAKitrcXTTz8NAKirq3O77vYxnNIA8DxvLDpz+mf1cEgzgBLrs1IAO+X7kSHfN4VdzPf9/wLwXyfu3W89Ooq2tjZs2bIF3/ve9zB+/HhMnz4dU6ZMCXgIgK4NV3JycgICUQVGWIoMvTmxWAyjRo0yxgQ953YYMGxhqirD6iHgMbxHKpUyXvAwDxTQRQJU1g8cOICSkhKTi37kyBFjAPCavAbHwPd91NXVYeDAgQEy0utrm+ldUg+QKvuab6njRo+6bVAo4er3bAdTjHSxMttmR1UI9Sjx+bDNjzzyCA4dOoRhw4YhkUhg7969GDNmDCKRCI4cOYINGzaEzq2WlpYeZp2Dw/kPxxfdQb74/ve/j/Hjx2PatGmYMmWKcdKoHLdz0ZUv6EixPc7q9Bk1apRZP6DRZNshAwSNi57y3u20UFa+sY9ThVmV4XQ6bfiC9zly5IgxALTiG9CVcppKpVBXV4eKiopQBftkfBG2kJbf62e6XiuML3ge+UJ5KxaLBYp+EHYEoDd8kclk8Mgjj+Dw4cMYOnQoEokE9uzZg7Fjx8LzPNTU1PTIFw59C6dMAfI8724AP0WnIg8AEQBlAI4D+EcAHzhxnTtPHO8B2APgv/ldawC+7fv+CLnmrwGkfbcG4D0hPz8fd955J8rKyjB9+nTjAdEwJ9ClTGo5SFW4Nc1FhbYuFuN1NKdQc9XVOOB91cuv+ZO2sqv57kRY3WnC9rCzf7qjoZ33aBsY2l8q+jYpZTKZgLdeYXti9Dx6pGwoaWhb2Paw9mnbU6kUDh06hOrqamQyGWzevNmUbHvxxRdx5MgRNDc3u9DrGUZJSQmGDRuGTZs2ndN2uBSg3sHxRTiUL6ZNmxaQRXaVNcokHqPrm8gXjAzwfyqXdmRaldgwOUxoDXo7z9+uJc/vVH7bThOFetTZP41422U17TUB7B/vq/1WjtTr6H15XTstif/rYmo9Xn+zLeQ5exw59vyuo6MDhw8fRlVVFXzfx+bNm43z7IUXXsDRo0cdX/RhnA5f9MYAyAcwQD4aCmA1gEsBbAUwDcCLABYCWA7gywD+Dl1VgEoBbAfwPQA/BDAPwHNwVYD+YsRiMcyYMQM33ngjqqurEYvFUFhY2M3jrQvB+D89LJoLTyGihoJ6g4Dui78ABDz7eo5+R9B4UK+OestJOCqIVelWLwyAbqkrFNLqGVEDiWBlB9sACAuF9xRmJTTSYW8Epp4h9RSx7Swjl5ubi2Qyifr6emzevBkHDhzAyJEjsWXLFjQ2NuLw4cMYNmwYfN/H22+/7VJ23idkZWUhNzcXc+fOxfz58zFkyBD8+te/xiuvvHLOCNMZAL2D44uTg4uFb7rpJgwaNAjRaBSFhYUBpxHQpSSrXFTuUPlN2a419imz7Qi1Xl8jwerNtz30ygXaD5Wxtqzn7/fKF2wjQSX7ZHyhHEketXmY0HQnpkHxPG2rcjANL258Rr6ora3Fk08+GWhvMpk03n0Aji/eR2RlZSEnJwfz5s3DxIkTAQBvvPEGXn311XPWpjNqAHQ7oXMNgFkEfOKzOwF8G137ANznB/cBuBTAfwCYjM59AP6b7/YBOGOgQBw8eDAWLFiAYcOGYfLkyT2GA7XEI/9nBYdIJGJy6u10F6B7jWD1PIQJYgp73kMXbFEp1o1LKGzV+6MhV/aFREHjwB4PO6eSRGO3j/3gMYRGGWyBbgtqO3/V9mal02kkEgksX748sEgrnU5j06ZNOHDgABYsWID9+/dj5cqVgXQj56U5O6iursZFF12EadOm4YorrkB+fr6Zh1u3bsX//t//G8ePHz8nbXMGQO/g+KJ36A1fqNzRaK46ZOhVtlNFmR6kjiAg6DDidXviC6DLOWQr/OQP5Qs1POjwoZzmMeqI0napoaLt0Pbb9+ffer2/hC/YRgCmfLfuq0JZROeQ8oX2y+HsoKqqCpMmTTLVt3RzvqeffhoPP/zwOWvb+2oAnE04gf7eUFxcjIEDB2LWrFm47LLLUFpaaiIDKkDtZ6+ClALf97vq8zMEyS2/6dFmVSLbAFDBpyFkfq8efjs1yPbAa748BTzQtYiZOZK6g60tjO3Fu4qwMKyGXtnGhoYGk4vZ1tYWiEwsW7YMJSUl3TbEovdm3759f+mjdThDiEajqK6uxtChQ/Gxj30MFRUVGDhwILKysgLlEd9991185zvfMYuozwWcAdA7OL54b1C+mDVrFkpLS1FcXBzI9ae8t+W0ynjdIwDoyoNnWUzKYjqaTsYXtgMK6HLUaMSC3EBPPj/TtFCga+0b+YJ9YaqnGjx0VPW0XsE2bPg5+6ELlxsbG806K+Uw3/fx0ksvYc+ePd2eh+/7aG9vx4EDB3r3AB3ed9h8UV5ebviC1a5SqRS2bduG//k//ydqamrOWVudAeAQwCWXXIKRI0ciKysL48aNM7sy2h5reurtha9amccWzKyDrKFYO6SpYVZ+DgRLfpIcdCGZ5tPb6wUopNWQCEu3YT96ioawj1pvf/369aitrTUb2zQ3N+PYsWPwfR/r1683m53U1dWdsWfk8P7D8zxcdtllGDVqFEpLS3HDDTcYY9ZOHQA6PXXf+ta38Oabb57LZjsDoJdwfHFmQL6IxWIYP348Jk+eHPC6Uy5TkbfTgewIqMrxjo6Ok3qsyRe2wwjoXsKSSj7fVzuyDASjF3b0OYyr2G6VA2oAhBWDWL9+PbZs2RKI2vJaGzZswP79+0/vATicFwjjCy1rDiDwdzKZxDe/+U2sX7/+HLbaGQAOJ0Fubi4KCgrgeR5GjhyJ3NxcXH311fA8DwMGDEBVVZXx2DDXUz3pGgKlN0dzNOk1HThwINrb29HS0oJ4PB7wwKvQ5bUbGhrw29/+tpuyDgA333wzKisrUVJSguHDhwOA8fpzt+Ke0o/sFCWt3rBz5040NXUVo3rnnXewatUqtLa2BrxUdvjY4fxHUVERotEohgwZgqysLMyePRuzZs1CcXGxmTe6yZtdeamjowOPP/44nnjiicCiwXMBZwD0Do4vzjzIF0RBQQHuvPNOeJ5nvKC6cZRuEsWUIY0I9MQXmvZjO4jUs0953NDQgKeeeiqgnPOaH/vYxzBw4EDDFzQWYrEYsrOzQ9eIKb8pB/H/TCaDHTt2oKWlxdxz27Zthi9cecwLH9FoFBMmTEB2djZmz56NmTNnori42OT52wvG9XdHRweeeOKJC44vnAHgYDBy5EgMHjzYTPKSkhJ88pOfRFZWlhGCDKU+88wzaGhoAABceumlWLt2LYBOL9C6deswYsQItLW1oampCa2trWekfWVlZbjooouMcJ4yZQoSiQSuvPJKZGdnB8LN9MZwB0Uq8bt27cKSJUuQyWSwfv16tLW1nZG2OZw7RKNRs5hu4cKFqKysRFVVFXJzczF27Fjk5eUhGo0agrcrmwBdkaxjx46hpqYGv/vd7/Daa6+dF4afMwB6B8cXZxfkC8rj0tJSfPKTnzTvlG7K+Pzzzxu+sFNz1q1b9768Z+QLoMs4GDp0KD70oQ8Zo0SjFXaRhkwm4/iiDyKML1j84dJLLzV8oetHaIhy3nZ0dKCjowP19fU4cuQIfv/731+QfOEMAIce4XldVQqysrIwdepUo+izDCXQVaP4bIMvKdcoAJ1GQVtbG2KxGKZMmYJXX30VAwYMwMGDB9HQ0NCtDJzDhQt6aCZOnIh58+YhPz8feXl5JnWAZK4eRPX0RSKd9b/j8TiWLFmC2tpaPPfcc2ZB/PkCZwD0Do4vzi3IF2FQvjiXiEQiAb6woVFpoHvZUIcLF+SLCRMm4Morr0ReXp7hC6DLm2+XluXaFu6L0dbWhqVLl/YJvnAGwHtAYWGh20DJweEsIisrC2VlZYhGo1i4cCFGjRqFcePGoaioyESoVJbZij4FeiqVwsGDB3HkyBE8+eSTRnjv2LHjvK245AyA3uF85QsHB4ezC/JFJBLBwoULMXr06NPiC36mfPGb3/zGpLb1Fb445U7ADkFUVlbib//2b7Fjxw4cO3YMixYtOi88Gw4OfRFXXXUVBg0ahKqqKsyfPx/5+fmBaiBU7u2qVhrGTyaTeOutt/Duu++ipaUFf/jDH86LUK1D30dlZSUuv/xyAJ079C5evNjxhYPD+4QwvtBiIz3tzQB0GQHJZBJvvvkmtm7ding83qf5wkUATgOe5+Gee+4JKCK1tbXYs2cPnnzySQBdZcn27dvnNt9wcOgFotEoRo0ahZycHESjUdx1110oLS2F53moqKhAYWFhID9XBbhW/eDeCplMBm+//TaOHz+Oxx57DKlU6oyuRTnbcBGA3uF84wsAmDRpEr71rW8hLy8Pnuehrq4O+/btM3zBtVWOLxwcegebL+68806UlpYiEomgoqICeXl55lit7qa/qaf1d75wBsBpYsCAAfjGN76BGTNmdFtABMCUxFy9ejVqa2vx1FNPIZFImPzj8ylXzMHhbEJLBlZWVuLGG29ELBZDbm4u5s2bh6KiokB5NcomltZjLibQVW87lUohkUigqakJjz32mFmc9frrr/eZd80ZAL3D+cgXpaWleOCBBzBr1qxAvXDli3Q6jTVr1phdXdvb2x1fOPR72HzxV3/1V2ax7rx588zeRgC6OYWYvqPIZDJob29HMplEU1MTHn/88X7PF84AeA8oKirCP/3TP2HatGkAgnWCuWiWteJpHLS1teHAgQN47rnnkEqlsH37dhw7duwc9cDB4exgyJAhGDZsGHJycjB69GhcffXViMViyM/PR2FhoSm5yepNQLDeN0FvTUdHBzZu3IiGhgZ0dHRg8eLF2LZtm9mYrS/CGQC9w/nOF1OmTOmWqsa64qyPzyhAPB53fOHQ72DzxZVXXomcnBzk5+cjPz8fAALV/oBwvqBhnUqlHF+cBM4AeI8oLy/HF7/4RYwYMcLUOi4rKzOpQVpqkBOzvb3d7EK4Z88eNDc34+jRo3j00UcBdIalEonEBRt6cui/iEajKCkpMYJ44sSJuP7661FVVYXq6mrk5uYGau7ruxG29wM9/I2NjUgkEti6dSv+9Kc/GWWoP70jzgDoHc53vrjvvvswYsQIszFieXm5KTmom2rRSGhvbzfRgj179qChoQF1dXWOLxwueITxxXXXXYfq6mrDF8oPAMy7kUwmzW7tBJ2ux48fRyKRwPbt2x1f9ALOAPgLoFZnLBbDzTffjLy8PMRiMcydO9dsqqW7ETLMpJtKML0hkUhg27ZtWLduHTo6OnDs2DG8+uqr56x/Dg49YcKECYjH45g5cyYAoKKiwuyUmJOTY6opMJVBd4IGYHaYZilOoPN9am9vx7p165BMJrFjxw4sWrTI7MJ8Psuq9xPOAOgdLkS+yM3Nhed5mD9/vtm7gnyRSCSM8sMNtoCuNFMaxqyjX1tbixUrVpyz/jk4nAzV1dX4wAc+YHL1yRdMjSNfcANSrcaTyWRMtKy9vd28R6lUCi+88ALi8ThaWlocX8AZAOcFqPyPGjUKN9xwg7F2hwwZglgsZn7sRSmc9MlkEvF4HEePHkU6nUY8HsemTZsQjUaxbNkyNDc3o7a2FqWlpaivrz+XXXXog6iurkZ+fr7JwQSA66+/HsOGDUNeXh7Ky8uRTqcxcOBAU2tf0xtUAGsuv5bjzGQy2L9/PxoaGpBMJvG73/0OdXV1qKurQyaTQSKROPsdPw/hDIDeoS/xRUFBAbKysgJ8oRsRMZ+ZKafKFx0dHWhra8Pbb7+NNWvWIJPJmGizg8P7AfKFbq543XXXYdiwYcjPz0c0GkV+fj6qq6tNBEyhfGFnT5AvUqkU9u3bh+bmZrS3t+PZZ59FfX09Dhw4cN6W5DwXcAbAeYqCggLMmTMHubm5yMnJwS233ILi4mIAXUoSc9uoINlhsEgkgmQyib1792Lr1q0YPHgwtm/fjnQ6jWeeecaEurh7nXsxHMKgG2RddtllaG9vx7Rp04xHctasWSZFwfam0CjQzbbUW6Ob6LCsGj39TU1NeOqpp5BMJpFMJvHqq6/2mcVX7xecAdA79Ae+4LoZoPP9YsUTppZScUqlUubvZDKJ3bt3Y8OGDSbanMlk8Lvf/S7AF+ezLuBwbqF84XkepkyZEsoXubm5AILcYPMFgEA6qH5HvuB3yheJRAIrVqxwfHEKOAPgAkFRUZFRnIYMGWK2pZ4wYQJisVhAudINKgCYsoi6Sx13ugWAl19+Gbm5uUbo89hDhw7h0KFD56S/Dmcfnudh8uTJJtcY6DQihw4dig996EPIzc1FcXExUqkUsrOzjZfRVuiZp69zUAU6DdVkMolUKoWjR49i+/bt6OjowJIlS+D7Pnbu3Il0Ou020TtNOAOgd+hvfHHjjTdi4MCBGD9+PLKzswNlctPpdCBPmml2VP6j0SiampoMXzz99NM4fPgwADi+6McI4wvP8zBs2DDDF7FYDNnZ2cjOzjbefN2LhY4fNRqA7nwBdBquyWQStbW1hi+eeOIJNDc3A4Dji/cAZwBcwBgwYABGjRqFrKwsVFVV4SMf+Qg8z0NOTg6KiopQUFBgvDtaMpGLYNLpNIDO6hJZWVlIp9NmG/ZMJoOamhocOHDAeGA7OjqwefNmrF27NuC5bW5uRm5urkvDOA/BKjp25YMrrrgCU6ZMMTmVTBuYNGmSEdbMo9SIkl02TRci0mPIY3mu7/toamoylUuOHj2KZ555xoRqWe/c4S+HMwB6B8cXnXwBALm5uQG+sA0DRgYo85lmxMXHfMePHDmCQ4cOGUXN5gv+UGFzOP+gfAF0lcwkX2RlZRlPvc0XzMXX8ssscsJ5pccoX6jzkjqF44v3H84A6ENQK3zChAmYNm2ascCj0Siqq6sxY8YM5ObmmsVhkUjEvMAAAguP+fIzZEx0dHQgHo+bxWfPPPMMpk2bZgQ98/DWrVuHkpIS1NTU9NkyWucLuDiwqKjIhFEzmQwGDRqEa665