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@gemeinl
Created November 22, 2018 16:36
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{
"cells": [
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import numpy as np",
"execution_count": 1,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import time",
"execution_count": 2,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import imageio",
"execution_count": 3,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import matplotlib.pyplot as plt",
"execution_count": 4,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import glob",
"execution_count": 5,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import os",
"execution_count": 6,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import more_itertools as mit",
"execution_count": 7,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "for now dont use glioma video, since it has sensible patient data. take random video with inverse problem and try to extract time points where image is all white (glioma surgery all black)"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "paths = sorted(glob.glob(\"/data/schirrmr/gemeinl/glioma/video-frame*.png\"))",
"execution_count": 8,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "%matplotlib inline",
"execution_count": 9,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "def frame_qualifies(im, pixel_thresh, img_thresh, smaller_is_better):\n if smaller_is_better:\n pixels = im <= pixel_thresh\n else:\n pixels = im >= pixel_thresh\n n_pixels = pixels.sum()\n return n_pixels >= img_thresh * im.size",
"execution_count": 34,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "def select_from_frames(video_path, frame_name_pattern, pixel_thresh, img_thresh, smaller_is_better):\n img_ids = []\n for i in range(1, len(paths) + 1):\n im = imageio.imread(video_path + frame_name_pattern.format(i))\n if frame_qualifies(im, pixel_thresh, img_thresh, smaller_is_better):\n img_ids.append(i)\n assert len(img_ids) > 0, \"no suitable images found. try adapting pixel/image threshold\" \n return img_ids",
"execution_count": 20,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "def select_from_video(video_path, video_name, video_shape, pixel_thresh, img_thresh, smaller_is_better):\n img_ids = []\n i = 0\n while True:\n raw_image = pipe.stdout.read(np.prod(video_shape))\n if not raw_image:\n break\n # transform the byte read into a numpy array\n image = np.fromstring(raw_image, dtype='uint8').reshape(video_shape)\n \n if frame_qualifies(image, pixel_thresh, img_thresh, smaller_is_better):\n img_ids.append(i)\n \n i += 1\n\n pipe.terminate()\n assert len(img_ids) > 0, \"no suitable images found. try adapting pixel/image threshold\" \n return img_ids",
"execution_count": 134,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "def find_start_stop_frame_of_consecutive_groups(img_ids):\n img_groups = [list(group) for group in mit.consecutive_groups(img_ids)] \n start_stops_of_groups = [b[:1]+ b[-1:] for b in img_groups]\n return start_stops_of_groups",
"execution_count": 22,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "def plot_subplot(subplot_id, data):\n plt.subplot(*subplot_id)\n plt.imshow(data)\n plt.xticks([])\n plt.yticks([])",
"execution_count": 23,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "def plot_selected_frame_and_adjacent(video_path, frame_name_pattern, start_stops_of_groups):\n for start_stops_of_group in start_stops_of_groups:\n for i in start_stops_of_group:\n plt.figure(figsize=(10, 10))\n\n # frame before\n path = video_path + frame_name_pattern.format(i-1)\n if os.path.exists(path):\n im = imageio.imread(path)\n plot_subplot((3,3,1), im)\n\n # selected frame\n im = imageio.imread(video_path + frame_name_pattern.format(i))\n plot_subplot((3,3,2), im)\n plt.title(frame_name_pattern.format(i))\n\n # frame after\n path = video_path + frame_name_pattern.format(i+1)\n if os.path.exists(path):\n im = imageio.imread(path)\n plot_subplot((3,3,3), im)",
"execution_count": 24,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "def plot_selected_frame_and_lookout(video_path, frame_name_pattern, start_stops_of_groups, lookout=1):\n figsize = (20,20)\n for start, stop in start_stops_of_groups:\n plt.figure(figsize=figsize)\n \n for i in range(lookout):\n path = video_path + frame_name_pattern.format(start-i-1)\n if os.path.exists(path):\n im = imageio.imread(path)\n plot_subplot((1, lookout+1 , lookout-i), im)\n plt.title(\"-{}\".format(i+1))\n \n # selected start frame\n path = video_path + frame_name_pattern.format(start)\n im = imageio.imread(path)\n plot_subplot((1,lookout+1, lookout+1), im)\n plt.title(frame_name_pattern.format(start))\n \n # end outlook\n plt.figure(figsize=figsize)\n path = video_path + frame_name_pattern.format(stop)\n im = imageio.imread(path)\n plot_subplot((1,lookout+1,1), im)\n plt.title(frame_name_pattern.format(stop))\n \n # selected stop frame\n for i in range(lookout):\n path = video_path + frame_name_pattern.format(stop+i+1)\n if os.path.exists(path):\n im = imageio.imread(path)\n plot_subplot((1, lookout+1, i+2), im)\n plt.title(\"+{}\".format(i+1))",
"execution_count": 25,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "video_path = \"/data/schirrmr/gemeinl/glioma/\"",
"execution_count": 55,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "frame_name_pattern = \"video-frame{:05d}.png\"",
"execution_count": 56,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "img_ids = select_from_frames(video_path, frame_name_pattern, pixel_thresh=.98*255, img_thresh=.95, smaller_is_better=False)",
"execution_count": 57,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "start_stops_of_groups = find_start_stop_frame_of_consecutive_groups(img_ids)",
"execution_count": 58,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "start_stops_of_groups",
"execution_count": 59,
"outputs": [
{
"data": {
"text/plain": "[[253, 260]]"
},
"execution_count": 59,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "plot_selected_frame_and_lookout(video_path, frame_name_pattern, start_stops_of_groups, lookout=3)",
"execution_count": 60,
"outputs": [
{
"data": {
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LOEckePswJw5D6LwNaX12lRACEjcIUZCsiASiKr12oOK/g+cZ51uEEDApz1DsPP9ynjCbl3wzOoOopWuIgqiVchox6trv3GVCELqgaAchQtDeCcrgeYRohbCE2Aki2c8ZAc0EUTRk5hu1zRlsChK8jWmZZG4WfjIw6d0sE0ofF1WGXjAW7lTM0zpVlbwuM14eMoIQDEL9FCOa0Ette0o0QTE2ChGQzJmrUPIPQC5dot7lNS6lTUdR/2V5IKsUIWff30/6/WRGlkImqKfdBObJ6IKzX9ngmsAiGX3Jrxc/LpXn3AQWaXwuvZ/KKELA+/wpVdqLkTByLk+hCVkgY2RRVpZJeNvdB5JlViKYKQnjYCBHlJz82uTAu6fUCzlBSkZKhiQlZ1guxgpc9rBYrOi6juXC60nF0+UMq1XCsvi7pPc+bLXMmAmqQgBSDwer0g9nw7JgvZBSol/5fcs50/e977dE7hMpr5BsxLxP6IWF7XF95xb/8Ft+OXDj4p3v8pOP2u/84A/+IEvLzKbE71OAnLxvyeLDhkwG1XFUZIAksgXIoOvDKPrkr6wBlhjGWrI+grpzQdYTTt96R36/R5agz5lYxhFTZiNPr6VsH9JO8q7FyiVd7ZeyAiTUxmud5jWUc/31PaTJMhlhTc6npb4hlLWkjIrS26HrqBAvR01f+7DDo1rk6Lq8Wz1Ob0uuCw13SFPLjOhwzjVYKuPasQ4yaej4M5Q+3ceOojoc8uBZNq+38t64p77oqSFxnrXJ8Gw2Y7lcPtJzPq76vXH9Egd7B9y88e5t+8wok4gMQckCIc6wGNCtOd3Z02y8cI6f+bW/iFc/+DK/7Gd+ghdz4oWcUeBmTnzkuQ5+2pfxE8G4cuUKOp+TJdAjmAmhDIysqHJQXxV/EHivdRpjJOc6uWp4cuADdH9JvV/UiW55QZCBOuGarhXXNnD4c3Yo7SEMk3o838k8G/DZXM2hPgNap1F+Dtk6xfMfeIFrb1/GVitXGFgZVMSMiY9AXEGX/NgQIdSThVJdG+MSLOJli0pKPcSOYdneAAmFe1CfeJhPLEZMvgdzAskL7x92isMjMBvqFR8lFHbYZImRCMFIKly+9ga3dne4fus6C9vDdOkEGGBByTo5tyqaAhkQiYQ4J87mnDr/Esvlkr2DA4RNFktFVpkLOXNwsGJlC8yM5XJJitfo93bod66TVyv6fIDZPiklLEHQjmxGsgx15doYyZzSP9RV6VFKsGLc4VgdANIhscNWi6El5GHEdlRfldnYOEWcz9i5fqvcQ11b8nYiTcZmmCkjHMrMcZrvg3hunjxU8rVf9OQEksOEjIRkwe9lafuSvA8RESx23hYxUkp03RzD6KTHTAldIKUVSTonIcXPeOrUnC7O2T1Y0Pc9GrpCYHROfKKA+ncDomFi9IgPvnNGBYIqqoZoJTfECRkNdBFyTswkOPkbGdgTjYoEAzG007JN0NJFSicE9YlJJiNqTvyoT9gDgtT3rBhayAbByxvF25gaRBNmZn6MyEBe+IBfiObPRVT1x7s84lqei6AM5PVGBtVAX9qwalGjCMyyDN0Jkunq8zbBcdqGWBRT3u8WImcYR1gZZyhxQoJmcSIEgaU5cSVBMZW1SVXE5xRJXI0STchkQiFSjEyY9k2l/97ITsT0MipSnKxRxGBZL07G/tIs+VuujLmdBBISkCWj2dtPVidJRJ1sT+pvMOuE3hLZlGQJcsTUyNHLkBNYSsyC0sVMWhiWffFR1ZAsdOpqxyQJMz9PVOH0mYhluPruyhcRxEmb1HveYuJlUCVjSOgQjNlsxupgn94yqq5U7/MWq5iYA7G/CUeQ/08jzEo9T8mCpwiqqYwZgvcpovQ5DwsojuCT90MEjqVpukreBLKt0DK2UVgbV+sRdZSzExWW/Hn0jSu0EO1q9TkCree5xwn92j2ZDvNCIVRL2aKokwc2Xkue1IPi5ESmEteslSPnFapKNu9vh7Meutx6rcN1UNZh8gq0Y01GKX4/MD9nn8owckrc1Dx1LIsKY11mUHE9pCXQMN4vLeUf7vdt953CdqmnFziiERQVKoWgqdeTUbS0hclipwQvu4S1qlHVch2GpZX3JaWsWRJBDp33fcLJMc/zfviOp4bEeZYIHOCREziPD8rO7i12dneAIxqvSKHmS28QIkJmY2OD5547y+nTZ3ju9HmMFV/36Z/OhyKcE+gKG/0CHRsCr5w9z1sblzjoEykZq+wrjrlP9MvVOFBb0wk/OGxubrK/v3/P6Z80k7eGCiHESOofxGTUJ1kySNp9emBSZmrKuAx8JGpDrURPeQUdtTRhpT0NNg5H5zRMvvEJqC17trd3waLnL2UJvq6Gi5QVoclDo1KIHhu5AZVygJOxEMZyFoUQZRU8Rien6jMgxTSpYjoA69i47XnNofad4z2aihM1lMFQCGQ75WUSpU/GW29fRcI18mrl5dI41GuIPSklYozDxLjvEhqUzIpeXTGQ9naQnJlLZrZaAq6I2F3dQPtIwkj0LJc9IQXScg/BWKwOWCwXHOwdIMuAEMnLA6+XjA+oCsnsM+PphdfJWK3LerHlPpihEpBZ5NyFc7z71tuTY3uKVoB18ss/D3b2YXuBzMK4ml/b//S+H+63RZBc+/OTSd6sI/PaT10kbH6IpNktnyQTw8zFa5IIdEhpD6CjqVRRyM1i5ySHRsQ8TeoNEV+dCxK9XmNgc+MUs9mM/VUuarKASiyfVb0TBzVJlEDWXJ4nQ1BUXdEVgq9EigZX1Qj0EWYbMN8IPoE3CAREDMEIGAElBMGKuidGf+BVhdCJL37W74ITRaGYYZmbdznhImiun/5ujkVRIJbpnJoilFZaj4nKQDg4ReJmMkF0IG2C1p7WVTxRR3M1Mx8E14FwsWDzSZoqmvPamEREDk8ZBoTphKI8J6k+MFIUaUV9BXXVd5w2zApxjUFfusNc+KBc+tAwydunj8ODPuS7BjUEQcs7xko3HADDyZIVYJbLorlgA0nrZEg5OaHUrdU6MEALSahCCP6Up2Ro7FhlI4Tg12CQSFi5/tk8Mp8Lm3O4tFiRen8dLC36a0PNSXwDC4ZJIKXM7l6i73NxC1CIKRFCDE6E9pOViiyYJYTAYrHAkhXzKUeHsRIh5UwXIr6AsnPM3X26IOImvbeTH08BJpPj+jaKk0Wc3jIRpa9z+TLGUECCjsteKfhrUgC6NTULUwVJ2V5VIK4ScWLVgvcjGVDpBkXJqNjAF6rMlTBOrIyXogO5AUPfYGXCjpJZJ2XWysakvEN+uqYYWbu3tp5+IJzqpSbv+5E0LJaxlsehnk06r4+ivKHwzXlCsMSySLFW37WuOKQYqudRr7O+cD6xppmcP1Z5UTmmjkyijXUAYRytVOKq5DModSoxU8tOQotavd4nFS/PukApjEqjjCvFjWFbfV8yOff7QSXiINHn+7MCeWpInIcNBV586RxX37lB38QPd8WDU0YdUhdYYUUHlF5Toz9IoQPpSPOOsLVB3HiOrRde5eMf+yCnbMkHZDYK9AubvGGBaMp8doqtbs62BuaxY9En0nKB9YnBNEFWiIWJ3P/B4H4InIYnGakQOMNrYq0PX38i6tShP7StIpZjfAIiKJnI2efO8eGPfZjr71znS2+9fVuuI6YvXfXReSylsHrucr5QJxMjKUFXyBYp6hszJwdGRgcMlje3IWxBR5kFUAbYaZy3x8mrRPz7sIIFmMwm+5XQdaSpWdNkMNKbH6/d5uSYsQ6m8uk+h3VTKhFkcq5hX1hMyiIMYxJzJYkVfa+IYalHijMQmQwojW6NO0kCs5ImhOBS/zxj90CJQQhhRk4BCxHMiH1H3/f0ywPIiWDGYrmLiHCwu2K1EHIviM0IeUWfV0hWjOgFTctaEAaTptAB2e9Lzn5rU8JvFmvEShZgkXj37XfwtpO8MmUTUipKsCH1+NUSkLCl15HfgNpPC8WWa3KvZBgcu0mJFrWO4SaDWo49OS/aylWm5YIUF8hGKAY9wjL1zMLMyceAE2rBJ7/dbE42NyNJdWEh+wpg1wX6RWK2MQONuHGR+sTfIje294AF2hViR4t5Y1GrhC56OxeDYFg0RBQs+bS+mE6pAsH7KA0++bMIs5nx6ktLXvlAZPsg8ublfRarGSJGmOEk7wySZKRzIqdXn4BrJ6RZ7yqOqKVf8knErFxnKPKXIEbM3jLEjBgE53qkqGqkWPONE/SAmzwVOthNrHzejwpoIZBnBioCyVVAKq7qUXPCpxMIiTVTIyjdTSrdptl7VjSM1qk6NpRjUPn6VR7HP1LIqLnCzPwJzQKrarpaMryNSC/oyv4g3r4MHQx0zYxgQlfyWaq4soZqPqVFYVl9KPkxIkY0BSlvriAkyaRYlEIq9H0iRe+PU/Y+VueufE7JyCvYWRo3dpUcAquU6DYyIWUW+4ISUTVCrGJD71BSVlLOWBaQVEwT3XzLgL6sLmQp9ZmdaFQiiLICxBTVjhRWYEtSCOQ4Gye3JwBm5nUajqMcn3ysmUlNnpv6LMZj9juhMB6vh/YP2w5tr+n0cDphUH+sL2+U88mh4w7lMSVvqGkrKZXWSRlgNI+qRFH2Z3AgrDic/+3XcuTuYTx2b6qhusbmZo4TMrCSTqqFsCnlCSNhM62Dw/Vfj4l1LHVbfZXMpmWZ5HvbdqDOGfXQtd1+TwK5Dt+rYjLcXgZlco90zGNKJj4I8ua2chKmAvn7PPYZx7nzW3zopQ/w6ksvPu6iPBSICKdPn757wscMO7xiK2VyqgJlsjSfz4kxMptvcuGFl/j4xz/ORz/0MhdmM/o6Maxz1tJBEpR3r71Dn5ak5QJF3OFx8nVxcvbJRY5lZf7hvM3rfXjqVkcaDqGuDdx53Kdy+NUw+S4RCoHj+bgi5PkXn+eDH/wgF144z10l3iLj3/3sA4pjimP23el8RUVT815T1Cgi0R0qFnWAUNQ7IqDK2fPnefnllz1N/aur7u/hb2Njwx0Gh3DkfvfZEYc/VzWEgXyJMR6b971gWKUvDoyzZJ8UiitXLCXMvL9ZrVaDmeRUNi3m5gQ5u5PjjPgA7059kcAaEVKJtDCVCldC5bBixgmYrbNnmZ2amJrd/Wonx0/LIuufJamfLrP+lJwc8qaiXt0nPvEJZrORRHRn2R05Z1+9K6iD4jNnzjC8siZ1JyLEGIkzN5GatsksHGqbRYVhxQNKSRf8cSNJIgRhc9NVNMPKr/pfCMrWVizfpTyqQrDMvDPOPBfZmsOZU5u+PRRfO1GG/Oox1VeOKOMzqW7ONH3n1YlKEFdHhEn7qCZTh33QVDMmN6Fyc+lhwZbSvcBAYukkz6rYUcSJH3GSKFpJK7b2J8W8zK/t0byrK+Uehl5z9FmkTPozq0Yi69272O1/fp0UC9Kx/obfxXbscH2b1kU6v3Yp+VcfRVq425pXKO2h6wIhKDFG5hux9K++zfti8e9BXdElRtcp843AuQtznntuRiyzmNo/Sr0fIoQg7rtJcNWZCDHWtizDtQDF31Lg8HO1vgA5ub8nhMCp6Iri9FmDDv8eYJ536AMmS2Xj+Y/CEcOJqTgFWGuDAwmiemgc+egxfUbWiZO09v1wXRyZ1/T7fRAh95b27opf1UL4FN9uTx4C9zr2hGdQiXOcguTa9T0sX+LWzvZjKNWjwc7Og5OKbmxsPCJ1SR4mf0R36th1c7a2zrJx+iynL5zjxQ++xMfOnuZcclMNZZRGptDxdm/82Gtf4N1332H7+jVWiwP2926yWu65raMxOgoVmwxe7u2tfj+qJDN7oPeh4cnAUXdfjmVC/DW2cXqTg+3d4WgDsJ63336D3O9wsMw4iXOHN80kQpL/nqx/DCFDdPRRMxaO0WN4XSUOk+OPIoVgsDeAyexB18pgGkBGE7HRLMmxs3fAKhms2SWPg2or5bFDkXjG76MPnCzw4iuvcvny5cGJ5TTt4Ih4sm3q+N1wyT0TX0Ay0UOvPddH3ORciKpsyizM0DgjScCykeuSSnYbb5FCGqceMSdx0nJFthI1LyXyqve+KCew7ASz3WFYNEiLDVSYnz7D4uatSZltINcqkSPFGAYSe9u3oO85jlipChOKosybTS1TMQea5H2nHA7V3PHX9BTj4OB5FOjPAAAgAElEQVSgqI4UESXGzp1ax8hisVhLm1Lixo0bmIUywY2I6OD0uJttELKb5IiEYWlZNZJFCcUsq0ax8u81r0Av7jNgPg/u50TjqLyR7BPqKKgaW6eFVe+mgSJF9Iqwsy9ceRe294zV0ifRWoqiRQYjkvzcmgmRQuyUibVkQlns1NJGYlHfOAEgUDRLsRAvYViHKekLyROtEgjZTaDKc6omxX+Of1dzh75qbm4l2RU3VX2jCKE4TY9aVT6F2GJsmY9r2lSVBjnn4oQ0k8tiVHU/peZOjQWQJGTNzI7qsq2YjEkRgQnkbPSl/w/ipmXJqomHk1vJ1xPcH1H2cweMjNKZm3vFYo5WvSarCskSFpzQmQXY3k1YX0yugiseRTIanWILZqQ+k1Lm1s1RbChipAQqQojZuWyBfpVAilLSBLI7Z0bqq1BgUP+5SaPlGr0tQMhucmUA/v6QCaFzkpCfRlOqBwG7P3Lg/UAPm0rdL45QqEwx9EWP6HqORH086tBv8nuqIBnwSMs6+j265/RSimhH1/njwGjE7tfzTJhTvVdznjsdc/3m00vg3K0+HrRPoUdB4IgIpuaKhThDO6XrOrr5nNOnz3D+/HnOPn+e58+d59Vuwx3UlWOrhG8b+OzVq3zhJ1/n0htvcOvaO9y6eY2dmzdYLBasFktsuXJTqpQhJV+8Pi7UObfX9cPy1/Tyyx/g0qV3HkreDQ8OVXFiZmtKMg9venw7Otjepmo5xxaUOdhbcvHNy8Us5qg3zFQveniQNiU+JpGk3CiZ4Q1WTWKsKGkG3w3ls0pv68pl3SfuewBTpKtkC/7shELmxICk6KoUzcW/RBjSmpmHFpeJwmDwJZEJEyVJ9YsTp+Za1VSITAjK5cuXi8zfVQ8hhCMi9E3MuUp4hhAClhZgNRy0y2sz42R7fSVThvPk7H4Zqvqnm8+QWL6Hbrgtkl39YOqOJlNy1R85uWnVYknf96TVClLGUvaJSXJzIydcpqZNNtQxwPzUFmm5ot87gJRZ7u6vcyb1ftY+SkbOB2T0bXMMDCBEPvrxr+Ti53/4EB1jWHWGcridymS0dxsPVgnyk+P3q17tpUuX0M0PDgovgK7rmM/nfp9tGl57XREATjrWKFX7+wsnR8K8+I5xaYWKFL82TtoAA9HnyobS1oO305wgq7B7kEZVz/B4e8lv3ciozAArygePIHdjO7K7WA2T4FAcF1cSx0qkJw244qKSOKE4ExYdCIT6lAdx3zaD2VMhcIoRJsqoPgkUnzU68VtjMh4vNphTlUsmiLq/83JMVd5Uh8lBvSxHRUGZeoR63FDRYmJVV7gnSi5xU6ksuEsO0WNpUb9DMBN3cpyCdwK9yaBgEnFPEpX3r4olDyQhJUpQfVMVmt2q82VBzOhEsBDYFn/vLZMO7U2DV7YpbnNnFL8S9Xlwnzc1bU5GCOIOi3PA25hxatN46eU5b7wG+3uGRKXv86DSsRKlSkTc5AroC9knYkSJJDJJ3WwR00GdedLwJLXlR4pHOil/cO1mWHw+tO2x43B9Dr+fhGfmfstQHAfn0YfRk4WqnpsuJ9wZTy2JUwfTz5rD4+OwsbFRVgFPWH2I+KRLBY2B2cYGenrGxulTnLnwAi+9+hKf/Mov40wuITknA7MF8FmDv/fDn+XyxTe5delNdq++xd7ODQ72d4tZVSZbcqdfdrvlwVGYOjl8mPX97rs3HlreDQ8KOvGFfVxbOPq1rOhkgl7F/qV99ccNwWz8rIRK8QPgE+fJMcWhrWdfdbuFiFEpRtfF9qFCyqRchLi5gZk5wTCQPEwm6BNHtzEM+15+5UNcvvxOubLsE5FC4gj1eEA8KpWuyb4DMtG4dvNCBh35PiuyU5G1hzYjdPMNFovFkSuRm5tbLBYLUs6IdOuDEoFQSCIR8fC0w3OeixNPRSQTQvR+KQS0mxG6iIZAj0fVUgsePlo8xG3OvfucMMOKaiitVuSUkGykPvl5kisJslAmIpN2FcNgnw+wWiYkCySPHObh04+orEN1dGjnMdtrhRq3blw9lG9tn8lJMJnkM71Zd+we732g8jTh4OCAjdMdUnwJHBws6ftMSh4dyiwP5J9Di2TeI7/VyDIaIybBHWeLYqZ0GjEN5VGTEppcUZVBrBq6fUIILLP7cLJgxcQINFTHxhQTlzqJrv5xrBA1mRR6VhJISZjNy2RcEhqcmESsKHMCoXPHtiHakOfg28a9OhWiQAhlcl1NqLQoRapSpvrC6XCRx0yhs+rHpWx0D1VoLt/Fe1OPZDWaEG1kXHVU1YLT1eMpF14+n5jWWLvtNfOANJRvE3cYjBZOuFxL8Tc6oPoRylLcltvozSqW4VIqygUxwxCQTPXSRlFAJXEFVS7+lHJhgrUc66G/wTJ0KixTfSMmYhfpV06i1P7MuzDzCIWLUW06msBKIeJHt6c5QU7KrRu+vlGdqPpxPvATNSdyTN2vYWkLSTxylUh1yuoEYLKRmK9hhhsaHheePFLhhKISOEcQ+Y8DU3M6H7Pe+5voqSVxAObzuXudP2nExXvASXScq6qkoBAjEgOzOGc2j5x9/jybp09x7vnzfMVXfDmnZz7tUgPLHsYuA9eXC77vRz7LW5eucvHiRVY3b7C/t0Na9SwW+6R+gVRP4HWidh9N6WG3u9Vq9VDzb3gwCNpx4cJ5trd32T+4VzWflgH2Yda9qhQKUcjhJumD61k3Z9knjjRvGpIesW/qRMGX0v17Na2qahp1dclqtYLaDFXWzmFTHaqOipqrV6+5c9TBXGu9bIMSQScrtROyZWr6VJU1i8Xxz8Jh++EQAqvVio2NjfEZmpgkxTAjBSNLJqd1ExevlolIeM0xpKz5NlF1skZioOvc1FNi8PC2Vl/Mbp61Wiaylr7GPJR03/f0q1WJdFVC5OYxFPBtkcmEcYZWQ4uLk9tEd55M6se00y937Kvuxlpnrl85ShG4rlKi+sspk+Xjs31ipsoPHK+88goXr8FisWA2myFSQiCXqGb++I0mfm7+wfC7+meqpmoSlM3NTXpzQk81QPFJk8VJX3+GnDw5e26Ds+d8knv5alnoklTyH8ken7SWPqaGF5c8KuPEnz2RRB6UQ7XMY1ot0axEMjFWhU/x5ULxmWNOCRwWvauOapjiW9K3l2dH8Ogn9bdHVHJCwn26lHMU8qc6S65mQKNg7d6nRk/MJOqYicXackB13KrliZp06xUrq4RZyfYYLnfqduvw9/qKqEsOHjhqWkBvD6A1qA+qynKZ6LpIyhA7pV95GVVlUGSC7wOPcNWX7lhKqPFKLlaSP/XCrVtuchCKeVYNBezX5wSQEzMKoTgvzdn7SvXGMYz5NNCFmXupb2hoeLbwpDz25T3YZ1ed3o9A4KkmcbY2IsuDg8dCnm9tzVksPOTsSVMEhbIy/livST0cHArMIlEis405p84+j3abPPfqy7z08Y/xqY99jFezDwAQnxhmg88JfM9rF/nsFy7y5ud/nP3Lb9Hv7HJwc5t08xpxceB+KHpDFj3kVVmJami4P3RdIHQds40Z+wfTNd36F0dzoQnssBs4qbawhnfNoQybD4d+FCdw4iYbZ89x5sJ5Dnb3uHX18mQSX81cAipCFicZ1jy51TQ1klWd2JWJ2P7enu/TEoRXoEae8qWMYtYkOIlQCKJkeVjZFNyspJ9MBqopkFYTENW1d6kVaftsNuP5558n58w7714/su5lzSVqOT5ACHNfwy7nMrMSQcrYPhhmCmjXrR2bc54UFExHxadYBjWfRIYZJkLXbaIxkC14PZkykzBMcjw0s5JjIPSQ8xKs9wlK7t1kIGVSWpGtxJpRI+eyMiyCR4fScXbW94UsyVha0dvK1TC17CVkuketssmnseafKFXfQivGKfJabdRaKJ/zUufFV0/dnxelfEWNZeZaZfDtAsV5CuQVo0+jI2/pU4l6KRo3/P4Gpc+JoB0qbrKRzZ0CZ0CCP98J0BgGB98ZQczbjxR/VSk5OdYno9so90AiURSTgIUZYpmNLrAV4ewM0gKuR1jlvjjAFSS6mRRiaCFcJDBMvGMQNBqqhsz6orhxxU6I5R0bcIJ35g6LY5dRhXk0zs/hjAvJ2LbMMjvZEvFJeSjPVSwT9o7SJZmrQDqKnxrz9HPV4Xd5vTsxkz3dRgknjGaiGZq9p5Xic8eZ1CdB8v9+cA/lF44ln+aTjjXnzKqYwm5I8XAlrlTxyYP7uBH1MO8eo9PoLZDFfTN1EpzvEPetk80JmRU6dCcqhloidkKWhFogr7Lfwyz0K49m5mZQXvIQlGQQ5wbBSH0h/iQjvUe3yxlWy6K4KWqsEAuBI5Bzj2rAxDwSl2WyZCT68da7EsiiIiGQWdGlHpGARR3Nak8I3mtEtScSVTFh49pG9flzL1fpgr1H5yPomTVleySYqhPvo39fU91UXzpH55+zPLK2AhQCJ4/PrBWV8z3gqe61rt/cfWzjwA984GVu3rzGzZs7J4rAAQZi6nHD5eKd2y3POzbmW3RbG1y48AE+9hVfySe/+pO8emqLMyV97Th3U+aHrlziB/7lj/HFz36edy69xe6NG+zdvMne9g62XLBcLmGVoF+435KUT9KcouGRIXOwOODKpUukvOL9mIhsnHqOg/2dcXJ91FBgUNEIkOi6wKsvvcz1Wze5df1aObasShIwEawoa4D1F9ngmdRTuwKHMf+pQ91QZ3xhfduQ1cQMRGfFnGI2+O2wKYlTo+Pk0SfOFNqNr6WrV68CEOM62TJUx11e4qLmap44RqPrpsTNIbWLikHuR/OEooxRFZ8k1PKqEETp5jM3jYnuJERVCV0c3gkppeH7yorpVOpZrRbkVG6XGUGUZFU1VAtfVRrlhV6X0YOOvmyq6mXYV+rjsP1ZUTSyWo1xPe+Io0ynjto3+Z3hsJPr8XpsJJLg7jarTyku/tRryMaXTRQtY4S0EHwyLMDoq4q1Z8D9hBSH0UWNk5L7spnNZnSzGTHO/f1V09M58SKwvzAuX+qRQsyGENyEqjzbValQBXl+XDGLKtvjhvDcuRmr3k1YEPfNVS1OPBqQO0UOwZ+NrZn7Tj8lQo6QUwmxru68Vk0GdYxqpadGBY6KICX0uIiH9K6+bEL51Fybu4zRpsTwANIZUY+oFUXvsY0/W1BVQs4grlKpTp77bIW/L0ZU5hHznFT2OqyKqWr4pPVRllEBlUt4K3c0HSkx9kjiJnr0hglE3PHxcqGsVgYouZpHZXeKbQHqrN39VxhiNeS5DpGoUrJiFuhtOxXPz6FaGlcH/1ncz5OB+78pbY1KcE61YCcDa5PCpxzDG2hQheGLMPd4vMK6RO0hw8/0Pp0eN0wwrcv370T6+HN4/o/jsVF8vU4i3Bal+Q54KCTOo1CmPG71y8WLFx/bue8F555/nhvXrr3n499v3YoIW6dPs7t9/86inbxRclCIM8KsY2PzNHJqAzm1wUsf+QgvvPgiP+MjH+HFbGxMbN33BX545xY/9OOf40tf+hLbb73BwZVL7F69Ql7uk/Z3ycsVeXEA/T70giRfyTlSZlwG1z4POZkTj5OMqdT6AedMHVpsbJ5msb9bVCHFdIEO90hgA9EwnVZMFpbGLZInk3ZKimGmN06OJy+j7e1dfvTHP0da7cNyBWZI1/mKozvB8M+a5xDNqipwap5lWiW5FKz4yqnmVeIuQmUavnr6nToJFCTMAVcJnDl/nufPv8BrF18nZ0gk9/2BosUxcg0F69lkrDouFhkW0l25UDdPKuCIyE2iabg/OWfmm6d54YUXePPNNyH3axyD6NLrqihbxErI82LeRF3tJxPEiS2fGHu5Nc7Q4HUsqu4fp8j5K6k1LXfuV5Cm+5Q+GWoronSknBCNLr6ZNAExBesJUYizGQc3rk1Inklao86UfVsN3aLKbHOLpe3CYnlbnR2POxCKR6Uz87Zym93GyZogHYfZbMZ+rqZGOoxTtra2OHfuHJffeXdC2hxu/zqYTElpT9P91axkuVwiEkqI5QDZCLNAt5nZPCXcuhFQy+SYIcDmphO1vWXn+aL7zvG8QYMQYiF0QkbDOMntZoAEVLP7vJmV6FWxCK/E0AALcTumG8WJbI+4sqaQw8WvLYLR4U5z48RMKlbzJxX3aWPj4DTiBE408whW6o6Ru1KDCnRF0aEymjqeXKO99446qfe6dzfFokIyjzhlxdG087Ge1rJv7xGiuA+dGYC4364I9BgH5XF3Q2FxMg2QmL3vT9nvfIS5e5p2xSFGLMoccAInJSflnNhzFWX1vZOTR67ycOPQ92P48dTngbzxV6YVdZH7xMk5o6alm4pYVsxS8b9zslpMSunEkDjTd/Z0neneM3iQpblXNPLmweFB1OVUfXNUfuEx+shJPmQbTGOPmZAegYfyhD8KcuWkqV8eNHZu3bp7oocIM2OvhNJ+T8+EJCANfgFMhY2tTV555RX01AavvHyB5zV4ONIqs8yZ68DlxQHXLr/DcmcPOzjgYHubtNgjHSzJiwNsufSVumorbXbs82LFxOqFCxfey1U0PGY8vH5iHPCtVgsnb2R9wl4jXlQjPSlrn9WMar1kwsHuLuPsfWqWtZZsUgRF+hX97ja5+oyJwSMGSahL3OvqGZ0QOpUYsmoKU9MWxU1R30gleIZRk972JyWdSMDEfcWYwMFixc3tHXIhhFSjRwMJigv2y19RDBmBGsNYQhz+TMLRf3rcn/s7kNixyokbt3Y8jLDGtT8N1cysXLuKby9/Q7nKpNnjJZdJdehKGr/uEDoPr34MJLkhUk/v8n4zQk7u6iZFeqkmUqWOK79WJiVmhs5nfOjVV5mGDPcZSbmfx41sc2a5v0eZ/UzYxOOej9r+anwfPWLfMciTVaTbBkUnm8x58QMvc9RkcLFYcOvWrSOjUVVnxof7KtUx3PhA+tj6fTAzRN0xf86wvwfZjKyjusfdMJU+SIuZSfYojKJV/SIgRoxafDiVskjtJoTRh049zobjE0IvsFBhKUJfFBrF/zFZjBqDT4zBz42W/YKrBrTsE/LYWxqIZaJKMa8SQnaFj3/mtd4I3BRb72M181nDmqcvGz/FXN0kxcTN/8b9aiXSVyXgMsM9G/PTwaF1heEyqtpeVitKuHGYPi/TyG3AYNJQHWl7O/RB33Rtpvp0qg7oZShQJZfrs+D7zdbbxkkMxX1SCBwofQjVLOpxl6bhqcS9tJsyPOkfysLvPZwY0LVfd8dTbU7VcDxqaN7HiTpwvNc+t65aKkKKHV2IWDdjPt/k1HOn2XjuDKfOPs+Hv+LL+Xlf/Wm2gC6OslqLymu7u/yTf/4v+NJPvcHVN97k1qW36Pd2SQdL0mpBWi2xVTGlSpPBw0RFcVSZqllHw9OFh0/2ZlLxxjg9V7Z+2M84feH4p0Emk99BUnFbkvXfPTb19xt9JSFszUnL6vT4EKlQs60Km3GWNkzoRdUH2ObEjVWCgLAW/tsmg8Q64VRVUvWbY8rBwQEHB0tC9LDH1bTL+aWwZm4y5BXH6FDDuSZE1PqA+/aBap6YSIUQ6Pue3d3dwaRlep/EDJGwrpgpYeFTSmtUm3bBFQQxDtcqxcmsBEViIKhCPlrpkm0JWcjLjOFhm1cIqpHk3lHcwEG1RJlyosbEI+ehynJ3j9dff31cmizbMXMCJ5fPdEQ7W658X509KT65OXK8MlXg3KuF/6F0UtrxUJSTPwK/+u4VQniFrKOpYG1ze3t73o7NiljKn8GhLR16Hqz4LxlJlimJ6koEiZHZRnm2EuzsZQ/zrQJkVAMpl74oeFSqbqbEzrubENz0RNXDhJsZWdb7nhpS3CNRUdK7CqL6zYkqJGCRjSCGoGxNhISh+F/xyf1IAgxKHNViWmUeNlwELRNvZd28qkMGHzsibj41JWxOztT14UIpxI2O92Wq9rS1iYV4u5DRqXQQv+cq7ouoPtseXEXI5m0h1/46VoUipKX72xnMDEtbTLhpXy79VzZBSsjxqvTU4vfQ85Ji6loiokVX2fQ9oEYgkMwXUnx/KGLUQgKJuGmZ3u/U6cmHHTZrfcpRmlVZ6Goql4YHDW9X1dfSI4W5+aq/s/W+5i2NxGl4YmDmA4EkgBkrhBg7dLaBbp1i48w5nv/AK3z605/mwwYvDweCRuMNhO/9ydf44sWf4tbbb7Lz7mVWu9fY375OWuySDg6w/X1Y7hVKH3RzRt5d4c4/jyrTyZ50NDxMFJXK8HudJLRRGFw+66yn2hCV7dMISdVZZ/WFUhutqo/I4waz02dZ7i1Iy350MNt1I1kzFK8obrqJOkc9lDGxmGGZgIYhIlMGrA56NZZP35c0kEWKSYgSQjeagVDUSUUlQyErAD/fhBxKxXRqjWwZ6kDJcpcBnGwOtVp9LBDzKD7J/aCaMjonaywjxfyqkjgxRPIkbV8ioaQQkBg9StB8izFMc0Y0IIY7csbIZNRWrFYZS4k+rzAV+gTWy9AGpNvk7NmzbF+7Tu4T2MFIyBA8wlCKgND3CcLMb31aFG4kldl2cW6cpdz73tUb1Ywup2FVGorpHB3rnd9E3jj8xvMatk5t09MkXfHHVNqd3eYwOTiJFCKSVhi3Rwd7mmFZipupoi5ToTdQD6ODhljUpREDglbvMEpG/fmI0SNCaUS7iMU5WQSRiMTO24wEcuiQEEgrb+Or4iPLor9DdaZocIe0SCaQiV0kFL827qvEEMnkzpyQjO5jxMQwdZOWLBA7928Tu2IqNgMJQui8FWyYNz33m+zGYRuD0sLVHKH0PZWsiea+bYJAlxlImmgg2ehU/DeCCmyUd/aGVvIZxr6zTeruB/PC3aoZ2dzwV4qT4rlBRlgIrDBOlTYMHhq8F19ok2xUX9eIcBqhN2NFJon4eK6KBVEOgvkzkUA7J9stexurb0pZCD15MFdNYuTiwLjv3dyVvrwbUiYlJ+HNnHKqRKRmH0+aZJIPKMnqXapEwYpT5txtQj4gq5s/nyScJDKzLwSwD5H8WV9mmB1xkdW/0tq28nk4eQa4h0l7