830 lines (829 with data), 985.7 kB
{
"cells": [
{
"cell_type": "markdown",
"id": "4d67d80b",
"metadata": {},
"source": [
"# Semantic Cardiac Segmentation in Chest CT Images \n",
"### Using K-Means Clustering and Mathematical Morphology Methods"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "e5eeaca6",
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import cv2 \n",
"import math\n",
"\n",
"import numpy as np\n",
"import pandas as pd\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, closing, square, \\\n",
" disk, convex_hull_image\n",
"from skimage.measure import label, regionprops\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\"] = (10, 5)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "4bd77ad5",
"metadata": {},
"outputs": [],
"source": [
"def readSortedSlices(path):\n",
" \n",
" slices = []\n",
" for s in os.listdir(path):\n",
" slices.append(path[3:] + '/' + s) \n",
" slices.sort(key = lambda s: int(s[s.find('_') + 1 : s.find('.')]))\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 getSliceImages(slices):\n",
" \n",
" return list(map(readImg, slices))\n",
"\n",
"def readImg(path, showOutput=0):\n",
" \n",
" img = cv2.imread('../' + path)\n",
" img = cv2.cvtColor(img, cv2.COLOR_RGB2GRAY)\n",
" \n",
" if showOutput:\n",
" plt.title('A CT Scan Image Slice')\n",
" plt.imshow(img, cmap='gray')\n",
" return img"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "713dd644",
"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": 11,
"id": "a31fb65e",
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Image Dimensions: (512, 512)\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x360 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_2.jpg', showOutput=1)\n",
"print('Image Dimensions:', im.shape)"
]
},
{
"cell_type": "markdown",
"id": "801ae184",
"metadata": {},
"source": [
"## 1. Preprocessing CT Scan Images"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "9279db96",
"metadata": {},
"outputs": [],
"source": [
"# TODO: Implement histogram plotting\n",
"def imgKMeans(img, K, showOutput=0, showHistogram=0):\n",
" '''\n",
" Apply KMeans on an image with the number of clusters K\n",
" Input: Image, Number of clusters K\n",
" Output: Dictionary of cluster center labels and points, Output segmented image\n",
" '''\n",
" imgflat = np.reshape(img, img.shape[0] * img.shape[1]).reshape(-1, 1)\n",
" \n",
" kmeans = KMeans(n_clusters=K, verbose=0)\n",
" \n",
" kmmodel = kmeans.fit(imgflat)\n",
" \n",
" labels = kmmodel.labels_\n",
" centers = kmmodel.cluster_centers_\n",
" center_labels = dict(zip(np.arange(K), centers))\n",
" \n",
" output = np.array([center_labels[label] for label in labels])\n",
" output = output.reshape(img.shape[0], img.shape[1]).astype(int)\n",
" \n",
" print(len(labels), 'Labels: \\n', labels)\n",
" print(len(centers), 'Centers: \\n', centers)\n",
" print('Center labels and their points:', center_labels)\n",
" \n",
" if showOutput:\n",
"\n",
" fig, axes = plt.subplots(1, 2, sharex=True, sharey=True, figsize=(10, 5))\n",
" axes = axes.ravel()\n",
"\n",
" axes[0].imshow(img, cmap='gray')\n",
" axes[0].set_title('Original Image')\n",
"\n",
" axes[1].imshow(output)\n",
" axes[1].set_title('Image after KMeans (K = ' + str(K) + ')')\n",
" \n",
" return center_labels, output"
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "73f3a80c",
"metadata": {},
"source": [
""
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "af246995",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"262144 Labels: \n",
" [0 0 0 ... 0 0 0]\n",
"3 Centers: \n",
" [[8.93459083e-02]\n",
" [1.02656140e+02]\n",
" [1.50665380e+02]]\n",
"Center labels and their points: {0: array([0.08934591]), 1: array([102.65614049]), 2: array([150.66538021])}\n"
]
},
{
"data": {
"image/png": 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Yg1QqFZAXl3gpAVOSw7+6Peozhed5AUnTffmZEjjP80Lq28GDS3Uib7/9drTbbZTLZTz33HMwxuDkyZMoFouo1+shZS1GjBjXN0wyBW9wAHZyB84/NAgAmL+vinxfFUm/ib50Z0nNvhXauNbwjcVQrrL0wf1L/198bQqN1k6UFjIY+FKHrI1/eg7mzCW05+ZhG3W3uRjXAa511uQ7sJQ1+dsA+qy1vZa1iBWxTYDneUin08jn89i/fz/y+Tz27t0Lz/OQSFw+b1fVS4mbEi++9zwPzWZzGZFTssXP2FYvNSvqvO72RqOBdruNU6dOoVgs4sSJEyiVSqjVagG5jHFN8RVr7WUtO7OVECti1x4mkYA3Mgw7PoJzLx1CbRhIvmgWCa+NQnp7kpRiLYVm20Pja0NIzwC7PjkLc34a7ekZ2OZKqxnFuBr4qH3fun+/rmVB138NYAjAlwCk0Vlw+vuv4fljOCB5SafT6Ovrw8GDB5HNZgPilUwmA1cfXYDu8XQPAksxXFHkSI9VwqUEy/M8tNttGGNC7kmgQxD1PG6bUSRLiZ4xJpKsWWsDgnno0CG0223cdtttaLfbOHnyJKrVKo4fP47FxUXU6/XYdRkjxhaDPzQEu2cnzr58GPVBIPWiWfheG/1dtWu7IyCYD3TGe+FVKbTaI6h/9TBS88DEX8/AnLqA1mxcxm2rYksvcRQrYhsDl4B4nodMJoNsNotDhw5hz5496O/v70m21nKPuPu55M3d3qtdVyVb6VxukL9LBHV/wo1NizpGCWGr1YK1FouLizh16hSeffZZlMtlVKtVWGtXVeRiXBZiRSxGT5hEAv7oCNpjQzj7imEs3FnD8Ogi8qmrE0x/vaNUT2Jmqg/930hj4v/MwLs4i9bUdKyWXSVsdUUsxjWGSw4ymQzy+Txuu+22nu5GN0BeCYsLl9DoOTWIPoqwcJvrblyJhLkKl7o4XbWM+xAu0dJzu2MjCbPWBucbGhrC4OAgbrnlFlhrcfLkSTz22GMoFouoVqs95zxGjBgbA39oCHZyJ068eRiZu2fgeW0MpM4tywCLEUY+1UB+YgaYAC4+kkS7PYTqVw5h/5/OwJyJlbKtgJiIbWNYawPydeTIEezatQv9/f2ByxEIq0skJuo6ZDsKEhzuSxLUqw/ueyVj2kYvRYvo1Z8ocqb70S3pHrsS6XP7wveclyNHjuDAgQOYn5/HuXPn8PTTT6NUKoVIWYwYMa4MJF9nXj2MxdvqGN6xgB2pG8PleDVA1bDvwXO4eG8SM5cOoe9bKUx+OCZlm4mYiG0TKGnwPA+5XA579+7FTTfdhP7+/kD5arfbIZLhZhuqiuQqSq66xWOU8LjH8b2WmnCVLLahZS3c/jCbsRd5comlkjt1R0bNWZRy1suVqgqg7/sYHh7GyMgIbrrpJiwsLOCJJ57AqVOnUKlU4kD/GDEuAyaRgD++E7MP7cG5VzUxunMB/YnzGIwjVTYU+VQD+clptCcMpl6RwNSFQ9j1kQSGPn0KrfMXYtflNUQcI7aNkMlkUCgUcOutt2L//v1BgPtKsVuKqG2ukuTW69L9o5SttcaCRREfJW8rESkXPBaIJm5RLlHtuzsOd1+3LZ2fdruNdruN5557Do8//jiKxeKyemUxVkUcI3YDwh8Zht01hpNvGkbm3mmkk00kvfhh5lqi0fZQrSdR+/Iw9v3ZDMy5i2hNz2x2t64rxDFiNygymQz279+PW2+9FX19ffB9f83ERhUn18UXFfsVpYapWhTl0nPhKkVunJbbHvdx2+gVv8ZMSPc8OgY3kcCF9r+X6zNqfNz36NGjOHjwIObn5/HEE0/gxIkTqFarcQxZjBgO/JFhzL3qKM69sonR8QUMJ87Di5/BNwVJr41kpob8g+cxdX8CU+cPYtdHjmLwo0/FhOwqIlbErmOQgN1yyy0YHBzsWYU+imQRUYpO1L5RMVYuogL8XcLX63jXLcm4s5XUKPbX3XelchtRSl4U4YzaR/vfq7p/L9fmzMxMiJDFWBGxInYDQAnY+ORsrH5tUTTaHs6fGcKujyRiQrYGXI4iFhOx6wRq2KMIGBDtGuSxqxGalcpPrFQSohfZiSIlq6lBUWQnSinrVdxVj12LKzNqjlz3JNtcSzyZq6zpZ2xzbm4uJmSrIyZi2xj+yDDmXnkU514VE7DrCTEhWxtiIrbN4RIw183oqllAb1KzUr2ulY51a3fpfoq1KmGrnZuf9VL1epXQcPfXPvcij6u976UWRrXlulfdZIS5uTk8/vjjQdHYGCHERGwbQgnYxO6ZTVvLMcaVoWUNzp4ejglZD8REbJsiioAp3GvokpNeQfgrqVQruTCj3I5rUboAhFyXUf/ruXuRxV5EcTUCFnXMSskLrkq21j70UtB0Dtim67KMY8gAxERsWyEmYNsTLWtw9tQIdn3UjwmZICZi2wwkYDfffDOGhoaWFS11jf1q1/JyjLxWmV+NmK313L3cnutR0VZT/NbSj5W2r6aK9SKXvfq92nmnp6fx5JNPxi7LDmIitg0QELBXtjCxZzomYNsUJGQTH/Ex8LGYkMVE7DrDSmrU8PAwHnzwQYyNjQFYruq42Y6uwrOWmLCofTRYfr0kx93X7ct6ydOVxJRFxXL1ans9RJJEjONyt/cicCS07vncWLSLFy/is5/9LGZnZyPrkN0gillMxK5neD68FxzBkz/Rj4kDUzEBu0HQsgZnnx3FLb8+j9YTzwDt1uoHbUPEROw6hZKGoaEh3HbbbTh48GBgoHtl7BGu+yxqmSIeF+WaWylL0m17JSLQS/VyXYxKStw56EWqVorh6jWX7oLkK6FXkkFUVmSUErkaEXP75o5V0Wg0cPLkSXzzm98MCNkNQsCImIhdjzAG/guO4rnvGUHunilkk824DMUNhrY1qDQSKH9pFAf+ZBqtx58CbpzfLQBxHbHrDmpcM5kMDh48iHvvvTdEwDTQuxdZcTP9ei0FFBWzpAQpytC7Nb7Wqi5FqXIkYEos1hpnRqy2KLi2ERXbtZ64NmNMaBzcP4qw6fl5HYwxPWuZRY2F7SaTSRw+fBj79u3Dl7/8ZTz77LOBu/IGI2QxrhP4oyOYec0RNN42g5FkXAfsRoVnLPKpBrIPnMeFexNI/f79GPrw02hNTW9217Y0YiK2iaDhHR4exrFjxzA+Ph76vFeQuXs8/0YtYO2SDredXnFNUaqO6w6NIkV63ErbtM8A0Gw2l5XhcI8jMVqJwFHFAoBEIhGZXNBrvDq3SoJdRTDKpRs17qiYMr0O2n93qah2u41EIoH77rsPBw4cwOc+9znMzMzEJCzG1oIx8G69CU/++AAmDl1EKiZgMbBEyNrvuIgnHzyMm/7zDrQf+/YNp46tFbFrchNA45vNZnHgwAHce++9wVqQ7n69SFQUGXFdfqu597TNqH2iEFVfy41Ti2rHjWHT491+9Opfr7ETSpDcWLeofvaalyi3Y9Rc6XmjXKCruVSVDOv6mtyH/fU8D/V6HV/60pfw3HPPoVKprJgYsA0QuyavA/ijI5h99RHU3z4TuyFj9ETbGpTrSaT/YOiGUMdi1+R1hJGRERw7dgw7duwA0Js09Vo4WtUh3dc10CQsvRSgXmRBiYGil6LkfuaWheDfKFdnVD96kUZth5+pS1aD6bn/ai5bHbdLaKNciW5fdWmnKMLp1hJju2yv2WwuI3JKwtrtNpLJJI4dO4bDhw/jM5/5TM9g/hgxrjqogv3YACYOX0Q+JmAxVoBnLArpekcde+AwbvovsTrmIlbErjGy2Sz27duH+++/P6SC9VKR3Peu4gWsHuDeSz1ZLd5qJUQpR73ccCvFg7kB8dr+SgrWSuqbO0YAy/q1krKm+7jz1iuo3z2Wn7uKppJFEmdeV3dOo9oDOm7cL37xi4E6tg0RK2JbFLEKFuNKEKhjvz+EoY9sT3UsVsS2MIwxgQrGkhQuCYkiClFqUFTb3Ifv1ehHGXegd4kKl9xEqWNuALsiKp5K48GizqMqkrV22bqR2vZqqwJExWv1Om+vdpSgRZG91R5gehFMql+qfDGw3wWvG+eBc5JIJPDAAw/g4MGD+PznP4+pqakV+xIjxhXDGHi334Qnf3QAE0diFSzG5SFQx36wq4795g60vxmrY5cnh8RYF4wxOHr0KF7/+tdjbGwsRJzc0hEuMSEpcQPJuU8UQWOwurrXtOYVEeUKjHJVKhFy+6HvXWXJWhuQjJUIG+dAXXyEklR+HkWe3BIPUW47/UzVKLdPel3UpRhFltzjFByPuoxXcvXyvL3O5xLD8fFxvOENb8BNN90UfL5SH2PEuCwYg9Jb7sOFX7SYOHIpVsFiXDE807mXLvyiRekt9wE3+O9WTMSuIowxyOVyeNnLXoYXv/jFSKVSAJaIkroalYBQjVGCom2uRGrcumCqjhFRhETbVoNOgqAxTBp35hKnKCKkMWd6Xr60r9zf9/3IAHadBz0fy0ywnSiy5pbSWI/KpURLXYl6XBSJXW39T3fOo2qGuaRRCZvv+zh27BgefvhhZDKZnv2PEeNy4O8cw8mfP4bKD86ikK7HJCzGhoHqWPkdczj588fg7xzb7C5tGmLX5FXEyMgI7r//foyPj4cMrhpmVU2UeLnB4lFxRsDyLMaVirMqosiT/nVJobYZpeK5sVOuG7KXEqTopSgRmp3ojtFVk3ohKsaLAfNRhNclTzyPXjegUyrDJWe9+uHGpUWdK8pNzX2V4HG/w4cPI5/Px67KGBsG785b8OSP9GP3Tec2uysxtjEK6ToKLz6HJwcP4qbfHkb70Sc3u0vXHLEidpVAV+SuXbsCQ9pqtZapH0DY/RelfqhBp7uSx7lkpVesEf8qYQGWEyJVu1yytpKCpDFPbEf7tJrLTM+nrlSXMK0nVs4t56HxcmzfbY/XRV3D7jnc+Vf1zt1f47+4v+uOZF/d+Vhtrlw36s6dO/GGN7wBR48e7XlsjBhrQekt9+PCP29j900XN7srMW4Q7L75Ai78okX5zfdvdleuOWIidgXopTQdPXoUx44dCwqKqorSq9K6a5CVsCkp8Txv2RqHAELEgse4hG4t0Gw+9nslZUeP0+P1OBJQV3HqRTCjFDUlM73Gw7GrWqhzrm26CQDaXy074boJXTdkL5VQ/9cX51bdsvp5VAyeunujFDpVJROJBI4dOxaQMffaxTFkMVZD6S33o/yDcyik65vdlRg3GArpOkrvnLvhyFhMxK4ALknI5XJ4+OGHAxLmEg1gqdq7fkayoIaW7bvxWQBC79XdGUWMotSylYhVFNFxXZXuOdj3qJg2dz8lSuxLVPyYqxq67lP9n33TuCnta1SxXBcuoXVJUFQ/3T6zTyRw7v46j1TS3Out8+zGz9H96ZJad06SySQeeOABvPzlLw/ixtZLyGPcePB37MDJXzgWk7AYmwqSsZO/cAx+t87mdkdMxK4AqmBks1m8/OUvx6FDh1Y0/C6RUbLlBsRHBXdHvaf65RI217C7cVS9YsHcvrrxba5qo0RLSaU7XlWPVMlx3bJuCQvtYy/Xqxsv5p5T3+ucue24JTp0W68VAaLaIaJIWS8y5Kqn7hj0eug2130LdMjn/v378YpXvALZbHbZ+GPEUPg7duDb7zmEsfvPxyQsxqajkK5j7P7z+PZ7Dt0QZCwmYlcAGs5MJoOHH34YExMTIcLiGmlX/XDb0e2uIebfKGVK23OJENt1yY7bbq8sw16uVI2lUriZjr3qePEv24iqfL9SQL87r1H96JUZ6cbWRbkfVdlaifzp+aLUragabL3chSsRb/Yjqt+9xgEA4+PjeFgyKmNFLIYLkrDJWy5sdldixAhh8pYLNwQZi4nYOhBllI8ePYrXve51mJiYiMyaizKSboyQuuyiyIq6MqOIhKukKanh566KE7Utili5MWnatyii5hZgdecuqsDsWlWaKFLnthelmqm7cT3olRwQRYLdEhVRBLZXX9xrE3Wt3Fgw/cwN/neJ5OTkJF73utfh8OHDy8YYK2Q3Nspvuh9P/PLemITF2LKYvOUCnvjlvah8932b3ZWrhpiIrROqTjAof3BwMEQyXBdZlOtKXZEkO71ioqJizXpB3X9RLjF1ZbmEzCUTBNuKKgqrbkkgXK1ft7mkUQP4o0injifKjajn13mPUuJ0jDoP7tjd+eqlcrlZp26ChY7T/Tyq9EevoH3Xper2jTFmWnrDVdeIoaEhPPDAAzh69GhMvmIA6JCw0g/NYc/EzGZ3JUaMFbFnYgbFH57ftmQsJmLrgBrGQ4cO4dixY0gmk8G2qBgrNbiqqLlEiATGVX1cgxxFMIDlBliJkTuGXu6plYLoleS4+0fFp+n4CS3fodmZq5FLtrsSGWM/ohCl0Ln7q4t0pbZ6xXu5Y3AzRVdSvViMVvvqkmYlgHzfbDaDY1QZjFJurbVIpVI4duwYDh06FKmOxrhxQBIWx4PFuF5QSNex+EML25KMxURsnTDG4NChQ3jwwQeRTCZDRlLJkK7F6CocUaqFS9T08141pqLULVVUXNXJDfZ2SZt7nl5rILIPunzRSkSJ+7lkTYldrzaUHKkyFuWKdF2/7rxHKVyKKBVK/1e1kWi1WsuK6rpz3kuB1H67yRorKaGuOumOm/u7rlVjOpmXDz30EA4dOoQYNyZiEhbjekVfprYtyVhMxFZAFGFSEkZYawN1Ql1QblwQ941yXbqxZQBCRjWqT6owKaJih9gnfU+oChQVm9SLwESRCxfso7vddbNpGy4BcombqkTuotpudqh+7hK/XudRRI1Pr6uSUf5V8qXtu/+zT3qvRJEq162p5LRXX6MSFdivZDKJBx98cFnMWOyy3P6ISViM6x3bkYzFRGwNoJE9fPgwHnzwwVChVpKXqMBuKjhupltU+3oejaeKUsm4r1tw1FVQ9NheQeKEEruViJrur/+7fXTJg3uMuhNd16KOR2OodB+XuKqqp+45JWwuXNLkzo1+5pJpjdHS+WMfVlII3WK7QOd6NRqNZf1eTeVz50TnLGpueK4oMha7Kbc3YhIWY7tgu5GxmIitADWCVMLcQq0kL2qU1firO80lFFGKGxGVwahtRx0XpYjwxX5Huby4j5a4cLMRe5HMKPLkvtdzaN/dMbqkS92++lmUa1bnV8et76OIpF4jt38kV1SuXJLsnlP76ap3/Ey3ad/c2mGuW9u9VlGrFLgPBmyfde3ca0gyFi+JtP0Rk7AY2w3biYzFRGwNOHToEB566KFQYD4NHgmY60ZyjS/jc3qVgnCJQlR1erc2WJRrkyQqSjki9FyqIGmfe7kxtT+uYdc+6Hnd7Emea7XEg6h5cYmaSz57kVS3b+5xLnoRpF7lMfQ6836Iiu2LUt1c0qj76rbVitu6ipirxnIfzYLt5aaMsX0Qk7AY2xXbhYzFREwQpUzRHUkFJCqg2lU3ekHJh7U2Mvi8F4FQ1c11XamBZ9B3lGF3++aqVb3mRImnSwBU1XJdc9xORJE7d7xriX3Sz3uRnpXaWMlt6MJV/bTqvxIktqkJElEqoDuGXn2Kuq/4mVv8Vq+PksKo662fcyy+7/ckY2udpxhbEzEJi7HdsR3IWEzEBK577fDhw3jggQeQTCZ7xmNFrQnIz4Gw0VU1jDFGvdxpbjsaq+SSLPd/N/5IP3fh1gHT80YVUHUVFlVpVouNcs+l7UaRQo4jipyS7DBg3u1br3645SSiVCpVOKOIDlUlNw4PQEghdQlZVL0wHZM7R64bV8euBFjnjPejZm1GKaj8jPu5yliUkhrj+kJMwmLcKOjL1K7rOmMxEXNAA5TNZnHnnXcimUwGcUKuMeT/NL4aL6YxRDR6bnyZqyS5Spfut5pB1ON6xaK5bSgx1FpU+j6KpPRSxNx2NVaJx5MkuH3sNT5XVdJj2JbGeEW16ZIobduF1hNz546fE+qObLVawfVXVUozX1XBdLM9e7mQCTcGUY9xybMSN/bTVdj0HJpNeeedd8ZrU24D+Dt24PQbmzEJi3HDoJCu49R3teCPjmx2V9aNmIg5sHZp7cjBwUEAYSMYlcHH4xKJRBD87ZIWJSwkZYrVFCw14K5SElUQ1VU/+L/rZtP93ffstypTUa7Q1cagah7771aYB5YrZlEKjs4F246qlxVFaJS0uQqU7qPjpKrlzq2Oye17IpFYRmJJvFyVT8cURSYVvbJH3flTwhWlAPK9qrbcPjQ0hIcf7qxNuRJBjrF1wbUj44r5MW407JmYwbffc+S6W5syJmIOstksHn74YUxOTgKIDkqPMk40bOrSWyloXo25e44o5YLtsS0lQrrMT5S7i/+77en+UW5X3U8JR7vdDlRCJRdRypirurnjUvVMVS73/IpeCp8qX+441BXnEja3D25CRZQLkvuwlAnH5yqJvUil/q/jJZlPJBLwPA+JRCJQUrUwLq+753k9C+/qfdGLpOr88DU5OYlHHnkkIGMxrh/EC3jHuNEx+YLrb6HwmIgJjDF44IEHQiRMiUGUKgYsL13QbDYjiVeUqsPzRLneXEQpRiSAUSQnqq/uZ73cY+75lSySAEQFnetx3EddglHuTSUHJCGpVCpQDV2itxo5iMoujCJYLgmLOt7dP0p9inIVuvu57kNeAxKqdDqNRCIRxCMqwaKCSmKm25WUpVIppFIpJJPJZa7PXvXcdI4U4+PjePGLX7ziPMfYenj27xyOSViMGx6Tt1zAs3/7yGZ3Y81YExEzxrzNGPMpY8yCMaYZsf0dxpjjxpiyMeYLxpi7ne33GGO+2N1+3Bjz/Rs1gI3EoUOHsGfPnmWqlUtM3JgbQuOLgOWFNnspOa7RBpYrRdq+KmMu2XFJBI2suuR61aDSPvPYqPGpeuWqSu44+D6KiKrKk0qlkM1mkclkAhKWSqWQy+WQTqeRTCZDx+o1iCK3ShpdstSLZOq1cAmqqx5GkVa3OKxeV503EnUlUY1GA61WC7VaDc1mE81mE41GI3hRXdRtzWYT9Xo92F6v14O2Pc9btvqDXt9eRXSBpXtv3759OHLk+vkxu9FRfvP9yL0wdkfGiAEAuRdNo/zm+ze7G2vCWhWxWQC/AeDvuxuMMQ8B+M8AfhzAEIA/AfC/jTH93e0DAD7Q/XwIwI8B+C/GmGNX2vmNxOHDh/HQQw8tc/MogejlInNdklGEQNvTYwklXm55An4elcWohIYkzY0RIjmkO9ElI9zfLT/hLn3knl/jnnq5R3uBKk8mk0Emk0EikUC1WkW9Xke9XofneWg2m6jVaqjXOwHHdNtxznV8bttRqk9U4oCqTu78sA1V9FzXpp5T74MowsrPqWzxnM1mM+Qa1Gvo1mCLupfce43tAVhGxrTtqPhCVdviGmPXD8pvvh+ld8YZkjFiEIV0HaV3zqH8pq1PxtZExKy1H7LW/j6AZyM2/yiAP7XWfthaWwPwKwBqAN7U3f5mABUAv2ytrVlrPwLgzwC864p7v0FghqRbw0oNsktgVEnQMhR6bBQpUTeQqlckNTSWrrq1EoFTo9+LhFgbXWFd+0hlze13LzeiqxK5gftKVHW8yWQSyWQSqVQqICKVSiUgBu12G9VqFel0OpiXZrMJ3/cD15ur5CncfnF+XfXOJWauu1VJLvdXt7Pr6lytThpJGskRCZ7GhJGEu9c9ysXtkjL3RaVMXbyqJEYtXcU54PZ0Oo27774buVxu2TzH2Brwd47h9OtbMQmLEcNBIV3H6Te04O8c2+yurIiNiBG7E8BX+MZ2rMPXup9z+1dt2GJ+VbZvKrLZLF7xildgaGgIQJhg9cpSiwrgp7GLisnicWr83Pbd85B88DPXLQeEK7q7dcCiCJLrRiPcWCI15iShUepTFBlwP3NdcGrQ6Vaj4sVjOfZarYa+vr4gC7FaraLZbIYyTpW4aqmIqAr6US5g/Vxdvb1ctTqXbpapS4LZp6gadKrQ0a2ohDmqLdcNqw8JSiKVbLp91Wvkumv5OftLktzf34+Xv/zlyGQyiLG14I+O4Mn3HMCe3dOb3ZUYMbYk9uyexpP/5OCWLmuxEUSsD8C889kcgP41bg/BGPMuY8yXjTFf3oC+rQhjDA4cOIBdu3ZFGjn+r2qEm7noKhdUNlyVilBXnrbvKjvq4nLdZa6ixvboWlOoG0r7EbWguLYfpe64qmAU8WI76hrLZDJIp9NIpVKo1+sB8ajVaqH9XRdpq9VCo9FAf39/KJaKBNWdS/51SUevPnLOesXV6fijrpOO3yXAvTJoqfDxc7oRVWVjmQ89d1QCgdat076695ZLBnU/VXs5dyTC3O77PiYnJ3Ho0KFlfYgRhv5+NVC72ifD7KuOYOLopat7nhiXDd9r467RU/BMXAZmMzFx00XMvuoIsEV/vzaCiC0CGHA+GwSwsMbtIVhr32utvcdae88G9G1FHD16FPfdd98yVxzLM7hKgau4dPsbOk7VGDcIXBUM113nGkm3zpgbKK9g39zCsqqS0K0W5c7S91GfR7lde7nnCBIwuuEajQYqlUqggrnzE6XgtdttlEolAEAulwvGz3MyviyZTK44N9q+EhK6O6PGrQRYj48qIeJeB5IjdTfrMar6uQos56RerwfKmGZZEupy1L67qpZLvl3Syv9V/WTbGsuWTqfx4he/GIcOHYq83jE60N+vJNJX9VylN9+H+vfOxEZ+C8Nag2eLo2jbrUkAbhR4xqL+vTMov2lrVt7fCCL2DQB38Y3p/PK/sPs5t7/IOeZFsv2awxiDXC6HF7zgBcsUISBssBSqILiuQNf4qXsoSjmLchFGqRY0xC4hVIXEbT8qwFuVI3e8+t415uwX4aqCUW2yfAJrbNGlyLaV/LjjdYkhXZIs7cB5NcYE6hgzLKPmju30Uu+iwOsWFftH0kKy20tp4/zz/C7h6jV/bjC91ilTuOUpoh4mdD7cjE6eX+eE/WEMHueXCuTQ0BDuuuuuOF5sCyAxvhNnXtdCPtXY7K7EWAFtazBXza6+Y4yrjgd3PYezb6ojMb5zs7uyDGstX+EbYzIAUt33me7LAPhNAG82xjxijEkB+EkAGXQC8tH9mzPG/JQxJmWMeQSdAP73bvRg1jAOAEA6ncYjjzyCkZGRUEyQvtRAuWqLe4wiigSo4dWgcbZJox5V6byXwVeD7ao2vaCETtes1G2uQqSkL0oBUvLI4qNa8LVer0eqblHvo/pv7fKgc6Dj0qPrstFoBLW4UqnUMpLqXg9VC10C6MZWuaU3+HJXOHAJsCp3Wl6E793rq2NXdUpdjzpPK117d8ksfsZkAD5IuKqfrgjgxhCWy2VUq1VMTk7iNa95TbAM0mr3XIyNhz86gifesx+Tk3Gpihgx1opnFndgz85ZPPGe/VsuXmytitgPoJP5+CEAfvf/CoB91tpPA3g3OoRsHsBbAbzOWrsAANbaOQCvA/A3utt/E8CPWWs/t3HDWBto4A4ePIixsbFlnwO9MyWjshOjFA83tspVPNwComrA9TgiatkhVwFTl6n2T8mA9pcGmdDzaz0ybuuVgMBz0oVF9yeVHNa1IrTPUWpc1JqROmckT9lsFslkMhgvA/trtVqQWalqkHtel8i4pUPUJeiScLc9/SzKPcg5osrqHq/1vFyXtvaTGaTsS5RayXbc2C+9X925dd2SnG8Sa732tVoN1WoV+/btC+LF1qIwxthAGIPZVx/BxJFLsUvyOoTvtZH0o8M5YlxdFOtptK3BxJFLWy5ebK3lK37HWmsiXie623/XWnvQWpu11t5nrf2Kc/yXup9nu/v93lUYy5owMjKCe++9F0CYdLlGRdUQGmg3pikqa07/V2MY5X5TsqYG1Y1Nct14eiw/137oiwqIEiLNgnTrU7kko5eSRLC2lxuDpsVF3bEqOEdUbDh37nwweHzPnj246aabMDw8HFLvSB4Yf8bCsK6i5SJqHlZSR5WY6ly4C4q716XXddL3dEPqPGsGozEmcNHqvGs/3IQKvS6NRiM4xlX0tI98T6VR1UO29ZKXvASjo6PL5jPG1YV3602ovW02JmHXIZJ+Cz9z4IP4rSP/E3v