xoRbSehAV+qXfqafq2ef92CqWDKZNMfEYjFkMhl0dHTA930cPHgQ8XgcmzdvNrWUn3vuOWMg0mPocObhDIDewfFFz3zBaMDQoUMxffp05ObmBtJ+srOzjQFgF6rgZ7qmJ5VKIR6PA+isbvfMM88gmUx245R169ahoaHhbHW/X+NUfKFOIE0jA7oMQKBr0S3QPVVHnY00AOgY4rwgX7zxxhvGaOzo6MDvf/97xxdnAc4A6EcoKipCeXk5Lr/8ckyZMgW5ubnwfR/5+fkYPXq0qZ9OAW+/qOpFTqfToZubEb7v48CBA8jLyzN1dZPJJP74xz/iwIEDAGBCf3l5ebj77ruN1ykSiWDRokXYsWNHj32h18n3fcTj8Quq7vWgQYOMAD3ZduORSAQf+MAH0NLSgnnz5pk+c1MTewOsESNGmIV+Gl7VNB27uk4qlUI0Gu0m0NUjo+99Op1Ge3s7Dh8+bAR7MpnEmjVr8Oabb8L3fbS0tCCVSl1Qz6SvwBkAvYPji1PD5gtWF8rPz8eIESMAwFRcsfmCsKu1AF37dCgymYxxHJBv0ul0N74AgPz8fNxxxx2IxWLmWosXL8bu3bt77AtlIYALki+YOqOOGps3+N24ceNw9dVXA+iU5wUFBd1SbCKRCIYPH46cnJwe+SKM88n7veELPsNkMhngi/b2dqxduzbAF27R+bmBMwAckJ+fjyuvvNK8xPQWT5o0CZMnTzZ12ZnDp54AoMsAUCFjV3XR8DEFTXt7OwCY61J51eMJW8Cw7rXneThy5AjWrVsXOF7vS6EWjUaNQKLQI3Gpd5sElkgkkJ2djVQqhYaGBhw9ehSXXHKJCV0yfYb3yc7ONgaMPQ68fiQSwfz5882CPEZn2EY9VsdGQ6babnrglBh4X11cZY8lj6G3jiFdPhuSMBX8VatWYd++fWbcly1bZrx6DucPnAHQOzi+eO8gXwCdsoTlSCdOnIipU6cG+ELTOnR3Y8omTSEEuuSlRiFV5nMNWzQaNcqrnkeoPAc6lX4qr4cPH8Ybb7wROF7XL9n8xvuyP7asZRGOVCpl+K2+vh61tbW46KKLAHSVMmZf7TKvml6p7Y9EImaDK3Kkfq8/AALtUy6jAaEpN8oL7L869nQs9XrKPxrxpx7Q3t6O1atXO764AOAMAIcewV31KCyuueYajBw50qQNZWVlYeTIkSguLjbCTUtBqlILBL3dWt6RHgVbIBEUhGECjwiLQlBx1nN0MbSWD+NxVLLZbuYw8nOGx7Ozs7tVJVBvCK9p3z+sbzpeutGVlvLT723iVG+a3kMX8SnB8u/29nbs2LEDLS0t5vj29na8/PLL2LNnT2CdR2trq6uocAHAGQC9g+OLM48wvhg+fLhJQ83KysKIESNQUlJi5JeWBFZZyb/V+UH5E5a2aOsmutgU6O4goSJrQ2W1Ri+UL3i/ML5QmUy+sHlRucLu8+nwBdtlO4sIVdg5XtpvvQe5xeZsthGA2W+lpaXF9Jt8sXfvXscXFyCcAeDwF2Hs2LEoLy8PCOTs7GxceumlKCsrw6BBg0y50lgshoKCgkBo0F5ABPTs/T8dA0CV5zAvOD8LE3a2cUABz2soOfAc3lvb0JPgPlmbTtYHjQBwzOjB57USiYTx2vPYTCaDTZs2YdWqVYF7pFIpbNmyBU1NTXDoG3AGQO/g+OLcYOzYsRgwYEBg3Rlxww03YPDgwYZLsrKyTDSaCjUjlco3YXrJ6RoAVNJVOSZsTiDUIWPvu8A28FpqTKjjSB0+tgGgCOMLVc7ZR40823xh3wPo5Avm3fNY8sLKlSsD/XF80ffgDACH9wVhOYsjR47EnDlzEIvFcPz4cdTX12P8+PFGmHueh/Hjx2P48OFGsFHY829bAFNoa2iTYDjWzn/XtCC20Vbgw4QpvVFa4UZDxuqRUY8Or0eEGQa2R4jpOcxzBWAWzr377rs4cOCA8UBxkXYmk8GSJUuwf//+bqQYlnfr0PfgDIDewfHF+Qd1AgHA8OHDMWfOHHieh/r6ehw/fhyTJk0K8MW4cePMegQAgWgy+UIjtJq2CgT5QqO++h3lcth6LU1VUoeRfT3K9PeDL4iOjo5ABIJGzvbt23HgwAFzLBV+AFi6dKnji34MZwA4nFeoqKhAaWmp+Z/5nlTYx44di/nz52P9+vV44403MG/ePFxyySUAunI2KVBJBKWlpYhEIiaPsqWlBUVFReacdDptvBpFRUUB44NediUDXtfzPLMOgQKVRFFXV4d4PB4IYTNnn/mSanjwHplMBn/4wx9w9OjRgKcI6CKtmpoa54VxCIUzAHoHxxd9A2F8oV7/sWPHYt68edi4caPhi4svvrhbWg4dPkz5zMnJQUVFBSKRCFpbW80mnFSwjxw5gkgkgoqKCvOZOoxUUbeNA40cKF8kEolu1fjoxdfIsHr2M5kM/vSnP+Ho0aMBhV3/dnzh0BOcAeDQ53HFFVfg6NGjGD16NKLRKLZt24bJkyeb3MhEIoF33nkHmUwGU6dODeR06joCzZGkAWCn/PAdWbx4sdk508HhbMEZAL2D4wuHk8HzPCxYsACxWAzvvPMOpkyZYr7r6OjAokWLEIvFcNVVVwWMDkLTgTRyoDqUevGXLl3q+MLhrMMZAA4ODg59BM4A6B0cXzg4OPR3nA5fRE59iIODg4ODg4ODg4NDX4EzABwcHBwcHBwcHBz6EZwB4ODg4ODg4ODg4NCP4AwABwcHBwcHBwcHh34EZwA4ODg4ODg4ODg49CM4A8DBwcHBwcHBwcGhH8EZAA4ODg4ODg4ODg79CM4AcHBwcHBwcHBwcOhHcAaAg4ODg4ODg4ODQz+CMwAcHBwcHBwcHBwc+hGcAeDg4ODg4ODg4ODQj+AMAAcHBwcHBwcHB4d+BGcAODg4ODg4ODg4OPQjOAPAwcHBwcHBwcHBoR/BGQAODg4ODg4ODg4O/QjOAHBwcHBwcHBwcHDoR3AGgIODg4ODg4ODg0M/gjMAHBwcHBwcHBwcHPoRnAHg4ODg4ODg4ODg0I/gDAAHBwcHBwcHBweHfgRnADg4ODg4ODg4ODj0IzgDwMHBwcHBwcHBwaEfwRkADg4ODg4ODg4ODv0IzgBwcHBwcHBwcHBw6EdwBoCDg4ODg4ODg4NDP4IzABwcHBwcHBwcHBz6EZwB4ODg4ODg4ODg4NCP4AwABwcHBwcHBwcHh34EZwA4ODg4ODg4ODg49COc0gDwPO9Xnud1eJ7XIj9fsI650/O8nZ7ntXme97rneTOt72d5nrfmxPc7Pc+7/Ux3xMHBwcHBwcHBwcHh1OhtBOAh3/cL5ec/+YXneXMB/BjAfQDKADwN4E+e5xWf+L4EwAsnPi8DcC+An3ieN/sM9sPBwcHBwcHBwcHBoRfwfN8/+QGe9ysAKd/3/6aH7x8CEPF9/44T/3sA9gL4J9/3H/I87zMA/gXACP/EzTzPe/jENT9zinufvHEODhcgPM9DSUkJmpubUVBQgEQigcrKShw+fBgDBgxAXl4e6uvrUV5eDgCor69HaWkpPM9DY2MjioqKEI1Goe/u4cOHkUqlzlWXHN5H+L7vnes2XAhwfOHQ31BRUXFKvigsLEQsFnN80U9wOnwR6+VxH/c872YAdQCeA/Avvu+3nPhuKoBfyc19z/PeOvE5v3/TD1oabwK4o7eNdOh/iEQimDFjBt566y2k02nzeW5uLiZNmoS33noLU6dORUtLC6ZOnYpNmzahoaEBVVVVmDRpEt58800UFxcjFouhubkZkydPRiwWg+d5RvBFIhHzO5PJIBaLIZ1OG0GZyWS6tUu/e/fdd1FVVYWSkhJEIhGsW7cOhYWFqKysxP79+7F169bQvs2ePRsLFizA3r17MXToUNTW1mLWrFlYtmwZpk6dioEDB2LLli2YOnUqMpkM3n77bVx00UWIRqPYvn07Ro4ciezsbPi+D9/34Xkenn76aTz//PM4lUHv4ODg0NdAWU6ZGPa5/k1MmjQJkyZNwrp167Bnzx54nocJEyZgypQp6PRlwpzD/3kdG5lMJiCT9Vzf97Ft2zZUV1ejpKQEALBq1SocOnQocH4YZs2ahVGjRsHzvG7XnTVrluGLyZMnAwDefvttTJw4EdFoFDt27MCIESOQk5MD3/eRyWQCfOHQv9GbCMBMAAcA1AK4CMAvAez0ff9TJ77fCeA7vu//Us55CECH7/t/43nezwHEfN+/S77/DIBv+b4/NuR+9wC458S/M+3vHfo+hg8fjnvvvRelpaVYu3YtHn/8cSQSCRQXF+Nzn/scJkyYgEWLFuH6669HOp1Gbm4u4vE4UqkUcnJykJOTg9bWVmRlZSErKwsdHR3Izc1FXl4eACCVShkhzZ9IJALP85BOp833QKdQjkajAGAEKACk02m0tbUhFoshFoshEokgHo/D931Eo1G0t7fjpz/9KTZv3hzoW1VVFb70pS+huro6lEgikQii0ai5J0lFycfzvEBbAKChoQEPPvgg3n333TP8NBzONVwEoGc4vnAgX+Tk5GDp0qX4/e9/b777zGc+g6lTp+Kxxx7D7bd3Lj2kQu77PvLz85Gbm4uWlhZ0dHQgOzsbsVgslC8oewF04wsik8kEvuP9UqkUEokEotEosrKyEIlE0NraikQiYdryne98B42Njd36d/fdd+OKK67oxhfkmkgkYn5svgCAaDQaaIvnedi2bRu+853vnInhdzjPcEYjAL7vvyH/bvY87wEASz3Pu9v3/XYAzQBKrNNKAew88XczgJEh3zf1cL//AvBfgAvp9kdUVlbi85//PKqqquD7PrKzswNCl8KTv4lIJGIUcQDdBGNPXhsbKjhPBQp6bR8FbDQaRSzW/fU6evQoHnroIVx77bXYsmULxo0bh4MHD+Laa6/FU089hXnz5mHo0KF47bXXMG/ePPi+j5UrV+Kyyy5DNBrFW2+9hUmTJiEvLy/g7XrkkUec8u/Q7+D4wmH+/PmoqqoyyreCzhRyBmUmnSd0tPB75ZBTwfbIn+o4NSB4b3IEPfNhWLp0Kd5+++3Q76+55hoMHToUq1atwvz58w1fXHrppYjFYnjrrbdw0UUXIT8/H77vG0Pgz3/+c6/66NC3ccoIQLcTOhfvvgqgyPf9xAlvv+f7/p0nvvcA7AHw32QNwLd93x8h1/g1gLRbA+Bgw/M8XHHFFbj++uuxfv16PPfccwEPS35+Pi655BKsW7cOM2bMQEtLC6ZPn46NGzfi+PHjqK6uNt8XFxcjOzsbTU1NmDJlCrKysoxnxvaqMwVI79VTOBfoFNjvvPMOBg0aZFKA1qxZE0gB2rRpU4/9pFeGRkMsFkNHR4chq3Q6bcjJ/tsmEgDo6Oj4C0fe4XyFiwD0Do4v+ic+8IEPYPz48Whra+vGF2HyVHHxxRfjkksuwZo1a7B7924AnWlBU6dO7SZjT6Xw21FZ/dz3fWzduhXV1dUoLS0FAKxYsQIHDx40x70XGe74wsHG6fBFb1KAbgXwou/7DZ7njQPwEIDDvu9//MT3cwG8CGAhgOUAvgzg7wCM832/yfO8UgDbAXwPwA8BzEPnOoJrfd9ffYp7O4HeD+F5HsrLy1FXV3eum+LgcM7hDIDewfGFg4NDf8eZNgCWApgCIAdADYBn0enRb5Jj7gTwbQCDALwN4D5NHfI871IA/wFgMoDD6IwOPHLKxjmB7uDg0M/hDIDewfGFg4NDf8cZNQDOJZxAd3Bw6O9wBkDv4PjCwcGhv+N0+KK3G4E5ODg4ODg4ODg4OPQB9HYfgHOFFgDbznUjzhEq0LnvQn9Ef+17f+034PreU99H9PC5Q3c4vuh/6K/9BlzfXd+747T44nw3ALb5vj/rXDfiXMDzvHWu7/0L/bXfgOt7f+37GYbji36G/tpvwPXd9f0vh0sBcnBwcHBwcHBwcOhHcAaAg4ODg4ODg4ODQz/C+W4A/Ne5bsA5hOt7/0N/7Tfg+u7wl6M/j2N/7Xt/7Tfg+t5fccb6fl6XAXVwcHBwcHBwcHBwOLM43yMADg4ODg4ODg4ODg5nEM4AcHBwcHBwcHBwcOhHOC8NAM/zop7n/f89z6v1PK/Z87ynPc+rONft+kvhed6tnuct9zyvyfO8VMj3d3qet9PzvDbP8173PG+m9f0sz/PWnPh+p+d5t5+91r93eJ73fzzP23yi34c8z/uZ53kDrGP6ZN8BwPO8/+l53u4T/a/xPO8pz/OGy/d9tu8A4HlexPO8VZ7n+Z7nDZXP+2y/Pc/7led5HZ7ntcjPF6xj+mz/zyYcX/St+eP4wvFFf+KLc8oVvu+fdz8AvgXgXQCjAZQAeBrAC+e6XWegX9cD+BSAzwJIWd/NBdAK4DoAOQD+fwCOAig+8X0JgFoAf3/i+2vRufHN7HPdr170+7sApgPIAlAJ4AUAz/WHvp9o/0QAJSf+zgfwbwBW9Ye+n+jD1wEsAuADGNof+g3gVwD+30m+79P9P8tj7fiiD80fxxeOL/oTX5xLrjjnne+hw3sBfE7+H3NiMow81207Q/27KkSgPwTgYfnfA7APwF0n/v/Mif89OeZhAL881/15D/3/CIDGftr3AgDfB3CsP/QdwHgAOwFMswR6X+/3qYR6n+7/WR5rxxd9eP44vnB80Zf7fS654rxLAfI8rwTAcABv8DPf93cCaAIw5Vy16yxgKoJ99gG8deJzrp1JsQAAA3VJREFUfv/mic+JN+X7CwnXANgo//f5vnued5vneY3otMy/AuDbJ77qs333PC8C4BcA/g5Ag/V1n+234OOe59V7nvfuiRSVQvmuP/T/fYfji0708fnj+MLxRZ/t9wmcE6447wwAAMUnfjdanzfId30RRTh5n0/1/QUBz/M+DuDz6BRqRJ/vu+/7j/m+XwJgEDqF+dsnvurLff8KgCO+7z8T8l1f7jcAPIjOUH4FgI8BmA/gZ/J9X+//2YLjiy40oI/NH8cXji9OoC/3+5xxxfloADSf+F1ifV6KTq9OX0UzTt7nU31/3sPzvE+ic2Lf5Pv+m/JVn+874fv+EXSOwR9OLGzrk333PG8sOnM5v9TDIX2y34Tv+2/4vn/U9/2M7/ubATwA4BOe5+WcOKRP9/8swvFFF0rRh+aP4wvHF4I+2W/g3HLFeWcA+L7fgM58phn8zPO80ei0Zjb2cFpfwAYE++yhMw9ug3w/3Tpnunx/XsPzvM8A+CmAG33fX2J93af7HoIYOnM7B6Pv9n0uOhfwbfI8rw6dIUkA2HiiwkFf7XdPyJz47Z343d/6/77A8UUn+tr8cXwRgOOLvtvvMJw9rjjXCyB6WPTwLQDbAIxCpyB/EsCL57pdZ6BfUQC56FzNnTrxd+6JBz0Xnfl+1wDIBvANBFd6l6Jzpfffnfj+Glw4q9y/DOAYgEt7+L4v9z2CTq/GwBP/DwXwLIDd6BTsfbLv6KxeMVR+Lkfnoq5ZAAr7ar+l/7cCKD3x9zgAqwA83R/m/DkYa8cXfWj+OL5wfNGf+OJccsU573wPAxJF58r3OnSGN54BUHGu23UG+nX3iUlt/4w88f2dAHYBiANYA2Cmdf6lJz6Pnzju9nPdp1722wfQcWJSmh/rmL7a9wiAPwGoQWcpr4MAHgUwpq/33erDSEhVh77ebwBLAdSfeOa70VnKr9g6ps/2/yyPteOLPjR/HF84vuhPfHEuucI7cbKDg4ODg4ODg4ODQz/AebcGwMHBwcHBwcHBwcHh/YMzABwcHBwcHBwcHBz6EZwB4ODg4ODg4ODg4NCP4AwABwcHBwcHBwcHh34EZwA4ODg4ODg4ODg49CM4A8DBwcHBwcHBwcGhH8EZAA4ODg4ODg4ODg79CM4AcHBwcHBwcHBwcOhHcAaAg4ODg4ODg4ODQz/C/wd4jyh1tlK3CgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 936x936 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "a = opening(foreground)\n",
    "b = opening(a, disk(2))\n",
    "c = opening(b, square(3))\n",
    "\n",
    "fig, ax = plt.subplots(nrows=2,ncols=2,\n",
    "                         sharex=True, sharey=True, \n",
    "                         figsize = (13, 13))\n",
    "ax = ax.ravel()\n",
    "\n",
    "ax[0].imshow(foreground, cmap='gray')\n",
    "ax[0].set_title('Original Foreground Image')\n",
    "\n",
    "ax[1].imshow(a, cmap='gray')\n",
    "ax[1].set_title('opening(foreground)')\n",
    "\n",
    "ax[2].imshow(b, cmap='gray')\n",
    "ax[2].set_title('opening(opening(foreground))')\n",
    "\n",
    "ax[3].imshow(c, cmap='gray')\n",
    "ax[3].set_title('opening(opening(opening(foreground)))')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "2c301a6e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "66263"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum(sum(a - c))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "f4b5bd55",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f8e4e963dd0>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Qpv3oTL6E0tLSmDZtGv379/e6FBHxsQ4dOtCvX79yPabO5An8xn/22WflcSgRiXOff/45l19+Of/6179KvQ+dyZdAZmYmM2fO9LoMEYkTbdu2pUuXLuV2vLgO+ebNm/PGG2/QqFEjr0sRkTiRnJzMoEGDqFSpUrkcL25DPjMzk4ULF9K4cWOvSxGROHP11Vdz+eWXl8ux4jLkzzrrLLKysqL2nYwi4n8NGzYslxkq4y7kzYw+ffrQoEEDr0sRkTg2YsQIKlSoEPHjxFXImxl33303zz//PMnJyV6XIyJxrHr16jz66KMRP05chfxNN93EU089RWpqqteliEicMzN69uwZ8WHjuAn5atWq0bdvXwW8iESNpk2bUqNGjYgeIy5CvkqVKkyePJmrrrrK61JERE7w0EMPRXT/vg/5tLQ0XnvtNbp37+51KSIi/6ZTp0507NgxYvv3fci3bNmS3/zmN16XISJyUjVq1OCmm26K2PsrfD13Tfv27Zk7dy5169YNV0kiIhHRtGlTNm7cGNK6mruGwNzwWVlZCngRiQktWrSIyH59GfKJiYnccccd1KpVy+tSRERC8sc//jEi+/VdyCckJDBixAhGjx5NYmKi1+WIiISkevXqEbln3nchP3jwYIYNG0ZSUpLXpYiIhKxJkyb07Nkz7PPZ+OrCa+3atZkzZw6dOnWKVEkiIhFz+PBh6tWrR3Z29mnXi8sLrzVq1GDWrFkKeBGJWUlJSdSuXTus+/RNyN9999107tzZ6zJEREotKSmJv/zlL2Hdpy9C/qqrruLuu+/2ugwRkTKrWrUq1atXD9v+Yj7kO3fuzMsvv0zVqlW9LkVEpMw6derEpZdeGrb9xXTIp6Sk0KdPH90PLyK+ctFFF5GQEJ54jtm7a1JSUnjsscd4+OGHy+UVWiIi5SUnJ4c6depw6NChk7bHxd013bp146GHHlLAi4jvVKhQgV/+8pdh2VdMhnydOnUYPnx42P45IyISTSpWrMiNN94Yln3FZEqOGjWKiy66yOsyRESiXsyFfLt27ejVq5fXZYiIRFSvXr1o165dmfcTcyFfpUoV0tPTvS5DRCSi0tPTqVKlSpn3E1N315gZX3/9NS1btvSqJBGRcrN69Wpat25N8Zz27d01ZqazeBGJG+HIu5gK+TZt2lC5cmWvyxARKReVK1emTZs2ZdpHTIV8z549wzqng4hINKtevTo9e/Ys0z5iKuRFRKRkzhjyZvaUmX1rZvvNbJuZTTKzasXWGWBmm8zsoJl9YWZti7W3M7Mvg+2bzKx/SQtt3Lgxt912W0k3ExGJabfddhuNGzcu