n4YYCQ2PFA/Cr1Ah/SSwblJ1mAwcw/31x7Sthw0VnbhUuLf+qJE4DQ8cw2TpvWagZUW3+HbQGNAYOX36NGfOn2Pr7HPMa49aTrKN8sU33uanXvsi19+5wvaNa+xt32R/Z4flwYJ+se++b0iUUQuIS8ehkTUNDwq3d75WfUOUfTakux0yqHaYhHedpFWKLN3JE0tl8l592MxmLBYL8mLBmhnV3Vblpovvk7Rnzp9nuVzS9z0ZLeZDlZDRiUJAy6pm3V7Mj/C0WvzzqOpgcqSTSFeq7g/E/WHVMMvTah0JL6kmYHeBV1V5vgfCKPk1WIkqSHJ/CyZYEo8kVAmeQ2ljVGoY6PoXihLHkRExMhG1TMpFoZVW7uAz4yvUFIWF9u6v2AyVQJ+W5bxWSj8h/aqqBUCikzfTgafpZP+k7iSC9Xe//7fhbmZW02HxUWYrVZVzOJ9y/COXKz8aXLhwgSs7kX7yXBwVJGBqNjL4zjm0fXieBmUOa8eEENAY3JxIFYnq5lJHnINi3plzou8Vw+hmYzhx0anDY//UUMOR+1+IJa8wcYxsE1GYMjjHLSIHP7+NZXFTKVfmRB1VOYAreGxMH8zVNoHiC+eEKSUeNxQ3nar0dnX0Ow3xEHB/OaGooVa5KiKspFvvh+v9RfC2mN0Ezjk378NEBA1uPhiikHorvuvKPmVQ5/hahZuWukJHIBbRaPHpllJfQopP33cZKdMb1arO9PNiTlR6/uI+oKb+4U4ITtKYVgEs+yS3IB4zBDjKovnY0cI9qi4agXOSMCWGbld1KetDq0cCSYMlfJ78vxc0EqfhgWMYRHK/RM7UyLmshqsSRItfnOBj//2e2ZkxaS/wBvCPPvcF3vyJi9x46232r73D6sZ1Dna2SYsD8nKB9AmWCx9UmGAZ0t7qSFOqx+04u+FpxroPERkGh4cj/kRuJ3zGweQY6Xo6WfcRsWVG9cXgA8d15Hl5nNw4rD+cddA7iZRDVQZIRLuOPmeSCSadH6IunCeoL6eWSaZ7sPDpmVYSpoayloBWPzIiSOgwgVBDlNfrK9GustbB99TEalTi3BOJIxnJ7qAYyaRqKkb26Hs6ccRbnEor5oTNEN2rpC19kYorkiqB03WdK0pKHZgljESUngVGyIpa9urNYXCg7L4llDxcgyJJ2L21j1osS47F0aaVKXFNG8qNinMnZ3S6qmRjOgG0ENZawo9PiZfBifZRKERkbSO5584mVVPishKVNtTjuH3ar57MvjXnPDFlHgkcVXXn1xIG5dZtf+WZre07hIAUtZsQfNEB3wZOMlpR2RhjREkRpYZgFgmFfFFEMyEEV+J0Pln26FSKFkXO4OBYQUMeJtT+XV2B42srhDhGngKK76/R3MZMBqs9geIHpyhwQnGuW8yqZhTzKHNdWMAFgh1FmWMMEakaHhzUIIqrUmJh0/oycgvZFVMzhBWZkJ3kXpqhZiUSlLcfMXPxn2TUPMR7LmZv5EIEmYcUz4WpC9GJlTV/UKE6Ik6FtNPSd/k7StXTxqjkiS/DQQkp47sjp4xZdofzFPVN9gUVs9FsQahOmE/WTH2MFnkCnhpjjcCBB9MXnIi6OXG4mwPi95rnUfkdnf8jJ0Zs9FPoi4/3Pv9sJE7DQ8P9DtN9NdKKAqE4EZWM5BKCN61YLBa89e677J99nnlQFsA7qyX/7EuX+fGLr3P96hX2r11n+8Yuq709bLkiLZaw6rGVmx5YCetbS1gJnBBCiVJw+yrGuefPsn1zZ9j/sNB1HadObXDjxv1H9Wp43JgSN4E68Z3yJlPzqtsUOSJuLtFXfzZHQQYljo+hdSBF3Fxmclx1WAysvaxqWgnuH7cOjkQmZk2uplksVmV1NAwTyCwM0V8qWaPoYPIU1J3hhtANE1Sk82PEiSoVRWQ0oXJCp6hlwno48WmknqGeZSQFYHttmPMAACAASURBVH0wlvMS6FzRl40gsyHalFkizIzZzP2IHBwc+GQ4JYiZYB1i7iAzpRVhEkY9RA8nPp/Px4n3RIYvKuSsmCZMoA+CJuGgV/rVQTGTiljf09uKYC5zcGHgstSXgQROnT1HWvXsbd8qPE6xTTHhox//MNevXOXWjRsMsXSFwvs4IeW+byLklf+upI34pN995hSZRSj5H+rztl54gdOnT3PltdcPtcF1QkcKeTcerQNxKcMz4BO+Gv3GG979RMl6OrC/v8/m5jkWGjEdfeJU8yr/HQdF18Z8i4ODJUIgxECMMyc91VVvIcaB/FQNrhooPnRms5lP0oqvG9FKFiW6WcA0Ff81TuI4mWMe9ceXtp28DE4sxaiDb5z5htBtarV8cxJWDC0qHC28rw69mpMw0fAJusrA62WgM9xMUZzAqcZ4AoPJVCVqYuk9Z1Ic68oYiarhwSKWfjyL36NMfS95JKosxTl1eX/0AnNxD0RalKI9sARWIgQJGE6udIXcW5XVvK70/wn3YWPZFT0xuglB7YrA22vOkHoQU85dgM0t5Qs/nuqrC5K/4qbjtjyJDKcKOan7S1TDUmlBNpp6mSmaixP/E0csu5L0RGAYNCW4mzl1w1OOB31/n4L24lz38I57ZnziNLXEk4n3el+qE9KpE1PJvprZJ2N/f5+3Lr3N1517ji9sRHZswbu7+1x8/Ut8/l/+CJfevMitt95i+8o7rHZ2ONjexZY9rFbFkbGVBWZhjBgEFPvt4wgaEeHm9ZuPJMJ43/fcutUInCcftess/mlsyahIGBUWt+N2dULVrEmcMds6xeLmzbL7CCLHrBCReVC6VDJnDYOm/dC5ZLItFIJJAJmVbaNTYZORHFF14iKLutNUESdhRJy8serjxsNuV2VBjdJl4v47VPCoUSKEsFGuScd0Zk5kmU3OrYNKB1uv2zECjw2/QwxDtBSlkC0lrHdVLPjEV9GVQTZMkucomYCTPAeLvaKqKKrA+YYf081GMxjtBtVgSis3z7IDohmphK4Vo6yIzsh5iUokAqaG5A7BV6ilTEAwZZl6LCfMMkOo99I/Xbn0Dsvlsgxmi4mo1Fl1Kqs6mcGBcZ11D47clcGGRcUJ8mmkq9rUVj07N65zu7nUvShyppgqLKcDqpM3LV8ulyzSAubjNssCUt44lUzM/nxU58XmM0qfhKp6e8Ed9sfAQBr22R3KVms0VQ8XHoIRZpluljlYgqsSynmLGi1niFEKP+zOlUMxmdLgqgk3sTJihK1TsFxAtuwOkKMTgCJCFA8bXs2porkCJwRcmTOYWdVYfLjSBhkUOAE3oYrmplOx+EaZVeIme54aTmJLeRLgz7VSHLabkSiOiGs3UIidPpub0ZqQZCLorORLhqh+PFIi6ZVUWf0+YpAKh5yjeghslNUyD++k2Ck5u2PjwaxUelbLSE4Qo7KyROpd9ehsZIkEWfqunBl8vddIVoCrglIpNO4LSMzbczhhplQnFo3AaTiJmAzLKxF94pU4U/a94UmCYibErqNfHdwxncMnvSJG39fB/iinS8OqeGK5XHLq1CnOnTvHj779Bn//H/5/bOgm77y7zTtv/STbl99lcf0mi93r7Ny6ifXGarXyUAU5u6PPnLHJiouhRZpz/Et8zcHqQyYO7xTuvOHJQVUa6MYpui5wsH297Ll9unF0y5qmK4qwnFls7xTyRtb91FSE9zCdqY4tGMmZtYJVYkdG06CpKchgLqQy+OyRQl6FEEAi1fRm6sNDSh6qHg4cDcU3jpuIjOZUtT7+f/betTmSJEvPe85xj8gEUPfunp7rjnZ3dkWtxiizJT/oB+gXSzLSTPpAE01GiqQkW9peuFrO7M6l79VdDVQByEuE+9GHczwigEJ1o6aruqvQOGZVCSQiIyMzPDzcX38v6ngYkXiTZk8dLjNxbAHwwIV7QbwMNXj04CEpJT797ElcW0q10Q06x5Gce3++jPiadKJLwn7vMsu8uEPm5EycHECXqqJtAwlTZKkTA0NSh+kZ2Eg2GKzO370pZiNYk9ZUzBI1Jla73Q4rBen9vfq+Z7c/BWBztgXKlCJ2Qf50ue9QCYPjZXR9vdCuSusf5eJq9ObkZAHqfH2ntPRzWpb3ty1ti6/qat/6un//Pk+2mWU25OR5I/79eNt3AGcYBpc8pYSkMBAXnbyWJKXpegRPRmtpOo7PKX3vbb5bK6u1MBRnKxDbaGqAjYN+s/fN4p96+g/M1/t2G4BN1pBZ+WF0KpOXzRITFpnBmVZikUzFwu+EYOCwYPIEgDOLJmfPi1sA53WXj7ea+XSsdU3noo3KHOxw6ZWKs3LGWjHT6PMg+RoDWZm8dibsROY2437taWJ6mXkbYGRKQ5ukUiib88pu66CNM3ccvHFWTwnJ1VKquZAyhrTLzEFLM6OgpOqPUnEQ6G1YsX+JEnlrp3fP1W0fcFs3uaoNvvChHaovNwF8a6/yWwDnTa1K1ylHRx3Hx18F4jS00X/2x2i8RaY7eC6gZNgK3WbFX/7z/4kPf7vjX//rf8Pm+AkHwzHHx58znD3lB0d3+GBzwvbJMbrbMG53pM2OMtYwM/6qVeLrGUm9CMBZgjs5Z8ZxvBbgIwLY1fHmt/XmVjtfZXtM2cIkqVkuwV+oC2HV8XjJEyZSNBBPISJnJCdsH1KXJo3SNvPqlrOw+FujhjeZzeI14MlQjdkxiRQEye24IztGHKTxNByoAcSoeqoOKZHpJp8PXUinLPWebJVXIEKN6ZoFMydlN9ao4klVqhGt3dg4YXSc+p6DA0+aOt2cX/ru/HFszJzFncya1Y/B+u4PWK1WbGzF06dPsTpipVCoTqKy4mlVKVODUbPd7z39CcIwMyLQ+w7JmbSaz7Hkzlefh4JKZagDOXe89/4P+eKTjzg7wQEbScDgNH5NiCbUFMbmCZEjll4jUjyDJKyOCMI+InOByTXWanjlTCwaAkyrUBNHj94hq3Dy+Av3tdHoY6RGHxv9YkuuAtAuWDul6U4X3/nFvlJogHhaPOd9mTVPn0sldKFkTdgNHJpnyRRLCJ2ToVQiJSckI3EOZ/mfItlZap5YpWj8XulR8ySrnHqqQJI8GWybuYfNKEIxY7+p7AadABlLjYnlHjeSKmnlSItkT/wRNz4hCZ5UpRVNQsHlLJr9HK6yBqApqBkpBHKdeVJRxtk5mZmd05szN7IZXRb6wA5XxN8D9MkS/jiY78cgUZ/zwLitV10XQYtV8nPdk9hXYxT3vSniJtTVHAzRuE0lIIuytYpUISfxVmEO6LZh3IH4lb4399sZqJwTCX4ZTAwVpdZCrYmSjU4KXTZqLQznwl6TrxWUuI5ynYzAxYTc2qsZtcAwlOkaE1WoQzBCvZOU6o1U1X1yrH2oG1RXGaq/dfV1oP815VVXJVa9qG6TqN6iemH7uGo+9Q1P6mtcgFJVrFQfMVmakpqvU28UiJNzppRyK5F6y2sYKicnp1cuDC/rhYBIaKopzdtB2e4rf/yLXyKs+Df/+//B3/3H/8hhX1nVZ5yfPuP86QlfpMTJx58y7HbszzfYsIey95FEnRk/r6N9tX0uvTmu8z6Hh2t++cu/4Pcf/JaPPvzilR/Xbb1kiY8833n0HscnT74GLH5RcOU3rDZvriM2GC3mm1WANtVi8NLuKAtgo7W/ywBObCotHUpgkoItytOjfGCckr+fqcwATPJ1dZVMyi6xagCMaWPndOHNkR3MkUTSzlc7VSA5E0eD+WPSmArBPgimQQH2IQHKXQNOZhYOMNNulp/B5jjxk/MNebNjsxtCfqakNJv8Si1I7Sh1mJ5L/fydNBBHROjXa7qum+LWASwd0A07BgYkQ66ZMhaOj485O9sgJEab29CcMuRr3cYQf6khJ/NzpDJSa/XV6lJgP/hnLWOwa3wSMqWDmT3X13pfZJN5hbAElZsmQnzEKpUf//yP+Gf/7V/w0Ye/49f/9GuG0w2Mr9a3xo+yAT83p9q97ny3Jcs9SmOxhX/N5IcTvkpXlUsIF4lUKSGq/PRnD9lujS+PPe2s4iAK4sbF+1IjftdNWrUKlYokjxjPkVqVkiLi0j0wRC2uaUHUn3cGUHUgKDHJqGowxRx6E9ZmJGTCD3MwMZqMSqxx61z+lZifZ9EsU7A3kjgrJwVzp7GCbuu7qazu1SUa9lkB3nk7EFd31nZCg8kVNMNifs5b9yJhcN1PC3XqIKCKQ721gphjxwmyCH/yMPMgudfOP35eOD5xD53BoLT+L/m4ruuS+7cr1KrhdTOb+votsaPE9WXapLVL5tkNpwi+RfVSZ+Ka8qrrAjjw4tSr23oD64UN5dWOL17TSH9RzsQViM/0lqZTzakOt/Xm1tL34PIKrZfwcsZMl0skfAQ0sc8JrPLzn/8ZP/3v/jm//qff8zf/7t+Sn37JKHuG7Tnnuz3bp485Pz2j7rfU3Q4Ztth+gLEuGDiV5WG9DmlUrS6ruF4pd+7c4cc/eZd+BefnT3nv3Z/wX//rb17pMd3WS1S0h7PzZxcAnGbsODOmLidNvcgPpLlCtGo/X3WTMURTrNoHL93MwYeckfUBBwcHnD898dGsxP4ioWbav8VjkznBBNb4vl2eJNmZOLP/TaaiDuB0PaCTNCinHpWMiUudEEEm89aLTJyqayT5vq06ACPMrBtpxq5pPb2+YGgARX1eT/uaDYTjg1zyxNHUMY6jJ0Xh95CqdSKtbAKDUDmk69zYuJ1HM6OWHZoKYv56M4P9noK5dCo8dfq+p1uvJiCr1ZgSUgeUBOOKTTUU5cuTZ57spSDVgSzNPXUYgyRlSHX/IDOj2hgTD0+5cglUneVSrXmlHKwagdK8vWp8P+rLiDhr69kXXwboY6CCXcAjbW4bjhwhOfH+T9/h4EA4PnvKgz9/xD/87d9Qzxqj8ipYfim8uPzXq66Jdo+fpXk3qVJK1NElwGlhQjwuDFdbtUjklBKeWpUDOI2EOLzfeXoS3koipE45uuushTLmi3hmyKWkE5qRsRseG25KPBsTp+wTWn90DxzN5p42SdAOal5GjgtQUYEVwpEoijMrCobWkEDZxLlzpk2wc1LMuVNsk4J9k8wfO515gbf4zXdZafIw0rhnFHxhjZC8jcGwQg0xwRSG6lfy2Hy4akWRSKyCasJOCFaaeyhNtv9ZqQqlVrogCN4VeBBH9OydxKN34fEXxqefAXjymRmoKePo/Z/VljhVnOWIx4hXGR2crEY1Z6C595QhGFnTS4zZ3p56W5OXBKh1wJMuv4PPcNv/vEX1oiTWa9TLoIV1QLX7+u1eQbkw9PrqjDcKxLmtb6sugy8vnoA+X5cnr6++qnSQjC657OPwzhE//9M/Y2+Fv/v7v+bJJx/RDWdY3cDmnHHcsz9/RtntqJstNoy+cl1GmgmFL1b750wx4auvCDT8w8Ggymeffc7/+r/8b6zXa07PBva7D1/JMd3WN6vtdmlUfN267oDjoveI4H4Z0Jpr+JMs25QZVqob2prNkimI1dA0S6saW6WBPHCRsaI6TRTnVf/sE1D1hBxP9Gj7C98bVVJ2NoupQIsbDwbNxMTRLqLIlYM7R5Qxlt+DVSfh94FmNBg4OUAh979ZXQBwfNv5bivMk1zTRJdXrFYrhmGgy8Zofl2rccHguKVTlToEj99cJlCrAyfha9Mf9QzDgJmRuy4mzx2SnWGkCxBHy8BQiwuLBk+BGsfRW001IGMUivgNWbJPGKQmTI1HDx6Rc+azzz5jLI314h42KpkiwdRp59M8RteK4elbTCvPk9mEdt6m6j46vgD5VIKRY8GQamwcl1d99PsP+Ff/87/i3p07fPrpYzabHXUYuG5Z/L80jp8/T7zPVF/tQ/a2Vfu0nSZS303XM/hkSmlgTWOz5QWoM/t3ENt1XUepfs0+e7px8DOnkGeBamJUXD8vjbni021oUorCfI0HGKPNE8cZOClByhIMnfnvzf8mJWcpOGtGmtjS/zeXPMVvqAmKBSuIyeOm+eck8eTJVF2e0wAdFTfGnS7xm9Ms3rK6OBmalhusYgipLRNLmF2LOvsrJHFjDWaXyDS1SjjQV8WBvlGEQWzukyyWRzQWOyKx6pOzPftVj6bK6d7vRUNt0labrhdREDGKmt82J8BxLjF1JIlIwgKSJNg5qCQwLQLcpCqlvJD19yaXM6i61zS7uK0bVd8SgU7lWwJw7OXZPrcgzveyLnePL+ourwJ7ni8ftM+o4R++uqoLeUeCrkOt4xd/8qc8eniPDz/6Lf/w1/8Puvsc2Q8MuzPqMDLsN+zPzyj7Aa0jtj/3Bd/GZGAGcAQoLzEx+bpqg4b79+/z9OnTl17RMYvwrDCBPj8fXgtD6LZeti6ex1fqWdRcG63t22bARtLMNmnXQnsshXHb/HGCUbOUTeV47QTmcPH14KyeKV1KJjmTCQhKzj137tzh+NmpTzClTTYzmhMpdRGF6OwbcCCFlPDIckUko5rdL6aC5s7BGwm/nmDiTOlUYexqYYxs9NOEF2aJV6uUuuk7qiEBefTOOxwfH7Pf70kyM3GmV+2jQxAlpxyAjiEkSh2oNQDd6pPYTucEqpQSOXvcczOpbVWtkFdrylAYu4QVJ/85Dpex8GJwcMVQK0CHiLMrznd7bLujYJikoPr7Svck0USCmOMAnROtJPxwxgvn+MEPf8S9e3fYHD/l888/w/a7+YuIAc/UtbRVziEAsdMtJ5uRk08/Bxs4OXn2nNzuq0ouvNHU4C49zlK2m+iJk/oOPWduJ+Kph+0bmZKpmuqxCppm4KUZGru0KmPUeK45C1d2W5DsQAjiniLGQlonhlHjGJxxowHGpGVE+JRGRcSTzylULsNyukxC0JDNpABdCkYS9Qk8MrE3Ej4pDijZf26yqZhkZ12wdoKR09+8pvCW18IoPhYdnHPnbXVEgoDqHkYVyCFVT+btukNQhEFhI/AUbwvZHKgpIQGc9quxS4PHrPhsC+wSZTR2gzCOlaRuDu+KQKP5TLl5fjDOIsrcuy5vt6W4uXdjtLnZsrPLqjmQ+boWJW/r5ap5Yd12Cbf1tfVNAJyXee1rBoravLGar268zHzjFsR5RXUzJ96XZVJt8H2xXsWnlng/a8jq6j4mKx7e/xk/+6O/pJZ7/Oo//wc4/QK2p2zGDZSR89On1N2A7Tyxpe5GGOUKSdfVx/4q6tE7R/zyl3/Gr/6/3/LBR5994/3dvHZ0kytW0l9A6XxeXrL8eQHSaMhb6mISrM2zJuRaZXQQRlIQGSzAk+zbjS6j8QiYTF6vyalne3aGd/WzeaqognRYACqanXFSRXl6dg7SI5qQADNKEkgJTX28PlOah41mZ+XEsYn0AdRkJHWk3DNWHODR7PKrLoOGebAkXM/hn9ekw9Ls11PQaVIs5GDCxEBPXUJyfDZQ0wF0iV4yl/uuMW38q6ZOUeNmBqUnVQdXpBZn5cg43bM19+Su88mtrmLC4BOHYdhRzb0W9sVThaQqVl0SIxCr1TuyVUapVJTK4Nsm5TwYP5IyqoZWj9615LIqATc8tgCFzOb2UCtYRMPrHk3Ce+895E/+9L/hd7/9gMdffh7tIb4L7cIfLDQOLJ6f2mTFp+U5TEChsWaELc3G1qgxrcvxqNP9wX/2182MnHGxr/Z4cyZN7aotpThrIMC/Vjk7CKPm4KSLTQRJCVNQSWjXMaqn5SggqZBzpiYHAXNOiBWfoFYok6dNmtpl7nRqn1AhC1VDbtc5eiIJUgfaGRqADQiSFeliKTCDpYpbrEcMeGNj1MooDogqPvbpALVKbobHmqLHcQPjDshJFpKrYOIAq9vZ2htYc9tdqy9/pWpUMUa332YU2AehrjiaSFVPrcoKPzI4EDgXeFKFvcBeYDBhbP5NAfqUyCBP2b3QpPhYcBBDLKFUsig1+ZF11RjHQhX3VjOFMUU/NTTZoCBUxlHi2rTJk8zEkCykkshrYf+stcbbehOrCda/7jkghk8XDY9HXnB2vyUmx2296lpy/criEV4kr3opc+tayZekfNVen9R3MmGnjf6vrwK47bVeUbWJ96NH99ntRs7Pz9+Syfj1GouyiCZ+RZ+rrTja0pSzyUG6Nd3RPf7kL/8Fdu8ev/vsH/nt7/8L6905ZoU67NmenzKen8M4QBmgVKSOS5LDt1KfP37G3/+Xf+Tk5NlrA/NuJkh4s6uND54Dcmq76SxAnPAYmLaR+jwLYvmr6DxIEae4e3rSCisjdx8+5Ic//CFlND7++GM2uzGOSYMt40bEGmyTxsopoyEp0fd9MAYCEEoOVFXUWTaSXCOsblqsmt2wOCfEXA6lnXvemCRS7pCc3Mw4xT7Saj6OYPB4utVBGFLON9H5GFv0VGPixN9zRsyQ1CFBu59WM8wBE68G4oxzJHiAJUbBSgmCSiS1rFbTsaTcu6wkG+O4p1u7xGV4+jkpJcadUayikkFHaspIrZ7shZBIlIKzGsIglDpMn6OOhSRKSmDFo3slaBJWI40leA4e2Y67jlqBmqil8OmnjxFJnJx8OUlJncYDyKIlLttWUvfSWTRWsxo/TxwSrOvQvqeebbjOPeN5q2Xwtt2D7a+1j7etGnNrknssHpv31CSf0ub5MI8slyyvxpJL0z5buw4gUSxYNLP5NjRmQoAzwb5psc2zd5Yfa60+4SU1DFWwJrlCSOqshWS45MrCeDjMkRVBp3j6gP9USaVyoEoC7lcHAlrz205SKyNVuWke1zewCkoiqzBWI6nHkCsho8JPoQGlGhbMsjOBQWCLgzfO2PE2U2PcN6r7pjn70D11ijiYw2jkTrGxRYMXl0aJsTrcc6CZZ8dQxMEbVbAaGtpiE9tUE5TR5YIzkFNBRvo7G2y8G7femzUduhHpVFFXgTUvxH4FXiQNvHrb23q7K116vLpeztz6219ZGC+oON5SY+O3vXLOHBwdUcrxWzThfnFjacCBr9m+emTksvRIiLnsYUdV46d/9BPuvvuAp+fHfPC7v2V79hn3Vol7qzv8/svPGIcdDHuPwy0FxjLbPMAVE+grP+Q3AqVaes0nn3zx2m6a6/Wa3W73jfbxF7/8JX/3N3/zio7otr6urgZw4CvWjxYyqoVZbHLGDDDLX5o/isRzMSE8vHeX3eBAwtHREfcfPuC8mdKG1KIBOMtjMNFpLJM6B1ZqAXHDjAlgSanD1+bVj+EygJM6n9xFOlXzvEES0vUuyVJFpr+HUbBmT80KECfnAyz5YFurOpNgMk5OF66zZr45SY9M3SckvudmTp1sfk2tI7VmJzHJSCmFrBagznjhZn9weGd6v5QSpQxUKpXMwcGKe1rYPHvCiLokygTNyWc2WjEpqDjzB/GYXJ+MJJCCRpS5UJC+x0ZnA5UyuBG0KFIFS4UaFl9iytyO2oqjgAqnp+f8wz/8yoHtWuMFC9bNJLkpc+OMdBh3UY59q86Sv9hu/fAR667n+Oyj9u23Hfg54BLO+Jw3DqCZX/7Lf8nf/Kf/09+Sm1dNsnGVP0erJn1yUIYL2/r15uybeT/GlCp1yW/HK9LWFrhwMwRvp9y7CplkJu33djwNGNKk8ZqKmiySsDw9CpjMi/1vC+lfADhJlE4c/GmmxVDBNJKqDL2dQb0l5R1i45xWMxLzynRbA/e1BEFCXnVqzuDaC2ziOakyhyUuQEeJfkpFvCc10OSLfFW4cD2lJNy5syYnOD2ppOwSRaIPbsB+ew9BAqxXGiPQk+IKf/HLu/zdf3YZ1swWvK3vtF5Dt3BL9ruJ9dXMm1ddr7sNZdU/KN7+FsR5hTWOIx/+/qOv3/A7reUEoF7x/FU/w7e2aioJSyvuv/MjfvLzP2eV7vL44494/Pf/yMFYOXl6xtP6CfvzZ8i4x/abMPd09Ka+5Kzg4PCQzdnZNzrkNoB9XcDddrv9+o2+olT1FsB5o2rJwFm0GVNf0VYHW8zdHsPEOP7eDIJhBnDCU2e321FiHHp8fEyxyjhEWppGV68OqqSUKJJnVk742SDN2yajuZ8kTpL6iABfOQtHMpb7iFDukJQnqZfmNaKZnP01KXWMqfMEK1Vy6hmtctA9cA+FFh+u4YkT0eWNfZNFsPgOlgk/IkZ/4KurpczfYxKl6x3H2O9cNqV1HQbGhuY6MQBrHsmlUm10I2RqmMcafd+j6zkpS1NxwKPuqecbNpuRs/HEE78KFBNSv2J/tnfGjICFoXBOHj2uNUEHUo1S4u/V0NTx7nuP+PKLLzg/P3e/obKnIBNbqpZttAE3rAVzqVQ1/70adYifLYC6lL0NTR1jW/aWuf1pk2bpzNRo4M3URo3t51+wlZYq9fyQ5vLY+0omTh35u7/565uJ3uBjgAbsHx0dTeB7a8spdX49TywcZ3nl3DtQSQqWm1//bdLqVf1yTDLJp5A59Sp3oaRc+N5oDiPYcBtWraTsqVQiFtHiQk4VTZmcm6mxL960SPGMN7UU4wA1dXYO3hI73DulAzpRkhg1fJ0GoFNxaaHBAcSE/ds7L7f1TcvZOL3OYsnWR7SkccP8nJowUDnHZUtjVWoYnjvg4xe/GHQIg7hHDlW83WCMAU4bFQRyl5y56Lc6Tp/6fS3n7KC4Opsy5YRUY1SoNeg9ogufKfVkq+qLB5985DKrrlvRoMabUsuY9du6rZtV3wF98zXfryoO4Iwv6at6C+K84npzZC8zEHPxmOqlR674vQ3kYwU36C2+7mZXvPbrj2H+/fn3no5PBFmtUVnz5//sn3P33vt8eXLCr377a4Y6MO53qO2o5+eePrUffVcFrpoVXOcsbM/Pr/lZrlPX1zF+m3UT4zPf9GosnBeywUSQvsOGYTGpZlqdtOpsCF+pT87uwOfa03UkPs2azBu3Owhmx3azYbfbxaRQpmSlafKomdRAk5g0ppSwxpbJ2Vk16jKqlDqfXKbeV9NTggBbJGWXSeUuDI1XIZfq/HWaIXXk5P46pMzd9Zq7SvbMTAAAIABJREFUR+9xenqKmZD7bjI2rhopUAvmgORJsRG4gktGqlVEZ8PN9u2MY0E10a+Sh3nVwF8WgKuZUcoey4bUWNWROsWqr1Yr+r4HapyH6vKonXuVlP3AUNzfxCVhGatuSFsZI6q9o5Psk3s6GAekNJ+aDqMgSajjwOPPvqCMu0l2o5KDy1Ko1UjauedKY2EtKYf1khGeLCZaQoBzsY0K1OyAjYFa+BDZwAwwRmNzbZd/+dXNoa+WSV2/avS5b8Jd8lXXwcEBp5vMvtZJUt11jUV2mUGjwbZKM1AoM1g5s+YaY6YBN3PalINDM0nPMVe/Nlq0+NLHKWUHhRyscT+d3MHBgTIMNd4Tjxk3QcxIQgCcNk0I1ebUKvDrL2soQqUiopNT0mjOxMhxxg9vkMzj+1HLGF8HczRYOJ5a5n8ZMTAhqUFVisLgMX1IsD0b6yyZ98El2F5Kk0W51DZhDBhkyDlRSiV3QikONjsgLwE6q98LSqWpE7X4tVPMn6tYjBN10fEon39aKKMyDl/BkH1L621Mprqt2/o+1x8yV/vegTgHBwdsNpvXtv83A8CBJZjQJFHwcgNnazT5NvF56YSe66VgWUQmW7+GO4/40Z//BauHP+Fsnzl5/DuOf/8r8vCMuj9HtmewdVNjik+UlpMKiZXj637OV3u+Ln6+9Xr9YhaNciGBZllHR0ecfUN20G297rrYdS6vDQc7w3y362HYLV5jQEZXBzx4/z2efPSx6/c1cWFpOlg2JgIpIX3vAM5+8P1GctQ0uJ7YOWFsLB2m3bSaj3S+Iikhc1KlJpcwqebYPk9yKtWMRAKVAytr98CRztOocu/yKVWsW4Eqpr0fa1phKZPSoYNCqSPrASoeY665A5TT7YB0a/f86FdBaXd2ikilNkBFFTpDFFYHlVph2FuQlBpLyb8H0YrVYCxhSK1IsFQWVjdY9ahmKSsYmywykoDS6GyGZGhXad4jkBi3oPkulIzkY8YhUyRTNZHSmv1opK5HrcPKiIxDmGwOlGLU1IHsfaJbC50kf2/NlDIgdO6ZoxUTo4Y3jlmBukJTpBjUAVKBUplkdVbDL7gi0jvLZ+Wry++8+y5ffPhBLJsTk58CKtz9wfucfPxhtM3igFAqsOp49KMf8eUnn2Hb/fSdvmhJasnOkeekCQ3gvlmGxq1aL66SqcOIrkOKnF10hCVUw1PK3FNqSnnr3PRYmukqyqpfUzRDmLYS0qjaADzMWQfqsidR0OSSK+8CHLjpkpEzIHsODzLFUjB1nNVDNroD5e4RPNsblpy9kKuzalRBzVDM/W7MZVQZfz5VZ771AeBkgvwAJCv0otE1iadT6Yvbz229qZUu/Nx612yGNODGhHHyTRSKVDqULMYmZE6rYPnliJeqCDsLho64DOsQ2Bk8FWfo7FSpXUVT5eH9zMmXwumzimahFEGSIqmEjKsG3mToCmoJWeAQ0fYZajGKCWaV/T5h1UFM0QLsv+Xv9fXWMAw3Jjr9KohtrNXb4nWZRrddz42v1wnFLqVONRZZX+ntrFZ0ul9ev753IM5ms3mD2DLfbr3Rn7jvIWcevPc+P/zxT+nXK7abHZ9++jFj2aOlYKWG9812klDZtCx9EXB6E+qrbi4/+8nP+PDDD6883lsA5+2oKz0/iAhobJItjcPFV4FR9wNPHn/uhtwS3fDyhtBYECJghTqWia3WVh8v7HJ6+yVLZ16ttwUToD2ahE1uSGua5KMBOJJmw2MVB35MFQ0JiHvhhOQptUQq99FJ6kbGSTMqPaZdJPS4FCt1zuxJyWPHXTLiUo6aHCzw1B3/KKMWckp0XWIYCl0XLIbnLh+h5vl5qz5ZTsVBm3a51epAjorjPxZMQ1E4utsjAkNtjAb/iodiaDKoDnyVmhysMJcwVYmkroUxSZFILAoqv4RApVoNFsZ8L3JTWUWqsx/NXGZVy0CtQk6JWm1uBy8aPYTPCswyh9VqtWx+03aaEu+++y5npyeMz05hX2YpVa08+fyx+44FG3N+zzenn32T6uzsDO0OZw+PxoST+Rw/Z17cGqU1w+/MvXsHnO1hHNrr2iuC3yISgMhVVdFJrtVYOImjo8yzs6akm/uCWj1lyI8Vb/OtDRBGxhYGyJfuV3KhP3L0Rs2vPzU8FSsS1Vp/c1tvf2WB0WT2n5Eg+AWmnMT72wIEVxGTaBfqbBixRTuMZqW4h1I2GKV5Qfm96fzcqHV5X8ONjKOaUfeFa0VCXnqppB1fqaQIRrxpfdpNAXDg6om5qr7khH3JKLutm1jfFpdumtu9yhuazEf/MhjF9w7EgTdrov+6aylVur6B70vKgl5q3y+oonQPHvDuT37O6u4j9lb54umXHH/yATqMjMMG229hu1v4z7neGXtZhtDrLxHh/CukWh988AHrdcdmc/Xqz/cVaHyb6kV8r2mebCPjdqTdWub5s7g0ZRfGs+2Pl6s5QJpiw9hGmjPoc3lAIvh7LUAES0o1nQyASc0bJ/mkMSLHc+pcvqN9TO6DcRPx5ZK7SJlaTwyd5l0j0iNpjaTszINIl8rpTsirOkhHaErBrMnkPoOEeXGqaLJJxpSa30eu08c8XCXMKjUJopUUkwHv22qwDRNIDfNVRcwp964KddPhhWrKJxujD+ZVKozCaNVBIIVO5wmECNguFJwFl36xpu4VsRVJDesMGUZIK2opiCqpU8b9DhElZ2OsA7WO3sPa6FHT4toEETdyNhGshpQu0q60U7IZ+/1IHRcsF80xc2peN4E4TfIql0F99LvfR6NVn9iEE2k144Pf/Y579+5xvNtRx71/4Q3xena+RBCuWfWF18ZNL08+W0wsrU04I3ktPK1cUtIGbY3bEGMTE05OtljqSXkGgDRehzYj1ubVFLIpcbBEU4wHE5CUQiEn5elZmWRZEu1NxJltm9ElWk0SJeZsns4c0HHDWZdPCe4d5c/bxMpQhGQtjtzoFJJVOpi3vV0NvxklHh1PFUbxVKmMgzqGucw12kMvib1VClBRalsvb+3aZqDF4vbV413UKIZ1CgOcbQpaMjnDYNbsbtDk/jfS5LfqEi2rs+xQtAYL0aVdEOC8GOMg4TV2sxrmOI6+cHJD66Un7HIL4NzWH14XDIfjPvZKY8fFp7YZXmo+/Y2u8NR1lGH4+g1v6zsoB2KuZ7p7GbR5SQDnWsfy/L6n9CsRbH3I+z/+Iw7uPCB3Bzw9O+PjT37PuN9S9jtkv4P91iezy7efklFejx/NnTt3OD09fenXfR0AY2YvBHCu8/rbulhvCujl7JxWC8ZMSm4tgmDLweJ0/YSxbHJwhS5D1znz7IKt1BKkqfPARMUn9DnSo3BWiAMzgqUcJsSzL44kl0S11ClJHVXC7yZlDlaHvoZqRk2ZnHo05FSae0x6ctehuSf3K9+HCJpXpNSRukMHfDTDah0TzoQq5E6o2qKPFZNKCiXYtDKahBrGragP0ivFAadI6RH1JC9nusBqnbEKwwDFPL5WzAf5tZbJ1NJCypg6QapNrIUeZbVuxrHuG1JK+C8kFslTRjE8latWqCN9TdRuzZ4RlQR1REfI2SiloFrII5iOvr+xhoGtIZI8icvApFCSotWoNUGqrNeH/ODBPT766AM2dWYdugE2AeQkLjaWhBX3sZnajlX/XRpAaOw2p4zDjrof5m1aI176KsT7NnbPbc3VANr79+9z2L3L57ZmKCOS08RwM5UL90sRIWtCYqLVGHAs7osa6VIp+aRTVTCp5OwAjGpLlXID49wpUGheOM6scX8pDHLIEnNWcgbt/G9m7ofTKhEMHBzYab97s/FFmyxKHx9Jq3ujpPDKySJ0aOzD6NUlWDdsnvy9rdZSsjqA11aRHTq28KvxPn7E24pZpVCwIpPErse708bo2VQHWczA1FDT8GIXclZG19DC3gFLCMmfOhguVVx+WoWUg6mtccTJH73/r9TamKbKOEb/eYO6tbfW0PgKoPfmORbd1mupb2uRoLkXvKr3MtApafTluqFvBOJcWBG8re+oWtd2Hf+ZFwEd3wD8uNbE+UVeOC4JMMk8/Omf8vD9P+Lo/g8oljj54lOefvYhOpxDPYP9zlk4UzLLZfnU6/FZ+EMAnNv69utNAHBaySSpiup6VkeH7J+du2HxlTeaiwyaiaHT2DbT38JrB/wOYsx3EncknbdrHPeFVMpEp7SjIp6EU0Vd/kRCdBVsjo4HD3/AZrfn/PwcSSvQDs1rZ6GkhOZDRDKaekw6UqRVSTokd6uJtSN55csYAdK4BwFIdoRFchxucsmGJJcTaRY0/Ggs2AYdnhIlySers8eKfydVK12vFK3hyS5YcTZAreb4xEJWZWONJO6BnCMpaOWMhS7FeRgicr0KVkfGTaaYMGpHl+4wljOqFpARS0ayNZTBjyrH+ZKK1YpUl55V83un1kopDTsZQJ2Fk7SjWPt8sN+PPH78mGEYJgaSL2BHvLhUF20v20a0xqkxLqPJm15GBPY7ytnGAZtafZI0NrpwnR9vnpXNK6vl9b7ZbFjdfeTmq8By+nFBrijBaSlMK+Y5Z6pkmrdNe830Lk0KJXWWaAXg2GRbkyF4MkiGiWGinjavA/cfrNju41oLuUrrX9S8xxFArZJMHJzBGTlBGkMRJNg4yYRO/G/Z2sQekhgZNzRWZGbM3q6I35hyFpb70RQNthYS/7yjzSQw598g7pYl4kCPBgBYoy0XVYrBGE0+CwxiSAc6NMDRpm7PTKnqHmal1JmNM8lNCyJpevSmHgBpCkmtzgy4m1Rv0pjom9YtgHNb16pv8RI2/Jamr+J2JmAlxnGN+X3Ny/cbgTg3qZN4O6vJNJar/5eAmqk1KMtoWL+JNnFHurSy+vWj9clXY2oDy/ddAktXdb91sX2mPzzg/oN3uXP3ITmv+PLpU06+fALj4OTb3R7b7xaDQHsOqnzdTIw3helxW29TRdsvhd35eTMI8BJ5rg1PvXabtJUCVcPnZpZcyOR5EslUyxW3yS9F5zGpXZxEgtPalyt1LmNKk3eOJOXp6TPMhK7rGNrAOLknjqdOdZ5olXLIoprvTSbn7EbIKZNSpuRYMU2h6Ao2gAiQK7lTJDkzJbWBeIZKcrZB9smqBfMgC4gkLAyNfSA+U+vbvkvBmUOAmidVXQByGpFJ++n4ut5fm3wOED4M8+S41hLpLJnSGTZ6dLSVTKXE99qBGUJBgs1SLSHiAFSy5NG45glBtVSqygQ8tXMzliGaQuFsd+ZSg75nv987c6K09ECfqFz2vIk4mEXbYvEckWmZ4bJpfXvNZcDRDNVEuU28u7KePHlCXR+xOTtDJymDs8VgnmBe8KcSodbqEdxXbONPtucJhk3IoqQxEQjALV3YtzN15u1zzux2dmmwG+OAhgU/1y8176z5vtvSidz3J1Ks8ISqVC2Ankt1s+bI3+9a9AuqTF41LX5crfrP0agSQlFPixI1JNrU5V5EgtHlZEdhjD7ZmT0htwqvMmsJaaqX9rOQTMW9UlUpkZTVnge/NsaxPBfudxOq1nrhXvLW1G0/cVtvQQkTAfHV7C/AG3g5d5KbK5j8XlSTEi3H7pduiwumio/dfXBui4G+/QGeMs8DGi+SYz0/2Pcbq7n8Y32Ho5//KetHPyWvHzBsTnn2+CO2jz+g358znH0Jmw1SxnnOe4W54usGWF7F/tvg+ujo6JUxfHL2+OLbet01+1fIwoumyfja9WfPdanqXPH9DHZ29++gXc/uyckFtoxXMDdMoTbWjYMn0NEix30bj/c2y76P3EFVX3FMkSGjOdKdEgWNhKgONGPqUigRjwsfJU2MHJWefYGUVw6shKeN5DUqGXJHSQdI7sn9EZIy5ESVTOoOqJqRVR8pT3D/DgzFyR5FRqTzqGNn5vh3q6qIGkP27TSbp5ZInbxB2iS2lXQ2xYs3Sn42aL1hxgEQscZeCY+c4ht3OJU+9SBW/XhX7UwIZfTZaB0KnCk5WPeSO4++He+j3QrTHcXUvYH2ipWCyo467EldT91u3OyTjJQUfW4CSTFB3iK2QzqXhtVBqTZgaeXSGivICkrxlCv3RRKnPZTov3PnPkA1/B9qDUZOMIrEwDocmYKjBw948OABH/7jf4W+mWDG3wmmk0lIsKINmjmAIzo/TweqrB/eY3tyDOM+9hPnaLoHNKrwkkF1s2oYCmMy7DD4J8F0a0S7JLNZOLiRcV4fYmaM1QFHQxdslcaYaSBmtP9w/LY0S0m6LkV6mU2+OCKN+eZte0ApCKsMko27dxx42eLATIcDpJ4f51K/FmimjZVTISMk9ahoxWVeLrebDZd7IItME/tbU9EbVIuJdsbPfzVzNywRVBOIJwglIoDRQKq3qk6MGmPRlGAtQgHOq7GleeQYVYxOFdFKScaqJoYsMAbwmZRSgplDotbCai3cOVSeHjtAk7JNrO8GNgEOsquRc2J90GTIN6fedACnwos9si49/0q9R27rtr6mlklUX1X1qsWKb1C1Dr74+RJ1C+LckLouxOA3s8XWl3//yno1vjMmQV3NmXz/Hu//8Kc8fPiQIsr55pSnx19ydvIUyg4Zh1hOb6uFzwM2bwtDph3nq5Zo3bKEvuPS7EbFwEU22hXduxnDboD90g/p0naXByspZmNWMXqQYNVJCjaJS6d8YpgmZo57xmisVPrkMUUsOCKk1IOkaSUzRXpS6vKcMEVyw+LUkXMfcqtETh0ldXR5Tbc+AFO0y+77kTr6roeEgyMCu2rQFXTllPacE12eae3gdj6qQrdqXjnNm6ZNgsMfJC9nEDY9H1/wpS/PPRI02De1GuNYHX8AjlYwDEK/8kF+SovElQrbTUGTksJjoYxCVqH0kEel5EwlY2KsV/fZnD6j2M5nukMlIYzjBskdMlYH0Kz4BETDUy6MmVUyZhXEQRlPwBpY9rkupQr2DckBkTj3JnIR6L4qvUhqQxs5e3rK2dOnE1MzaECX5FdXAPzP3TL8l3Xfs63flij9zar2lfzsZz/j919m6nQ9LtKkxAFEISQhnSen5ZwxM8pQwudIPOqbhQ+NzIsfk2wqLdgzImiqHB4ldts6P6ft2mgeO/NrVD2ZypRoj36doH5/vjw0EHHpi8T9W3FcMKnvP6s6vGx+3Fm+f+3g+1rtDrZkj6kF/1ug5ZLlBGPxtoNVSsj0RmY1U2qwr3gqWmv7qsKohoRfVEqJsbpflIWxsSqoqFt5Zf+bSmK/rxMQmrID+uO+Mdba2Oxm0XHkLbj+Xuh1c+nQrwJwvhIEuq3b+gZ1XezzVbe/BuC8zKz8OwFx3uRJ55t8bNetr/4MF1xSX3LPr2LlVMOEM/PwZ3/O0Xs/4fDu+1RN2P6cky8/59nTxygjtt1j221MXmcW0asCk25C3bJwvln9Qde7ZE9uKgHEVJtkis/XpedTgnGYJS2Th0mwb5rWCOXg3kO2223o9fHVeY9SQlLi3sN3KQanp54gZDWh2X1uRD3uW8QlUkAwbDKCp0+1uG80k3TlKUj9gats8pquW7MzIXcr0DWp68jdAaMqpI6c7mJJQXufyWnHet0xiq+g3r0vDBWoWzS7dFJVKIxoL1jnFFJSZZXTtIIvK2cNIHWaeNITq4qRvhOT2GZq+aJzaK2/CPnPWNzDod0ix7qjPxD6Xqnq79eL+5QMeyGb+ybUSF4ZrUKfsE2hWyn9as2zEyiaMBlIq4pIpTQZlO3cyrp6rJUU3HBaBa3Fwb9a0AxFBpdHWSKlkWoFlRwCAE+7mkgwNpvfoupm2RYATFK0X7Fardg8+SLIXA5SXZDejsGIaYP9ag4gTaSxxuBRGEbXObR2WxsLJzauheOPP2UplVVN0Xa/P311SsmBEZuZNlPUOLM3Vd/3mCZy7jg/exZeTEc0A+QUZsQW/h2uiHTmgU9qK1Vg3cPRkbDb+gS0FOj6uN5jUmuRTtUSrJIIGiy40RzFWYlOEqnmf5PM6ETogN6cR5Px+OheIAVzRyvc0+i1DDcdN0NfJdf8tt74yngEeKK1uxizVaPiQEsJOWwJWEeQYEgag3nfoQhJjIInnY2AqZu4azV2uz0iqwBlWCTAOeA/7I3PPysUS7GQAesDZdjDONok/3IJrvf1fu95u8f9l8uZSm8u+63WSo4FpD+4p7gFcG7rNdS1WV+vof2V8uLAm6vqO7nLvskgyXNa9Ev1JtMTW5nZZJR48bMsPDBoNPev6kL10mP7/Hppm4ta/q+u0COkjKwOWa3vId0BKQvVRs5OT7BhHzm+44UJgMe3vtm1Xq9fyX7ehlWUt7Euf6/X74sW7ZDmMSEX/ua/La+Piq8xXqoLTIfwp7DL1xT06zWrg6NLH2D+cXVwyGq1uvCaC5WWXjlL/xsHd6BJkJoEy4Ekn3AmRlVyXrFaHbrnC5lRMyo9OjFyeoo5qyf1HXmVWa87qo6cbs9IwMMHa+4/OGR15MBMt86QKtrJZGpsbabYG9qpr6L2yfGhVaLrhZQNTZWUjZQL9+9nurV6YtVKpn+pB1lB6hTNAr2DJJKErk9oh//LSrdOpHUiHSS6VUe3TqzWiX6l5A5IFt9RBTWKVqpUTI0xuweNJmcsYdmlMySgQ+icgZMyIp1/50k9Sp2EyWw2bSE1UYlJv6RptfnO0T3W60Mu98fLtjz9HI/379/n3r17M0AzpRQu2sQFb7HiLJ16uR25bO9iW+KKwctSHuUAj6eBvek99qup9il/85vfkFK6sv9ePrcd9lCqp5YxOuMsCKoEQNPKKdvuBxXPAEypU41hoOoTUjPzc0kYh0/x4/M9uv2O6UXCVosBJyRUmHstmnvdSMinkm86/14hWyVZmB0/Z6xzW9+HEuqFc6+4pE6sBsgXbWjRdoBLnsLRj1jr5xYAvkK/ylP7bcPxpbmoBD1seb01C6+l31Q1u3Ad3MSqb7B3WQ6k71rf/BXdyc08Y7f1va1235X87aVTvWz9IaY933Z9Xaf37XeKL886ERHW6zWnp6dzhLeZr320G1iYnvnJeBFgUC89XvX5L4Is1yoVjn7wAx798Mcc3H3A+u5dzjcbnjz+lNOzY8r2DHbnsD+LTj5RL1Bdr/o+3gx2zna7/a4P4ba+olob1ezXQRmu22YuTWKnmkFQm35v23/NMEPw65FFp206XY4nT544Y2aaoE//UQ12u50bMrYkqgBnLkwgI7UGcfaNap7YANAYOxITz5BRpUTqV9x78IjdbqTv19w7ep9SCrsqmLl3zsGDh9y9e8jT0x2aOkyEGvKKVSccrNd0Pbz7CH53vGV1JPzwvRVfPB24+7Bju40BenL6u4a/R+6cBp87aObNNVW6LrM+UE9zSs5QWR0peR0DfIsJr6bpZwerkquImifOmKZJgyYlq9CvmmsYMHpiVhkVVTfirAIpKeukbLS4+XHRiDVPiPTuv5A66FfIsGckI6NRrVJkwMxlM6kkpy+YgzdtRRjLYBUlY6pI6mjMI2w2xvUmkEAKtbVnVe8hYzJyfHw8nfcLpsZNTqU6e+Y0lteSidNINp7PDqvevW40Gt9zMtzL/a9derzZ1b6NX/ziF/zqE1tcY86Am342ly1qXGd91/Pg3UNEEk+OB5IoJjlkUE1SRbBzZlkVGEtVoV+/hjXjVtJkaNyORadrLI45/HVEZMGiib9dCg8Qc7PYLE7IUluAPCak2E8yQOrCB+e2vi+VRRkbwBisLvcSjraBM1Zrk9OzvFvKZD6cUKoZRSpaBbPJwgyjcLjKbMa5PxetUFx629KpEgLJGTdWfS2wVr8ui80gqBBq5BvIxEkpvdGLzrXW6x/fbXdyWze9Jpnzy12z3yqI8y/+2S8oNvJXf/+byRD0tl5c67vvQTpie/wYYcPSyBhepJtTzMQlFuAhKSUiGjPUzexa38zeXs4Tx6nckoQ6Trz7ybzSrtj+ubSsOw94949+weruu/SHRxSrbJ494emTL6inp+j+nHr+bPIZaZOrrz7SN7ct/SGSHTPj7t27PHv27DUd1fev2nlYH9zhf/wf/pKz7Sl/9bd/xTDAV7cflzi1PA1hoI77yeDYntu2VcsIbp428a9dF8m3dY+TkFI1I1qAOlLrCLKeQJpJbmXCycmxv4fG61QD0ElI7kASJtmBIvU0KfIKE3+N5RWqHaI9ltZI6tAu0/U9lZ6zbeXw8B369SHv/OinrA8yn3y253y3ZaxwOsL+tJK7FZZG7j7MbDYjfadUjPU7ysEd+Ohs5P69NbresN0P3HnYsboDqYP9fkCSsOoF7SDJyH69x0Q4OFoBlYKxViOlQimFbpV8gGoVWUHfKft9cSNZg5KGadLczupqWqo1xgbcSaVLShYjiU4Tz50Ku/MRqZmuJs43wj6i0LUvrAahiDCW4nZdnZBFKdtDzDrvp6QL8dLgk42xYuku9EPooQq235HW3h+XYYuIAzG1VoQVVUcEY7sbsVKomsFcYqMotQxIcj+dWkt4Yo9ghu0Hb1e6Aisuh7LRjYfqGDoEmExRwGVxFGdBljHYHAq550c//Qkf/+rX8b2Zf7MSkiq7PAFa3tvrFcSdm3vvt1gUSaKI5mBYuaSvSmKkIycHKnOu/PBH9/jv/2xP7lf83//vwNOzgUFXLrvrzT2a1FySF7iwmxQnkErZC+dawxzc6HLC1NuCJpe0pex+H6rqBuEZrMf9RdQNZXNMurP5ZFuAHpmgaIu2uYIpvSqJf7ossEc9XlwgSbpdJf8elgK9eDvYm1EigarJMAeDpIYVSI6qk0lUEUq0PdQYa8j+EJdRmd99MchJOczwLBnWe79j1VB19poVgQ5Gk/BAE6y4pNPTrCJ5UIXUjWz37S4+ciVr9rZeX72E3HJaKlvcTL5q+fm2buu112tqgPaS3dBrBnHmwVrOwsHRmrPt7sKKtaCxenRbl2u73bO+d8TqzgG7081zf79IWl2yZhbc0mBV2x7KMGcc23MD7+tUew+JSMaItb20J5+i+6oKAAAgAElEQVTEyPNeCAIk5dEPf0zqeg4ODsjdiv1+z7gfGPdb9pszGHZQKzLJp64CiN6u+kOAnFsA51VWSJfIdN2K1WGPru+7UTDOnvrqvqhdVxrt8DomiNHLt/zrqyRywYiYY8Ov+Hu7U0yMnDiWZkLbVvkXVPH2+wT4BkNnSqwI9o6JBiFoTrKoCxbROFaGoXBytuHg3kMevJvpN4cAnJyOwVKpHNzN7LXAQWYPHN5TSg9nxcj3HXzIB550td0VdJ1IHXSWWB81agB0CfKd7Mwc9cljskrSSs6JZErOMblUjdkn9H32eHRzf5r23ZuFr86Cr5/XrX9MrKrRqVyYdBaD0umU7J4S9DljGQYFcshLUgKDNLgKKaUAYGoXBrU9g+3dA2V9yLjfOnij6glSSV3FJDNbankOG3PyylJBTee0lXaul8ybVmaQE6qJWgqa0vUZpQYw8vFvfju9j0sAZdEhX265L963YRd9eW5Y/fa3v0UP//RC7zBddym5cfCikijvv3uX42eVe/fvcLw5AWZcraVfzJHispBrWTB2rogtZwYq23MaEaZqjXzVtvM+YJZVCTkIX4nAj6vPxRsRrPmQXEWrvgVwbkvMbzGEofxotmA/Qm/C2GK/gwHWrhnVuV0FX9T7C1VqrWyGYJtN1wDUYIHVttQi4c8jRhF1PzGBJvUUNcoQvjENHb1h6WlvMgsHFr4j15gMXwZwwP2/rpMgdFu39VrqVQM4DZzURrK43ijpNYM484hlHI1//1d/y7hgbywI7Lc1VQNkFIYzdluF3Yivi41YrBZcZKUsmS7NGNWAFZQhtg4z1bhBNjNQW9wsr3subPrfb7sic2T51K4vN0ABcqZ/8C733vkZdx69T7c6QETZbc45+/IzTo+/gN0ZbM/DLPZljurNrEePHvHkyZPv9Bg0Bj/f76rRJEeePf2Cf/t//QdqrYzDlq/vi/7wwVBa9S7ZMru6068VN6YlJsgLrQPM8ipJPHccVWavEs3xVEzUdAHs4H43Kbkvi6Hk1DGG/w0pI9q7CWt/h5R6JB0g0lPJbAtwtuPk2cj5fkclmD/Jvbf6Xt0ypiRWPSDGKgtHd8EY6dZKWSlWoGjlsK9UVe48FHa7SndgnjQyjj5BPXCmR9fFQF0NU09uSikmnI3MVF3q0alOUq4Svgs4NweorGOALgZW5zO9AjccFqHiDCLMgbdNZ5iO5K4jDUbthNRXqJlxGlF6HLeI0PsRUWyNimLVWKlSRyWlxDY8UJKuKEBKhpW9M2ZQTJLL58xNjEtth5IpVkJu0AxBXWJjkhBK+KWoj2xFgnZZwQZAefjeIx7cv8tvfv2P1HH/YnDocgkhn2qx4G2kYTPS8JX99EXWTbc+YtiePff8zajZYLulUEEsmJigIfnAlDIKKsonn5/w7/7TPUoxPnoyUOUAC+Pu6ooQl8zZAsyRAQnvpMvfe/O/EfFY5ibLEjH6lYQ3urlPiUTkOUz/lrtTmSVWKWRTYhbGs34tZfGfswXIs2git/X9rNZOs4HgpsZqFQG66gbbnSj76rewXW3m6hLJVLP3Um1yTww1YUAYJo8no/nlzIwdB3AIFlmB2LaGtDbYbcW4/zAzPNlDaf3YzQvrfSnJ0rdcU2z4Vf3FVcDOpd/TN7NEvq3benOqAlqmRbnnUqS/ol5jr/W8lGYclwc2p1i8qFJKlHKzYv++vmoMiT3l5M7qgGfbDciAmfs7HByu2ZyfXPFaNwoTFZdRdOrLyrUiqzvYdsePf/oTPv3oYw4PDzl79owWZ9utVuy3W9Z37nF4eMiTzz6ZbRFkyd7BQaBVT93tp+fbti9kE6iQ7j7k8OEj+rv3OTi67xNKK2zPznn86YfYbgO7LUHzWbz8m4AQV0i6vsX6rgEceLPN7b69utgONudnzG3ia/oiyTx87wd8+fhzxIYLf2pjjefbvTNdyn6YWC/P7zekLM27BC4ydiS6Z2nLTYXIh/HXthX45AlUqoqmSKQyxaPIE5qzAzS4EbGJm+uqdiR1aVVKKSKuM9r13LnziO1QMVbktOLR0QMeHmRSn9nWgdHgRz/tsQrDOYy7kVSNXjLjqpAOMiTj4E5H1wfGJMKuVu7d7zCB++/Bfp+nhPZi3t8f3nUguhfQkKcMgNiCjWA+iVypxPPzxFlEYpXPwmQ1Ta5DGY+qXToWCYkBKHjkbSGSeLKgvWIC/cqTodYHHSdf2BwEhTKEHKACyRToYA/Wj4y7guqKMg5I7tBhoKZMFofjreuRcUDoGUcwKy6ZSUpHT8GoskeqePJYNawUbGwAukeL+yUeq8lSmJw+awItPH16ytOTL50BtGyLFyiUixG16syknGRTl7adFgAuM2suM0PnGvb7+T1uXFX++I//mF9/GosjE0lq4VOVgaQUTVQz6n7gnz7a+wBOD+i7HsHcT8R8cSSrghRElJSNH7zf8fnjHap9gLXzt9/eJ6WLDJ0G6poZJG/rveksl4qOLBFBc2GddNkyr0WqmhnJ/Dpr8ioHdWK71/H13tbbUeLtZ9lusqqzcaasPa8aALYsrhfvxbxfU2u8V5nAGe/jfaHCLhh2Ox6jOItyBNQUk9bn1RhL+vUxDNXvi3Vm9dykKqW80elU37Q8iIGbezu5re9PqbPrnZgf8plr1msEcZYGnxcHdBe7yxdPnr5/AI6Xfzd+83l2fgoHa9Q66naH1KdszncvfrEokhN53TNsjmF0PrbefYTcu8/x6UAZhWdPz3y130Zy37MXYL1me3rOdjuC9KS79yjDPqj/mQcPHnD86WOo4tT8SUM8sxgu0MAS/OhP/piPf/tPyJ27yMNHHPzwJ9x98APy+oj9OLDfnXFy/BmpbBn3T6EOAeLMKPvzIMTLrOLeAhi3BTy3avMSfZEVjp98EWyEi/XioV/TLAgxagTmie/FnUzog2/zIq34ZGBcp9f5urjOjBtZGOAmRXMOUMNj0a1Rx1sKVV79/+y96ZMcSXLl+VM1c/e48sKNqmJ3V7O7eTUpw5nZ/bQyIyM7sn/0/gG7sjIjpJDDJtlk311dB1AA8oyMcHcz3Q9q7hGZyEQBVaguVFaqSAJxeHh4uJubmT577ykx1F4VKVZQTfDSTjW1NuTsFZY6Ec4S1FNj0lScnq84aYNPkkNLXCiThbF/R1gvM02VqENid1YjAdpy+i13zA6gmTZ0Am3fUgdFKyWIk+f3SSQDlY3X1u6WHMon3X4ewyAnMkgF4EEyASkVdTIqwrxwcoJ48hnGy+xeCmuhrPIKa0CsR0J0yVdjdAg5ZDQqsfEl35x7ZzUN5sLmYLOpYlVNJhEqcWPjhIM4VY11HYgRzMgSyRHEDJGESHRmVohgnQNUpfS8pM5lAZQ+MflENifz6y7mJd8zjH42CVAlrXvIV4wbwqZdDonUADgMK7i9r2SP7Y5S6n409H6DPjb34yLFTQyvCungbJaNvW8ovlhS2HaGIqL0Fsh0BAkghVw3Dp/OTDAzLxGOJ65ty2hWLAIhlgR1sOC6BBiH4AwgMwilpPhY1cdcgKK2kRRqwZGHcuH+3gB8uodINBl+xVh6XM2X1m8BnNvQYrmFePsw87aTxdmiyXzWqKqEZFQ4YNOJlK5o8IFS/2wZTrWQDbUwylSVJGlc6AsEcgGKggg9g1TZxwYpjvdmsGo3x+qd5s3yxHnXAZxX9hO3wMxtfJfiUnW8d0hOBVclRQNIsWGdXB9fxkvk2x9DomWQVshiF1n5WvEofxrOi+BJ34DeWU9ujdy2UEXcqNLIKti6h2EeL/j2IvR9D/UUDRV5dQ4oOl/QWyLOZvTrnslswaoH5jto7unXS+JkggSlOzsdj3yohoUqVgmffPoHpKmRqmb//n0eP35MM5sSqkhaLzk9Peb45JCUWuiTy7/G6/0mE/2bSM+/jbcbX64vEsD6tZvJbpl4v3YMlYBeJWHZfm/78SAcH9k5IDokz+WxXvTE2A6/H8MFzxWK14qW6hUhBLI6AJQyNPWUZF5dKsuUuq7JTcNZn9mvjXbVs78zYdn5hHq2W9NnWOyBRCMsajoyEoXjNcRpT4gBVaGpamYzIaWMRaVuIrGMX7Ecf0S9uohlxLzqTlVAGSRvCCO2RQOgOBqY+yNE81LJlQaiwLQkAiE7QVFLgai2VHUauxwzTISg0YGW4N49rihS1ssEISC9UdeR3BudCiG4F3AI6kWmTJBQ069XqEbqWujW54QQsKR4OXJPMPw3utdJHlaFi8eNycWkfDR5H7axYSxweZVkwVRLwiSEuib1rV/yEHzMuAyKvyR9lU3WdF0MF8EMT+dfd4y+2Uunv/rVr9DpD7deuVjq2AESQ0yxLMQghBwQrdBL07HBw8a2+H5mcHyUnEEgdolpk0u1KRurTm0zDKSARBquYO9cQSnU4XjL46ib90VAy+cKQeLK/uc2vpuhAlok8YNJsZq5BPQSvetyu9lus2rQladqAwtHRvLq0M4HxriUEbqorcbR+qJfFORskDIhRPq2L5Kjm5Vn3HQmDnCTh5Lb+C7Fdjs23gjz+AZFoK9nVvvdA3BgcCOe7L7P6qzFDg3iFJdXTAHzirONQHdeVoALOtM0vnKajLv3P+Dw8BCAsApM5jtYWHKyVHSyR+5W0K/BGuiFUE0JDxZ0qzW57YBInCyQJtJLpD8/Q2f72PkRxBn9eslk3tBXCXOXOKSqfDWuVlLbohaI9R6LO4/YP/g+k/ljqroG66msozt8hp2+IB8/RboEOV9JVnj5/LzOa/BVwJ3vJoD43Yjh2tbVhLZrX3mtDfcVGSxZrQhu7KW1pO3ncvF1gWJI4ai7SmHWgFcFGhKpiJtiUJCGIp8Cf2xgWiGqSKw9yVcXC1mM9IpLqDQSYo2GhjBUpdJATySEihBrchBCVZNCzXR6ly4ZzWSParZHjDN6AlggxAm7+0acKCd9S5jUnGZD5j2TukLrNYupEKeuhpwsInWjTPd8FbXL8PBPhHUPVS10GXaD0gOtKJNylvrsYE1UcdWJyaja0QION2iZoEupci0MZJycM1mMxnwbNZhbZqLCTuqpTdgzqLNQF2+PPigrSzxV4YzAkcGuZJYIoRFUDU2GrDO5j8hUqQoel6TIXqNgrZFRkiYyhRWDopMdrF/R9y3oAolu05naNVZHxBK567BoJVmvsK6FPCGJlGJjDTsHDecnh5yfnpAtk8WTk1Aqa2UpBBwBSORSESblwsjR7JVbBtnVwKSRIXkpiwA5lPaWva2bMfj+ePvdbu8JhxiKg+kFqfTFe2JkatIXFs43K3P9+sIXYKJWuK5ECaXqnPuJN0B0xo4EhEhSqOrI3QfKcploV2AIVXBApgqKqmHi/iIhKEEF6MuCCRAg1N5eNAoandIjRb4lhS4jtSJqBFUqdY8SFSseN0IljMwaEQdWtcikFKMquGkwqFWIGEGE2rLLvm7jNkpMRudaoTejCv7czP2TMKE26NVBcskuCxWgDkKfobeMijH4xnlPs2EBDoAOUvyaopCSoRVYltG2O4mD0rl3SVVKGTQivRHqiLNwbhbg8a6DqoNp+1uPm71OcBvfULzswDQI799ClDY7qE7eMSbObXzZWJ0uYbELy0SyDCkT6wV97pk+3EFzR7+KrM+WZfauhGpKYg15xdGzJ6T1Cgik844Q73J+eAR1JKcEVQP9GmGFrTq6dgV7O94B5gx5Tbs6Rac7YEa9mFI1DetuTZ/x0bcKTCdzzk9bJpMJ5yeHYEJqDY0NO7v7vPe9H8F8wc6dezTTCW1Wzo5O+Ox3v2J9/NyZPDl/xfn8m4A1r7ftLYBz86PtvDLV61/qt5d0XluRCor86sLG5fWSFI+EmlLmXLYmtUhh52wqUvkuQ1kZlZH5Ad7Oq0lDIzVrarIJbcpkOiazKavcMrVAkIpQ1Q4IqDFbVMQIu3dqFgvhZJlZ7Co5ubRjMnWMoMvK0RIq7dDG5SbnKBOEutDuNYPgJqnDSm21Zc6cc/aysFaYNOXEjQBO4donYFJYAgHYRZgB78eKCtiDwQYMgBSgtcjaICu0JlQIgUwUoQpCqtxvyNbQY7QtVCZuaZTEAZNSndtMsR5yJV4yNwspRUQSIUa6PiLiIFu2jGhENfnnBrmcDtenIvUt2VqWy4TlwZzTAZeRQaEyNksr4MzglfOKxvdyUx6YnY4MviwfHKSBA6sLty3d3DxDv3q9J87FuGkADvzkJz/iX36ft9hUL//GQVI1hJmQUuLwuY5GpINZq0tSXPKnhZUjqWQ/W0yb4R5XLcBjwBNfG7qOks6WpFcto7apSuX9xnCAMBgpm1mRObq8y2V/RXpHcHabuvTRfwy3CdRtvBSXAYXBW6nH+36ljGmlLWv2RqiGtz9zuax3826OrAFyMgJGz2DgreM+fHz0Lxp9m8qYq8U4XsTQLPS2DULfxrcqLvc5csVrt3EbXzFeBhyH6sxvAcgZxlxRsuVvCxPn3YtvlnmxvTI5TIIzHJ2BTnw5u55y9/EBR2fn9OuWbrmE9Rk6m0FUctuTTo/wHmxNX4yHwV/qVqdUte/bYk9/tkZiAxYhvXB30XWCOIFJRPsV1q+gj+wd3GHdGd3qnHq6oO8Sj/7sp3z69GN2DnZ4+Ljh8ydPaWaPWB+desI4rcjzXdrpHvcevM98/z6xnjGfzHjy0ac8++xj+tUJ9OfOTogt9E6A3b4Kr39dboak6pYB9PXHtedXnCV2uR3VuwdMqprjZ095rcneVQn0BdPispcy2Rx32UyY7SxYHh55drRd7iVoyZjK3yjV0IuJoW6VIQ7qybxndZ6sBWduRK1RqZE4oeszoQoc3PsQTOktk0XJIhwcTOlYklJAp4HQ9ExmcO+RkjA0Jp4ft+zM5kSFMFXW6x7LkT5lcoJ1yrRTY9oJ0+iVpBodejtzaQabhHLw5YjjBF9Rg9q8Es4ke3llvTx5Axrb+HncVViY8HjriurWmBtxQuPd8v7ajIkIWZQp5knrXDlbdtTTSDNRdqZw+HlLSoFoiomhnZA7l7vkbGgvXlWoT4RYYyi575GYUeuQWrBeIKxQIn2rSKjI1hJCNR5stgrJRte1SLJyXV0KkHLP0OdpqYI1mMVbaQfkUpFooOkM2VLfl+VwNrV9t9om6iXb6buyH7soCRwZkwOLR7d29N2N4fr0yQqwUcBVwpCljoUAhhgS3L7PhCCEaD4ET43lWU/QmmwZxRPWB+8LIonDQy3sHi+zLGLe9kxIvVeI02qDzfnKt18rVTc1DkXqIuZyqWCjmJtpYeIEXBojSDEuFqqghJJgi23u39u4jcsxVjTLzl4cvJQYGDkyDHMOWubSnioRElLang8IAcjJx0Qf30Aq0AQWfIwIQbBizB2Cer+sPl64Z1kZAHoHczqDmzBvvBx931PX9Td9GNfGK1k4V4Ew1wEzt13PbdyEGNrxFd6br4pbEKdEXde0bfvFG7612AZtInU9I6VESj2Q0GrG7v09Dj8/ZbKYsW4Fo+fsxdKp+iGgzZR8viKftBD7ktj1sEU3HSfYIvTtGfQ1pAx17wZv2StjQOWf63rozyBU5HXnn8tLnqVMqGfs7h+Qc8+d9x7RLObMu320juwc3OXwxTHz6cxteAQef/gh08UOBw8/JDQLiDMef/AD/uf/+P9YrleQWvJ6BSSqekK3Tvh6y5eJNx2E3z3AZwBvbgGcby4Gf5HL0fc9J91XT1J94hkdSLmi7HiMSj1pWA7ShFckR6oF1NnW+w/+OARM7cK2JoJoqUIloWwjBCr6DppFzarN3L+/y6rzUtVaQz2F+f0ZpyuYHcByrYRJZNkesbu7S2qN3d05Jy9aZrMakcR8J9InWCdlEoGQCXVdlGRC2HIj8gn5ZnU2+ksj2ybgZcOV4v2y9dmYS7Wqre2b8mZtwq45Mwf8/Qyb0qZbUeFkmrpgai4pEYJ4glw3CuviU9NBqCuqJG7jpYZF0KiQe0KIJDKalBiV3DuTB41o7CEHzHxybeZDsIVAovMVYgsIXcn5C8y1zZQoxtRjmzIdjTspIBgSMSmV1OyKvu5aDwhF64pYV9CvaZcFvNHspV9SAXK0SLJse/+XZVQvE5DtAtDz7vXBXzV+9rOfweLPxrK+FytE6dZzAynPCyA7euBYJkZPQDWAiRFURh+a1fkZ88UcyRmLRakpA4g20LE9UQ3AQJcZMboruhQt4CMFQAUHdELZXgxCsJJ4O+gjBeS8sMPbhOo2LsXQr4ODNnlgEBqjn5K64vNC+xl6jlqEc7dBdkBIXfpHdplfN3rkuHGxG99vmD2DAXIWB1lzspHtmTDMpBiS36x517taWvy14quCNbf90G187fH25FQ5d6VYkKJavdFnb0GcEn9cAAe2J6+C0rY9zHeoZwva9Tl5ecbhE/jxf/qv/PJXf2C+qDh98ZRT+xgkUM0qvv/ee/z66LdA8ipU2xPicXW/JHmSCJM5TVjQrTr6do2pgK1BWoaV1GAduetLopQZy8e2K1JeszrNnKfAzsFdpJoxXTxwr4zjFXfvvc/Z2Rm7dx9jUYn1LqHeoV48ZO/BA7pqzkenZ4QqcnZyRHu+co8ES3Sny4JA2iUmimJ2eaJ/1eT/Kir/tytmsxnL5fIWxPkGw8YKPsVooiRGeXlSXnvN2cHl5GbcfwZLPsHcAmCG6NdrDj99Qllax80shuxrkxR71Q4bmRaq0VfaVb1seJmTbpLGUFYmQykvrqhGYphAELK6fIfKaG3NZAGL/ZqM0bYrTs47fvCTHY560BTJGbqzKa0Kool5A7muaZc9uXgAybQlNok+Tpg2wmRiNCrEBHMRQjY/ZoNKZZzQV7nIpKScHnMpBwyvCzm7UKUu5JJJuVpxWN3FqM3YNWU6XDa5mFBA6TEsMSUwN1ghVMA6O9BTidELWKX0NbTnCbFA3UDuErEKmAm0RogQs5KTMxysBwsZNBBjJNUVtk4kiU52kUiXNx4PIl7q3UrbkcKgki0zeySUprFlZm0bOY33nYrRjzIn22Z6gYMug/PnFVFPGnb29livz2nXa8igMZJTT0EZNm38Ql/1xTKqwVXqpkbf9zQhkNgwbCw7CrJdlGDbjNW2mHSOjSX6HvozlyyJJOom0JshCmfHM5Yn7i/Vd0ZTyzhGqioaXM4opbGPye3QXmSoOLUFyMh4i7wUg6TFJY+2MTxWbwuX76nbuI3t2HCrSx8/oOhiYIXpVbYbQZdiSBxwUN5EWGUjiqFmpOgkQSvDZIgFhAQ20sHC6iwMHJ9LGhIEKV5qg1n+5nM3J27nkbdxG19zvKWxT9WLpijQ5+6NPvuVQZzJ7h5kY312MurxPW5Wh/h1hkUhTOckrWnbE2IV6VMHCL/699+S+yWnYoTdKWk1BTG6syN+85sjl0D5XvxqZl8hraYV3bKleXRAf3yGTvbpztasFEIOTHd3WR49R6uK3K4BQatdcrfGCOzcf8DJs48c6NHg35PPaU/WTA4ekc5POT1qePz4fdoeQlwx21OePE1oNefevXv09T779x7z3p/+DaGZ0HanfPbJx8jhxyw//SWLqKzXQtcOlbXsYpIAvH47KqUkXwJ83sQE+ZuNs7OzC8+rqqLr3uyGhg2j57smy4qzHciJfrUEHBz1X//lrnddT2nbZUnrt+OyqfFGNoFO0ElDXi4LIW5ru5cqTVVlm7glq9IyKARiM2U2mXLWJVJKIApaFfDHTY9V1U2KBYJExBov+201VWyQ4KybTPZS4rEmhArRGmNKb4EqNjTTA5rqPn09oZo2xMqLxWljQMQmyicvWiZTpa5cHpIlkGJGpOa4M3IlUAlVJUynMN+rWXUtix0hkdkXKYaoBVhIDsJEy1SEEQKIYsTCVhiSxbrIpwaWjAZPQi37PhcyMGmcir9jmVrCS4ybDWXVH7vnSMCyEVXoUyaJlw2fqRCz0FsiI8SZeyekLFhvaKMk835HgZA8kahzJqugmliJ0PUCKSF5huWI0iN9S5cTzWSP89UZsQ706yUBRaVjXQvWrVETsrVoUjezp/fEJ/eoVPSWMDHIPRobLBXwJvdldF8xuoUONF1NG1MlMwiVVwUsV6BdrTkNx16pMLlka7F/l5OnTzFLvh+RTfKT+y08qJS4R90Ppgpunr08YWMzurkE72pf/KYx9Ad/8df/mX/9qOPeg/tUk4rfPfmEJiqVRCRWZKlwQYl7I2XxSmzBXKok2ZAYsc7IIaEKsVKaiSCtgCk5GzECkqmDlApzEKP7hITgQF+sWxY7NavkyWrxUiYGGeVRqRgTY30BDt183a9eEV+Z0WDUIszywAjy12s2VeVu4zauiqjeBVXifSsqhY/nDMqerSFRBBUhFc+mXN7vUHKpxtaI0hpkNfosWDA3bY+FMEiZsiZAMlWtpKTEukXEODtqEBI5KsHL/5F0kKbenKiqavTYehfjZZ7mm237Jp+/jdt4k3htE2N5S2wcC2U+m1+es35BfGUQJ2RYrdaFUj3Qef/4t9bBwQEvXrz4o3/vVwoRCA1hcoAhxNkeu3sLnv/i5yAT2I3M9yLHn3fQVMQG0jkFUDHsPF3cV1/8CQS6c0/+7cU5ae3VTiZxhsUJ6+USkwnYnJx7n8TTEXdmtCuF1ZqTp08Ij+6Rjo9hb4c4mTGbNrSSWX1yBlXL8rOWWZwzm9yjfvQBJ+0x00d/we7BIx48eI+kUx6+/33u/eCH9H3Pi49/wbo953x1Rm890nWjMenIpTWuAHJeL8yEuq5eg1X17WDrfBkAB2AymTCdTnn+/PlbPqJ3O5qq5uz0eCNL+4p9Uduelkev30nHWcOj9z7go3/7t0073u6UL0gPMlQ1zXyH9elpYd+UpUWDqgpUTc2sEk5Ozi4ZyA5gXdlfAX82q+0bWZW4cQainjiOJcdjhcYJIU6YLxbM9+bExYSqgvmBf83RsZAlcGcC+/PI2bqjqaGqEl1ww15Ro18bGtxfo6XjPAshKYWrWPYAACAASURBVM1U6AUmJmO5YgSCZWoENWEigTj8tMKkieZyDifVGAvAUiaIOMBTzoVLP4S2sHYahLsGKsFXX1VHgGF47mcvkbMnwDlnzJSOIhvRTI9S4VR9NSEWz5CqCqQIWkPMgiWDXkgxlfLiSmoTVRWZTqFdp4LjBXIopp0SXV6mNX2/AlOqqqKJO5yfPr9gLbMtxXFLmqvlfq8GbJ3lMdKaEAf7xc+DgzGFdWZGXrecd+cw9KNqHD/7nLE0+bVJ++Z1r+gWuf/4MVErPvnNKZv19ZsamaoScu6pKh+H1MB64yIOrEg2TJOXor9wPjdj02BC3LXGcd8So1JFLeXEbZRfqQJjuXEc/FRhOm1YzGB1Uko7w8hvGNgzw/+VCVECs1xYNqIufTRDxdyE3GTwVUfMSznHrfvrNm7jupBCvkng/Y1pAej9qQrEAJoziF4QXQ4GAbnMDzsY2/l460jZQgKiF4tkJPO+/sGjmljBb06gL32ls3c2BuE3Kd5lAOdN46pfcTN+2W28c2EJle05/3VAzcDUfwtRqm1YCGWa9fo56lcGcc5OjzaTwzH5/uNP1N4UwLlz5843nOQqWCbWgUxHXmVyPOH52XPCbEI6XxPoOVu+QGYR+pb1eYeEgK3aoineakBm1PMZ7dnSl9x6f69dr4FM6npS10PooKro+xPqe5FuvWbnzj7dYaIT+NGP/5w//O43nL84JC0Ts3vvU08qWsscPz0CCezfe5++bzlfntClMyzuMUkr7t5/TFjscv8HH/L+937CzoOHzHcOODzPHB2/4MXzz/n097/j/OyYxe6c6bzis48+gkqpmgWkTHe6fI2h9Pr29aayuMViwenp6Rdv+C2K8/Nzzs/Pv+nD+KPH2dEzoKyKC1+xLxpYA28Gi/enSz7693/zJ2YXmThDDK8lYbo3Y//+PZ60LanvqaYTUkrk5Ean6/WadSrVhq4YSEoBJMdAN1/w8uRNBtK6nx91DRYx1oRqzmS2RzOdQIDz5ZowVSQok4WXOw9d9u8KhmWFEAsbQLCsxCD0ZJCMVnD3cUXXGs0kkM19Dbzsdx4Bm+h8BCLubRC2vTjUJVSjL0IBd8VKmePi3aE4HjH4K4StU+4sAnyAtDBW0PErGzaYgzo7JGWwqIUNRCEHGhoUTRlRQaJ3r11QHz3dmIeYI1aBpIRWSt8mjtclEY+gvScdBGdCDkyMGCNUFZOq4cG9fX736zOOViumdUMfhPOzFpVIEvfLsZw2Sb/p1uMrGmPZ5kI5rhHQyRe30R5S8sdF1krOaIwYCet7RubOeBYvRbnGLt9yPd/T331cvut6+dbNCG9V//iP/0jY/TM+/vhjtFImde2mrtHRlpGcFyGaurRDbAvI2QA4iKDBSoWo6NttyaJ8ky2TV4YpmG+zOu9p2x6tIhJdlqkymIZf7NdCYZ/VhWYziElD4SHmInEcYPGxMhrcSqlu45XhbMfSTikgoRU4+RXDcy7y4URZn6T0IgV4jKL0GEjeLEzIVtuWPIIzISgf/+GUnHuy7SOVIFnGdZObGO86C/uNT/utbPM2vpG4rgrVWywxTtgU3njDT74dTxwTHr33gJQ6nj59/tL87l2Ud2wDOMNq7B/7+MJkn77PzPf/hBWnWK7JuSMp0ExIvcDZGbLYx9ZOd7cGqsWc7tllAEppV4W50Q0Occb03h3OP38G88YHzmVLqAJymlGpsH7K8fMO1i3EyC9+90voElQG6yXn5xXLFyuXfLQtTBsyp+zt7rF/9w4Wa6b3ptSPH7CazPnxX/0NP/nzv+Dhe4+5dxDIIfDJifD8Zx+zWMxIq5ZqElgdLmlC4MOf/JAnn37E6vCQ1LY+w82vk3hfRiqva/qvRjS3AZzRw+AdaaO38WWiYv9gDyNx9Apg93WlavbGMA4vy6i2Y4s2bqqcHx1zvlz5LLWumC3mnJ8tafuObt3SrVuopsOHLjDURAJB1Ut+iD9XjSXB0vJc/d4tf6K1bxMqsjTUsz2mszvs7h3QAffuGe06kutAawmJayaThmWoOF+2zHZqOsC6nt39SFTl2TOjz4ZWmcU80k0zIUBqhJShweVRDtoolSUC4gkjXtHJnA1PFKE2QzNU2AgKNGM1nVINp5yGpqh66mzUKtTDSTaf5HtFnlD+92ujZZNR+Jszp6q0Cp25MjlhVCJ+rOZMmFYg1y7/tL6nkhpbU9gURu6EvjJCq1BDSkrWnhiVzhJavHFydsmbhoylU7Ioy9U5v/7dEV3XU9cTdncnrFZLVsszECNqRU6hrGK7B1JKLSGEIrXzhqWqpJTGMc1fF3Q6wZb96MnEmIQXBq0q5LBpXyK+YJCyS6hkYO9Y6Z/tZUaOlaqCttXQ6WGUuN681e6LkcnWg/U09ZRYwU/+/Ht065aPPj6hw+9JwVkIZsZkUnH/QcPnT1wW7f41m/mSCIQyT9wGXrblJ5sXB0DHWYiWw9gPxeKFcyEkg5U5jzrDqzVziYnCTh4SXGGlsCKzh6ICkwzxTXnft/GdjUqDm9Obj6mxEMe9T/d0SGz4S8Xsu7BlyiJF3hr+1IwuX8zqVTcMHvcNc38yMyGnjLLwyn1m0Lv/VO6NPBaTuFl902Wg9lsfN+zn3MY7GvK2gJk3CAMVnz+5n569thjlrYA4090J3//BQ6o45+jo72lXq4vHtwXgvEtAzhC5gAZ/jOMaprEhNqTW/Q3Ojk+opoGHf/J9nj99QR1qDg+fQfecamdO17dQ+YRMBbrTw6t+hRvGDY/Ll50ffg6LBiwx27vD2eoJk9mUs9UhgSmo8uO//c/87p//F/35irTuoG+RyQyTzgc6AnXTsFbl0XvvY7KgWdzh0Q/+jM+fP+MM2NmtuPf+I/6P/+u/8P7+gp057AMrIFXw2b05H+WO9370IfHQWC4/59lvfsvTlCAtkeyeOBID1r4OiHOV981VifN1+3oZ3HnX2uVtvHk0uw0/+vH3wRr+7u/+JzltmFljH1Syoi/ui76MHOsNPjOUbu6HJFk4evK5vxeHgUR9m6JjkFBdrOskwdkw6oDOZTkVDK8NUqqN0fFid4dYz6ibKafnLQTl6DjTzCL3HsP5OnCWAuvUoaLcmdfUFXRdYj6PWEokC+TcM5lUNNPIet0SZxljQiPu/lEPq/8GokZlgYrN4BMxGhEacwaMmlevqgZGFa5GGQxVlU1p8bl4EjBXZwyE7cs5yEXK50Zf6kuXPKrS94lVDHRkn/yXK5m3lmnFHFSaTgNBAuenPSEGUg8ShVRB6AUqivGylwQfTKy1cnAqo8VcOpKSS6mgo1135JzJGC+Oj+hW5+O19GstxdA6b64zW+8VYGYwzfX2ErCUyG17aQ6sRep3ecVly3BfhDwsmQ9L4EIBgHQDzlx5Dw0LCeW7brSMCobf+Fd/9Rf860dG13U8fu893n9/hyBwdALPT05gtGst94IGuq4sJLFJvPz/xAb1fblfsQuALluPLya2zuAZsOXiSWQbs3AoNSFFWBtUZPoEnShkCGoEywQEk8E0Vt64Z7yN72hckCd4/zr0y1awGjVGM3An0dqVSft2962qLsUq986F7QrgIwMzR7JbB7BhsfmOsleseq2Fw29X3CQ51W3cxjcXr5BTWXo7oI8AKJY7olb4DLj/ok8BbwnE6VY9x0ct6/XJSwDOEMOE4zufKAuIBVI/yF0U+id0pw0vns8RrTk+O4ac2H38Q46ffIrEDgkZW7Xk5WcXBrIL5q1mBK1IOTl/wBKWIpPJPikJq8Mz6JacPV0Cmf54xWT/gH//H/8vpMD0YJ/zp0+hmbrXQ2ohNsRZYL4/I50ecdY9p5tEun7JDz84YOdOoL5TM5ve47/99//K396r+Gmd0QyxJGEWM8/uV/w/ukZlwpNPntOdZjIRrZSsDXa+BInYVhnnq61xXpUQvL4J8uvv8za+TdGernnx/JSue0FOF/WqYx+UEn3OX9AXjTwNvhplUv1Pxfcj/twQp5hIKH+xzDrLd3mpKU/CrYcciZMZoOTCuMmCJ1UaPScfpBAhlHLi0ct24NU5oggdAdOG2WyPSTNj1fe0qXe5j0VOVnCejPwiMz9QssHpec+PH05ZnnQ0VcViEtAelqtA1xmhCVgFbYQ4rQmTFb3BnEyNIShiQsxQq4M1Qf3MDJVILBsRqLIwUyEgG58ccHYOQjRn9YRy7eZmTLcmqoobWupwyYbOUi9Nag2yZVSU45w51MA6Z7Io0RLZlAhMzM9rXx5XJiwVtMrEWkkTI2ShWyW0DmhvaF+8ipL7mdAIsTOsc4aDVBUpRSwZlmu6bBgVfegJ9QLrW3KfkdBAdmBHNNL1oGgp7jJ4HtXEEEndefHF9iSJHNyBJpf2axmTDTNjlBoa3ibT1vkSwNabHjEXICnkDTYzAEiGt9ltVs9wgouTxXZcXDu/SX2ugxt1qKkrIQVYrls++cxBxnXXl0WsQEp4yW+E49MVq35KjA7sZXFwxwIEHWCW5D5KpcaPqUEEiUaOA77rbLFYgao4eycmchWoapemaPCpYTRB1QFFxX2s1Mk4znQDIkKnXilOs/vlDJbMkp294HSHb+Zs38a3KIZy9xlsCxTXQRc1ajAdWDQrIL1twMVcShequux1aHgaIIsgyYFK7SFkZ4Z6/+isxGSCBCGnMlvWnpBiGV99XLpZ/dG7n2vdGhvfxrsZl0GbV8ip3tb4N3SFpbx4ttcDcOAtgTip6/iXf/75NSty3+14abVfwwUrGwD6njiZ0vc969XanduqmtPjE5CEnR9hTYC88TkZcpPL5q0pdwXI6cqKW0dqV14Byi62uJQT6cUR1e4uzf49RIR6/4B2eeoc7uwlb+tZw/Pnh0x3ZiATqhDZ39vh+PBzHrz/iFQL/+2//Hf+449/wIeDpEHc10MF7qNMTo+4O9uD2SlHVYPG4NUyJJBXicn+lNXhKbS9r4ykdE1zevOB9irGxYYZxhUVrW7jWxvW88tf/Dvb3hJXTWa+sQnOYLZ7XWyvuItsykOrOhX8GgH/wHL0cKBoLGNMIMQ4sjVUlaZpmExrosw5XZ6T2hdU0wUH8xmLmRBVOD/rWVnm0d2pV6CrlfO2JWugNgMcSIoipJQJWYiVMJtOqNSTvyCeOA7HFiikowKgOHukgCvZ78dYVlAd5BkeeynaKF7RJJQSyY25VWuEcSDc9sQhgQY/p8OKrScILm+igDQqPdmG8+a96sBqkQwiGcVweNy9X0J0NCoFCFHInbnvjWyYMaKluG6Rs2wo/55cWCn1nst1Gcq/WzmuEEqZFXP/otyvyrny32MFqMyiIFtVosyBaVF1CZWae94bmCnQMUizRvlfzlurA7alXSho+qvuGWFLNrUdFwHysWrVDY1/+qd/orr7N4QQOD095Ze//C197940k/nMy4Rvbb9ZKRfUMhrKoowJuVRkAwqQdxECMzOChjJ+XXydwftoK9xH6nX6vUsz05JAS5G1DEDPbdzGV43StLzAxWs0zWE8ALbYNK/Yftj38H1SwJotKWDO22PnbXxbYuzdLnaLt3EbXzHeZNH27UqvZASLXp9Y8NaATLFbTPRy+GT84ihjyVG9C0aGdSBXwro784m49Ggl5MOPidZ6JZblClaJ6yRDI0UUJeXin1Pe7Y6PiWR2ducwCgXKd1umOznl9PSUk2efs7+/C30H3Rqn+K/ou4zEmul8j3v3HjCNDSEY69Up52dH/OkHf8mf/Yef8AMyi77Q7wljMrWfE+/d22fv0V2OU09oIvPdHQi1H3cdWa2XEHsIMJs1aHjTm+P69mf2cg+/YYa94dfcxjsdL91vX3iBv2q/ddlA+EvOJi7QubeSXlX2HtxHYiD1vfuTbG9ZpD9BwvhbszBOUod+5sHj95jN9xCNqESms12op4h6RUENMGuE3TnsLIA+w0qYRyW3xvlpRwyBJJFksOqNJF7eWmImRCPW2eVQkn1oK9IcNxz2KjdaQAMtlHonFTjDpsL9bhpgYkZlxhSozFDLiBm1QZONhRmLbMSwtRJhsL064uqpPPr0Dq/5Qm5w/bH4am+2WApZdVCOR8TlXaLev4bCVFAVYtRS/hm0Ao1uXitVQZ80YeqgjgVnT+Ti0ZPVHFwB0KqUiHYKrYiAegUxAC0yOEJkZ2fHQZ0y1qZLTTtf2fRy8Ze4LnTDvtk+j8UnZYxYzrINurQvmmBsjzPfnbmBZZduxOgLIGdnZ3RdR6gr+iKDI2zJHmG8nrGi3I8FuNTBEycQKwft3IjVynteCetyAuqv24XnVyWpgzk4+D06KOkGb5LtCEOz3nr/u3NVb+NtxDBHHdrRdvvxdmhuTH8JDN5uo+NrvHrudiVwM3744vMQpPS3NwsJeNeBqTfpP67MejZyhNu4jW93DG3YNrLT1423Mg57Od/XL7U1m83e+Q7mbUSMVxCddPxnE+2ancUU2paQM7Rr9udzkBlJF16atal8co+UxVMl6KZuqdlghLQBaDZz80y/OuXk6cdXHKUhAeraIJ/z5MlHvhTeRC9/Xk8w8TIs5ydrnjz5nKaasDPfY393l/t3HvHwgw+4N4EHKoSYNwOoZEwyFgPtGtLpmpgSy3XLfL7H/t4d6vkO1ipNeI86vs+k2ufkZO1mneMJu9xMX7/Zjh4D4/Ortnr1/r4LbfVmxet3gPcfP0YG4+BL8XrrzZdIvcMq+HXMheJbM2oFR7bDlswlb+gkljPHx8fFI+BiMqYaXXakEffLcvnUJmlz/orGCBqYzWbuTRAi6/WaECowTzYrDV4Web0m1NCXKkhdTuzsCBor1hkmM6WeB3QmrKxjtqNY6FjsBOqZMpu7CXEDVBKI4p4zVZFtdJbJJDT144S+Fq9epUXqAX7PNSpEhakIM1WmKlTi1PdKhRjlwkJsVnDp0NY1VN2AGFtADgVrThmSDNouJVhVumhFzIEXYWAMBVSLv48asSreIKHIt9SBew0QK6Wq3Bx4qCoUKr+slbj5bAgO2gwyGkMx2bwWYz0C0NYnVu0ak0CSBEEd0Bl+pxgqcex7hypGrrPOI1BgQmHsqP8FqCYTyM6MchMJLi13l/9laJeF1bndfkc51XgjXG745dX8EmZ0M8J/31/+9U/JySsEnp2dXQCRY4ykLVaaycDQyqjC/feV3f2hfwAwbHDAUkZWzsDqEjVCiFumrHkkQ6mKV/fZugzbx6I2XFIpl7sk2CWZ3v5VIgLJ/aA2VbFu3hW8ja83XmpbpS8N2dtZwGWAQZQgXGhnaoWVKpvFt+2uaQA1R7apbdq73yehgKDOtIwxls9vLWjeMGPjm+jzcxu38fVG4uWy4X+EEuPDEM6b37dvpzrVG8ZyufxOTAKuLnfdA3krv1OgJ/drmunM9fKTipPj5zDtMOtAvK4LOWFMqKPQ9kskVJC7ayQjF2nrI9A3viBI3WA5Y7mnPfoUNDI/uMt63RFjZHUWWOwtEJ1Qm9E0U+q6JleGTuZMdu5y8PARd3Z7HuJVaLYbds6CivIbgb/71RPWXcJOTsgaePbiOacnx2BeGWV9/gLWS5cjXLgxrmrQbz442XCur6T8v3p/X4f05l00+P4uxtNPPuW6yZu99qTuogRqBHKgMBrKZsNLV+4iF3OLUvq6PBfDyztrdHmVyZjM+c6KrGYwSxVxRsdQkakk8s8+f4HGCXW9oGqmZCJ9B1hFCP75rhXWfUVOMJ0FtIJmVnO+Mog9fY6s05qoE1KC/Q8mpN59X6b3YLUyci3U2dy4WIRgm0FmKPeaUbIYdTaCCnWGxmAmxQtBHMyZAoIzdGIunjhb53LghGxdMC4bF+dcAJbhEm2t3imwytAH6M38XFnpkgAJBqmwHswTZy0yriBCjyGxJ4RIH1yepSHTB/f4IRR6g7qXgw3YHYapg0OmwasEymoE9/JolFdAolKjPPVeRSWGGjUjZ6OXzn9aqUo1mBEPfkOXw32Ki3dNaRvz3R0OV6uLbDDRkjCZIwh9X87tdbKqq0Cbq9llNzO8gXWrNXkwqlEH48Ytckbk4pTLBFTcl+PZky3W6IU2nOl7ZwzoS3PJS+f9EgNhUF+KGjEoDJV4LpETYJtl4/eCmDmf92qK123cxhtHQEaXudF4GBmZNcPsUUsTvc7ceBxmh9eu2u7yi1vMUMPLko/s1RsIeKT0lhLMdzRumYC38bXEm8jz3paUTxxE7vObFwz4o98H3+0yznotB/Tk6edIn5lMJtD2dKenaJxDm6CKPP7ee8CancU+bd8TtKLvEkg9rrJeFZfb1/Yq6IVrYOb+DgaTyQTLgem04fykQzUym8148OABjx8/Znd3l4xRT6a8/yff46/++qfUObtZLBRUMSAG62z8r9884R/+7Rd89vQjjjlltfKEZTabsbuzz2Kx6/4S0bDUbVgJ1/2mC94fl87vpbjYzrb8Kb7h+G62/3cvBqbaWw9fOn99edVWmw9NTawnm/dCGBPuV4F/L1el2azc930mpUSMNZNmxmy28FLUVU0VG/o+s16vgcyLFz25T8TGsLZHEE8gVdjZa7j3AM7aJc0Mjk6X3H80pU0QJ0pLJpmRxIGRZDZWHWHLD8RUCMNKrIh76FDUwAO1vjB0Kpx9U1/XLQxYQ3maDXJKGwCnDLTDRD2nBFaeq3siqHmRsOF0Q0ayUV3ui8RGSVsIQowuwwohoAH319ENY8q3UbRUG0u68QkemFWmspFSlXMViaNfysCoGa5rCIHU2/h7ROTKFnxtPzeCXQY5c/jpZ5DSy7n60M4Gr5xXeuJcRgWuMo//5vvdrzt+/vOfk62/kBROJpNLrCm5YE/Xl4bXnbv90SYELwHuiyGb83fx3MqlNjdMCKNokWOxqUrF1e1iOLqRHcTA1rlainUbt/Fl4jrg5YtH4MIEQ0YZjV7a15Wg9SAZLADOYG5fV4GUbOxj/f68WbDAlUqA27iN23hFBF5m3VzHuLmOofMlwnz2+2Wqyb3FXmtb9vIqf5KvN3mdzWbXvrezs/O1fvd1oduTL9sMFpsEMgMtqxd/4PTpb0BO0Lojr1tAUUksn30CtJytPgNWZGuBNVjrdpuDNgEgNOw++p5/zxbn1ABK5ZrBfJNeQSdU9x5S7e0CsGzXrOnoQktuOurdii5m0rRhFZXJzg7793a5+/3HfPjXP+IhgUcmRKnKWOmN/jQIf3+24p9/+2s+/c2/8PTn/4A9e8L9ScWd6YJ5tSCkwHy2h4Q5xB0I00srf68CZr54pfclPTSlEtDmAlz5HTchVJX9/f1v+jC+gXi9vgi4Rga6+YxsddJ26f+X1f1h/E+nU+5+//vUB/uXZqsZmTU8/OGHxGkBarIn084LD0iISIibfefigyJaylVHJAZMhaQyMjFy4eBcODaLLhMKQlVVaFUTKq+I1FRTT9Lqmma+IMaG9VpZryJnx4Gzzw3tg1do0kysE12bWJ1C1c85eZqYN5HVScZ6mCjM0+b8zQTmCHviPjYThYbMHGORM7MMUyCa84gmlpkA+wl28M/UvY3+G0NirIBa2lylS/ocVRw0GQCcLZ+cLOU98eu+ENhF2AHuKBwINBlmqjRoYSMItUCDEDJU4scsauSYoTa0MqggVJCikSog9lQTZbEHscoQQUPCtHc/nabmvccPmM12QQOmLnVDMkmUUFfupSJG0oFK5H9W/HWG51HdO0dNiRIxCeQgmPUuJwuUz5VzlWWzv1j+gBFdyMJY2F0LsyQPY5U42pATo0v/KOm5fG94zO7sc/d73x++fGubmxHDWD6pGyqrL0zG2pTpzP+iAJIL40URCcQKcp9I0pOyS5Azhgb/c18jiJU/Hs1rTAszLxdQMBfc2EbvHBGjUdhVmFp26YoxXuepCAsVvLdx8+5RIuhCQjdcLv48Yhk1Q8nlR19FP7+N27gcyf3LtPSdOHBegbevbcMbySTcyMy91YyguEG+mVdWM+eae5XDUt5DC2AZKCbgfj+YyihTDVHYPYDHH8BkKsWDyghXGUF9y+NdLy/+JktnV23bX2DV3/ZBt/GmcU2beZM1i7e4vrER57zZffsW7/JLhrnfQIgI5+fn175/cnLyRzwa2PgAXEU1j4XWvrXaagnaFtolklqaSQRJSGo5+vxT/2iu2dl/DEwu7M/Myvw6gsDxi8PN67JViSkln9RbQeot870//ZDGIqGNPNx7yKP9h3z48Pv0Bnce3uX+BzusOcaqlk5WxPmc3XsPuX9vnz852ONRUBqVC9SybMK/reEXz1/wd3//Dzz75A+cfPp7nn76K549fUJ7vkQ10nWJrjWqpob1akv/4OekntTXnteXI7+0cjgAPhsgLWE5DbqGEeS5nt3z7YyBsXF0dPRNH8o3EF+1LyoMBwS7qsrLKz45KFDy+Ypnv/897eGLDchg5iDqas3nn31Cvyx9lYonyUVO06/XdOur+rFcErdL/Ul5zRkZFxk4zsjZAo5FSBgpQUqRnkBGaWYV1TRAzGjtOV5n/rdcwsFBTep6rFdePE/EGLh3P/DgYc187tWUQjaiQChyqJj93lKDWhSyjaBY0MKwEZioMAEq1P8PRiVCXSbddZFBfaVJ6RWfV1Vas1EmZcNq74h7CxH34Ql5MHcVdIv5OPQ3FuyCh4OIEWKFWWJ5lsk5jwwetQrEX3tx2NL3xZx28Kkp+2/Xmb7L4zUUESwPZcPzeC5FbNMmto7NV6qLJ86VcfF3bH2Ii20+e79cBYgbqdfmRriEor0UwvLFIc8++t0V+74ZMZy1H/7pD7ziepbxvuz7lpwSarrxLCpsHDchBi7JrmBoM0KMYWyTqkow1wcO8rwhrmLMqEGXE6ucabe7jcFbJA8KuS1xouSxGWz6musS3LdbneM2bmK8/or1FTUoxthe21O1rQUL732iDhKtK+6DMicQEY6PWn776yXrdT/2q33fXyO1//bGd4vtfdsP3cabxNAnXeV/8w144kiZQeVu4Fy/9ke/drbhzAAAIABJREFUOt/usjj1K+3KJ8STyYTlcvnGn38XOy1PpgM6PSB3CawDYlkSzpCWQHuJXRJJfUc6/gwJSm7PGRLLnFtODp8jbNeR3xp8LHtlmZRx/x0dB6fhUllKIEpoZnRZOe3WVHs7nD4/4tMXz9k7OKCZNewevI9UNed9x9/8b/+BLjfcf/g+Nj3gg7/8U/7P//1v+VBgP6VBg8DgSfE5yv/9r7/jZz/7F9ZHS56/OEOPT5BV4ujoU3ZmO6zOVjRNTdv2nLdriDXk4iO06ql3ZqyPT8sPu+yxcNV5tivagH9uA6QpIlueRGOVqqvYPe9GfBn/nHfxXvg6wwtZl5Xqt7I/wYgcvP8eLz55guT8sq/UpU9AmYQWYGDDdhh66FHQQFquQLcAyi3JzJUJ8QBGqmLiibzEOGZxVqRKQ3UjUykr/QIqSAxu0qs1ewf3SX1DmO6yTh1VE5nsCuuVIbFinRO5A50LrQjr3BOeC4tpg4RM6mG2C88/W7F70JAkUU8VNSNKIKrfh12RQiUKsIOiggM8w7XKQiNCgzN3Al6tKhT2zYVzbdu5bvDV10ua5G2b6eF/y8Ub5NLnW8uci4yZgxRgV3HQJooD8I258XBrEDRBVgJGEMUqSD2EJLQKWit1BTnrBZWr2VDe3VkOKbvUZbVsobBqRFw2ZwXUyyn5dcyeaOStvkokjJ5nF8vLX/R3ECnHUfxyxm4hOKg2yKQu9BcXyDJSTCqU+u49ZpOaw1//yleLcumTr01+htetoAUg14IBNyPW6zWqM6aVkjF6cx+QYXwcKrKBSzhyzlRhY3Yeo5KDjGpMyKSk1BN4/CfC6TH0fTEtluxzC9VSsUoLC0dRFRI9kUDC206lgWLtNEayMjIWNlxASglxT5L9PUULcyIg/l0XJpm3CdRtvF68bmoy9MV2qX8Hv3+aMry2RUubgJwyGgIpDbkEOJvHShemRRnq46ZqJOfs29/ANvyuzwHfBMq/atv4jjONbuM23jRUhxnzH6s6lcKD+/vc2d99K7szs1GzejMijytcGiuYLoCITHZBGsLePShEZhmo6ySaSplOJpA6LK039OkS9x/cY3SXuNb34DITQckmG6ZWVbHOBtOa58+fc3z4gt1ZhYaeo8OnfPKH37JarTg9OuPwxTkf/f4p5+vE8dEpDx495Kf/4ac83p2zAwTdrgiT6AU+z5mnn37M6Wefcv7Jp+yRsVWmO+uxPrFcnlJNKlLuCEFoQlOSWoW+R4Lw8N6j8hMvS6Ku+LlDJYJrzoeJD9O+aj3MC7SwoeDN7aT+eHHrS/DFYZK4e3eXnfmivPJ2rmcVHOd+0+mQs7PzywztV/qKlPeEkVFh2wmy6Sj/2u4jh0pEl/3GMmCiW21HmTQz6npC0zSsU8t0UdNKz3RPSCGjITGrlSom6hBoVJjPIrlzb9uud7CpqaHvW+4eONtnGr0q04BfiRgmGSm/I5hXrRuSQct+vKEANoGBIu8Rhu6Ncu5l60mZ2OvWBpYyxeJms2JrkJIhQV/6vOHJQDahF0hqaEpEiuSEfAFwGM0wrbxnesGToUDsiDi0EjQ5zV+GctKlf9JMDkbMIDKYWStCLMfprClnTzkklaX46Iy+ORu2znBd/XkuMoJyTEK5BlwTl2RNQ7vb7m8LmwcRQgj0OTvYXg0A4quSn+EY80uvvdvpxZvH0ORevHjGpAn85Icf8MHj+9TVRS+cIcyc9RXCBljRrC/tUUQYsNqqckJUwlxGxaZdXRVqkHXLN0m2AKQCXGZhBDFzeZ6zt5kLuN6lx+/uaHkb7168vGJ9NVv61YqmAQAd+kOzTGNGPYx94Ytb5cCG9Pn21r61LLbcoBARbqJh823cxlePoU+6yv/mm/DEYWtSFN4o3/tKY/Hdg33+09/+R77/g8fjqtFXiSEROT09/eKNv1XRM180aBNAa1f6TqfEyRyJi/+fvXd9kuRKrjt/fm9EZFZWVVc/0Q0MZgYgh6Q0IiWttGva/bD/vGxltqJpd00mkhI1fAzBwbPRr3pkZkTc674f/MYjq6ob3Y3GTKOQDitUV2ZkZGbEjRvXj59zHKoT5OA2i4M7QEO7bdmcnwO5ADnzAVTz+JtnhLDCa9ZLqsUcRIt45X/eaQS8YmpO3Rbh9s8+5ujWCUd377M4OqLOa06//Zr2/Jy0PSP0LZq2XjXuhGV1xIePfsajR48Iq5pPHj3kUX3ArXH/oKYokS+04//+zV/x+Rd/z5f//He8+OYbnn71hKSBtlOiRM5enHF+ekpWYdO23Dm5zeGtQ4Y2LpYzn/3D37E8OOJVxs2X42r1YehI4OmvMxbqYnA8k92Mq4f3b3nqtPqblva827h/7z7/27//X/nk0w/LI99vLrJCq/zms89A+8tNj659xRiXJ2Cz6enCjEFmk/+8vfiwq6GTxtheptBUrrkWhuTeWTqMif4O+Fde17Yty8WKw1u3iAuXT62Oa7qsLFcVxyeR1R3hzt2GNiXWF4n2IjmAs1H6raF9R98by6bi+YvMsnYApyESxRkflQWiOjNAxMACouYsIplMi5sATXBvjmWARfm4OY9Iqx8WHb/s1SOfQUIYD2OYXdZxQIMuvd6YkoE+K5bVPWmARXD5VyVSklkHZirxlu1RdlmBwzEf29visjEHjm2StRUJQGWCVUNL3ZpevWW4FGJsiINMajfRGM+3+Pwu4xgafFKCy3h2Yhov7ocj1zxX/JgusROn4+UstM3XX3P+/AUHHzxgcec2NNVrsHAnbtQEFdy0dGmKDz94wMcfPuLXf3qHX336gMNlTZDCnBJn3uggo5qxQ00ccFEdfqZ7fsqJnI1/+J8t241CwluID154Y8xkwWK7nbHm7cULoDkHIa2AosEmgHgOCJZdXiko7WMf3x27yc5lZvEOoPOKiWGYr4NBZxkTOJLAUfFw0rBbyLsuERIZzEOncRyjDFyet/t672nsAZx97ONlUeYku0Y6dd1jL5NTXdn2e8T8fvwG+d5bZ6wiQs6Z880zLjbrHd+Ft43r5TDvJv6wTAbl7MVT6rpGaqgP4M6ju/TbhMktFrc+RrsFbVjB6h5URxCXEBZcVbxtWB0FlDMggSWaWJVEcHAtzMw7wchQTQX3NGgCy6WwPX+CPn9O++Vjtl2LlKQuLitsAYuTFaujBfc+OGGxqjEajh/8nD//F/+aD5YrbqVCadSyVJdAUvifoeG/ffGc6vyU2G3J2zOkPSWdPSdtL2jbDbntyB2cPTvl7u37PFmfoVXDhz//E4iL8dtuNx0xHFCFFUKNCy/mMfkKXR9XK79G77+vvWjezxvfarWirq9P6vYBm805T559y/nF4CXzLsA4BTIyVMXLo7Lz/BDD/FdASHMZpZk4gKIRQgV1zdH9h4Vq4t5YQqGwKC6DNAc9iAGTCCEgMbp+f8a6MR1YG5MUS6gJUrk9VtH7++LXAV4zo23bIluqWDXKh/fgeAlRNjQLaNuMmnG0jBweQpDMahmIdYba2NbKthH6ULE4jFRNQtXIahyGyC01DoFVwM2BC7DQkFlkZYVQq7HUxKEmDsyIGVqM3ibp0RBh+nrXImlj1+YRTGZUsY3oW5gElcl6l/bkgZ0nLkEzl6IsxKVddwRW5uyW1nqXWCnUIixCYIHLg0LAW403Qh8g1BCim81aMFI0NAjSRDJubCyVEg8EUWERllQsCUSf46xxjC+WrikWqHBz4VB0NkHcsDpUNWEoDEhVFHwVITRlvqwLGFQzmGPvjG8Rn2+l8ecGmVSIBWysgNrHWqipQ83R0S2axQFQ7YKR18YEFBnpxjFwhhjHlkRaVZ5t4emZQayom6UDgJqIsR69PAaG6Wo5MWQtBIIIYWRiQQwVmvHzrINsmBHEu+znNngn1WZUBeCtEC5hMgRxFkMQqMVH38SyEWfuIqPZsYQihZR3Mbfu46cTPk7Hu6VlIkIoYL5D44Nxti9hK3NZX8D91QaAMVLGf4jlnuYRAuSUxgsxxrK/AdAhjCwcwBmiVamXCD4zfedc9uMKl1W+v9fq2xkbz8DtPUi1j7eOwf7jGtbNFajgFUycdwUrzNe4bxhv7YljZjx/fsb/9Z/+X6+EynfXqn/KoZsLWnsK3Rm9tLyIiaPDE043Le351h0+rfcfMlQ1xAUiDXaRmE9j6/PzsaJqZLquc541TL8ZxFklhykOCvF4xdHJLVIXUCrWL56NA9kEYmlhW9c1i3rBanXE4dEt7j58yC/++Jf86a//jP/wb/6CI2AZe9Rq1+8XOtiZGr/76jHffPEl//QPn/H022ecnz4nCkilbENP7jpCUNrujNXqiM9++/fUTWRzfsbyXoU0h5A2mPVgkay5AC8K9MxH+9zU8/IIfPMR+WrfnT9kvI1H1E8pLi62/Jf/568xG7yi3tV5VF5PMlKiGImPg28XSQU1LPeMfVIpAOJgDP4GISLcu3ePs9OL137Ntu949uwZVbUibSEtEiEfcrAS+mVDa0q1jKRI6ZKj1MuGujHqZc22Mxb1AukMq+DF08TtuxVUBilhUqNF7JnVSmvkSWakhCIgNRaholalsuJfYJANVnO5hpZjKFpACH845ZnHLozHW22S4ypAdkBFMcgRE6UKwSUjsyQgiSeq26S0lXsndAEkRBozNAYu1LViOQfH6ubnd/yomQFYMzNnONgkM7PiT2QmSLYra4DJoLiCAjZfCQvjewwf4PDwmIv1C3Ia2IbDcdHvHlc6184Md43L2ygEpd9u+fabx1jqIHW7DJ5XxiRbtfd0jn0X8c033xC393n2X/6eLmXOLloOj2+RCxsNCpsA3Oi7cmPj8R6mYJdYoRIobC4/3AOTbTDhnp/vAeCZrwpNBY1y5YZoDB5JZUcoJuHa83nZe2of+3ib8Hn31QPpMplwYOcI03XipUqjyz53pzyBmozbyZiXCIZYKIw0n5tz9n2plfxlz3Z+b2Oy2bhZQNs+/nBxSUw+izcZY+9QTiW58JbfbJ/fG6adOozuJ8DLMeZvImCJsHkGuYWQ0LM1fQ3x1tIr9MsVWIROQJZUq9tOqOkFWAANc8xNRlmFkqz1fey862wpLhTqdiC/6MndAbm/SxU+BKnhKECMxBiJdUWsa+rlglv1Mcer26zuP+DBH/8xf/TrP+Ev/uJf8lG35Ze9+mvFJ1g1JQV4Wim//ewLzp+eE3PFQVxQScWqXiDBODw8RPvEcrkk9D3rp8+gXdM/X8M2EaTh+M59wuEtQr2CKmOhxU2ary7+5+NuUlbP/36FGfJ7KJ3ax9uHaf8OF2Jh9nNdXDeuBj+R8rwos+zKH1Pl4ulzdjIiYVhJXt3lfLPiBzCAFGb2Uunp5YXyUIXX1HFx9oLPP/8n1mfnVFJxdtpj5m2wLQiLW74w7sw74CyPDAvOOFmuYFkbRwtfCNd1xUWbyQhVVe14+Ez8AAG8/bWEjJkSCYgOzxU5h3pmGkqbWEdgKHPM7veLl+5zo1oqTECPv1T9HqXFLFaCz7Ol5S2ARmcrtRm6KtAnpStGrwuBRo2DbAUwzn6ztUwO6u8RrHxLK/IxKcertLCNYEEZZyRVrDfaducMlQrz62fKA3M1hEDXdW9Pn7eBvTkcxMvPlUjZgbqzF7C+KDru13/Pmz/fBjTD2fqCJ0/XnJ91VNWSvgC2YTZmYxnAZkaX3OPGZZEzOdN8LpnFrp/IlBgPvy+/zq4B5QacKAe4CiUO32Yf+3i3EcLUXfF12PEmu2u80fdNhWTCRRDODZLJjmQQpqnLx/pM/pr87xgnsP1NJPv7eDfxJkf8OkbRaGy8Tz338WMPAXxV/MYvvTEz13fdEP4QINNA1Zza/5bF1DnEeEw6EzLHVIf3OFiesDq6Q3NyD+oFx8fHLqkaKO6XOu8YuSyKA2QlHp/A4sD7LBZAJww6g/Gru+5pc3pGd3ZB+/Q5gxNorBpiqAlVRagrFgcrmoMlq5NjHnz4Mb/61Z/yv//5v+VXt074ZLGkqcPkdhC8e0ULnK071psLUteDKjFGbp/c5fj4Dov6hCANZsb69Izctlh7TogGdNz7+UO2uWd9fsZyuSIull7tVdgdqi/HUK96Luxus5OfXNn25laI9/GmMbEcXh0DVSQQCKzu3SsvLa/NNk0ElCq3Ma0wh7+HauOwMBG8o9AMwTBRosWZR5LStq1LtoBdhprsLJiHXUYJpNTRti3btOVsnakPak43ibiskSMjHEM4FBZ3K8Jx5PBhQIOwaT1JzJbpe6OuazLQHEQkg/YOKESBhQjLEKgKpb0JvhBznxwho/Si9GHwqgLEkEH2YRSwBZeSSNg5HaNNWElix2M0/m86njLQygUQByvCYGypTiIyFUwcuAkhsKicHTSosgAHoajdV6HIh0OAOgp1DMToUhOzzLKJaMhEqQilu9WQYA9ymirKaLBslrGqSFqK502M8UrnqeG5wf9kaFXd9y057d7jgoFomCrZ190jrbBwtIwzTVe3CQKLxsdwzrvMnfCy6yRSHxxSHx1Pb4XPudMrbt58e/fu3bF6YkEwUchpBNzM3Bcp5zwmqOM1WromjmwDy5gJMQaaxTSliDrb5rJ/yPx6r2u4dbuijozSrDnuaTIAQPMEORTfm+u/m6hd/8Q+9vEGEcMEYF63LL8s+/ONh3mveJOVa6cXHUWaVYzj9TMR0/1euVhGTu6EUizREVAVE4IIVX1jUqExuq77Q3+EdxY37+zs4w8Vr151/IFajI8x9w98k1fcgHhfmUBjJ6TSpcof3BKKGehqteSDR7dYHkbafEqyDVQ9m3wOdYIlSG3jwn2MHRa7UYUKCXVpLX4pBCfxROC45vbP7pCWj6H6ynvpZh1p/rFZUC+W1MsF4fYhhw8f8OCTT/nzf/Wv+Tcnd/hk+haj+GigWidAY+T+7Qd88PBn1M0xi8UhRye3OduusSqw7lsObh1BHakOG+rbK9Q2cNizaZ8gumaxalgcHrvpczwGWXKZGbFarXaPx0uG8uXuHdeOkn3np33MQkRoVocsDlev+YpZImQlyVWZgTdcwxC6frzuJGZVxawn9pUkfKq6fzdF3d+xCJpMQRJ1NHLq3I+/EuoGfn4cOMlw3MPyInGSAuEpHC2Ew0NjeQBWVS70CS79aMhUOKOlRb2DSFk8Dx4H42cIzoipJLBUo1ahEmhKn7h6lE8xMWrK/dNmc1s1SEOkwGdFGhVgBpQVbGeYKw3cF2hiSNXRX7MAlkGIObnsKeP9Ag2WEZax4iBALd5pa+hcFRWaso9QJFPe6nnqPOQkcAeFYp5Voedgkwiidu05joUl+bJ73Py47LQaF660lJ5eNH9zHROk0YR7+MGP3+pkAGPmJsjqCNtL4iqr6PK96cYsP8YIIUDEW4APPcskeKX/OlPymZ/V/DErJRIRODqG1aE/N7FtrlanXXLgx1xK3acvEsBRYjgbdoNR7BDDkLiO0TX3F9nHPt4kXpU0ve6Q8i5q4dq5bJRCXbf2pdh7GVjv83AlgaAB1ckn7SaaAO89FPexj7eIN4ES3hXsMBG1fb58g3vtW3vi7ON1wmGOK+d5eURcNmSEdn1KLQecnp5im43fcWKkPduybALbrsf0qpTo8M5tLi4uXAOA0q430K5xZNBPqw5UdwMkIgcNhz//gK11VAc93TJhceWV6RCIdUVV+c9isSCsFhzfuc3Pf/kLHj16xIGxYys8avvxSnYOILHmV7/8JedPz+DJOf/497/hq8//ibOzF/TpgiRr6JUQGyChVvx/Lp6zzgrSEcMSiSfEZYNcmNPB826FeLPZsBtzds50zKfE53X8bt5fT5w3icvdH/bxZmFmdG/kQeSIgmFcPHvO6ImjMtdUXnoTZs9d+rvEarUiZaPrh8q84K2XBkPTuCOtetXYvWJqarCqI7cOj1xWJAHLyuY8EZuadp2ol5EohvZwcChQB7IZUUGjks2oqoqDGB23Mv+MGQimaCjk0AKmNOZcRBVx32aFRRCqnAgSUAkT6XA4LuVbeUOvMCc+FTWPgpp3dBq2NxxckOgAUDm2A+Ds7Ba8u48JwZxJ2Ksnu0Eg5eKZYN5pKpbetlLaeAc1IkaWij7DPJ+OUTg/32L9srAx/FuYBSwIKrvSqaHjithsTVAS/lFaYxXdlc5SU7v5N85BdrpRzXxwhoRoeKuyzfrbJ+z46wweTq/wkkgXZ1xd5dyMOfb6UM7OzghhALzmIMvkY2RmhBheulAbxufgx3V62iNiVFVT2DY6su+uTCvlcPcdnL5IVMtqvP5iKPPEFaBwmD98rIZw1RfnVQydfezjXccwTsVAQmFnBp/ExSY/MyuGxRFni143s6gqvRrtRshYsYAQYoS+z24KfwPlVDHGmZfMDYj9HLSPHzxexbi5/Nw7bDFeipZeG3uzbsTvFMRxRNw/zXU67N9HvF8J7CUtu/cyge05268/A6vAFrygtGqtBXIHsvGC6GpBnZQ+KWIBm0mqLtadAz5SOq10Z+X5uqzkGoSurLMFy0JIQvrmgpOTE9abFZZ6gsByuYQmEqrKGTLLA+Jixa3bd7n7wUPuPfiQe82CZqhgF4PRITE0AYuB28CnweDugn9Y1dx9dMw//GOP0aN9R+gztkloVjQpEiLW97DtoIfQbZCjCjVj0yoffvAhv9v0LJoF/fk5uj4FzoFVMXPUIuKazrtcAs08P45IMUYdKpw70rT3vDPVm8b7M/7/cPH956JBaleXf19eCM35aE5bsNIVbjTgDSVhGl1BCwIhWtCEgWJSnhYpdG9P8HIyUp8hTtP0kACO1XpVN9SPgRD82nF5kUBw+U8VG7QCRBE6gtWEULGmZpEC33ybCYcgZ4GwDDSNUB34wja3RqPCIkOdhc4yoQrEKiDSk5JBdgZJVXK/NS5/UtzJ6wAIGEGEFcaBCQt1gUc2aENFhY1dqqhmrMVyGJMpVWBCS2w4ZMHvYgPzhoG5E6fKRgGbpex2aOEdiOQiZ5HonXhyVtYBsoCJG79WGDEbMRgVgcrUASAqgikBYRGFvoJOjT5BCBUWjdgJfc4uWcU9d6QDrHB5zM+1d8iS4h4kiFS0uSVnIwYhqZskZ/HfwsSy8Spy2AFZrAx/C4qpHyyTme/NyAzNZSz5eBndoAfnZsHvSYP5nc7BQh+4blY8tOgdSkrXzaXV7FXXe5z9uCOgGlDza1Gig3be+SFhVC71EECVgD8vpgTx+7uIeWv6KAxtCUxrZDgdwRxEDOXYFdnkwMyZDF1Bq4psgCiVGaLihsgCFFlXVS6nNMj2Chj7skg4kLm4gSyqffwwcRm2zQPArnIlBzIZah8O3GQGANElUiZCL0KvLsz0O/xg8j4UO9yPLKszsTVENEMOgqkb8ude/b7FAGJ23DSEwMxG7633Ma5bVe3GlCQPhZx97ONdxUvdLuW7xuUs3tWYlOmXhEC4ksm+PN7pndjMMPQPBuAMn6Gq3lOCkaiDCRjkDWIdWAfWUgWDlEA7yD1oot1s6NuWa09TLq6YNv81d3CYmCmGQeXJXbvZcHp6ztmLjmZxG5MFq6Nb1IuGqqpomoZQVxwcHnJycsK9+yd8/MExxxSpg4VCbR2+01gYB1XuhsAd4JOPPyJYoGkajo6OCHVDzp4w3Dm5S6wjOW2wYNAnp6CbkvseMyWvt2y3W375i08hNBAaDm7fxVsyt3hD4skZdPIV2L2qfEmbx7F57WnZ+etmLU5/qhT47zcXXQ/YzBUmrwxxyYksFpx8+HB67FV0iWsYDe16jfbzDkUORO5Qvy2U5C2P18C88hZCYLVaEWMsPjmV4yCSSO2W3CshR/oNaDKenW1RoOuNpLDtlDbDpoV2a4i6DNSb2LhcqBOjCkLWjM48VfwcDJ2fDFFDJdDjIJZZpscI6NjeuKrE8YJLcp5oTNXS2eOX56IgBdQw0Fw8AVTdfH2Q/hRWjmacKTMs7ov8a/Ik8Vbx2cAkcCKBpcGBBI5CTRN8Gdpn4WLd+XEdDGvLXGzBqOrA4VGkx1yKlUErLd2FvDqcAi6LykoaGZRhNC3OxQRoNKieXdYSwzg2djyQDMaWmSFQNc3EEhsNVi4VPeZDf175HMeUjq+XegFBLl0TL7tCAtViweLg6Jo3+vHHYNp869bRaDY9FBZUGE1XRWSn+DH8ni/YBBx4A5zBlTEyqtM17i2/Lx/r4gtVvEbMDAnePvxAAgeFGTe8LLwsK7rm4ct1gZsGv+3jh41JCD+Fzm5505x7VSY4j90CVSm0yG478SEkGHJN23A1ZXkQuHM3EuPQoW3GRrwh8T4DOK8X0+cfR8Ts9CfVIj35PX6kffzo43VWHrvyyh/eE0cvJReX/e5eFTdrJVUi5/d3MvYbhkFVYSLQNBAiSQy3zS+LNCitIyJBGmJ1UOoOJVRYLo7L4jrC4R1Y3fbsqokFcQHQMv6idzDfnvFn/+JT7jxqqI8SVsG678kmxGYBVY0slxzfv8fBBx9wcP8BHx3d4bYydn4Jwwcsle+UB1TdS/GfAP/h0T3u3f6AX3z8CaFeEKqIpkRQ48njL8nrF14Vr2rquw+RxQnSrAj1spjrGC9evODb51+g+RSVDZuL5xDSDiNpiLFrwVw+VW7snovMh/qrlqD75ek+dsNeD7opGw9yhcF/Zvbc0CP4Za+DkVZZVrPeR/u67hwzQ9S5+e3godI0zfjYdrulL2DQzgJZOi7OnpFLFb9uhJPVymVRWdEeRAXtlc060/bOGGkWQlMZqLJcCJ04jV0tQKhpMAc7EBozKhOi+qJ6kGtk830tC2V+pMtTQIlyHJKfgJ2uU6P8jJfMRYMUKUafl0IACYQqgmaXfpU5yxT3MQJCMRUOM5lTFqGNQlsOW2VKNPXXq7e57ZMRY02fIaW+YOmKqrnZsLmRbRWEZN7RytS7CQ0g4+CHM5fHeeJ+dT4afFGGMaAz+u0V0HYmnwkhXNXVXTJO3gEarxuqgwxLFev6l/pa+BR+AAAgAElEQVRQXDePShwAyNkcfcNiu93i7Yt7NPWYZYJBKIbU845iUxS/mrx7XQ9+OcO4GIAhKGMvTdsNiaiZFMDSQVMrpL9gBQgtIQY5687YuRzZHFxSrABN+9jHu40JS369rGVkXI9+cH7NpGSkfgK/fZoZ5sjh3jjNsTFC14LpnCd0s+aj9zkPgpt2tPfxYwuFl9acft8SxLE4R37j++y7+aTvWbX/fZWT7Mh2FNCGxeEJoVkgTUVsGpAaiE5vL+VoDQm1zjtdANLUkIXt6XNfzYVIc7Dk7ocPkVv3WJw8gnDoWl8AGgdYQkc8WPHVl7+j3665fbRkUXnr3xACVVOzOFxxdHTE8nDFrTu3+eijj7hVNdQDyccKxqI9hDzLCTIa8vBPlqbcOjpCiORc/B/Eq4oimbBoqJeHnNx5QFwusW2LZdBtC30LKZG6nounG/ptKhITBX3JkB0WvgzD0avxww3/ZSwceE12xY803tdr4YeId8c6un5RN+Ir175mdm2XDa3vePbl5+XFL2EHDsyI+U5fesrKNbCz6SBzkRHAqapqTPhUdexS4QvgviR6oNZjQQgokpTFQlgdBA4P4KCpqSoQm7ViFVDJ5D6Ts7cCbxpoLNDniSVQmdAEoTKjxqjEGThBorNP1FArElErrBXx7zJg3J7sazEmzjtzD5ahzDU7c1E5JkPrcCzuit5yz8BM0aAk8dbppVH4TjU3lt8pQG9GKjKpXgKtBfqYy9kuHaKC0Gdn7ATFu0KZUUVB1dhuFEvur5MjBJNROhDNJVQul5rjLNcAOEVCFS4l5BBQ7507AUFCmTN9467riq/PfCy+TCY4DrBXMBUH+dZ1A/bqPN2vN/TtBYzSwpsDCwz3F5uV0I6Pj8t16EWH4foYWFSDSavYdE4teKtkY5i7p2M0zm+v9O+Yts8SMKA3ZYux1d33H18x/3vuezRGYd/K/JGbdPb28UPHd13t+S1WYWITiOOsHhslhyFIwa+lyAelMCsd9L64SFyc2wh++jX6foMebxo30az5cuyBoH28TYymGq+VMryMcfPuPHE0MDbBCLxZ3vZOroFPfvXH7x2Q8z7G1FyWshoXstZotSAuDtHqAJYHEBcgDULtPzmiCmIlmep6dynUTHPrIVhFrw2n51tMN1QLIR6XdhauL0BzBo3klHn2rCWGR9w6+VNWxw85OL5NrBeEquHg6Jjju3dZ3Trm/v0P+PjjjznJmRWMi7sKCFKTinGrDyKvemvXoxG2pmjvLZBjUzO0PfeKc43JgqyB0/MzurxBmiXEmvrgCDr1tqx97/KytkO6HrqMvCTBHgArX/wOWxTu0o658XAu9nHTwsz4+JM/eodz0evI76551ErinGaq72FBdXlyHroBXd6pXfp9TZgZNtyFwsTKGBZvw78HiWnOeVzIChHrfI7BAiFmQoDYuAVPs/BpaHEYHEQZohdyH8ltgM7oW4r3SmRVRWLybSPuhbOwwMIoJsBD1qqoBfqQaYvwyAQaIlKYHSEE0EAd8HlmNvdg0R/j0lyEAyI5Zzd1n00RaorEmmzZWTQmJCkNr0vHLCkvCQPDxSCrkUTognAqSivQCnQqtCGOHaC6LjnzBqMT/wwWZKwOx1CXr154s3Y9GDMNg5c7Blym2g7JfpCqsEBm56vcM9xQYjr+0/PfvdA3s+n1l8evsMsQvRLz9C1z82fe6Xr75aef0DTewMAueTzB7nkcvUDUiBJn08XVjmWXgdzdGN5nOivZhISxFhtVisP7XYnBz2vYy3yc/nTqAft4x/FdiYZwvSkxXJ/QhBl4LCII8soizkBIHFhwpkKsDAnz5Kz5jk/544oftaHxa8w1P+rvt4/3Lt4K8nxH98ShsYXiZuRvksN876tgceuIL7744uri7i1jTpO8aWE7wowW4gbd/BYuvkYqxdYbYlzC4giqBRYNCxmzDdB7pXo4zrkFlO7iDFmsWNoB6ckGtmAbOJAVFJdCsUR1dOCZ1eI2Wi+oDg45uf1z/uzP/gOhuku9WrFcHfLgzocslsfcvvdzPv7kU362OOTDGCdv1vmpUaVLCRUlkKmIsKj5ujf+89/+hse/+5Kn//w72ifPkIsNXatszlvSZoOtz9EX35I3ZxyKEFYRjjJ1vYHQghiCUC/9WDTLe8AhxsHw5jvHVq5Z2CrDojUUOdWwTV0e28dNiubo+B3ORYF6dRfqw9dIUucvi4wXSZTZ9aK7ifCANo7V9WG75D9j2+eyf52kGIpBcE8MC5k8dKtRw7LS9z1925JJjnJEQ/tEEHHfFc2I9TQhI6mlytDECr2A9VlHFDg7bQkYTROoFmG0REmbgKbyWQQutnB6AW35ClXR4XcKnbkiNDMATNldiiSCOBNHzP3cD2DsQGXaD6cAAargTAB/PEPwx6Cwa2T6WyqIIV5Z4A0tyKVIVzcIrQU2alwYbM1I4v48TZGHdRitOJOhK+bNqonaIEogDIATDiJLLzQ5Ij1EidCZsyuy+/yYGckgduLSllTYUakHc+lNts7bU2simGKaCCREHcAO5uC0ipbOW6HI0IpX0SDbyYmQ/TViCuYePFjpzjKMQwGzYjIsClLGnmZkBH4CVA2LO/eKybZNQIJMLJQy6JmqU/PHBxlVi9/LjLdcNr33ESvj/sN7PHn6mO126+bXYmOaOjDkZDiXV1yFfHsz97AyM27dFg6PXYY3MHHMBNNJVuf7Lh3WyvAX3EUOQuk6FQqDwWt+6jw8APJgulw+xRTq1/BowFfkiv4qbhqDYR/vOjLYxJT0jlLuWZcHHzfwa0S8EJFNfZYQoHSdssLk9jbhPre6JJVxbA6305yVAXuW8RZqiARvXCiRrp1qK2HeoW8fv5dII1PomjnkNRbnezbgPt42hrFzHQByPSjyEsaNvMM5YyBEhPBGOcz3dgBuT8/fKejyU5J/kDoUhXBIf3EKYuTtOZBgEb3kqwHvONVev4+8xYKwPX3ixsgHFduuQzdrvL4RIUBKijQr6kXDsq64f2/J46d/y8/++GNOPujo2oZbx3c5uH2b4w8f8sGnn/C/fPxzHhpeOZdh4ZZJRM6B31QVG09fODBoDFIPf/PXv+OfPzvl2yf/g9Pz3/H113/Lxdlz+u4c2nPQwaw5Ym1PvLOikTsk6WmffA7xCKiwrSF1JsaAxR4qddOLSxTzYRF7XWcyv1gvX67DPipuGq3/pxzd+dk73V9KHUNDtteOwctGZwDN8PjlHV0yMx4kS9e94yitsPrKcwPBRTURqsLEiZloV6d3VUVDIuceqXo091xcrKllyeZCibd6+qMGck13IVjILA8jPUrqDZaZnIInhotA7ntoKjChUyVKQPEFdhuEZEYlsBCoLTpAkYUQiwnvcJhGZmr5x1D5d8KhgxGFzYIyA5R3t+X6wzd9f3FmgpZ3SuJJdDYHRiBQ4TBvI4ZZRIJ4a/UgQGQbFFNoMLYosXIaT1xAFKNdi5vQSlWYT2CmxdTWBXB+ngO9dkgFmqIDcyLIZUWTGYOfin9953WoevpdVRWxrmg7pc/9q+/HplclMyL++JzGiE5yLABNpM0GLDH64rz8TV76jHdovLn3eBG/Fz158sQZUYVVMzAAHCRx3qiUsXd50Th02pnubUIqzSiB4tn0imM8SEjeMuaVQJufanv1++5jH68bM3Lla5p4yvQ6K/J8nI1heZIJCg50WsGfh8591zHaRk+d7/919vG94rslKeMKfl953cc7ilcJyVV1pxCo/uCl4uC7Mzaer2HflFnznrZxuqlxGSwolbnDFZbL7FRX0PUOyAx3tzCAOVMlb6cLCVqq1Gly4w/q5sm5A4sM7WM1Gfc+fMjz58+5/eAOf/t3f0NzuODo+AOO7zzg+IOH3H30c37x6R9x//CAQ8BSgGqSTXXA533Lf/76a84uWrbnCVlvqHpFt8bp50959uwFX332GZVUnL5YY11Ct6VVbc7+nSpvc3Px/Dly9EuOjk549sVvqQ8WiFSoJvfssEC33VIdLEnrzlvelrDB0BWuBXKGIz5Ui2X27+Kw8Qqfk338dEOxrr1kiH1dXEnBJiBnkCa8BjAtlwGfcfcyMXZKV6PLix4LzrYIsZ7McS2U6WMXwKyqyn1z6lDYMYl229NLQKrIg9WCvu1d9hgahMjFRaI5jMTKqFYV1hqblFgaLJraGTYS3HpFQC2QJLmZqlRkFJGAX28VNsg6LBMGmWWkEAfL5y9yjwCEOJel+VQYLKMWr2ybMlSy85WvuSEbOQxdp/wIJXNvHAtGj3+GpBkzbyau0cb52HDz4wgOfgR/j6apSck7n+TOk/a+gC8ua6uKf45ifShV5UyfMyLJPYpUMR24EbsAsyf0aaeDlohQ1xV1DKh1dNv1pZF1+Z5TxuXQMpww1xpwbWSFCHm7ZWqjcNWfaYpXyBp2ZtqbVksdfHGMdrtFiNTLhbcRl2lQjv5SGJVI8eOQsVgSzHYMX3NOrNcRUOo6ksyIJlc8qocYgJ/XzXcu7ye8rBIotr9R7uMtYkh2LnlIjNK9aUUmBSicGGHDP2zcXsWmsZ2V2V+vuNVeBzwP1YCbWTxW1fe6Q9W7kENNe3h3/iT7+ClEnuaDWQe7l4vYrxuv73DMlaKkXVvWeXW8ExDnJk6Av8+w2FAvDugP68LvdDq1xqGq1qLbNaT1BFKMi251Ov7Bbdi23P7oj3j27Bnh4AjtX0B3AZsNdGssBFKGx0+UuKrZaMWDX37E0e173Ln/51xY5sFHv+LTX/2cf/fJz/jUYCmgl0bJX5vyH//73/A//v4zzh+fETaG9WtCq2ifOH+x4cmzp8hW+Z+/+S3tmWLbFtqtXzjNktg05K6F7ZZ+/RxOn9CFgDQVslxhYUnarLl1uOL06XPoEkmNWK3I+RyJhVquSrNcllbsbzYW7Voy+z72McRboOzjtVn+drfcl28/qKlGvxHZedwTaENCQGIcd5tz9or8LJHOORMrI2tPCO51452MlFio6F23ZbGII2jU9z2x2hJTZLWsOVoGQkws70EnmT4FqlBhQYm1Vz1DTFSm5BxQNaravWisEDpSMILAARWisJBAzEYVKyQphEgySFS0wCZ7i/IoRfZUvmSwTJJINco43Gi4suJ5Y3G8447bukfxBNwYo/wDgw7oEFp1Pxwr/3Uh0OPP91bOfAiIQq1CFuiC0hG8yjvg6+YA1WIR2Tw3Yghs16DZafvkUhk2oc9GJiNaFxCrJBAqJDXoM70lLG/9O6pLpqYuQoOcVlFLqDqg0/c9ubfRwHocS2UuHP62PPPFmQ/B0qJ+OEbjOA6l5XoMoMmfE7mGkXF5n981o75qqfTjjlgJdI53xIh7uxWDYVBySlRV5dJHUzRMTAEsuPzODDP37VDxcZyTm5a7n5XH2MJcFQluoB3jPKE1VGVk/UAxkDUhi7l5tw0MhmnOGpg4E0PCBYOGoGL7VGkfbx5lLCVzmZMVuqGKy2oKN42iCvbxagP049BvCJPHoaqPRULAkuL0xdl8V8LMfB7GgU2XWfm1EkIgpeSA5w21cHif403vADf3rrGP9ymUCbD5vY252bJfuErUeFX8IEycN/kAP614SeWx62lWxzSHx1w8OyOIoP3WEcK6RlWolgvSRes1CxGIgbpp6NetU9z7dqRuLw4OkGBIVDZ9gia7PweAbVhvAwfL22QJJGpWh/f45F/+msfnZ/zZn/+aX3/yiEdVzWL2qYcF3uN2w3/8b7/hP//X/8rT333B9ukLyD1h26Fth6bMZt1TNTVHB3f4xccf8PTzvyL3W8gdwdy4qT48JJ+fU+6wJfvL2J0Tui4R5Qwuzkm3TgjBUHpfcGp0g2jzRTBAt92+9Ih7ujGBNbujUkcwbM/GuYHxKnbBO4tL07wU1tyA2qu9GqwfFo+ly9zV5yYQSMlErdDLm5lXJ4eOSlI8XYLalMCXZC/U3omj6zqqeoUUqY4UY+R+27O61dCsoFsbQQU1CMmICouqfJ4uEJvaDYGD0QRBkxuoNgaRymVJwT05lsFBjCq69wYm9IVWk0xJEqmHIzlcjBZ3b1AyzEURMZ0KKGXbqOqG7zgYNAA5cyp2KkmyihsbZ8yZQwpdNJLCpniP9VFIRMygTR25rkETGgPJQpnJKwdSOqHdGmmdyLn2NrYCXTn2puLsplyjJQlxEKcHSS7MkqEl/SQRzXloSV2+6uCJVCLnjOWM5UTK/cRGHA6NyTTHjsdxLqea7U2n+RARn2N90r30+mFb3jJu7lK8LcUEEfNukhUs64asCROhCguvkJdrPZRzHULAJDMdm4Fx52sGKVU6mTF1FCNKmCWhM3buJeKBzQBiK9JOeclN7yoTR0fG6/TITT6L+3i3Mcw/ziYbWDYWBp8avxbyrIYxAIfA6EmnzNnWZR/D5tcsq6dW5A6EX9apDs+HIAXo38OT73O8fL7Zs3D28aYxsAN3x82Y677W2iY6o1newdgb33Pyu3vdjPR7gzgDYHNwfIdPP/0lv/vst5y+eP59d3tD4xpqOwq1cnH2LZSW4apuOogqljNoJoknPoPDPinTp43vRgRJG6xuaHTNttuwzYZgIA00wmK5oN1eIOEAQkPuDmi4j12suFU94vSs5i/+zf/B//mvfsYndeQOGbE4yhQQ+AzjP33zDX/193/NN7/9jOf//Fvy+pxuvaHqt2w2G9q2Z7NNHCxWLA+O2Z6dweYC2jVoRs0vnHSxJUhEyw2+uXuLbtPB03MAsjQgDeunn7M6vs0mGZZbLNYgNda9HLjxI1v2Pfg9XHfcmS6WPySAswc9300Mx3GxusMvfvELPv/nf2R9cc7bSTbK+ADklQuE+b4zUHmSLGGia6gWeVXZbL7yNHX3X4nF72mQPhqHh4eoKptth1EhRQYTVRBxVo6MIIESKjB6RCsk9N7emOTSi2zFZ1khKyF457dQQe63hGpJaIRsQtsp519CtQCWzpKxrLQtVHWkihVLc1pLt87I7cCZ+Pa9iBsii9ITihGvcSHCgYJI6bCn2f1zJBcwebZIG26M4+HzSShYLh6+EWHmDVTudzJWT3y7UKRSIRbJVGEJtcA2mHeoorBsymlShBgiCdiq25L1AYyGbFLOq39WMceMLs4gb4RlI7Q95DOjax1XT70SciRrYdwkwzr/PDkVFoVlPyfF6DlnMOsQ8ecWdUNOSpcV1AhqaB5kVS2miu/UTZAdsDMkVGjXFYqUlLFaBp+oH2fLzrIJwR2mO5eYEn1MOQjpY8YlDcMx94TM5VWDw9DLroshwiwdm9gpNyk0Q0qJUJhnP/vwPp9+esLXjxP/+NvHjBI5UYIETBJiS8QE0UCwgGm5d89isNRKhWAVUqYpEmmiYlphppgFVDM5R29pL26iLQXE8aHgF0wyI5gVVYmM0sKs7hVVzRaWE+AjnoRfQ0Xfxz6uDx8jKbMDpLjquLDBYBx/WCjtf4VYGDQyMHQQVJkAeHWAXNUGEruDMwECDnBmBVTczst8Hg5m9CGQe5yhqZl9Ge/3G0l1bEjwXfHqrfZz0D7eIgRf/1weP8O6cfbQS8ffO7r/qenYfMNrbq+/LnpHTJzA0dERH37wkNRtOXvx4kabF77LEBEsl9Mgkfr4iLTdYOttkUhtkDr6gnqgXeML5xBKtVkE1R7RwOPPfgOrI2RxC+tPoaqpqgWESFze4ui4QRGWy2OSKYfNAV1v/Ns/+RP++Jcf81FdsRw9D5i6UimcmfHf/+G3fPnZ7/j28Re0L57TXpzSnW9p+sR6u6brOjYpsW3X3FJ4/uIJubuYCisGYKTtxjMgKaaoFx1+Rx2YOQbU0Has0xMGqYmEhfv8XIowLFBn5p++mwGk2WVBvU/AyctMmffxZjG0zj46OuLjjx7Rtxf89h/Pf+B3fcn0Xq5XZ4ZcgvUHqcvwcLhOrw+b8wsfx2GYpn0MW6nED4vb6z5HMGe8BB063UysHNVEoGHu4QEOdtR1jWoiNhWLA5dStm3HQVVTBYPSRjt1Pc2ipqoDfZ9YrAK5vK+rlwJZHaLNAkGVXEdPDIEqRLIpjQSi4eyUQVJy6b4YCCTVYug6eeM479SPs9ITpEbznNBUkgdTMDdcxgoNv0SmdIIXB3DMjG5MEtyYuQWQyRwzFwmKU/+NlISkYL3Ln+JgLJsNqEhFupXMP7hKLD7CeWwHP5lTT+fEiqSq10xO/dUBUsLnjrDDsBERjo+PSX3F+elz//yXcZZyvCfGWkGl8rCTQIyQt2l3CI/3hCuoJNPJ+SmGr4OevpjYNYeHB5ycLOjzgi+/fsa2Y7oWX6WyfIm847JU5PK/p9/+eUZilYXxLI339NcIHUCb656T70qu9rGPKQa//1eFUeZvVQKhsG98ng0F2ty95zkgapP27worbXhseNwKE/SmL7d+WhKxPRtnH28R11wir8syHVY57+Ie6PIt9+kJMb6RiuB7gzgDqPD46y/5/7qW07Pn+2T0DcLMaBqFWCFhQTbDpIEmQBSOPnyE9lvai3NyypDOGIbNIBcwFa/Ca3IY7/wF1rZUBzVBBAmJGJbcvn1IkkNO7tzjyeaMqoajDxv0eIsd9/zsw4p7CstQUBuzEWnsA/zlP/8Tf/flV5x9+SUXXz9GXzyjO1+TNhdsNh1dt6VLPZozCdicvuCjj37GF/+UcbOKAUgpwz9Ac7Ci21zAVnj44D5fP/6qDN4t4OaQljtCXHrHl35b/Ih3/Wx0ViX2+k0u/x622U0spjH6h084Yoxj8raP7xdG5snjL/jLvzxnvT4v3XDeJN7WbHU29Q9ryMGUOMhkRqtazDIuvauEsQOcr1QDmvP0kczKL5vYeDhQI+LeLENcTuiGz2dkRumgZf8hE8y7VWUyijNtmgPzfD4oi2WNLJRbJ5FFBM3Ci75m0ydijNTUpGRUjWDB24tLgHWAZC5bOirziIkhGWrJHFhFo25EXFOqssCwGFMo9JhEVTXjYU4oQRMqzdh+nFD7GRBQojMKzMEYRMauVBtxttAALrXmvzsZetY5SCMi7tUQAiqKSk9HPfrhdAZJoFfvbLVpe+pUkzvos5FS6UKljl4HoDbIBBRFtIBCai61MXP2jTqYNQJrAVLfudmxTaNz7jF73f3WzNhsLkh9e/39eMiGinQKVQ7v3iYEOPvqsWdbTUXuugIO2bSomIOPg5v1PgBn4cQYseDn96svn9K2PetNT9emIu31cBbWbr1v8LfBZAQoR0NFK940ZoSBCcUEbE7X/dXzUYSZ/r7XLVxLwUZlukPn4F5XMEldSg1mD+Ds463iu7rnep1AqcXvbRmfZqoCJkqZhrS0HcdCKXDC/DrwnwEUd0ZOwW4c3Cj36MEA/CbmLO/7mnJk4exvIfv4g8R1oF8uRY5B7lxW9j/0GC3719IO16Xsrxfv7j6siedPHpO6qyyJ74yfFGJ8NbRvSd0aTT11iBwcHnLrwX0OlguCJZDEYlFMj6vFDoVL1XkmmmCxWCAIUjVecaai156cIutuzfl6y/KwoU3nHN5acO/hHeKi4t7DEwhbDitoUDQVbf7sfb7qe/7xs895+tXnXDw/J21a2nVHt93Qrk/ZbM/Ytufo5oxaIjEHOGt48rtTL+f3etVboTe69RkEoTkKfPP8Sw4/OPG3XjYQpIAxAR1MOS1DXVMtVxOjm6HqMABFU8m5pEKzN33bJP2Hi5zzuIj4aVVPfqCwzOb8Oab9COa9fowZ6mtufxmPt8lsIgbCoikdNGzXqGKeFKuhpVPa+Nw175OtY2DjjXp+C1TB21OrDga4RjIlyuStokUa46CBknMm57xjmJuzkVIupAz3uFnUkQ8eCKs6Ismb58UITRWIlRArf9/UQu5y+aRGr+4v06F0anRqpKzuBRMErKIWiMF9chYyfc/hMAZAQyDEZjxuilOwQ2iohkZ8+E02FAJhr5nOjB4lm9EZXKTMeU5sVGmz0QHb7Nt15mwcNegwiscmTRUIxU9GrULNE9utQV8+UE7G6hAs9yMDSCpxWU3vwLpaos89bQLrhahTspG19/NQkvOBnTOcs/m/h9eQdQSAxvOtiaDT2AClbVvSIDu1XLKfVMbXIO8r14cIm/MLzl+cghmxXnDrzj2oqgnouTw37TBx5l4ur46by9JVNpsNQ3coU+HFixd88fm3PHv2Arg0v4uO1/EcmJUCOrpJsU5srfnhl8EzyZ9TdbbZ5KXk1/RglCzh1YbEqp70SpGjaLldO4vM6FXHKcuk3Mpv6mncxzuNHcFxGTPDWFK1a7usme62nCjknPI6LxwPc18QISKITusoBzyHOdM/hYkj9qK2Aya5L8/NW3fN7xs/pnj1J57Wc7rz2J6Fs493EdcUWNktfPwgV5SAqhBCfZUx/R3xDuRU02Q5Tbpvlijff/CAbx8/fm360M0JP0bpYuN0/zpy8vP7rNuOPie26ws2ubQbD8DqEIk11m9g/ZyxZhZ8VbXdngEGqac5OqHLaxYH972C4eVvFkcdXU50qjx7ekZYfsD500B/1pVleCbEusi0XFL1AvjvL57xze++5vmXz9iePyVtL+j6NV2/pk895ERUCIuGRQyePMXntE83QHdpwTeMjwhaI6Ghu8gsHnzCxiqqBx8h5+f0nAFnQAX1AvoN9fEJxMBh1fD8qy2QSnXQcDcOG/XUjGimV2NE7L0fYjexIvSHiLefix7y7eOveesMZXyZQFJUewrEfhUXGpkQMLZbFU/GLrmS+j5sdwdCRIJwdHTEtu3p+75U8ieAaFicyphwu39JMArA5UmiklwKeb5gcw511/PoY2eWnD7pySHQxoBlIQHNAprDml6VrjckB0IWghpJBEWohq9XTkGWQAqgJHIIDO3bI+ZeB+agR4wT66YKYNojoXjgDD4gQYvV0MR+SqokjE6EXMx9K/P9XsRAxmhF6BE6IIVIL+4B0hVoIY/mr4UhFKKfi5lOa8DoGoG0iO5VorMxsn0AACAASURBVMrZeYeo0Hfeany1qri4MPcrSRnri1dNmYsGRhRZoe8ncM4UY96NyreTkrQMyfkwqv01LnPbSUUGBs1MPja1F59dEyWj0u12EGSTU8vFk8fQtlfBG7NrLo8fX7LwQ8R2u6U6qlyOpz0hVvSdeTdFych8xTW7nodLPAaXIUoI3L4jnJ87UMgAoKhSiXc+GzpRDew88EQ3mAERKX4hUYSiKHxpDH4kA7fHgFyA4GxCJTY+/7LW5vvYx6siGejkVwyAFRP+ITpT1IRWnHCt4t5lWuofgx+TmTC0o1ATyDYy0CYm2qzr3qzIoqPUVYoJ/M0EcUKYsfhudMQ9m2cf7zCuNz2exw+x2hk8ceKsC+1rve4dvf33evW3j7/5CQI4M4qzdrgxpfL06SnrxxccHj7Ath1YoG4OePDwQ6BiddgQqjAZxIWGanXbDUttuhl1Fy/wdClxcLiiqW7Rd8aX33xN3xl1dYCZ0LUb3PxtQ5uytyYWJQQbJ8UXXeJv/u4fePrN5zz7+gs2mw2bdku7viCl5D+tkdcb7hzfoarB6MmaQLJDhTsTrCIiNAfHxMWxt4hEabdn3H9Ykexr+vVjVsdL3Fek4vDWIeBGodonnj99AURkLk0R34/rqC+PJx0r1Pu4yfEO5iLeZJy85P2GUl++lCwP18F8eL7O4mNcmE7708KoefbsGdtXdGjzt548VobXTo8bISmp7Xj27YauhXZrPH3acXF2wcFhTbdOdK3SK6xWQ3VfqWtfKKoposYyiLeElRnIQMAK20AAzDPZngwIllzLFCQ7gDMsyFRd0hTr8ZiF2T7nC1Q1aAmsNZJxudSsR/LYhSrjRpdDl6psbvA6PxFpxmaJqkQxbG5gp8VzKHsVd7tVmqri+Ljx7dRY1BVta2TTkfHkc7OimkhJybkdGRNzCZzOwBp/LI/PDSyc+Xm9fJ6vVF/nrK8rA2M2fo0diVVuOx+/l18r4oWDKzHzHHM3lSs//txNXW0HHj58OLYtNjOXUsp0bq+N2cNpMCMGnj3r6NrC0CuHLIRw7Tmf/PJmj2uRkCjFW+nq+w/J8XWxK7v6KSSD+/ghYhdw9t/D2JLLg8/CKOkbQoVxjjYrkr/xPurXmYqPcTc53p0/dejSOGOZ+bzrf4cgpJS4afFjZOHAd5XddhPrcbubekvZxw8SLx9fGcjeTGO27Q9991OKlOotYJC3/mwTcj3zONn5SG8QPz38BmDy+XUkB9IFURMHdx5R2wryAqqaxaN7nKUMdWS9XqNJITRAAO1I588K/2S2UAwLUFhGIWiP6Jbc9zTxEZXcJ20zsQ8sgKePP8cyXOTIbzG+JbAm8iXwV8B/vWj5u99+xeZ3T1mcbkin33L/ZMGv//WvMYHqYMW//Xf/nuWtD3h62nLa9uSoiPQOrAzZ2zxfMKOL6tvdPoIGWD/l+dffwrNnYBvWp18CiVhXbDYbqCts85x8+gKJCeixnKkPDqnq5ZT0jN4k8h2dhfZx8+J7zkVe/xv/upxw2hWA5/L+g5us7EhQZhxyKCvQmT+UMf1bFSSB9dP2lj0TM0Nz9mRYEpZbJGRy7tHyEwIgDjyodph2aG7RkFDJqHWk1GHWISkh6jctMSWQ6FR4+nyDUNNZQ3N35R2aqgXVIrJaGW0HXS9cXATOz0EROg1sOzi/MFL2tuG+hnQ3S38X95LRwpbxhXdmFZQq5uk+IOWYVsGlU0XCMXQNUNwfxmWfzoLZmOItl41Y4IIWuADOgY5AH1zV2Zez3P3/7L1pk2TJdab3HPe7REQutXc30N0AyOFOQhqjmTTa/4U+zg/Q75uvY5JGGomchRoAHHJIAMTSW6H2zIyMiLu4n6MPx29EZFZWb2gA1dVxzNIqKzL269evn9ffRYTBGfbFh0YJ5hG4A8KKwFklrBH6AJ0pY1ZygByEswFWL4R+GWCo6VewqAMhuMl6VXvylWmk65WQgSGig5FT5xIsHQg6IDrAuC5z9YBopjJFsicdBZTMCFEJ0cH5rD0h4swrAB08et3c/8gse0qLmI+hMRdJXWDrzEwoqWfs5H4iSHZgwE21o98/yI7FI8kNU2R//Idr/95ULi30EfHmNU4ikWFIZAmYRNKoDuRhWIhbGdz0w2ioOOhpwdCgWHAT7H4T0VxhJr55UcCYnedHmZts2iVxf7xJVhWCn2Mpg2ogmTCqFL+o3fHfQm7mBIUJBA0hILa7gk6pQEn8390694tKVg/1jaoyTpIYWVyKmnBZ6oDPAj6mXK6ayvmgEpzVWaaltKfodJxfC7AvZdzvaG6qkJOgOZQNhWsbGBaQDKSMqpXorFebxx/qt1ufpzGdzBMOdagvWq8Wf3sq6v4G4avG2Fc5/gLlNQW+qJ7qS8mppiSdP/iDP+CnP/3pl3mKQ+2Vm1S6937sNsis5+GHPyGeGvfevct67BjzOciADJNmLgAt3qrAVbxQoQ7QRLpxw5gToZ4xa2rqOpLyGpjRnsyR0CChZnNZ8+HTDav7M2YB+u6S//yTX/DkyTOefvwxD3/xIU9+9hPmi5r0uCHlhlUHOS545523+MWHHzCknthEjk/mXDz8GFJZ/Kfpve2/x0hdzxmzEauW6v6MbnnO8PwcQks7C/RdBxh5WPtVuXGWECH4DnEIoMrYrbe77j429/wjiqfOpLD2lvr188U51JeraS767ne/yy9/+cuv8JkLKLolbXvsr//+ads+hYZp5ffJgFSm2yYzP9sBPVtpobI1eoHd7VMVJo+ncAkxOuvD/ZMzIi7bCU1A1UO7Q/CW2cyw7BSSaLtGMOdMCM4WkZRo0xqtWi7ON9yuFvQrY3M+ENqWpgFM0DETQoTs/jMQqGspvb6gOVGVRK2cR0JVk9Qjx03cqyZY3Oqswn78On4N2ybRFvDGGTyOIzjNHqoqklRL9LchYkQCg5ZmwDwVakQdrMnCIAW8wf+ep8QSdjKRiEDwI74ztDNGQIIw7jFtx04JGqhDZD0YsRJagaeXPePaTZ+7nKhjW2QARrIBy6Mzo7KgeSelokiopmZ9OxJUvd22naQll9s1JbKORZ42zX15l3h1bZdk60lT2EZbycHE1CiuyQJulj8diqYmNJG82XBzfZP9cLw++ugj/sX//L/yw1+cMY7j9pgHkXKulTsW+WQIgZQSVVWVg+tMgnDltDdi3DNt1YAFKywb2QE6UxJj+d2sjGkz1JRKJ6dif659fFnV3+NNNUlYXpVSdfCjONTnLb/kvUz/muSE+3OVySTucyYlyPbxjYGGQJd27JxdBQ/BmM4FBJEI5TpYiW8yuAwxomY089lv9HP/LiqlRNu2v+u38cpKJZjlOqnz05kPexffg4TqUL9OXSVgf2ZN4/I3Dhx+wdjyLwXiTIvLA4Dz1dSOOZLo8wbSQH3rlCi3ePLxGqqMDQFyjQ65rL4qpG4IswW5W8O44coiuu8I1R3INVW9IEvDnftvs5JI14+cnsyQakY1P+buW++TwhGPngd++WLNenPGL3/6j2w++oC0OYflUz7++U9Ynj0mDT2XqzOePdmQ1z2o0lWBmNfIcMa4GknrOdHmDr6Ybnd495Ukcd4yJiD6LqPkjmbeknJPE4XuYrX7LFrMsgeQZoGNCcvFfBl2KwBupqxvgZttBO8BwHlTajreXy2AA7spWwvAKthWDhI+pRW9dkWYEAnLEAWJ0cGUaTxuFyQGYU+6sp8IFPEGu9o9d1VVSBRydtPSUPT/qolZmJFNPM0uKBYz5ISKUNv0nSlZRyqtsDSSY0fQyJDgdNESq8TYK3kI1E2DopyfQR4DZoGqNsaQaI5rNCuhEuZNJM7AUiSb+xsQA40lErF4czlTIMCVndF9IEfi7jKZgKowcSa8q8LjzHuDCyf64BCHcxuTCB3OKEjif1vjTIdBxI2WJ3HPJEG1kjaF0AMJYYUyEFia7x6vDXRUKo1oj3uAhUDXQZ9GxlRxcQ5xhFnb0i9h1SV0qNxqJhl5D9DW1GG5K2zFhKYRSwOq7pOjqug4ODglgdEMU0XzCIWNJGW8xAJT75ukAyW5xXbzsGoZW9cYtNeo9zaxv8DHpQYsZ6f8htKEXfFZOhRFJvyLf/opKZ26lCpMkg4lVnF7zntSXNyCc8mUIDs4ZGLSOONZtqlVsreEnBJ4RAKTZ85+TeCOY5ChMHOcZRNtB1LGCPX2fn40Cx7k7Ie9583Y9rlz8b3anr+HOtQNpfj4VgrwbIZKYcjILvlst/8cUHGwUXEfsakckzRS2KVOZp2MxCfCqj92ArW3DDZ11llO5bwQIYthWXas0TeoquorsDz9HdRNR+G3IWk51Devbh5TN3gsWS6JkLva+sN9RUDil72OfumzfNoBP9SXretsEMWsLjvKyjgOWDjCxgry6BHbw8obOavBFCORM9A0kLqrqziLaN+DGSlGqsUcC0ZGCU2NEhjHTE5CpZGmmXH27DmrtOTik0/48Q//mlnIWNeRzx/TL8/R1RrGhK578uWGkA0dRvqzJZvLx+S+L+SBjIS2bJFAMbiYtnZBaixWNG3NMAqYMi6XhKGGvqPL7HaCr3xPisnoq8qgzBdzusuhfOxXNRJh23wH2088OLBx3pT67cxF15hunyEZweK1iwDeCDNC03B67wEX5893K1cxrm6/B/8J7GQugISAiDCOI1WsmHYXwRv8KvqOPyGWBlIx271vs4yUad+lVAWYUgN1811Toa5mjMHIydkndatoDgwJJCiN+PNbBg2Fvj4q0gZExVkuNagF1AQLLsNoy+cIZUc16ITuTqwldhdQK7dJRqbvc1r4KwwBNuYePFqaXXDgZxSXSWVzknwurBxjpySazv6qSIhyMT7vjEL7D3RkkgQyATHF8RWH9aZEn6yJRVujFSxHyAPkMSFaFVYEGBm1iFpGxwGThEhkvmjZrNcO7BVpUkBRKbIoc9NiZ1aVmHgmWc1OIoAFLA/b71YBs+TPudvQ3gHZL/nc7Ev7ptsK6JjK8UlgucgNDyvqG+vdd7/FR2cXsDgFnCkjdRFhqpaUHd0xcrbXJggWrpmEXJ1vzHS3ETLpCyeW3db/aY9eszcBCS8f8q3laznfjKtrV53IrmWTxCbsDj9/3IvksBV+qM8u27JOvRyY2f3f9oZtvkLFLONP9tg4hdzt6X071tnkcWP7m3qFojOdVpN/ztX3Fcr582YxykTktQdYP/2d3WAuu7euUjlchg71a9TnvnTdLG8K/GbG4LZl/pwtzZcGcaZozAOQ82Vr33dDEQSthBgr8tlTaFrSHJdFqaJpcAAnVIQY0XXnOt5R2cbA7FcAbIQxM6yMxYP7qGTeefs9NGVeLDvmTfAEitkCtKO7TPz0H/6eX330U84ffcxlf868hm5zxvLFM4blJbXVpE2GwdA+gQmbiw15SP6RKrBNR4rq/gvCnrxp9+YktlgySD318R3Gbo2ueo7mczZ5QENyvKdZYEOHc8+9e6tPTtE0slmtPsdA192OzJU7HwCcN6V+O3NRwLkdk6jqs+4LWz+oaahNyVNZWW8u/fyVT5uCHQwStbLINVCPSpUQGPuBWPvjjUws5qYpDRAhxNYbRzHUElWJoA4lEcmilR3+AbGZL/h0QFOHhJYqVfTnI2kWGGxEKiPWc8berzHz2xUSIauSBmG9SsQYt4vGXAuZBNT0lqkTDCGi0Rft0azQqeVq3zldwCzuLlDi9OsqBFSVlQhpTKyriJowaNouzrNGcvAz33d6jV4VExhMSCL06ov5CqcaBCs+IRTfD1OyRLJK8WpwSUsSJSWltsjYjyyahkZqlufG+bkzo2Jv5EHIYyaokTNUGsmqYIJawkxJNhByRnVwXyP1ver9WHERZ0iEELZx0g7s7L6yK7JRTXvSrL3v1Kbxd22IXQH+y5ibbi/MH2filNvChIDpy9ecQ/HLD35OOP3jPZaMYRqxYNQS2E+SmmorbcSoKGCPxD1w5uqGg5smq0ugbmjQcrZJaYxmIVSCmje8MTogdNPicx8/uslc1hPthK031cTC+bW+sUN9E8rk+orr6klgeyDLzqfp6uP3a2J1CjtGTjAYi7kxTEzP8rvJ9jwTdSBeCwVI89SkvXnz2WsN4ITwGdth1wEcDvKpQ3119fJexytqSqu6Cip+1UycqXz2k88tPf+1+HYHAOerKGeKONBQkWMEauh6sOdlNz5CNfNIFVa08yM2lwbWwx1lNq/oHgXoPXKbCHKk2DL5AIuR1cUSCMTzj/n2e9/jst9wcudtvv3P/pLm3u9x+Rx085Qnf/PvSeunyPIxq7NzLnJG2DB2HWPXsRrOMR2AEWqDNJBHgZy8sUj4a46+K3zTEAlHc3K/IacNpMStt77Fs2WFDUtWmyKdmi7qzHw3vq0hj6Ad4+WGKVZ91zDfwCffymF2vx/qzazfzFw0jZe0kzwSpmWhv+6+QXH5u7NKwo7xIKmAOeJ/GyG9OIe2ZSe3EqeQ1BMzZVqAKjYYMqu4d+8OZ8sLso5lXqgLCOMNvCdwJAhgaYQQCCqEaKgGLAqmAyaGJkVChFQhRGIFlnoWp7fJ44aQjpBmZFzXjL3ShoaqES7HxPzIMAtcXiinJ4GomRiVRa0sLJJrYbUqoMKsZogQqXCHK2jViALZIgOgNhKkBjKWBdmLDffvIoI5gPPcYBMClwZDXdMpW9NY/BmKFZfvzjogA2NJsRvFUBVy8KY54catWYTR/BBtEBKRFcpGlDFUqCptMGJlhAyb9YZhPaN3r2F0LTQrQzroUyB3xjB0xDBDR/ftyWPvn5WBNK6h79hsLpylk3ss9eTcoSSCDqAD7t6TkTwiJMgjYolEkV1pV0D+cQvmGAXkMXPJkyizkzndszU73U0xtI5uXmz9UG43tsZ6wWgXc4b15qq8yszH32RqfIUJeVWm5aKd/VXOmzkHTzhZGkaqlMs5H1EJhOjATc6ZqlJgJFlAJBOl3i7CRAUL4kbTAHiSTmTyRxIkh8JSjUgoU0c5pDmXZKvg7ygUIMnnFXHLHRNcxewSkl6UZO4xUokUoMbZX0mESnyLKVEMsnEQqSrnTbgxpexQh9pVKvn2+55LVsZZsekn4azJ4MJgkuECZiszWvGQcnymXIFzASxVyNlfxzRu2SdWZFia2fOR9HmfElGeTKiqCexofqvfy2+6Yny9mUVfZEV+U7McPiMG+lCH+tT6tEvX9b8JL7PrP+s5fp36Av3M6wvTfmNqagbLwloUtC/+F77gI2aI0J7OoE906w3V0QzahlpatA+E2OITWvAN/JU6I7UWjm8vSCmx3oycrS756c9+xoM7b3O0uEPT3qWdPaCd1fzb//ff8snDD3j29CHPnz9luT7jfPmEp89+xdBfQj9Qq2ApO4vArLiM+q6v2ywUGcirSlyLfHRy5A0nnrLTzqbJeN86KnjkeaiYNUfQlM8oI5Ld9WLbNOzRdafd66t7OW9m83Co303ZKyiWL9WnyQ1eNrHY/exXjFhKPHv2zD1P8o6tMbGQJur09ejw/ejqKWZ8/29mbrZaN86gWV32DJtMTlC1FYSedhacDZQV0UzEvT7GwbhcJ9pZS6wb6rYhxMhmk/09mZES9KolgcQZLoNBb8YFyiWJXM53JZKvAzjb3ZJAym5G7GbG3qCOhWHniTpCNmEogMwg7puTysJ9BAdwJljXJmzN04BeKvVd4b4fgUBK3sC2s8jx8Zy6FrQfGDYwdpkhKRqEvh/IZrT1rIApmdQPmCopJVTTTgYlO18gT5SaNAU+r6WUSCmR83jF72byNfIhdn1XuzBoprGkho57SVB7iVIiQtM0e9+zXPm332x2z7V9gRu+q294TV/JH//xH5LzeMN5d/V83D6uMOd2ccB70cglwn7///6YnXTkpfexlZRcJUtdHTdlWJSEKZVJMvVy+Tzjv4sIafKxwpvrr2uM8aF+e2VFCjWNmcmDe2JOvtIwey+sYv8+KvvnVZFSXRuGPm53cePw8vmyf554xPibNbF9HWLTP1tOVerGMXIAcA711dcrr2gvgYhfbVc5MdO+aNrj19P56g0sQyFlTk9PiPUJL54soTuHtqaqK5pgQEd1ckxaXpAWM9rbc/rLjrppiK2iQ3BQpeBBFv1qeXl+AW2A1HL54jbf+c73OD7+Dt957w84uX8bHV/wV//Pf+T5o8dsnr2gkjWrixcE7UnJ4277QbEhQRaqIKQuIXWLWQVp2I1mU4JU6E3DWyJVOyd1A6vlOVsAy1YMKcHiDpI22HDJNL1r7pgdL+jypb9O1QELLG+QySASiFVLTr3f9lJE202n2oGZc6hPq30/iunf67dNOMOnkILNPhutv+k+EyuCwjiLbiy7ZaaUpClKVHFGaZuWum0ZhkSsonveFFmjhewR5NKQGamlAhJmmSoodTBiFFbDJWoN3WrN6bcWHN9uubzMpE1mFhraRlnECsuJWAeCRmQwjm8JOgSshkUb2QzKUJJDhhC2CdUaAlVhvNQiHBEY8Zy9yZr4prX0Yzzs7gJhBFa4QetYwBtg69nRmXMbvWlwJsEwaUXEZVYRp6yOuGfOWvy7juU5JBlVFdGkaF+xXPbcvtVSAetlInWKWEMaMnmjpNHN8GJlfPudho8/GMh9jWoiDxVRFbUe0UxOvfvimH//qBFMixeEItnBafdrUEwzilHXNXlMpLTzxQlca9CvN+MlzmrYdLubpvuqoiL0F0u2vktl91rMU83IWm67NlduWThvVuPz61ZKiRBqZ4IBorbzpRAH9IyAWSLsLb9EjLp2OR741zoxY6IVKVMBNW1PV+CyO0O2vh7gEeNsm1xVRUqzKxaKx8juvpOOKplRlQ0QJRDMUAtYKEffIIdAKoBoVXyk4LAbeKhXl6lg4kB6FtlK8cxkC+hsmddS9gRlp+CcYsZVhRQcsN9/0Hbpuae5Mi1Gx7Y7T3zKs7Ju1G2ym6o4QDqxZw/1O6gvzqp53f1+DvU1rRtYXzeOTSvbj18wTeqmmjqIKSH1i0xDr9UZ8PZ773L7wf3f9dv4HdSuOdycXdJ3I1XbQF1TSUswZUwbLGXMOqQN1I3QL18gkhm7NePY05yeuMmxRGhaZH5MbG8BLSEKd+8seP+7p2RecDm84O7bD7h36zZpnTl78iE1PTpcMq8DbV1x1C6IKTCf36VpT7h1/32qo1NS1/GHf/p9YnSWDMENWKexrLa/67v3MS27X0cer/xp+fw52m+oj+YlQaClXtylmj0ACXTDCINyfO9tKplBv8YTPnynvD06QYupp7dtN51U14f6AcA51Ksq8O7v/T4n967PRYUtweRT8SkAzn5zu2U32NUJX69N1dvG6obbjb2Gmp3kqLzfiEeOT540EyvHY8TH8rTFZ0WdyO5MuMy6X7MZNwxDVzYBlNXqnPNf9eQBZvOIEMmd0lY1w0ZhjAwbYeyMNArPfjVycZZ4/lS5PFcawtaTefedCCMeMZ4Ngro/wXrM9Lm8N8P9OzLkZHRZuRgzSzMuTRlM6dXp9oOqs2swBsuMmunVGMwZP8mUsXiNZIRBlT47Y2aTlI0al5bZqNKZ0llmpZmVKkNwc+YmCvdOhTsnLZtlZr00Ugd13bC+hNWmgRjoNopp4vaJMKyc5j90PeSaeSO0M3FzYk1lHk+Q3b8m60jW0Rkv2Vk6o46FtePHMIrRzuotA2efUVW+Wm/0p7GjycdLBnL2Zn2SV22HTdijakDpemB63rzH5tmOTy0oUHh5nN5Q8pkI5ptR06f82c9+5lKOIOXrLSCHFjZbYUltF2vmvjYiDuB4kg57zCh4573Iu9+NiO68o7SAQ5qLXGT7fPsNqxYD2VDmAbbMPfeDneabHdPhCmtIpnNL9xplP/em1CDNkF7aNDnUoXY1ja0kRjZjzNkTBcWnJ9OSUEX5f0maSteYpH5/N+7XKZHKzDcsjT1fvFDOoymFasfs3gGc5RxImazJ48zt9WeufJG6ztB8fetVAM5+0MNv670c6pterwRFfoNjcPuaAkj8Qufua8XEefb4ye/6LfyOaqLFK2nzAqsCSQRCQC2RliOYkmcjUgl1NUdzzb0Hb/Hs0UfQXXpUdwjURyeMw0A1a5EwA0nkbo2qcn5+zq3jb3N66xZUkfVwzubRGf/wk3/g4oP/DGngKBpVzhw1LatnK966+z6dwjsPTvnFw1/y9rff5tG45uGjJ0hoqRctY+7AjgiLGXmzBh2hqghthQ4j9P3uo6ahmLkGjBoIjBuBeJfEHb7zF3/CBz/8K8b1EuIM4hwsILHm8tFzyGt/HvOUlKpp6FdLPGS3xK9bvmJ0e5UtcQBvDvVZpTz66KOt7MbLp9lJqPe5TMf2d7z3bwuyr4m4Bt6UcbptkK+xdLYSmSKX3Gu+hk2HqpJzJlZzf79qboRs2ReulggWSjOZQAeCCJvLJbFpCTEiGkkJLl4k6kVLaCCngEW4eA4igXYGYaEkFXKCdlazHvxUn3uyObPj4HKl4GffusCr0VyOtVEjirCqIq0AJgSBpwT3yonuWzAodFIaV9jzJ3K5lJlhIaA4M0AncaoJOfiCvTYDg3UQkkIK/t1miYChJp5mhWHJkOB+H93asB5i5VBZGiAOFc8e9/SXDeM60ixgGAbmRzOePzdiFhahJhwHhlVhIFkATeRx8IjwnJyNo6nIbzwe3iwVzyMH2lQVywMBJadUGpgipSssxMn75oosQdR/Upnv8g3z3nYI68u3v1ImE3CDib3xeahtTeDadIwkRAdsgpaG8qpnEOxkDxmhqqoijQQtPcxq7VOEVM7ucW8RY5ItT6+n6udmJKDZPTG2qr1yzkx+IIISJfihFrDp3AqFKbFtdA0p7hMBZ0VU5l5SobAlYvErOdShbqopjt4KcJNKzL2WIZy0qPDNTegpY9CHuGw9cbSwJY3pwrdjmjlQyd7/y3XatIBCO0bOlcEaqrI5stuYeVNqmhe+lmyVPRAbKEbsN7v5jAAAIABJREFU18Cer+PnOtQbVl+xpM92ctHPW68ViJMGZ1N8U1Ovpn7u6OiE86cvHOyoK6SqfNHfJxggl93QF2yITU1eG4QRzUZsj6hizWIxI8ZjXlw89AzdcSQcVSAzVj38D3/5PzKf3WbV9Zw/3zCLDW09Y7les7xYISEwpMyjJ08JVcNiNmfRVHzywYe0TU03JJIm6rolzuectHfJVcWGc2IlvP/++yyHNS8eP2a0F9gw7n1QhaoBqX2lasbJe3epZsd88KtPoA7IoFgthKpCMZoK+k1fLt01LoLYjZltAKUZs/mczWZTbt8Hbg4AzqE+X+Vx3PO92e3k7ZaAik/g0yT+eearG0BEtavXgSnXF3YTgpXn39tuN9tlZDnTJiDBSCnt5s+9OdSTjna77KqeLIclxCpUR4I1JO2pgLGrCFVHCEeMqxFrasBYXXbEGJFQ0VSZWAdWLzrqBzOiGsMoLC96mnlLnxK1xOLt7+82m9FgZIv0YtQBBoO1mZtM5sx5iKxRKgvuKSOw0Z25tIg3kRlPmtqJfRzIiCV2PMqU7mNU5pR+cI+cYWI0mFEFb4zz9L2KbF9j7EeW55k7t+aFqOJ/D9ayWa1p8pzVOVRVw2oNwwBxrXS9EpJy+27F08dKt1rT9z1pHEEdkGHP12h3XArzxorblyZsihPPA1KO6b4n0k21NTbeyvI+o6434VO8kb/aKx70zbtGf1b9yZ/8Bf/4sRYTYzdKvekY7adDTcy5aRrwc9VlT6rK+ZmUczpT11WRRe0bRu3JR8L0eClzRJGMZCNEKVI6Xjre157u6t/KPHT9cbY3NR3qUK+qrQxQ2HqPfR63QmMae2w3VK4kTul0DQ5bqdRVmeHVc+8Kq0eVYKEwf6zsfL9568OvB4BztRHecps/j6TlUIf6quvauNtu/8tNMO9XZ679ZQHX1wrEmeqzAJw3DeTZrZ88peb86XOYnfDg7j2ePHlKjDV5VJBcPG96CBldrhwQkei7o9kYu8Tizl1WQyKPCeSO8+yDcPvee1THDW+9+3tsju8yu/cOP/o//xXPXjyjvmf87B/+jrhakbsVdVPRNCesL8/R0PD0bKAfPUlnHBNWQzu/TTObseyMs+e/ghAccNpU/NOPf8bR0Tt86/6f8qz+mMtnj8pWS028syD3CdYbhB6CsvzwH4nzOawu3MNDKiJKbiIhNPTrDS6hmuLe9g2QdzRYgz0AZ3fb1Towcg716XXVuHjfAycWIMflfFLVWB73Btk0Fis8VUn8Xwr7RiLEsGuSjcJsyOU8LmPTt9z9cWHP0TRlqP15LQlSuTeOiJA1UeUFiJCtpwYII0EDWQImikl0HwuD4/aEIUHQDNITk5BjICWjms+oauXF8w3z4zl378KL84FqMSPnzCob63VDCNDMGuw5VMXTo6oDly8GjjTSngh9D7kxQlBiZcwayAF6EypTLiwwBmEQGAisgv87ljV5JTBK5Wf9hGsZaNmxNXYxsxisBVK5Ek9NQ20gMRCtRDwHYUhCU/kdVqokAqqRYdVxfDLj4hmsl9DKjPNniXhUEcTo10JaJ2bVgtQNBGkICN0AaWOszjJVrFl3I8sPL0j9BtWE5A1oTxouQdxZRMZLQs5Y7qnyiCaXCqTU4b4pigZzUEB3LB3Jipihac+sWkeXUVnGvXaGMnbEd5tF/RKj7q1UzWpCXTGcbXy8SdElWDGu3+aYT2weYWe6NzVTtv19d13ea5y4nk519Xx6U2pqHy2NQCyA6QgWt9INESUORmyjN5yxsMgsuwyyfG2VBD9stSBExsH9qkL0JEubDosYIUR0UGITmLWTbNM9QzIQVRzAwdk9kgypDIIfyQo8rY5AQulNqINgIkTvokGEwRQLQm2gEhgmMLN4nFTFnykE49BsfTNrJyzOKJGx+HoliSgwmGEi3GQhbOVvhktuk01myM7eNITEDoSRJFgO6DCBMj72x8GlhFUMRablmi1FiuxQMPMNgFBQpRgjw6DgV8w3ppyJ9/Vj4twE4Nz0Cb5en+pQX9cK1/7d1lfMPg3BPbmCfDGM47UEcT6r3iQAB/YvaEqMDdZEcoAnZ0+o2oZ0uSFWgZwGpA7YMID21O0JWWqgxqzFJHB0+x7zowVKR6wCVTvDBGZHx2iMZGk4vnefxekRf/ODv+YH//Hf8e69Wzz58CEiERl7GBMaItJGQl2jmkkjHkM79CxOFnR5ZH4UOXv0IXW7YJTgKTrZSGMPGJfPH9HlAZpIffttxrPnLO4vWEugXZzSD4+wdOnNrAbysvOdQwDriDFgoWE2P2KzVuT4FF2PWy+PXTPgje/8CgNn953u3+fqbYc61Oep3fJ026wVING0uPdeGWfXHmfXxmAaCtu72rFuJmRC2LJxJl3stBO+Zf+oQZS91yhPQWnUSxPlPhil6Y66lVE54KusViuq2JCiIVLBOCIxY1Y5AyRl2rqhEnj2eM2tuwteLHuq2DL0mfYI+pTISWnrBstK0wbaWe3Ykzl3phsTMVbUtSB1dDGaTRiBsDFlGGFDLqbFkXFiuEPx+3HWTDahMl/Q7xJ1wt7RgQ7ZuhclBZNAECOa8/erIPTArLLdt2eBzSbTrRLDWug37vGTx5ogAyEqNYFZE7gYlHoeSaNShYrVyhiGgbZqMQ2MWXnwFnz8y1y8GZSx65FcvHBEsZRJORHy6KyaPYDGLLuv2JZt4/5FWgxTBPw4710GbersJ88bMx9fkynxxOiaJKYGqe9d/zZRLF7qrGAL2ry0Uz2N8+t+KF+SkfYGlAE//vGPiXf/gvHa31TVGWwlRY4QsZSROu7JHjLBdkuyaTrYSUACmp1lo7n40SSjaSvMjL731wgUPNjcGNmjy7X4zVHYaYUZtweB7tu272CYgJkWDHqSV7E9zBP5IZsDRWw3WQ5Azjet/Ky+euxVJie5abx5gzJ54EyeZjsj+vIYNd/PsOk5vCZ2Ts5TalqRShlInkDliZkDwUJJVNtdSyez43H021PCE/resMo5f00AnMN8cajXvG5gr/5GXuaGZdhn1WsF4nxe9OlNY+LsV9YBVksIG+LtU/KwoT5qGFMPbctpVXH+/BJQxuUZMj+mPVowO37A2bNnHJ/cwUQ4vrWAOCdUkcu+4+j++xgVf/Hn/z1vfetb/OJHP+Dv/+r/pnnxiOeP/ok7i5qzYU0vmTBrmVdHjMMaXS+halCrQCqO7t5hMCWtzjj75Cn1rAaU+s7btFXN5dPHUM/AEujI7O4xl6sLZNbAUWY9C5CVUX1X+nriz/5RHTZr6F+wOLlF30byckSq1iPOtTxmj/bfdR2vrjevaTjUb7L2x+XVhZA7rpRmRa+bId5gdDyBMKH8buXxsdwvq8/esUzHamC6lf9gvnO+o6BoMVopZgLZQddJliETg0JchpMzSEzlDOhRaUB7ZHRQR0ypY+uNpg4wGn02qhB58UQ4OT3l9r0F62fKvG0ZxszRLDKLcLZUdIxsDOYnQtW4t/pmldAjIcTIvK4YBRbzQJc94Y4qElEsRJ4YZBFWITCiVBrKV+i7iLmQO0YzbyILwGMijGIELUtA8TCuKrBtCkJwQKcXI2aXnIFAGpDQMKCI+Wv060zegGjF8jlYnpPHgVGFppmTzhNDBYyZoQP6Gspb3SwNazM1kVCvePz0hKRrLA/EMkayDs7UGD0TS9KwA2vUPXIwjxKPmt0rZ+wQUcSUKRw95xEmJk7x0vH51n3CyJkYIoruvDr3PZjAk84mAOY6C+eKH86eX9M0/rbj/NpZUQxur1jzbP2j3uz5d8tJUv/+X9U8uYzDtklsZp4uN00ZqkrM0YMCcCDUbCCEeiuNylmpqgrV7MbGNlBVILTONpCMSIUlb56rmq0niCafP2Is51AQpLD/LEQsq4OlEhjNqBCksHZCAWsQ58RmKw5hZfpKwJvXCh/q81fewrOjZkbxZEARKalTDpr7j5BMyRbQKX0KNz9OZX7PZe7I6uM4mWJEJ5/LtCEB45gh7dLZxiFjFrd7J2KhSFKdnUP2c66qnIHj0+JVBuGbUFPIwWtb28b4swGcL8YoOoBCh9qVr8inzaavclx8tWNsGuO5bN593nqtQJxvv/cen3zySVlgvly3bt+jaRqePvnVb/md/fbKpt1PHclLgdAw9r2DFXVgeXm+d2/BNDGOIyEpd955l/nRCaFqeH52TjMTjm/fZm4BmZ+wOLrDnff+Gcky/+F//9e0cWCzWjJsVox9V5qDAeqGS11CNyLRsDQgbQMpY6IMyx6I0K8ZNRDmAe3PsLbxZkCiy0w2MF6uaWPDndMT5m/9KdmEjz/5kHzxAnR/v9JJswASZbsLHeYVzx4/4ujufWTeki+foxh3b9/hk48+2DYcXx8n/kN9Herd997n4cOHmI5cnU995XFy9wGz2Yxnn3xECWO+Vlfp2RICoW0ByOsOCYJlnTbYy1OXZwk71oSEsLM1uSEC1Xy7sUhqdsKVnc+KOtnHrJiqTvRzLRiSElBPSooVaeihMqSpWW8uaaXmRZ8Q7lM3FdqPSJWhFrpVQHKE4KyAYUh0m0DsINaBug70ndJ3mXBcAUJNhYob4zYAanTA2jJLFQbLnEggGFSIM/tw+VXGP38MxT8G0MIO6M2IBVFpypyQcOq+J/8kogQnpUSlDjUikCWQE5yfJerQ+GcXYX0+EmPk5KRhvYJUpqpAoGrhVgwse8ej7tyBi+cVYx/o+0TdHvPi8RopJsahvySlRMwJSyNWjIzBGVGqbljs77N0HpoJEUjKvGkZBiMVL6PpAj8ljZWk+V2JUtcNqsrQdz5urjNmtjSP6THTyJHC5hJnkE3jDt0xdrYPummhcQOIeeN93qyavpnvf//7/OiXnjYWwy5NDPAm8qbvrLDnrvojAUmJs8i3vzvj8gxWXd7zQN8dz3v3WxZH8KtH6iBliRPHpmS2sJVTBXx6qSRQBxhVaXbEnJd0//7OwpYRMcFPKoFkLm42EQd0wnT0D2ycb3pNEeF5T5i8NV7fjwI3KxH2cpVtszcetZgaa2GiTVi0ZLky700smxAC4+jMM/cOm5Lfdo/FAuOYMYMYJ9brm7WGfN03ulVcHn3z1/7rzB+H+edQX3H9FqeGKoQrq6zPvP9v8s180fr4ww8/9e/nZy/gC328r2tNHgQjcTYnj4V5supQ69wUOFb+I8Xgs1pQ1cecJ+Hk6BgWwqytObl1l/WQqY/f5s6Db/Pen3+fH/+n/4/7bcX5o4fEvEZtha2UW3fvMtYnrB4/hWjQn2MWYH6EhgRVZBg7bt+/SxpXXD5ZQrdB+w3kyHvvvM8vnv0XYMDqGXCX/vmG9/7bP+GjH/2QoztvIUTy4w0wlJ9SUoFlTu7cY3l27ldxCWg/MDs+5mg2Z3V5xjqPVFrxyQcfbb+nK0lUbzBL61C/vfr4ow/ZzTVO0aYo9A1Ynr9g+WLfjeW6RGT6vzdAlpXc994sF5NSZK9duj5kQ/D7qb76AiK7hnlKoVJNhFC5xCHnAgJ5EpVkQWr1pKoMVmXQgEpELGHZqKQp/i09VawZNh11bfTrDbPZbQ89yjWbM/eWqetIJW41LqliWIO0iXYWuXiWmJ9WJBVmWnb1BSoC1SSLEjgPcGmBcxFGEy5QZhKYI8TSDGzK55vh0Fgs33wqi/8ByKrkEIgSiEKJRvZcnhNqFDd33YwJqWssKcsUOHuxxvoGSUpE6FeQeuHut+HZE2W9CRyfwuVZJt6uOJkFzrtM3wma4NHTzHqlSKoYVcAiOWdqEQdtrMMYSEnRPBbmTPZ42+zMG9OEWKauY/E3ivTDAFkZBgfY816TrxgqSih+OKiWBCrvUrrNpjC82DJwnEhjuyvoPhazf9/pNil0EEk7APFKDO++R85+XZewvnmgzatqHEdnxBW0Zd9kXFV9gyInqHecFRHhJYNzAPOUqUcfj8RYEyygNglTdvPNxXni8hJyik7mk4CquecHUgxfIagg0f14hqRYlNJA77hSEQebEkolkXDFDNbQEEhWzsviY5IpNPAJGAQODdQ3u8zMPcusyKQKwGJByAoJ3YIzGdmCPpoL01VKGpUGFC32cWUcBz8vdMKVCcXnBgcbtTDPdDddhRBKypXhPlVaPGOMvh/p9xNU35DSVyYMfh3q2vzxOjOKDvVaVygeXa/7CJqYZqrjF0I4XisQ57Pr6zwpfZGauNUjtl4SZjWa+3JFWnDr3lukqiJWxsV6jTskjsxCxhipybRNxdH9tzg6vU+lQn3/9/iX/9u/5Ef/4Z94+MkTZHaHjT3218mJOCQ2jx4RZ41HrJg4tb6qIUFINVkFqRpWF2vqpgJrnMIfgEb5xU9/uKPcp8T7f/l9VqsVT37+c+h6Vp98iF9ZN+x2bKdG16+2m66YNaOIuHSqqgZ66bjzrXfZZKFKI5GGfvMUYSxX8knv/2XGSChNynVpzKG+uXXzONruK+ZcLBe9tpuMO1oN7AM8ZsXzeBqr5kCpASG7+WthzmChyFuig5sUc1qFba5vn6EOEIwQAiYRyRmx7EBLJf6cIlBSnhyAcVZGrGpC2qAkYvQmvQo1EgZiNoIEgi2p60TUmv7CSE1DdbQgJejW0M4TzXHF0YkUnCATc6RbQhyFeFKRLgAZmZ82NGYkNW5L4K7AhQidGU8z9DGQFQJCPyo0kASGXPyBUGqJ9GqMQF2+8EX5ujZmjMEb1hSdodOPUhb7RnPkbIFs0OVA1/vtLz5ZslgsWC8dwFleZkQr8hg5e+TADWakELHUslrBkDLtcUT6FZzV3L7b0K06+lWGTgj6jIUqOmxIw9p3j7ORc0dWZ+eYDVjOSB4IqmgeqAIczxvatuUyrxg37pszpsLAGXswlyxYTlTq1p+aU5FBmbMb88jWdGIaO5axnMqv2e8/GWhLKFveBazRAAx7II8SmgYd+73nvAmccbN531xN1/5eAHf0jd2CMeDv/vFvqW79OZISKolQN4AgWhFqIUv2ZKk8QIiIGsICEUNTdmmTBZdaijEOhkjtceNREIlkA83m90lwuQqEEKhqT7WqApB9dgoKNhoWlVBMzas6kIofSBAYo5sYO4nHpYWVRZKw9VJSkSLn8qPvyfVCr87GiSH49KTQTFqxN4vYcKjPKosgMJRgCrVyqVLf/hjYkfnUQCWjZUy5hG8nq5oAF2MCfpxRls2oRJzwrQZZEDXUBLKSc2G4ql8LrBgbo+qs0ewsN80BLezHmppa3yxTY6BILl9fY+Mv8q6++Cc4gMiHmipu/brCrzMurl3TPg/n+IvUdK66dPprysQ5lNcUBQygeSBshm1QSDhOpKpHA6yePCee3iM0M47u3GN2csKdew949uwZ7XHLg7ducXLvDovTO8zfe48Xy0f89b//16xX53SyJM6VaC3N4i5yfs7ieMHjj34CbU07P6J/ju8aMqDDmigN9CtmxxV56JG4weIG6gp0gTcFA94pDHz4o39HaGpsSJB6XwRKRMS1CVvD1m3ClpE2k69NwEKE3JDGBXkVOXv4c05P71EddQxhRd8bpnDr1oLz844vD/Ipk4D6wOQ51KfX55m6wyvuszNYvHqzYiHsSVz2XiMrVBMnqOyVb5vr3TgVywSpyp+0yC2EoAKFjZNzpg7uv2FZ0eBmqm6PUhgEefRzII8ggmjyXcyUuDw/o8ojQRqGPnN8eoQZ9F1is87UR4HMyFHTgDjetDzruP92RS1KVmEeA7fKW38ahI1CH4Rx9J60ChCqSLeevrFAU8F6CFQV1I2zAGqKzZCvyxkpMebl6tdtioxqAM3C0xGqqmBpY2S1BpFIGE7oR0NSYL2GWiLdZUcVG8YLIQ4VkJAehk0kGgx95MULhXDErPiFVBLIopzcqXn20JkzmlaojmjusJQdiM8jqj2iGbURKYbFOTsYPY6CTibGsmdszB6Lpkh0XooY30pstg4t5XcFEar5nLS+ZDtPbh+afMzZWO7LS8+pwyR9vWmOffm2Cey8nkxlW9nsm7kho6qk5GbnIb68YDQzsljxuimsKksEqr1je/X+WzaNePpTmCgz031UMClMB9sqjNGMv1acmDQQTEgKMXgkucA2JG8rZyl2W1s7pKLuzHZ168Wjoyc2Be5gUtKHqgOA880rgaTqHjdMUijDZMKUd4OiCoEhGxqsgISO/O0ubeVxW1Nk2U5RXU5Eq7byKdOyiaCClPSpLQPWFMtCzhOo4+eTBKOpIt3G0wBjfPMGbNd1zOfz3/Xb+B3UQUp1qJfr1wJw4OZNia9ws2IfbH2DmTjfjLqykJPdogxAh4GuX/PWu+8wDAO37t/DYkNsalbdCjl3H5x3fv+7vHtyjwff/UPC4pS73/8jfvboEQ/XS956cJtHf/ecWRtgqZy0LU/7EWXNnQdv8+LhE/phWd6MQkrce+cuT3/1mGyBceOL1Ob4mMECUlfYZnBmQYYtxX5MaMqFTeAeIUJkNp+zGXpm84pueQkR3v3u+zz+1SPG9aYAKRXzk9tszqBbd846qGcM9Fx89GOaRePztMLFxfo3890f6lDbmtqXmwEcz9fYvy/lvsIV4EfK321fSjU11eLnEMVcQg2PHldMxIHO/edQhajeBErlvjg4g0cAKV2aaiJocLmVQCzSDdFcYl2LOXKMBMlbv5YpJcksUgdFQqJbrREySsXy4pJQ1cwXMyQKUgnzOtBvRvcjSJnT2zOaBmrzhXKkKDWDcZENk8BqrXRdog1CW1ds+kTT1FQVbFYjXRByVbFZDbQ5sjiKdH0mFKgg1JVHqGv5pktH2veZlKDvMimUOSiIA051TYjCfAFpFJqZE1gsj3zvezM+/jjTrzIhRGcpxchGYNkpaKZta9oKfv6LZyziHSoatDIePnxKNQ7kNDgYkwYsj6glRDPZkgPjlt2HyLehkQKyXV5e+E5y3jgYMI2oCdTRHYCzbfqLOa4/V5oG5G5xoVA1NW0bSWt87O15qrg7c5m7dd8/p4zLK4bG09+/HAgjofIo9DewBPizP/0Lfv6koivyKcRlG1N5c+oJcBNAp6rufwRMx1bLmNiF1smWpWeWCTpZF3l6lJUm2UEc39Hb99gRQnk/wZPmJ3DIjFikX1qa5lgi0XXvsE9x5DrhpGpoMaz1Gc5ZE1NAUJCvdpfyUK9/TcANuEx24t7ZpN3ck/9OZSZXZpL9fkimeCrc10Z07zGKA4hl3lPdgZ2T59sE5lhhru2vo0WEEFz+GGnJk3v+G1Rm9tqycLb1azTBlhWJN32+A4BzqOv11QN7wXjJQ+7L1nZmLFOQ2zbc7A18vQ4gzmtek3fDn/1X/5y//8HfQmiYNbd59nRJPTtlpcLprVNaFSwYzTzwB3/0HY7uvc2DP/rvWKcVp7cWfP/3H/CPP/gx/9Of/Nf88Ed/w3E7p1uuaY5OeXZ5jtnI+tkL1hZBo1O924rY1KTLjuePPwZNNHWD0NIPG4bnz4izE3RwM1CalqPmFqvzZ2UAekMxmwWGQbCcMBJdYdt0ywFoODl+m49/9gIkIrTeRAZIqYM4h7YlVBU69HSffIjYhvGi264wD7jLoV6fuqm53ZvmZZJLqTfSgtPQs+55e1sBbMrUvk2vKZKZsnCR6M2UpeyvGgNCwoIho0FdIRIQ9RjVqmo8ASlUBDNGU6ogxOhR6XkAawM2ZkQVGv8s2ZRQ1YRZxd27R/ze79/l//o3P6ZdfJcoLatV9p3OzsjJCFXN8kyJdyKNgHYb5O6ctBo4mjlLZ4MwRmHVKWMn2NgwJBgD9F3NRUq0bVWMKw2tE6e3Gs7OjDzCuIks5nDZKbMZLJcjt47rbdDXrIHbJ5GHH8Owyaz7kfmihexx6MMlXKxg7HCwRKHrL3j/u3f58INMzkbWyNinYnpp/lp1pAmBvIHHHxt5c4/LAcZ+hGFDRUfOK2dapA2Se3TsSvrUpngTeSqV5EQqYI+QyUNPNo8cJw3kPJLSsGNrmCGoe+iYoTkX5GkXQ75dBASX5ollDCONHamfUv3yTpan5nFiARj2xqSU1bUU35ttB3R9sr1JVvXq88L0zfOe2K9hGDzxpi3gGiXql4AmZ7VVEjxevArlMBhGRrPLopyZ02zH3XR9ky2qUpJ52PO+MY8dD8EZOAndAsJVjTe82eUnMYJI8NS6Mr1onHA876iiGSkXqSZWhoOQst9XgntNJfFo8VDAHL+iG5jQvnnkhkN9Svl0Im5Cr276nszIwf1qcpFaJmBUN6tXEWeviUv0tBgdm/h4TsH8uYppv2PWLpMdRz9nVAvrLCuqAVP/u1nxhXNhoTN+spX7ZkYTYqyxcZrT3qzm//j4+LWWUymT1c2Xa7AnAPlQh/qitYOTfw1w5yvcqJieR2W3Yfd5MeUDiPOalw0jR7fu8fc/+E9ARTw+ZtV13L5/jz5l6uYUwozcXDJb3KY9vc+f/Yv/hcX9d7DZt3gwX/Pf/PP3+fF/+ZDGLvjwgw8I/Yp5HcjBSP1Azob1GyQI7aKiO98Uu4RAGjy+1gZnGoz9BmON0+5rcr8sC0s/LS43F9c+AHTrqwt3E6FpW4ZuAIzl+UMIR05/xRyFVGXcdDA7gZmb2x3dX9Cveg+1ErsG3mxPg9/IcTjUN732x9fLU7e8ZGx8/b4TIDOZxZblR/Gc8LtMAA+UUN/STO+/0LQ1X0yPpwVa2eX0yOIMhR5uW6BzYmoYil8kQr0Dj0wUKzHVEsV/zxVmDmJYtyGZUrUL/s3/8bfcuXefumnoOuVo5s3dmBzwyUMGa+hXA8MQOb43Z0xw+1ZDE6EzeLS8ZBWPWV2ORG0ZVs5AiDGyWhoiFSlnYqzJY6KeBdYCl+cjm8tIFCFtArrOjHVg1tZcPFKGlLGKLdCRU1nA9xXn676AHxVkv3Brl3j/ezWPH/aMCg9/cc4izDELiAnRAt0GtM8ozqrIasxaYbnu6C/nLGqoQ43GjsvlU2YihEo4Op5z/mJTEqWSGxr6JItdAAAgAElEQVRrIuvocipN27SpnAewXIyP9YrcZiu7UY8a3x5L0amruUrX3D/uZUEg/z97b/YkSXKd+/2Oe0TkUlW9z4IBsQwI8IKX4HLtXvFB0qP+aD3KTCa7Io0miZcgARKD2Zdea8stFvdz9HA8MrN6me4eTM9019QxK6uqrMjIrAyPCD+ff4vJ9uetXdMo3xtdQuUZgIwaF9k4F7d5FsvYv/9wEHYDPvzoA6rrf/XUNTQphuZWvEPICQuBuqmJMTKZzVmvW6pY+RgxT3Tbqo4L4yAWxGTXoNm2uR23dcZOQhVSGqXCRh4MiNAbdbOLZR6JgWKFGBjcuETVCFLYFDJKqHzbLaxnnpwWxAEfRZzpc5UY+YOqbCOby78ncwN29yJzlpYKpIyDM4h730ggqXkEuYDfx3QbPW6FXZPVU6Ys75FXzdk3I5BjKqj6OaaqW4Nj33bcvgDK5nPNrEpOl4+JMwwDdf0meP18sybar32vIjr6qi5djffcUjuPnNerwrhgYyPP/Pl1BeK8trVrCldnjwhSoVF459Ytll1HfTTHTGgOrlM3c2ZHP+b2tev85G//Dm69xf/yP/2S+XTCzeomywT/8knL/dWEjkQm03Zrbh8dYKocr3pWzRFxWtO2G5hfg3aD9AknWDMKF9jJQyCSUROqqmJIjxtZXvwfYKSI+Syx7zpCBWbuxC167o1HPYdmAuveG940ENc9P/rz9/n8gw9A5yCZt955mwd37z4mC3jyNa/qqr692jlCCI9PjkbyeJkgXni8YitDkbAni7JdI10MiF2vUEwvPCpmj2ERiqZhBHfyjo0Wdu4jEoJPdMUfk1D5dFk7VAxRQWNFpXNiEziczmlTou8TWSJopmo83ttCJqWGiUEQ49MPPuCdt39MkyKTqUusQpiUSbWRkhCD0EyAxnh0nJldi4QEt98yBoR/O4bTs4r5AbBsOH/Y8e7tCSrQtdBtoG6UWMxVh1ZoTwO5hkYrggRihSf1pJrBYHoN6ALXZoHTM0VSjWZDhtKkKkiuvbkdjBCEYVCCwKe/hWvXJ2ieeCR6CAy9MZ27d0PuekLVUNdwen/Nz/5izh8/XCH1Ac0N5dpB4PTBkpOvPqEOiuYFs/qA5ekxqe+w1DpAlXpS7rHcAZ5UFbRlNCTWAqI5mNchKDEOSPFsGDpjSL2PQEtuUJxX3nCPztU2Gr2XsSF5Nx51TAPUYijkEecM5fv+pGEEhS54WaTHvj+7xB1S2F2LfyAge2HZpdwTpUE0UUkgWkKSYbEp0bp+3opm0tCRBm+6qti4AXWIhYnjgOTo4xFUyDkTcaaCiBBGqUlWDCkeWjvGTjZfFKmqQIUzetzk3D1zRIRBFZNANJCgJTHIgTtfMS8MHfGkITWh8nxxJEBjwoAbkw9m1AiVaok0L0bto5/XFbZzqUoNkkEnbkY/mJFUSUEYfYVT+XKGjtHb6JtT0s0ACCQxskFPoEfR7IbaQQVJhmb3xknZ0By2XjgjupgNTGN5LGIKQz+C4KGANQFMyblEloeAOF3te/oEX01JYTm9rkycb6euwJureoF6yj3nT/bI+RZrf7k3SHip+IfLfHa/4XVxsqumgHG67Jgd3eLg4DoHkwNmB1Ou3bzGwe0j3v3lz/nlf36fv/nrX/DOfMqPKuHAhHmEG7cDN380YXIz8MWDj6Facf3tOcwyq7SAacSCQBUhVBCqsrI33l5H8GY3uLL56u2QnkWRf2x1eM9Loao98ncMSdkuBY6rzDEWXnjk1ltvc/fTr8Bq5+ha5MFXD5k0h+wu4rr3dVVX9W3X0xk4T6/wjJ/HKqt+T9MBmpVG52l3ncf3NS6fj0DF08e+lRjqnVdAWdnMma7rWCwWDG1X3plvm1K//dkY/MsGrh3NWG+WrNanNDFw/XDCpIJYlfM6QlUHqgYmk5rpPNJvDCQRRHh4smC1VFDBOnj42QlkZblKtP2AkUvTGkgpo60hSYtMJZOTMQyZ1Cs6GMNgpAQP7ne0bebkOG2p9kOfSYOSBmUYlJyNNPj/3fcumeragRBh02ba5UDKffnMhDS4PKWua/reGFDe/umc+w8TzXRC2yYePXjA+flA3/ekkMnRP+PNaskwDJil3edePs+cMykV82K9eEz2j5NqKp8F24beVLfP8/ET/efHr33P05ja3vh7Woz917Ionn8e/JAYOPv1i1/8YnvM4CITbvdYvrjKJrptuMZjDyVWee95sndM3AsplLGUi+8HF8dQ3jEPXEJiu++q5MLyE8GTfihLNnt+XSqP/x+wP1gyu2G0u7vvWIB6cfMrAOcSV95fuii4io9FtmbZ23E0jqu9S9bowzT+HLaXp/H6KNt97J8X++fN+HPORi7JhOO5coGVyvh+XAroEeOX65r12gM4IyMqf9M5+4sxFa7qqp5dr8cY2g8LsJe8R14xcV73qgXJFVKaO6lqQpySk3Dt9h02ccrk+k2uvfceP/qbv+Evf/Nj/stbc36WEgehIqlwJvDutYqPf/+Q2WrBfOhg0fPJ/T/QhEMOmhuk2GApF7OmTE4JyW2hZ7sBotdjzBorK/8vaVaZ+n73i4H5GqELo3NPmM3QPEDc8OD4c2aH18kVWDWB8yWEnq5LHBzNWS0Wf/rnfFVX9UrqMfDHDGqhaqakTeedV6yA6Pm8mhzAdNfS8pxUfnYodXeRL9KY7GvgRC6aR44muDF4fLA5cNHQ+Mq4ZIKIAxdixDBhUkXcbFVc7iGdg6fSM5lNiQHavmXoB9r1gtzPmd+qqCtIalTRmEyNZiY0TSCiqHXcuT1wPlzjPz5eU0+PWJzXNNdhWB3QpAln3eBSzpURZz7xHvri9dEHLAkFZ/JEKnySHgsL5eBwQgk4Ybk2hh4shZJYAkRzs2WFVLyFAXI/odsMNFWg30RACAfQd4oNgXaZmc8j/TpjKzhPxmRSURmEBiaTQ04++4LFyQPe//Hb3PvqC/LQsR5aT/rSvGXX5DyUtKoOxEEa08Gbi+w/qyYsu7TNvVQg5Z6+zYgNoOYclxGwk1zGALtuepTg2UWgYKcrwJ8wGkfY+Pe9eiYI9KITbn3Gz5e7PGnMtj9XIZDdOnzbfMYiGzbsQmMZorN4QnCjmpQSVeVj2H2wxuMXtn45xUCEnBw8HSVXITiDAYOg7r0zNqmm4myFAaSCSQUpFxApjElYVq425SWRrUxGcSZRxpPilNKMFwlNEJfOZA0ISlB1g/Ar6cPlq8LCSVLGSPlZTcgIWtLKMgXIAdIok8J/H6yYZFPkUEWKp+KJjT5W1e9JNo7fAsIUICbnEidufp6EINtr/D6AA2wBIV9HKQL+6Nf+y1SvNYAD20WpF/G2ebaJ8VVd1fdUxo5h+i3UbnS7e9iLzpp+UCDOmxgfXVUTQoS+HQBjdXyOSs17t94lM6WZ3OJ//l//NzaTwF/85fv85s/u8A6Bg72V8awgvZLPFpyerbh15w7nQ8tkdsDmrIUSQ3j79hEPPv4jEfPEl16eWPXwKsaq9YwQA3noeHkZU4BYe6Ohxh6ZzBu3zg1Y6WuObr5LlCmTIyMcDByvllvJwBWAc1XfTe2P72L2+cypx/558BQvHTVyKiBm2Pt7qKBq3DRgNDqWWJbKfSnTxm0lOjgQSm520N1kNSiaMlK7l0XIFSoJsUhVB1SUYKEkJuH+tSGAJmJw09PNkKipQTMxVhgDVVXR9xuGpITJhLtffcbRtVtUh7doJjUR4a23hb416pjJLUynyk/fq/nx7Rn/+NszUjfn7Ng1FQ9OE7O6YsjKjWs1sQaphD5nqkpoF0qIA01Vk3oY+lzizl0+BtAN/llPpm7Y2nXK0AdsEPo+e5OpIFp8FhQ3wyyNdggg1MQIs0OwPtC10Hfu8yEqWA+iEdGWySSSN4GD65HF+UA/DDSVUDeRu59/Ru7XZN2Aqad/5QFNzjCywQ2NjbwFd8wyooaSC8OmiAuyOqBuWkCdjGnagQHF0NidnAsQoy5V3Zpmg4+lEaDZjrXMNnpIi4xqvMTvAz9fC+SM58OzrvnP+/vlqtEq5tPPPiZOf0HCWW3JArW6dGQMqVJ1byVnnbl/jBSQzSy4dxKBaktOdYBFgnkjKx6rrHvx4ePcRjPbpCsHASM5eJRzncRNicWBphgjOrgMRmOmCpUnVQXbQsbBBEX9eeryl0BhTGRz9oUEt4c0F5omNQjudxJxavhV+3UJy4rHTfFBSuax4EmL383oiSNxa7ZtMl6uBKWAN2oFg3Z/HN1nAVqJFrfgl8by5cCNotm2EeOYYFkL02wkG5bzQiGnAt6UpLdRiqUClnairstSm82Go6Oj7/ttPLO2M/4Q+GYyyxEYfoEmer/hvpJ0XtW2Lo4dn9m84GKDvMA236hGKfqL1Q8KxHlTAJx9sCmVJCdihUwmXL8eqOvEfDrws1+9y9JmWDrnL/7+v/Kb99/mF2bclGKzUC5aZ7nnjx/+K19+8u/M24626/nyfMmdt97li7alaY44nMw5Pj32m3LfQWrLiuD+JHwcsBPA3DzOBGlmWKp9idvSTpLVj88V2CqfBULtb3B2QCXB02E2qfiC9MCeXEAesniwpm4mDKllOpOyjK4lrvb1oMNd1WWvJ5vRrwdynlUGKe+uRaM/TvG+Ea3L34oHlWVfLh/fQzEt3T4+eupo8erRTM6KxNobPwkoCVOIUdw3w8xVOCpblysLkZR6VosTQpFTahDqyQFDt4bJnNP79wnTI6hrREvEd1oTeYubNwMse/pVZHItMrRCZWBty69+csjvPlyzOj3i7IGx6YWscGMCUgUWOlAdwXIViSg3D2vWp5CHyHoZPGpZhdwGqPzzDlWxdcEp9v3arbREA8GUZIEogboRLGfaYUerZ88vREqyjj8Xztd+G48xohsYBsEGyL2hMmG1gKYSPv6wZzZvWHdrunbN7Xfv8Ml//DMNUGnvfjWa0NyX45rJ1pN1wHKHiZI1U2lyQ880YLnIyTS7sTHZE/32JTkGNnokWQFfbByf5UufcZ8bWTumFK0BF1IQ1HaT2+feK/e9br4OqNlv3y8voDN+WsMwECd7n112r5kRoHFp4+7+blrAvhDL+er3PbNEXR9uTVj9NmfEGByk1RHAGWPFgZIm5WCuYCmQDYi+iKN1TaUFADUfArEk14VQOTFrTAwy2TInwMEZghVGrjfgSHEAC8XUdvy3xZfWjUAWczCSvQjVqwbqUpSzaCAVBk4WB3JU8JSpAuAlVRTBJDAU9pkzuoSsDgSOTBwot8LA1rA4Z8GKDJCtpIoCzpTfC5AzGh2P+5HC1IFRZsgWvPHnKPtmx5epYny9GW8Ku5bgOdvuWDiPgzYv+D9uG+68m3Nd1VU9dj/aLanG73zhYTejCrwMKeJqgeQNKQmRUEVWfeDP3v81SQPd0PPTH/+I29du8Hd/8WPeruFaWcUIIRBU6c34w+ef8fm9h3R95vj8mE2/ZHI4UE3PEfmSw+Y+m9NThnWLJgUi1DNCXZrHsoIrIUBVM5qzmgkiFbFukKpBYjF7DQ31bE6QCVAVE9jxqyLWc5CaZnJISuoGUxKdV7nncSMC0+t3iAdzhuzSk7ZrIbpV3mWPq72q17EuXjJf3vtD3Ih2C+KUxnurgMkOhMJeI71vHPC474le2Lau6+3qm+15raDjJDZv/QP2/Vd2f7fCBPBJcoxxu22XBvphTSxN6dD3/OS9H5FS4vQ0cfNmQzOJNAazOjCpjXfeO8QUvvjsjKEL5C7TnkG/HkhqJFPqScP0oGF5momp5uxUSQnaVkmdS6qcLr8DM3LODIWFo2p0XaLv/fEQHKBxM1alruNTAXwRoa4Fk1xYPA6kVVWJHTfQZCyXvQPrZA6PhNTBQYz05yfMQoV0PZ/94UMmVc2QOnLORSrlTBs0X/Br2H3+Tx6LnLNLZy+UImolOWjbwVzcZDSeuDBucIbW4zU+/3EJ1d443Nv4yee/cP3wphc///nPfewwNpZ7ABz7zAB96pi0PSbUer2m6wbGc3zrNb19XijyrfIcC9vmdtxu9+WvmwbFhtErxJOrhl7LmNULr+HJQePrbBGa7WNbzxt2w8/TidxgdgcAjRe3b/KJXtXrXCMgs+/jYCbbcbADzneeOeM4edp+xjGnSgEzRyBHt0BNCLL9fWSf+rVT984vK+Dm/rmwOx/H9EIHTt+cBd6Xqap6zdfot9Ob5zervsVTWDcveNgugnRXC79X9azKLwXgfJvQb9gbyy9zNXrNz/IfZl24oQgQAlYnchA0Cg/OHnDjvV8wnV/j2o/e5b2//Bl/rT1vWUMsyKIKBI38ayX8nx/cZfX5F6zu30M2j1itl9yZ3eT07jE36wOW5x11brhxdI2zXsnrM5g3pDyBOdRVYFivYBKhb4EMdQU5YxZISaCaEKsj8uD+HMNQQVhR13OGrmV24w6bk/sIgZwChIp+tfb3OuCa/9Hbwyqoa8wS7dAT60MaiUwOI8vzTxljUZumod/31rmqq3rlNV62R8F9uHDBle0k43EGwsgA0cKa8a3J0a/eUh43T6LZMnFiKCfI+Hvlk54QkKCYBmDYGtFOZzdoqsBq5QGuuz49wjAgTe12OOM+MMTUHyNiEgkxgvbkpKyWyYGcLlBPG6ogpP6canrE7CCzWN7n6MYdjqZTmgoOGiMdLvnN3xzxT//HR/z1f/sl//TvK6L8iLtnsDlvnNnS1gwxU88is0pZfj5wO07IZ5npEQ7Yboy6NnKEqIGqVppJoO8Kj9+EfmNIMPoBggnez2bqKtIPGU2BJErfFq8EjKaGvlVEIpvWJ/ennRI0oKlhURg4QT1JhVrIUbGUMasYWHDtxpyzTx7SPjymVuVn129x8ugeuYtY6NCc0dS5ZEp7l9DkHss9oolokPKAWrdt6FMeECutjvZubKxDMZ1V9x1RLcYSeVxmLuPLwIbdz6NZ5P7gHKOmTUvcOA7Qp8J+3MaIP+5nY+Vvz0+l8pccJ8n62PfLW77WH8j9QIxzkiomSqDaes2QBwcWzcVK4GzZlHpirJE6eICBpZI6pQQJiEYsGDFUZJRAQNXHeoguDRzUnHVmLhdMhu9PDJJ44xuKP1QNtQkkl04izvSJIbglHUaMhlmgphx6hME8nUoKYFNcd9Ds6WnVPhOHctRVIERag8oi1VNW3feEplf12tZFiUGrkAP0Ju6JA/TmLK4ByAXIUREGKcAOBcAZJXfY1hsniz8nictYUypMmcEIA2gKoJCG0Yg7FLq53zI1+T1B1JAsaCoc2RG4sYDIKKsCLBJMsFDBdi3wcgE5rzuIE0YgT55/9odnyaZekNW38we6YuFc1V49MX7ii8up+JbvW1LW3AK8zJzp9T7LrwqPGo4ObGhkfuOAWFdIBX2XUFHee/9nHNTGRNjqPoNlUlA++vRzPvn4A+5+eY+T4wdUqzWL5Rlhdp0/+9HP+OMfP+Jwdo1OGo7Pz6kOj7jx1jtcPzrk7MFdzk9OURIyAUsb4nROXi2pZ3OyulTBUoJq4istdQW9S6NiMyENCWJN3yeQBhOD6HIP0wFyhzRTTCPSBKxXb2yHXO7OSqgO6bsFfdciGHXVuNnnFYBzVd977ctKnle2t92Fpcvd30XZT4fZPmVvk93TrMD3pfkOgfNHx/7HqkEk7gxwQyKGiKhhoXhvZNdPhOC+KFVJhHOvjYBlwR0PDIsdmmq0UkKsYMjo4L4tk1qYNFBPldtvBWZvzelOMn//tze5AbQPlmw2FZvTgFhNt1aywVqMussc1nDzxoTlqTlI1A2YQAiR6UFkeg3aBxBipN9kqiqQWmcRSCXkVJhCqgw9zA6E1HuEZNcOiHiCU0pGFEUlUMdISoaaEkoUrSrY4ObMsQkMa9DBDYaXZ+dMUQ6mb3H26CGbk4HN6SOuH845vvclX62P6dtzJtOabkglWaonKi75tEwu5u+jBw6wA3BScgBnK7NJ3pCMAM6omTHz6+JWBrV3s5fSEY3InT224mh7+3IzoCfrCXZOGXQvvVL9wwFwdqXcu3cPpu/vHnrs8xz9a9y8pnhYZcWCs7dEmu02ni7jrAH/XQgZLIxsAnV2LFYaVPEFEpyFgKjHm6tLsPYZOsNg1LUzbEKRqOQMErQ0V8GZEeUSo4Fiju6AXjbn2CqAOGy3g6Yc6Onx/yNmnw4HwcGmKM/N77uq1612Dc1oVJyKtVbCzY2deSNbn/VU8GYrDBstRttPVtgzxi7yp5FNoxflU2bQ9xnMwdGUKLHjYwpb2GPcyFY65ddZdmw1rIA85R2E/Zvs5aiu65gVv8s3v/5U8OXbM6C9qste3+M4EXhZpthrAeJ834bD4+t/3+/jqVUBdYVUQtXAoJnT9RmslrwV1mQJkOHAxBuSUFa2JHJPIr/7wyfc//I+/dkDwmZJPhHC0DA/usa9T08IeU7ujWvv3CCvI1VzyKJfcPr5Z4ieITMhrzoObx6xfDSQVy00NUNK0A6OomeFOiHUWPSVN9TIfQco8fqRE23aHnQghimaAmEyh2bGfDpjefbQb6vBIHX48ohCnnAwO6CvZ6wffoHRfU2k+VVd1fdR++bF+5H3499GfetTABzYGc4WLwlvxMWXHavoHlKjmbEVb6lkrk5UdYMYKBKZ8no2eql4wy6aUVMSICrU0wmz+Yz1ukUlEE3Q3CNSuX+Bmb+sCBJwo+Q4uBkygkigEmjbNVaBTTOTOyve+vNr/HktVAqz+jb/9tExU97iYWdMNHKyMKoAuc08XGdu3p4Sl44962BIDMyvTehauDaDxVni7BFMgvgqvkUqhbbNBcSpCSHQbjqCePpUjKU5FsW0JqsiPWgL12/UoDC00G8yQSosgDTQJeXoWuDkXmI2q53NYPDg7sfUdWQeA2FzwE/fvcXHf/wdaXnK/dPPwDIiRmxa2vYUHXq/n1hyI+PUldVgB2Y0DygDmjJZHbwRc2FelDEeWgt+VxrlXCK1RmDGRu+bAupQUCgpfx9BnnF7EU8RzCMwXjnrI5eEqi3bZh8t3GflPB+MebpH1NN4F5e3RklczplQFXvgkWmH+7kJtftrZiXGEh6QPKUuyAjyKTeODml7Ty8LGjApxsUI1E6HyUmo6zBiuIUF5Y2sEAij6WuxQ1KBWHJMHbhxNkQdAhogJ0HEPasI5egVMAcpNndmxXTZx0sUoc9GQpAIsfyrG3MQssao3MDH0+Tyk0DOVb3OtWuAkyq9ePJUDs6g6bWMj+DXqlwuI7onsdPCzBnToHSUQAVQCZj4/FVN3JtJHdjREqKX0iiZCg7UJB+rZmUMF7Bn9IbXkoi2S4sL20vbONcfJVlBBE072eJlqdfdE+fZ9acCLuM9Mr4wU+eKDXhVz6rdTP7VA4FqSnhJz6bXYtx+I+AkhC1t99t6/e8CwJGXeM/ejvmqq+VxBa3DVGhCQ+4zq/WCk9WKLBAkkHQ3OXrQdjw8PuHBvfukTSavWs4XX7A8/4oPPvh/eXT8MXVcA6dwcsZRVTOsW25dO2RSR+pZpIpaluIyEsWZNlpWMaJspSCSnT4eg6fpiAhxOgciOff07ZpqAlhLHjps2NBUFZqF5f1jb0rEgAEHcNy8GMBy4s9//Uuom2/tOFzVVX075f5QiOxJqb6uXmCiWEVfYf86k9n9yGiesp09/ng5l0rDP6nqQrfWYnY8vpiza9xftVx7zKhMidYCyWVF4tKmZt5gjTE9EH58Z8btBo5EuB4CvRly8warJjCJwSnzQ4d2hvYds2bC6cMFD+4vePgwoSqcr3uWC/dFkAzzuqLKFdM6YhpJnU/QokRQQXt1dWeIRISgkXbj/08cY3oIBAvUIdJtEu16wDI0VKjCYt35ajLC3eOeSazRHnI/sDo/o65AZChA2Jp3377OwXSCaEIzDEmZzmZ0Q3b2k3n2Sth+3jjQo8WsuESFI4rssWVGJs54HwoR99ZJxYSYnRzKQb2neNqMx/5xc+Ptfkus67ajeWycWHjKgvSLNTcjgFNENk953msx3XiFFfjJT36y9TsCP4+iAFm3vgyPe9aMP4vK9rwO5ibJ7k/1JJsnaGC804++XKYwmUT3ebJiKFwaalPBmQkjs8G2zAQYJScX/xt/v3bhdUdoj2J8bIKnEInsLJmkHH0JnjZE2MloynOSXa6G+XKXG8Iqfo3UIoPKsjvLnW2zFV/upFMFANzeXmSUWfn48C+KJ07YeeNsPW10B76oMOZY7LDm3fVsN66NEOLe2sguZTXrgFkBWcvrOQh0NR5fnxpTp/7E2m+1ntPaXfY701W9TD059r6r8bGT/b14vRZMnG9S7777LsfHx/Rt+63sL4TwnVzIXwYocvO3xsXHjRsEhzhhPvfUis1g9MuOzdkZv7td8bPYcLMKpAxf9S3/+Nvf8+HHn9KLsjk+oV8vkLiBsOFodkDbLslJOJxNWK+XWK00deDho0dYv6KOgm6UpprQLVdEEZIll0vF2lkCnYuUrVtBuObRyQaWBrKJN7e9IVXlxsdjYxUi7dkKCDA7gO5RWQl+/Bj0nD28z7+0LVSRkBrUrmRUV/X61J1332Nxdkq3Xjxl4ecZ8hTgCUmVANXEJ539hidR/8fWi4qvzXZGOzIppPDYQ3D2RvA4Y6kEsUDOmfV6ybr3pJxYwAKoiGogGQvuKxCCYjbQSaTROVUCZlCFGgtCNZ1w49aUd94K/OWdwJ0A7xc460uE4wnEKXQbQTuQekp/fuZR5n0ibTKT+TXSEGj7DGqsFkbd+MT/fOErE6erjslkQlVHVmdO29de6ZMgM2ce5uKmOmygLgTBvlU0C5LG41BtfaU3Xc9mgFDXPLzXYpKYTqc8Ovb35x/xQL9pmc5qelrOz09pP1gSQuDmzes8fNST6Dm4cY179z/1dKrR1waPitfsbArLvTMUcy4Azq6JF8ueUlXkVVUIxCgMeScr9WXnNLbsFGR/N362Q2tvzG2bnbKP7Ewuu+Cp8wRjxJUAACAASURBVPjwHB/7U++HxRCfuGXpvGY812+5lI8++oj66C8YRlZvifPOVmLFyzGOap4EpUoQZwYMOlCryzpiNNoytxHxpmaUfLhjlrNcojgrbnyt6zciOcPi3COVRaRYcI3XCMUKu05EyOW1Q1Rijv57cEZgUweH44oprIqQUaSkEIEQTXDeUPHB2cOCtMBLgkGGKO4zlcSoCjPjqnl6E8pXoFPRPGVzvpfLqFwmNWaPWgFskjrIw97laXs1KYAeIzPHAoonrmUTX1TQ4MTDkjalefxZC+PGtoCkZrZAjGW/D1TVbo13nNuLCFVVUUeh6xKp3BNiHMHTy3V1eu1UBS9cfyrj4VsCga7qh1mPMbicR19sSr6v9/Q19caCOHe//PJb3d9ricRbkU9YJFgkh4q51VifEE3kdcv5V5/z//33f2Qjf8/Pf/UeU6AH/sc/f8Tv/uGfOPn4A/TTjxhW93nvnZt8/uEaWyrHD++CBbpZzZ133iGrwqaj7U44OKxYd+fcPrrJvfP7UDVAT66nYA30YF1GKvNpWjQHYkKkms5I/QJiC/1N5ndusb57D2uHciJcA91AyBCTgzZdR+AQTR1HN6+zOF9CXuBxgAJ2DosNoYkYxfz4klFfv53afS5BGiaTCW23fINv5q9z7WQmD7/6ZO9xn3xcXAR6liFsAEaWBX4u9GOWi5tQCOqeKiK7eU200mjX7h1VgcSA5fLY6EowsjEkwcQ9brIVucSgWFrQNC5tjNFNf4chEEJw9kBQNLtHTx2FygISJkwMYiXMDyoOpjNuXYNf/Rn8V1PeIaBkKiIGLCfCPDnlft2eIr2SUW7fucNXp2d0YY0ddzRNgy4PObg2YWghTzKxjtQWWa+Na0cT2ha6U8gq1E0mGfQr/zhEhGEwJlNoRKDrqWYNqyGQgzFE5ehm4vS+oH1gEipyzhwayKA0eaDve2KXCMVs9vrRnBpF1wapp5kd8fDL+xxMAnWt3P3yQ64fHmFty5f/8a8c0CGWCZKcxr8vq8oZ0dYbDc2F1WMIBeDRTM49wRxYGTQxtCWprCw/CxkTT80SzVuJ1hZ0yZQuqvxigGa/KliRY41jV/ekUqFMeHUf1BkeG+eMwq5nlm3X4sexDTBhcnCHyeSAs9NT0Ltfu483tcZzNkjFYrMkzG47sRRIWnyZoDDb/HhINmfchYypElIghuzgTlY3GQ8By4qVBjrUhSmVXFKlag7WBGPohS8+VaraAcDgFldYMkIsLBwTpEhVcgLEqERIQyCIT1MN3HhWXO7ipEAlImixMxbTbZccJVAUVLSFxVdFl22CkyVykdAEg1ko+ykspTd2Enrpar/x3TXRapFBjRRdUJCJtGrOrBRBxcGXzsleDOqG8Dm43Gm05e/V/cjUjCT+txQcABo0ONCbwQbx8Z3d70YLVq0ZMB+7qUim3LetnBPGllHatdmZmwkgYRaJpty5GanEODnOnLYVfS6pWdryqqUS33WNiXPfZHX/za/HjuVVrPhVvWg9RSwTXrWMij0/4z1XhRepV3b/fC39Zf6EGmVQ3+n/JBmCIFVA6QnZUypUlG4YGNYty3XH4vSM//H//Bsff/Q55MT9+19x8vARi88/4MuPP2H58CH9usUOr1HNaup+Rt6cA0Zen3Dvy4H54R2kUmI1kIeMtkoaAqZGXm78ItgmoKTpBDBNEIQqVoSmoldDNHN46100t2CBw3ngMNzk/pefwjYSPHkToQaxAQlo2gCZxckDqBriwUF5GaPbLIEO3RJwLs+4+nZrr+ES2a78/tDr1V+L/gRF9b68cjSmfbzG914aK2LDdD6nPV+VFcSn3WDCxeebYZKLBMPHRYjhgnkqgMWmPGVnvBtCwMgMZJqc6POGeTgiI0ynUyQYB4fQlGzYqnhE9gJniw1dV9O2Qk49Q8qkPhGB+XQCw0C/7lgvWrquo+1mTA+OCDHSDYnJtCINPmk/bzvSMhBj5AAHKqdT6LpM00T3NsgQa2XoPdmqLqwCJDOvKqprNacPW85PTp1S3/fEGMk5czA/Qi0xdImu6+iWa6oKjg5ucHh4yOb8AU0lrNdrTBOz6XWMwSn6KaMkb3iDlIhyc0+cMpmWEgftcqvx0NgF6dMuEn7r5vkkW8aspEvtgS77DJztONJy3HX7PGdqPbm/P+WSauSneOGM54SDglVVPfm6l66UW7dvsF46YAFFJoVglhGpODw8pN3027+NY0ExIuoMGzM3IiZv2Qci4/4EUyMEf95o/Bol4JH1bFkHOBGWUFgzo+QkBLbRy5JBA4gqZu4hEszZfZohiEFhUoE369FgND7eHzdapFXVyMrB3L9n73/dvg9xRoeYuY+X/+mqvvca7yU7NoTqKJvbmRfv4sAdGBwrlfE0eqFns+09LiNYkWKNZQZZFRt92DQUc+NxzJTENd3/MlLKW3u4kZUznivjOBvPG7PgcsLCEGoa2ZNY4e/pEq4JxhjfUABnZNJcAS9X9cOoC2epgL0EUeGVgTj/6Td/xe//5bevavffebnONnxHTfEo5lUkW1nh9OaqCh63a3mg71va9YpHX94jndzDRNn0HWm9olsuaR98Tnd8zPLRA9Jiye/uP6LJSt+vfHWeCOkchhX9Rkk58PNf/GdMlE/u/57z0wXoIVJNsPUZyAapMkblHjjRmNdzDq/f4nh1zKyeUE0iIolsmcQCqsCDs3u+2qvlhr6Nqs1EEbCMVgfuwxF7YhNomoY61CQxprfmLBePyOftFX7zgpW1Y7XuLx2Y+k3q1V6LXoYVNja2e2yFvUkuWbcmxzKuLG7TpUqkanAT3aqq9hr4BOoMHPdLCd64m+1WoDSD+GTXPUmFPGSo4eDgOkM2+j4RKxdGjNKXaG6KbDlB6snVhlqukXUgmNJ1G1QmDg1JJhSTZQWOM3x4nHm4Efplh3ZrdOOJTR998FuIFV3XMYkNosqwXJK7imbWcHbW82c/v07O0HUntMsZ0gXqWLM8PaebgjFwVF8jiNC1HdNZg38smbyJSBBEYV4Lm4VyeG3KvZMltBssL+m7NWkxlI83cDALdJsNNw/nnFtLMDg8nBLECGwgzpjfnrI8f8jxyV3azTGLfkmUzKSJDJtEFSuODqfk1JJSwvKA5YSpolpWRk2L9MABHNVEQN0zx2znR0QqEigHbMax4BHPj0mhtGwbHgdkvLEne2KgezdRmB2lLmz/8t20y6X2WTgX2TvrxQPWi0cvtc83tUSk+M8oqlKiwr0JFjF+/etf8/vf/57NuivqR/FUqliVptJ9lYK5iazEsZnRHeijVpgsUvbhHlA7N7yxqfVlPRkjhJod6COKx52PiUHmpuAiwcGbOPqFOFITwiiMcgBGzIiIS2b2sGcT395UiEGK97Z4NHlhX2Tx/YQy1gJQbVHN8YN81Ufqqr6+4vYs7oN74WRxIKYTSOb+RmpOmlEKEXD8WYRUzNKH0eNm9MJBtri1ln26v3rYqj61sHDG1EBsj7BqUq6RwaVYmrfP8YUrNy12IIet3FBC5OxcWebA+Xki5wou+HddLiRnl3D3pgI532aVRamy3zfxE7mq76tGhuKrAxW3y8Bh/5EXq1cG4oxN0/fCYHlF9W1Krp7fXGtZuJzAUEEdmNczp5gOPX2fSLknr9c84j4cG227Rq2n6zrWZ/ewxYr18pS+XRGtA8n0/dmWejrS6yUpKSWqquHhg49Zrs4JIcPSpU4//btf88k//456NmdYPQI6TALQsO4S67uPQIwUOlh0MJ+BQF3V3H9wH7oNaDEsvvAvB3LqgEg9mZP6FssdFg5Z9wNNMPruBCbCT3/5cz791z+w28HluuG+inJq8dXn9GqvRc9n4UhZk37m9vueNqP5KbBdshwNWiyD1NimY9k9oAT3+p90AKkKQ2Pc3yjhMCCXRKtItgHBgYsqRKqqQnPyxjE5M0VRglZQO9MiksEaJtMaQWnU6Dsl0bNer/n43nX++u1A6I06t6yk5r5V3D+OrD9ObM7PSO2G3HcMw0BKiWxuRpyHzn0NYkRVaJc9IcLDL43NZkXuA6enPRIyv/rbCb//98Q8HNClwPnJMfP5nDa1bFphOpthaUNMB5z16o3DLFLT8NG/30NV6fuWbnNO17aEknoyPzxkdX5M13XMQyK3a9pug+QDqujMmtR6I/2L93/EZv0IzQ1D23vql3SYZfpu4EF7tmdIXEwzxfUrYuZpWWjxdxhZGdllMzntATgFkBkXJtVlUIYWlkW5h2jajZ+dCyjbJWxGVg8XmTljxWIgtHML/drx/GTpM/xuFGPDLqHt8laBOlgu1oQwQ82BijEeXETo+55/+If/TtNM8bQcw0gEqwqwZ+iQoA5YqAuzxj+3nB1sNIG6jkUxp1CFC02riJAGB3onsxGgcUBH1M3SPd1cSMmPmIpQRxh6w+py3zClBqjEpVoGGhy4ESmmtsX3xJQixfJrq5ZPY1CjkoDiKJZfBz2eXEYflQJAjaMjhJ005grI+a5rx4BIquRiXj0A2TyNKuHMGQ1CVtkydJIpAzvGTS5gHTiAkxGXCZbL0Aj4jO3RKIOqKk+i8hA9H6Mj8KgZhsHlg+P2qnmbYLV9LDtYOYKYqffEtk4NSwoJjMZBjqyYjkmOl2uulFKiad7QMJAXOf8NpxISX2D7K1bPm1tfB6J8B4yt4pHjrpGvpvZnRy+LM7xyOfJlAG9eRT3vcxEiJgYxIWGCVYEcQmHQC3XKVAb9egFDS171dJsVg3X0qwVde0a3PPf70mbwSeCwLlxXfeJ+dXD9NrG5QR1qNmeJIC05PwIZ+OTD/wsmA2nAn8sUrObw4F02mw2aN5g92u4zTiZYmDDIFFiDtTz9BrlbuR26R4wNbgw986ZmtTgFg0m4zqN7ZxAqJCfspZuMH2Jd+QY9Xt/FtejpMctPA3J2zxi3YDQ3Hh/e340W8GeUVOVQ7l17ciobl9vLPoN4ohyCFQNk0eypMiZggZR6Hj24T6hqqtiAJgz1WGSleOcGJDYgPeSEaqTXnjq1dOfnLI/n3H0A//sk8N5t2DBjsYbf/xE+/6Lnq5Mv6c8zeb2m7zZYGkCVWhrSMBARkECwChO4Oe2ZThs27SOGs1NiCASd0vWZz/8wodoEUjyjT4mcB9a9cvPOTY5PH3K22sAiE/SMftNyeP0WB8M1ctXQthXr80dAT27XNKZUYqgpVWrJeUCGzFef3GeMfY4pcXRwyPmjR5hsuHnzJifHd4khsVkvsbQm4OauknvykJDKJVSm7o0TUHJyY4cxuWqk/YdRNoC5PHUEXLYxqXumxmpbXxqz4nlTZHBPmBTLuIS9N8SeUXVdM6T2+Rs+o2w7yfq6682zfKEuRxU4BCOTco9nMglGBFWs3LsBNpsVk+agkO5CYWBlpAqFmqBIyBCjg4E2ShxtGxss6s0t20vGqGEBCdEBazU/IrLzpwlS7gzRo8qTGVXZyIo0RQREQ4lmNmcyBJ8s54KxxJGJgbODa7PCwnEwrzKPoQaXF6pBsFCSqcY37fHOAgwqRHHAs3ojmQOXpeI2qS9HH3PJAlmMQRycSTG4703w49+rR4Nb8bdJ5S44XsVyufslk8LXM7T45WT1S5iYmxPHICUifCeTygXIMWObsoYVP6jscqlY2D19r+Vy6dv5Plwm6NZy0b11pGL02RHTYux/+cbdG8nEKQxkic953wJb4PEFPW9e+JPYvxVegcmvQT0p8wRQi4RXfXzK/sOoRX4ldfH/ehkFxZWn3GtcYp4kYY0RmtpNBmVcqVW6NDiF1Fa0Z2d02iPSMmtqzs82dOtzJJcEqbwBgfm1KetFB5a3NHgzY3X2iF/93U/5w29/D7oh9z11DVkjLBvI4wruaGFY02XIgxVC9A40yGuFCZBPfbmlmsDQMYI0fkt/vHaATr9e0jMyJyq6oac72UDuruCbF64rAOe7q2/qibNvKvF1S0kZrESOawFtLviL7L3+9sJfnDYUN0+17OdwjBe2Gxl4Yh5pTB12fgGSUfXfyQNh0tBJz4QJ/ZCJ/Ya+XXL8YIE1Feea+eO9ns2mI62Nh18e0nBAf7KgawOpW6Nd5yapdWDaNCz7ltSr965VhYiwPDnjnV/9gpPPvkTUaNcb5rMasnLyYEkwyPEcsQHCDFAePLpHn3uSZtJJS0prmgqqVUUIgXB4B5OaoxvXeXD3M6zdMKkjVRWd8JQTuR+wnGnXp1RVRR4S52ctpw+/wsyYTCZor3x0/w9k3ZCym4areZsy9D1BDC0eOC6h0sKo2Png7K+07Pui2P7x248I37uZ79h140rz3jYXhpPt2Dfj8NqydGwn4QOGJxIenz8rkiKtuViPSQWfIq+67HV0dMTD490EzD+j3fmZ90A3nxOGcj+PBdfYgXvJSrqUJYJUe+Nm9PRQTA2ylMPprxm2QF/EDFJSYhQkUxLRRr8QKcCiM3lCCMjogaUQzUGVlJS6jqipS1jKu/BEdG/gVaQwcdhKrqwwMPZFK6O0TAU3OmbX5IONn8JVfR9l3gyrqR8/cw+kgisWT5xC8pMRshSM4ObG2x2NnjkFiAkOPY9jY1yv2Nl+WQFulNUa/FyRbVCpeznJY6DOjnlT14EhKTmPvk7OvHEp1W48+eljKM48tJJoFSRfysXmlNKbB+BQrhPPA3B4HKB6GiNjx+D42hnaY1Ovcb/j9eqKFfh9V3zs5+/eL8nnZq/6XBpH6cslq12BOK9huRkbIA1IpKoOQOvCzokkg3k1hZzohzWr1QLpe0x7+tU5bTNlWCyw9YDlpS91mBDKagmpmJhuB0uAdM4f/uX/Zt4csukSFgJHR/+J4+N7BM0oHTsvmw2wYWiX+K38sVXWPMC6pJtIBUHZrsSKcfv93/Dw409Au9IKDDyttjfWYQGEPXTyimVyVd9XPWvsjY+lbSs1lmwTq/akUgS4MO7dcHjXsOftlozGkRac2jneTKIWCZYUvxNAxteNRSIT/JzXEeRJECogka1GQuUJVFIhsSJqRCxjltAYCLWiBFJVgw3MSORujdaRrm2plzX1ZMlCKhaPZsQ4ZWiNbtMybB6Qui9I5y2055DctyWr0neZ5sDIw4KsxQekGJefPvqKD7XFCHTLDbGumB70rNtThs6lWG23pK4jk3hApXMOmgPyao32mTh86Z/4AKuzYzaLwKS6Q9NUaIzMGUjTmhACb7//Ez76+I8s+3MmdcXZ+gTsmK43RIWhG1zuEQLTg0MePnrEanHMkFw+FVMLomT1VCtVJWiPlA5FLBV/I3OmjzrjRgrmotZ7MlEAtHPwxjNzy/HKOw2CJB8XI/XfdCelGsffuH0er7+6+657kwPbnyiMY3rfy+bZzBl3M3FBzEUvnP36YV6fu25DlLkf4xAKWFMRSC5H0on7duRiupqBOqAihJKiY9aTKAwZqVz2HIDK6Ps1ITSEAFVVIYOViPJy+kdcuiTCMHhSlUcsGyGADQYVmHiTGyisB4Cgnk5lQoVifSBUwa9kA4Qo9EGppESPZzcOV4NsSlCYxEAoI4NQ/IBc9eU4dJFSRRvBGylJeJ6rl6yseLInrYKrJupbLi1zP78ruKW2qgPaScKWjWN44piKkIzy98KwMdl64Wi5YmQo3jlFRiUjEFQWBgpbR0UhBqQzSIalYj6cfFzmwqjJSdAcSAMFwPHxKsWQJ1jlSWvZt9MkmAasUMYsqf+PBnUIDH2xKRA36w8oDMOllFPVdf19v4VvVC/KrNgBOM9q6HePf237/djrjfsNT/nbVX2fNYI3e8f1Ozo+23vrKyp9LL7cAeorJs4bWUKhTc9m5CETYgNWIdEIRO/ngqAxo4OxWi3o2zWSEu1ygbVr4BTJBmkDOTuarO7Av0lPm5y71wK9st6cQoZweMC6f0R1EKikol0un3jWW2+9w4N7975+rFm6CCyacf6oBw6BCir190n/9OfvRd3uFksu1832qt6kGtHy543B57Fz9hkL4+/x4n63N6jH4zIdnPF0t727mOEdk4xPL2wJLYly++lXxTvHJJMVYsSvEZIIEsDEwQWcXdBnoZKanIxQ92g30IclualZn58wdBv6knpllknDwLBYs9lsIGWs32wlRL66nzhue0+IEgeVxs9jNs9sVguS+mr9rK7pFj2N1NSTipP1IxgGUuqhyqxXZ/zVb/6Gs5MHrFdLYtpcOAZmhnbC0AdiUzMMA4ZSVRXnp/eZNtDm5ICEtc7I2YtoF3M6f7sZPR4Gl79o9vQpzc62KYBKznnLcESdqePpVJ42hO58aUxdszamGe0ucjvWBUH24sHL8c9PYbmU6/wO0GG8oXBxNvr42H0ae+branQ9yc/wwhn39bTXutzVDy0wB/bYJmF3Ldhf8TczKCwAk0xScSmRuZeOe4Rr8dQxxrQe1YSFSGSgritnFpSjYMnllqHCkyzzjgGuagQzNAsSyvjLFB8dB3xSGkE/I4YA2RwXTsUI2YRUXjGIkE1ADMWIIvRq1KX7GZOJsiligapgkdn/7CwghEohBmPAwaPBAlHsYhN1tRr+CqqkT5XmKG95Y36fyFJYVVuPG7+8pLBj0uQC6pjZVj5n5WDlUWRYbjtJHPRJpg6wjOlTKgW39jlqzgXAyc7AGdSBIH9NLTIoZ49pDlu/HDfzHhf5vDyQxH9236jxPGR7fcbMWahXcqo3rF4RI+Np15orMPmqXmGFC5OolxvTbwSIM5nNuHXrFl998cX3/Va+m5KK6cEh602HSkQEYtWU1a5INT0gtMr5ZoFtlvSbDU3MkAYkKZZ6LJeJvjlXJjx3Lj1QxymaV75Ssu5o6znz6QEHsyntiifAmgdfff3x2PfZvPBK55/hA7XHUvGBuKqregOqmcy5ffs2X3352SvYu9PAd2yavce1LGPruI06QJqAqgHMlwpGBkaITtiRCmwAm+wkN2lwYKCK5SWFbAkJ6k1eEIiJSE0djWYS0A6GbsOkqjGraftz5pMJlpbYWmmXpyQNDJrJOqBDoluuGdN0+tw7hT04q4WU/NpmwZl4xbPDBFJ/Th1nLBdLZxR0pxzND6iqihiNtPrKCdKiaF8RQ+CDf/1HYlMThiUy7AO/Tr0fQs/Qw0xntF1bElEyIS+YTCaEzZoh9ej5ErPW37dlmlgBymazoevPEDVuXD/i3r1jZrMJk9mMk0cPASWGMV2qd6CmAFbBFDFD87Br4nMx07RcQBnK9bp42ezJn46uH7FYLGDoccBdd6DOVi4wdjLFUGJk4GyNjbc0CEazW7ZSn32U/SIj51njdKfSegaEIxVql9sH52nl8g3/DM0jqXwckBCrnbWVh63MI8YaTQMmgVhH307AtqllFcRcWDOBZImqBpJy690Djg7hs08UKhdkCWBBnbGHj7+cBVGDGOjVI5ZD9IY6lMWdEJ3tEELcSqt08HM3IdTFD0UaiNGTh+rR10RACM7NMvWQvQLgJKAR2Q5nMfPXNi5I+voiylZi8XGXUf9y5ZHzCirg6WdJwErcewqyBXKyUNg47n2TDaLt5nQLdcncyLE2hFQkvoNCRsklzVWLDEsLaRQL2OAAThqcoOkMm0BOzqrJCczC1rRYCulwlP6JUhip47ZueKxWQKBUAB0JTBvoulCAHh/vKSUkJXJWojig/6Ir329K1XV9eQAcg62J8QvW85bRnlnjrVEuPvaN93dVL1j785DnHedXnxj1ndbeYoWfsy/eE78RIE632XD37t3v+218N1UiuFenx8jkCKlisb9wWvR0UtOIkIZEu1iRcofmTNutYWi9Qcvq3/cagecOiRwYuuXIq/YJVL9h3bWsz44ZGTEXSV5fv4L7bJlx+/+z9y47kmRJmt4n56iaeXhc8lZZWVldndU9XT095GBIYMgBt+RiuOKjkARXBGaegFwQXBPgA/ApekPMakgOhgSmge6qrq5LZlblJW4e7mameo4IFyJHVc3cI8IjwyPSw9MlEelmano/V/nPL7/EedqE9/rZarViGJ7HDrq1H6oNu+0V90VtatCmBzFLDmFSYMEZbWydC8zwma5E6JSahzEuw7MszY6T2szaMINOSNGOxXKwfJTt9oynjxKkI/J6hdYdqSakM8+oU0Y25SnjOIbGgYMXpRTG3XaS7jHTKUa/BriRp+GnhXr5383ZU2rZstu4Vot0me3JCaqFqjuW6gt9qu6I6ICWFbrbRJr1eMxg/4zjzrU+7nTUccdHP/6YX/7ylxytlV3dUMcd2+0ZQx1INdq9VgolUoSPSBLGMvLstNIJaBkYalCv0yKWOQAccPaNHoIkcU8eClW9CMABnJYlyuayuXfnmM2zU4osfj9X/hG3sqwP7XoW/XNj5bS6cu48V9cX/xABHGgpjv29Nv2XauattukfiYQWVRffnS3j7C1nwGWRST9HtEdiSJau95NK4snDMzYbAdYhjqzUVULMj5Xs9bLW6hnn1Oj67NHVNXh/6r6RdUJKTLo7NXlmLBVjVQTtnBGU1MMrU4TFCEZWwSQYQ63iJZsUbpTIaGW4yDFMThHxuXgXRKVltwKWGjm3K+BXaiVAc8VQ8wxiHh41C1YXawCPH6OLMtDYR5u+jeAsLTMHgiQFIBT6SHjd0kj3bVFHVXPo4TjS00SJm+iwAzZpMbY4c8e7MpmAmUmDypwtpqZIsDDPzrwPbJnQtAHstfq2kF9+VS2K6243Sufnovb/EnbeawEuB+dVgi1x2w+9UfPZ8MvD4y7+3uzta+Z8n/bWQJy+76PTfvWJoohg9WZ1sC+0CHC3mN1ZrMyLCGm1pphy9vQJu+EU0cHp/sMA4yZ0J7hwUSHnPAsrnjNdzKr8g5jT5ZcyxFcyLMTgIiGKdznnIdGtOuo4vpXB6RbAuXnWNJVe3A5edg6DSzmo4dxLQq1O3y/KXOV2EKa1FwLT4SBMfs4kIgAaY3GMAz4S7BA/X/XQKlHPXJVShFvFEU3slIqQqHWkX6/wu3ZwhQAAIABJREFUkA5vc6UUun4gWUcVB493ux3DMJDi2rVWTyFeKznSK1d1xzXnTEqJ46MjNqe7eNY23QoQ5/QR2zPPbiOS0cHIAqoFNT+H0LtWTfQHg5Y5m4XMZdvYMIZR1bOXrPrE73/7S967v2b35Et2OCCj6owZi1Als9FDozwtnxMDTCk75ad/8gm//YffkDtDbXCmQ7IIyapTViq1JbBTPXyq6djoFFwSpJgG4LQiFCgjX37+W+/XJ1BuGXIX2yZmTrBw9rrIRZ2yuNjUh74pIOd6gvNv2lr6471FXKsY2cMTcziaVKDjo48+YLspbIddtNMS/RRIxDlOjBxJwA7VI1Kq7M7ustsaaQXJJLJKCSQXIJ7pUt4uus5ZDDknajHAyNP9hDMcgEwTXRZ19lwtuHMs0PVQ4x6ziDNxLJFwzZNkbV+ZlmkiChw1YzChCzw5ojiBCD1D6M2jRCUyDO1NUm8dqSsxB2GcZdUEiifwJkhQztIBzNk2DbgZIMSsHZjTWG/QCLOyAOMKAdbE9ippJhoWQzVNYVRUiUxTMrFvajW0BuhTncajo+tIlRKi3+oX1BrMGxVMK0lcEy6J0K0SZ6cj0GGmiBpSPaOgWQt9fZ6217tr38XXut52IGo7iZS8XMD4pSyaw3CpEPne237b77xxazPgtMe08c+lZroJm1mCNPusnP39vqN9X+PMd7jmWwNxviuAA6+OKN//8ANOHj668Lcf/cmnfPP5l9/pPt6GmRl0a6TvsaQkSVSpdLnSr+7Rc5+zR19zenYCZUQZYHcGm13Q6b/7tfdZNkHkudQJX6FcxWcGdo62/zIwR98agHNrN9Na3Xmdyc3L69/y3B13f/Rjnn39R7w1zdOI1eoO93/yKd/+7rcLBoXiad3cmitojZkzUzaYslWl5ELlEq6SNDHDJuyILyFpmcBhB3wEUpk9rAEsd1gqZDqqCqtuhVWljoUOJalRdYQCXVqTyo7tMFDK4L9V1/fQUqnFU7ZOyadriKGOfs+py2g5W7zYNK+mph5JiRQrrE18c+Ir1YoHYMDOjAcPHnB2NlAjXGlfgsvPmQPA2z59REqJlY28d7Ti2emZ33doh4mIp4gOVkJOUDT0bUwQM3a18u3XD9GayLZhRcXUprTiotXBIH9wD6XSprljYEOU+QJ8CW2GSXC4AW8pyjwnf3kWoE0Loi4lMg6Zz2FK7F+HfeZNVJspzMpgnvzs98Xy3H5YJ9WM+biLLO2xOn5IdnR0RD2r5PB+W7YnTJFgXeUuRcrkyna7ZTe6Y+vyVi4snMmsj++Qc2YzjOFQjEhJICOkjpp3ZHpSTSQT179DsNRBgireBrteQYy793tOHofIMZEBZqx0Pfz4I+Hbh6BFSGTUjII6fCytzBO5E0qRAAsTG3GWj4Mxwip0uLI4K0OTUMUZNYqBeFjOFFVIy0XkvyfgGUaHcIyHAJoaK5HbUIZXscn5rJNDoiqMGEYKSV9jNJlAl5b7s0QZFou03cBgwdoRYefwhysjCRQxFz2uTcDY+9ukztYa1ZcBaxFfuKsBxqj4eFAT49A0n7zPrnUGF3V0gKcURTRDsUhB7tkTa1WKJY9KrQY1eeSophAAh65P7IphpXo68SYKXw1NCSvOK7tJdjP735Zdk0VxvVzA+KV9x2HRN4BILnn8rV2B+TtPi8/L7RcDM+dZN68N4MDb7wpafZ7maJcPqXprIM6LOpRXyYn+MhMRTh49fu7v3/7hqyu5zhszydBnn8502VX8WYN1dOtj4JTTzbdgO08DWgbqbudLIi8BXF6NffBqcXmXNrPnAEMvv9YtgHNrV2Fvpx6503byzVcxHszTAAGGYcvjr75kLwQGWFK6bRqcFiPKMkymhT2mxRKoMDvqVUBCWLztI3GsJqy6cyjSYRo6MrmDrCQ6kmVnvUjGkjHWEWSNlYqtYdicMQyDa3oE40VVY0LcLIQk62IalDNPHn6LnBttY/jWzLrvQ8/DWT0mDnYcjhVZhOHsKTaOiNkkDD+9rhh3LECFlBKlFFSVR9/uoDQGRGhBVEVsRGOld7cZ6FeRdlf9OZPA2ekuxKBrOB1N7NhQc1DE9XECwPHl5xmcwWbmDVFmyzHSzEOnEr5dW9lF2FaLN1DFrEBKXk7LlcNzQ0JcWw5nKLp3yOubciP9h0tY13WejjvQUQttnFkrJ4fYsDPTHj98SLe+G6nGE4gn5a41RLNLhB62leGqSK6ISujlFbSuHJ8Vd2K7KfzS27yGkvDjhx5iEugitWRylxlHePQYyughVeNodCsJBzeIbUII0IZ2TYleLQeDQmQK+WoC6hK6Nhnvl6SFVcncBLK0YFIjkUiidCRGYEjOMMrRra1vlo/9Zm3p4AaDZqRSopUPUZ5FzHXIFGp2AKZERqkJ3DFnWzV418TDrprwsWvg2KR5o9GR1OQhWS01uIdCBYtGZ+ZNLTKFUNVCfI/wK03U6swZLE2pxU0X/6LTmlORRyijQRphKFCK60Jp9KVLf6SF3N40Jo5npbsZwsYzkyac9tu+4NZe2S4fZlVU36oWm5oTNsDH0ClD9SXsWmjiXKVT9bJzLcOyrm7SeoXWC5LzBHSk1IEoR0dHrLvMt4+/RjdDlNyOqgVGZX3/HrvTE1D7zs+1f8ybHtDeEEh0a7d2TWxiXiwGjga4C0bdbuNbxO+faw9tdpqZZi3N+2maOcsci8u+z4hV2LbknaLPiOlQ089BPauSyRSao1bo6JBkZIxkBbNViJcWTNesknAaIE6tlS4xgTjrfsVYC+NQJ00cSEQiG89wlRJWFu9FMilYKCKJ3PdkopeolTHejWvq6HTe3HdsNqfTeQ4nrBqhS6ZN5NhcIF6M3Xb0FMkNJIk+aQJ+zOhXmffff8DTp8/QsvXQg1rpU2bYFfouLVKHq2edas9h5v1zA2sa20aWYM1B2VmdwmkmAAfimIPjNICgAPNsEjGWBeizYOLsheqdB/RfxiC+HCvz1u7evcsm9G7GsZJWDt44qJcwcf5JjtXe5mi1v6aFnHs2z05JkX0qJdehEXGtGsNT1acQjzUVJM96I44JKpTkYSfArlRWKzz1ublGjqhho/DsqdeNfiXkzh3spi0sIqSgzPhCkCdboPhcI8UssmmjiIEmCyZFAEkykwgri7rWWCJNMdcSJUXVj6o7MxFv7VK2aMhLzpyRsJby2wRNTBmlimgAM0ZVB3CKNPCFPT2cKCamzFUQ57XAiVOkGXfmDkQYVYkbi3CpwKCptVJrZKnSlp2qffdsVEWB6iRMbSFZFn03DaDxY8BmjLsq29FDcK162JSq85HaWEfLJHjD7CYxcSYAZ2+Q8jFM9xgcr2jPG/SWiyG3do3tVWg3F++7F2oX5f62xfSneau4BMOr9EfXAsS5tbDUcefBe1TpGcYBkutRrNfH9Os1J2cnDM+2IIaMxVfSt1tf0epi4s41BKYutHd/gLlKBtmtXQ+7+jJtQQK+0id7A8nL2XPzbgHYZGZvyIxJdXLat0bYlHoITvs5qc+8pWUviiXTWJUnZRc+yIJZppPEvXvHCD1nZ2fk/i7UHUd37tKve3a7DdtnJ9O7GmlhQ4r0wu7sBImwDBEB66ZHyTmDepaeuDl3YuNblcLJ6dkUSqUwOyV1f15VB383LduPr9Qu3kkDZKay8G1KZOIqB/uZRQpx17AREXZDz244xUZ3WjNQyuhA3DDSwtwERWsJUCyAkhbOZOEwU2ZgxkJM04iQKN/fJnDGy+3O3QdsTp6EMmwDhOLcKXH8wXuMmzPGZyf71ckWL24vpgokd7GgsQypanvUg3rKuX1uQv/9Jmy321FqIa0T260Lc1sAr64NNZIlT/pTIg6NavGU4h5WVbECebUGNbqc6JNQa/EMVlqQLpFIrhMl3rYkJoKudwOpS4g6+0EEkvS+wKONmQZS59W/rk8R3SeRzVIRaX1IoiYjlXDIA2j0Z3MWTsOaDXM9G7EQAxW0sQAFsKhdMWWp4UjlFCFTQUDLGJ0Iqg4ulCpXQ5W/qbZwPBV34guuXWMiVHHdm4pnDStmlGBNlSQuZByAjQKDer1VSQ7OxfwyibDFiYIqRk0SKmqeIW3Ey3SMulGLixib+hhTRgdyWlaqlDK1QCk1UoanYOx4CnEbvaJYjFdWvQ63lOQgobXj9U1VJm0qNSYh8ZYRsP2rZQDS1A5vmsfe9/3Ld3pXzHAm4hRyArwOeNPseUV+0Ur4y1Y5bu1ia0A9UVbTe6xzub7QrkKo+PnnSO03rVMd0+pT4nfBrhWIM03E34JjfO1YOCKQjO12i6UKXR8aDZl79x6Qcub05NtpRVbqiG0rqfpq+tmjJ7egwlu223f9btll+pc3U6bKIm/L/j21617oFOv0q3tHsQTa7KIV6gnw4cCh1zid60xMGYuIbdP1hD5lJFU2p6dUzXSrNVZG0qqn61YAnD07dRBANMKJKqUMWKnOjKme4a1R603VJ9gCRiYZQdEnPEqZ7mCI1X8R4d69e4gIz85mts2U8aqt+h+sOF5Uhktx9hYCpRgp3sX0LCrIIuzJgMffPvRsP9Zo+tXVYcxIwew0cZFMlmFT2jyOVgQ6ObHTlKYxhSyWmQ/TyxtIaqBNZcoo1hilKZgWLS15qwOHJ5nK2Ze0zfK5HV9tfnrLpLzI+r4nWaKYTeyaQ0BMJ4FjnzyOZReJHyAl1wNJHhtFJ8Lx+sjTgw9bRAo59ZHdKu87pbXGNt2bC1hRRvU0yuMYOjMYOXvjFBHEkie1S+KaI8nIyeuah68UxDIqkYFrUFKCvBJsNOrK6GpCe9dUyXg7nBg2mEt3yZydStpkPoAcVdczyNHfKa7h0oAGwdOlr/OtJ3WhLV6LqlJNKKGdNZr3gcUE1UqRhOIghwrOvomQKBc2VjQ0aUrysjTxwlKgqoWwsbpgsblGTituFQdTzJRaBK2GDlGXijmbLEKhSlHPxzGxbHSPmaNVMU2UEsL8uEB3YwmZ+f5aAzykYeBet1PqEB09zXkwMlXL9DklDcbmzZrPWfRBN85e1vxfBLZclmFzCDxc5phb27eD5jSJFk9AXGaZhOJFtlcOe9eozwGBDtOV53PE9f3fmebM3yuAY1z6nTS7ViDO4eR7mUXmEKBo378zcBGZEyxHQPD3bZKh6321ImfPapMy69V9Vut7PHz0B2wsIAXZFXTcQRl8hSvsFlS4tVu72F4X4GwO2UXnEjJ2QXjKbBpT32XIlCIhYjxlaVutfXmzFnzYWnbPxpTaowkUh2DqXkhOOsPjHlLEOWSaRoUPbP08ydG4Z8lgPeTksbhJGBS6aqTsgEMSY931mBjD5oTtZoOVcQJbaq2UEB7PzYkcmuaLOwxMTIEIqZgeb2bhYMmZOvFetpsAOcqcEWyfbNKYBHMf3jJpLceHHAeVxXl8zK7BFJoZM1o9G5eG2LFZ9auIYuoOgOCOtscu+zFWmkLtuLhJm4E6GwPYidgA8PKeyhcmjaSW5hzl7NHXETpV/KVNda9AMU7/+Af3iIWZqVPbTGkJBC7GOd3N7+sAjNkHHZqYMfvH39oFliimUwjS0dGRhxvqGDo4ia4LvFIgIUh23tM47ui6FWIe6iipojZQivLs9LG3s65ntTrmzr17PH58AgGGGiPFIFtPFm8TopAHIWVBuuzZrQwK5ko9NcCbZCQVJNXQ0MpIZ9y5e4rku4wluWh3WrmiT2j0JEtohnFw4VgRwTp3yBEhZ0HUhWxXjY0jDnamSEWuRKiWGGqeharETLszGKZ2rKwkMUiAQ2p0ts/KKVP7r3TpBjEQXmCHrVFxMKxiWEpUc0BtzrsUGagkMYizaMbA9lWEIfrAxsipyfvOMZg8JcpsDFbhLglqObB/4yw6uqKN6eJZzboqUDrvV4MdU0a/RhmhluTXqw6i1yro6Do5DExgDpancCoHcAzThARzTOL5Kc4IamnJdZh1z6QoZorVSieREKCM5GHkpoE44zjeHDbOCwCUcw7+i8CWywIxsd8NhMDenl3wrs8DYpdBS/Lzy+G5LJ7z288DOIfsHGfhfD8AzvJeJiGBSx15ZXW0rXIDfPLpp1dyTnsBQHHnzp0Lt7/Kuc2Mj3/yE46Oj/fu/zL2qvs/9zxkyL0vQS2cM0sZscSPf/Qjnpw+YrPZgA0wDFjZ+uTfnn8Pkt8RLtit3doV27JtfvzJJ8DrA5wv6ouOjo5e4UznO2YNB/tnP/85xw8ecF6v5ODeG8ujKtJ15FW/YOUcMHXav3aaSVBAmTRawEHt6HfaM1YrIBqrqp76eNyNlJ0zbqruMB3QuqPULaVu0bqbslTV6gDJRx99gIhF+JTGKmiZMhbWOk4ixlVHxtH/DcPA2dkZm81m0ttp/+Zj57/tmhftAw7gLJkL7V9bkZ2/L/er02fCOWnvZ7rnWiO2oLFkZH7vGk7DlD5c98pFWuafGkyb9u+iMhRxlo8u9kkyZ6oCPGTucFw4AHBuwZg3ZMp2d7ZY7Ve63oGde+/f4y//8i8XIqqH/UgIgDPXN1nUN2AKwSqlIMGAQ7w95cBI77+X9+soXseaUGLTzIFwjquDqs6K8JTNqsrHH98nZweuS4n2FACOO9p10R49FEaALjdmGBRp6atDH6UFNaphCMXUAYfGngAiHstlnRbvpjS2UXuuxhZZgDe+Z0ZpYYKvtqJ5/e38M7XnL6YzgCMyfT7MP6fqgEwlNGyA5lEZaWLfmEC1OYfoHhxsHmLF4nsNduGyL1UvrEgXXqe04f5PGcca4E2llDk7lUeK2lTfVC10clpWqkU9NguBZAsmjwaQqnttx8zHy2X7auPF/B5vFojzQ7FboOXWvpvN6cu/fwt9PFovdPk52pUxcZYd5smTJ1d+zj3mDbC+c4ezs7O9/V38L+2ttr7Mvv7iS48ueEUn76pYL0Z1ACcJ0t3xVU/zNIzr9+5SVDl9+DBk/gvoEA7c+MLz5pwpr5SN6tZu7WbYsm0+efToys+/zwLMrO/cYbM93dsnSUfOHipx3vY76BRciN//+u99aXJapmj7eargKaSqOeliWB2pohEipbEyEdMaw1f1LRy7FMG+UxoZQjfHwFz0ERyQ6lIHIfpbx8rdu/dJUjk9eUq1QtWKlEKNyfBYy6SZ4NRVJaWKSQ9WEa0kKjrWCWRrYVEeYeTPKAaa3WUQEZCEWsXqc+KZNYVEkE3EogYetbfbpcTROnNaBsyaWxIWQE3b18NHaoRP1Ynp6KK0Gp/rApSJd1cFMU8x7qnblyFq7VqNgdPAsxCVnl7C+bX15nwnMVRsZu6IRHlfMA5ZAsa985z//LJJQjzrOQDo1l5kzam25POUrltxRGIYBp6ePfXmJjaJGNcFy6kBP7IQOU7mKZFT6jCrPHv2lHR25no5tSCSsGSUOnDvTkefwwHGEM1Yge4erDt4eloxxVOLG64LlYMdVz1zVEpCGRN/+MLDccxFbbxbwshdjq4j0SVn1BiGiWe5CtINkmBMCuLsw0wiy1x3BUMkufZOMrL5th5hbKy5YN4UMbLAiJAMxpRci6UBX2ZIsG+STfnbaJD2c528xki8zmaLFdpluFT8qymYLynhEr1e78pin2ItFMpDowCqed0rsTxdVD1sTWbNHBVnvHigkU3lUhOLvp7QxIFSQ6C/Ng0csCLUSujitBApB160Jg+zUg+5AgngBtAUmLezeTw0awniSAgXO9OTRvosXh+FFlYVIVOm1ABwGkgPPlZ0OS3GgJtjV7XQfK0t2vBzw22W+8H59v687bf2dux764MrLuJ2vTKdXRzu9WJ7I+FUm83mSs5z0ep3+/vo4cNzGhf7KzOXNL2inBstPOsS4E4jukMip971KiVFZpNM6tckS3zy0af84Ys/YMWAEamKTauwL6ZblWF47m+39uqWFn7vrV1/a0DLOL4Y7LysPb8vKjx+9Oh8X2SKHoRpTmFTB+3WIuTGypLSfdibt2NyOPvB2itNJwX3nhTCk5t0U8z55VBzgDZxLovPXQLJ9OnI1Xu0UmQg1zXSwcqMdZd5dvKUYbOjUpHU0sT6ijxVZ4dUWn+cKaXwxRe/d5BaMjCnPLUFFTZVd71cQLNNyfz9CvuT7GWc/0WsBsP2JukA4247vUNbMBir7mg6Q8YAlqb1a2nMGm3PE2Caurs0vXcDpM4hX2oR1hT9dGNO6cgkGtHKQDomDZ29aeh2GpsET2+OmceuJIVdmUOz2vtYsq4mLZKlc3L5Duw2hOq72f3799mczCFVRZW+79lut/zhy69IKFkSKs4Y6BRS1026RimlqHcWVcewUqFLqEFO5pmA6kjOIXKsguXEs5Mt201BpCdJh3bejrbPlG3nc4y2wHX3TmYcK+NQ6XrPfFWDMdH1cHqipD4hHeTsIYqmiWHnmX5y5/VDktGZh2GWSBmNGP0qgVVWvYdUOQvHQ8UCriWbUsVDbLIlOhNG8R5SVMiikw6LkCjqWenG5BHwSx+104q10Em8nwHoNcSjozon0b1MINffmm5ERjVSfFulypxwuYq50C826dOMC1YOeCgUuPaNAqNopP/2slGROVNV9J9qgokxhni+Jq+3FQERklmIhHmoHJopqtQxNG/GEKUeIvV3aLE34WLVSing+lxpYnVp8XA/G41SFLPsw1mxqYvzcCzDqreXWl34WBGSCWNx8BMVrIyoGWoO6DjZ3dDizJzdri203LC+7ibq4SxMA998IVDbbHa6rqe9C4DyJe2lgNrSvvMzt3nNZSJOlvtGpbF8verEQfm/ivzDGwFx3oo2i10OfFnq6rw5Szz46CPOnj65FHgyO3IZTR2QkJSx3PmKmySO7r9HLRuG00d4bsUB0wEpFbsOGj4/EBMyR8fGBx/c54vPr4Zhdmtv3i4OWXhTVjl/mfNtNOeeUs/3D/OhjUz5vNFlkobDB6LYdwq1MegTH3zyMWdPTtg9e0YsrwdrY3GeCStq4TeJIuL6GLll61BqSayPe8owsjk9i4xGOI1dWpiFgxCNJdlCOT1LUwMYIjMW86qqswtsFjttK+vdzETw/ZUkq/kt6T7Tpp1jfqFzf9/ShavNYN5yf7GKmTu2DsIXUmNamaKL500oWod4d+pAzWgehtYQXjXI6vsYAfi0ZWIcdGsznBKaDACd+HeIUNkFW8eKl6F0/MnPPub9Hz3g8998yeMvv2pKy/O15ydhvw49b8x40VhyG4L16tZEUhUlIwo1GavVit1u5/oyrWyijS21m1QVyRXDHd+UOiQJVgspdxiVpOIhe7k6U8EG+tQjKuhYkC6DKEkzJjAOAtUzWKYuk1MiJxiZ05ObuHis12VxloQ44ARKys6kkALStbbmjnwVF0k2BB1AYjlxfSTcQRjEeWEp+rZkAc6kRDInGXexCJZlZpJ08bsh00JXQhlIIJAj5EdEGMU5QRLnaUyMMYXCgGNLzghaMPXedirZV7UBD5v3ELE0JRSsERLloVPieLyFKLF5tqnGpWvCxeAsGjMYDAdpEpMmTm1aNineuQRrJl7RKL7cUDGOTfhYlV7gJGe+GZXHNQVrJiERptdCoJxhE0BNdR2cWv38WGPgGFYbwwYwAesCwPFzgQT7xsF417oRMBdRTjZr4fg+wb6xEDLWghFhtmWYFlDcbogXHXaTUoxfZHtN95CRc9Fa2EXFuxgqVRbgwxWCKq0ULupp2jxHTUnRr117M9jTcJH586UAnIOyCTKmf5ZKumQmqlcCi/b0ZrzLuFav+jVu5loJG1+ltUH6zQM4ILHSVobLhnG1UAZgZb4aG1oUKnDn/jE//vRH/P3f/b9Oza+zhoWpIiFeeV1AxBttUvn000/4sz/7lO3mVzx69OwtAQO3dpNMRALAuSBkZjEUXVSz2jr2MuVUynkGJiafSmC9YjPsHMBZWmNl2GKiECCBr/Yqlgboew8FMcMS3HvvHp/86CN+/5svp1V8M0FMMdk5yBE6LyYpRI6VlLqYRGpc0zN0ubMaT94IQZaiTcXqfmMmRXzUUjHj8D1psH6W7Jzl5LW11eUYOWncxJkOWVauf+NaNk6pCCCoBjhTx5hBhqPQrjeFtS3AtZZG08z/puTHTxOZ2L/GMzYAZ/nMkYHqzoNjPv7JJ/z5z/+U00cbHn/1bYBzukj1tZzWfBfg5tZex7799lvofgZAyz5lAbLmnFGrHvJNAw1tZvDKXP88BIQ4j2eZmX6LcLyW5cpD7ipVhZQVGQXJlSpHnnZcGqvMQaNShJOTQu5ae/VrS9RFxw/dq2ltSWtrQ86+k8hkJWLkCMlyNobXX0mJdZcRM8aiWJ89BEa8x8PUe7Ng7hSzkHcSx6ck2nFyYWVdgLajKhmJcE9vUrtFe+6iT/CsWz5hz2ZkaWCQ75ev1zT+QmsaNSoy9XUqjWVDaNGEfk0AhkZkkAoGkzkOBAQTBibNocb1m15fcgjMxFCrnrFMZmaTqUAyVgnukzkWr7+PRw2pLpsYqGaJUhQpnn3QPCe5d3M1dGvU+9FW51pqcAndpAYyNpaOSNMwm7PrFXM2V9PI0RCfb2aLMKrW1i5e5LlZ87r+hutiliARq0SkOLHM1RaA2pRC2kJQ2l8fk8W+vL62TlnMO7pFSKz3oRVSf+4ampIzia45mHzenMlSVOnEGS4aAsQvBVcW3e60b2y7NIAT77ao0k2agO3YCwSLD8zwqdcecHcNbArHfgUf88aCOG/V0S4Dw3iR9sUF1lbM8wr6IywlWK3QLsMgrOSInz74OelsBWf3QLZQn7mq/lhBxxs21Mx2HVOkm8HvfvdHylB59OjEw96u2T3e2vW3JUgxbZt0SxrQ4IwY/zzvbdMw04a8itYN0+Bk5owaMxgHtg+3sS1OUuM4IUKdXIOLvIKun7JY5dqhuaAkZ8Mk5e6DIx6dPmY3npD7jJYSXZhhWj0EbNJpafhDT011Sl0sYlRLU4jOJLqu/vwpdQG6B1PHBTj2QtSakOuGyGIIAAAgAElEQVRe6uSg87sjunixC72Gdg7da7PzQJlkZtukBrbEinRK+G/NIVieo11QFxdumjd6sF/TIEoRiiVLVlSE0Cm+T8uzK7F/aSFxytnjb/jicxB7wqPHf/T3N80bQ2vnhewZ/36YjcrPP+tIzPvegj2vahlhqyNocQYNilahyyv6vsdMGMcRye5UqBlaz8g5k6xDyME4cIAlqZIooJmUE5KEmoysBdkpNe1IR8d+cYmqkzUYKRUzDyUyBR2URIehCD016njKhD6Jkjtxp1+Nfp2Q0Vk6FdBU6fsczd1IJtDD2TNIKyXnRNenKczp2VNj1wsOZAWZLMEo3i41lkO7mEgPMal2qMn7vRTZqtbRpESgBAjmLzwutgjNLBZpys2oSaAafZYppXmOflPMSXPIciK8D+6s24cDvGfp/L3YarSiWKTTkU76We1s0VVMws/iFzRxoMwMGlewxH2MBF4Wfa6K0BJFWWjagLDDu6MgvCyEjp3VM4VZ4RpE7fpVoQZwWDFn9+D9kFriMXA3wQ7hKbCtCa2JWhyYcbFr173BhFIrWrwejIozbjRNGjhavQ+3wcWPIbJVVSglx8KBM3awjFVndDbxntbl1tHDqLJCrZ4tsdYxdNIULSM6OlNOtCAYWraMOnDTQJzNbkfqumvPNvuu1rLTtaeb/l4QLrnXVp+3fWnfAd89fM/t3L794uu8kw744t3Mz5zPlcNl7LvWzBQaaN2FJzgEbUL/ZlnuANcMwAFmoPEV7K3Voa7rXklw+Hn2Rhz9ST/gu9kr3Y8ZktakVab2kPo1whqkp78vDGNHPf6AX/3N30I2RHvEMqpO4/d0xoeT9Zth1xUcKSP89vffeGz/Daeo/hDsqvqQ1z/Pcs1CMTqQjFhd/A7PH2oWnN8WUrUbInYAplCmc+yQYIW0UCoRJPvz9Nl1BcyUvj9CN1sefv21p4YtxfU5gJZVykUNAnBo16M6AYfMlFJ9WhVsq69zmNW8aroEq3AWQTyhWgndkJmV4HIPMt1Pe58puE0a29vqnCT2BYlFqSgSTCC1mTWTcnYASMvFY8PeAq7NjJjlvo190/RvJjBofsaZFVXn5fK2z9TXxN9qfPXbL3j41deUM43NmX0RY/aP2fvs72dRa/bgQ0923XhQ07rmBee+tefZRz/+mM3DtPfWhDljVM6Zaq7FISLcv3+fJyenXj+ltc0arAPXt2mryBaqrma+giu5gvpKrmd+qzG5DUHuiINJKZE6mTSscvZxTEywFs5CdZJYVUQ6Z81owUwiJF0RdTA15zQ52sXUwd3RQdBqiiWhMyElb6/Swq16Z1jQWUxWLaIBJZrKDCj4X6+pYzEaApNF9jDSZknmN54XzBJzDGjSdUmAJrAaq+RIdIfzSVXicuh+m5wK1K+VaiUv2A4TsKM69+wpO4tEFA1mTDlg/ukUVtAAZ2h99BB6PpY8ffauKqRgnRCtUwKowfcx8XKBNIFEGuezBg6Js3dqjGEmMDTtLyGO9XdeonyqmDNztDDUjn8wB7x2o7GpTYDYcehS1IFBVWz07eNYol5BjdThNYSJ6+jXStkiU1WEVZUYY9UBzxZCJToD/P46xQmJdUTUHDTSxsBpzHWLtpDY7UaSqLNGrWWpup7zz+9qq9XqHWR43NqtXbU5gPNq4Vffk30X8PDq7+Jiu3IA54qUZkWE43v3OD05ee1zXdasEzRnSB2WMqs7Hf16RemEj99/jz8+/Tek+6fIaUY3FS0DyRS1csOGmX0TEd5//30evYGMQq9j04TwRr/9H45dWWa56Tyvm6rQAQiRzN33P+D00TexvYZ7rZeoeY0+3MCAmQLvBy9XopRJsTT0K1KE7FjoaCRd8+G9Tzj95ildPcbk1OnwZt6XV4Ul+7AaSA1AXAIkWjJO4v2IMGvWRHzy4t6WfXwNUWBJKR7LqQbVb9idy3F0D2cZ9iTdJHJKrVQRDxdbDhfm+WskMnxNbCIgrXru3FnzyY8+5u9/9SumDFCTkLG5p7IE/ych48V+/mXhGxxkjDKbQSL1ew06UFAngkrVHFR1R6xs3Hn3Ew/4S355/Wtunx1ss3Y/e79d++nOtTR3BjNm1R3NlKniIYdJnP2wWnecnQ3kLAzDQEIdYKGSQ7dcxCLT5kDXrSCph6fUwUWL6bCkzm4JZ7U/yty5s+bZs5H+KLtWFYJJ785q7j00JZgwrpflzAfJ7qiLuebJuk988EHi8SNn80hJSHbGhCnkzvsbi7ae+sSoRtd7m6rVM0tZErretVdS9esOAp2Zs2jE63RNfu3RLLqy0AiCKcRHUTqRCfRYWrK5vjpE7Ay9Dg/RWvqyGZsAYmcUQRf9oMQtJUAk0RTMGuFnhpWZGk8DfExgX3vMv0tKaIQMsUjNrQdrhxbgU+PetYxSCGSDUT1k1cGdOAeBFQfLRgOgKZEdr4Tz0sLR2v4lIKVRDU0K5ppo7Xgzr29GpSQH+4tGCnDpsAobE6x4nSijUcYIZaoWGamsYeVonbNNmc5sHc9ORWSncm0k181xUMiC9WVEtitLSBUGVSgNABSsVAeuSg38u6Chb9Z14sBQKQylIOpaZBb9uOuf+XVuki3F0n9wdrhSIQfbrotdx3t6A/ZcAOXKn/9QxJhzLJzra03A/tVwjXeSzbW6e8zx8TGPv/7m5Tu/xMyM01NPD/xWwnlSrHyTSd2K/s4Raf0e947vYbrjw+4epw8hl8xYmB2TcrMGmIvMzHj8+PH3fRu3dmsvtdZXrI4fcHx8xONvvvqOZ5rZNkbl2ckTmEJbUnzSmIMcMiOeMzlrA6Pogh3zoms7WwB8Ap9zRldrSoYTG1ErrKmYqaeO9XiLAzDGJocMi2HF6uL6ukhnHtdMM8jkzJo8MWSAhcBvAnVmjgUSk2ABltQZaAEXKxZhL8ZqEoVYbvPUxWW6TjudMmy2fPVVlKnaArDRfTBHDgbcpouD4zF6mLrWKvPkghnAaccuunnpEjY2kKb9nmPxYg+RYp6lXhxCtXeL575X7AAEEsRTYN8yD1/JHn79DenoZxdCak3jJQHHx0cMQ2HcC8N2FkxCXu6AaQOLhDrs6LoVH773Pvffv8vm7GtqKZh1DgxZQjSjmWA4OFCYp7ltArVgcBirKoyjcvI0eTQgoOLOcc6dO+XSmoQzK6Sq19cGaqS5eUiwMyCIc9Osc39qr22HxcS+abe4L58iXOz8+l2/eE1Kw4eMhMy6B+LMEcWZik1KoYpN10utqbfvsV/xwx1Akv0yaYoaS3BpFupsWxr4ZNPJp+fde37Hw5ettAE0E8gSAXFTKNVC/kNhEToVQJDN52/XMElUMceuD9KNa1CRXAQ5+b3DrM+j8RgBsjRwRtUmUEWjTzPzsLnG+BIjmI/Mv9fIhrV3Lp3eQUqZvoPNxqJPdZ0cCdBrX+MswBnRCVyrwzihZWY1NCXnRRjfJpzvGW/tnbToP5Roh3L+t73vcHOL/nsDiRZzwxfdw+H2Zdktvk/agnIYKrVvflwAOA28OQTzrq3Nz/a9Z6d6U9YeajjbUIfx6kCXAzGhNwXmiAiseiz1aO7IaUXu7vD+xz/lL/7sF/z4/qd884cvefqN8vXjz8npkWcVmByhm01vv46aOLd2axfZ3BedUofd1YRWWQnxg8aIyEhLQd32eS5Dov22cPhjNZakE4sD0Sm0SST7dYKpkvOKlBQS3Lvf8eTpH11YXc8Y1Tn7WoOBUhfaL6mFIbXl4chKJULLSIXlme3S3lOeASyBxfkkBl9hfXREzpmzZ8+wYQj2UEJrTMw9DiyYOHH6Nguo1fc3FuBN3fMAJ2x8UXRaCloGxu0mfmtCeQGyLFg/TCFqOpeT7v1ZnDhy7Eq8A1kAOLYItYpwLyPedROknkLhJMq6yeNejgW2rJ3789jD8D0HDKteFKZ1ay+yD370EZ8/rMgR8ZLVgZb4PUdWoWTCatWx2WzIuQ9mwL7At2ER/hRiroCkDFqw1KEY2SpGxzju2G636ENlHEfPRJUEqc7wEXGmSNd13lzwECetRsrOnki4YLkKlFF5Vorr+GRn6h0dJbYbRbvkCdhGI0c4kBl05sCJhedUAsmoeBeUNRgxvbdRFRczrszsF2eJ+PF5IeTu2a0CzNbzfaDVuXandu4QN820Zhdso+RgQLsuzF0SeIajZiuRyAvl5dkkPJcgzXQ3iwY27jWwBKIzCNLucwGuAFOYlZksorh0Yk8ZwmiNWePXC6IKigu9wgzgaIAvDRhaauJUjKJM4VyKOEuGGNtMPARMoLQwq+pj3FArqWb/HmFTtTZRYnMtGxU0sk+puqZOHSPltwoU12ASTc5Yq14gHvbmx7aXOuzqAixMEdrXhL6ZmKHW+s34q1qm0FvVwjiOJDM0gB5TF1fO4sy5/R7yZtgPkYXTZkKTYG5z3i9y5tvvV3x9eP5MbTLDs1LJFZZRm+e8BOzYnzP4S5gBkNe59iILVIAvKvlS72JpzdNNU/nleS75EnPwbrm/31O61gDOvr27wsZd9kmt6oudIjOn0b8hu0ogQUg0XQjLK1xUtIM+U7uO7u57/Pk//k/4V//6v+W9D3/Mf/ff/ytOOmXX4XP0pKBDCHte/1r4qtpHh+V8C+S8nt29e5fNZnOr3fNalnzQsEobkp9fLyu1XG5webkps4Sl+HcbWJL421A7f77gFDTPaAE0yABkJB9hSSD3QSfvyKtMl1fUahwfP2A77PhQ7vLlo0f0qlChMNKyNomNHoLEgReiAajsDbhN1DcvVr28H7O6zCbA9JweW+H7FI03UqNPqeUAs2jgx3KaULn/3nvce+8BX/7u987guaiMGvjSJgoWy/CUGaiabC6H6dmaYLQFOIPEOy8TENO2iUU4V7zD+VYXKedlMbMUDc9rXmFGYhUbI6RNDx5oZuhcJF58qDl0/tj97687v/3Rpz/h5PETdpvNa5zl3bJ115M7AfMQqaYv1IbuGlmqJLvWzeroHtvdM98mTKwaSWlyQN9//x673cjZ2RmrlBnHyvpORqq3K09BLzz8+hu6rqPvVo4XygqlYFWc5UZlZ5l+5Zo1OkCXXadGVw7o9DmHM58o0X+UovSrRBm9H0xmSHK2ENU1clSNMXRNXHvKWSApllN1jIVRgV4EW4MmYURdZ8X8XUmyyTlP4j3d3DukScYLWtMIgCE2NiaNmLOLmkhxH05cgj2QJse2dg2RhCz6eZ2Yf4u516F21UUW2zvxSXbn8tQUjO0SLLXo5wEkMwKrhoWbp4FHmASNTZypMpizLJe3UlBn2MwzztC8gZLMU3s3hk4wh2rri/FrmBljatscOGkscCl+I3l0rR3XYHcAx1Sm9N7SwqDiX62CjkoNgWIdHUQrIyzF6s28K3WsP9KRF8hVPNyqRt6tGk5ehKAmKyiK2oiJev+oFROl1EKSyj/+q3/EkyeP+OJ3v8fUGaWpVhIVrFDL5gWF+W6akNkBd77vG3nLds5Zf9Xvr3v9y+4oXC2AA+fBm+c+23mw5rXv5ELg6BIADlx4n+ncby8HmCaag1xu/+torwq8XiuY9ud/+hl3H9wH9lkx77JNw0ILtp6+CqnLrI+OKRR+/uc/ZVMGTrbP2I4hTlqJCX8TDb3+jnnXXR4XPD4+5t69ewCLgfxmDaRv287Ozm4BnNc25c/+7Oesjo+nLS3N79syW/y3tLaWex7Aec69yf4+JuIgchbISl4L6yOhXwkP3jui9Ik//Ytf8OXTJ5R+BX2mdC6IqrVCGbFaHeAwRZb3Z3UGNNo/V2g9v011f994rrmPi8n1bqCOW6YUK9rOcfCdCFOaABXoImOX1TqzYJqnsBAxBuFnn33Gn//iF/OztGxSEGBOmo/de