7Zje7OzcsPGNRe/ssvFtv2uyuBNjWSxy5BiabzeLYsWPLqrQr6VACEKV8EK4h5b5UiFyXU5Q647blki+SFHW1qYIS1ba7nUadhMwlhNq27qvnU4OvSQOs6QVgWcYmCZHOTxSxiTon9+eSPb7vo16vB2oV65ApNHarUqkE6hiVOpdw6/xr+YcoUuIqXtyPxzAxwb1/3L5FxWm594GCah9jtVhOotFohB4UtO/qKtb5VbKWTqdD49bzq/qr6q6Sd5L6hx56aFlJi9hVefXgj47g2z82gFwcF3ZdotHyMdfKYXcii5sL5ze7Ozc0cqkGvv1jA1vGRbmtiRhB43Do0CGMjY0tcyVGKU1RRjvKyGr73E8zGPk5/++VZUiocaUBVILjkgY1ptw/qp9Ux3RsPB/JBIPsVXkhSWL8l6oxAAKS4MYUueqh2xftg5Ik9oVk1vd9FAoFZDIZtFotzM3N4cyZM1hcXEQul1vWhl6DarUKz/OC7Eq9RtwHQEjtjCoJ4SpHSnp5DUg8owhlLyIfpXq6bmY9li8qhPV6PTSPqqjpMS7B5LxyjO7C8S4h1Ptfr9P4+DgOHz687KEgxlUAXZKHY5fk9Yw/unAPfvLci/HF2f2xKraJ8IzFxOFLmH311nBRbmsipgZpZGQE99xzT4h40aC5hMF1U6pxdaugKwHoFeis7Ua5kFwjq0bRLVHAbUoi3Cw8163mEgO2pWOh20nXN6QKo8H3OmYlYa7xjxobEWXwVWXje6pbi4uLwRhTqRSstRgbG8Po6GigbrqqINtmXBOP1WuhrmW3nIgqfzq/quCpOqXX1M1o5LHqco5y0QJLSxLxOpMwuWSQrkrWHdO+uSqXm+TgnlP31SLBHIO6XXldeU8cO3YMo6Ojofs8xsbDu/Um1N8el6q43jGRXUDWb+A1Ox7DW3d8EdlErG5uFjxjUXvbLPwXHN3srmxvIkZkMhk8+OCDQfkDQpUlJQzqitJSDJrxCCyPMVOFoRfUpeW6JAk1/Go4gXBgeFRNKyWBrqIXpQQCCFxeLoEkGeE2FmJlNXxXyYpyl7qEQ+ffJaia0acB9K1WC+VyGZVKBQsLC6jX61hcXIS1FjfddBN27doVmdSgc8XisYwd60Ua1DXnzh1JMtftJHHkuowkp6qMuW0QrmJIYqz3mqpzVCR5vdh+VCkVHYsSf56P5FHr3mk/3DZ0vhj3x2QJz/Nw7NgxZLPZWA27SvBHR/DtHx9ANtlcfecYWxqPzkzgy9N78Zfn70DVJvGbR/4Ar5/4VhzAv0nIpRp48t2D8EeGN7UfNwQR279/P3bs2LEshsdVMtxYLKoTrKWkKlGUQtTLkPFc+lLispJy5dY0i3KpuuRQP+vlFqSxZ2mIqHPpHLnvlSRGud/cudB2VXFRdySwVFneHQMJUqlUClyOyWQShUIBk5OTyOfzkfOvrj5mVtL16c45+6TZgu410RIPGo/nzp9LtFVJovJE9c/NzuX9RrLDe45jcx8IrO0E4uvcKtlXRUtdnur+1nZ5vK7p6XleoEYyXo/Hj42NYd++fcvmK8bGYO6RI9h1KHZJbhd4xmJfYQYvyZzB3kQB/3D427hr+NRmd+uGhGcsdh26hLlXbq4qtq2JmDEGhUIBt9xyS2CQXLcZgGVEh+ULSFJ4jJulpsqNGxPGtpRMuIqT/uX/UW2429waYq5bkPFVLomgoVd1A0AQH0bjy/ErotRC15C7xEYzDKP28bxw2YtGo9FTndHztFotLC4uYnZ2FtPT07h06RKq1WokeXPHzNpm6XQa2Ww2RDT0eLfem94n7rXQZZfosowquMr90+l0cD/o/ebOL8mYS+B1PpVQ8sFA50tVRx7P+5bnTqfTy9yRHAf3JdnTdT85RmMMbrnlFvT19cWq2AYjsXsS517VhB+TsG2DWjOBJ2bH8ePPvQVfrDXwl+V+fHVmz2Z364aFbyzOvaqJxOTEpvVh2xOxe++9F6OjoyHyxJcaMboggSVXHRDO6nMzEnV/dS3xOHVLAQgFubvbXJedEpoosqbkIkq1UveZkgx3nDwXVZdarRaoQqoQuoqOBv7znC7Z6lV/jH0iAeG5dSwrGXT2YWFhAefPn8elS5eWnUtJmOsGZOxZvV4PAv57uUyVjGnclhbh5V+6DF0i7BL+SqUSSoRQNyHnRWPf+N5VrFzipm24c+2+13uC0KWn3OvhPnQAS5mynudh586dQQxmjA2C5+PZH96Hyd1x4dbtiJlqDv/4+FvwH048gkardzhLjKuPyd0zePZH9gPe5lyHbf2rOTQ0hP379y9zv+iLBo/kS5UDKkQamE1j5yprulgzY3lcA0z1BFjuYqQBdvvHbXoeKhmE61Ll/yQ6aoyj1D8dkxp0nkOJihphbYdQw81tLrHhHHE+osiXWw9Lz6OB6roWZTabXRZsH0UY+WLmYSqVQiaTCSlTLpHUbUpgXWVKg+dVEWS/SeR4H3BOtS4Y++vGJwJLi4SrOuaSMW1T55X91b5yDtrtdoikRy0kToLGz6ie8nrt3bsXg4ODiLEx8G85jNy9U7FLchuj0fLRam9rM3xdwDMW2Xum4d9yeHPOvylnvQbwPA+33357iIwAS9lyVDWomORyuaC+EtUKYEkJ0NINauC0bTXCmo3oxkqpYVTSFUWilKjROJNE0OjqOVT5ymQyoQKe2qYa1CgixLGQqEZlY+oxOg9RblWeP5VKheKeeC63TSUZbnskcLyGpVIpcDcODAwE42bb2q5LyOhW9H0/qF7PMfNas/QFi8ryeJJVVzVTkuxmPCpZc+8VF7z3XJKvJNB1abqxbVGZoVTZeF49jyp6vu8HBFWP1TGomzydTuPOO++MVbGNgOfjubeMrDlAvz9dxWCmcpU7FSPG9kUu1cCJN49siiq2rX4xVT05evQoDhw4EAqmV1cYAOTzeeTzeWQymWUxSlQuaJSoHNAAuWUleH6qSWrIXSWIxEjjf7R0BF2EJCvcn/0CwgHbqtC4Nb64L8eiJNIlhS5h1Vgi142l8x1FNrmdRl/75BpwVzki3OWWuL8uwcM+V6tVLCwsoFqtIp/PY2BgIJh/17Wo71UZU8XTzV5UBVDnhCROr73eQ6pWuSAR1OvkkhglUiTGTGyIUgvZpvsZ7z9CF2FXQqZ9YTwdCaeOxX1g4FgPHTqEo0c3Px38ekfxLfegcN/a1bBiPY2FWmb1HWPEuIHhe+2e3ynPWOTvn0Lpzfdc415tMyJGY5fJZHDLLbcEQeAa86QxN6wxValUArckDS+NUr1eDxEFEp+oTEs3noYkyq3uTmOrdbp6xYsBCIyhkkpCY35oLLm8kKoWNJZKOF1Xnypj+lJVx41BYh/0eG2bywy1Wq3QeV23WlTJD70Wup3X1fO8INBc3WSVSgWNRgN9fX3I5/PBvLjJEqq8cY45f3xRMeP9wf5rvS+qky7hUgLNa0Qkk8lgZQLOFQmhZunWarUQ+W42m8vcmG7SBPvEfqm7UQPsXdKorkm9r0l8k8lkoBpryRN1owLALbfcsqzifoy1wx8ZxtlXt5FNrr3GVNsatG2csRojxkqlQAZSVWRWqN2WTTZw5jXta17OYlsRMWL//v0YGRkJDBUNOoOR0+l0KCAfWHI1qVLgEgzuR9BF47ooNV6HhpwETg2763JTZct1FyoBcrMmSWR4TnVzavyaKlcaJ8Q2lSjyf/ZV3ZoaZ+RClblEIhGMmaTHddO5Lk93PkgCVanhuFiolcsLWWtRqVRQKpVQLpexuLgIYwxyuVxA0lxCpNeB/7tzZ60N6oVxO/d1XYH8q9fKjevSJYb0GmvwPtviuUgK+Z7uQiVDWlmfL84/rzPPr25xfkZXZH9/f5BNqYkDJPfufa4lNwBgfHwc+/fvX3ZvxFgb5l55FBN7pje7GzFibFl4xsL32sgmGsgl6wCAbKKBicI87ho+FdqumKnmUG6kVmx7Ys805h+5tqp+YvVdrh+QZFEN41M8iZguQh0VNA0sGXoaYHXf8RzAkgrhEidXHSNcN5wbU6UuIjfDk33XbDceR8WKYyLJ1HPSYOtnrFEVFe/lzgePJ5lRw+4ep+qZElCXhGkGXpSapKoZ541j0X2Z5ekex7krlUqhmC+XVLtJDEoCXVLL7eqK02PYns63Ow43Zkvb5vt0Oh1S4ZQYquuUZEq3sS32m4kI/D+VSgXxdZlMJqTe8j37T1JYq9UCF2q9Xg+RPP6fTCZDmaS33347Tpw4EZDlGGuDPzKMc69qYk8coB/jBkc20cBQpozJzBwA4Pb86WDbsF9ExjRwJDmLpAE+Wj6Il2WfRdIAj9eH8GDf0/DQxu2pi/hE5SAA4KMzL8ClSgGVZjLqdAF8Y3HqVS3c8rFhtKavTcbytiJi1lrs378fw8PDkW413/eRy+VCKhWNqgbwK7nh4tFRZMxVxKKIm+tW033czEI3Jkndjqo+KaljX0l26GJTYgcsBZqzP1qOQMH50PY5DjXgbskJjZkjiSE0A0/dezTmen3coHDOkzuvbnybzos7/3oNVe1ziag7ds4dSYa7Ty8SqUHvnHd3jkjU2AeqYUrwWEDVJXWqTLlqGtfVZPIJx8ExtNtt9Pf3h8hUNpsNzuvONRNZlJCzqK669DUuzRiD4eFhHDp0CI899tiyeyxGb8y98igmdl/c7G7EiHHNkU008OLR53AofQEA8OLsSexLpOB1HXdJExVEXwAAvLP/YvD/7kQDU605VK3F7kQBB5Kd79Pb+87gbLOG35+/G9ONPL69uBPD6RIuVvpCKlnSb2FyzzTmXnkUfX/4+as3YMG2ImKMDaOxdDMXjTEol8sAEGTvaUYkyYwSFCVR6krjvvyccGOPtJ6Xu6+eg/urwkMyxXZd16EqINzmBpLTpajZkzof2gYQdoG6RIfbGTeXTqdDRI3zqSRK+w4gct7Yv6h5UlIMLCmKJJScay4MTtJSr9dRLpeDa6mEgfF0VESj5oF9SKVSaLWWquCrwqNETkljMpkMFCWqcKqK8Zw6x7xebtyXMUvxaDyW9yu3Z7NZ9PX1oa+vL7Qv55VKFoDAXcxzJRKJUPmKqGxVNyYwn89jcHAQ7XYbxWIxcJ1Wq1W0222kUinUajXceuutOH78eKyKrRGxGnZjwjMWL9v5NI5mzgMA5lo5fOjSrSg1Utu+vphnLAqpGu4eeh7fN/hFHEpk4Rv+3uRXPLZl2zjerKDPWOxKdEhYw3Z+70f9PJ5qlEL7p00SB5JJ/MzIEwCA2s4mPlwZRqmdxnO1Hfji7H7UWz7uGjqFby1M4LE31DD4sRG0pq5+mMC2ImKHDh3C6OgogHCNLL5X1w+wFHivgce+7y8rseAGLkeVxFDyoeoIDZ6qbWrgeC7u65KXKGKkbihV6zTei9CyB0rSeExU9qVLLpRsqYvQJV1RrlqC29hfEsNMJoPBwcGABNDt2Ww2UavVUKlUArcZ3cw8PpfLBSSpr68vuBa8pqVSCVNTUygWiyHlk3OtcWw6v2yHCiPXpyyVSiFlzL1WUfFurqtb1Uu3DSVfGsOn86412LLZLAYGBtDf3x9yb+q9yTVB6YomEWXgP4mTblPyz/6Xy+Ug05eqnDEGo6OjoYcHVfrGx8dx8uRJfOELX0CM1RGrYdcP+tNVeMbiSOEi7iqcXLa92k7iA1O3od7ufJcyfgMH8tO4NXsaT1YmcHP2bLBaQp9XwXfkFkXxmcbfGngWX6gl8QfTL8a358e2HSHLJhq4Y+gMHux7Gq/OziBtEvDNysTLxaeqCQB9eElmKda72O6sKTzk53A0mQ+I2YcreTyQnsGQn0PNNpHzUsiZFL4ztwDfeGgVLqE58k2cbtbw9doE3jr4JYweaOC1P/LTmPylz27YuHvBRMUFbRUYs/ZHw0wmgze+8Y0YHh4OiAiVCapcmllI40ZVQw0T36tBdWOLqJCQwKhLJypmSI+loVQSRAPGvrINLblB0uC68wjNgFN1R7P31G1IIsh9SYLcuKbutQj6z/Zd16ZLZJTUcX4SiQQGBgYwNjYWygJVlVFdiOqW04WmtYSIZobShcbr12g0sLi4iLm5ORSLxVDQul531+2pMVi+7wdxUq5i57ryeL10nrUdqnlKYN22lEjpPcsxe56HoaEhZLPZUAkUuiGj6rJFXSNVhXXOqSYzy5X3jrpoeV8rqeS41c165swZ/Pqv/3pQeHeN+Iq19trnkG8w+s2wvd88sqZ9/ZFhPPFLB7EnDtLf0uhPV3FL/3n807HPImMSSMAXBSeMml2KP/bgwYPpGH3b7nmMi4Zt4Ys1g/8x/QCeLw1d1yVKGEDfl6zhX+z7cyRN21HA1ofV5vFcs4iZto/dCSBnUgHRfapRwtHk2kjfz126FV9+7R40z51fc78+at+37t+v61oRU0Xh4MGDGBgYWKbguKREFSJgSbHSrC9VK9QoqmqkwfOqvrnqEA2TkkF9MatNVTclKHQtRRUodcmWliPQ+WG/XSWNCpMSCZ7HNeLuuTi/1Wo1pBKqIsT3nudhx44dGBgYCDLxEonEsjgzdU+yrzoWukTd+CoSB3XB6rUeGBjAwMAAarUazp49i1KpFCKtGpvFeCr9rFarhead/XVVw6g50z6x766bmS9dyoj78XqkUqlg3tLpdKDqaqYnsOS6dJU7vRbcl6UySMj12jUajdBnvOeV4HIMdPmq4smg/uHhYdx+++34/OevTazF9Yq5Vx3F+OSlze5GjAikE03cOngOL+l7Cq/MXUDBpOGb7OrHmeig8PUQj6Tx8WAGuG/iM5hvV/GPz74a354bW/Px1wKDmQo8dONa/SZeOfIEPjp9C+qtBFJ+E4fzl3Br7gz6vArGE/MY9OprJkJRoMoVHTO2hF2JAnZFfL6ec79j8Av487e+DOP/Ye1E7HJwXRMxwvd97Nq1K0QiaNiUAKm7RgPIaWhyuRxSqVSwVA6AUCFLxsKw/hgNGwkEQQJA0kOCpG4fYCluieoaECY5AEJB0FEuNBprN/DcdZO5xJLz4ioqLpnTNlQ1cd1trsuV++bzeYyPjyOfz4eMeKVSCbnzVPXjPppoocSW8xHlDlVFj0SiVqsFbtA9e/bgzJkzmJ+fD7krNWNV29Jlr7QfOjfsj957bv0wtkdCxaB61hIDEJArvf4cM+eC10gLybIvGgOoJMlVKhuNRkD49N5lG1rqg/cw54HkWePgrLXBe6q7JMfJZBIHDhzAl770pVAiQgyB52P2Zg87vOi1WdeKQqqGV489jonkbM99TtdH8MnpI5ivZ+KldVbBYKaCg4UpfO/w53B3isrX6gTsaiBpfIz6efzyxEfw03jVppGxwUwFKa+JN+x4FDmvhpRp4ZXZqRDpTBofP9R/KnhPJbC7tftaGY/Wq7gjFa3+lW0dDdvGqJ/HVKuEhl2KEdsIPNcoYoefQMHL4FCygOK9FZhkCrZR37BzuLiuiRh/1AcHB7F3794QOVC3i5u5yPIAwFLMzcDAAAqFArLZbGDAlECpYQQQBCdXKhVUq9WQ8aYLx82WVEUFWCJd6r5zx6YxTUp0dB9+5ho6JWB6HMHsUSULmk2p/XWJDtt3Xa9UB0dGRtDf349sNhsYa51zdccpSVVypGPkWNw5VVekugnVRaYJGIlEArt27QoItRIP9otKkXtddKwu2eHY1XXHtkm4SPJdck8yrMstadtuRirPoeTfJdGu211VNipmvB/o8tXCw+pGJamt1WqhKvycG3Upa9A/ldK77roLn/zkJ3HmzBnEWA7/lsPI3T112cfv7ZvFm0a/igcyZ9dgkObxd4aexierKcy18jhZH8WnZw5htpaLiVkXw5kyvnvn1/Cmwsmu+rU6cbhWGPJz+KnxD+PHF99+TeLG0okmBlIVvGHHoxj0y3h59lLIzdfBcsK0mlq1Gm5N9q71NeAtkeFRf/3K2ulmEXnjYcjPRW4/kAx/hz790l/DO178d+B96mvrPtdacV0TMRqq22+/Hfl8PmQEuZ1GR4kQCQFViR07dgSGioYQWFIlSFY0fiadTiOZTGJoaAjNZhPVahX1eh1zc3OhdRAVUWQsSsVS4+7G8PAYnQO6vNQYa9C2Gk2XOHCMbqaobiPBcNtz++37PoaHhzE6OhqofG7WIImEEjpWxXdJFV22PN6NZeLxrOKuBIHnI9lSQpdKpTA2NoZLly6FCAkzC3UuXGLjkmeOWxfo5nhIvlgsVd2t6ipUt57Wd2O/qYrqQwFJHv+nUsUsT51bziX7rfFqvJ5K0q3tFMvVVRF8v7MWZ7vdDrJlW61WsManXmPes0r+HnzwQfzJn/xJZMmUGxkmkcBzbxnBSHLtrg/fa2Mo3cn+HkpV8IsTH+wSsLWpAjXbwCNZH8ACgIUQMfurmTtxodKHYj29WjPbDnRB/rOdn+oa+81Rv1bD0WQe/9feT+A/PfeKDWsznWiiL9nJbt6bn8XD/U8CAPYkZnBHyhditfFz0rLtIICeWMl927AttNFG2iRRbFdR8NYXN7dbHlailDdVxACgbIGTP9HCwc9fPVXsuiZi1loUCgUcOnQoiB9yFRBVa/hkPzAwELjK1NWjBlyNoRorxr+wPRK3QqEAz/OCWKTFxUUsLi4GLkyNF1OXHGOltJ8aaxZFmlSRiiJd3EeVHnWj6V912dJIc05o6JWsqCtO20ylUpiYmAjKGvC8rsKj21zV0A24pxuNZE6VNY2dcgmOqmMuMWEfCoUCWq0W5ufnQ/WwOEbd3yXPdGNns9lg38HBwRAhcQkr3a6q2HFMWkICWAqK1/nVbEn+Jbki8dfkFM4BsyYJPpiwbySNSvx0nug6J8nzPA/VajW4t7TsC/ui9xfHeNddd+EjH/kIZmd7u81uRPjjO5G9Z3pNa0r6XhsjmRJ25+bwK+OdTNSO22d9bpkLrSYKYueSxscj2RaABXx3/hM40yrjDxfuxF9fuumGIWTpRBM/te+DeCRbW1P812bjNbnzyBz8ED48dzuemN+5bnVsd2EOWb+B+UYGu3Nz+N7hz+FFqW7pnJArceUq9BuBL9UsdifqISK2Eubb1W6NsOSye3m9iFLeDiQLON4oAuiQvP2JHP7sxf8VP3X4HWg98fTln2wFXNdEDAD27t0birGiUdKyEABQKBSCoG1gqZ4VDTCNletackmIlotg+9VqNYjzoSsqnU5jeHgYi4uLmJmZCVL8qWRo0L9mBroGkeclXELkusqApTUF1b2mKpf7lyqUjtmNvyI0Ho2xQdlsFuPj46FyEqqSuWPQ83MfPYfOk5sEoSRWSYPGdrnqILe72ZVDQ0MYGBhAsVjExYsXA9KsfXBj7xhHSFe267bm3PFaMR6x3W4Hrj1XXdRVCzQmjFB3Md/zHJqlqS5mqmyuykry5tYM0xivdrsdyqZlO5VKJTiO5+T1qdfraLVaARnlQwawFJN500034Qtf+EIcJyaYfWgP0smVg/R9r42DfdP4gR2fxYOZRtdQXr7r51CyN3HzjYe9iQJ+avg4/mb/N/CHC3fiC7MHMFUpbMu1LKmC/cDwZ3F3OoXrZdW/AS+LN+bLeH3uc/jLwX78t7MPYa66OoEczpSxNz+DHxz5DF6YWjL/m+l+fXHGx1rU3Pl2BQNeFhnjA+j8Hq50L68FUcpbuV3H3kQ2UAF948GDxcnv3oHdMRFbjnQ6jdtuuy1QFGhgM5lMoDCkUikMDg5iaGgoMBhqyF3SQyXFDURXYw4slRXg5zSOSuySySQGBwfR39+Pubk5zM3NoVarBW4kjf3hMXoO/UwVKO2PkjeqJUC4pAPb0rGoC1CTHJjF6QaCu8YzmUxiYGAAIyMjgWtQiRfHQNcYt3MbDbgSDp5fP3fdgey/km8lpRqv5MbI6TiUuFDNOn36dFDwV0liu90OSkWMjY0tq0On8VG8Zhqj5qpk+pn2VYPylQAq8WHfXDKq6qjOGc9HksXljkj+eR2q1WrINco2eV+RYANL7l7P84L/uX6lfm/YBgn1S17yEjz66KPBHN/oCAq4OkH6hwamcHy+Uw/R99q4fegs/u2uz3cNw7WrJ0VC1hh6Cu+d34/3X7h92yhkSsBemErAN1df+bka8I2H784X8dDBP1kxozLpt5BP1vEL+/4CtyZTGzre1dyDUdtJqtaDmVYLAx5Q8DJrdMJfHoq2gQLCcW57Eh6+662fxjd+Z2JdpSzWiuuaiB06dAj9/f0h1x5dVVRlhoeHgyVadKFkGhJ1OWrgNtUDl6TR0GrcFNtwt/HYdDqN0dFRDA4O4vz58yiXyyHlQ1U2Gi5VYaKCstkf9jWKcLjB+dxX/+c+auwZPE4Drmi3O0vkjI+PI5PJhAiASzwABKRTy0pEVfvXGCZgaWkp7Z/GWfGvxjApMVWQ3PA8SjD4SqVS2Lt3L86dOwcAwfqUGnc1Ojq6bP5dUq/uV15DJdwcC+t08TqQBLl1uqhWqatcY7Dc+4Lz5LoL+X3QgH49nt8bknDOYaVSCbWpJM/zOssf8Vpo6RG9J9vtzpqfY2NjuOuuu/DpT3962X15I2L21UcxPrFcDTs+PxqoYD849mk8mG6vSwFj/SrNZLscw0ckjY+fGDyF7yw8gd+evR9/ff7aLoi80bht+Bx+ZPSTXQXs+iRgLjSjEgDSXhMXawWMZxZwW/4Mvl0ex8+MfQpp4wUq0NdrNbwwfWXEumXbmGmv7B58tgnckmyFiM18u4WCWXs9NWB5EP3VwlhEAsBcu4m3Dn4Jf/HO/xu7/1VMxAIYY7B79+7ASAAIkSgG4Wez2aAwJYkU93MJjSpINGQkJSxl4CpowFKcjNZ+0jgnkplUKoXdu3fj/PnzWFhYCI7nGLiv6xLkQt5R7kqSKbcgrO6ngfJ6LAkI47B0YXA3Lo5GvL+/H7t37w4RLlXi9PoQNPIkNW7mo7qxSAboWtaYNUIX76byyOtL9xjni+SAJILEgNmKPCfjzvbu3RsiMaooaawbCavOk86369LlGFUpIpFV8qWKItvR+DLup9fUVUd5j3OMOl8kgZqc4nleQMDc7wDVP8065Rg1qYJJClSmeS9xHLlcDvV6HZOTk8uu540Ik0hg7minZEUuWQ+tdbdcBVufu6xqO3OvRGym1cJiu4iMMevKNFMCtzdRwDsHv4DnK8N4bmHkunNVphNN3DF4Bj+78zOXTUq3Mob8HH554iPB/1rw9HjuKYz5YSJzpSQMWHJlr4RhrwnPIbyrHXOtsNYHlN2JAnYnAP/+2atSyuK6JWKFQgF33HFHqOo4f/ypQJFkAOEMSrrGqMwQqriQANBlo4HWrurBGBg1eOo2Yr+azSbS6TTGxsbgeV6wFqL2X92E6kYDEHI7sh/JZDJQeZTgEJocoFBFT11XJCckNTregYEBTE5OLnOTaVwQP1PXGvdl/zhfruuQczo0NBQ5J41GIyDVql66CQq6VA/HoCRM3YMaa8X3nANVhpT4qCvRdV+zP67KqvPB+5KqFuOx6OZz1UW2y34pGdSkB3Xrci54rKsCa3KLjkHX68zlcssKy+r9wO8W7x83SYNj5VqT1lrcdttt+OAHP4j5+fll9+qNBH/vbrz09V/DfCOL8cwCKq0kThaHUWslsL9vBj8++gkkTXR6/WqIMiyXqybMtzvuIG3nvXs+jvfO78enZo/gfKn/uiFk94+cwC+OfRNbNRtyI6AlGVRtutJYqivB7i1CuqLg3t9RON4oYpefQs5L4a/u+k382P53oPX0sxvaj+uWiN16660YHR0NDEelUgHQMaiFQufC05BT1VKj7qbku8aN5CWfz4cqkKvLhX+1uCURFZ9kTGfNvmQyiZGREeRyuWAtxVqts0YWa0lpOyQB2h4NLGPhNFaN75VouUH62j8lalpaQlWeRCKB8fHx4DMafs6tkiFV9ai+qEpHJUhJryqQvu+jWq2GylcYY4I4rXK5HHKHurFsGrPlJje4bjMqb9oe+69uOiWVSlzcwHXOt9bbovKocYS6jX3VTETux7G5cXyqXJFEMpBe55YESZVTzrPeM5plqckFSvJ4nwPhmnQa76iqKska48estcjlcrj99ttvePfkibdN4I8n/gg5L4Vyu45PV/MoD6Wxw1/Ai9OAf5kkbKOhyoUapJ8YPIV3DZzA52o+vlA+hK/N7wUAzNWzWzKOLJ1o4oeGPoe1lvjYDjjXLMI3JtLVFqODtShzSmJ3+mmc/Bvj2P0vYyIG3/dx4MCBQFlot9tBHBiwtGYijSENmi7WzdIDahSpMJGMqFqSSCRCT/bqSnODzgnXPcW+06jncjlkMpmQutZut1EulwNCxmr+mgTANpQUkDwqMdOlbnhu9kcNqSpvSm6U9O3cuTPoq7o/qYroPHLeqSoyg0/dhyQMHItW1D9z5kywtiOJGetxsRI929F4Oo1LUxeykjEljLw3NLnDjWdj39nnKFVSyZ/WQ+M10rIS7I8bZ+Z5nQzLRCKBWq0WqEnqWuX++pfXlSoUiRT753leEKBPVyPvI7ZBxY7XTgP5lZRrXJp+N7Q/+l1SFVn7um/fPnzuc58L5uhGg0mnkbhvNiBh51p1vDqXAtBAsV3HiWZzUxWMXnD7lDQ+XpoBXpo5DgwfB9CpwfR4YxTvm7oXtVYCbZhNV83SiSZevuOpazKns60yLrUtqtbHH8zehztyp3BX5jR2eKZnAdFr0afNOvd2QLFdRdak4BsPaZOEf98sTDoN2xVPNgLXJRGbmJjAnXfeGTLgGsOlbkJ9Wmcsi5a20PgiqjmqIKgKkk6nA2OpLi4NVFYFR0ma69JUA+66yTR2yVqLYrGIUqkUGEMaau2HkiPGBWlfgeULSGvgNrezX6qm7dq1CyMjIyGCo+PhuDnvwBI50HaViCgxAToqWbFYxNmzZzEzMxMQH85fMplEX18fduzYgVwuF1K9OJ9sk2NUMsQ50gxPXZJH4674P4mHqlU6x24Mml43zo26/rivqqsk/lTNOOfq3nNdwXzP/dWFSyLFNT193w+VTgGWVCt1IRO1Wi0gjqyXpyoY55UEGcCycWqbSrw5j7fffjs+/vGP37CV9psP3IoP3vUfARSQ81I4JPWTCl4mMvB5Pcb0YquExbbF7kS653qHVwsHkgUcSFbx+r2fAtApvvmrs0fxVGkcuzOzeKI4jrPFgWvWn3SiiZ/c92G8NrdxRrMXZltl/PrsXfjwuVuCzz6NQwCAicI8Duam8PdHP3fNFCqusvB8s4iha3LGa4ONSDJYD8q2haRpwe/Gan7ort/EDxz7u/A//tUNO8d1R8SMMbjnnntC2VpuPBANKA0RVQ1WxOdxbvwSDQiVM6o9QFjFYIkHjQlzg6z5mUvCNFYICMeSUbFySQ7rXdGQl0qlgDBqPBGAwNjR4FcqFVQqlZD7Tc/LfrgKGOdqZGQEo6Ojy0pacH/OG/8CCAXkq4LH/ql7lC612dlZnDp1CnNzc8vixnhNuXLB+Pg4xsbGkEqlglgndUNybrQUhBsjByAgLfV6PVDaVH1054fzBiyVcGAf6RbU86gi66qX7n3AvrpkjedUFy4r9rskmG1mMpnAvUsyxX6rq17vZ5JCdUNy3G5ZDa3Wr2osSRfrsbnXmedJp9O4++67b1gidvz7vHWvjVey7TUb0zE/j7SpoGqbPYnY880i+lZY5iUKLdvGn5SG8IbcpTUX30waHz81vKSY1Ua/gb+uFPCHU/eh0V7yIjw0+DRuTp8LHTvXzuEPLt532cRtLLeId+36BF6da6y+8xXiXLOInzr9Bjy/GH2VzhYHcLY4gGfLo/gbO76MtxQWIve7GlD325+XCngoc+GylgbaKriWJAxYnkW5K1HA8e/zcfTjG3cOs5VdA8YsLzedz+fx7ne/Owh4VwLikgSt5aSZiUqONPibBISfkdCoIaT7T8stqGtKq6I7YwGw5AZimzyPxiCpceXYlEC5bjcNDlfVjUpGuVwOXF/lcjmIv1LXqR5nrUU+n8eePXtChlnPpbFkSiTdOCWNyXJjt9SNeerUKZw5c2ZZ7Br7w7nj+A8cOIC+vr6Q0uOC29hfJY7czjgq141Mgqd9cd2feh+R9CsBVaLMa2XtUnKHqmZKatQNqa5kjocqrxIdXutkMolqtRrKtHRdqySqGl/nuh4ZL6ZlL0gQXXc4EM7I1cKwhBtfefbsWfzar/1ar5piX7HW3hN5Ua8j9Jthe795JPRZYtc4Xvrh43hT/9dxIJHB883KlnRDEi3bxmONes8FmK82yu06vlzvkL4PL9yOp4pjKDdTWKit3J+Jwjz+6773X7PsyF+ZOYS/PHPHmvZN+i38Pwf+Cg9nr17m8Frjw4rtKpLGv+bK6fWOX53dj4+88ubImmIfte9b9+/XdaeI+b6PkZGRwOAzY1BjttRgEq4RcuNYdD0/qgOEGhAaNLekBI2qunH0OHUhKeFStcglKyRs6vJzlRTXxadLNdF1xfIRANDf349isYiFhQUsLi6G5nV4eDhYEL2/v3+ZAWaQNxVBdR3qWHiMq7KxbyRDJEmlUglTU1PLVEKXkGmQ+sWLF4NVEtxYLZ6P86Vzo+SIfdFaZyTtHBvHyfPzuil51pgy9i9K+VSCr+Rar6HeI0oAlQCxHyRw2l+qUVp2Qu+per0etKMJAyRdSgKZVEGSqCsAKPFXFy6/ExqXyfOx+n4ikcDo6GjoO3bDIJPGawrfwtFkHg3bwmJ7c+dgNUPsG29NJGy2VUa/l1mxLtTlxCrlvBRe2j39SzPfRHm0jt9dOICPz94UUsrSiSZeOHQa9xaexZeKB/HO4c9eMxJ2ulnExy7evOb9Gy0f/2PqGB7c/ckrXhy7F3oprq5br2Hb8OABWyTxdb5dwUyrdc1qhl0u3tz3LXwk+8INa++6I2J33NF56tBCk6p48EdfDRkNDg0JDbG6HjV2iH/V3aLqAj8DluKdXEWO56ThVqg7UQmaKkuuQdcYIVXEtGyBKhzq8lTXVTqdRiaTCeqrNZtN9PX1IZ/PY3h4OEQCeT6eh/NMtUhVGp6HUGVP1UD2lftYa3Hp0qUgjslVNfX8em0qlUqw4DTJrxJBYGkZH10bVAmykjI3pol9YFatq5opeWIsHseoZEWTJfTaqttRr5eroKlSqe5yziOJjqtyackTPqiQTGnhWBJ1VTlJ/PU9P1M1F0DouvGe53ywv5qsoLFxt99+Oz7zmc8sU4+3M068bRJp08JTjRKOJvN4YfraVcqPwuUY4iiVrAGLNuyKdf+rth2qbXU5yHkp/NjgGbwk9wx+/Nvfi3Siid35OTw08DR+ZKCjTry18DVcyxIVv79wZ6gO3FpwpjyA2Xb1mmc0um69rRbEP+BlVy0nsRWw00/jubdPYM+/OLEh7V1XRCyRSGD37t1BnBew5ELR4GHN+lLXiipYyWQyiJUBECgJWoKABoZP7qo2aeYiyYCSB7f+EoCQwVe1iAoboWTSJV56PP+qC02NpP5V8kcX4q5du5BKpUJGl+cgAWD7GvSv56SB1/EAy2uysQ+a8Qh0EihmZ2eXxRNFkVeem4SiVqstKxDLa6v3h6plquS47riosh2EuqhV7dPrkk6nl10LN8uQ4Hn1c50XkiUlOFQkrbWhIrmuWgksrV4QNYcuYVMVTpUtXnc+bCjBI/S7RcWP944qXkoGeb79+/fj85///LLVG7YrTDqN+u1l7PBtKEbn0XoVtyZTmG1XMOrnr2kw8kqGuFc/olSytRCK9cbFrYQDCR+/fOR96PPquDWVxelmEZtRmqLcruOvL9207uOK9TT+T3k33tY3exV6FeNqI22S8O+Z27DsyeuAey4hl8vhjjvuCGK01Di12+2g5IGSAy0zQLTbSyUiVD1han+z2QwFOpNEaPC9KgFUTpQUMNidhkzdQFEuOIW+VyXOVZjcv9ofGlUeQ6LKfbkGJxexVhKhbjsqPBpP5RIfqmRUSwiSH41D4nz7vo9sNotarRbUUONY3HGxLc4fyQPdbGxPyVWz2USj0QiuIcmRG79EsuEqngTvESqCWprD9ztlNfL5PIaGhrBjxw7s3LkT/f39yxIWdFzsL1UsFqrlfajB9CRb/J/9qVarQRKGJgqwn+quVVdkNttRCur1erDuKa91q9UK6trpnPHa8lrzevA955RkS2MruT4lP+P9n0ql8KIXvQi53NZ6Ir+a8Cd34Tfv/13Mty2eapSCz+9IdVx6p5sJtGz7mgcj94Lbj5Zt49F6dZN6E0bOS+HFGR+3pjr382YVDf1ktQ+V5vXjYi+2q8ESWJuJR+tVtOzlxchdbJVW3+ka4M/vei/8ifENaeu6UsRYSV/dZPxhZ2FXGi6SgKiyA8aYIF5Fq4PT1aNGQ0sN0BAy/opt6l8N2FZSom47GlXXlaflHviZusRcF1Av5UhVHVfhcPuhS9Go4VR3prp92bbbDrBcMeQ2de+qCtNoNDA3Nxf00w2q1/EAWEYsAITUPFWstFK+nltVHZI0JaicV1UlSfpIwvS+8bzO8j3j4+Po6+sLanZVq1UUi0UsLi5ibm4O1Wo1dM3U3ayKIx8kOAbe07yP2UdeA5dAcu6ZDcrrxNp6xWIxUERdtzgJkuvO13s0yvXNvvO8JPBK7IGO+1+Vs1QqFbgnbwQ8970TOJapIW2iScNOvwHfbA0SRrRsG9+sN/DCdHrN8WLEY/UKjiZT646DatgWyrZ+XSxDdL45gFb7+tEzWrDwrAVMJx4rYxKbEqh/uckfX6/VsNNfWyjDxVYJY34++LvR2J1I47nvncSef3Hyitu6rojY8PAwstlsQMA0jZ6GLpPJBJ+zICrdOIxZYayUkikNPtd6VHSvaFKAG7dEBUIDoNU1xmO0ZpmqQ5qVCITrPLlqklZRV5XKJRI8hnCTAAiSArcQqbZP1xSAQDUk1FVFI+6SR42Hc12YpVIp5D5kn9gPJbUaEK9qEQmCO1d6bbTgrJJUtqHEj9exUqkE/2vdMFXT9JXP5wMim8vlUCgUMDo6imaziYWFBczOzmJubg4LCwsB6eVDAdtk/Te+Z3uaNMD9OK9uiQpNCiA4fmaa8qFC1U2Ozff9QF3Wa6f3md47en9RBeZcsv/6kKTXZnh4GDcKKrt7l5No2BYyVxA7tVas1yj5xrtshY5q1XrRRhvt6yBusGYb+D+zaw/Sv9Zg5uSpZrK7wHn08lcbjZpt4JlG87Kv/0ro3Itrux9bVO03+F7idyhtkqjs2ZiwiuuGiGWzWdx6663LYqzoFmTwvdaQcpUOVcPoWiQBYowW21SlgLFm3O66GHkeupioOPCcJAK6ODLbApYWxeZ7jYFzyYkSChozBpSTkLB/2kcSEHU7KdRtpDXZOJ9uvB2P1zIKGkCuCQ4au6Yki33ReDwAywiTKlu87m6pDCV9OiaNmdJxuyoj/2pZCZJ+qok8TuPc6BL3vE6xWCphqmhlMhmMj49jZGQE9Xod58+fx8WLF1EulwPywrmmisX7jfMRFWvI+EhVxHRONTCf95i61PXaaXFbVRs5/xoX6cZl8nppjCZJGOuysd+qkjWbTdx888346Ec/GixRtl2RGN+Jn3np+ze7GxtulK4GLrRq6LsGpPRK0bIWM7WtW4+LMXmnmtELVJfbLQwkNp4spU0St6aSmGqVMORlryg5QzHbKmPRtpctS1Ru19FGGwUvg3PNYjBu9+/VwM+89P34y/Hb0Dx/4Yra2fp3exfJZDKU1QcsGWgqYjSSLuEiOSA5YfFOqgmsq8WYIpIQdYPSSEbV36K7ha4day2q1WpgxLXkBYDQOopu+QolIxwf43ToglXXlRIIjkmVLHXJuUoYCQjJhOva5XsaTyqMbqyaxpJpXJSSS3VranyVLhjO60ND7qonbmwXkyQ4x+pWVBKnapcqPG7guRvEztg1KldAR23iGox8Pz8/Hyx/xazUdruN2dlZLCws4NKlS5ienka1WkUmk8HevXtx8OBB9PX1BQSehCqdToeC3HnvqdpVrVaDWmHsN1U0Va8AhPZxSXgUeVfXus4PH3JqtRrq9XrggnXjNBlrqQ8LLEDLh6VarRZkPY+NjYWUu22LTBqvyn879JHGySSNHwqcn29X8FyjuOHduJpG6Wrj6xu4pMxGIG0SeMnIM5d1bCFVw8uypza4R9GgGuZiru1tiXixtWLIz626NqTvCAxXA6oovyr/bSBz5eEEq/4CGmN+CcAbAOwBUATwfgA/Y62dkX3eAeDnAOwC8E0A77bWfkW23wPgNwDcBuAcgJ+z1v7eejp6++23BwaHJARYql6vcUo0xFxPkqRHg/FpkKneaBvqTuR7ILwEkBIMVZqosqnbVI9z4534v7rnaBQ1zonlNWg42T7Jlqo2WkJB616xf/ycoNrFulSqPmmsj1t41o2do2HnNdFgenVX8cWlmFyC6P51Y+qM6azTSYPvVorn+MrlchCErv3nfjwHSZzr5lQC7hZQ5YvB7+fPn8fExASGh4cD0jg9PY2pqSlkMpmA/GezWRQKBQwODiKTyeDZZ5/F/Px86D5iJi7Jj5IxV8XjnKoLlyoYx66KFVU6LUeh2Zm89lSvNNOYDxoam6Yqred5geKm3yc+lPC7x3Ozz3fddRc+8YlPLHNbbyc89wO7sTsR/sFeKU7meknjvxroZWy3ShID4RsPO5Pzl3Vswmtj2L/y8agatF5MJK4uablW1ft1lYdrXQ5kdyKN575/N/b84vNX1M5aHkVbAL4fwLcADAL4XQD/HcB3AYAx5iEA/xnAmwB8AsDfA/C/jTFHrLULxpgBAB8A8G8AvATASwH8mTHmuLX2c6udnD/OQ0NDQbAvEA5uV8NBg6MqAZUiBlirEeF7IEzquI2f0SDpuZSM0XBSXaKSxsKvNFgucVQVg22pq4/uJapRJCNau4oxQmxPY8xo4JVM0m2osVZUlvQYGmce78ZysT+qtNDIEqrI0RArGVO1SivnK9lRRY/n5jXRgHdV8wCE3MI65zwf/6rrjdeA86H3gAajK2Gg+nX69OlgeSGOTRempxJUqVQwNDSE4eFh3HbbbXjiiSdw4cKFYBxApz6XkmA9J2O49IFCibGWxlCyznHxulKdiiKnJNGqRHI+2Q6RTCZDNfk4Zre6P8enxDKRSGBoaCiY9+2KykTv+LAYNx5u6T+PxIpV18JQl9tG7c94sdlWGWdbBrsT1yaGbDshbZKoTFx5nNiqz1zW2n9irf2atbZhrb0E4D8BeFh2+VEAf2qt/bC1tgbgVwDU0CFmAPBmABUAv2ytrVlrPwLgzwC8ay0dpOpw8803h0iVup4Yd+X7PjKZTBAwzBIS7XYbxWIxMEK1Wg3lcjlwQ9KoKRlRg1EqlQLXI4DAqNbr9cBgsW9UPpRYsS2tcM9zaLyYq/wA4UXJtUSGW+IAQBCHBiA0P0pmaACpfAU3grdUrNUlbYzzoWtWVTkqTa4qSSOs51cSq2MkeXMVH31xnEqQlTDT8HNu1X3KOWYAupIwzbakgsmYLyqFJJZaWZ6kTzMvT5w4gQsXLiCZTGJwcBD5fB75fB6ZTCZwlbdaLZRKJZw/fx7nzp1DMpnELbfcgpGRkVDZDduN5+IDBVWmZrMZxFOR5CrR5HioQikJ57xUq1UsLCygUqksI+28vm5cmpbv4Nym0+ngvFSBGduWyWRQKBQCYsp7je0yps4tY6H3xXZBYnwn/uHLPoCpbtr95aTuf6ziXxVXZYzrA71cbjkvtUwN+0qt3nP/+XYF5XbnN2u2VcZTjRI8Y5AxratCwhq2taHlJsrtOk43i5hv944p/UqtM75iu4pi++qXW/mZh98Pf+fYFbVxOcEZjwB4VN7fCeB3+MZaa40xX+t+zu1fteHH3a8C+IGoxo0x74JD0pLJJMbHx4Ona82KpBFQFUUzJaniUHVSIgSEC2vyf82aVNLnkrTueAPVQZebUaWI52NfNJDbJT0a0AwsX6KHahaAkEqj6pwG00eVhdCYLFWS1F1lrQ2yBnW+VAnROVLV0SVgHIcSKxpkJQLsv3F+RNhPN6ZL3YWa1ajj5nhrtVpwXu2/mw3Luec41NWt8Wy8Lzke3l/PPvsshoaGMDo6iqGhIZRKJSwsLARj4MNAs9nEzMwMkskkMpkMbrnlFrRaLVy8eDEgrXxo8DwP5XI5dO9wXjSpIZPJhBJGFBpLp+NVAqZFkXk/aCIArw/JF1U77q8lULQ2mqqsvL65XC6IM+N3273fr0fo71cG3ZivdAoP556C3y1ffzmp+49kW9iMgqVrwcVWCUNe5qot17MaTjeLQR2xi60SWtZu+Vi4Xam5dQWxr8flNuHX8fnqGN6YX1rH9Su1Ou5Op+DDBCQtaTxkTBMDXhYNe3Vqc7XRxnTLYGyDbg3fGKSMCb5LUWBMnHeNQuBfkX8Kf5m564raWBcRM8a8BR0F7GXycR8A11E+B6B/jdtDsNa+F8B7u+ezADA4OLgsRogGiUoIM8PU7ejWaVLi5sZnAUvGW2OD9HM3folta9afGlENcmc7AAKFySULPFZVLhpNnksrrpN00sCpWqPzxbZJZmi81b2qRJWGNpvNLiuNEUVEASxTmuhGZsB7FJnVelyEqyTqvJL4cJuuoMDjqI5q4VYSJZ0bkjOddy16y3tE46H0fEp0qGLxWn/961/Hbbfdhr6+PgwNDaHRaGBhYSFYCYBz3Gg0UCwWgz4fPnwYlUolyLrU5AOdM5JKjlnXXQUQEBx9MHHvDSVevMZ6Pt6TJKqqhrkPB2yLsYpK+lgihvc555ZJDZVKJUjEWVhYuO7jxPT3q98MWwCo3LQTw14LQ/7WJge9cLxRxE4/0TMOabplMOC1gXW42jYSGfk9vpYxQg3bwjdLuy/r2PHE5cWWrQQS0l2JAt6YKIe2kZzoNSx4GRS6XOVqxXMl4GPc37iEgLRJYsxfm4tfY8euJnLGonJkDMmTl598sWbKaIz5GwB+E8AbrbVflU2LAAac3QcBLKxx+2rnxR133AHP84JMMTfDjy+tJ0aiRtVEi1tWKpWQa04NCw0RjS8/4xO+kge6mjTIm5+5/VSCQcLIdtX1p9mHVJq0X9YuldygcVRVhHMGLBlJGkb2gwHX6urjPKgLiWTRJTk0xtyfY1D3Ht252rYGatPg0lBre0p0+d51TTJYX6+DtZ3sUl5fVQZVLSMymUwo6J+kRYP32S8tK6GlIEjWqdLW63VMTU3hqaeeQqPRwM6dO7Fjx44gQ1RjtYCOu7RYLKJarSKbzWL37t2hBwLOHedV1TcSfbou6bamosexaEyZusQ19lEVMr3fSLBclVZVVCYs6HeDcwsgGDcTFXK5XHCd2J+77747OO92w4nv8gOFZqNdNdcCh5KFFYPBJxJmXfFOK+F4oxi4cNeKaxUU7iJpfNyeP70p546CEtKtAt94G7KepWbMdpaz2jrYnSjgxHddWeb3mo42xvwQgH8L4DuttW4Z7G8AuEv2NQBeCOBPZfubnGNe1P18VfAHn8SAxkXVMS26yqdyHqvp+PV6PZTRx/dUEDS+So2YqjkkAjR+WiOJ7fHc7JPG6QAIESx1L1GZYXskK6rasB80nkpAlMjweCUxGsiu88PPSex0/jgmzcTU8g3ad2a0usRJ3Xmq1FGdpIHXIG5u12OUJKZSqUBtc4muEgslFCQkbE/HrW5DVfZ4H2SzWbTbnaWxeByvIY9Np9PBfXHu3Dl4noc777wzKNFw5swZFItF5PP5kKpVq9UCcr1z507Mzs4Gx7M/OmeuusgisLoP+6UPCbxmGquo3y9Csy65j2acsl33vL7vI5/PB98FjYEcHR1FIpEI1nRV1c5N8NjO8GCQ3oC6Sh8sp/GC1PSq6fzXAhsZW5QzHZfZdobvta+KIkZC+nyXqGyFewO4/BUWFJox6xLOi60S6tYG7un5dgU+TPDwcLpZRMaYSMKubu0rwhVy4FXveGPM30Un4/E1ESQM6KhkbzbGPGKMSQH4SQAZdALy0f2bM8b8lDEmZYx5BJ0A/veupYO5XA733ntvSAlgYLAGURtjghIPhMZHJRKJIGjaGBMEUVtrUSqVUCqVQoHsqrAVi8XAzULjRDJFY6NByNyWSqWCSv9qbKIC35XQ0eDxM3UXuaTFjTsDlggjiYgeowRElS6qdC5xcpVBqlqZTCZ48VqwDZIgDfxXMqx11LLZ7LLCoToPPCcVHms7yRsMCmf7mmjQbDaDc6gbl8RNXcxKFtlHHS+vpyZ38B7UMfGvum5Pnz6Nr3zlK6jX6xgcHMSBAwcwOTkZnEOvmbrzDhw4EFTA5zXQfnI+OCeavcrsU6qqVOJ4TrrztS3ef3pfuq5njWekWsjaafqdpCrIB4xkMonJycmAfLK2H1VjXuP77rsP+fzWLY55uUiM78TPPvJnwXvfeBtCXF6bq63Z0G61+lsrYVeisOb5mWqVVlVHnr8C9eSPigOrBnu/Mvcscsnogqm9cLh/Cg9mrl79rpwxyG0hdexwMoFnGp178HSziJZto9yuh9ZbXQ9cQlW1Ft+oj+Jcs4iv12pIwg+Rvt2JQk/VNL9BpP89j/zFFQXsr+Ux9D8AaAL4a8dlVOj+/bQx5t3oEDLWEXudtXahu33OGPM6AL8O4BfQqSP2Y3YNpSuApadsKlkaW0RlRBUOVRDo6nMz7KztZJWRLNHIucHPNJIkWrotijDQAKsrSwPrSea4vxo2relEI63GVUsU8Bw05JotR9Kpgeiq+BBRnwFYpoQoSWEclavOcB8NuNax62caWxUVD6QkiSqOqnsA0NfXF8wNoURV1R5VglT90zngfoyLUrLJuWW/SYqAJXLC+WDhV857Op3G1NQUvvSlLwUxY77vY3BwEJVKBVNTU4HLPZFIoFwuo6+vD9lsFiMjI1hcXAzdm3puHY/GrjG2jTFomgzhKoC8V3R9S84bA/5J6jQDUxNkVMVUFRkA+vv7MTIyEjzk8Bqqosd+53K5kCq3bZBM4v7MCQBL7plyu46/Ku/AW/KzV1R1/PlmcU1kbKvV37qWuJIK/W8tzKOjKfTGhVYKLbu+czw8+ORVTWzYLFdtL+hqDjPtBHb5nfitoxsUw9VnPLw+VwVQwK51Cusb4TYFgAeyz+JPk3df9vGrdttauyq1ttb+Ljr1xXpt/xKA+9bXtQ5GRkaCNHktLcAfe62tpYZKiQANbTKZDBEkdavRgKv7kcdVKpXAIFEBUzVKCYEWnKU6w3PQ5aOKE40f++VmOZLgqHtTFTINvm+32wEZUAKj2Wtq7Gjc1YCSfABLy+Sou5SGWGtluW4lNfokxyRJrkLW19eHfD6PUqkUmhfupzFpAFAoFDAyMhKaO2DJTaduUQCh8XAMrtpDAqa1swAEMVnu/vqZupB5T9Blx/mZnp7GF77wBRw5cgR79uwJque3221UKpWgUj3bTiQS2LlzJ86ePRuUsHATQnjv875XBRVAcM+SmOl6lEq09fpwLjgGjs/9XvG+Z3ayJr/wOg8PD6O/vx/z8/Oo1+tBxinnRuPVWHh3bGwMi4uL2E4o3bYLfd7S/fdYvYKbk+mukb8y4rlWkuG6arYL1kI4NsrQ9sJtKYO9+Vk8Pb9jTfsfGbiE1+SeB7C1yJILJmgstpv4Um0Mr8jOXPb980yzjVuSnYeBfQm7YUseEb2u8VofVDYCfV4b5dsmkDp95rKO3/KBGbfffnsQXE6XFIPD9QmbhshNg1c3H1U1rXmlAcjAUk0rjbOhIqBxL6qgUB1QNYDH0kC76osadZdUAUsEROPVVJnjotI0bLOzs6G6UKoSsi9UT9Slyr4xBorj4byxfySJaqRJ4hSqDrpxSErGSBQTiQR27dqF06dPB8HbNNhKRhkUvmfPnmBOdH7dTFDGg3EpHc6TXnuCbjleO86Dqn2qRHJMuq+6GZUYU1mqVqs4fvw4qtUq9u7di76+PqTTaZRKJQwNDYVi2VKpVFB9/8KFC6FroAqcq+DRZUlyRPch9+M88LrRnci2NNNU72NV1nSOqKK5C8Rns1kMDg4G5I/qrEJLbdDNfMcdd+D48ePLfgOuZzz/HV4oBmUjF0JeK8lIwr8mS7/ciEibJL53x+fwi4tvQKu9MsE4MnAJvzT5oS2nWEXhUJL3bBUPZC6h4F1+n31046VtC0/UU7g33e5JxjaSPF3L9Up3Jwo4+R0+jnzw8o7f8kQMWFI7aHypkNGAcvFkJRjqPqJ7kjE46hLkPhovpCqZEgoqPbVaDel0Oqiaz5gbV23RIGh1eyo50jIWquiwnzSWmpE2MDCAvXv3YnBwEO12O1giB0AQ48NxqUtJjSaNsSoe6g7U2CqSDO6r8UI05BqXpmRX48TogmO77GsikcDIyEiwHqOqK2xncHAQQ0NDAUnmudQtq+qkqkiqluk9oIqazoHrbnbvCyVzqhSRrLBPSqT5AHHmzBmUy2UcPnwYO3bsQDabDQrNar9TqVTw4MF+kUiSfPGeB5aSQnifa5wXCXgikQji5Hiv6HXn94DJLKqeafwgYyw576oc8iFBl2ei+5PXVFVc/X7dKAH7iuebRQx4PqZaLSTN5QVYP9co4kCy0LOGlqbxn24W8Xh9CK/OhYnx12u1G9qFeSV4JNvC9L6P478+/zI0Wstdjp6xeOPEo/iRwccwsAqhKbfrKNrGmstwTLVKaERc841CwctccfU6Pny0bBsTiTI+X8th2CvjltTyB4kBz8d8u4KZVgsHkuEz8z4HOsVaG7Ydehj5eq2GR2uTeFXuBM62UjicvH4ePrb8Lx9/pPljr7FVGqeiBpYZaVTS3FgkDZDmez61c38aLBo6NTRUa0qlUiiYHQgb5CgFRT+n4XTXd1RQNWC/hoeHg2Buqnc8p5bO0DnSOC9VamjkXUPKOVF3nQZXq2uOyiShhpZEWcetS99wfCQfO3bsCNzPJGQsecASE1SYlNAqqWLbJFEaI8V+s2SGS7xIdpTUttudempu7B2JicZVkeiRQPMak0jzmNnZWXzjG9/AxMRE4KrkODSjl3FTJNOpVCr0MMLx8j7ifU6iTaKm6hW/L1oKg+NlPzVbmG1SWeO9US6XA5JF9dEYg4GBgUB9rFQqobhFNwaTmaae5wXuym2HVR7KBzwfJ5sGtyZz+Ga9gUm/t1rQC8Pd67IW4707UcDuxPJA8euJhBXbVVRta03K0tdrNexLtOAZc9lJEhdbJQx4KSTg40yrHCLLzzeLaFjgrQUgv//DmG4W8NXSfnxzdgIAcGz0Obx18EvwYXue/+u1Gm5PJeEbDw20sNi2ay6A6s4BycpUq4S/KB5C0jTxjv6p0D69sghbto3Pd5/THsxsvJrkGw97EwXsTQAaM6ngHEWtszosKn3aJJE0Yc/GTr+Bv9l3Dk/Uk8iYFmrd1StON4v4Vn0Er81d5aQV7/JL72xpIuZ5Hu67775gsW5gubKk9ZDcIHGN3fK8zpIqWsRTg6vb7XawHEu1Wg3cJWybbbAfWlKDxkxjyFw3JI2dZraxv+l0OkROaAhJFjjmvXv3Yv/+/cjn8yF3USaTwY4dOwIioMHRej4gXBmfyQwkJiRaahiVaESpfRybKk68TjoGGnF1hyl5oeFnpunIyMgyksNzkbhSFVViqO5W3h+8vrwuUW42Fl3VGDNm9w0NDYXuB/ZLrxcVpbQYNMYkUhHjeakEnjx5EuVyGePj4xgcHAzF6zFLk33UWC7OA8fE90rCOG/qwme/OQZX2VOipvcEsJSIoPc555/noEuyWq0G9zVLc6ibm/eEKnTNZhN33XUXPvShD6FcDhejvF5hkgn881e9b8V9Brws7ugKVgeS6ydhbGO7YrZVxly7HVJHOkZ4bUzlhek0avbKMhQLJokE/G7Ga/i8A56Pdve3/fW5Khq2hJRp4d2jn0DGWOxNFNCyKVRs78xKzyw34L1UoV6Yb1fwZ8V92J/08JHyOP73xdsxU81hOFPGSOIT3WD2DnYnCvh6rYZRZwq/WW9gX6KBnf7G308128DJZh37EinMtGprVvDm2xXMt1vY62TTdq5/eABs84VphK555+Hj6mcO//NXvw//Y+fdwPn1H7uliRjQCc7WGCnXfUfjyh91NbKui4lr9NEoqivJWhsEOCs50iw7zfwCwpmHNEokV3QfsS80dABC5EoJJJUHoOPG4zjT6TSOHDmC8fHxoPwD2+7v7w8C3ukCmp6eDtXjYtkNqh1KjHK5HMrlclAdneNUNcV1IQEIGVeOiePifFO90nguHqMxVTqXVDE12J/GfnFxEYVCAf39/UH/1aVGEsgyGhrkzxg/9o1Eg2rj3NxckKXI8Wh5ioGBgVAfeT01HqxQKCwjjSyZov1RlfXChQuoVqsYHh5GPp8PgtoXFxexsLBU85huWo6F9757/6girMe6+3M/fWDgdeC8sL+qZun/dDfye+mSSSYlsIyIzqvOBR9wRkZGQrFp1z8MXpg+DWBthu1qESp16WxmG2vFY/UKhr0Wcp6Pj1R24d50OAD6dLOyrr5c6WLr6tp1r5H7Pml8vK1vFhqM30QLn64O4Kvl/fiega/iaDKsROmSVwWTRtJvIuelQqpQLxXw67UaDiTb+L2Fo/jQpVsBAHPVpT7NVHN4/+wL8frc50PHRSmgnc+ujjKaNkkcTSbRsm30edG0o9yu49PVPA4lZwEAfZ7BmJ+PVMdcuPdn2iQx2yqj2l3C6Vrg9vQZmMT9l3XslidibhyMBsbTAKrxp9tQ43Q02JruJyC8wLDWoOJxNOiqFimo+mhQN0mBrn3IvurSO1TmNNbNDepnrNDBgwexZ8+ewPhNTU2hVCohn88Hgd3MkKPCxzG7MUU0giQHroJijAkt5qyqoiomSkBU8dPjeilq7JO6RNkHLRDabDYxPz+PUqkUkM/FxcVApfL9pcK4wNLSQ7pQOok1y5WoqkTlkO2qWkY1icSIimWz2VkxYXFxEalUCvl8HrlcLlQ/TRMwlLS4MYe8d+bn51GpVIK4MJJYdePpCgRcPopzxXtMS7WQmOo9qaoh71/2Q121rhrLzE2qzxpvSGWW99XU1FRApnjNuL/rFmUflHS737EYV47hDSC3O/zlpuL5ZhFVa3AgkcETjQYGvSZaFmhDg73XjwnfIm1SaKCFm1MXcCBZQLFdRdm2MObnMez7mGqVULV2Y4pxroDnGkXsWGF5p5XwRL2MP1t4EWabOXzh0n4AwCenDuPVY0/g7w09E6l++sZDziwv6xClAn6+2kLGAL87fzP++HSnpnohVUMhVUOxvkSoLlY78YN0XZ9rFvHe2fvwotwJvCw7fU0VVd94KJiluVQClTYJVG0Sj9XH8LLsNJLrWK0h6h7PeUl48PD1Wg19XgOL7eSWdcFveSJGYkGCQBJDg8BMMXUZqgvGDQZWNcqN7dIYHP3c3Vddo2q8lBCWy+XAJUW3jmalsQ0aSTXkNJDGGOzbtw979+6F53koFouYn58PlBtWeVdlgW6hbDYbIjmcE7q7OC4SLS2tQVWOxFWD9lUdZKyUq9ZoPBbHodeExM1V4JTATk1NYXZ2NiABRKPRwMWLFzE4OBiMwXV90UWorjqNpSPZbjabuHTpUsh9q+SCfc9kMgEB8zwP09PTKBaLSKVSqFQqyGazGBgYCOLuhoaGAnLs+z4qlQpKpVJwzVlslteCLky6JNX1yz5wAXZjTBCvxTlNp9Ohe4/3EK+zEjDef3QHq/LHe9i97toO2+Lcs+xGf38/UqlU4FZUxVq/L+omZjs8H8nwtoHZGsHCazW0TBwY8LL4eq2GBZvGoFfFHalMJBEZ9hJowSJpfNyR8oPipy1cGZnWAGy6bZWI+DBoAFedhAG4bBXwdxdG8T/OvBiVZliNKzdS+Pj0UfzE0Lfhr6N8ieuK+3qthifre/CnF+4KKWC5REdkIBEbzRbxrl2fwNlmAp+v5tCGh/ddehjPLw7hY7gJHxw+h9cOPnpF5SlctLqxWWtxsyvB942Hl2Sm0IBdNanBRdQ9TiX0hWkf8+02DiWvLgnzYYHE5T30bGkils/ng4WngeXLu2gQs8adaOwOyQLQISGsAk/FQNt2jTHPAUQrOiR5NDJujI2u6aiJAVrdnCSN/dXYqkKhgL179yKVSmFxcRFTU1NBlX+OlXFeVBqmp6cDJY/9VlVK46I4J0qUSIbUvUYjT2hmnyourvKoBh5Yit9SFUu3qxvy4sWLgeJDAsW5pBrEcbplF1TRiVJNM5lM4OLl9aUyqYuUcw7L5TKKxWLQDtUxEicGpWcyGfT19WHv3r3BvWCMCe5jXqtWq1NWYmpqKpQlqjFknC+3vASvEVUoJe1UGXVe6WbntWTf2Q/OOdtvtVqBO1XjAOv1ehCbqDGZvA+TyeSyRc05Lt7rGp9J1ZYPRzzvvffei4997GO9fhKuK9RGO+6Y6wUahP7CdBoXWyUkV1i7xTXcV7NOmRKR9cSIbQYerVfxR+fvXUbCiFozgdPNGg5dwb2xO9HEL56+I0TCAOBiuS/0vm09/N6lYygk6jhf6UO9ncBCbek6fWtmF6ZqeVTHvozX5M6vSx17qlHCvkRqmev3m/UGPGNDLtdeyDrq33rrvh1vFNekvj7X8PDCqyyGHU2mcPyH9wA/u/5jtzQRoxHVmByqPQBCT+002uryYiA6sKQEuS4rVYIYL6SlAFStoTFjPzSTkwSAWZAAgowwYCmGiiSChISfKZGhgdq3bx9SqRTm5uaCwpjqOiWZYHLB8ePHMT09HSoxoTF1nNOo+CYSEjXSuhg5x8wsQs4PXWIai6drUaqq48ZyaSIESQcXDOf8sa+apcg23BgzqnTqOuO4VVVj3xk7R1JAIsdzkcgzQ1BJHdvhvXPp0iX09fVhcnIShUIhuOatVguVSiWYz2q1inw+j6GhIQwPD+Ps2bM4e/ZsSN1LpVJBXzQDV93NvP4kVvycYya55X3Ka8C2S6VSEMelbfP7QsWMbRljQjFlqr6xn1TzqNAB4bVWWe6F864ues/zkMvl0N/ffwW/GFsL1seGEAYNWF4LWnZtQf8XWyXkjI+sSUXu3ysLs2Xb+FQ1gWOZWmCE+dmDmQY8mMsu2knDutIYogK159sVnG4CO/x20O+pVgmPN/LY4xfxpdokfFiMJ+auSkag4vOVgyGy46INg7n2lVWVH/XzePnIt/GH5XtW3G+mmsNMNYdsotGTGJ4v9eM/PfcKPLXrCfzjkcfXfO2OJvNo2TY+XvHwYKYR3OsvTKcDVWw1PNmo4eZk+rLvl50RLvMoXAuXZNL4aPSvbdwutjQRA5ZUIgajax0shRZ6pYFUFwyAwNADS2n/jN9Rg02SRKJCYkKjASwZc6oMJBxqqKkoKFkjSABUOQCWjHcul8P4+HgQuE13FvtO4jI4OBhkqp0+fRr5fD4gpjSS+ldjcTRzU6uz071Zr9cxNzcX9M9VnOj+JJSo8FxUTZQ0k9RQ+aFCws/7+vqQyWQCtUjJnEKVPiWE6qJ096XbMZlMBoRelaZ2u72sJAfnRl3gSmQ5P7VaDVNTU5ibm8PExETgRpyensbs7CxSqVSwggBjwiYnJ4OYM5JnXodKpRK4nJlNygcGde1GfV/YX8b7qSuSaqIqsSRXOn/63eH3jdeRc1Sr1YJ6Z9ymNdF4fdgeXcO+7wcZprzG27aExRViwMuuGLA8366gYdsY9fO42Crhg6V9OJq6gBdnViaBA14KHjw81qivSb0gfOPhttQiEpKE4BsPL0gtoo0Unmk0cDiZviwSusvvEJT19ilnUjiaDBPfZxoZ/Nzx78JAqoqU30S5mUIhWcORvX+JES+7YRXen28WscvPBuf+zvxT+NPki1BtJtGWhWk8Y9G2Bo2Wj+ONHbg7fXkLf3+m2saRZAVvLjyBj2RegLlaNnSeKPQiYYpvLU7g4/mn8Ui2teq+BO+FpFki7cyQdJMSXLRse8UCx2tRu7bLahFbmohZawO3DqvG09WoLikqJNlsFvl8HtVqNahjRDebZpepoSFJiQrw5na2Q4WGBIJ9pIqiQcuqsmmhTKoAbuwax8Z9h4eHASAIVmfRT1Wn0uk0BgYG0Gw28fjjjwcxNlQl1JWnWZ08r7pTaTT1OBIEa21AdFkzKplMYnx8PLT2pC6yzTbVXcu5178aP6Sxczt37gxi4BgTReKRy+WQy+WCLFg3UYLjU6LGeahWq1hYWEA+nw/6kMvllmXHKpQwaqybujxJ5hcWFvD4449jenoak5OTyGQyGBgYQKvVCrIgOR5ek76+vqB0BudE4wXb7XawDBDdjQAC5VDdroQ+KFBRVBKnyioJkZ6PpV7ceDFVTj3PQz6fD7JYeX8qtLQLrwU/5zxr9nOMMNaibuVMCvQgjvl5vL3vAortGnrVaiKoZt2R8tGwrXURp6gaVHNt4LPVIbw+N3/ZSiAzFNdDwoBo5fEr1f1otb2gjAMAnC0O4IePfw/25mfxC+Mfw4CXQRttePDgdSdxvQRt1EuFzr8rUcDf3/tRPF6dxDeLk3huobMk26H+KaT9Jt4y/CUcS1cAhFWxqGut8Vbz7Qp+b+EoPjZ1M7577Gs41xjCTDWHQwNTOD4/uq4+R2G6mseTtQkcSx8PZYquBvdeYIbkSii36zjXqi8jWuV2HfPtOnYlCgEpj8Jsq4xF275mSxhdbWxpIkZ1hIqQZgXS0JAEsQhmMplEJpMJftSLxWIQNO0+6WsWWK1WC2J4gCVlgQHYSuSYtaYuRTVaWj8KWIrVIVFxC5oyWw5YKgvR398fqBl0oxGpVAq5XC6oKUb3Ft1/wNLCzZwnN1ZISQeNM9Ax7hrgr8HtVLhIJGjcy+UyCoVCYEw5FiXMJHrqLgSWVDZ10wKdsiVcBofXnu2r203JOIkf2+U9oXFJJPJM+ACWiBbjvBjvxM/UvasZtTwPyQzPMTMzg2KxiAsXLmB4eBgjIyPI5XLBupeMN0un08F+PI/GLGrWrroPFST4vDdVmeVcUi0k4eVxiUQicBfyGvO7ouof91e3vLplPc8LSqDQ9ejGh/E8qphqP/h/jCWs1SXpkpCk8dcda/OBct+qGXQkBR+vJvFQphqKDfKNh91+Egdy8+suL3GlaNhW4A5lXNuQn0PSLCk7M9Wl+VioZfCt2i78u8QxzDVzOF0exH1DJ5A0LexKzuK7CqfWFSsVRVpem6vhpZknUR74Jv5i4BAmk7O4LTWNYS/V3X/5MU82aiGFaKpVwrPNFB6vTSJjGqjaMXzk0gtQb/t4rjaGs7UBAAiRMN9rr7rUEgDsLszhdHEw9FmtmcC5+mDHxbZOYr5e5LwUDkXMW9okMOybYJ9eGPJzOFWvYm/3/WyrjBbsdbF8VBS2NBEDgKmpqVDgt2bWaa0jgmSI6lg2m0WxWAwt+aLxTVQTcrlckDWpqpG6Ltk2j1P1RQmCqgYkPcyK830/IHLAEmFie41GA9lsFn19fQGZoPEiYctkMpiYmMDg4CDK5TKeeOIJlMvlwIgqSSQxpYoEANPT05ibmwtcSPV6PahmT5LI+SDhoPKn8UfFYjEU1F6tVgOC09fXFyIWnDuqPXS/ueqYEoNMJhMUCVUFU+PaSAhUwaQiODc3F6hQbjB7Op1GJpMJ1qLkGLPZbFDWgq5wNzAewDJ1CkDg1tU2jDHBtUkkEoEbz/d9lEolTE9Ph5IKAAT3B+8dzjdJJ+dbVTnesyRL2je2q4RY55D9zOVyAfGmCkpCzocUfaDh9eO9zXuablfte7lcXqasaaC+Jt5sG0QU6lwPVnNJroSpVgk+DC617aouonPNIl6RraKwCvl4vlnGTj+Fu1JVJNBRrFTFoeGcSFz9eBye96lGCScag2jAx+PVSZypDeFVA99CEi28KvcUPjdwqKda9LmpA7DWoG0NphoFnK0MYLZ2M/bun8FtqcUrNuo5L4UcUnh73/PduVmZnLpuuvfO3oVPTx9Co+2j1kzAMxbGWLTaHp4ojuMVw0/iidnx0DH3jDyPby/uDIL4owgXAFyqRvfl+coQHqs3UbJJPHgFXr/nGkXsTiy5a2u2gU9XM3g401hRcfSNt+Zs0lD9NW9rlKWwqcv7zm9pIsagZ4274g81f9Q9zwvWMASW1s9jlfyBgQGkUilcunQpVNdKl9YBsCwgG0DIQCvJortFXW808iQ+Gg9D46kxYjwPSy1oPBszO4GOgpTP54OyAJlMBkNDQ4G79itf+QoWFhZCJFGXsxkcHMTIyEhg/Dl3p0+fDsWGzc3NBaSPJCGdTiOXy4VUSK4jqO5NJaa5XA4zMzO4dOkSDhw4EASH8zoqwdA4Mh6vgfZUcQAEyhDVR35GwkSFjnNYr9dRLBaDhcTVTcdrQ9cer4/ndQq7+r6PfD4fJB24iQ1unS2X1LP/HDsr6XNeNS6QAfok/Byflqfg/JG4MMaLc6OlLvSe1eNIwqgeazyXZhGrGxlYctMyQYMqI9ulQkxlVL+jqqDp99XN3OVcWGvxspe9DH/yJ3+ywq/C9YOjAxcA7N+Ucw90Y2fSphXp8qrZRqBo5Tw/FHTfy1BS5cqJmnOiWcbuRDqkjl1pAdW14I+LI3hb3yx2+0lU7SJ++tm3oNzo9OsbM5OdfvhN7MnPBbFZLlQ5+sbMJEYyJbxy7En86ulXoQ2D/3TgfRvi+lqPm48otqt4vLgrVA+sbQ3QHcf5Uj9+v3zvsuO+cGk/+tPVoJZYL8JFYufOy/OLwzi/o/+KlwOaSIRjBNMmibtSi/DN+pRaYPk9+VSjhAOJTKj9rZJF+7E3/Fscfvf6j9vSQRk0COl0OlC4mFpPg00DrMaWZQXm5uZQKpWQzWYxNjYWuAc1BkgNC11d6kIBlsgGXS9K4pS4UT1hwgDVL1VraHDZBxIdGm+SOpZE4Jjz+TwGBwcxNjYW1NB68skncenSpVAgOWOf0uk09u7di127dgXKRjqdDqrwa3bc3NwcqtVqKFC8Wq2iWCyiXC4HhEzJEPfjfJG05HK5IEZvbm5uGfEiwdCMO3VV0bDn8/lgfnl9OYZ8Ph+KheN2KoZaikIJNM/H9jXYnuNgH9hHvk+lUqHrw3uA9wP7x/pxfBBwg+9LpRJKpRIqlUpIaVUXtGYVap+UyFYqlSCBQ/fjPaoZtlSjeH/z2jMBIJVKhZZm4vxRBeMqE6wvx3hJzru6+3kvlMvlYKULJkfwe0UljX3VOEvWJdsOSG+icaBhynkpTLcrmGqVQts/UB7CbKtDnD9dHUK5uwTPmVY5qAe2FhxKFkLEq2FbeK5RXHd/15plR7whfw4AMN+u45fPvjYgYUCHYLXaHsqNFL49N4bBdAX96ZXH1Gp7mK9n8Ya+R5HwWpirZvH78y9ad782CpdazUglCwByyTr609WeLshSIxUE59eavbWW4UwJueTypZcmEpeXRKCIIuPrdZcTTzbCpHC3n8QTjd7LVjXs2pMN1oPnm8VVl8u6XJf8llbECBpqKl801pqlx31okBkAzADtdDqNkZERzMzMBESIJM9dzkUzuEgG1CXEY9UFSSLBuC66wDzPC2W3abIADbqWcGA/ZmZmgiVvuOg137daLRw/fhwnT54MjDOVr0qlguHh4cC4U8kaHBxEX18fqtUqTp06FYyZBIzjU0WNc+8SDo5ZMwxp3GdmZgJFSscJIETEOBcktHzl8/lAvdHMPmApbg9AEGDPDE/OJRVFxtGRZHMeqD4yEYBuQY6Z5EhVUI4zKuuV95i68yqVSqDm6hjZd5IiV02kK5fkTO83ffDQOD+SRGttMBf8TEmekl6S4kqlEpBzbmf2ppbE4Ph47+rDiiphJOPcT+95XVnAfVhh/zReLMaV44lGA3ek/MgyFEeSlzDk5/BEvYzX5wAgi9ZlBD8zPutEs4xDyQKSxl+Xa7JhW2jYFi606ms2YrOtMj5UnsS9mVP4TGU/zpX7UUjV4BkbWTZC48NWQq2ZwE8++z2odklMw/qBO/ZyVK2rgVyyjlyijtla7zH1Imhc05Iq2FRl+Xy3rcGvXXgE/37yY1ctIzEq/mylmDTXZZvzUkGh3yjwvt9o7PTTV03t3dKKGBDO4tNAYmYRknDxCZ3xY+qKqtfrKJfL6OvrQy6XC56+aWy0phiNQSaTCVQNGnAa+Gw2G5xP3TV80d2jGXCEno/GjONSFxnde6oI0giePXs2iAtjoc1Dhw4FiphmCVI5Ybbj008/jYsXL2JxcREnTpzA/Px8oCJp7Sj21ff9UCV3kkbuxzmnGsg4L8alKQlzVR2StR07dqCvry8UJK9qKAP3dWkekuRcLhdSOtUNqGuK8jrW63WUSqWQe46KmBYrVRemkmUl/Ry3zlez2QxWQOC9S6LU6/7VZAhth8kFGrOo7lDe63rPqQKo6pMSN17XgYEBjI+PY2BgAH19fahUKgF5I6Hi9eDYlTy6sZn63Ugmk8jlcsEcMT5OSRqJLwkc79cYG4OVMg9p3A7KQ+K5Vhnz7bXPf8u28UyjBt94qFsvUCLWY6yeadSQNol1KQk5L4m5Vg7vfuZtOF7biR/Y/XmUGymUGr2t82i2iEKqcy8PZirLlKC9fZ31DcuNFNrWIOm38PaBL+NAsrApJGzQ87C7MLfs80bbx2wtt6aA/GVtppfGzfFGYbaexR8u7l+XMtoLNdvAB8vhumLPNGrLlMZnGr1doZ+vtnCuuXaVdb0Zt2vF1XS5b2kixqdtXTvRmM6SM1SeaCw0HkYVF74YGzM6OrrMqGu1fT6h04Bo7SV1Tao7ivtq3I5mL7IvwFJhU7p9SP7YBo0RjfnMzAyApbUGT548iUcffRSNRiMgO5OTkyHyaa3FwsIC6vU6hoaGsHfvXpTLZXz5y1/Gk08+iYsXLwZxZSyrQKIBLFW6VwKgqpVmOFL5o0uJAfv5fD4oZKoxX3SBtVqdciOFQiEI9ubajSTKnI/FxcWAEJCUklRRjaOqw8SDRCKBkZGRIFOU7lsSbpJCTQRRl6TGNfEa8T4jcePc0JXI8THWjMsaaTIB72V1tWpf9H99Kdg/jdPTfqrKpw8kvG9JmOluttZicHAwKEeimZsAQvXzqPrxxQcSZo1qAsDCwkJQcJjuUhJQEjAlc+xTjGsHNS67EwUMeNlVXTvc7hsPt6Q610vrhjVsC8dXcE8+1SgFhviWVG5d5SLONYv4sVOvwB+euQeVZhJ/ff4o/r/TL0bbmhXJyXh2MXBfLtbTgepFpL1wyZqRTAkfKx/dEDJyORjyc3jPxP9GNhF2hU3m59ZEwjxjAwWMmKnmgpizc+XehZOnq3n8zzP3Ya595TX90iaJY5m50DV2r3m5XUfe6+0CviPVwsAWUSSvFrY0EVPjQgVGlQM+lWthUioZmo2l/3ORbDV6JAIazE3jpoaZygvPRWPoGkut96XuJgCBQaIrT9UWJYLtdqcmFTP/qtUqLl26hOeffz7kCgQ65ISuHp6LsWTFYhHPP/88vvWtb+HChQuYmpoKXEnqmqRqx/nQumocJxUzoBNbRyJoTGedQLZpjMHCwkJAIklCWaUeQFCgF0BQXJW13zT7jqqfKlPJZBLDw8MYHh4OxQv29fUF15ZkrK+vL5R96CZFsF90bdKVyVg6ts9xuEkGTHDgZyQY3M5jlMirC5THc05JbJXca7YiQfWVMV/q6qQKyOQUKm5sI51OY3BwMKT+UUHkOdVVn06nA5JM4qiEtlarhVQuddW68Xfsh8bC8ViNQ4ux8Vhr7MxTjTo+WE4HJMQ97nSzgpptoGXb+GA5jZpthPZJGh97E70zMPcloiv5r4bZVhk/c+Z1OD4/GiIjjdbqbqhiMxW45FptL/ifytCJ4nBo//Olfvzx2buxuAFk5HJxNJnB901+PvTZqeLQqsf1p6t4597P4sjApZ77rDRnl6O2rQS3FIh7P+W8FHb5S/sU21V8uJwM9s15KTzXbOGJenlD+7WVsKUDMmhEaBQ04JtP/SQG/MHXGl00TuryKxaL6O/vx/z8fMhtpgROXTg0XFrPClhy/bBP7AMNr8ZnRWXJac0zVXFo6NjfRqOBxcVFLC4u4vz58zCmU5qDBstai/Pnzwd1qgqFAjzPCyq6t1otlEolzMzMhNQJILzSABCunq5Ehe1x3DyeBphkVTMg2+3OUkjtdhuVSiVw8zJAnIacwf1U5UjaSFB4DXguLdQ7PDyMfD6PixcvolQqBfPJOK1Wq4X+/v4gI5QqHMdGUqgEnkpVs9kMMlOpxnGcJDD8n/eBPhj4vo/z588H8WKJRCIgHyR7JFGaWcu+uGtGav+oCivRAhCoU2yP3wcSdN5XuVwOAwMDIcLYarWwZ88eeJ6HEydOBNeBsXq67BM/JwFl5i8zll0VVAk9SaOWWSFxU3UsxsbjqUZ9xUrmAHC6WcS+RAL7EvNBjNC5VgWj3fpXLdvGtxsjmEgU4RsPD2Xm8Wyjjcfr47g5dQFHk53ipitlsa3XxdOybZxplfG+hTtwolscFVge87QS9DgFlaEoYvLA6LMY68bRUfm7lvCNh3szz+O/S22wowMX8czCDhzuv7SsdAVRrKfx4elbsSc3i3SiuWLAfi+MZEr4i+ItuDl9dlnNuCtBzTZwtllb5orW+yVrUnggs4gn6m20YbA7AQx7LQz7W6NExdXAliZiAELuQVUYgKUSFBrvpUZVax4Vi8WAxPi+j/7+fszOzgZtawakGgYlenQPkqioO0+zIt2lg3g8sOTuU9JDdx37wL9Uluji0pgiHSvVMMY4cU1DfjY7O4tLly6FXIkkjQx612VprLWBq5EqD68FSaeqYzpXnHPGC2lGHkkOS2BwfBpkTgLB/dkfJXo857lz5zA0NIQdO3YglUoFAfhMaOA1HxgYCC3VxLgzKjC8xziPVPhYEyyZTAZFWDX5gGRTA9Z19QXGaBWLRYyOjoZiz+gSdIPgScJUieNxvFYkWm4iAI9XlY7xcbyW+Xw+VA6F+zAecWxsDABw9uzZ4Ly8HrokFx9EeE8wmUGVMIYD8J7geNzMSZJUTcaIsfG4NZUNla0AgMfqlYCc1WwDO2WpHkID+H3jYSIxj5b1ANMhVW3U8Yb8NDykrkoZgfeXC/j159+InbmF0Oe5ZB0Jr71s4evVkPRbAfHqpQx5xuKtA1+Gb7I4nNw8AnA0mcF9oyfxuYsHAABJ08Zkfg5vGf4yfqPyCsxUcyikaqF5aFuD08VBFJtpvHzHU/jy3N7IwHwAODb2HJ5e3IGZaj5EaM+X+vGHpXvge20c7p/CO3d8akPW6EybJA5EVN3XYH3feCiYDC60PBxOLqBgcij461/x4HrClh+ZEhPN4KKxosuEmXCMQVGVQmto0fgODHSqEtNoVCqVkJuIqonGSQFL5ECNJdURdW3SWLFIKj/XGlga/E4yyT6xwGqpVMLCwgLm5+exuLgYlEegQkTlrVwuo1gsYnZ2FsViJz6DahrVIbr1tDYYg/k1Y03JFvvGeC3P84LEAZYSUWKigeNUvlgyAujEkDEonAodj6OionF3blYd3WdUWS5duhTEwrFflUollJTR39+PHTt2BNvm5uYwNTUVKH4kGnTJ8f5iHTIqQi6xJuHyPC9wZdI1qfdbq9UpEdJsNoPCuqokEgxyZwwkFa5sNotEIhEqm0LXND9X4sf7Sh8k2He6GfnwwXjERqOBCxcuoFarYXJyEkNDQyG3vCrTntfJWt6xYwfGx8eRzWaDOWy1WqHyI7wveJ+pS5XfTcYcMjkjxsbjsXonCP9ZUVrPNYvY4S8R32cbSws3P98s9oyPuiWZDALYTzcr2JcwSJvkVSFhxXYVj1b2otJMBqrW/v7pzrZ6et0kbDhTxq2D55D0W9jfP41sorEslgoAxnKLmGt37sXNrFHlGw8/OfoZvHbX4wCAR2cmcGJhBP/twkvwgv5OCY9yIxWZLTpXzeLLc3vx+h3f7Nn+12d240jfJWQSjWBeFdYa1No+fnfqQVx0SqBsBOimjArWP5apYZffiSfbziQM2OKKmNZH0mKdqgYBCIpk8qlaSyuoW43qAMtZ8DNCyQaf/ulCU2VIK9izHAL7q8H56j5lHBLPq2oC6zTROKqLjgVJgXARWy3fAYQVOSokWreKJIZGla4tEk3OM91HWgOLZIgEc3FxMSAxWi+L400mkxgYGAjGzir9uVwOFy5cCK4XyZ8abI6T49c4Jo5XCREAnD9/HiMjI9ixYwdmZ2cDEjswMBBUzidpZQkUkl1eN5JRnlfdslTDOE663Th/XEZL559tMEuz2WyGSnPwXlSXoQbxa9wgVUQ9ltvp5qSipySW9z9VKWafkiypK5VrWQIIatAlk0lcunQpcJvrNRoeHsbQ0FCwBuni4mKglmkJDE1G0cXUVelWF766ZGNsHI4mO8RJXWwNAJnu+orvL2cwKAHTDQu0ECYoVC2UmKw127FmGzjdrK26iLPiXLOI9y3eiq/O7QlVlT9VHArWjowqTeG6LBnwXmkmMVfLYq42id2FOZwpDeKu4VP45txEqA5Z0m/hJUPP4M5UHUCY4DzXKF7zchZjfh5vH/gKPnLh5sBFmfUb+NLMPgAru2Znqnn8wdnlhV+JSjMZqG2nWsvjz9rW4FRxCNYafHOkf10Lgq+GcruOqXYdexOFSNWRyq2qttsVW5qIabYj3VdqEPijrplmdHMw/oWkRmsjUTFgnBDdSTTGLIehwfwkTIw14rk0eJvGmwabZEyXMAKWKqGzLIS6RmmIuK9mGfJcNK5u+Q1dxonuWBpFfq59p6HWF5WPfL5TeyiTyWBwcBALCwuBGscxlkolZDKZ4JqUSqVADRsYGIC1naWjWNizUCggn8+jVCoF88+5pZrFa6buNxJrvdZ6fzCzUl17DDrXchzZbDbIwlXF1HVnq/uTJF6VPSo7Ue5UzgWTGbhepu/7wX2m7kL3eF5X3ofj4+NIJBLBObkIvJJ+zhVdskp4GBfH6+m6lOlWZB8WFxdx/Phx9PX1YXh4GAMDA1hYWAgK0DabTQwMDCCbzWJmZiZQ9zQ2k2qxkiyqXbwPtRaZxrXFrsmrgyhVZ1IKbL48swDfGAAeiu0q9iaWuyjPtSoY9hL4RHUQL88srIuMpE0SexPrUzU+VZ3EH5++C0DHDZnxm5ipdko39KcqeH5xOPK4QqqGl4w8g09NH8Yt/efxnYNfwwfn78CnLx4KSMvzix3S8YVL+5cdP5Ip4fv7n0DBW07ydkfMy7XAgWQBtw+dxdendwPAmhf5blsTihHb3z/dM17ODdIfzy9gKFXGU/Nj6E9XcVNyHqst07Qe5LwU9nqpECFTfKbaxlw7h1dvIPnbqtjSRIwuQCoyWsJCSwKom49P6OouBJYKkHJbOp3G0NBQEB8VVZZBDaJbeZ37sU/AkiJWq9WCQHiSBQZlu8oVEF4DEAivIaixaFTRGATtkk0qZgCC2mlqFDXY2g2sBxBaBYAB8UpYaDA5DhIpAMHc0bXWbndKERQKhUARKpfLyGazoTg7XQxaa5ORXCohY781dozXrt1uB5mbVEdJlsbHx3Hq1Cn09/cHLmjuR9ce32ucHedK46I0QYTXROeU9xqwtNi2rvWpypmusEC3IVUkLmVVq9UwPz+PVCoVFOU9ceJE6J7QudIFt+kirVarwbk5b+qWrdfryx486JblKgys8cZ7fmFhIUiiSKfT6O/vD+57Kn86f0Dn4YJqqAvNcI5x5fhwOYm70nMrrpd4rlXGs80CXpoJL8Pz2WofHsgs9owVIwk73iguW95oJayXwDxW2R38X26kQqrViYUReMaGFrkmyVioZfCV+b3wjMXJ8jBSgy0UW2t3eU9k51GybUTlJ26Wm/KxegUP9D0TELHLxVqyLonZWg6ztRx2ZIv4W+OfxO4NWO4pCiRkippt4J400LILSJrtXboC2OJETN1RDJYHwm4/VclI2PRYEhNXQaPxVVemKjB03bEt7sM+0JgTWjiTsUZUudQNxj4TGrivBlwVKhI8lgtQ4qL1rJSA0hWqblG2zf9Jnqi4MO6MZIuuTMaf0Y2oah/JL+OoqtUqBgcHg1ptmjHHeeJYxsbGArJIlYrzwLngXJIYRSU78HiSNGZN8rzNZhNHjhzBiRMnMDs7GxA0Jb9UhKiw6fXjvcN+awkSJb8kQeyHEjtVGzUDknPE/fP5PIaGOj+WXAqJZI9ZsVovjOcg6a9Wq8H51fVLd7bGkml8I+9P3/dRLBaDpBa6HDk2XgvGuxUKBbTbbQwPD2NqaioU66VZlOp2VLKtDzPsZ4wrx8uyZSSwsjtnl5/DDr8BIEykXp3rOC3n2xUUTHpZfA5J2/7E+mqArRdJs7ISwmD9kXQJx+dHQyTjYrkPALCADL5e3bsqgdldmMNkdg5fnt6Lh/ufvGqk43JxNJnChH8GHxqYWrMaFoWBVBWeaWOqUsBotohyM0xwFX3JKhYbGVws9+Hx2iQeyjwVqYKul5C7eKJextFkBk20gjZONuudxepXT4jdFtjyv3rq4tCsKrqdNLhXVR/GIJEw8IefRkiJHMkCg7TV7aPuTKoIqpYAS24rKl/qbqrVaqHyB2xXDSXfUxWgAqMB0OyD9pOGXQkgiWgqlQoq1tMYs48cM407g8NVvVOCU6lUAjcdlUKt9s8AfF4Pqn+aCUjVRWta1Wq1gGiwP7VaLVDzSEw0cF/jjjRZQxfYrtfryOVyaLfbwbqHyWQS+/btw+ho50eM6o67xBSJuUvCOP+e56G/vz9QPLXyPIPmST54DnVjcpyqRrbbbQwODmLXrl0YHR1FuVzG6dOnMT09HZBiAEEygMaKlUql4DyM5eJcMUGC5Jnzx/e6GgTvY7qTSRw5bl4TXhcqmSTSTAJheRE9L+eFSQ19fX0B4eL9popcjCtH2iRXJUm+8VY0nl+uFVCzvetoXe0A6h8b+gpevesJAJ04L98p+lmsp9G2BouNbviGuNba1gSvLywcjGx/NFsMKs3X2z5m6nkc7JvGA5kLV2M4V4Sk8THk5/DT4x9C0r98V13Ca+EtO78KoBM/1ouEAZ0lkOjW3J+a6umK3p/IXTYJ+2Kt640wHk42l8SNo8neSu52xJZWxIAlNYplAtyneZITDdCn61FVDiVwdLXQ2CoZIsmh+sVzkZgokdLYKy5ETWLirlmoZApYinWiikQDqcac59E4Mh5PsqiEkMaW+zLura+vD/39/ZiZmcHc3FywP/s+OzsbIqoaMM1gdI0x47mHhoaC7EcmB7juW84fM+tYxy2fzwfqFMeoJIGJF4z90vgtkkqShWQyidHRUZRKJVy6dCmkjllrUSqVcPLkSdx6662YmJjA+fPnASwlb2hsGpfo0QK1uk+j0QiqyKt6Q3LCOm16vZkByeumqlW73cbExAQmJydRq9UwNzeHYrEYPCjwWnieh3w+j3PnzoVcs6qO8cV5omuS10HnhN8F3n/6YKAufyWqdNmyXd4zVLZYEmRubi5EzNW1rESL9zJd3rVaLVbENgHldj3SyHYCsy/fLeSWylgvksbD8fIO3Dt6Eu8e/SR+bephfHVqT2ifhVoGRbOy27GXguQZi0KyhnIjhYvlPlxEH3yvjeoWdo/v8C2G0uVA8XMxmOk8BPXKJp2qFHC2MQhgeZD/bcPn8K2ZXcuOSfotZMySTWjZNv6y3I/vyM2uifCvhBelPHjdhIirQb563dtbDVv6V88lWyQ3fPqnUWOxVcZQaRYft9E4U0UolUrB0zwDoakuMHMQWApo5lM7MwCBJTKkT/pDQ0MYHR0NraunCp1WVLfWhgKlacSVaAAIzs85UaPqKmosH6GuJhp+Fn3VtiqVyrKSDBqPxTkgadR4PWZj0r3GjEm6YlkWgSrOwsICcrkc0uk0isVi4NbUCu0kXVThNJaKpUBYpoSB9LVaLUgcKBQKgTrGumIkzRcuXMCePXuwZ8+eIB6LxERrWZXL5WCsvEa8brVaDbOzsyHXJa+tknZuYyIC29alsQBg586duPXWW+H7fjAuddPx7/DwMFKpFKampgJVUpMFlLjr/U7Fi/F/HAe/H7y3WAhYiRK/J7yf+P3gd1DJJB94du7ciV27dqG/vz8grCxzwiQMAEGiiyq/3G+7oLbGSvabjdOt9Weqltv1Fbc3bAtnm73XD1wLBrwsDuUu4bnSCKbbaTzQ93SkGrSWgq5RmKoUkPGXFL9DA1Po665H+Vh9afWArYRRP4937foERrNFpBPL1cq5ajaylAXRtgbvP3t75LZis4fiVZhBzlu6lr7xAhJ2pUgaPyByLdtGzYYJ38VWCafXsc6ki8u5t68EKy3ttRK2NBGjMqBGg6DRV+LFul18alcXIpUukh0+7dP9lc1mkclkAgJFI0iXia6RRwJB9WR4eBiTk5NBodJKpRKQNpIj1sxiP0j21JCTFKi7SOPeNNmAcTpa+0zdlCRrQ0NDqNfrOHv2LABgdHQ0WOKmv78/pDjS3ca54Lyp+gQsVXDndQGWgq0nJiZCChDXvFxcXAzGTXKkdcZ0rU4ld1THuAwSx0hCobFltVoNmUwGpVIJnucFGX3sJ5dc2r9/fxBrxXuJc8p5pfuQiqnG73HeeW66D7UUipZpGBkZCdVu4/FUy6y1KBQKQXkJqnMkO8lkEoODgzh37lygkFFB4gLm1WoVxWIxtAIC2+fSRCRGfIghAW02m5ifnw/aYZu8R3WZMapf6lZlfTv+5feJpLZYLIZKhXD8+sDB78BHPvKRK/7d2Cp4an7nZndhTVirEvFUo4Qv1jrk5FxrZSKWNP6aS1s8Vq/0JDxvH/gyAOBnnvkejPhF/NzB/4Vbhs5jLLeI8XynwKvvtXFoYApjuUUMZioYyy0GC3wrXOLStibIngQ6Vfb//f73YW+igJuTaVxq1VZ0zW4W7s8s4KUjT2NHJtror0ZMe22Pyqb0jMXrh7+BY+lWiHyfbtZCpOlyUG7X8VyjiJZt47lGEX9Q3IFLrRrONYt4vllExdbRsha7/Mtf1eBauzhf9Zc/eVnHbWnXJN1Q6h6iYdRAftcVqe48bte1GVmskwZh9+7d8H0fZ86cCQykGyfG+CEtd5BIJDA2NoZdu3YFaglrTgEIilpSSYjKsKRhJ2HQcTWbzVBZB45HA+Vp8NkGgIDkAMCpU6eCEh2NRgP5fB7Dw8OBEU8kEoHhvHTpUtA+Y7MYrM1gb8aDpdNpZDKZwB2ZSqXQ398fEAkt+6AZfiQWWgaD14FxbnTr6T1AMsAK+noPcAH4ZDIZxCeRlGm5DpKOdDqNgYEBpFKpoGAu7xkAIXcf55OKjiaPuG5iVad4bF9fX6B2aUII95mamgoyO/v7+0MxZSSuY2NjqNfrOHPmTMjtzbnh/BYKhdCDArBUlJcEkESuXC4HtclIqjX7UmMEWQON9ygffkjc+XDDfrGOnMY4Mrhf3Z10dQJLZVq2FS5TqdlqqNkGEvBxKJFFGxaz7Qr2J5Ybx4Zt4ZlGbd3LATVstB7Qsm38xtRLMVUpIJesY8Qr44XpNI5Nfhp/XcngN868Ar7Xxp3DZ/Ar41/A3z7zEJ6YHcf+/mn89O4P4I9n7wuVp9iRKeJ0cTDyXEm/hZeOPhPUOfONt+UC9okBL4sf7H8cE8lZvM/eg/Ol8ALedE/WmglUmlemWh3qn8LLs5fgIY1zrToObWCiRs5LYa9JoGabeLY5gO8pnEfaFPBUo4RDiWynwv6WloqWwzQu7zu/pYkYiRWNA3+4qVjp0juMVeLTtcbW0G3EJ3CSMz6VM7Dd8zycOnUqyBAElgqK0nBq3auJiQkMDg7i/PnzgcuG56ciVSgUsLCwELSlZIouHzeQmqUhVO0jSVOXmevmARAidTSOVEWUSNAtq+5TGnKubUnyoi7VQqEQBNjTiDLgf3JyMjC6JM4kpRofp5l0wFJtK7esgca88X8lypxTz/MCZZDE4cKFC9i58/9v78/DJLnu60D03IjcM2tfurt6R6MbaCwkFmIhCQiiKIpj0pJIUeORZUu2vNC2LFtj6cnys8cjyc/ie7b15pNGzxpb8pNJSqRkSSRNUqZIAQRBrARAgEAD3egdjd679iX3yIiYP7JO1MlbWd21ddfScb6vvqrM2O69EZX35Pmd3+9uaSHymUwGw8PDmJ6ejqq/U4VjnSySPb1PHEu71pUqkfzN9zjWVP3o3dJ7paHyiYkJ9PT0oKurC57nRc8Mq+qfPHkSY2Nj0Tjavjo+n0polMwa01wUnV8K1IunC4uTxKkXj31rV0pGlUlNHunv78fOnTtRKpUwNjaGycnJiIxSidR26qL1MdYXRvwaemfXmkQY4M16B96bqcG1AipJ4+JAcuGw2EK4O9XeZ3TBL+PQ5Hbs6RzD3R0X8Afj78U9217F2UYF35h6AOPVHHLJOvZlRjAVVNGZaH75OzPdh18u/nh0nmzCQ6WRxPliNz469Ca+PbofxXor8b+n5zx+ue8trPMgUYQeN4e/VpiCi5fxtfF3YaaRjgiZgxAJx8eWwgxGqgXUA3defxcDx4T4X/pfjBbt1mK8q5Wo4RoHOZOa9SM2PxduNqM+sM6JGCdFEht+u2cWl4ZHNLvRLorKiUvrX1ExAhCRsmQyiT179mB0dDQyifM6VABYrHTHjh1IJBI4d+4cpqenW5IBenp65lUXpxeLE5tdsoLEhiFX25iu6oySTCpnwNwqAaqg9fb2toSWUqlUVC2dYSqSXXp0SHQ5Jpxwfd9HLpdruQbHlOoTw10kLNo/DWVyvDi5A3NrIZL0kKiSUORyOeTzeUxNTUUkQkO4vMcksVNTU1GSAD1tVLJI6Oj5K5VKmJqaalmiiJ6nsbGxlkXibQ8dx0OXndKwoGZf8ofnMaZZW4uG+S1btkRes/7+fmQyGZw/fx7T09PI5/NR+zWpRAkQx16/cDBk73keent7WzyE3K7FiO3EEhJ1ki/e+5mZmSjMr6SPHk7XdTEwMIBEIoGpqakW5YxeRT5rVE51TGOsHIfqVbwrtXRypNjm5nDUq+HOFFALG3g0A7ht/EHHvRJ2J1Jw4eCtehm3JtOLqru10KTe6yTwS7u/jg9kq3i7UcXengwAF78z+n14dXwnkq6PspfCn56/D49nDmJXbiI6VjModxUmcGyyuYbqGzPb25ISx4TrYhkdPwxayjhcC58oTONH8t/GV0o9+NzlhzBRy2G8mkNnuop8YhL/Zu838N9m7sIXz9+75LZkEh7uSU8CuPmI0ULww2D2f2F1K/2veyLGMgecwDihceLgxKSZb7aBXZdQIbFjdiInBK5ZaIxBf38/UqkUxsbGWrxKiUQCQ0NDyOfzmJmZiRas1oWjNVWf7c9ms9HEp5Mm+6NeJE5kmkEIzKlpbI/WD6M/ieoQkxQAoKenJzqP4ziRl0cX2ub4Aogq36vvir45XVgbmFvgmtfSwqjsA8ONVBN1aR2GUHmP8vk8Ojo6MDU1FWVUAnO11xqNBrq7u7Fjx44oEYCkhSUr+vr6orU21RBO7xf7y+uSvNIzxiQCHlupVKKQ7EIV+Qn2idsYquXzqeZ7TTxh35gw4rpuFNI8f/58tHamqp2asWtXtNd7wftWqVQwPj6O7du3R/4tHs/7yP+fcrkcPWusJ0bCqM8tCa9ma3Z2dkbG/3K5HH2xYIkL/b9lwViusem6bkT0Y6wO7kyuPGPMNQ5un12CZjyoY8A189QwoKlklIM6YJqLVS+G2BSDKgpOe6JYcDKzNc3cSCUZ9ks4VRxA2m0g4QTRot3MEtxRmJwXfpxpNNueTXgtnrB9K6zJdT1QCxuYCurYllh8SDFp3CYh2/d1/MrwvRjz8nhX4Txend6NV+v9eCB7Gl/E0onYBwaOY/AqBYFvFK72jNwonPKK2Da7tNXt12ER+HVNxDT8RaVFv+nbqhKAyH+kNcMYaqFfSNek7OjoaFHWXNfF2NgYEokEtm/fHoXwWFurWq1iZGQkap/jOJHqwmsxUaBQKERkg2E1DSex/hP7p8oUSR3VFHqw2FdOyjRWs49aMNX2OpXL5Uh5oRKi40fCwvAUj6W60dHR0ZJlynBfvV5HZ2dnSxhPlRWqWhz/QqEQTfoAIs9WT08Pzp8/H5nqNazHPk9MTCAMQ+zatQtTU1OYnJyM7iWz/+iHI+FRTxXvmWaVcjxICNg2GtfZdg2lKuEludLSC93d3ejv74+eQ24j6dTsSIYNU6kUJiYmorE7d+5c9PxrSRFCExHolSOB1jIUXDZpbGwsCm9rMgGfIyakkGQxO5NLfjFJg88KgJZxZBIIq/Az03VqaqoloxaYK2/CZbN4boZkNwOMP7c+41phNVWe5pp/V/dNjQZ1bLPWo7waRvzGon1AXujj66XdcEzQtv7VZDWLQqH5PCZdH9mEh+laBheLXUi6Pu7qvohXx3dGapkXuNhRmMRItYAPdb65uEZcAyslDTmn/TqWT1Uc3JKcxq5EAa/VarinjacyaVz8vwZfA9C8719PDeM/Xfh+DOWmltyOH9vxPfy9rqOw19oEmmR4zDe4JZlclczJa+HKEp6R64XFhGW90EdqankNXddEjCSDGWdqbKeywsmDE4aGTvihr6UrkslkC5GgkZrqFVWNmZkZlEqlqPQAM8poKqfxmxMfr60EQ03laoCmeqAKn6pkJCyckOv1Ovr7+7F9+/YoO87zPPT19WH79u04c+YMxsbGWgzkJFSJRCJaroj95CSt/VXTPNtGEsFx6uzsjNaJZF/6+vqijEvtA8kwz80JvlKpoL+/vyXUlclk0NnZiZMnT2JiYiK6pp5Dx2N4eBhhGOKOO+4AgGjNTvapo6MjImhMsOBvZv0BiJQoVSODIIhIQbFYxPT0dKQqcV8lXPocsP/d3d3o7u6OkhZ4jKplVBmVODG7kGFHKr9KyBOJRETOtIackjo+BySJbGOj0cDw8DCGhoYwNDQUZUsODw+3JFcwdEsip6VCNOyqXyqY8BEEQZTt7HkeJicno5ps7AfHXWvX1et1jIyM4Pnnn78OnyRrg/Soh+NeuCkWLHaNgztT2RZl4FKjiEE318xuQ4iLjRC3LDIcSSwms7IYVOGFAb5a2gUvTESLercD1bC+TAk9qTKma1sBNNWwn+t/Gv/f4IM4ND4EAJj2Mni07wQeGzqKB9OthGI5IV0/DDAeXB/S8GimAdc0x8q/Srl5JQknalsxXs21XRg96foIQjNvfUkA+Nj21/ED+aNtCWUzNJfHQ+mV1YhbDLzQhxf6S1oofi1x3Kvjlv96DseXcey6JmL6rVtDiywdwIlPSyiwurhOvCQ3/DbPiZueG77mxK0ZiJzQ1aDMCZAZgiRXXHePEzWrjbMgqmYFap0sNeuz3+wfFaShoSH4vo/R0dGoP+VyGQMDA7jrrrvw5ptv4sqVKy3EjueiET2VSmFqagq1Wi3yLlGVU38ZCS6hqg6zR9WIzrUFeTz7zvEk0aFviwuJ0yjueR6OHj2KYrEY3WPNCOS1ea5kMomJiQmcPn0ae/bswczMTKQKksDpwuJUFDkWvD8akiXp0XaT5PMchUIhIiTAHPlRxS+TyaCrq2ueF1BJp6pyJHmsg6cJIQyB0ptIMkV1jBmIqnoqMbTVY45tsViMwuv0xfH+2PcRQPQ8kKCpWqaK4uTkZDSObAP/txjq5Vhqu/XLB4nppsAm9LtxUvTDAK/X+9DrFnG6vg33Zc7jYGrlYaypoBKZw4nPz9yCPreIHy9cxD+/9CiGyx