9fahnMkfA/oD1YFWQF1gWmGjmXUCJgB3AlWBecA7ZpYWbE8H/h78viowCHjRzH5RkkJTU1OpWbNmSTYREYl5tWrVIjU1tdTbnzHknXPDnHNfOeeOOud2AX8DOhdZ5Q5gvnNukXMuD3gGyAO6B9t7AIeAp51zec6594AsYGCpqxYRkZCUZky+C7C6yOdWwIrCDy5wQ+dXwe8L21e6E2/0XFmk/QRmNtDMlpvZ8qLf//73vy9FqSIisa8s+ZdUkpXNrCeBM/dfFfm6CrCv2Ko5QFqI7Sdwzk0EJgaPd/wvBr27VUTiVVnyL+QzeTPrDUwCrnXOrSzSdAAofsd+BrA/xHYREYmQkELezG4BXgK6OecWF2teBbQpsq4BrYPfF7YXnzLyoiLtZ9S6dWtddBWRuFWzZk1at25dqm1DuYXyHmAMcJVz7pOTrDIJ6GFmXcwsBbgfSCVwcZXgz0pm9qCZpZhZFwIXYyeGWuSll15K3bp1Q11dRMRX6tatW+r3voYyJj8OyAcWF30Lk3OucvDnUjMbTCDszwG+Abo65/YH23PMrCswHhgFbAcGOec+K1XFIiISsjOGfCiznTnnXgZePk37MuCSkpUWkJKSQqNGjUqzqYiIbzRq1IiUlBSOHDlSou2ifqrhOnXqsHnzZhITE70uR0TEM8eOHaN+/fps27bNv1MNi4hIySjkRUR8LOpD/tJLL6XoBV8RkXhkZqW6wybqQ37AgAEkJER9mSIiEZWQkMCAAQNKvl0EahERkSihkBcR8bGoD3mNx4uIBJQmD6P6PvmqVau6nTt3kpKS4nUpIiKeO3LkCLVr12bPnj3+uE8+ISFBAS8iEpSSklLis/moDnkRESkbhbyIiI8p5EVEfEwhLyLiY1Ed8tWqVfO6BBGRqFLSXIzqkE9PL/5qWBGR+FbSXIzqkBcRkbJRyIuI+JhCXkTExxTyIiI+ppAXEfExhbyIiI8p5EVEfEwhLyLiYwp5EREfU8iLiPiYQl5ExMcU8iIiPqaQFxHxMYW8iIiPKeRFRHxMIS8i4mMKeRERH1PIi4j4mEJeRMTHFPIiIj6mkBcR8TGFvIiIjynkRUR8TCEvIuJjCnkRER9TyIuI+FhUh/y+ffu8LkFEJKqUNBejOuT37NnjdQkiIlGlpLkY1SEvIiJlo5AXEfExhbyIiI8p5EVEfCyqQ76goIAjR454XYaISFQ4cuQIzrkSbRPVIZ+Tk8PHH3/sdRkiIlHh448/Zu/evSXaJqpDHijx31oiIn5VmjyM+pAXEZHSU8iLiPhYSCFvZk+Y2Q9mtt/MfjazuWZWv0j7ADPbZGYHzewLM2tbbPt2ZvZlsH2TmfUPtcDp06dTUFAQeo9ERHyooKCA6dOnl3i7UM/kXwFaO+fSgIbAZmA2gJl1AiYAdwJVgXnAO2aWFmxPB/4e/L4qMAh40cx+EcqBP/74Y43Li0jcc86V6kaUkELeObfOOVc4K44BBcD5wc93APOdc4ucc3nAM0Ae0D3Y3gM4BDztnMtzzr0HZAEDS1ytiIiUSMhj8mbW18z2AbnAH4DHgk2tgBWF67nAafdXwe8L21e6E0/HVxZpFxGRCAk55J1zrznn0oFzCAT8N8GmKkDxuS9zgLQQ209gZgPNbLmZLQfIzs5mwoQJoZYpIuJLEyZMIDs7u8TblfjuGufcDmAS8JaZVQMOAOnFVssA9gd/fab24vuf6Jxr55xrB4EnvL7//vuSliki4ivff/99qWYAKO0tlEnAWUAdYBXQprDBzAxoHfye4M+Lim1/UZF2ERGJkDOGvJklmNldZlYr+LkuMB74EVhH4Ky+h5l1MbMU4H4glcDFVYI/K5nZg2aWYmZdCFyMnRhqkYsXL2br1q0l6JaIiH9s3bqVxYsXl2rbUM/kuwJrzOxfwBfAQeBy51y+c24pMJhA2O8Drge6Ouf2AzjncoLb9w62TwIGOec+C7XIr7/+ml27doW6uoiIr+zatYuvv/66VNsmnWkF51wBgZA+3TovAy+fpn0ZcEmJqxMRkTKJmWkNlixZ4nUJIiKeKEv+WTQ/TWpmx4tr0aIFa9as8bIcERFPZGZm8u233x7/7JyzULeNmTN5EREpuZgJ+cOHD+viq4jEnZ9//pnDhw+XevuYCflNmzYxZcoUr8sQESlXU6ZMYdOmTaXePmZCXkRESi6mQn7evHns3r3b6zJERMrF7t27mTdvXpn2EVMhv3LlSnJzc70uQ0SkXOTm5rJy5coy7SOmQt45x759xSe0FBHxp3DkXcyF/L333ut1GSIi5eLee+8t85vxYirkAQ4cOKCzeRHxvX379nHgwIEy7yfmQn758uXMnTvX6zJERCJq7ty5LF++vMz7ibmQFxGR0MVkyM+ePZtDhw55XYaISEQcPHiQ2bNnh2VfMTNBWVEVK1Zk27ZtZGRklHNFIiKRl5OTQ506dU55Muv7Ccry8vJ44YUXvC5DRCQi/va3v5GXlxeWfcVkyBcUFJT6LSkiItFu1apVFBQUhGVfMRnyAB9++CFLly71ugwRkbBaunRpqd/nejIxG/K7d+8mJyfH6zJERMJq7969YZ2jKyYvvBbKzMzkq6++IinpjK+qFRGJekePHqVNmzZnfAue7y+8Ftq5cyf5+flelyEiEhbHjh1jx44dYd1nTId8dnY2I0eO9LoMEZGweOyxx8I+nXpMh7xzjrlz57Jx40avSxERKZONGzcyb968Mk9IVlxMhzwEfmP27NnjdRkiImWye/fuiJywxnzIA4wePdrrEkREyiRSOeaLkF+7dq3XJYiIlNrSpUv55JNPIrJvX4T8jz/+yIsvvuh1GSIiJZaXl8fMmTPJzs6OyP5j+j75ojp27Mibb75J9erVI1mSiEhYrV+/nubNm5dom7i5T76oTz/9VNMciEjMGTp0aET375uQB3jyySe9LkFEJGQffPABy5Yti+gxfBXy2dnZbNiwwesyRETOKNJj8YV8FfIbN25k/vz5YX+YQEQk3LZs2cKrr74a8eP45sJrodTUVLZu3aoLsCIS1Xr06EFWVlapto3LC6+F8vLyGDVqlNdliIiclHOOV155hQ8//LBcjue7M3mAZs2aMW/ePDIzM8NdkohImRw6dIhzzz2XvXv3lnofcX0mD/Ddd9+xcOHCsL0+S0QkXEaOHMm+ffvK7Xi+PJMHyMjIYPPmzVSpUiWcJYmIlNqGDRvo1q0b69evL9N+4v5MHmDfvn3069cv4rcniYiE6s033yxzwJeUb8/kCy1cuJBrrrkmHOWIiJRabm4uLVq0YPPmzWXel87kixg6dKjumxcRzz399NNhCfiS8n3Ib9myhdGjR3PkyBGvSxGROPXjjz8ydepUT47t+5DPy8tj+PDhekWgiHjm1Vdf5X//9389ObbvQ77QkCFDwv4WdBGRM9mxYwczZ8707PhxE/IfffSRp7/RIhJ/9u/fzw033MC6des8qyFuQh5g1KhRLFq0yOsyRCRORMN7LuIq5Pfv38/TTz/N0aNHvS5FRHzu6NGjjBkzxvMn7+Mq5AEWL15c6pnfRERClZWVxeLFi70uw/8PQ51M69atWbhwIXXr1o3E7kUkzh0+fJhOnTqxYsWKiOxfD0Odwddff80jjzzidRki4lPvvPMOa9as8boMIE5DHuCNN95g9uzZXpchIj5z4MABpk6dSl5entelAHE6XFPo3HPP5YcffiA5OTmShxGROPLuu+/y61//OqLH0HBNiLZv387vf/97Dhw44HUpIuID69atY8iQIV6XcYK4DvmCggKmTZvG2rVrvS5FRGJcQUEBEyZMYNOmTV6XcoK4Hq4p1K5dO5YtW1YehxIRn1q9ejXt2rUrl+dwIjZcY2YJZvapmTkzq1vk+wFmtsnMDprZF2bWtth27czsy2D7JjPrX5LjRtq6deuYPHkyx44d87oUEYlRTz75ZFQ+aFnS4ZqhwMGiX5hZJ2ACcCdQFZgHvGNmacH2dODvwe+rAoOAF83sF2UrPXxyc3O588472b59u9eliEgMWrZsWVQ8+HQyIYe8mTUDBgMPFGu6A5jvnFvknMsDngHygO7B9h7AIeBp51yec+49IAsYWNbiwyk/P5/77ruvTG9QF5H4c/ToUWbNmhW1s9yGFPJmlgBMBR4Ecoo1twKOP9blAoP8XwW/L2xf6U4c/F9ZpD1qzJkzR1MeiEiJbNu2jXHjxnldximFeib/B2CHc27+SdqqAPuKfZcDpIXYfgIzG2hmy81seYi1hdUjjzwSsUeRRcR/HnjgAc8nITudM4a8mTUB7gfuOsUqB4D0Yt9lAPtDbD+Bc26ic66dc67dmWqLhO3bt/Pkk09G9X80EYkOixcv5pNPPvG6jNMK5Uy+E1ATWGNm2QSGWgBWm9lgYBXQpnBlMzOgdfB7gj8vKrbPi4q0R50FCxbw/vvve12GiESx/fv307t376i/YSOUkP8foDGB4G4NdA1+fyXwMjAJ6GFmXcwshcBZfyqBi6sEf1YyswfNLMXMuhC4GDsxXJ0It6NHj/LMM8+wb1/xUSYREThy5AhjxowhJyfH61LO6Iwh75w76JzbWrgAhZeQdzjncp1zSwncdTOJwNj79UBX59z+4PY5BP5i6B1snwQMcs59FvbehNH777/PyJEjvS5DRKJMQUEBw4YN489//nNMPFujJ15P4+yzz+a1117jsssu87IMEYki27Zto2XLluzevduzGkryxKtC/gyaN2/OP//5T6/LEJEosHXrVnr27MmXX37paR2ahTKMNm3axMMPPxw1c0OLiDe2bt1K9+7dPQ/4ktKZfAjMjHXr1tGsWTOvSxGRclZQUMCOHTuiKuB1Jh9mzjn+8Ic/eF2GiJSzo0eP8sADD5CZmRk1AV9SCvkQLVu2jDfeeINo/pePiIRPTk4Ojz/+OOPGjYvpOa00XFMCZ511Fps3b6ZatWpelyIiEbR48WJ69epFTk5OVD79ruGaCDl48CB/+tOfOHjw4JlXFpGYs3fvXnr16kXfvn3Zs2dPVAZ8SelMvhRuu+02XnrpJRITE70uRUTCZPfu3fTu3Ttq54UvSmfyETZt2jTuvvtucnNzvS5FRMooPz+f0aNHc8kll8REwJeUzuTLYNCgQYwfP56EBP1dKRKLli9fzsSJE5kyZUpMDc3oiddykpiYyC233MItt9xCx44dvS5HREpg+fLldOvWLWrf6HQ6CvlyVq1aNaZOncqVV15JxYoVvS5HRE7j8OHDPPDAA7z99tv8+OOPXpdTKgp5D6SkpNC6dWtef/11GjZs6HU5InISCxcuZOrUqSxYsCCmn3lRyHsoMzOTXr16MXDgQM455xyvyxERIDs7m6ysLO677z5f3DChkPeYmVG1alXmzZtH586dvS5HJK6tWbOGnj17smHDhpg+ey9KIR8latasSfv27Zk6dSo1a9b0uhyRuHLgwAHWrl1L//792bhxo9flhJVCPsp07tyZvn37cscdd3hdikhcyM/P54477mD69OlelxIRCvkoVKFCBYYPH0737t3JzMz0uhwR35o9ezYPPvgg27Zti6l730tCIR/FGjZsyJw5c2jVqhXJyclelyPiG4cPH+add97h1ltvZd++fV6XE1EK+ShXqVIlrrrqKm6//Xa6du3qdTkiMW/Tpk3ccMMNrFmzJi7e4qaQjxGVK1fm2WefpUePHlStWtXrckRiTl5eHk888QRZWVmsWbPG63LKjUI+hiQkJNCkSRPmzZunsXqREigoKGDo0KE8//zzvrk1MlSahTKGFBQU8N1339GtWzcGDx7siwc1RCLt3Xff5ZJLLuGFF16Iu4AvKZ3JR5nrr7+e/v37061bN69LEYk62dnZjBs3jvHjx8f0K/nKSsM1MS4tLY1x48Zx2WWXUb9+fa/LEYkK27dvp2/fvnz00Udel+I5hbxPtG3blp49e/Lf//3feguVxK2CggLGjx/P66+/zieffOJ1OVFBIe8jiYmJ3HnnnfTt25df/OIXXpcjUq5WrlzJ3LlzGTNmDEePHvW6nKihkPeh2rVrM336dH75y19SuXJlr8sRibjPP/+cG264gc2bN3tdStTR3TU+tGPHDq655hquueYatm/f7nU5IhGzZ88eJkyYwHXXXaeADwOdycegzMxM+vXrx/3336+pEcQ3jh07xk8//cR9993HggULvC4nqmm4Jk7cdddd9O/fn/bt23tdikiZvfjiiwwZMsS3k4qFk0I+jtSsWZNf/epXvPjii1SvXt3rckRKbO3atfTt25cNGzZw8OBBr8uJCQr5OHTFFVfQr18/BgwYgFnI//1FPFNQUMDatWvp1asX69ev97qcmKKQj1Opqak89thjXHvttfzHf/yH1+WInNL+/fsZMmQIb731Fjk5OV6XE3MU8nGuWbNmzJ07l2bNmlGhQgWvyxE5zjnH66+/ztSpU3nvvfe8LidmKeSF1NRUunfvzsSJE3VfvUSNV199ldtuu40jR454XUpMU8jLcR06dODuu++mT58+GqsXz2zevJmBAwfyxRdfaHgmDBTycoKUlBSGDRtGv379aNKkidflSBwpnHdm8uTJrF692utyfEMhLyfVoEEDevTowZ///GcqVarkdTnicwcPHmT48OE8//zzHDt2zOtyfEUhL6fVp08fbr75Zq688kqvSxGfevfdd5kxYwazZs3yuhRfUsjLGaWlpTF+/Hg6d+5M3bp1vS5HfGLr1q189NFHDBkyhP3793tdjm8p5CVkHTt2ZP78+dSoUUNz1kuZZGdnc9111/Hpp596XYrvaRZKCdmnn35KkyZNGDFihOYMkVI5duwYc+fOVcBHKZ3JCwBJSUlcdtllDB8+nDZt2ujeegnJrl27eOmllxg5ciT5+flelxM3NFwjpZaYmEiXLl2YNWsW1apV87ociWJLly6lR48eZGdnE8054kcarpFSO3bsGIsWLeI///M/efbZZ3V2Jv9mz549vP/++/Tu3Ztdu3Yp4KOczuTllBISErjrrru45ZZbaN26tdflSBTYv38/vXv3ZtGiRV6XEtc0XCNhVa9ePaZMmcLFF19MRkaG1+WIBwoKChg7dizjxo1jy5YtXpcT9xTyEhF9+vRh8uTJVKxYUfPgxJHVq1czduxYZs6cydGjR70uR1DIS4SYGRkZGYwYMYKuXbty/vnne12SRNiqVavo1q2bzt6jjEJeIq5FixbMnz+fBg0aaM56Hzp06BD3338/ixYtYtOmTV6XI8Uo5KVcJCcnM2DAAF544QVSUlK8LkfCZMGCBcyYMYM33nhDd85EKYW8lJuEhATatGnDsGHD6N69u9flSBkUFBQwY8YM7r33Xs07E+UU8lLuzjrrLO6//37uuOMOTXgWgzZs2MC0adMYM2aMLq7GgJKEPM650y7AdOAokFtkGVxsnQHAJuAg8AXQtlh7O+DLYPsmoP+ZjhvczmmJreWSSy5xn3/+uTt8+LCT6HfgwAG3ZMkS17x5c8//7GgJfXEh5GfhEmrITz5NeyfgX8CVQAXgv4GdQFqwPR3YBTwUbL+CwF8Uvwjh2J7/Zmop3dK/f3/30UcfRTiipCzy8/PdnXfe6fmfFS0lX1w5h/wM4JUinw3YDPwu+PmW4Gcrss4rwLQQju35b6aW0i8ZGRnutddec9u3b49YUEnpLFmyxN1+++0uMTHR8z8nWkq+uBKEfKhz1/Q0sz1m9p2ZPWNmRacobAWsKPzgnHPAV8HvC9tXBr8vtLJI+wnMbKCZLTez5SHWJlEqJyeHvn37ctNNN7Fr1y69As5j+/btY+vWrfTt25ff/va3TJ48Wf9N4kBSCOs8T2CoZRfwH8A0YBLQJ9heBdhXbJscIC3E9hM45yYCE0EXXv3i/fffp379+gwdOpSePXvStm1br0uKGytWrODrr78mPz+f4cOH869//YvDhw97XZaUozOGvHNuRZGP35rZUOAjM7vZOZcHHCAw7l5UBoELrATbG56kXfdoxZHDhw8zevRoZs6cyXnnnUf//v254oorSEhIoG7dupom4SR27txZ6kBetGgRM2fO5IcffmDz5s1hrkxiSShn8sUVvj6o8P/KVUCbwkYL/N/aGphfpL34DdQXBb+XOLN582Y2b97MP/7xDwBSU1N5+OGHSU5OPr7OZZddRvv27culntzcXMaPHx+Vb8WaOHEiP/30U6m3P3GEVOLVGe+TN7Mbgf/rnMsxs6YELrRud871DLZ3Av4vcB2wBLgHeBBo6pzbb2YZwAbgaWAc8J/AAuAK59xnZzi2/pTGobPPPpsaNWqUy7Hy8/NZv359uRxLJFxcmO+T/wjYQ+A2yR+A/0Pw9sgi6wwAvgcOEbgfvvh98hcHvz8UXE/3yWvRokVLKZeS3F2jJ15FRGJMSc7k9fo/EREfK82F1/KUC8TzgGkNINvrIjwUz/2P576D+n+6/jcoyY6iPeTXO+faeV2EV8xsufofn/2P576D+h/O/mu4RkTExxTyIiI+Fu0hP9HrAjym/seveO47qP9h639U30IpIiJlE+1n8iIiUgYKeRERH4vKkDezxOC89bvM7ICZzTOz8pnMJMLM7EYzW2Jm+80s/yTtA8xsk5kdNLMvzKxtsfZ2ZvZlsH2TmfUvv+rLxsyeMrNvg33fZmaTzKxasXV8238AM3vCzH4I/h78bGZzzax+kXZf9x/AzBLM7FMzc2ZWt8j3vu27mU03s6NmlltkGVxsncj0vyRzIJTXAgwHvgMaEZjGeB7wd6/rClPfriIwF/+tQH6xtoi9SjEaFuAvBGYgTQZqAn8HFsRL/4N9aA6kB39dicBcUJ/GS/+D/bgfeJ/APCx146HvePkaVa87f4oO/wTcVuRz4+AfiIZe1xbGPnY+SchH7FWK0bgAvwH2xXH/zwLGALvjpf9AMwLvmmhdLOR93fcQQj5i/Y+64RozSwfqc+IrBTcReMlIS6/qKietCOOrFGNAF2B1kc9x0X8z62tm+wicif0BeCzY5Ov+m1kCMJXAVOQ5xZp93fegcnuNalFRF/L8/9cChvzKQB8J66sUo5mZ9QTuIBByheKi/86515xz6cA5BAL+m2CT3/v/B2CHc27+Sdr83vfnCQzV1SDwEqVfEXiNaqGI9T8aQ/5A8Gd6se8z8P8rA0/1KsX9IbbHBDPrTeAP+LXOuZVFmuKi/4WcczsI/D68FbwA7dv+m1kTAmPxd51iFd/2HcA5t8I5t9M5V+Cc+xYYCvQyswrBVSLW/6gLeedcDoGxp6KvFGxE4G+s1afYzC9O9SrFVUXaLyq2TUy9StHMbgFeAro55xYXa/Z9/08iicDYfB383f9OBC62rzGzbAJDDQCrg3eZ+LnvJxPqa1TL3n+vL0ic4iLEcAJTDJ9HINznEHgFoee1haFviUAqgavo+cFfpwb/Y3ciME7bBUgBHuDEK+wZBK6wPxhs70Js3WFwD7AbuPgU7X7vfwKBM9lawc91gSwCb1xL8nP/CdxJVLfI0oHAhdd2QGU/9z1Y/41ARvDXTYFPgXlF2iPWf887f4rfkEQCdx1kE/hnynyghtd1halvN3PyV3o1DLZH5FWK0bAE+3k0+Ifz+FJsHT/3PwF4B/iZwO1y/wvMBBrHQ/+L9aMhRe6u8Xvf8fA1qpq7RkTEx6JuTF5ERMJHIS8i4mMKeRERH1PIi4j4mEJeRMTHFPIiIj6mkBcR8TGFvIiIjynkRUR87P8B8VZCwhnCqWMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "chull = convex_hull_image(foreground)\n",
    "plt.imshow(chull, cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "01b93d7e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "262144 Labels: \n",
      " [0 0 0 ... 0 0 0]\n",
      "3 Centers: \n",
      " [[  0.        ]\n",
      " [148.35085813]\n",
      " [168.7170483 ]]\n",
      "Labels with corresponding centers: {0: array([0.]), 1: array([148.35085813]), 2: array([168.7170483])}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "a = applyKMeans(c, 3, 1, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "aec3503b",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}