3ozZSRS9QXzIJ0TIi3JrZGr6drGZRDF3+v/2n8b6WPYbqWwUC6iMu1LjzYO59QLMdX5xpn3sLVy8XZRhF+OEdUSbBeq9VwT6rZ3lG/hJkgxFAijbfqwTyV7Ey1tRzFff3n8MbEEILQoCddRk+qgs5EBS+P7sYHth7HG1ND2Jsfww8WjizYf9c4+L4McKlRw6DrXldfnRf6eKfRwDGvFx/LL7+WGFELPThwUA7r856x1YAPAzSWVztwXRMxoDULUEkG/9asSmDORK6GanpVuMQOSVhPT09L2E4naYb5+J69ULSazalwqRpHEjEzMxOpH1rzihMWlQ72Rz1v3MYaWyMjI6hUKpEiR0LKyvmTk5PROOh5BgebRlUqH1RKtmzZgqmpqcgsrmoegJaCp2HYrMNFRZCTOjMOuY8W5dT6W2wTlR+GsljolcsQkXyo2V8N3I7jRGTo7bffRjqdxsDAAHK5XESKeG1NdOBzwlpvfE0iwXtXqVQixbWvry8iqvQSkkhxySYqlr7vo6OjAwMDA9GzYCcnMLGBzyf3oQqpySjaZyZK6BcKfgnQ55XkS3136s/j/0m5XMaFCxdajgHmsldJvFRF5hhpWQyth6fZjiRtJM7M3NUyJiSiajmIjfobA8e9Ena4SdyVGkPKGNyWvIiCWZ2Jbdz30WXN7Z/sujhbzb0XJ6YHAACFZA3/bNtf4ktT9+PI9FaMVloJ0MVi17xz/8eRD+BMsRfFehrpRAN7c6N4MHcKQJP4dDnudZmg26Ec1PHn5QF8Ij/RlswoCVMo2TrfSGBvMkA58HBPer7q9bf6nsdrE801NvsyJTxcOIUPdb2JbqeMP514EPfkz+JweTsA4PD0NjzSewq/0HsadjiyHNSRNgm4xkExqCJtkjjdyKHLaeBtz79uim/OSeFgKoUDyWksN5tVw7gzQR0Z47Z9xtYa656IlctlbNmypUX1UnJA9USJF8kRJ3NdsJgZW93d3ZFKpVlrnCg5iRQKhUgZ4f61Wi0iDZxQtdq5hhYBRMSPJngSSNu3xH05IWr2IidV7ktCyTGampqK2s5jCZKO7u7uqG2cyEm2dFJWD5kuzaNqBceQ6qOGD1Vl4rFaAJZhKHqJgDl1h+REiRrHhftocdWTJ08imUxiaGgouvdbtmyJkig0k5PkgW3UHw2XUXWt1+vo7e2N1CIlVgzDzczMIJVKRRmd7C+/QGhYmmPIBbF5PT5THC8liOw7gJZsTlUz9XmhJ04TMXgv7IXqNYlBlVzNdGWfNHyr6i6vp8Sf90ZJLvvHMdTafNw+Nja2uRQxhHittgN3psbWuiGrChrn0yaBC34Zfugj54ZYDSfcjkS27bI0rnHwsXwRW/d+Gf/npR/EtswUdic8fLzrFRyZ/uiizn16pi/ylr2v/zT+t/6j0bbVUrIWi5yTWpCEAVcP2TJk184npjjj9eKf7H4SOxPjuCeVkGs52D/4bVz2XRwub0d/toi/ufU7ker0tlfEgJuIQpPF0INrmgkaM0EDSdfF+zNJACnceQNWD1qJ6qZj1D+beHC9/GavVXcgXGb5nUU1yRjz68aYt40x08aYYWPMnxljdsn2nzbGnDLGlI0xLxpj7reOf48x5qXZ7aeMMX9zMdcNggDf+c53WsIxVDnU18QJhBMelQtWjNdJKZfLYXBwsGW5Hy4tY0/6VA8YKiJ5opGd7QrDsGUi4zb+cBLnJM/JiZOnVtjnJKVLLAHNSbirq6ul7AbQnPDGxsai0gycJDnp2ws76zJMTCAgeeP1OYkymSGXyyGbzWJgYCBaRqirq6ulTIHWoSL5oQrEBcL7+/ujop5spxIV9ZSxb1RjqDpxvHi9TCaDS5cuRSU5EokEBgYGsH///mjhb94XhjX5m8S8Wq1G4U0qqMzwZNagKpmq4DBBoFAoRPupCqYKI6vU81mwa4wxw5YV8NVLyN/MOrRDygBaljbitdU3qGoxC/PyeSdIdtk3hmvVG8fnulgsRs8Vx0XHmfcfmFu+iM85Q84cM9d18eabb6JcLi/mo2FDIPQa+NeP//i1d9ygYChuW6IQ+cKmgsqKzhkgQPEqFdvvSnl4f89J/H+2vIJ+N49vl27HVD3bdrkfAPjJnS9hf9cIdhQm8R/3/Tfc1XsJD/S/g1/o+y5eq61sCaaVYrkEoxZ6qIUN1EIP5xtFDPslXGoUcalRbKl2/yP5Mj6WL2LIreOCX8Ypr4hRv4QJv4xqGOKN2nbsz17Be3tP47HMcHTc3mShxR826OYjP9i2RGFVvWGH6tVlLSM1usKlj64HfvXxT8C/MnztHdtgsYrYHwD492EYThljcgD+LYA/BvA+Y8wjAP4vAB8H8G0APw/ga8aY/WEYThtjugD8BYDfAPAogO8D8CVjzKkwDF+4ZgMTiZawBkNynKT4Ic6wGCcnTpy6xp/jNNfs6+rqgjEG5XIZ09PTLWSOypBeA2hd71HDWsxUo3eGqgEVAJ5X61Np3zhxc4JVRYETbxAEGBsbQ39/P/r6+qKyGiRSY2NjLUVUNcSoHjq2qbOzM5qsWS4gk8lExWU5gaopm8oJl0UikSEYZiJR1Ymbvzs6OpDP51Gv1zE1NYWpqaloPLSsB/vuOE60nqUxJvJUcZv6oSqVCgYHB1sUNWaJaqiMni+2lc8JnyWOoyqFwFx2odbdYiV87QPVMFUmSbJIjHi/lRDynvN6qvBS6eO++sxrJiJB4sZjlZyT+OqxWu6FXxz4LGltO01wUQ8j/2/U4M/+sC9a+FX7x7G3FddNg03YpYXghwFmgpWFfdImibRp4AvFTnyi0JpB+82Ki/3JBv5x9zlQQ7glPYxtuWl0JqsYSk/iuxO7I3N6f7aIH8gfxw/kj+NofQBdjsHvbP/O7NmyuDVZjbJaJ/wyelawlM6NgrazGFRxxU/hrpSBH4Y47oU44mVmi6PO4aKfwha3jg7H4HwjgV7Xw65EAX+jQ5Xaten7Yr14Xujjil+JVjvoXwdlNeYhWP5KGosiYmEYHpWXBs2Pl9tmX/99AF8Mw/AvAcAY8x8A/ByaxOwzAH4MQAVNIhcCeNwY8yUAnwRwTSKmxCUImhXhORFUq9V5HiIqIBryYTmGLVu2RBl7AKK1Hxn+42SjZn1OXpzIgNZK9sysZGYn28BJKp/PRz4zTj4kBFqag4SREyFJHwnk+Pg4xsbG0NfXF6X8Z7PZlvPY/efExt8M9bGcAcsSkLwwZMaJmUTC9n4BiPajukIvG0tA8JqdnZ0YGhrC6OgoLly4gL6+PnR1daG7uxvDw8MYGRlpMZOTwJBg6bn4t07wuVwOW7ZswZYtW1rUr1qtho6OjmgpJ13iimRLa2CRvPAcvIfch+SFShYJtKqIHDM+b+r7Uv8XSZgqqqoW6XtKzPhcatiS7WS7lfzz2bZD4LoP28XnTwmRftnh/4UqekqmlOBpSFVJoL18Fa/P9zYlEVsHuJ4kwwt9HPfquDOVxdlGGeNBClf8Ou5PLz9m1eVk55EwALMEozVk94PZUTy282t4vtaLM/UBDOWm8GNbXgEAnK/3odsBqmGIH8mX8VotAaCEfjeP12o17E4EcNAkYjNhgJ55V1x7fLPiotup4IzXj08UpjETBnhn1vdUcDK4P90kZD5C3JPOAphvFr8/ncKE38BF3+Cy34ndiYkFS2AsFVNBBQWTvu7FcN9uVHGx0Ykdic35GbFoj5gx5ifRVL46ATQA/MLspncD+DT3C8MwNMZ8b/Z9bn81bP3a/iqAn1rMdV955RU8+uijyOVyLd/otUYWwx9UJ0heAESqz/bt29HT0xNljQ0PD0eFPwG0LDhNT9lsv6Pz2USAihgnGu0iMwJTqRTOnTvXkoUItJZOMMa0lA8A5kKS7EOtVsOJEyewY8cOdHV1RXWfOjo6IgKpIT81yfM9Kim8NgmcFl7N5/PzkiJUOeIkS78a9yWhI8nkOG7duhXpdDqqUD8yMoLp6Wl0dXVh+/amUfT06dNRkVWdyNVkbmduuq6Lnp4eFAqFyMdEM/zk5CSq1WpUUkH9S3x2+LwooWH/1I+oJJHjwTbxGKq2JC4M71GJo2qq6hnvt15Xz63tYxu1xAb7qts0w5NEUZVDTQpge+kBZAIDlTItocF9GDJlO3leEkj1CwZBEH1R0OdHw+ZsH9Xpw4cPY7Nh99cCnP9YcU3XLbxeJIOm/R2JJiEbCdK4N+Usq27aoXoVdyZTi57Qa6EHPwyRNC7GgwY+mqviUOIEfrLjGHrcHEb9EnKFixgPQvQ7KZzyiqgjHSkpNglZiUfsUL2KaujOK4GxGmiSzxTuTzeJ6a5EAbtk1m4SqmurSj1uDj0uUA1nMBMGuCedWxFB570vB3P+QC/08YViPz5RGF312nmX/TzuSs3galX+h/1Sc5HwNfhfO98oYvfXlr8826KJWBiGnwfweWPMVgB/F8Abs5s6ANgV4ybRJGyL2d4CY8wn0VTLACCqGcXwmIba+M1eJ0T+UF3K5XLYuXMnCoVCFG4cHx9HqVSKMuQ48bGSOI37nChYnoFhGfXF8BgatzkZ0gtGpY0TJ4kL/U1cQknVAs0WVBN/o9HA+fPn0dnZiY6OjijsxqxQDbtxEuX1OOGp+qKEh1ACp2E6DRkyRGeb/ZUckIjVajWMj49jy5Yt2LlzJ9LpNEqlUrToeiqVQldXV2Ss1+xTVaPU/O77PrZs2YJt27ZF+5NU0wvYaDRw9OjRaNUDEkcSM5b0aGfc5/NGYqgkQhMI1NvFkJutHqlhXrMLVSnStRe1zhnLq2io2HXdiMSRfOmx3NdW8jS0bqtxGkJVNYu/eV8qlUqULUtSq3XeuJ2hW01AYFv43Og4sC1jYxvf1K6fXxnkkDt8CTNtajXdSKyGEf1tr9g00of1SAGhaf9So4iaqeLB9PLDRUspFzHql3DFdzDkhkjCwbifxK5E6znKYYjX61kMuAE6HB9b3AT2yf/Z2UYRHcaZR0T+pNiFQXcG359dvPKy0iWkVoKlqlpNpbL5ObAQQV8MQeO916SKpHHxEx0TwKqkbbRiT6KIfvfqz/FargIwEzjIHb6E5VKxJWdNhmF42RjzewBOm6ZhfwaAnSvcDeAU2whgT5vtbUtoh2H4uwB+FwCMMSHN6DR5k0RoCItEQkNB3J7NZiNfE2tvsVAsVSA9BxUQrX9FJYDhMk4mAKKMSyYBTE9PR+UGOjs7I1JAUkW/m4a/SKKUVFar1aiYrCpuYdhc44+1ydgekkU1hwNzChtDo+qdI4FST5aqKazwT5DckoDZpSHsmllKEiYnJ5FMJtHT0xMRVxKK/v5+jIyMtFUBbZWJY71169YWc30QBOjp6UG5XMbo6CgmJiYiAuH7flQhf/a5guM4EdFSH6COGdujoWglYXzNWll6nlwuN8+np+RYlUu9HktlkKDQt8cljjgmJIwMk6q/jCqu9o2kWrMoNXyq5J/POrMi+ezoOqDqRSSB4/2ngqalZ0g21StJVS0Mw6he30aHfn51mt4QnofnK7fgYOryGrdsZRgPUhhCgFoYIGdaMyRnQoMMblzpkX43j35pwD1tuEhTOfLRrjI8t7fDXyssvQr9jcSo3wytUhFsV4V/sVhoDEqrqKDWQg+nPQ8HUzmUgzrO+96yFvW+0VmtVwPVQA9+9KXk+cotCNusfrJYLLd8RQJNjXAIwOsA7uMG05zN7gHwxdm3XkfTL6a4d/b9a6JSqeDVV19Ff39/9GFO1QGY++aeSCQirxInF81EBNCiTtBYrxPJbPsjlYLmYtbY0hIVqtKUy+VoDcfBwcHIRwQ0CQiLjTKUwzAoq65rqIzttlU/rcnENmsJC5bUsAmQVvbnxE9Cp9mR7I+qPOwz91eyAbQqaXbok32rVqsRWZienoYxJspk5bgXCgV4nocrV6609Jnt55JRiUQC3d3d2LZtGxzHiYrTck3H0dFRXLp0qaU4qpZQIMnUMKOGsDVsafvNVCFVn5bv+1FmpT5r9FbxOFUM1SSv4VySWz53mlnI+6DtI5nV7EvN/OVxJGjqDeSzRhLN9wgqb/pMMXuYbeazoP5HqsA6HiwAS8JIwsZzA9h0GZNE4/IV/PqTP4q/+/H/vNZNWRHo+Rp0W8NvTYN+EntTa7eM09VQDupwjUHaJCMSw98bEeMBkDFVOHDgtfGDXQuL6ftqhtHTJomDswVoc04KB2aJI833tRCLqpw/4ZcxEwZLImTaV30OVgpd95RfSn79mz+K/VdeXPY5r0nEjDEOgJ8F8CdhGA4bY3YA+G0AZwAcBfB7AL5ujPkMgGcA/FM0v4Z8afYUXwLw740xvwTgt9DMnPwxAB9aTAP5DZ1Kkprg7Vpcmv3FSXB8fBzpdBqdnZ3RN3X95q9ZliQn/KH6YBMhLoGjExnQVLEuXLiAfD6PXC6H6enpaPLhPlSiKpVKSw0lTspKdAC0qAZUHdS/peRAyxlwwrYN1JzguZ1lIZREse96LZ5fw4cca1X51B8EABcuXEBvby8GBgYiksKwJNdXTKfT2L59O1zXxfj4eIsHz/M8dHZ2IplMolAooLe3F6lUCleuXIlqeNVqNVy8eBFTU1Mt4xHOJmsQSnI045Yhb5tg6/MCzJEfPidhGEaLVvP8GvLVMBzVMM0QVCM+1SY+4xoSbOfRU2LMLyUk+XrfSbL12iTtAKIEDT4Hmr0bhmGLl433j2PM0KTeL0JVY83y5PNPtZrrjhYK6+cbb4zFwzXOioz5QHNSPtuoLDghr4Q4eWgu5ZM2SYz4Bh2Oh2p449S71YCSkEiJESVs2C/h+eqWqA7YV0o5PJwZaRuqe6eRbFETr3e7O52FF3/PGIMdifb39ZsVF3sSU9Ez8U7DxT3ppvevHIZXJWR8XvQ+e/CB0IWuDrXShIWW8V3hI7VYRewjAP53Y0weTX/XUwB+MAzDBoBnjTE/iyYh24amd+wjYRhOA0AYhpPGmI8A+I8A/g2ASwD+YbiI0hXE66+/jh/8wR+MwnTqyQHmDM8sbUEjP7P4JiYmotCYEiyd1Jg5qSqQ+qI4QVEp47d+TqpUM0isLl++3EJcqCpphqOandkPZidq6BSYHzbjeekxI4mjEsfjSaBsT5JNQGmAV3JAMssxokdKw5EkJVr0VEOgxhhMTU2hXC6jr68P+Xw+Ukjq9ToqlQomJyfR1dWFvr6+aBmhYrGIbDYL3/fR3d0dhWk9z4sWBR8cHMTo6ChOnz4dXYsEQgk826NJF7xveo81bKvJFIQSTT2WWZKa9Ue1R32B+szayifXtFT1SBU9VehIcnhdPvd6//i8koyRDJE8qVLKZ0czdXWs1AumzwKP4zWViJLY6UoEvFZvb2/0LABN0vj666+3JEpsJuz5UgPnf3htDfvXC2/Vy6uy+PNMsPDxKyFOWil/KNEs87CU+zAVVJAzqTVduL3HzaEHC6tCg26+ZQmgH8mXsZCpfYtbBz1iq4UJv4y0SeDtRmuVfW+WnfhhgOmg2uI7Sxr3quTazpC9J51uS8jLQR0Bgpa6Z3xe9D63WzFhNbJGgaZRf8+Xl2/UBxZBxMIwDNAkYlfb57MAPnuV7S8DeHDJrZvFxMQEgDllQrPWOIEosWJBVPpR1P9FLxNJDidKenFIKGbbHYViVDFR3xX31RAh0Jr1yO1qQGcxTZIiJU16PvUDqTLCbdp3ts9us2YcMjym2YBKVHTC5cRMskd1j8RFa0nZHiXNqOTvy5cvI51OR0qYZm5euXIlUjqZ1ZdOp1uKoFYqlWhtxJ6eHoyOjmJ0dDQiFjZ54b3QceC9I5mwlR5VsEgq1F/He6hkSBMXGGbkfahUKi33Tf2CfFY13Kd1ttgOkmReh8ReFTzuo2s4amiy3f3We0WVkGPA50rDlUpwqWqRTPKcWngXQPSc09e3bds2ZDIZTE9Po1KpRGHkS5cubUoSBgDZE8Moh8uvMbSecTCVmyVjWDYZSxoX96QXJjqrRWB1Mi4GVXyxuAM/nD97VWO6FwYITIDrYUBfKkjIFoNLjSJcY+apYtfjy4CHEJ0mgTtTrQSP1/ZCHz7CtpmxzVpojauGJyf8Mp6sbMVDmfkFXAME8C056kZ/4SmHBtkTw8s26gMbYIkjTvJjY2NRKEYnPk6cWgqCXhY1ELf7Vk/vj3qfSCgYplGVh4oQ96GipJOrTtr6W0ODWt+JhM3OzOP+uq89iarR3lbbOHb6nmaqqXrE87ESPavnO44TJSNo+0hqtFSCqiCu67YQA+0fCRX36e3tjWqtVSqVyHjP0JXrulEok+3t6OhApVLB6OhoC0FUQqNKkCotNIqTRFNN4r0gIWHJCd53/s3XVKL4ulQqRUSGhIqGeN5L3hMdf16f2zSUzf34nPH55XOvSiSvqQRK66Vls9no/4TPOa9J5ZBqMFUuVb50fJXQayazftHRfnZ1dWHPnj3o6uqC53mYmJhAqVSKnkkmVmxa1Op4snQAB7ovrHVLrgsOptZ/IVQbPkL8eOEics5c29uFqvrdPIb90jxv3HrHjSzhcK1sRapf7UKiBSdzzSWHetzcbF25+X1SJWwlaN7j5YW/nywdQFhd2SoN62zpy/ngJHfo0KFo4stkMi31u9T4rX4pAFH4ixOLTjD6o/4qx3GijDL1YwGIzqWGbfXf0PyuqpuqG8yi5MTKtnPytzNBtQI7SagqO77vo1qtRpO5hhg5qXIc1Rxte83of0skEujq6kI+n29RmvijhVZ5Pp4jkUhExyl51LEhSfI8D+VyGZcvX8bk5CT6+voiHxkn+XK5jPHx8RZ/FRf3fuedd1omftZsswmyhgd1+R/ei0qlgnq9HtVlY5/5HHCMVfkiGfE8D5VKBbVaLSJAvBdsF4k374Eqco1GI1rZQdUw3kO2VT1jVBF5vzUsz/6TrLFNVHw1lJnNZqPllBgO5bOlvkAljEogOcaaJKBfOFhaZcuWLbjzzjuRyWQwMzODy5cvt4yz67p49tlnMT3dTKJW0rpZ0Lh8Bf/u24tbD3G9ww8DHKpXV+18xaCK415p1c7X7vzloD7v/S4nOy/j8GqhquNeCcVg9fq92nilNr+P1xte6EfPwqhfmrdUEZ+Vw/XKspYxulGY8Ms44TXV0uUse/Xvnvrospc2Ita9IkZMTk5Gf1Md0fIEWhJCQyzqc+EEQJKmS+TYCpYqUVRUlGCR9FFVYZt4PmAuvEQyRKM/91EFA5ib8PU9zYIjmeJrtpVeKvrfNBuS/eT1NJTISU+N/vSYMeuRZIVkIJFIoLe3N1KMgqC52kGxWIQxJirloOOmHixV4khkx8fH0Wg0sGfPHnR0dODKlSstGXq1Wg39/f3IZDLIZDI4dapZGYVlMNQMbxNjXSScnjqOFdU/YG4JI01m4LNFgsP7rKFkhrep5JFY89mxw9xsE+8LiYwdkuR46X1ulxWrXzBsj5w+A6r06jPJ8HM6nW5ZwFvDjbyHfCYZNgbmwtaq0DF8u2PHDuzbtw9As8wLS7tQSc3n8/A8DyMjI1F/Nm148kICtdBbdvhuOVlj1wOucRasm6VV9heLgpPBgesoB0wGDbxaG1zQvG7jba+IXtdFLQyi/fucLC779VVTX1aKV2p1DLn1FtVrpQkTy0HSuHjXAtmyh+sV7E24CEITGeRXojpdb/hw8CfFLuxLjmAqqLT1lLVDLfSQvbByGrVhiNgrr7yCH/7hH46y8dSHwomPCpCm1uukwombr/mhrxMmMFeoldfQRZhJWnRRYw0VqWlbvUQAooQAqkR2OI99UUVFJ3VO0jwX3+c2LQJL4sVz8hiOnZ5Xy1Z4nofJyUl0dnZG/iJW23ecZnYfi+Nyfcp6vT7PiK6KBwkV28BraaiZ6heLu3KNyUajEWX2dXR04PTp05iZmYnGjufVZYds0snEBds3R+LFdpIYM/ysKzRQ9dFx1DboSg+836pqsd9cL1O9aXqPNFxMMkjYZEfJnZI6KlgkdGyzKpMaTua5+czqfWRbSOb5/0Iyp18OeE7+r23btg3GGBSLxWhsSS6TySQymQyKxSKee+65hf/xNwn2/uF5nP/7tZaiokvBUvxBa4WkcZdEwlYLrE/VYeZXVe92ErgzNYzBqxQDvdQoojr7rziUSCNtkhj251S6q5HPGE2oiX7UL+H2ZBaucdrWeFsNvFJrLqN1qVFcVhiWYejm7xz2h0XsTyz9XOcbNez93PkV+cOADUTE6CXht3yGQagmqCFaQzRURzjx6SSmhIQTWFrkaZ5TF+tWdYmTJSczx3Gi9S+pXjBcpURJfUDA/Aw7XttW17ivZtyRyHDCVeLDY/V4zeJkv7RsBYBo8tR1N7X2EwlJvV7HzMwMyuVyS3anVucH5tQWDfuxf6yxRmWsu7sbPT09LUZ1FuSt1+sol8stC56TJGgdNfWmsb8cJ2BOneKzxKr+6hnT58g26bOfJHXA3JqgfL60cKrWnlO/mqqwvCc8l/oTNYTO9qvZ3v7Ra+lzq8or281nTP8PtI+6RqeSfg1L6/4c6z179qC7uxvlcjlSGZlFyUzWRCIRrUax6VGt4fHSbdi3SX1ia40h122rWC3Gg+Qag72JPKaCSvTeelVugNbq+BsJqzmmVABdY5a1tBHD0Py9LVFoId+LxddLB4EV+sOADeARI8rlMo4ePdpSYV8/+LmMDScTTtYMRar3hJOCTiYkIgzFlctlVKvVaJJQsz0JE0kWj6dPiZMcC73qZK3EhsRQvVOamaYZbOoB0sQCTqpsn3qKSADUXK2GcmAu85P+LsdxUKlUUCwWo3005KmqEt/r6uqKFj5nNX71bQGI7hEJGM9lm8svXbqETCbTQkI8z0Mmk4lULi3EyyxUlv0IgrmK/clkErlcLtpH2wE0SQiz+lhkVmvH2T4oJfwM41EN1Izeer2ObDYbjQVJL58b/pD82AV1+YxrggSvWa/Xo8XqVQFUUqclTUh2+exp//jc0m/J/xNVM+1nkl821DPH/0Ees23bNgwNDUVt5TPE/wMAUebs9773vZY1XzcrGpev4N89vXF9YhN+GV649gkV5aDeQpiAZqHQlYQNSRC6nOyqFPxcCaaCCk55i/9/GPVLON+Y23/YL+FSY3X+n/wwWJZnqt/NX/dFwIlBN49BN78kErZQn5ZDFH/j6b+CxuUrSz7OxoZRxAC0LINDhYQhIWBOlbB9LnZ4j0TFziBT4zOJGSd8TpwMDQFzBnjuo54m2/OTSDSXSqKJWUNOWpNMSSGJBfdXRYT9YvtVSdMwIKEhL22/htuo3HEf3Z/HVCqVaEKnYsKxJsFS9UXbQ9LDCVuJDtsxNjaGTCaDfD4fJTYUi0UMDg5Gy+BwnHh+VWU0lEzlUb1bmljAsKdtSle1lASMY60KmYYB2R4+O7rsEffT55TPFL2IHF/17bE/vCdUDtXvZYeYgTlVlOOr3jH2T8O6juNEXjltH89rP98MVfP+EEEQIJ1Oo7+/P/pCQ2WT48J7z2f+/Pnz8//RNymy51bmE1sPeKtexniQwfsza/Md3jWm6TvapOhysuhawtDadbUWIhPLCeE1Q4sLxxa90Mdbntc2bHu+UYSLG5u9uVhon972iuh25q85uhjUQg+5s6tDoTYUEXv11VfxkY98BJlMpuUD3V4MHGhddkXfUz+LhmqoCimhUZ+Zvm8bwmnY1mWXqJhwH5IQJQkaolQ/FydM9ehwGzAXMuJkpkSGBMMmczqJKzFQdYz94zlIHjUMS++UEhYNC9sJDpz0E4lE5OOyVRsla/V6HSMjI9izZ080tgCiRaRJQm0oESPZ1oQO9WvxOhpGpbKjCR4Mzeo1ON4cK44tnyGCIW71JDK8yXPZZn0SIl5D76H6yji29OiRqJMw631W4tUubKxkle1Rn6MxpmU9S5YyUaVZ28XCvFSLdY1JDcvz2k899dS8e7lZsffzF3DxkzXsXaZP7EZDyzlc9oERz8X3ZRaesPwwwFhQua5hvbRZefHYmxGuWX3yqmZ9u7Bvyph1HW6bCipIwsXeRSyvtBDON2rY80cXVuwPAzZQaBJoZl4dOXIkCv8Z01y3sKOjA+l0GtlstsXgzjpUwByJYQhIjcUkR5y8tEwA/+akYytTnEQ1bEcSR2Lnum4UplMlRVWGbDbbQl5UvaPapKociR1VO1WI1GCuoUnbN8VxIQkF5giEeum4naEx9ZvRCM/xJDlRgsd+FovFKOwLoKWdSmpqtRrK5XLkteI2hrB4D9VDp4SQXjIWOlVSC8wty0Q/mBa55blIZulpou+PY0w4jtOyTJS2Tc+p95Ckj8fzWeDzQdKiZVcqlUr0nPG+8jydnZ0oFAqRyqbPNvfnKhO2N0xrfmlpDP0plUotPkh+EdJQPNvEEDKJO59LzQTmcd/61reishU3A/yLl/Gj3/v7SzpmKqjg7SWEqlYTqhwcTOXwfYuI/iWxvAm/FnoYFY9OLfQw4W++tUcXwmqFExfC9fa8HUzlWgjyoJtf1+t5ujAt5PRtrzgv5H0tfOzVT8K/eHlV2rOhFDHf93Hy5Encd999UZ0vLVuhE//AwAD6+/sBNEOa4+Pjkalc62MBc+ZtDfvouVWFUXKk/iGGguzzAa1rFGr4ke1gPSr1RamiwX2DIIhIjBJCoHVi1UleFS6gdW1I+1hjmguYK2nVEhhsAzPmdCzUDM/fqv5UKpV5/je2iYVkqbYFQbPoa0dHB4aHh1vqn3FMtf0kenyf5JK1wrTuGtVH3lvtkypdqiwpweE11JjPceDi8DouqhhpaQeSLJryeV0+PyTafK2hQvtZt1UzJeaqqqnqyueHxFq/ZLD/ShrVx6geN/XnGdNcSeDy5cvI5/MRkWYCiyYqVCoVfPe73705jPqzCGs1NF7uQe2BxYcnNVR1rbXxikEVPsJFp94vF3aY61C9imro4sF0Mgrx1EIPpz1v0cVeHTgohyFOeUXsSxbgwEFyiT6j5Zi21wuu+EkMusEN81bd7LA9hUtVxmqhh+DlboTL8NC1w4YiYgDw5ptv4hOf+EQU7lKTO9CcqIeGhrBjx46oZldnZyd27NiBixcvRkvpqFpBqPdIVSMSF16HXiqehxOgnkPJgHqMNIRl177SCZXnAuaq0XMSJ3HgdqpeWrJAw15UhtRgnslkWsz+OslrKNQO5dneLqoeNjFgu20/EsObGupUjxt9dFNTU9i7d29EnNWDxXYwUYKqmY6XkiA+K9ym/jpdeaAd6WjXNyVdJCEkWnwmtXQEj9UkBfaF48cvFmrA1yQMJUjtwslK9jWxge1Vgqj3nOOghIhklfcIQDTGGnq22xoEzUSJmZkZdHd3o7u7O1KGqUzSTnD69Gm88MILLeTsZsCe/3YJV/5BDbsSzXFtt+zLQrjW2nhJ48JZwVhyzUC70ClxvtFcLzMz29bD9QomgzR2JhqYCUIAc+QyARfdztwk5YU+JoLqgspM0rgtNdKSxl3y+o7rOdPxWtiRaMA1zfvLcY6xNByuV7Aj0X5dydXGFb+GPX98cVXCksAGJGJc9Hnbtm2RhygI5mpm9fT04MCBAwiCAMPDw1H4aefOnejv78ebb76JM2fORGEgTuqEKmCcwNUQrpl+StrsiZPJBKoiMAxq+3fYBiVGQKtComErAPMUPVWvSNg0sUAN0+pJAuaUL70u26TeOBIA9WhRXVKiqVl4JAYaNlSlkGOjSyKpypjL5Vp8ZEzQIAlUhU3bq+OqHjz1caniaKuaJGQa/gTmCqDyGeHYcW1Tqj+5XK6FsJL0kETbKp8qnJo0oMohgMijpQZ/3Z5Op6PSGRwfm7ArQdd7ql82tL18reU8+Ixo9X4l9JOTk0gkEpE9gOVnmEl85syZKKx9M8GUKvjizF34X3vOAMCy6lMtpIylTRLLjAwCAJLGuSr5yRsHw34JPU4GfhggZ3z4Th0dxsGuNvXDco58rsIgbZyo5teB5MYlTdcDGsbLx6rYstDh+EgiteA6m6uJL87cBZSXFsq8GjYcESuVSnjzzTcxODjYYr4GmpPk1q1bkcvlovXrGBK7fPkycrkc7rjjjmjxaH5b5xI1VCyU2DE7EEBUc8qeNDlx8n16bahukaDRp2VPjpqVphmHfE9JIBUUhtKoNtHb5bpuZOBWsqahKCWR7JcSDqpOqoqQKGmIk5O4HVrjPuot4zYa21VlYj9UyXOcZuZhoVBApVJpOUZVFCUKWstLx5bjq4kHmhXKPqvhn/3QEig6fkBriFJDomHYXJZLS47w3FquREO5ambnGHEsqIJyTNspVnYygobW1fuoHkQ+Q6piajKCHkOSrM8pMKeUktRq/bfJycmojpgW/XVdFydOnIjC7DcTGpcu47de+EH8rx/5L8s+x7WUseXiWiUgRoIQORMiQIC3PB87XQd73fbHuMZBl8m2fX1AFLelKILtYJPSjRyeJJaTwbfauFYYfD1cuxhUcdIz0b5UVBdSdFcTv/Xch3Dg8surdr4NSb3pLdEJjqSHygRDQ8YYdHZ2Rr6cRCKBO+64I1IzONlSvdJJgwZpVYPUe6MhM06OnFCVfGkqP1UI9ZBplpzWcFKvkZIDZg9SWdHwGN/jxKnEgZMlzdIkJzw/Q0i8ViqVQqFQmJd5p74ojgHbzbZzcudETFCt0zU4NdtU21oqldDR0RElYbCNWp+K/dYK+SQafDZSqVSUdcm22lXylTzqGNBnRkJkL1lEEqmhSFUfbVLOtnHs1bPILFVV2+ixIvgcZjIZ5HK56H7wmaUCqUofx0l9ZFSzlChqKFdVUV2/lPuS8KnKxuN4/2dmZjA+Po5SqRT9T9Ln+NJLL63gE2BjY98fBrjUKKIWessqIrkULKcOVDs0a0oNoddJYSqo42AyuSLCcL5RhB8GeFcqsyJflD1hL7Wm1FrjRjwDy8FakbClXDtpXPS6zbnl7HVOdtA1Vi81irj1c6sVlGxiwyliAHDx4kUcOnQIDzzwQMuEQJLBiSiRSKBUKmF0dBSZTCZSvHp7e9HZ2Ynh4eG2Ph5OJnYYSkOPvKaGm3gODaPZExah3jA9Xid47qehUU5yJDQ8Rq9DZDKZFuWIbeBESqJCNY0hLTX8q4KkoSoqNkqcCBJam3iQHFKpsRVAKktB0KxRNTMzE2XiqdpGhcYe33a+OVXbNBlCzfsa1iXZ4L1VQsb7q2FYki7ew1QqhXw+H7WV4W2tK6dqoprwVQnVUKmdHELFVhVXNerznmm5Ex7Lceb7AJDP51v8j9yuaiLHzP4SQQVP7wu/cOgXAh6fTCbx6quv4vLl1ck22ohIvHAYH3717+N7D3wOuSX6oIhRv4RqGM7zEjHziz6Z1ZpQXePgrxWmADSJu9MmBnqpUUS/m12Ut6vDcWNjOppeuuU+Azc70iYZeS07rvOzpMtc/dArn8T25w9jNU0VG5KI+b6P06dP4/77728xyjcaDZTL5ajQZKlUQqFQgOM4UaiOE+KBAwcwOTnZMnnokj/qnbF9NcBcOE9JBScdJU3A/HIHSpZUebCVK07ubB9JC1UoDSeyH5rdqOFJkjeqO+yDTpzcjxM9z6ftUpVFQ5y2YTybzbaQF15DJ3M9F43eGjJj+QSSkGw2G6mUHDMqSJqlyL7qdUi4CDsTkv3lPdR7xTaq54rjrc8Hy3loqQf2nW3i+PA+aDhUiROvwZITTA5g21UBJemlGqzETdtqZ0iy/2yLKpwaStZ7pL9571VZ5rWoUvKaPH+9XsepU6fmJcrcTAhrNfgv9aDxgL/sivALlQbImAROex66Vjk6M+yX0OWkkDbJBducc9wWgna1zEnbUL3SEOVGhWscFEy8juVK0ePmZku9XL0I7UpRCz0EL3Uj9OrX3nkJ2LBP/RtvvBERB02Nn5mZQRAELdXZJycno2/uiURzfbt0Oo3Ozs4WRYWTOgkHJ0GGa1T1AlrXMbSN7Jptx0mS/i6SDZIwYI58pdPp6PwaQuTx9A9pKI5KQ7swG8kIF+fmuVXp0b7yGrye+td4LTX2U8FSsqLLDjFsSnVEyR1Duapk8foccypo9XodAwMDSKfTUUiP90bVPfZJM1I5XoTWFNPQNgmoqmNcJUGVTnrfkskkstls9FypQqmER2ttMdSXy+VayDfboktosV++31xMXuvicT9N9CiXyy1eMm0nnyf+r/B51v6oUmdnRhJ8Tvk3vYT6xYA/qvZRFfN9H2+++eZi/sU3NXb/2RVc8VcnbKhImyS2rrLAcsorwg9DJHD1E3c52RYilTbJeSTs7GxI0sZKQ5QxNjaKQRWH65UVhWkzJoEt7vUph3PKK6Ic1HHFr2H3n62+mr9hn/zp6Wm89tpr0UTOyXpmZgalUilSxVjIEpirD9XR0YFcLodt27a1FJ3UIp5UMrT8hKpK6vnS8JGG/dR8zglVa2xRBUmn09H6gq7rIpfLRZOm+n10kWsNW6l5nRO+Tuo01LMdSgapAJVKpRZyRALj+360tiHHmsSJk7SGGznhcoKmn01JCxUSJQDqdfJ9P1qrkf0tFotwXRddXV0thn6OH4uuuq4b+adsxQ1AtF19bqoaaRjOGIN8Ph/tD8wVeyXJ4Bix/ZlMJiowDKBlBQFbOWNbmBHL+8d+MTTOa1Ix5HgCc6FjoJVMcn8tD2IXMrafSw27k8xrOFSTETR8rvXR1Piv2Z2894cOHbqpirguhODtc/irry6tuOti0ePmoiKwb3vFtj6xpXjH9iUL2JYorIgo1UIPx70SuuKQ5LrCqF9COVhddWc5KDgZHEimUJitr3e4XsHnZvoWLGaszy/X10yb5HXzB+5LFpBzUvjoK59EcGb1l2XbkKFJoDk5nTp1Cvfdd18UfiMRqNVqUUX0er0elRKg0sJJpqOjoyXcwkmEpERDTzyO5EgnP9tLo5OqmqXVX0Ro29kOTmRUcXhO9gNo+ro09KTKlKo3GhbSjDxVxDT8xf00i05Df8AcYW03efO8On7qd9KQl4YPfd9vWaqHfZmcnEQ+n4/ICxVDHmMTOZIoDV9yLHSc7HvO/vDaVArL5XJEfKgE8VhVfhjeIxHlPWIIW58LNc1r6RBV6dgGPkc8h/oU9b5oyJrnUHXXTi7gfjrWqvhytQn10qlnju9xzDRZgX5M/V9lssfJkydbQvU3K0KvDv/FpRV3XSxeq9WwN+lGv/cm54dqbrQZO22SOLBBlna6mZAzySXXa1sOXqp5yJsG7mxT5oTQ2nFb3AB7kiMLFlrV5/dG1Y877pWA51c/LAlsYCIGAK+88goefvhh7N27N5oQWaiUoTEqNo1GI5oYOYFSLatUKqhUKtFEw4kemMuGJAFTRQSYIxzAXP0n9a0RnNRUEWPbgDnSRQVIyZmu/UdjNPdjW5Tgse+cYHXSpUKlRItKC9upBENDfqoa6fvqKVJViSSB+6uBXCdqjjMJF4lREAQolUrIZrMtIVF6/TKZTEt4kv3SkiN6fraD5ydJ47jzXCQ7mnVpEziSHp5T/XuE+gfpG7OJOt9Tn6O2QdvE58IOgfO6SsYZmiTZ4xcFPTf7ogRK76OSdT6vzIK1Q5b6RYLt4hjwf+b8+fN45ZVXEKOJPZ89g//zb9yOX+o9taLzTAUVXGyE6HYCbEsUoknqnrVLfFsUaqGHcb/WomKUgzqKobehi7NuJNyIUg8A8GA6CS3464dXX0Wg382jX/jhapXTGPZLONdI4p5UAl+v5LDVnUa3U8fh+iAey46hYNK45JfR4bg46bkYcOt4rTaIt6rb8buvP4Lb/stbuB7u1g1NxEqlEp5++mls27YtCuMokWKYjQSgVCpF+zCbTYmWTmjA3KSZyTTNlCRvamCnf4eKEvdTY7WqCJzQVEFQr5ttBOdESmKgBI8kTEmRVrpX5UTJm50gYIyJFCqSGq3/1U79AuYIohIuJZs6RgyVkhRQwbJLQmh2Ju9NqVRCZ2dnRGhYhkTDrwAiRU1DempK5zjzh2SQ5FZD1HyfbdBxtrMROY7aXyUm6gXTRA7eE46HHfLTcdcvB1qLTZ8nto1JKyRvxswta8VzqNqr4U1FEATR2qAkuEoa7cQF/k31U18HQYCXX345ysyNATQuXMSnP/dh/NOf+61lq2KjfgkzQYhbkukNtxh2Ai66LCKQNut3SnrbK65okehr4VC9uqwCvxsR36kBvU550UtgLZeE+WGA52oOxv0CXi/vQjlI4cTMAHbkJjFaK2CkWkBXqoJ7us7jT0YeRNVPoNxIIeX4SDg+yo0UivU0vMDBlq+m4U9MLKsd18L6feoXiWPHjkV+myAIMD09HVXe1/pXXEzacRxUKhUUCgVks1n09vZiZmamxV9DgqD+IhIwJTQM+9gKjBIKVYJIDNWXpqE4DQkaY6LisTynTtLJZLKlFhYna2apqaKm4S+2heRDw5ZaxoEkj5MuQ1Vsj068Gv7i8k+2UsVj7JpiOp4aWlRiUi6XkU6nUSqVoiKgJNrAXOirHQllv9gmHssK/apocSzt+2GTYH2utPitJlmo2d1eN5LX19AxSTzbqCRZvVya+atkXUE/HtulyqodemZ/GE5Ucub7Pi5fvoxarRaRR1UTOb7sK3/0/nKcGo0Gzp49ixit2P3fRzDyj2rYkVgeiVLlgOs0bhS4xkHOpK753nrBgHt9p8uNTsLeqpexM+FgPGi0LFfVDt1ODQeS17e/E34Z/+LSB3F8ahB+4KA/W0Q9SGC6lsFoZa59w40O/GX54ILncUyImpfAtufOrdqSRjY2PBGbnp7GoUOH8OCDD0aKy8WLF+G6Lrq7u6PwTLlcbql1RPWkq6sL6XQaxWKxpSApgJaJVbP7NNQEoIU06MSsBIXKGSd2DUtxMlXDO1UbbtPwYr1ej9qvShSPIxHkuXVZHw3hcV9bZdN26nkAtFSAZ3tIxmx1iH1i30mW7GsqcSJRUEN+EAQYGxuL7kkqlWopOqoE0fbuqY9OwfZojTENFetqASS1qtypeqrlKlTt1EQOJZm8zxzTarXasmKCqrJ8nuzEABJ4vU/shyaYaJKGXcTW9/1o8XF9jvkccF8lWDrOtg9Q26PPdqFQwJEjRyLvZYw5BCffwYdf/gc4/N7PrfhcW64zUVgOrhWC2khYbqmRlWA9k2u9t2cbRdyabNaQc3BtD9XVvGJLxahfwrPVLdifHEGv4+OY1wnHBNjpBqj4SRzsvoI3x7e1kK/FwjEhPrDlOD77ze/DwMWTq9ZmG+vvP3eJ8H0f3/rWt3DnnXdGk1m5XMbZs2fheR56e3vnmbeBJqEoFouYnp5GIpFAPp+f962ekwYVNw09Aa3qhW2S1hIInKB4HEkQJ32G2gBEYUIN8fA9EjAqLiSZVOSoWpEw6gLbOoHzOiREnOhJqtopHPb6hVoGw57gqczxfVWAeC3b06bXVJWF20kyeF411pNYKrlV0s02qGeOi6iTENmhPI67euI0O5b3VkkVQ3zqL1MSy7His8RjNZOUYVX1o9meL00uICHjaz6rumQX2071Vj2BVIGpHPJ9no+vSeh4LL+0sE/63FFJZUJJtVrFSy+9FJOwNgi9OoZ+M4VLDxRXnPG1FkThWjjuVXFrMo2kcVELPbzTqMfrTC4B641cn28UMeA2w+CnGhXsTjRry/U7qchov9q+Mz8MEMyWT50Kqvh2ZRv82Xp1I41OvDi1F9P1LCqNJJKuj5LXvP7B7iu4UOrGrsIEOtNVTNcycEyIIFz8gqy9mRK+fvEgDnx2GkFw/WofmvX84WiMuWbjOHn/1E/9FO67776WjD7XddHf34+BgYGWyTebbbLxiYmJaPkVDQNx8lHVS0GipD4g9VJpOLHdNhZatc3YqjqwH0ri0ul0VEbC9nrpxKkTNgkIyYGG5wgNHeo42NXggdYFzrXUA9Uk2zcEzFdXbKKnfiL11Nnkiudg+1Vl1HapiqjEjtuUlOlr+1pKXm0lT/1nNjQpoJ2Hiudntir7w3tGMmaMiQgwj1MirATK7hvXG6Xqx8K4vL8cL/tY2wdHcs791CunSRULedsajQaOHTuGJ554oq0yuQBeCcPwPYvZcT2j0/SGD5kPXnM/k0zhyp/dgu898Mc3oFUxYiwftdBDAtcuQaK14lzjLKiM8n0v9BFg7piZoI4nK0N4IH0Bn5t6D747sRsA0AgdTNfmvnC4TgA/aN+WbMJDpdEa8t/XNYpTU/1XJWRDhSlcLHYBAJKujwvP7cDuX3sRWCQReyL8syV/fq0vur0M8IP92LFjuPvuu+dNIGNjY5icnEQul0OhUEAmk0G1WkWlUsHk5GRLlppOMJzQAMwjHPQGcZKkIqZhRk5CejxVBZ1MdWIH5nxTSkZIBiqVSotXTX1VuuSNVuFnuFDDjHxfSQAnaG5nDTZbUdOQmvq99H7Y/eZ12TdbDdNMQ1ul43scezt5QJc5steB5D0kueP1Pc+LyLSGm1Ux4zNEVYn+QlX9dPknJTF2YoCGUdkOuyiqPnOlUgkzMzMta3ACc4WBNQTK+0O1lNC2aPhWvyhwnVIN0epqC3oePrMscaLKnZr31RPJvy9cuNCWsMZoIvTq8F7oRe09q1/KIkaM1cS1nk8/DPBG3cMfTT4EFwGSjo996Ss4Xt2GA5lL6HSr2OpO4YzXj/2pKzha34ZSkMbXhu9GIKsyBKFBsZ5GJuHBDx3UGvOpSme6isf6j+NctRevje2Yt11J2I7CJM4Xu3Fqqh8AsLdzLPrbxlh1TrEte0n0HQ4WTcKWiw2viBH5fB7/+B//Y2zfvn3eh75OGpzMKpVKyzd6NUDba/Fp5p3t5+I+VK94HJUpDWvaHhoqJhom5EQPzK29WK/Xkc1m53m7VE3TkBf7yrZr+Ijt43W1b4RNlrRPDDnpRK3ESP1G+prEh5Ozno9t4OSt46EkxFYhqdDYoTElPEpyeLyWelAFTaFjouqhKke8Dsmr3k/1CpLQ6rhoyLNaraJUKkUkEUBUjJXQ59IOW/J8qsAylKtqqB6nIXN9NnWpKyVTHHfbA6mEX+8L/x4bG8Of//mftyxcvgjcVIoYACS2D+H9f3EK/7L/2JKvs5l8WDFuPKheLfcZOuUV8XJ1J3w4eKsyhAvV7gVJjmNCuE4Az3eRTXhohA48f/aLoetHfxdSNeQSdaQcH2m3seD5XCdANuGhWL96VmU60WhL5q6Fc2f7cfBfnII/Nr7oY25KRYwolUp49tln8fGPfzzyr6gBmyoRPUbqA3IcJ/KzcEKyVQFO1lTDlAwRdm0sHqfrXCpR0kw9YC7cRiWGfrBcLtdSSgKYU544ydMTpOd2nLlq/EpyNCSo4T+eT0OUBFU19sdWkXQsdUx4La0wzzZyslcioGNCkkDiQMKj5EnDdAwhMuTGcVKDud53Ph+8jh26ZfiXr3k+TcTgGKhCyXuv4TmSJW0T+1Cr1TAxMREtuK2Gfo5drVaLFFVtk6qcGi7muHOslLCy/fR76Tntmml2qNpWWTkemoGqz8Jbb721VBJ2U6Jx4SI+//kP4pf+yZFFFdgk+Zrwy6iGwXWrKL5ceKGP843KdS33EGP5GPZLSBsHXU4Wh2cLlGaMvyz/Xs4An77wPpRnvVlJd2H1KAgNglmyVfMTCEIDx4RIuw080PcOnr5yKwBgS3YGfmhwqdyFRuAsGEr0A+eaJAzAskiYFzgYetxdEglbLjbV16hDhw5hdHQ0WjNyZmYGxWIxIgGccEly7LX4dNLkb5IAhv50/UlVeLikEidNTkgM+VCtISkE5sgU1Q8SE05sLCDLDEldY5Ftp4Kii2OTMJKccGLnJM9rM7mBEyxJjJrpSSy45qIW89SljjTLk9B2KmmwlSTbUwbMebBSqVRUuJXrbqrXScOy9N8xtKtk0iYc6qOyky80RMvxVLLGdtG8zmLA3K7hPA1BAnNV63lfeT7ebw3TKuEj4db7ylUG+MWAY5BOp6M1O23FludQdZDjQXXODktyjPm3jin7yfZSCXZdF2NjYzh1amXFSm8m7P6DM/gPY3dcdZ+poLkeHyfPHje37kgY0KySPpRY5xVlb2L0OBkUTPP+jPh57HQD7HCXFxa/4icRCkmiqnU1ZBMehvJTSCcaGMzNoNJI4rvju/CBrcexq2MCDkI80PkOOpJVvLv3AvZ2jqE3U4az+CDZinH5fC+6vnn8hlxrUxGxUqmE5557Lpo0qCZxLUJgLitR1xtU47YWduVEmkgkWpbWIVFhyFMnLk5CGibjBF2pVFqM7UqUSMgcx0E2m40marZXCWGj0YhCq6oaackDzQ7leHDhb07m1Wq1xQCua1PyOkq+OH66rBAJlNZGYxvYXipowJyypj8cZ1XL+JvtsBMQeD4ljfRI2eZ77qfjxOPtmm5UJUnWtd+qEpHscV1Lvq9hRypaXE+SZE0zULXsBM+vzxfvv+u60TqWnZ2dLXXueF0SIrZbS65w9QgNO6uqq+OoJJTt5HZVBqkEqlqrY3706NFYDVsCGhcu4vOf+yC8cGFFoWDS6HEya1Zzyg8DnFpg/T8bsd9t/SJp5gz370kXMRkE8JZZM/6edBof3nJk8dd2fQxki0g4PrpSFUzUcnho4AwOdA7jYrUbVyod6E6W8erMLjRCF2dLPXh7ug8BDHozy18UfCnwQ3PD1DBgE4Umgebk8Oqrr+L+++/Hbbfd1uLnCcMwUsoAtEzGSirUJK7KiprY7dAb0Lp2IidiO8NOvVpKyKh40NjN97QAp/4G5tc403pOSmRUQeLxumQNSZf2OQzDlmvbYUoNCQJzyg3Hg2Ev7mO3XUOkHFNtp/5NsLitjivbT/KjpJdhMr4m0dP91LyuBE1DjJolCKBFVVMyyGdLny9gzuSuJIvEularoVgsolqtRiRc9yPYLj4/vLZ+eSCR5ziTdPGe6JcDvZ98ZqjE6nW5L0uP6POu91+TN/hsT09P48SJE4ixNOz+wzP4tz/5Lvxy3/falgFwjQNbb1ipx2cpcI2DHYk0/DDAmUZ53da4irF4dDlZdC3z0TnulfB8ZS+eGLl90cd4votL5U74gYNMwoPnu3hjcgjVRhLGhPADBy+P7p533GR19WqP2XBMGF0bAC5e6MXBbx6/LssZkYxRVQAAT4ZJREFUtcOmImIAUC6X8dRTTyGXy8F1XWSzWRQKhXmkRg3h7Za3UQ+UTSQ0LEnFTCvR6+StITmeF0B0rE6S5XK5RRnixKqeHPV/kfBwsqeCpn20S3MAc2sKaoYp25vNZiMfnapXOjZUCzWcqiE5tkHN4qzcTpJH4qMqjJIAjgn7aYf47JCmmu15Hq3HpveUUBKmSif35X0G5pQztp/FWtlHDe+q/4s/athnSLJaraJcLkerBTBLUgkw+8Pxs/vJcaKaqWRQFUY761XLvLCtdoKG3lt9xjXzk+djv6mEvvzyyy0rCsRYHBoXLuIb//5RlH8xhduzl9DhVvBXcyNXrc00HVThIVz0+ox+GETr6XU5S5/cqHTtWGLosRZ6uNioxb6xDYxyUEeAACc9g1KYBJDFC9P70JmqotJIti0l4TqzgoRs83wX6UQD7+k9i2eH90X+MiyhxtdyQD8a0CyF8cjAKbwxNYR9hVF8qPNNHKsNYbRRwFe++tgNU8OATUjEAOD48eO46667MDAwgEqlEhVtzWQyLQtIA4iIFIkVJxn1P9khICVkOoFxwuMEr2qcEiGei9diqEpVNU7W2j6GqdR7xkrqbJedvaYeIG2/qi8a3qQqwrar14rnUtLFpYL0ump057W0+jz3VYUSmFNb7OQFDUcqOdRlm9h+2+dF2MZ6oFXtItHSc/EHaK7gwPOqcsS2kVSzvIP+MDTreR7K5XLkt9NniQSP/dFr6HJWOi4aiuU59If95r1gcobeSz5D+gUklUpFYU59huiP1OdHVVFmf46OjuLw4cOIsTz0fv04vvBD92LXtt1wnQB/linhI/1v4KHMGexMOEibJByYSAHrcRe3Xh8x7JeRMibyCC0XSw09pk0SOxLOdSFkE355SWT0ZkA5qEeFdJ+vduCO1ARerA5hzC9gV3IMuxMTeKZyK/YkR7AzMYUOJ0C3k8A7jRC9jo8OJ4G0SaIc1vHnpR2Y8TP4y9E7UPWT8AI3Ms97vouk62NLbgZXyh0R4comPNQDFwe6hlFqpHF2pqelfbVGIjLnrxQkWPXARWKW+DmzRWAf7n8b/YlmOH0oOYG8U8O7U2N4p5FFHS663AruyFzAUzMH8drkDhw9uxW3//GxG6aGAZuUiFUqFRw7dgy33npri4m+WCxGk1A+n4+8X/RUKVFi9hizxTix0yBvh9nUW8b3NXyjWX+c7LRgKjAXFqQCoiZpgsQgm81G/aIq0c6j1S57kL4dqnGctEn61CTOyZZqjF1nSpUe9abxtZ5b26EklteyQ6jcV8N+ei2Oh6pYJFP2++yT53kttcdI3jj2Svp4nzWLkKFcu6yGqnO8pj4PqgDyfT4Tmg3J92jcZ2hQ26xhSb4mlCTZoWX6IlX9I+GyF1/nuXhstVptIZR2Wxha9TwP3/nOd2I1bAXwx8bR9eLt+Cv/qElm35jZjicnbsfnyg/BNQFu7RjF93UdxaSfx/fnTmCHm0TSuIvKtgTQYu5/q774hZcV5aCO87531Sw7L/TbtomEbDXRuQ5XFVht1EIPI34NtRA46vXjXL3vqvs/PXEA/ekijk8P4t09F/C7xX6MVgoIQgPXCZBwAtQaiehvB7PhudCBg2aZiVs7RtAIXbw5vu2q1/J8F1fKHdiSm8HFYhdcJ8D7+k8jgMHb5T6cL3avyhiQcDVCB32ZEh7ufhtpx8NAYhqPZi7g1Xo//NCBawJc9rpxT+YscqaBb5f3AwBGGh34g5H3ojNVQdVPYqKWQ62RwDcSd6DmJ1CqpzD01ST80bFVae9isWnqiFnHwRiDv/pX/yruu+++aIIgceGEx/2oANDUz0mKaoCtbpFIaKhLCQAr39seKGCOuNjL5Wh4zfZx8XiSBKpgSgZUOVKvGF8rMdPaTxoiJSGhwqUhUa0TxlAUMBdiBVoncO0L26gJBZr1SbJcqVQiYpnP51EoFKIxtsO9OiYEQ2nqafI8D6VSKbrvVBrZFvW7sb86biRo2kclqcAc6QVaC6hy3HicGuyVDDEETfJFoqOE1CblOr52yJwhQj67dmallgjhtZhNqaHPcrncEkpvR3g57sTRo0fx1FNPtTwPy8BNV0fMhkkkcOrfPoB/8aNfwqO5U3iydADjjQKeHr0V1UYyqsWUTjTQlymhP1XCX+97AW9Ud+IH8sexw00uaqmZWrj0IrJ+GLQsXdQOXujjbKPS4iHbzKHJCb+MI14GJ+pb4YcOfrRwCv3XUOcWIqqKS40ixgMXk0EaX5m6DydmBpByfVwudS5pqZ6VQOt7uU4QlZLYnp9C2mngfKkbldlncmdhAmem5wiiVr6/WhV8AMgl66j5CYShQdptoOYnkEl4uLVjFJ2JCranJ9DtlvFo9h28Ue/Hu1OjeKeRw4jficteF56eOIDxWg5+OPvZP6vUAYsrXxGEBuPPbcXOX198Ff12WE4dsU1JxIj+/n58/OMfR2dnJ1KpFAqFQjT5lMvlSN0gudBQICcuhgupUnGC1zplarzn+yRk6kXTiZiTrBIyTqicjNWDpb4027TPyZ5qi3q5SBhIXJTwUUXjRKrn0WKfdjacqi08jxJF/W2rfeyrlvlgRqmWxnBdF/l8Hh0dHS0qo9Y+Ux8a+9VoNKJ7xvusayvafWBSAa/JMdF7QajiReg95PgrSbf3t1UsPSe/KOiYK7lmn/gM6BeFVCqFVCoVZQezj2yjlq0g8QXQQlqV1JJ8koza48fnRJVhz/Pwla98JVqgfQW46YkYALh3HMCVfwfs7prAB/uP4v3Zk+h1PTxV3oOvj92N8RqzdU20zp7nu9ian8ZguoiD+Yu4O3MOb1R3YntyAh/IjgAAknCRNs3nOi4Ee220I0zFoIpq6OOYl8Ub1Z348+F3odJIRoSlM13FDw68hQeyp3FXam7Fi+/WCjjn9eFH82dwzEtjKFHBuJ/E3mSAF6rd2OpOY2+y+b/2bLUHfzT8MK5UOhCEBn7gXFfy1Z8touSl5y0LRDgmxCODp5BxPBwvDWK40oEwNLi/9yxeHNsDz3evSrZ2FCZxsdSFIDRIuj4SJkAAA9cEyCXq+KH+I+h2yygFaTyQPYPny/uQc2rYmpjCkdp2JI2PiUYez47uazlvtZFclXEp1lLY+i9C+EdWVrIiJmIWHMfBY489hv37m7IkJ+50Oo2Ojo6oLACVgGq12mJu52RNDw2PZ30vhpSMMVFCgBqh1SzeLuSmvjROarwOyYAqMLq/vlYCxvAhCYQSIIKKGM8h493SBiWOGo5VqEdIJ3QqOvq3Mc3ipCQFWiZDj9OioslksmVVARIQvrbDkbrcENU9VQBJMBnuZEkRjhXvmxruOSZKjLgIuz4Hdn/13mvGI59Nm2TrNp7HLveRyWRawog00ZPE8T7p4ugAWtqiYU0dQz4DJNXq99P3eA/YJ7aRatgqfKbERAwAjMHZf/1e9L3vMhwTRpMXABzsvozbs5fwvtwpzAQpvFHdiWcn92O0mocXuNGk7ToBOmaJQK2RQDrRwIM9Z1D2UziQvYyk8dHhVPBYdgwFk0aAsMV/ttHhhwFqYQM5J7Uk9Y/7nm0Uca6Rw+5EGXnj4MulPZj0c3hy9HbUGgnUZ8d6Ieg9AxDtn03MqduN0EHCBKgHLhwTRvtf69zLgesECEODx7acwItje1D2UsgmPAQwaAQOwtBcldTQeO+Y8Jr1wpSU5ZJNj/CdXZewP3sF92XPoMN4uOIXMOCW8Ocz78IrU7swVctiX+coTs/0IQwN6sGsSLDK42AjUsP+7QvACj+/YiI2/3jk83l8+MMfRk9PTzRh0ONEA79dK4wTrBa4VC8Tw4L1en3B+mI64SvRAlqVKFWjODnaZnklZrbqwr91GSeb+NnnYIiLE7X+tombKjucgLWvqqLY1yAhUOO7khX1T3HMgTmiyPEhyST54L5KyNT7xHYr2eGPnkcN7Lovj1dfGICWQru20Z/nIrFU0sg+2VmqVKeoPLEPfB4zmUz0PLC9Gl7l/bJXdGBbbHVPvySoosn/FVVrNdzKMWBmpPrDiLGxMfzFX/wFisXF1Zi6BmIiNovE9iEc+dXt2LlrdN42x4TozZTwSO8pJI2PnFPDR/In8XJtEJcb3XiztB0XK10oek2VtNpIYkdhEhdKXfBnq5UTabeBRwdOYsbPoMOtosutwDEBPpJ/Cxf9HO5IztWDu+gbDLkhHGPQ5WQXFWJbLZSDOmphAwUnDS/0UQsbeMPLYaTRiYtez7z9r3idSBofvYkS3ipvwy8OPoHvVHcj79SwPzmCnPHRPfv/9bXyTjyafQcdxsFXS7sw5edRDRN4Zmx/FNpaSC260djTOdYSAlwsejNl1AMXO/MTODa5BUFo8NDAGZT89DV9YIRjQgzlp3C+2B35y1wToNpIIpPwkHJ9fHjgMPanLuNiowf1MIEP5o7jtdoQ8k4Np+qDKPoZfGvkQJP4wSyr8v1q4tzZftzxqxfQuHBxxeeKidgCuOOOO/DYY49FEzo9TgyFKclhRXL+5r7MUlOzt05sag4nWJtJJ0OqKbaZm2FPzVajoZ8ki9DsTmDOG6QZhJpoQIWLE7T+zdcaKtMwpJr5mVlIxUZVFlXTVEXTjFRblVMSSOXR7psSIiplWknfHgebzLE/JDskGMw6VZ8Tz6dElfdCPWAkJLy/HEvuy3aTfCmB1dUL7HbxeKpbfM40nKgknOA9aEeeuJ3ntkPKbIuGMW1voSphPE77aYzBt771LRw9erSF0K0AMRETFP/aw8DfGYZ7jY9Dx4QYzM3gfT3N1Qy80MWWxBRuT1+CixBnvH58YeR+TNazkcLAZWYWQjrRQCNwkHLmvnA93P82yn4Kb0wO4QMDx3Gp3oVtqSl0uWX8aKG5VuY7jSxuS9bgGIMkXNTCxkKXaIs3vByC0MFkkMOZ+tw6gy9N7kV3qoKORBXnyj0Yq+ZRD9yrKjmqzKQTjXl+J2bX1fwEkq4PB2HLGojrEdfyW60mkq4flXwgduYn0Jmo4qNdr8OHwZ7EFB4v3YZHcydxodEJ1wT48sR92JkZx/HSVpwt9twwdWup8EMD/P4gCn/ynVU5X0zEFkAmk8GHP/xhbNmypWUyYt9JLDTcAqBFqXAcB7lcLlLOSMDsZX84MVFR0xAQJ2VdCFonY/sYx5lbA5OhP3syVdWMsE3enLxVadMQk4b0SJoYbuPxs/ejhaSpH0wL1WpYUceYUC+aZn3qdewwrHrdSEwZ4rQJMK+r4V2bOOkY81yq7nEcSc40O5bXs4mVXl/LQ/BZUsURQOT30gr4GmbldQkllhqStsuMaL/te8ovI/rFQBVakj+bYOv5ScL5peHSpUv4xje+sZqZkjERE7h9vTj6a/sxdOvIkpd4Sbp+dMxDfWdwa+YK9qcu49vFg/hIxyF8buJhnKv0oOilcWvHCN6a3HpNErLQun9Ak+gAQCNwkHACJB0fW7IzOF/qjva5pWMU7xR7I1N1OzQCEv35BOtGkpDNiFyy3vIcOSbErR0j2JUex4VaN+7On4cfOpjyc/BhcEtqBA9kLsIPgS/NvAvlIIWkmV0WzgT41sht8IK554X3biPcoyA0uHhyALf/yolVqxt23YmYMcYB8CyA9wLYGYbh+dn3fxrArwDYBuANAD8bhuErctx7APwOgLsAXALwK2EY/uEirrcqRMwYg97eXnzsYx9rCRHqN3wALYRFoeE5/q1hyGw22+IlU3C5GU6A6s9SBUd9WRr+UeVJ1QpVflSNIelQg7WuBah90vEhSMg0IUAnYhISVcp4nBIlJY86tmy39tUeY1Wl7BAr37NrgakCxdpmem81HKhkgm1S1YiKqN5nXdZJyYueg2uCqkrGc9Mor14rJcb2feDYtkuk4PPEcdFwtRJw2+dmk2q+r/dax9Qm+NpGPg/1ej0y6KuKuULERMyCe+dtuPz/Bgrp+orO45gwIjJJt7nEzD1d5wEA9+bO4PXybrw79w5O17bAC108P3ELqv78cFwQmkUttty2LzeYSPVmymiEDqZrm7fERS5Zj+pnAcCjfSexJTkFALhYb4Zsk07zM/ND+SPodZufr2caBZyuD6IaJDETZBCEDpLGhw+DZ8b2zwvFrnUIcbVRrKWw9f8J+IePrdo5bwQR+0UAfwXABzFLxIwxjwD4BoCPA/g2gJ8H8IsA9odhOG2M6QJwEsBvAPhNAN8H4EsAPhSG4QvXuN6KP9F1gjl48CDe//73tygJqh5wf05OOvEDrUsG6X6c9AC0EADHcSJztXrC1LxOwsLJXv1p9Xq9pRYXlQybmJBUKEkk2aNfS8NQGoZku6iwUOljP7XvQCsRUA+Srdxw3JV02JO6ep/s7EQlw0p6lETZ5EHvIY/TEDIVLZ6b94ohaQ0xq/eKpJAV8JXE6fjYRIr9sNulbdcQtYY/bUULQEuYV8dEx1YJnIap2XdV3Pjc6riyne0InD7zbM+zzz6LI0eOtOy7CoiJmA1jMP0TD8H9W8PXbeFjGrmTro+BTBHFRhoHOy8j5zTJ322ZS3hf9hwAwAuBr5cOouhnMN7I487s+eg8b5R34tDE9qh0ADAb9nP8FvKWTjRuyMTO8bpR5R5WAhLlhAlaCDPRmaziPV3v4MnR2/C+3tPYkRrDlJ/HQ7mT2OrOZWc+Wb4FI40OAEAQOhiud+DQ5PZ511uMQX+zIggN/M8MovOPX1yxQV9xXYmYMeYAgL8A8AkA38McEfsMACcMw5+a3c8AeAfAvw7D8DPGmJ8B8GsAdoezFzPG/AGARhiGP3ONa64aEQvDZpHMH/qhH8Lg4GBElDipcl+dwFTBsBUZDcsxTEMVikqEPYEBc3W3tJBmPp9vISxUZWwzPI9XFYltUJXEDlNSYdI28Tx6fg2R8lxAKxFi/zSMahMJts0mVAolD+1KcPBv3hfeGx7LvnFc1Qiv2/V+cfxUoVSvHFUrHqvtaGdyZx/UH2irQhoaVEVNyb5NotlObbdel1DCqf1rF1LUfpFoA63kXs/JseQ46DPGZ/TixYt4/PHHUalUVpOEATERawu3vw9Hf+VWDO1feohyNUCSoEiYAA/3vx2RteZ+Ae7IXIAXJnBH6goyJsQJrwtb3SIeLx1EMBuSvC1zEWONAqphCnmnBhuTfg7PTdyKjmQVlypdeLjnbbxd6ceVaseK+1JpJFsyF1cbKaeBD/QdwzdHb0cjbP6v3dV5EXfmLrTsN+NnkHE8jDeatdVyTg29iSK2JqbQ7VQxE6SQNx6mwzT2JIp4snwLrnhdqAZJJI0P1wR4eXI3JmqtRXmvd6mLjY4gNLh4YgC3/+rqhSSJ5RCxRX0dmQ1J/j6AXwIwaW1+N4BP80UYhqEx5nuz73P7q2Hrp/SrAH5qKQ1dLvSy1WoVzz//PH74h3848mipusQQE49RH5GtJAFzYUGqTsx203MAc14qPU+5XIbrNot5Tk1NtShfvCbJEq+jpm6g1QvFybVdSBEAcrnmP6qSPfUN2WNGEqrJDOwHyST7qsRzoZAWr812cfx0wXAeryUobBLQrqaVhgBJjJRIKUlQEqXEVRVAJTLGzPnf7DCehml13FSpUsKuJUp4Dnt8tSYZt7frhyq5Sjhtv5wS93Y+PfUd2u/rIt76zBjTXLbpueeei3xhq0jCYiwAf3QMt/3nAVz5VHLFIcrlIAgNAss75sHFty4fmLfv1907EYTmqoTxCfd23NdzDpNeDjsz8ydDP3RwW+EKAGBrurnE2I7MBIYyk9E+9+bewffKcwtEDyancX/mDF6r7sKH88dwxc/CMQEGhOi9Xt+KjPFwW3LhenenG1244PXg0eyZZt8BHK4P4u7UMI54/SgFadyfvoAvz7wLt6SHUQ2SeKs6BAA4mLmI07VBTDVyuLtrLgsvaXycr/e2XOdkeRADqRm8PL77qsSJYxkTrNVBuZ7E7f9p8oauJ3k1LFYX/nkAl8Mw/KIxZo+1rQPAlPXeJIDORW5vgTHmkwA+uch2LQnGGIyNjeHFF1/Ee9/73ojYtAtz6aRuT3g6iapaZCsYwJyfSc9PssFJVgmNkh1OzPSWBUEQ1b3i37yGrQIpcdT+tyOIOunzWJtAqAGfChHbrqSJ7eH5lTQt5DlS4mufS/tl90n3UQKk+zIsqefiPWBIVMNweg0ta6HjrP3TcKaG9mwFiW3T8hncX9vO8dRCv2y3hg91rO39eA19tmwCx2M1MUCv005FJOF2XRfPPfccxsfXx4fYeoJ+fmWw9KWDroXg8DGk/+ghBNcxRLkaoNn/avXJPd+N1ho8hKFlXefbZv88YvJnzn3wAwd/6t4fbdOx8gNnnrJnIwgNwtDgM8775h2nleI9350X+mzXpqvhGAYXtd+NXPtwMyMIDTKf74F/5MW1bkqEazomjTG3oun5+rkFdpkB0GW91w1gepHbWxCG4e+GYfie6xGaIFk6ffo0RkZGWrIiOdFwErILmNoqiR2qtMNW9gSn56baoERBC6MCrSUJtNI+z02087nxfYL9IHmylR+SPSWYerwu2N1oNKIEBLa3Wq1Gk7WqjLYyaHubeE7dh6SpnULDsSZspVLHXAkK0FoFvl1oUUkY262EnMdpmE8VQ203w52qUrJdJNTq69NwJO+FKlt6L0iE9VlS1ZDPMdvMdmjfVGnULFBVJ3mMrjLB4y5fvozTp0/HKlgb6OdXEitbVHuBC6Dn8RO4eHwgVkbQ3vdFouT5zYKoftDMAuVPEJqW1+1+qDy1Oy6Y9VSRbAaWxyq+L+sXSdfHxZMD6H78+Kr6wlaKxaSuPAJgAMCbxphRNMOKAHDIGPOzAF4HcB93Ns3Z7p7Z9zH7+17rnPfK9hsGTsS1Wg1PPPEERkZGogw3VT0AtFTFB+bUGlU7+D6AeTW52qkmtoLC43SS1ExCbm8X/rMndiVweh2qHqq4KXEh4VC1iMez71RXbNJnh+JsFUUVvnahTcdxonpedkhQx1wLpKoXS8faDt8pcdN+t7sGx0IJGI+1x49Q5U2fDdv3ZoeC7faqGkk1DJgjRUr4lSAzZK0+Rb5vm/TVF6e1zXT8jDHRsxeGYeSXYz+NMdESYd/4xjeixIUYNx7+6BgOfuoMLpzvvfbOMWLEAADs7xpBV6qCg//h4roJSRKLIWJ/AmAfmuTqHgAfmX3/hwB8FsDvAfgxY8wHjTEpNNWzDJqZkZj9nTPG/JIxJmWM+SCAHwPwu6vVicVCwznlchmHDh2KJlhbweLko+UDVIniRKiwJ0QtI6ETopIerosIoEUtscNcwJxaZC85w/3YN9tUrd6ydoqSkgj7POw7MFfQVRUinscO7VI94+Sv+9LzxmxRO8zGdqg/SsOWbBPvkxr0baLIv21S1M7oz+M15KzXVuO6Kl+6zI99nBI57aO2g+TPJv4KO/zMPmlZDV673T1VMqq+ND73WujXcZyIlKXTaQwMDGDnzp3YsmULXnzxxdWqnh9jBWhcvoIdX3NRrF17Ye8YMW5GJF0f/dkifnLnS/j5vd/Ez299Aqe+uB+Nd86tddPm4ZoesTAMywCir7/GGB5zOQzDIoBnZ5Wx38NcHbGPhGE4PXv8pDHmIwD+I4B/g2YdsX8YXqN0xY3AiRMnkEwm8cgjj8xTkTRsxwlVyUwQNJea0bCmKja2Cdv2OPF9TuJBEEQhQIaDSGQ4SWu1ePv8vKZt8lbiZCssqrDp+5pYQNgZljYhYZ/Uk6XhPvWH8TcTJtqFDO0QmapqfJ9EhEqTHqckjMfYxESJnp5Ht6nC1i7cyn5pCNUOEyqptX1ydt/te6rqmX0MMKeo6ns6PraixgK0PLcd2nWcZhHhQqGAnp4e5HI5pNNpGGPw2c9+Fq+++ipirA/kvvQSGun17xeLEeNGwXUC9KTLGMgU8dP9z+HBdBgtv3Xnb/8CdvzWmtOOtlhyEZcwDM8AMNZ7n0VTHVvomJcBPLjUa90InD59Gnv27MGOHTsihUYLWmoNJpaAsEmBPalrBp8d0gRaJ0BVWnTNQlU22BbbO6SKC1UMkjc7iUBDdLwm+6MklOe1r6HmcX2ff5N4qOKn/islZYSG1ezQoh0uVkLD/mkxW+6nYVy+p4TMJjZKmmwyY98r7YueR8mXKqzqIbP9aErClajyvHytJEvDnjrOuq+tGPI4VSbtMaCXLZfLoaenB729vdHC4rz+G2+8ge9+97sL/h/FWAPM+sWOPrwfO26/statiRFjTeA6AfoyJfSlSxH5sheu/+l3vg97/uAdNNaRL0yxucrkLhFhGKJSqeDJJ5/ERz/6UQwMDLSQDqoNdo0rTqx2cdZ2E6NNhrifhqpUhbGVLlWeNMRnr6XIdtvKkx32ItGzF5pmW+zQmCo9toLCY/Q6GlbUPnFfPU7b2k491GP0PZ6XxJnjqaqjhiHbXUuJl71Nx9wmcO0IKMHzKRFneJrb7TC4hq31frQjTuyP1v6yib4+izreSuAZckylUsjlcshms+jo6EA2m215LoCm4nbq1Cn8zu/8ThySXIfwR8dw+6dcvPWpXdi5Y+FyDDFibCZ0pqvYnpvER3teR59bxMOzeTFKvoj/ML4PY3+9G43zZ29wKxePm5qIEZVKBW+++SYeeeSRFrKkoUhmtHEhcIYSVX3RidGuC2aH8XheTrpKeLSILCdkNasr+bF9T7wWz6VKlRY9BeaIJcNt2l8N8RHqw7KJpU3GbFVNx0HbZhMf+/wcV44BX/M9VapIUpSAqVJkEyW9B2yT3W+9Z6rQ2ccoCdJ7raoX265Eju+p2qjtUwJOxU3JPBW4duobj3ccJ1pUPpfLoVAoIJfLIZfLzSsczOe8XC6jWCxicnIS/+N//A9MTdkVaGKsF/hXhrHjz/ei+DOpNakvFiPG9UZ3poKM6+Gx3uPYkxrBA+kx9DnZWeI1n3zVQg/frbn47Oj78crv3YO+M+szJEnERGwWR48eBQB84AMfQCqViiY5VaA0bGaMifYjKVBSRVKik60WBlWVDGid5Hksz21PsHoOhjNtNUgz6lSlsj1D6gezQ1+2D0xVJA19ab0tm/iQmGoIkds1XGr3i/spOWlnbtd+6/u6Tc/Ne6nJEDY5VkXIDvHpeexQLuuD6VgpebKPVcLFtijJY1t0XU1e087i1HIZTOag6kW1K5PJRKTNGBNlw9ZqtWhlgfHxcRSLRVQqFVSrVTz99NPR/0aM9Yvcl14E8BCCfzCCQqqGsheb+GNsTLhOgIFsU33vSlbxsb5XcF9qFINuThSvfMsxlxpFVEPgop/DV6buw6SXxXev7ETu93vQ96X1TcKAmIi14NixY3jve9+LO+64A9PT06hUKqjVavA8D7VaszIzw0skXHzNiZEGcpIBrc+lhIGTbrtiobYBW8kE0EoAVCnTcBXLWZAM6jZV1JTIsd1XW86HbVdSoF42W+FSkthOObTJjB3SVPKiqqGORztlkP3R7XoP7BCxtkVDgQuZ7duFAO0xt5VBAJFCpn5AO3yqY6hjbqumqpgmk0lkMhlkMhlks1kUCgUkk0mk0+l5RJv3eHJyEhMTE/B9H+VyOaoHxz6cPn06JmEbCLkvvYhzf+MufOaBz+Kp8q245HXjzZkhVBtJ1AN32Yt0x4hxPUHiRdLV7ZTbhBoL8447VK/icxMPAwAOT21DsZ5uqeFWerUf/V96/no3f1UQEzELX/jCFzA4OIi77roLQHNyrdfrqFarmJmZQbFYjLIbPc+L6j2p6RpoLbra7j2g1bfTLryn56XXSMODqsy1q2HWztelChyVqnbhLJtwqYfJbqcW+2Q/NTvPNpwrgdJ26fXsc9rhPDsESNKlCRdKKDmOuoSQEjKb/Gqf9bqaocnXGgpV1VTvAcE2sx2sV8eQoJImDVErKU+lUkilUlF2YyaTQSKRQDqdjgz2wJyK6/s+qtUqyuUy6vU6ZmZmoueZ99JW2N555x0899xzLQpljPWPvb84hX/9+R/G5/d+C8Bl+H1HMBFUMBWEOOX14CsT92G0nke1kcR4dfUr/8eIcS10pqsoJGvIu3X8z/0vo8Op4OG0kq75oUYv9HG20VxJ5mvFO3G21ou3prdiupZpe40LR7bgtt8+tmFWI1j0ot9rAbMKi34vB11dXfgn/+Sf4K677oom5DAMo+KvYRhiZmamxU9Tr9cjYmYX7rTDgkpGVImxQ3SEqm8avrP3t0OPdhv4nq3kqALEduixqu60C53ZniY9zva42Z4yHqOwr0dio+qUHV5UwmArbbafTctwqLeKfdJ+aD9tQmWrmzwf0Or70uPsIqwavrVDqrwfqnSxnATDjDyWYVEAEfEi2fI8D6VSCZVKZV6WaTs18eLFi3jiiSeiJbTWAPGi3ytAYucOdP1xaZaMtceoX8Lr9U74oYP/PnE/JutZAECxkcZkNXujmhpjEyOXrKPmJ7AlNxORrqRpYH9yCrsS8xUuG8N+Cae9DL4w+R6U/DSOTGxd1KoFFw5vwW2fOgF/dG2SV5az6HdMxBZAR0cH/vbf/tvYu3cvMplM5LchqLiQfJGAVavVqCp5vV5HrVZDvV6PiIEuM2SHGjXMaUP3Z+hRCZcd2mtHwJRM2PvZRMMmhKpI2V4xVaDawVbo1M/Fa2kIT19rP0iw7HIhtkfMNr/bZKldYgOhhJav7f8RO4Rokz2bXLfrk606Ak2PGZUuEq9kMolsNhs9e0rGWb5DvwRUKhVMTU1Ff9uFWrV9NrFuNBqYmprCV7/61YiErZEiFhOxFSKxeyfCT/v4zVv+FDkTYsciJj6gOfm9MUvQvjD+Hlwod6MzWY0JWoxropCqoTtVwbs7z+M9udPYmZjGuJ/B/WlEtbwWwrBfwmQATAYp/OnEgwhCgxPFwSU/c+cu9OHgP397zUgYsDwiFocmLXBSmpmZwTe+8Q089thjUXYZQ0EdHR1RkctUKoVsNtsy4XE9Rt/3I98QJ8ogaGZbkpwxtGmHFYHWsJZOiPbyQRqCZJFUkhL1sdmKju1nA1pJk00oNCzJ6/G8JIZqUrfDekruVAWiGqMKF8ekXXhUx8QmQXY40SZrqszZJIPvKUFth4WUMfs5UhLG+6IKFmt3ZTKZqIyEXb+LYVMdf4bLK5VK5GVk+FzboYobYXvydJzDMMTrr7++1iQsxiqg8c45VH7rQfzE3/k72NoxgwOdwwCAH+v5LgacMm5JJpE2yXnHDbp5fDDrA/DxwexzuOCXsStRwPlGEc9Xt2PQncEb1Z14cWovgOa6ihdLXfH6ijcRCqkaetPNGu93FC7hffkTAIDdiWnsTSrhzwPzHzEATeI15ht8u7wfRyvbcKbYt+JQ+Uw1jZ1fdtaUhC0XsSI2/5oA5iaxffv24dFHH0U6nY6202ydTqcjkpbP55HJZKIli7gflbJGo4FqtRpNolSPdBJX4sasTX2txm178reVKyUxV/MstTPO2yHDduqOJhkoSKhUbbGJlU3Y9D07bGmrfkrWbGVMx0BJKI+zlUP7/HoONeUrMdM+KeG0kyCYuUhPlypb/M3SESS0qlypdysIgqicBBNIqHbZyqqtDuqzpckLtipWq9Xw3HPP4fjx49E42EriDUSsiK0SKh97EDM/M42OTK3l/du6h5FPNN/bkxnFh/NHcGsyfVXl4nyjiB2JAo57JYz7Gfgw6HWqOFLfipFGB6phEm+VtmFnZgJHi1uj46a9DOq+G2dybkAMFaaQMAGSjo8f738ZeVPHzsQ09iUXp7ACzTD4iG9QDhP444mH4IXuqhAvxUw1jY7f70T2yy+t2jmXizg0eX3agH379uGxxx6L0v1tYz3Q9P5ks1m4rhuVDCBRY+jONnzXarVIOatUKpFipoSLKg/N70q0SOZ4jJI1YE7t4ITbLkNQiRPPxWPtyVzVK11+icfZYT5VqRhK0/bbIVElFCRathqkpIfKoE2SFiq/0a59GspkW5Ww2dmGmi3KUhFsE8PXNM/zb4YceYwa/HkPNfGjVquhWCxG3kOGwKm66rPJZ0P71G4slcjatd6q1SqeeeYZnDp1ar0oYDERW0UsRMZs3NY9jKxbx/7sMH4gfxQOQgy4IbqcTFuC5ocBXqn76HNqeLx0G16e3ot7Os4haRq44nVhd3oUD2TewdeKd2FnchxjfnPy7nAqOFoZwqVaF/wFlLR6kMDFYtfKOx/jqqBxPuU0P4d+vP+76HabapeLAO9J+22V03aY8MsoOGm83ahiJkjijyceQi1I4Hy5G6OVxRO3pWI9kTAgJmLXFbfddhseeeSRiFS5rhtlT9rqkE7kDGe6rhv5fjhBk7RxctWwHydhkjVOyCRgnMg17MTQpE7G/OEkT3KWSCSiUFYikUClUmlRktgmu2SEljew66Kx7+qvUlVKMwF5Tg1zKlG0vWi6n56X11Pzvt1/PY8SUCVZ7XxjVKqUcJFgpdNpJBKJyD+o4UYl3ZqNyXFtNBqRn7BUKkX3uFqtAkBURkJ9eLrAvIY47cr9qpayjxo2tsfc8zw888wzkRK2ThATsVXGYsmYjcHcDHpSFaSdBg7mL+L7c8fR6/jYdg3P2dlGEecaTcXj+fJ+vDGzHQAQhLOfi04DabcBB3Mf8Z2JCn6i5yW4CFEKE3i5cku0bU9qBEn4eKG0Hx1uFbtTo/jy2D1tr131m8RhopZDrXFzu2/SiQa25eaKMd/TcR67U6PYmpgEAOxMlNHvpJBzlqZWTvhlXPQNvNDB5yYeRsVPYbSeR0eihpPT/fCD+ZmP1wPrjYQBMRG7HtcHMDexHzhwAI899lg0Cep+qkQpNBMRaBKBXK75AcVJXLPhWLmfEy/PzfOrOsLwlCYF1Ov1FsWK5IRqFMkF0CSJDJ+y3hT3JTQ8pQVilahppigJB4mfrn+pY2mHgJVYqUrXzselilS7zEltsz3+PE7DxwwnM4yYSqWichAktwxH6/FKsFKpVETMCapcDCUyk7FSqUTt5thon3Ss2/m8tJ8kt3pfSAb1ntjhS9/3Ua/X8fzzz+P48ePrzQ8WE7HrgOWSMRu9mTJ25CYBAAnHx0/0vIic42Gr62PQzV/1WC/0cbjeQIfj4bI/F5r6dvEgTpQHo9eXyp0tocwdhUlkXQ+1IIHu5Pxs3nsL72BrchI7E5OYDDJwEeCMN4BJP4etiSmUghT2pZo+uTPeAPJODdN+Bt+aPBidww8NJus5JIx/XRWc1UDS9TGQLSIIDfKJ5udOf6qI7ekJPJA9He3X7dRwZ2p5SRZTQQW1MMBl30UQGvzR5EMoNZoWneFaAZdLnSvvyAqwHkkYEBOx63F9AK3kYf/+/Xj/+9+PTCbTEiZql5XG31rwVUNy3Ma/OeFTLWNokyoaTdxUsTScpusPkgiRsGniQK1WiyZs/m0rSdp3YE4ZYv9IFnWbFhjViV/HRpco0nAiFR1upy9OfWbtxjoMw5Y6XPRl8fr6mmPLtiv50v14bipstpKnoUWgSaTo/yMhLpVKqFarkYJJ9UtJoe3BstW/dgRSSabtbVNPHffj8fZxVOW+/e1v4+TJky37rRNCFhOx64TVImPt0JspY0jUl/sLZ/BA9gwAIIkAB5KZtmsBtsMpr4gRv5VA/MXMu3C20jtv34qfvGoYsz9bRLmRwi0d7U3ce7Mj+HDhMILQ4ILfhYzxcLQ2BADoc4vYkxzFsN+B0/VBPJw9hcO17diZHMM5rw9bk5P4HxP3oOIn4YcG0/UsetJlTNRy6ExV4K5gCutKVrAvMwIAuC/7NlxRD3OOh1sSgI8QXc7Ks1mPeyVUQxdH61vw1FSTnI7Xc+u23tx6JWFATMRuCNQzRmVJQ3Hqe7IzDm2TtMIOn+lkSyKRTqcjFYvqGd+jR0kLleo1eR4qVVrrjJl4JG7GmGjZG/We8RjNDiWUzNkLkpPUMMRnq1Mkeeyvjqu+byt2qu7ZmYbcTlVOw6HqzdIx1n3YVypHHDcNF3O8mAHLsiUaQrWLtCrRYdtV/dL7pV4uO2zK58T28KmvT8/F7QBQr9dbjPnrEDERu464nmRsIbhOgANdw3BNiDvzF9DnFnF76nK0PW18HEwtb8IvBlW8WW/1MV1o9AAAfBh8Y/zuRZ9rysugHiQwWc2iO1NBEBrsyk9gvJ5D3q0j7TbQnSij6KcRhA66k2WMe3l8sOsIbk9dQTV0kTE+eh3fWpJn7VAMqjjpzX0OnGn04S8n74pe+6HB6Zn+DRPGXc8kDIiJ2HWHTqK33nprlE1ph5UWUpbsSdU+r55Ht9mhOLv+Fv1LVHu0wjqJWiKRaFF+eIxWnOd7tqICzJEFY0wUgtOkBT3GLsWh57JJhxIJm7CogsOwoJJK+9z2OHObvRSVEkvHcaJs1mq12kJK6dmimkiCZhMq+/7rNjskqH23vWz22Ov46LOjfddsSy1pokkFSsyZHXnixIn1oHwthJiIXWesBRm7GpKuj1s7R6LXH+g62kLUACDnNHAgefXQ50ox4ZdRCgNc9NMYcmu46M9fFmrAqWEqSMKHwYBbx2U/ja1uDZNBAt1OA+N+EnenkjeEhJ3yipgJmp+NX56+FwGanw2Xa3Nhwxkvg/PF7uvelhuB9U7CgLiO2HWHTrKnTp2C67p45JFHoow4O5OSE72aqXXys0sWaFhNJ+urlVKgSmOMiQz3OqmrymT7oGjaN8ZENaw0XEeljW0imbETBIDWBa85VolEouV1o9GYl0zAc2gRW/a/0Wi0LKzOc1KJUtWHihT3I3FiYVMNe1Ll4j3yPG+eGsnxVnWKipeGnpXM2qqV3js7yYDjxr5pxX17TLg+pRIvVV71udTnR8kZx4RKmK3ixri5kP3vLwFYP2TM8128NTFX8kL/JtKJBm7pGG17/F/peQM7E+Mt73U7dXQ45pq+NUWPm0MPgB0JAEjO/rah6lsKu2b33TX7zq5lzKrDfgldTgpv1QP4mPtSOebn8YXx96A7WUGHW8W5ak/Lce8Ue2+asiAbgYQtFzERWybCMMSxY8cQhiHuu+8+dHV1RROjrgmpCpatAmnhVYUqSkqCVIFRL5r9nnqrSAZrtVp0Hbtgp/qN7FAgf5TgqQeLoT+GGD3Pi8idhmBJLNSvxT5yQXW2ScdKw6D20lFK8kg6tMSDJlAwTKgkSImWKn42AVZSZKtetoqpxJpjwDEiYdZniOSWrzlWGlJVMqXhU/sYXl/Hkm2YmJjA66+/jhMnTrRcO8bNC5Kxcz8SYOf29V8Es9ZItCVoQHvilk14yCY8DGSKVz2vYwJ8ove7GPcL+ObkHbg1N4wdqXE8PXUAn+j9Ls54A7gn8w7+dOJBfLTrdXQ41ZbjX6nuQS1IosOtYH/qMjKm+cW7FKbwJ2PNEg7Xwlgth0KyhjPTfdfc92bEuQt92PllZ1OSMCAOTa4YxhhkMhl88IMfxNDQUAtpaadskRAAc14nLXHAEGE7j4+SFFvJsH1nem19rX+TlNgkQ5UdJXg2UdC/25FDW3XhMbY3yg696nHaBiWyel4lHxrq1NIU2h4tOKthTKqXqkpxvHXM9XxK1NoRGzv8aj8b9vi0C9vq/dJEAbtt+uzp+7p25AZRwOLQ5A2E29+HY/9qP7bfcWWtmxIjxjxcOLIFt/362q0duVQsJzS59k7CDQxOvNVqFd/85jdx6dIlAPOXB+J7VMuoJgGtpMAOPQHzSYCSMzsEpfu386EpsdFQmR1uVOJokzsew3ZoaQrb48RzsT9KWrSuGdU0DfepwqNtYAiPY6nt4njyR9U8Vc/sgq+8rhrrbQLM8bUzOW01k9BQorZPybSOjz43bIOGZJX8Kpmzz6lqoOM4uHTp0lov4B1jncMfHcNtnzqFC29tWeumxIjRgo1GwpaLmIitAEo6KpUKnnjiCZw8ebIly07JUhAEUdkEhtA01GcrWBpq1Gvaqkk7VWqh8gckgZzkVfVh+I/ntI31hIZdVWGx64WpCgggWiZKCYoazJUc8jz0ntnkRxUi9lPN8Lwmx0Rrjmn2J49TP5WdbEC0C2syXKiZnBwL7ZveV72/7Qiwhiz1+dE+6jnt0DJDuSdOnMDjjz8erx0Z45rwR0Zw26+fwvB3tqFYuzk8RzHWL4q1FIa/sw23ferUpidhQEzEVgRb3aAy9swzzwBo9UXRAK9LA9kKkippOumqmqPnVNLA421/Eid0JQK2AqOZgFq6AcA8ssb3eC790TIUNqlh2E8VQA1RkshodiDN9krClKjYRIbHM7SrJTVURWO/uZ/28Wrn5W8NjfK1mvxtcmyPv5LbdqqZTcj0PW2frdrx+p7n4YUXXsA3v/nNeSSsXfg0RgygScZ2/8rzyH+6OyZjMdYMxVoK+f/ajd2/8jz8kZFrH7AJEBOxFcBWFzhZHj9+HM888wyq1WrLxGuHvlSZ0eNVBbK9Se3CVAqSPRISTsxAKwnjNju0qKqaPelzErfrpy2kHvGcPC/bzu0MIerfau63SSAJi4637Ytiv9QzxfNoyE+Jqr0Gph3ys/tlE2K7tIRNutqpbUrGqJbyGCVueh4er4VmOQ7c1mg08Nxzz+Ho0aNtn9VYEYtxLeS++GJMxmKsCYq1FPKf7kbuSy+udVNuKOKsyeuE48ePY3x8HA8//DCGhppVmqn66ORrZyba5EHJEzC/FpdNTJTMsCyDEg0SCJJCVVlsP5bur6qP+q9U4bLbyL/Vl8X32N52xMVWwNgOfV/f0+V87HbwtxJBvWY775WG+Oxrcz++ryFQXe+S7+m5lKzZSRDaRvWj2cSNmaH2+BpjcPnyZbzwwgsYHW2f4h8jxmKR++KLKJy8Hcf+7hbsuD028ce4/jh/dAtu+/9PIjh0c5EwIFbErhvCMMTIyAi++c1v4vjx4y3hJlv90AlaJ3KgVaGxiRa3q8qkaptN8HgOmwjZ6pOSO80qtAmihkiBhb1XGhokibHXiFTljG0j7FAe99f1NLXv7bxiPI8SG9vITyVKiZf9Xjs1y/bM6b2w675pn5UE6zYlZnaY1A59sv8nTpzAk08+GZOwGKuG4NBR3P6p0xh5IfaNxbh+KNZSGHl+G27/1GkEh45e+4BNiJiIXWeUy2U89dRTePrpp6M1Hwn1jHFS1wmZSpQdjtTJXkNxwFwdKxZnbaeYAZgX5rPJmL6v9c5sEqeEwa7mzuP1XHb4U9Uo24iv5FGJGfthk5x2+7NdhO2vUrKmpSuIdqFKjoUa9xcKU+t1NXtUx1b7at8v3k+OF0O47K/neXj22Wfx5JNPolQqxR6wGKsK/8owdv3aC8h9phmqDML4+YqxOghCg2IthdxnurHr156Hf2V4rZu0ZoiJ2A1AGIY4evQovvKVr+DKlSstSpW9iLSSC1VmuI+uP6gKkk7YfK3hRmbxsT1KLmz1RwmEEh4lkbYqZocd26lYqpa1GyM7dKckbSEyyr+1LXxPx0YJWLusSL0nNumzCbK+p345m/gqSbV9a9ouu9yG9kHvJ8eA17xw4QK++tWvRoWF2d4YMVYVYYj8F1/Cln9pcPH4QEzGYqwYQdh8lrb8S4P8FzdnkdalIPaI3UCMjY3h8ccfx969e/G+972vreldyZMd5uMk267wKaGEgPvQD8bsRDWH8xibNLE9/N2OBLUzi9u+Nvs9+zwaFrR9T6q0aXs0NMlj24U0bZ9Xu/6qqqWqVLvztCOBNtFqBxI225fWLjPT9tupOsjxqdVqeOmll3D69Om4PliMG4MwRPDmUdz+b/ow8aH9KP/1CeRSHpz1X3M7xjpCEBqU60lkPt+D2x8/Dn9s/NoH3QSIidgNRqVSwVtvvYXh4WG8973vxbZt26KJnEZsoH0FdlWhCFW7bDXIntC5BJEdqlPC1U5dsvfV0CAwp5rZypgSEDsz1DbAs9920oKdvMBzqIpokyA7LKoksJ3p3+4/j22XDWnfFyVhel0teqtt1HFRZU6XSNI1SG3SOzw8jGeeeQbj4+Ox+hXjhsMfHUPnH4/DPXQAR//hAIb2j8RkLMaiEIQGF08M4Pb/NAn/yIvw48+vCDERWwOEYYjR0VE88cQTuOWWW/Dggw+2rCuo4UhbNdO1BlnKQAmY+oc0/KlZmpzsgdaaYGybHmOrQzaRoE/NTjJgG7VP+r6t+rUzw2s2pN0emyTaahPf08W0bYKZTCajUh/tPGv2tdTDpmPR7lhut313qkTaRKpdmJfku1qt4qWXXsKpU6dQrVbn3bMYMW4YwhD+4WO4/Vd7MfFDB2J1LMZVQRUs/Uc9uP0vYxWsHWIitoaoVqs4cuQIrly5gve///0YHBycFzZTQgBgXjhLSYBd6qCdcqN+L7tMQjs1yPaT8X2thG9f0yZMtrJztbCrXkMJkl1uox20XYSqhXYolSSP4VqbzNkETRMj2oURtf06lnboWMdfw8a6XdW/y5cv49lnn8XY2Ng8lTNGjLWCPzaOzj9+samO/aMBbLt1BG5MxmII/NDg0skB3P5/xSrY1RAv+r1OkMlkcOutt+Khhx6K6n618wvZypGt8thkxPZvAa0hRg2H2gkACl5H1S/b3K7Xtt9fSGlrp2TZShT7bRMp+5h26pv66lQVtK9rhx7t63Nf+7wkt1prTdus7W5HStX/ZbfF8zy8/PLLkQq2nv9XVxnxot8bDG5fLyY+fAC1n4jVsRitKljPTaaCLWfR71gRW2Nw0qU6dunSJdx999249dZbo+06gTcaDSQSieg923SvRENVpYVKO7BkAwkMSZkSLp6X5Ta0TYReS9UybbuGXbVd7QiSkiDd31bJVO1S75sdElyoTIRNULWkhBJcLYrLMaRKxjHT+2mTOFW6tA92+NgYg3q9jrfffhtvvPEGJiYmWu5ZjBjrEf7YODr/6EW4r+3HmU9sReaBsZiQ3YQgAau+3Ic9XxiF/1asgi0GsSK2DmD7sBzHQU9PDx555BFs2bIlek8ncDX326EvoFUJUvKk1+E5FiJVtpqj4Uw7bGcb0G1TvJJD209mV923fVlKAG0F71oqIc+jGaMaarVDmTZUvbMVsWspdnY4WPdlm+xzDg8P4+mnn8bk5ORVPXqbHLEitpHhuHAP3oq3/nEXhm4ZjcOVNwn80ODi6X4c/P9Nwn/rBLD5P6faYjmKWEzE1jGy2Sx2796Nu+66Cz09PS1Eh4qVvkfSoiUb1NOlNcv4miRGyREJjypCVJ/sMBrQXvUB0JY42mFTm0gtVCajnV/OJnxaZqIdMeQ52/nh9NztPGu2b4vH6ljY/bBDvBrCtJMuxsbGcPjwYbzzzjtxSYqYiG0KuH29mPrgAVz8kI+hnWMxIduk8EODi2f7MPS4g64nT9xUYch2iInYJoUSst7e3uh9u8zBQsZ5VZyAuVIWwFyhUCUt7Qq72gZ2G0p+HMeJymTYIch2tb30unwNzA/n8b1217WJWjsipAqWPSaEXSaDx1E9Y7tVRVS10g512mVAtA1hGGJychJvvPFGTMBaEROxTYSYkG1OxASsPWIitsmRyWSwZ88e3H333ejp6bmmqZxqDZUyrW3F+mM2SQIw728SETuEqbBDkO1Ioa0W2aTKDnUSttmfmYbsg61E6VjYXjP+bStYShptMqXXa9e2dlmhNhnW/RuNBiYnJ/Hmm2/izJkzqFarN0vIcbGIidgmhBKyrTvGkXTaf5bEWN/wAgeXz/di6HEXXd+8uYz4i0FMxG4SkJDdeeed6O3tnRf+sxUy2+ekSo36mQgNxbXzKNlKEP/mtdQ0b4f4lLgoKbSTCLQtamhXhUlDsQuRQPu6PL+GHLV8hU3c2pG0dqqbEjs1/GtBW2MMRkdHcfjw4YiAxWiLmIhtYsSEbGOihYA9fgz+xMRaN2ldIiZiNxlIyN71rnehs7MzyuxrR0pstUjJDrepIV4XB7dVICVCGsrUEF67NTPbXdcmenoem/QpubHLZCg5sqvu61jodYirEUFVGdvVDtM22gRP9x0fH8eRI0dw6tQp1Gq1Jd7pmw4xEbsJ4Pb0YOpDt8WEbJ0jJmBLQ0zEbjKQMKRSKezbtw8HDx5Ed3d3SzX+duTEJkf2e3ZWoa0sXc37xL/VnK/bFyJjQGsYlK9VUWqn0PFv2y9nh1sXIk+ahanHqfplm+uvFp5UIhqHIJeNmIjdRFBC1r9tCulEIy57scYIQoNaI4HRS10xAVsirgsRM8Z8GsDfAKBf4/95GIa/I/v8NIBfAbANwBsAfjYMw1dk+3sA/A6AuwBcAvArYRj+4TUbFxOxRYGTeyaTQT6fx9133429e/fCdd0WUsbMR2AurGcTLRIjLXuhJK3d4tyqttmeMML2ptlFVdv50mzy1E51s4u4cptN2mwfnZI8DeGqkqfhx0QiER2nfSI0+9T3/agOWLFYjBWwpSMmYjch3J4eYGgQZz7eh/QD48ikvFglu8HwAgfVehK1l3ux50tjwMXhmIAtEdeTiDXCMPx7C2x/BMA3AHwcwLcB/DyAXwSwPwzDaWNMF4CTAH4DwG8C+D4AXwLwoTAMX7jGtWMitgw4joNcLoddu3bhjjvuQEdHB5LJ5DwjupIxHmeTKFshUyJj19+yiVM7ImSH99opUHoOmxDZ7dC+2B4ym3zZ7WindCnatUlJqY5Bo9HA1NQUjhw5grNnz6JcLs9TzmIsGjERu4lhEgm4WwYx8cguXPpQA71bppFNxirZ9UIQGlS8BMavdGLb4wn0PHsWjUtXgGD++sExro21ImKfAeCEYfhTs68NgHcA/OswDD9jjPkZAL8GYHc4ezFjzB/MnvNnrnHt+D9vhaBKtn//fuzatQv5fB6pVArA/Gr4duFRJVO2DwuYIzP8m+dUstaOxCmuFaqksqWkqJ1XS4lZO0LVDnYYU/trhzXbJSZ4nofp6WmcO3cOJ0+exMzMDOr1eky+Vo6YiMUAMKeSXfihPkzfVUfv4DTyKW+tm7UpUKonMT7cic43U9j+l7H6tVq4nkscfcIY82MARgF8GcCvhWFYnN32bgCf5o5hGIbGmO/Nvs/tr4ats9OrAH5qKQ2NsTxUq1XUajW8+OKLeO2111AoFHDXXXdh3759MMZEyyUxc1BVMTvMaNfmSqVS8H2/LQnTjEE9n8J+3za4MxzIc7CNGpLkde3aZITtLeNrO9TKc/E6PJZQ8tVoNHD69Gm89tprKBaLqNfrLf2JESPG6sCfmAAmJrD1MLA9Cl1uQ/I9E3CdAIV0fa2buCK4TgA/WHhlD+7jmBCe7yLp+itSBsfLWTR8F953e7DnS2PYcvEU/IkJxNrX2mIxROy3AfwygBEABwH8VwC/B+Cvz27vADBlHTMJoHOR21tgjPkkgE8uol0xFgkSG5Kyp59+Gi+//DJyuRz27duH/fv3o7u7O8q65JJCXP6IywPR2wXMz6a8Wm0w/raP5TabDLHNup0EynVdeJ4XtZPt4mueh8SLpIoeORJPblNPmSpkPMYYg3K5jLGxMRw6dAivv/46ZmZmUK1WI0+d9jVWw25u6OdXBrk1bs3mAknZrmMJOH29CAd6cekHtmHqnjp6B6bRm1u4IPJDfWdwZHorZrxMy/sOQuwqTKDUSKHcSOHd3edxudacmlwTYm92BCfLg3BNiFuzw6vep7sy53Ckth1B2J6Mdbll7EmNYGdiGl8r3onvzx3DjkSj7b4L4XwjgT+beg8+/+3348AfluCcvYJg7AT8xtLOE+P6YclZk8aY9wN4CkAhDMOaMeY1AJ8Ow/A3ZZ8vAzgVhuEvGGN+E8CeMAw/Jtv/GYCfCsPwvmtcK57VVoCFDO82MpkM+vr6cO+996Krqwv33nsvEokEstksgFZfVxiGSCaTCMMwIjbMygRaFSnb/K4V6XkMyZ+a+e06Y3Y41C6uqv3Sml+2uV8L3ep1VYULwxC1Wg2+7+P111/HxMQEXnjhBYyNjaFUKi1pvGMsG3FoMsai4XZ3wb99N07+Lzk4W6r49MO/j7zxsDsxp/N0OhlUwjq8cL75P+ck4YU+fIQomDQaog+lTRK10Iv+3gg43yiiHBr82CufROlKHvv+WwPpoxfQuHxlrZt2U+B6hiYVfJIpfbwOICJUsx6xewB8UbZ/3DrHvbPvx7iOsEnBQiShWq3iwoULuHDhAlzXxVe/+lX09vbiwQcfRHd3N+69914EQYB0Ot1CapLJZHRekihmDpL0eJ4XkR7Pa36g8Ry+70dqlpaU4HYA8wiUTfSo3Nm+NM18tM9hrw7Adpw6dQrFYhGvvfYapqamUCqV5i1QvpTxjhEjxvWHPzkFfOcQbv0OYNJpfGrrj6K6bxBvfyKB/NAM/uTe/4LJoIxdiRyyBqiE9YhU1UIPXtj8H8+ZFCpha6iT2+y/l4NjnoNbkz5cGJRDH6e9DM42etHnFnGqvgV3ps/jaG0IHW4F3U4ZZ7yBRZ131OtALUzg84cfgD+Rxi1/5iF9egQ7Lp9EOJuxHWtf6xuLMev/BICvh2E4aYzZD+AzAC6FYfiJ2e2PAPg6gB8F8AyAfwrglzCXNdkN4ASAfw/gtwA8iqbPLM6a3ABwXRf5fB4dHR04ePAgjDHYvXs3stlsFPbTWl9EO0M9Q5vqCSNRI7i/lqDg+zw/w5ELgd4vrbjP9xuNBnzfR6VSwenTp+E4Dk6fPh2VmbDDjTHWBLEiFmNVYNJpuIMDaGzvxalP5GF8wOwu4107LiDjNjBazQMAHBPilsIYTs70X7e2eIGLpOO3vPYDB8aE8AMHSdeH57twTBi9Z2OmmkYjcFCazqDrxWaYdetzEzAXhhFMTiGMw41rjuuVNfkUgHcBSAMYRrP0xK+GYTgt+/w0gF/FXB2xfxS21hF7AMB/BHA3mnXE/vcwriO2IdAu3EZlrKurCzt37kQYhujs7Iz+NsYglUrNy5hsl+mo2ZBaFsI28fM8+pp/t1vUnNmLxhicO3cOMzMzCMMQZ8+exczMDIIgiLxmV+trjDVBTMRiXDe4nZ1AMoFg1zYMP9z0g5W3GiTunrMyd+Uqa7Y4uR8aTJWzc68PdSF7pdmWwe9Mwzl7CfAa8KenFzpFjDVEXFk/xprBdd3IO2aMwb59+yLCFoYhBgcHsXPnzmh/1jBj0VhgfpkJDTECrYuZ677nzp3D6Oho9LpareL06dPRcZ7nxUrXxkJMxGLcUJhkCk5nYfaFwfj/tB9efu4zZnovsO3ey9fl2pe+txWdb8+9TpZC9H79BEC7xXQRobexs0NvJmxGIjYD4Nhat2MV0I9m6Y+NjM3QB2Bz9GMz9AFYuB+7wzBcnEFmHcMYMwKghI1/rzb787aRsBn6AGyOfqza59d6J2Lf3QzfjDdDPzZDH4DN0Y/N0Adg8/TjatgMfdwMfQA2Rz82Qx+AzdGP1ezD1SvJxYgRI0aMGDFixLhuiIlYjBgxYsSIESPGGmG9E7HfXesGrBI2Qz82Qx+AzdGPzdAHYPP042rYDH3cDH0ANkc/NkMfgM3Rj1Xrw7r2iMWIESNGjBgxYmxmrHdFLEaMGDFixIgRY9MiJmIxYsSIESNGjBhrhHVJxIwxrjHmPxhjRowxM8aYLxhjrt/aE8uAMeYnjDHPGGOmjTHz1pUwxvy0MeaUMaZsjHnRGHO/tf09xpiXZrefMsb8zRvX+qgN/84Yc3i2DxeNMb9njOm19tkI/fh1Y8zbs/0YNsb8mTFm10bqg9UexxjzvDEmNMbskPfXfT+MMZ82xnjGmKL8/Ky1z7rvx0oQf37dGGyWz6/Zdmyaz7D482sZ/dDFkdfLD4B/BeA4gFsAdAH4AoC/WOt2WW38MIC/DuDvAGhY2x5Bs5DjD6G5NNQ/B3AFQOfs9i4AIwB+eXb7hwAUAbz3BvfhU2guwJ4EMADgLwB8eQP243YAXbN/5wD8HwCe30h9sPrziwCeABAC2LGR+gHg0wD+y1W2b4h+rHAM4s+vG9OHTfH5NduWTfMZFn9+Lb0fN/wmLXIw3gHwd+X1vtmbumet29amrd/f5oPsMwD+QF4bAGcB/K3Z1z8z+9rIPn8A4L+ucV8+CmBqI/cDQB7AbwAY24h9AHAAwCkA91gfZBuiH4v4INsQ/VjhGMSfX2vTlw3/+TXbhg37GRZ/fi2vH+suNGmM6QKwC0C0aHgYhqcATKO5+PhGwLvR2v4QwPdm3+f2V2ffJ16V7WuFDwI4JK83TD+MMT9pjJlC89vHz6O5CD2wsfrgAPh9AL8EYNLavGH6AeATxphxY8zx2RBdQbZtpH4sGfHn15piw35+ARv/Myz+/Iq2L7kf646IAeic/T1lvT8p29Y7OnD19l9r+w2HMeYTAP4+mh8AxIbpRxiGnw/DsAvANjQ/wN6Y3bRh+oDm2F8Ow/CLbbZtlH78Npphln4AHwfwGIDfk+0bpR/LRfz5tQbY6J9fwKb4DIs/v5bZj/VIxGZmf3dZ73ej+a1yI2AGV2//tbbfUBhj/mc0H7YfCcPwVdm0ofoBAGEYXkazL38+a9zdEH0wxtyKprfi5xbYZUP0IwzDV8IwvBKGYRCG4WEA/wzAjxtj0rO7bIh+rADx59cNxmb6/AI25mdY/Pm1sn6sOyIWhuEkmjHW+/ieMeYWNBnloQUOW294Ha3tN2jGzF+X7fdax9wr228YjDE/A+A/A/jhMAy/ZW3eMP2wkEDTZzGEjdOHR9A0HL9pjBlFU84GgEOzWTsbpR82gtnfZvb3Ru3HohB/ft1YbNLPL2DjfYbFn19z25fejxtphFuCYe5fATgGYC+aH2B/CuDra90uq40ugAya2RON2b8zszfsETTj/B8EkALw/0BrZkU3mpkVvzS7/YNYmwyRfwpgDMADC2xf9/1A88vEzwEYnH29A8CXALyN5ofZuu/DbDtys23nz8Noml3fA6CwgfrxEwC6Z//eD+B5AF/YSM/UKoxB/Pl1Y/qw4T+/Ztux4T/D4s+vlfXjhnVwiYPhopk1Moqm1PdFAP1r3S6rjX979kGzf/bMbv9pAKcBVAC8BOB+6/gHZt+vzO73N9egDyEAb/ZBiX6sfdZ1P2Y/xL4GYBjNtOILAD4HYN9G6cMC/doDyTraKP0A8BSA8dl78TaaafidG+mZWoUxiD+/bkwfNvzn12wbNt1nWPz5tbR+xGtNxogRI0aMGDFirBHWnUcsRowYMWLEiBHjZkFMxGLEiBEjRowYMdYIMRGLESNGjBgxYsRYI8RELEaMGDFixIgRY40QE7EYMWLEiBEjRow1QkzEYsSIESNGjBgx1ggxEYsRI0aMGDFixFgjxEQsRowYMWLEiBFjjRATsRgxYsSIESNGjDXC/w00ob7S9fnyUQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def preprocessImage(img, showOutput=0):\n",
" '''\n",
" Preprocess the image by applying truncated thresholding using KMeans\n",
" Input: Image\n",
" Output: Preprocessed image\n",
" '''\n",
" centroids, segmented_img = imgKMeans(img, 3, showOutput=1)\n",
" \n",
" sorted_center_values = sorted([i[0] for i in centroids.values()])\n",
" threshold = (sorted_center_values[-1] + sorted_center_values[-2]) / 2\n",
" \n",
" retval, procImg = cv2.threshold(img, threshold, 255, cv2.THRESH_TOZERO) \n",
" \n",
" if showOutput:\n",
" \n",
" fig, axes = plt.subplots(1, 2, sharex=True, sharey=True, figsize=(10, 5))\n",
" axes = axes.ravel()\n",
"\n",
" axes[0].imshow(img, cmap='gray')\n",
" axes[0].set_title('Original Image')\n",
"\n",
" axes[1].imshow(procImg, cmap='gray')\n",
" axes[1].set_title('Processed Image - After Thresholding')\n",
" \n",
" return procImg\n",
"\n",
"procImg = preprocessImage(im, showOutput=1)"
]
},
{
"cell_type": "markdown",
"id": "c8352d5d",
"metadata": {},
"source": [
"## 2. Generate a Convex Hull of Foreground Mask"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "3e8fe214",
"metadata": {},
"outputs": [],
"source": [
"def chullForegroundMask(img, showOutput=0):\n",
" '''\n",
" Generate a convex hull of foreground mask\n",
" Input: Whole chest CT image in grayscale format (512x512)\n",
" Output: Convex hull of foreground mask in binary format (512x512)\n",
" '''\n",
" \n",
" centroid_clusters, segmented_img = imgKMeans(img, 2, showOutput=showOutput)\n",
" \n",
" fg_threshold = sum(centroid_clusters.values())[0] / 2\n",
" \n",
" retval, fg_mask = cv2.threshold(img, fg_threshold, 255, cv2.THRESH_BINARY) \n",
" \n",
" fg_mask_opened = opening(fg_mask, square(3))\n",
" fg_mask_opened2 = opening(fg_mask_opened, disk(4))\n",
" \n",
" fg_mask = fg_mask_opened2\n",
" \n",
" ch_fg_mask = convex_hull_image(fg_mask)\n",
" \n",
" if showOutput:\n",
" fig, axes = plt.subplots(1, 3, sharex=True, sharey=True, figsize=(16, 10))\n",
" axes = axes.ravel()\n",
"\n",
" axes[0].set_title('On Opening with Square SE (3)')\n",
" axes[0].imshow(fg_mask_opened, cmap='gray')\n",
"\n",
" axes[1].set_title('On Opening with Disk SE (4)')\n",
" axes[1].imshow(fg_mask_opened2, cmap='gray')\n",
"\n",
" axes[2].set_title('Convex Hull of Foreground Mask')\n",
" axes[2].imshow(ch_fg_mask, cmap='gray')\n",
" \n",
" return fg_mask, ch_fg_mask, fg_threshold"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "a6e7369b",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"262144 Labels: \n",
" [0 0 0 ... 0 0 0]\n",
"2 Centers: \n",
" [[ 0. ]\n",
" [150.66538021]]\n",
"Center labels and their points: {0: array([0.]), 1: array([150.66538021])}\n",
"Threshold: 75.33269010460683\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x720 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fg_mask, ch_fg_mask, fg_threshold = chullForegroundMask(procImg, showOutput=1)\n",
"print('Threshold:', fg_threshold)"
]
},
{
"cell_type": "markdown",
"id": "e924f39e",
"metadata": {},
"source": [
"## 3. Generate a Lung Mask, a Convex Hull of Lung Mask & an Intermediate Heart Mask"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "d7adfe73",
"metadata": {},
"outputs": [],
"source": [
"def chullLungMask(img, ch_fg_mask, fg_threshold, showOutput=0):\n",
" '''\n",
" Generate a convex hull of lung mask\n",
" Input: Whole chest CT image in grayscale format (512x512),\n",
" Convex hull of foreground mask in binary format (512x512)\n",
" Output: Convex hull of lung mask in binary format (512x512),\n",
" Intermediate heart mask in binary format (512x512)\n",
" '''\n",
" \n",
" enhanced = img.copy()\n",
" \n",
" for i in range(img.shape[0]):\n",
" for j in range(img.shape[1]):\n",
" \n",
" if ch_fg_mask[i][j] == 0:\n",
" enhanced[i][j] = 255\n",
" \n",
" retval, initial_lung_mask = cv2.threshold(enhanced, fg_threshold, 255, cv2.THRESH_BINARY_INV) \n",
" \n",
" lung_mask_op1 = opening(initial_lung_mask, square(2))\n",
" lung_mask_op1cl1 = closing(lung_mask_op1, disk(8)) \n",
" lung_mask_op2cl1 = opening(lung_mask_op1cl1, square(8))\n",
" lung_mask_op3cl1 = opening(lung_mask_op2cl1, disk(8))\n",
" lung_mask = closing(lung_mask_op3cl1, disk(16))\n",
"\n",
" ch_lung_mask = convex_hull_image(lung_mask)\n",
" \n",
" initial_int_heart_mask = ch_lung_mask * np.invert(lung_mask)\n",
" int_heart_mask_op1 = opening(initial_int_heart_mask, square(3))\n",
" int_heart_mask = opening(int_heart_mask_op1, disk(3))\n",
" \n",
" if showOutput:\n",
" \n",
" fig, axes = plt.subplots(4, 3, sharex=True, sharey=True, figsize=(20, 20))\n",
" axes = axes.ravel()\n",
"\n",
" axes[0].set_title('Original Image')\n",
" axes[0].imshow(img, cmap='gray')\n",
"\n",
" axes[1].set_title('Enhanced Image')\n",
" axes[1].imshow(enhanced, cmap='gray')\n",
"\n",
" axes[2].set_title('Initial Lung Mask')\n",
" axes[2].imshow(initial_lung_mask, cmap='gray')\n",
"\n",
" axes[3].set_title('On Opening with Square SE (2)')\n",
" axes[3].imshow(lung_mask_op1, cmap='gray')\n",
"\n",
" axes[4].set_title('On Closing with Disk SE (8)')\n",
" axes[4].imshow(lung_mask_op1cl1, cmap='gray')\n",
"\n",
" axes[5].set_title('On Opening with Square SE (8)')\n",
" axes[5].imshow(lung_mask_op2cl1, cmap='gray')\n",
"\n",
" axes[6].set_title('On Opening with Disk SE (8)')\n",
" axes[6].imshow(lung_mask_op3cl1, cmap='gray')\n",
"\n",
" axes[7].set_title('On Closing with Disk SE (16)')\n",
" axes[7].imshow(lung_mask, cmap='gray')\n",
"\n",
" axes[8].set_title('Convex Hull of Lung Mask')\n",
" axes[8].imshow(ch_lung_mask, cmap='gray')\n",
"\n",
" axes[9].set_title('Initial Intermediate heart mask')\n",
" axes[9].imshow(initial_int_heart_mask, cmap='gray')\n",
"\n",
" axes[10].set_title('On Opening with Square SE (3)')\n",
" axes[10].imshow(int_heart_mask_op1, cmap='gray')\n",
"\n",
" axes[11].set_title('Intermediate heart mask')\n",
" axes[11].imshow(int_heart_mask, cmap='gray')\n",
" \n",
" return lung_mask, ch_lung_mask, int_heart_mask"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "1dd656a4",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 12 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"lung_mask, ch_lung_mask, int_heart_mask = chullLungMask(procImg, ch_fg_mask, fg_threshold, showOutput=1)"
]
},
{
"cell_type": "markdown",
"id": "7ae146ee",
"metadata": {},
"source": [
"## 4. Generate a Spine Mask, a Convex Hull of Spine Mask & a Heart Mask"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "29053190",
"metadata": {},
"outputs": [],
"source": [
"def chullSpineMask(img, int_heart_mask, showOutput=0):\n",
" \n",
" int_heart_pixel = img.copy()\n",
" \n",
" for i in range(img.shape[0]):\n",
" for j in range(img.shape[1]):\n",
" if int_heart_mask[i][j] == 0:\n",
" int_heart_pixel[i][j] = 0\n",
" \n",
" centroids, segmented_heart_img = imgKMeans(int_heart_pixel, 3, showOutput=0)\n",
" \n",
" spine_threshold = (max(centroids.values()))[0]\n",
"\n",
" retval, initial_spine_mask = cv2.threshold(int_heart_pixel, spine_threshold, 255, cv2.THRESH_BINARY) \n",
" \n",
" spine_mask_cl1 = closing(initial_spine_mask, disk(20))\n",
" spine_mask = opening(spine_mask_cl1, square(4)) \n",
" \n",
" label_img = label(spine_mask)\n",
" spine_regions = regionprops(label_img)\n",
"\n",
" # Center point of the spine\n",
" y0, x0 = spine_regions[0].centroid\n",
" \n",
" orientation = spine_regions[0].orientation\n",
"\n",
" # Top-most point of the spine\n",
" x2 = x0 - math.sin(orientation) * 0.6 * spine_regions[0].axis_major_length\n",
" y2 = y0 - math.cos(orientation) * 0.6 * spine_regions[0].axis_major_length\n",
"\n",
" chull_spine_mask = spine_mask.copy()\n",
"\n",
" # Vertical axis\n",
" for i in range(math.ceil(y2), img.shape[1]):\n",
"\n",
" if i > math.ceil(y0):\n",
" # Horizontal axis\n",
" for j in range(img.shape[0]):\n",
" chull_spine_mask[i][j] = 255\n",
" else:\n",
" # Horizontal axis\n",
" for j in range(math.ceil(x0)):\n",
" chull_spine_mask[i][j] = 255\n",
"\n",
" heart_mask = int_heart_mask * np.invert(chull_spine_mask)\n",
" \n",
" if showOutput:\n",
" \n",
" fig, axes = plt.subplots(3, 3, sharex=True, sharey=True, figsize=(15, 15))\n",
" axes = axes.ravel()\n",
"\n",
" axes[0].set_title('Intermediate Heart Mask')\n",
" axes[0].imshow(int_heart_mask, cmap='gray')\n",
"\n",
" axes[1].set_title('Intermediate Heart Segment')\n",
" axes[1].imshow(int_heart_pixel, cmap='gray')\n",
" \n",
" axes[2].set_title('Intermediate Heart Segment on K-Means (K = 3)')\n",
" axes[2].imshow(segmented_heart_img)\n",
"\n",
" axes[3].set_title('Spine Mask')\n",
" axes[3].imshow(initial_spine_mask, cmap='gray')\n",
" \n",
" axes[4].set_title('On Closing with Disk SE (20)')\n",
" axes[4].imshow(spine_mask_cl1, cmap='gray')\n",
" \n",
" axes[5].set_title('On Opening with Square SE (4)')\n",
" axes[5].imshow(spine_mask, cmap='gray')\n",
" \n",
" axes[6].set_title('Centroid and uppermost point')\n",
" axes[6].imshow(spine_mask, cmap='gray')\n",
" axes[6].plot((x0, x2), (y0, y2), '-r', linewidth=1.5)\n",
" axes[6].plot(x0, y0, '.g', markersize=5)\n",
" axes[6].plot(x2, y2, '.b', markersize=5)\n",
" \n",
" axes[7].set_title('Convex Hull of Spine Mask')\n",
" axes[7].imshow(chull_spine_mask, cmap='gray')\n",
" \n",
" axes[8].set_title('Heart Mask')\n",
" axes[8].imshow(heart_mask, cmap='gray')\n",
" \n",
" return spine_mask, heart_mask"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "39f81f8e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"262144 Labels: \n",
" [0 0 0 ... 0 0 0]\n",
"3 Centers: \n",
" [[ 0. ]\n",
" [145.82555344]\n",
" [190.52477064]]\n",
"Center labels and their points: {0: array([0.]), 1: array([145.82555344]), 2: array([190.52477064])}\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x1080 with 9 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"spine_mask, heart_mask = chullSpineMask(im, int_heart_mask, showOutput=1)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "d84981b0",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Heart Mask')"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1296x432 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(1, 3, sharex=True, sharey=True, figsize=(18, 6))\n",
"axes = axes.ravel()\n",
"axes[0].imshow(im, cmap='gray')\n",
"axes[0].set_title('Original Image')\n",
"axes[1].imshow(lung_mask, cmap='gray')\n",
"axes[1].set_title('Lung Mask')\n",
"axes[2].imshow(heart_mask, cmap='gray')\n",
"axes[2].set_title('Heart Mask')"
]
},
{
"cell_type": "markdown",
"id": "b33b3dd9",
"metadata": {},
"source": [
"## 5. Segment a Heart Image & a Lung Image"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "403dac91",
"metadata": {},
"outputs": [],
"source": [
"def segmentHeart(img, heart_mask, showOutput=0):\n",
"\n",
" seg_heart = cv2.bitwise_and(img, img, mask=heart_mask)\n",
" plt.figure(figsize=(10, 5))\n",
" plt.title('Segmented Heart')\n",
" plt.imshow(seg_heart, cmap='gray')\n",
" return seg_heart\n",
" \n",
"def segmentLungs(img, lung_mask, showOutput=0): \n",
" \n",
" seg_lungs = cv2.bitwise_and(img, img, mask=lung_mask)\n",
" plt.figure(figsize=(10, 5))\n",
" plt.title('Segmented Lungs')\n",
" plt.imshow(seg_lungs, cmap='gray')\n",
" return seg_lungs"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "99e9a7f0",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"segmented_heart = segmentHeart(im, heart_mask, showOutput=1)\n",
"segmented_lungs = segmentLungs(im, lung_mask, showOutput=1)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "a5b92f9a",
"metadata": {},
"outputs": [],
"source": [
"def applyMaskColor(mask, mask_color):\n",
" \n",
" masked = np.concatenate(([mask[ ... , np.newaxis] * color for color in mask_color]), axis=2)\n",
" \n",
" # Matplotlib expects color intensities to range from 0 to 1 if a float\n",
" maxValue = np.amax(masked)\n",
" minValue = np.amin(masked)\n",
"\n",
" # Therefore, scale the color image accordingly\n",
" if maxValue - minValue == 0:\n",
" return masked\n",
" else:\n",
" masked = masked / (maxValue - minValue)\n",
" \n",
" return masked\n",
"\n",
"def getColoredMasks(img, heart_mask, lung_mask, showOutput=0):\n",
" heart_mask_color = np.array([256, 0, 0])\n",
" lung_mask_color = np.array([0, 256, 0])\n",
"\n",
" heart_colored = applyMaskColor(heart_mask, heart_mask_color)\n",
" lung_colored = applyMaskColor(lung_mask, lung_mask_color)\n",
" colored_masks = heart_colored + lung_colored\n",
"\n",
" if showOutput:\n",
" fig, axes = plt.subplots(2, 2, figsize=(10, 10))\n",
" ax = axes.ravel()\n",
" \n",
" ax[0].set_title(\"Original Image\")\n",
" ax[0].imshow(img, cmap='gray')\n",
" ax[1].set_title(\"Heart Mask\")\n",
" ax[1].imshow(heart_colored)\n",
" ax[2].set_title(\"Lung Mask\")\n",
" ax[2].imshow(lung_colored)\n",
" ax[3].set_title(\"Masks\")\n",
" ax[3].imshow(colored_masks)\n",
" \n",
" return heart_colored, lung_colored, colored_masks"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "1da14822",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"heart_colored, lung_colored, colored_masks = getColoredMasks(im, heart_mask, lung_mask, showOutput=1)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "07240462",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
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