7dt+XuxzWAKC6FCLX4PcwzB+XO17ei8vc1GZfbgzovat/X2y7T58/u9SOfrdXvib/7wR3bb7Wue5d2yr776KkS/64VjWRvjNJhXKSXW6zuYCUnT1Mc0QdacM5999hkff/wxpRTMjG6Vp3CrZaa26dyNWRy/e3rxtq9O5zHT6RztPBrsBFUXMvbfxNkVFtdRoYwa+idxTCVYGHU63tNI2/Rbc9S1iTNXnPHR7rcBkDbP/1xLxnApaE9FPofQzAtb1cz/Ba/M8dIWKGiM5oneiunUCizYOH6sY6aqUNtxJlT8XxGJliZ+T9J64eU/OfevmO+3/3f+3ULw2MEXt4yzmg57dMXvsZgDOcv6NaUcZ64PbZRQGrPGVdbMZMKHW1fq78Klzec6sKivCuOofv/K9LuPC/59HNtnB1i8/AnyY5yzVGqtMyZfXWNtqkdRnnNq8RnzTmmuF7UatdrcBsyZoV7/yiRm7PtWfvvb3/Lom2/320cwdEoZws+4WXPPcRxv59O39gOzS4JGN8iuFRPnN7/+NTA79Hfv3+d0c4ZUvQGdUYaW5jf5ioSNxrg54+uvvuV/+B//V07Khl/+w29gd0o6HZBaqGXwVdzXEk59e7Z9xUm7p3708v7www959OjRDSjr789u393V2D/8+pfA3BcdHR+z3W3fAlPsxWTc/Ssv933OcROVuC1FC02TyzQjqUO7Nf3993nvk5/yo3vH9JLoH2Z24xatA1Y9JStSnRlUA2jI2cGJSWQ+ue6NhEaNBWDEEqiJ+7OKa0u0VegIETLAxgUzRmdQ5OKXcOHc++Tht5w8euzXSYcAuO6DKGaYVcdqtEBW/vKf/Ef84fMvOHn4TdxL/Es6a/U0a9FNLW4bIkxKZwbRdOlJrXP/fpbP0kRnp212sN8+kLP/+JcF+xtjZ3aer9o8auyH1R9tNhvqUY3QIA/ZOAR/mxOZxHWwUkqs89pTj4tg5n9FYBiUf//v/h21Gv1qhVrhpz/5U7bbgcdPn5EoWI4wGIyqzmxIucNDcTwrm+gKrHiTJAdGKVQ11ISsnpdMB4McQsSdp4B2kWWHCnMXujSjA7u1c7Cki1yvKUEtGhQX10Lpek8PjXkoU9e0bQSSCOTEKEay5PfglLM9PZkWapSMiBKd24jhYWrQmDbR5U3xFHE75myeReSVr9UmoY/vLaSrzdU0QpsWpyJNjLyDBUY5X9czwgg+h5M5rbeZl68uAN/W7M1vybu/dmpx8GaM38YQHtp7RxChbYKlWelKjRAs9m3IHEZaG06NAzzeaNMExJiJJ9WrShn95mo1D2eq5idQZ3FpTd4Fmnd7ZhFqNRpqKUKgwKwyjg6MN7FiFzluoU+AMp0zt+xYVUNbSabXLQamM5iTcZCvWiEj1FoodeDZk21kcPPr2wT8N6BwZt3e2g22Nh+6tXfPnlN2LXxuWjR7h1k4MM8PLmvXCsRp1iZ+LWPUuz0NnKqYs2lk5dtiiWK7ecKTP/yeX+vIF1/8Htk8hc0jahlh2DgtVN8NAOdV7ezsbO/7uwrgNLbYVd37bUjZ9bFWDtuoq2+nVJZhL7MD6Nf2sIgXrxvGaDeFB0HLRNMAAQtgx1Imr9b8yV/8I/6rf/lf8l//N/+S//l/+l+ovynkLJQ6EilwYhl4ZE94GCIzVYQF2OIWPDg5PDtmNuLk/CyEjzW+7z3/fL/TM8C8NLt8tsP2IoLrzCx/a2FOaX43qmDC5//wm/l6ZeDrP3zJ6enJYlsNhdNDQIUFcFNm8AYCJEqN+w/hRDQNIr+PgwHbwjNRRfr+IAzs8NqHzJoA6l4I5DTWw5uvyT/EPuyf/bN/yv/9t48np1LE04u7ry7hLLasbJUkiWwZTXMIuRisj9YU8VCncRw9tKpWlMQXv/8cyQmTCIkkITkhoqgKxQqC0XUZIaMowhjpsDvMnP2QUqLvI934KOScsCxIVYp6xqacvT4Nu0ruZGIkSlLuHHVUrSSLkJrWtANgsAB/CjYd6461ISMkUTSlae1UMQ/VEhA8tbaKa8Vo1KUiTUqrpRH3PrKTGuFn4Im8mYERsxD79WPmrFD+nJl9lnRKadKrKbF9CSI9j5F5DpslejRp4XQRnkaarmeRjSQ1BVbdz2EHCwCnKqXNNVKi+sOGwLGHnVXV0Lhxtk4VwUIQWdRQmTNgmfg5W0pxZ2sJGhmk5jApyF1mc+r3X6v/zxlWElo5nqmqmnn4lUVYWmPmVKMWB2FEZ7bZRMysjRlj1OLgn6i5toUaFsARkSHLhbuddVNrpapnnVL1MFBRo+jomlIINd69BrWnsXdqrSSRV3ac3gXr1iuvI+94NMOV2C14c+3sxcuVF9hy0it1KtMmZKySvb94x+1VGf/XEsR5E/aqWi1Xa20F3FOCKoBWOqnU3Sn69Fuebp6yefoUxgEZCzLuoNisaXrD7V0FLkSEjz/+eM5kcwXnexffw61d3vq+Z3yhptc+w8bHqmDyndsvLf4ubTFrMYIRwwwghFxnolDrSN+t+Rf/2X/On3y6gn5FrWvGUuhshw4bTEuwSBpLBte5afdhMKeNie8mPjtvsdJ5kUZFxL2pFvwwCSHDXlarpL70vsiyMoEyi1XsibUD7OvjWDhz6mC4md9Pc6oakKOLZW+Ux1//8eBaxhR7MIEwh9ddMHQW4VhigpVGDzhgBDWTOL+/WHdWztWR5Uz0Aqcjd/zZL/6Kf/jV38GFY91lHJUmCanMs6ab5+C8KTvdbmYwJpzDKZ03DdiqqMpCdBUgsV6vGXcDqspms6Fbrec2QVuhq6Suo9ZK12XQhCUPdcy593qOO7O5ZJeiCtKbmqGjoCLkvkOk5/hBplYYnkXoi7g2jWV3pjEhZRBJDS1wICdYc1qyh21lB43KGHo5MKXIFhHKiKcat8ZQSmh1jZukLha8wsWYk3mqaSeAGEWcaVRxdk7X2vxMt/H3WY0UOjxei70tSpIFQ8dRDwngYopat9lDEGMCcVKSIOzNHmAvXOgTmpzPKOZy6PtAvF/PPOV8NHdwAKS9L1s280Z4STJp3IjvOMHelmCnYBJ1CmfeTFo6AW5p7DvgXVQDhTAmsWDUuw/R7CyXKmxrA3j8u5TkjCuTGcwJgmYyo+/gwx/1PH4I26+9f5ca+ksB2kxMn0lrXly02lz4W6wGj2lg3d9Bq7AriWFXUHEQx+qImE0ADlSqKmKVUgYywjBupzJpCRQRRau3lVrHRRDezbFhGEh3Vt/3bVwLGyy0pq4YyFG8X+5e5nhP4MPVXv/SZot52AttUgeDBUf3OwseH7oyC7HhS0EVh+9ten+5Yd5xHp97Flx/7F0F7F6YkfI59oMBcUopb99Bls7BmzZSi4dR+WRdqINinfDk0dek5OKAjIM3uDr6qvel9Q7ebXtXgQszuxIAp+s6Hjx4wOPHj9/Zd3Frl7M5bOJF5Tx35NLo4+i5MfHSlrqZqEECMnQg9OS05re/+4r/7X//P+jurvl//q//wPDsEXncoltfcUUUxoIvrR4K5KZ9gKLOjoEzYZoXedCPLVcIJ2ZK215ngObcb8xgyQSK2DzgH7J3zLCGhldlmcQLk/MTjQbOtKV8CyBjmaZ8ulbdP14XbKSqkJ1Bsfd+zPaPl4PZpRkkIa1W6FjinMpLZya1vgDAOWTfXDymCML7H3zCnftrnj59yrPHj1+4/63t29/+7S/R48+mULJlVbRlfAzMAA+++iYi9L0xDMP0e0ouZG3BUFF1TZuu62hZeBoFZj5fsBVqsFNIDvpIo7EEO8iMk6cVtUJvKwd+FBc+x/VjGoPOIyadKSEmmCm7rYMrXQomRWa6J9fUcfBHou7XaqSUJ7FhM8OqoMnIi3mrixN7+mvXpAmtlmiSNTEzZ8xZNJmEioOopoueKUAhVxdzMC0TXYnZlHlK586RZLZg3jgiJDoXZH1OgokmgrzH6kjpXMtxMl8KdlAL6UwU8XudgO7lMbq/oblC04gQGjkGU7Ypv6fpZwwPndPYrhaaa5EVTVQc2FBnS1lo1SRLdClhCcbBdY6yzWVdSsv21E1Rqqe7QtWRZycDqvdRrWDdQmfH/3oGq1nbaNJPUqMT4d69FR9/uOLht/D40eDgUhKk1knzqWkxxYt0tpsZnaSJcTaVi0XWP9qc8+b2a++6nuhV2tSuXvGVlGjLhyBNWbTxFG18mhXZ4rP6WpepIvm8c75MyPmiba+6b3vWNoaoK6JfAiDIixbRgNHs5/+u1Wk6bmahLlvdC+9o+ayLffdCqOI5aQzKd7jaT2DzK2AVPxgQ5011aF1/hNbhHB0zScf7P/spYzFOvv06Flg9KwAIlOQL07tC1TpF56LFNYCKxvTl1qF/m/aXv/grNB3xq7/9GzzzzZsf5IXEf/FP/jkf3f8xf/1v/5oz3cQk7OZOMH7Idrm+aC5728ufsgR15v0MYXXnAcOuwJQa2tk7/d17fPCzn7PZ7Th5/NjBBVGSdoy2odsp5dsv+Nt/+xR0QLYDaayUYUeSZ756UjTAhIQQK8W1LMAUYdK06ZpmhDsILbxiZs7EMcvsT12eU+424AYcfNIC9pyhSstMGIFgvyymBaXusRn8pwXQ0kJVJ3ZSe28sWDd+fzln6rCdcvmKXSDE3lLCR1iVa2G0818ErjSQf+G5mdF/8DF/9U//OeOY+OXf/Q314e+B0wuOPmD2TACOhtsq+7/v/T20Feuje/ynv/gXfHT/Q/7Nv/8/ecbTF+x/a3smkCiIjpRcpxCqUgsZFyNOiyrmEzVF+jTNH3LXRwaqEbPKqJX1kTsBtWzo0j0kRXrmWsk5Y7UjW09K6phpcmbEIIWxxlpSShQqvYIkRYqHGA0leTKCPkClMWPi2jcpg6TIh9f7OSXm4VZhUEhZSZqwpIwYRmHdCfc/6KkGw+Au8/ooeaamBA8eeJ08PcOzHQHSCXdRPirwqSpPrPLrfk3BGS6OB/txA+7kN8BKArRpgFHCpj62a2CMyNQrtJ4kiUxYUF7Ms2QBqk69Tp7b0YC3VCfxL4u/TcAnXI3teTx5P7lVo/83ttXBPoN4PyOyaOkNkEGo6owbDztbaOTE35ZavGniKH7zOnFrsk4AAA+dSURBVECfPHQK8JCoCtQ0hUNhRtbE++/DR3f8XXzxWPn17yo5rdFgQY0NR9w1TDExDsK466jlDkOEENYAa8yAkfmzZV+3rA4ySTXWpjxY9/zHfz7w2Ycr/vrzp+RtwqynUhhRTKL/1YKIOrBZd2yHbYQtgqbCsNl69rdkFB0CUKz0mlFNjLpzPR8ecFEf+65aJ4mdJG+n5sl/fwimOgI5QhSDpZcdWE6xBpVS72DLS6Ziz2PYTNsvcM/aOY2ZrDwDOIsBwPDsaAK6ZKYIPteStHf6c6DOAWtjAmwW29v39vkyxzNtz6R4ANX9VOiXYYxo3PNFbJ5X45qcP6Z9bu9kupd3FMBZllFLPHBZuxIQ5/79+5yEfs11tTfFbuhzZjOen+SmlNjuyrz6nMIZkJhliaBj2V+dU1/VteLZU37ojAwR4ejoiO12+53fhYjw2Wef8Zvf/Obl+5K5e/wepj0pdagOLz3mdaz5npLgm4cPqRvYlt20ivYibYvj42M2m80Pvo4sTUS4c+fOOa2l62avXmb7dcCaszBpa/j5+r6fVvGncBgRUtex22wZx2EGNVCsVlI1yjAi9pTdbsNIoZTiYIXhrBoDxhEs2Ix+0fYw8XdBYdXCfjhUBel9qT7ufC8MiQSloujMFDKc/qsF6Tps2O17R9PfvM/QUTiX9UnVPdkLrQFe7X2Zezy4Z+L0eyHlxIP37vHoy9N49tBVqIuyaWqt8YgeANJAK6N/cI+fffan/Pr/+w9zmU4e3bJOCH13h+PuDkf3jvgceHbhtOf5gvcSfIeLf9/vV+Y7ELbbLSfPzpARTk6eLH692O7cucP9+/f5+uuvb/sig59/9uf8+o8josZPfvITHj58yDAMTq7KGUs1JpwaTUdCPJgpvMq1anoXlAWkClkMS9mFabUEc8d/7+hRC9aErBzMUMiMnumopgA9lJoEcnYiniUXwK0jqsqqX0UrcIdHU0LUYUA1JWfBsgO6kmzKRDmoYZ2RRiF3iV0pkHrKqQPOo450Q0cV6LOwC2SjFkE6GBV6G1lXeE+EDyVzJMKvQhSnLvoTEyjJ508N9I0kdP7ZFuFWgJiGxrpM+jRqearVEn1FnzzwSWzuV719yR7pJzGvkLbV4MNVZYvrie5LhjdQb4q4FLhACzmElx19sQQ1Mmq1d9ClOdzL9YIitXgTLo6bNYEd7nzV6FprMF0+Wgldgq+eVaplZy8NhN4MwbaKG9qN5L4jmZKGkTv5DtttnZ4hjZFFKlg1Wj30rowO2uQSAHVpGdGA0kSOXQhbTEjqwI7rWgimUHXFN58P3Ovv8cWzb6jpLtJ3MO6CdVWgun7bR+9/wPHqQ371y19T1cOjkgmrbu3YvihjnTWPqm5QLRgjxQYcnrs5Jl0O5zB5tAnfzXl+1yyl1iFkKCOp6ykt5CnNYEljybyWxTjfwNAk8zxIghViVZEJ8Di84Mx8mYASmUGJGmDJstxUvT84BGxgZgilxb60/Q6O7xrAszh/AxOmvm2xL4f7LNLGLVkxzdLy7zvOkHnTtgTIZumEyy2eyatMvEQuGnKuxvpVsPUVXuUBDu2yNKSr3u9C61cBRao7JCnB6k44H83p8OwPPhiN7hSUlsHk6ldAc84L6umtnbe97vKtX31JKhAS9obuwew5nPB3xN5YXyRC35n3Ra95hcuGTIlcwOi4aL+oHfbCqVjPcu2DtIL1Gv7/9s5uR27jCKOnupuzMyNLlmzLsYEACXKfm8QJDOQN8gp5i1zmbfI6MZy/G9/lD3Agr6yVNrJ2d4bsrlxUN8kZzUorybK1ch1AkDQzS3KWZLH766qv4gpb+gmQrCuVSoSYiCmR+54QIolCn81rgKGWdQo208ImMYWMaECpnehCGB88IkrRxfT9yVM0H9UCO4b1zVucPTokFKRxu5MwdNnleiC7pZVfSanlUwn2xQyd7rIdYYgy7au+FqSVKlTBZ242PM+qatvJZXd7jVi9fvIw+14Hznstw12s3uHGO7d4ePwVlHPggnnxx7PQp+xR4WrxbLrWtHV60LBXIf/t8jbFot/+7g/85xj01t35+2O5VJCl/T5jIISEiCCps+wPtc+ICCkl4iJwY7UmKJycPmKz2RC6GyYQiGWGhRCIaWmZGgJJkgl4ItBFRCJFAotuWfd1ZGVTcUGMHYRUjYqVIAmJyY4rmdArQdGgLI4SIkpISoxmeFwKxNS6YRVSlOr/o4SgxKSkLlrISfb/7igQjyyDKHSmJy2OIK5h1cHNoNxG2AD3mXJh1eYaOy2nESWIPuVB0/5uZ8XMiKec5q5UsUaELti13da8C9D8rIoWlu3d8V4OO5mU+7f/PofmiNvZ6nRrWlEEUv10X6ay2bavZrA8F5Raqdl4LLVEqxkbTwbOVsIlubYnV8ibzCJGLqpuMQxmNm3fwzy8zGQ7IEtYd7DdwNkGvvnGjjEoFAJ9n83vZhvGys9hYGwBHkIYS7RCsXb10sq/tLWrBwicnVuGUD7PLLuIxAs6OeL0cc92sMlw0YHt9tTOLRbjW6vwtvg5DJMgE4tl3oRotgo592z7C0SzZWAleHL2kL/98ffA/c9V9ZMDp+1aMI9FDx8/YVgfcVOiiZvhhyHijLT1mJpBHKIlyarUEqfcI7F77maexX5Zz/j6njgyP6adh/dsGDJUoeWy7JlL91X/npcSXfbZnff2f/4Zn3ne6xQY6vU1f7/Ktz+s6+4l2D3fGbHU1yvFojeinOr9O+/y6W9+xfH9E/7y2Z936g1flLaSdZnb/HsffMDDBw9ev4ADFi001MmI2GQiUwfGs4G+DrZEUuoT9lCbg28Jr5N9FofW1b5rISeM3ieva9LkXM6dW+/y609/wZfHX/HFX78gv8K9+KxYJCLcufsRJ8f3rhBjAhaq98srQxV26ooxUgWe9sjsgIRwhBapcShYk6ZOgAgZch5s0pIL26GWGhUBTfbvbW/ZLTpUMSbaBD/Wx4eGWaWUQIm2ShoUtHpCpCpci9BMK/ptrvthMj22307drsxemwkn8zRetRV0qrcDlCkLSAOj2UZJT8+yREB7Jh+bveFMEQjmAzK2FR+zh+LTIk1p79e4Pi+Oh7rEXs2Vn3XKtUBWtk8esn3ysAr+bShkf1pskL0YMZVQvVzsatuzsV8ALeireDH9wPjnv74krz6GwTLjRl8cDZYREUy0lSBovZa0liiGoFYepeaf8LOPf8onv/w5X3/9iM/+9DnHZ1+hySJA83hSVUqwDjwhJDRYtoNILY+JQoqJ7XZLtzwiZpsoaClkekRgtbzBx3eP+O+X50RqV6FeKQu77pIkS6ar46HU7ss6XsliZrV5KCyOLDNOFUoScq90C4VgWSVkpeRCDpAUIHBRlHfOlM2NQlh0nA+FLHAWWgtqRr8fVUWroJySxZaIIp2MTfAi7Raze1Dr72Ia+4TxliqltU+fxkWFUIdggW3N1zet1dx05oPm+QTKJlEzlYXDd2CeDcFyFYgCMsrRylQWNd55tW241lKx81xML84FqXHY2pfb91IsZA9DRqqhaZ9ra/OiqAZK3/xszFy4ld1oMQHGQm6BU+FJGdhcmK9N1kQpxbyBVNEczTR79KiJ9KWnqMWq3INqGTNzVJUyTCKOCT92QkJtjc4icJ6V3AeCZnJUEGXYngE9KvWMKeaFRCHGSD8MKErWgRYDtSh93qCDCTwSlNglNr11rdr2Z2TdL467/pR+IIQVJZuQlnNGohmRv6h56nVizE6xxzcl1OcusVZ4F7uvYvfKySGjcDJPqJXdzAo7KEZr1J13ZgfQsl2KzsSbmcizU241E2d2Xq8/M5Ze7awK53rMcbbfbGVOuruNmgdk46sD2TU7tO/81PsZ0TiK4p6Jczlz365SZjYFV+B7F3HW6yOW6xVaIqmtDr9iML158yanp6eH32ztBa9Ay1p5aSFHy2hu2SZbUbcINe20Tu601AdOHuzJ+xqHzN9fh66r8SwB7vWzv9/v5jjmcVZnFos+cfpuERHevXObGJesu6Wtlhde6Xq8LBaJCDoalz+PgZgsHzqX6f4du+AQZ8/Hvoo5EGI2jaQMiJoZalEIKRKzpRanNtkoBZHINm/HyU7OVhZCyLXt62AZPM2PIg918N0eQqEOFh9ZZkCW2nTJVnR3yDBsH5BiNXsfmASSOHVJmZj+I7PEjdiM8qTup5WrVoIE1us1/3t8AjDGchETvZaLVMtdprutDEpIkffufsijRyfQZ4YyjFpR0ebDU0dks0FVi1/Sul01T5w94WZMX67PuoP3u7ZP9jY51MSUidPElqeflTruYV+Qfj668++CzERl5/m8v3zEppyx2p7Utt12fbYMm5aRM8/EUYnjPdd1HV3XcefG+/x4fc6HQ4/2x3zE3xG9T7e5Yen1tTwwI8gmW+ZO6GqHKsvQ0d7aisduwdHRig9uf8i9e/dssiDJPieJta750fI2q4tjlERK1po4bRcItcNVMEF6tVixXi/RQS0zKFRxJBVChLix7xtCQB5HUkqkzjL0YrJsiNVqBcByZa+HTlgvV3SnlqFDnfxv6lgtIAx5Ws9tckeMFvlijOSW6VQvc2kmwymPbcFb9s28Q1xqYsnsNZmVakWZPCGsLIux69Y+h+6wFpPG2AR1jDu9P/38NDYto7hTxmPKqlOSYOvsNBeEaisqMxyuMbSGh5yVPDTRpDBk69g05GSlWIOMY93Wtt4qkpTCGVIyT77pUemQsETkYjxPFxtr1V22m1mnKdASx6yYJu6YabGwLRfMzYxHc+NyQSmFTdkS6CAXZFPYxnMr+xOQImz6XCfQlppVBisJLNI/lYmzOR/oOhvLi0yLpOf9gOZClJ7HT075ByecHzyz1xNVhe1AigFKJorNQuQtFnDAsu4KtkAUJECOhJBNxEjRXlMTsjlgNvwiaPUflNDZ9tv6U2klVHEUeURLXRiBsmMyXI22s0nSIR5Y5NHZdufHrNO+xm3K7PX2WZmLW5PBMEApfR23yEx8yvXzz683K9pbR79ZVlP7WTs2RcurZz293UznRFgweitegRctp7oP/PsljtBxnDeHn6jq3ed/7M3FY5HjvBV4LHIc503hWscjj0WO89ZwpVj0QiKO4ziO4ziO4ziO4ziO8/3wdufVOY7jOI7jOI7jOI7jvCW4iOM4juM4juM4juM4jnMNcBHHcRzHcRzHcRzHcRznGuAijuM4juM4juM4juM4zjXARRzHcRzHcRzHcRzHcZxrgIs4juM4juM4juM4juM41wAXcRzHcRzHcRzHcRzHca4BLuI4juM4juM4juM4juNcA1zEcRzHcRzHcRzHcRzHuQb8H9zo0jdrY0gBAAAAAElFTkSuQmCC\n",
"text/plain": "<Figure size 1440x1440 with 4 Axes>"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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c3gMnaVELcAViBhEjAvn5GAGffpMxHxG5AnEAE4EdgaLcSyz3kZmINR1iQmAxPAEgpvHoOKZh6uC4e5Mol9+DmcHcgonhyYM5gMgDiKaF05MUAa7Qxgh2WufUG5TeTQAyNCM8EZhlvmkQUHF6T4jBCHI9+tSmUmdbtwoeEYyY+qPf8y7fp22o/ZVqnO+NFFFjkuR+QIgNiDyckzGh7R+B1JcexAHBeVDkPB60vbvx6AF4OC2H92hjBHELJkKkCIrSd8ERHHfjSsZom9uNmUHMgHNwbooQAojb3Kda8wgHwCOg7cYcd2OzomQQq/wMgHN46LIoUsDO/gxPbZ05NbKIiPDa5cvY29vDmTPrWF+f4pmnngUDeOWzv4fJZIIQQn5Ox4P2EZFPv3G6z8F7n8cGM+P5S5ewu3+Evb2dlErE3XS4JfLD/O6cw9raGmazGZqmyeQTI4BglZ88g6bxGnrvd4xA5YA2xm4OdA7gFqAqy1ciArfyvmmdLBxclhzkOMlBgJHaLclnRgARwSdZf+HcBdy+fRsxtli0LWpfg4izLLGyAYC8K3AiJzksyUX7roYQ4L1HVVVo2zbJEpUPMcmQ/tzCPTkPUBrinKatTGmY52KMcIgIZh6R31zXnoioXIWtrS00IeDgYC+lLbLByiKti3zvyqY6fCQxNmvnEcmBotxLRFjf3MTh4SEQW3AalzFGVM712rInzyqRd9peLUe8cOlFXLt5HU0zQ4wRExJ5jSQ3YyQ4Z9tJ+mJj4wy2t87CVRO8/sZr0td+Ak4Kmas8OFIeqwBQ+Qma+SKXx3vf6eupfe14875Ozepw/cZVfMkXfgQAfo2ZvwJPKKxe9Ku/+qvY2bmJydoaptMa/9JXfCUOjw7xG7/xa/AVIbR6q8ttFEKT5EKFGCO8J7Rti6qayDzcNPBeCLbPed8LePvGDcznczRNI+84V6bNY++90nEHdO8YgCRzLGnXIMYocxjJ2La2Jufx7vNb2EYrjVxfL4KMfyp0BADwqUzBEqJaLjiENB6HdUeX33HvPZqmwebmJrY2N3Hr1i2E0CAww8HBewKRF9le5JW0rfx+c3G9k0Wp3kk+EBHId7IoJF3TyiLmAGfkFiCyiJmz7BqSRVIibddlWeRrka+1r+FrjxACZrNZ9+4ZWUSpX2OUsjP5rEtr29qxQeRROYf5fI4QAs6ePQtmxt7eHlxV5fZQWWTJ5hACYoyo6zq3nQNQT6f48Ie/AC+99BLm88P8vD4nerVDVdkxKn0/mazhy77kS7BYBPzmJz6R26eua+mX2OlPdry3bStt4bt5tCUGKcnlKJWPQCkN5xxu71zHV3/VVyHGeCJZdM8sjDbMk0jgAIBzSRkIPo9XK+gFXoz3gsDhENOLBqPUekRu4JyHKjjRCJR+uiY/cuAQQV4L0WTj0yWDX0iHjoQ5FoMEDhIbkDPuxI9zsCXTcvfKqwaKcwAMGcRSfmCA/CnaNLJJk3q39Mno2G9bB1EIq0SO5PwBRG2rnF5EjLI64JRcA4EDZPUB8rxL5W+1nkv9bspBQcVV0aYBTtuUg5SVkAWcjIVuZVDaX1iZXnsnosA5BocG5Os8FiIFeCryfUDECLgBpfk0gIhQ19LmMmmGTLoYnQZAmtScQ+XWEGNEGxth+zkZ+c4a2TJpLlodC+WkrmmezIgqv4u50sJDGDslZmIUQ84hIDJBqAHIqqHmHUWJiRACiuFRuRqhbdN7IJM+gxEjw5NbagtRQgAkRUMJE4QWzol895HREiOSQ5Xe5SY0oMhgCmAmeJIVj5AIEJ8MEUtcOACRRelxThYwdK2NSMgmLZ33Dm3LiERwXhQETx3RxAgAO0QQGDETVR0ZlvqFImCUxVZJq9SvknfinZkRk2EYE8mkZJVjIGCB2BKqyoMdI4SYZaauEjvnAGLEEOGch49B+oYICLJikwlDFsJITeFJIk8q5xBjhcgtECMYDo4YFKPw5ymfEAK865Rm4gh2DkQRiA08u6SkUTbA4BwchHBTojuAUZNDYEYkgGMD8g5NSMoNR9RU5b4ZJPqPHf3dffp8jEAkwmKxOMGTTw6ICBwCEBu0rUfTODTNDIukzIXYwLkJYpTvYhgxzmxsYz6fY97MAIiRUrmqZ3CoAfrGlSuiILcMpogB9eLY8lkooXR0dARCQOWBNrZAdPAVgaMxeEl0gRAapVM6byNmkPfgZGxpOzARQHUiZnTORDLarYztDLOsNyCC4MGkZBIlA0DIB48K0+kU+/v7qGqHt966CvI1HOT94CSTHLG8euhIM0+EmAyWGJpeW2idYOronMN0OsXGxgbu3LmDEAKa0BFeagQoVcLM+V21Ro31JlFDTnIKqQ0ihLrrKHDbxpzc6QIHHB4eoo2tzAxRZGq5Oq6kPcMJnZ3aj5gRmcFOSDwpbwCTeMCsTdZw9uxZnDt3Dm9fu4amaJs2hKy/eD8BcwuHiMVCFqRq77FIhPPh/j4Wszm8Z3DbArVHjK0Y4MyAIXCYGVVaMNk4cwZvXX87tx8zo21b+EkNJqBtYjKOXK53CCETbTq27IKMfQ/ynNAuUNdTsBrRxb1PMrTeSsR89tWXMZ/PRZa0DEINQIga4f8dzp55GvP5HIt2DgAIgbMuqmSykisv/e5L2FyfYjGPcLVDCG0mXVMBwM4t/52g/S7zV0AIqhdB3uPag5ngnO/1IbG+HSHLokwEMCOCRC9CWiRN8yVIFqzYjLcATl48XR3Va0wIEZ8MfIC5TUQM0vvY1cU5h6qqcHR0hNnhPgITPHVEYhMiKicEjr5zWt709oNiO7g4aBoUAFBNJtjYOIM7d+6AYkQb2969Lav+2L039j0S8oKTLHaFvtvdF6FkjMgdtfkdgJDynIUZXOt675p+iueL6FFZH1SCLbYyZ4QAeJ/bQ/IOye4knD27jS/6oi/GfD7Hyy+/jL2Dg0zw+SSLurp7OCeLcpx0TU9CRLkQ8Mbrr8MTYW0yQdM0aNsW0+k0OSvErNepDugQ4esa29vb+OVf/mW5N3YLcjFGtBzhXZ11UK3HIrSY+CovAijBxJXY/c45tI20YYiM2tVomjkmkzXwPdp+98XE2M564mAaSDwjAirzW8sRFRxa5RTSuBZG0SGr/0GMYiHQ6j4hoe1iPUuQyBkge22wd6Ds8VEjpnw6jw0AKL04kNN2ltwoPFukrv2q362/HLmeW1hJbNl0tP8zN12MB/17MM9UHxgySPOOBCFXyPWIIgTfeVC5GhEhtYeX1TlT58he5mIvAzy3Y0KlS/6uSz8CqNi0AfwKr56OjIlKzKSFs4gAl4wx1X8dAWDfM2IAWaWqnENakgQY+Tefvmt9HhQRyB5l0TUPnuC7DDpJqXEU02owEXeTSUJ/RaVP9KgxrwqBCGQP5wiVqwEEILqczzBk1Mi82KnkNj9FyAoDIRLDM4OY4BKR1IDh2OXVx1RCVByTESKeMhQ9QIw2Aux8IkiizNMprUBC7DhENBTgYoVIMZMwAYyKKgQwHHn55AqBgnjkAAhcI7aMyEBdizEakrkxIfUOETLHZ8JC8xfiQuZ1XUkaJr90guYY0caFKGFJ0ZD+6pQsQFaQWjB8Jq1iInVsnxdKozEeLWGjfc4MtIhwMX13BAoRCw6oeArnQvbwiS7CMdCAAfaoXfIMYgaoRgwR0RN8jKk/XH6vPSdvAd/JopYARAbRJCnOFQJHULvI5CQ7QuQJ0MwB5xCdhwchBofgIhw1qP0kpSk0YRtmcFSlcYVM7DRIK/At0DoGtYxAgE9zQNsmMkvlrxmNx70FFvpMGyMqL2o66LTJooi6dqgqB3KMo9kBLr85g3MO9URWaplCGr9iVJ87dx5bm2cBAJfffD2P6QjIIkECp/7yvob3E2xurmF3/w7Kllb5YufdVSSzkoEAABKj2FElugnLBCreLJ2nWjcxyUjIBlUqawhCKEyn69lgDGjyaqQQBi6R5uqNARkL7JI3IeBdneUEgxMhTeJN2gJVvYa9vQNUlQeY4L2QGzERxttbW9jfP0QTmixLVBbF/J6rzuIAmLnDdfJF5cRiscDR0VGv7YbQJ2e0zzyYCMEYAGV/Ad36UdvTpWQuCTEkzyWZm47mc3hPqOEx2VzD0eJIiHDtq9R2ntTbjrNHTSACEcv9MSJ6WfzyjpNnYUTlgBhbtJRW61N/rK+vA/M52sWREPdhIYYq16g4gj2hAWXH1us7t+F9hGOPS8+9gDZGzOdzHBwcZCPPtod6g918621EMGIb0HpCRUJQt614F5KbZE+RSE68RcghRFkUCWDEJqIlhgP3dABL4IgqGBEoZDLotCDGBkBEGxaoqgpvvPGGtFnVkRhELulOjO3tbXz0I1+Mo6Mj/OYnfqNLB7qYLFCZsL62ibqqsb29hhu3bqGqJkBw2SumnCtcfp56pKnc3mnIAbrICgBqWA/JIuqlrrKIjSzynuCqCSgukuyJeTEMEGMfsN54agAJESyL0FV6T5XwSLKIAwIIMQTM53PAO0wr9e4SG8DFiK3NTcxmC7SxTYs0nSxSspcopuHX6UWlRw4gpMrh/r54PkVduBk2EkpZFBL5GrjvaVjmIX+LjAjMPV2JiNDGNvebEGyMEFp4Lx5JDk7soVTPNpFkxEKqxxhBvpYx4Ct4Jdxi55mzSB5fR/M59g/3wSHgIBE43k8ABGxsbOJoPkdoZmhjhM/rBDXCYgFf1wjs4JxH2zJ2dneBZDe++OKLqCbruHz5MphbeGfGbV6YAxACrrzxRm6HmMhn0YvabkHNeyBy0svEyYV1cdGM9aYNcJVHiBFVIiep8mjm8yyrI4V7Wmy/LxJHJ7o2Nsm4efLQbZPqe7moi1VlyTBzvSNwUjrF9fxb8bveV3q/IJEWMISIvSfSMc9p+YFO9tiyJlf4oa1JmRSySp+tx13Ig1KJuSdCT8tj3FyHCKD8HQB8lunped9dK/rHkfRPzPeW6DOdmYhZ1Y/QLRZ+uU9tfeAR1W5nMVrTIuJS/ylB1c1s3bYq/f6wYIk2f3+v/LsasvNg2pEdxFiEAAKBHGVGTRn2uu4TkhbqqeNchbZdICDAs0eEuPhat9QhiPCN3Qonq1dLse2BInSDj0vuCbpKq3q9lyWfvDoo11oohSQrOUCMujLaiFwigKOsnMQYEdOWngghPCh62Q/MDBKNRgiA2OZdj04VG0bes8tYyN+ETGS5pBBlU8QB3MrqkiVPZCGs6wfdq6/GXQih8xjxlShy6d6+q3RplKqPlMausATN8kTYEXTqkRO6nXR5RUrpWkoGZJCdpMmjpuFZTgcAXHS5v2IMuX+Yu9U1n+6pyKFp1fVc3IGJHEJYAH4inxySZ0KLEAJaYVzAJLEqWKy63KfEDIpIK2ZRuEYALcXkFSieXJFb8fABslJCTGlFVj2XIFtVYvJ6yCtMAGJdvC8htXjnLq0wm2ry4oVzgGOHBYuHJYeHKOTeBYgRmM9bNIExgUdd1XlcN4to5ICOQ8ZsdoitzQ0sFnOE0PSIA+89JhMxVpumASMgBIfz59dR1zV2dleTyaX3gULLsHQPO4SW4X0yVFiJpnSZGdLfnb4QYztI5MUIHB0dJDkq3ycT2Y4hLvKtFqYrA+tiTiUrl8l7oMury6lyDm27gG47897D+RoUAkJoUNc1DmezvHUpdJXo1btbnW7z+2xXkdu2Vd9qXacBgJ48sq7yVlnXfi+V+KEtbZS3F7RZ9nf17fKSZ1PMLkSEALTcojlYJkPFa4ZxsJhhMpnI4lZsUhs7THyNi89fxOuvvw6EjkxzjjCbLfDGlWtp/gqpTA0WiwW2tjaAedOZ3JkITGOjbUCmv2TDaI319XVMpmuYQgy93d1ddBvyunkwQo3D1E6VR5WW2ZhlKy/HAPZzkUVthGNGlUIbMFfQGVIJvSgXpP2jGFhN06CiCpwIbTSnj8SRhUgn71TaOqVbOvV9ZlbiVTxDF4sjHB3tZyO1M/Tl/djc3MTBwQFCXIDiFJO1NTg/AdihbaIhUPqf+h5UaTsMgESOqCGs80zI3itV5bIMUJJFvYFU/+i8gxY9Twj9jJFxeLif0wSQvbZzXLFkdCvJ0bZNlsHiWSgLhJpX23ZlIcegSKhqL163KRaCyBCRPQdHRx1xqLbvkukvAAAgAElEQVROKp9uTzs4OMDm5mZuD20z1Ymm0ymaJqCNAfV0KnVPJKjKwF7dnbaxE10LHWFXEjhdWylZRmBuEUK3jU31Wp275Bl0i1Xp/bRjJnu0OIemmWf5Ku9hgJic0qbPPfdcIlS6+gAOTRPw27/9KQCic66vn0XTzERPchtomhmqqoJrWzOuW/hqktNpmsbUN2D9zBm8//0fBAA08znevPp67hctr9RTCCryHp6F0IrtHOQnWCwW2evPpbwqcohNC/YMjgzvpogBYPYgxwhB7BEOKT5eWmxGG4G6RsvibbkIrXh5nVAc3ZdFp53zXoQDEB+yA9JxBEh5ZeWdA/qwJlsSOPa3HN/nMSLXP3sXAcjr6B49EuVuadm/78FGONm93Zaulek4uSc6t7qvHjUMQaV7L08TVOHI3mFpPDWNGEUT301EzCwC2MVkQFNW2oFOtqmRgEgIaBDNvtdOCVlWyq0RVq7+2WtA34iyE2qZVvmpsJOklkf0Vc71BxxiDPDq6aEuagjQpDRdayytWgnoT/jSfqLYtEtKgdY5l62op6ZjXVS99/nNz/cnwsPWu2tPu8ZXPFf0gc1XCa6hah5X9+N+07St4VZCgh26tALYGWaAKKJd/br0JC3pMxvfAVBjre9hxMxmbIYlQxlIzpZRCDweNMWHx6Qi2l6yBHjypqgGFgRiPGb+OiVQY0AVyu3tbcxmM+zt7YkxbRBCwO7uLhazWXLI7BROvX54eNgZICxbCW/cuLHkLTK0baSUF909cela553QbUU5DmVeq7yz9b6joyP4tPpajuHyfitTVt1nyyztLYbYxsYGDg4O8lY9bZuyPs45LBaLHomsW0U0b73WpxqGyyCZSR/lGA1OvBqHym/l+fb2Ng4PDzGfD5BrD4jpdNojlBRN0+Dq1auDz6hs7WLAuWRUVzg8PETTiDG+vb2NO3fumCfdoC7bti1msxnmi3kmcAS6AKzG1wTM0m/9NrB/p7lVtz0TIdKyrLVzI6nnRezCQMjKeXfvaQUzZ6Jge3sbR0dHaJoGTdNkebS+vo4YI27duoVf+ZVfQTWZ5PfHzkFEhNu374A5YG1tDfP5DDdvLvJcehw647jTByRNZI+GMq+OwOnrP3p91Xeg36eWwNH2EI+XjixXuWTnUP3c2NhIhM9yXhIOkxGieBL6SrZ/iuyQbT/a/jovZ0+PGHNcFW1DO261TJpvSb7ovSWBk1ocneeQek8N94tNp/M66scsK712hvp2qCyatpVD5Vhp2zZ7ienY0LTK/jg6OpLFSuewu7ub9f4zZ87INkCzRbsy8XO6sSHE2e++/BmcPXMGd+7cSqSxxnKqMtmYPZdWfJb9FaPEtMzjslUyjcFRvHOdaULrnVpuC7wX3P+yvO79ea+B740ceBC4HpFxHxjwULHIysnjnMN0UKsXkfneDS9T/0daVjWeTtr+6pqeyL5HOFbey7DCXyd+/U5EeUzZCakJAdPpFGI8HxkDHOb5CkQVQpjlFYoYW1l9wTKBo2kPETZ6beh+LVu5AmPLPJSeJQ3sZGefs54p8jdQvmw2bZvm3Ygca0SV5JJNB5AgkrKaJfmW6RNJXKOmaeCMIsbMKYBll3e/7Upyx+U6DxEsQNqOxKu9GJbz6KMkqCzESOhcbW05Y2wH672cb7fazkzG+O+v8JdjrSQiVfnr4hjYLTYhGbjdymgv7oAZD9nQBXd7PjK5Piwb9TZNUm078aZ0iNSt0p4mKEmnfXDr1q3sUdOtMHZwzmHRtrh06RLqusbrr3dbqqraIYSYlf2trS3s7OxAxzybLQ7HEQX6tyqp5RZTe7+mpWPKxsA4Dv1tQZ1Sa9G2i6wcg2ISQcNK5NbWFmazWUekHGMkMjOqShR+fUbHvr6DdqxduPA0iBg3b97upaHvVlVV2NzcxP7+Pmx49niXcoCL+BIsMQFLlG11/fp1AN07UtZt6DnFKjkdY8RTTz2FSA7Xr7+VFzeENAc4hmPr0jdWAfEulXhHzz//PBaLBW7cuJH7p0t7uIwxRly5cgXMnD0hynvs592gci+QEOClLLLzqf1uCQKNnxZQD7bhkw6tU10LeXr79u3sEWdjmh4dHeX5g7zHhQsXcPbsWXz60582ZIO8t5PJBFVV4ZlnnsHVq2+CmdA0LcS5ZJgYBpZJXjHSK4QUW2rVQpWSh/15bHlha+hTSQBL4HT3dOM0hKYXBNvmYclcACvKoPI0kTye0/zfPWMXVvoE7nlw8rxVbx97fTKZwHuPnZ2dfEKSldNWzvX1sjLWzbCctXkJ2dRdUzJD227VO2JJlyHCg5nx1FNPYT5vsLu7099ay4S6llhCmpcl/Mp21r4MSX//wPs/iHkzw5tvvinedSkmm3PiBS/Ptb0xMZvN8Prrr+f2tH1viaiSeOs+5X3S4MlaZjgnuqpDF3SdOy96LuYCJbSYGVFDOtDdCdGl9r+nu03mcmzRww2++kTgkRrl90IgHA8xbZZ/e+w8XLEFrPv+8Op+/7jH/Nkj0sONZ/NQwW5pa8ppAHmf9pMKVDACw0qhXpM4B/u93+VZnTwn0L2/6lbLCODYGc/lP5unCmNVJDR9630iE06nYJdp2fR6Qt/cq/cwMyK3UkZ0hpdcC2Cu0r/uBA87CQ0Za0MrMeVkXpJW9j791zTzNKGHpXts3UT5qfr5UL+uth0137qaHmsALBNqEvxP07V9ZRUIO5aGCLVcjuTxslgssFjMkjE4gXNyvGjbDgfx7fqxBRsjUJSIujD6fe6HoT6wddXy9V2EOY0D3fPZSf+8al2sBNk2YGa0LONEnlYDW7buqheOkjQtQw/hE8ORZWQSBzgGXPW45fs7A21Vq7jbVbty/MYYcfXqVbz22mu9tg+hQeUnmE6nWF+XLVRHR3O8/8XPyVtCjxvzltyzMmYImo4aefqb9YzJ9TN1su+OhSXWtSwqY/JWQgnoNShHr1+/nvMfgpIyOu71VBJ7v/XQtGW5efM6bty4AeaQvaZkFdrlU6hUsX/xxfcf28ZWngNiMG9ubmI6nS55H66Cc30Cx8qAado6oeXP2xFMmkpaWbmg5NDbb1+Dcw5bW9uoqkmSsYuerLb/7NwEwGx/kQKur6+jqiqc2djK5MCqMWDbXNPsDDsHIdKFfGGWmDc9r9J+Sukz5PTatIXCg0CxP3/ascMk/wJ349V6Z3Hb5Hf1tIFM31ij2tbVjoXFYoGrV6/id37nd5ZIFWbC2toaqmqKqppisWjxsY99DNNp3TN6V81PliDR90vlSknAADL2MukL9LZX6vta6gWKIXml5et5YyGmBSZddOjKpJ+3b9/OY9f+7r2Hr0gCrycvSY3lVdbLlt9+3rjxNm7cuJH1I1sPrdvGxgaYGZcuPZ+9BFWuWa8QTVPfA+891tfXB+WobTdbL9ENOk8cmx7Qkbs6JlTuWi/GkhAhIty8eRNHRwfw3mNj4wyqtAUpxhZNI1tgVfZ0WzS7/Oy40TS3trbw/PPP4/nnn8fGxka+ZtvDLm5aAm59fR3Oud746hM1nYy1xNGQl5C2QQgBE1/BxbSIwynQdxobBImhm//FjuCxsuikRHYe3/d0twGzg3PHT04j3l04fVPUuwzU/3zH2nvotTvuVaTkFeSbvFf2NMFB9hpboaiwnjkWcuQj5Yk8r0SRFxdX6HGXM8TYYj4/6lZz6XgiTCdInVCA5e1EpbFsfyuN8Ek1yQa9NbTLlXNmzgoFob+aoMcXdy02bFxYY2DIUDgOtv1XET62few/VUzEMGhksuUUtycut5M1aDxRL5Do0KquJbdAEeQS4VWUQ9tVjRfb3tYYt/3ovQfB9/pYVrbm2WCyhlZZFws1Iq2CKqSJB9QITvfVVb2UzlAe3T3WYyfmf7p6VfaXHWcxRtgjpxdtO0wIr/CskDJTJ38IctrjKUPbtmiK7SvHvQsA4LyRB1a2cIWnnnoKFy8+h83NLVy7dg2TSYWXP/sZCaQ5kPYqcm9oS5G915JKvbKZMe29x4VzF7C9fR5bW1vD71kxJux3je+jHitE4q1yUrmiOHfu3KA3R1k3q5SrjFkljywZc3BwgNu3b4OZ8erlV2UOWeFlYlFVFS49+yyeffoZSBwIiUFTel+VMkcNgvJ3ANjY2MBkMlkqo6ZjDRZraJZya3d3B7PZYTaM9flVEO8LiWVjy7+3t4ejgwPs7NzEfD7PMnt9fT2X2xIE2gclQVLOf1qWzc3Nu5JeZVseLeZCDltj6ASkjB61DAB0yuJzKexx1paUXTWWve/0DhuHpm0Jzz33Ir7sSz+GF55/H1555RUAEb/5m7/e22qkhnQ55m2eOjZLD4chIsf+bg1rIsLW5haeeuoZnD17Nv+m6du8rNGt+pC+U7p9RhfrVpWpJAb0u5IB1vvS1sPqn5boGIpjU5IXgHhJvfnmm5hOp3jrraspTpdocGTKpe2tukNd1/jQBz+Ij37kI8eS91ofzdNuY7XeizFGnD17NsXmaXryVMttPXG0LFa+LRaLtIV4Z0kv0ueGtimpB5j2mfbfnTt38MaVy3j1lVcwm82y3ra2tpbLb/tiyPPXEm5l3+s2Q7uop/1o77fjddYs5JTPYhwfp5dJA3dj4F5l0X1vp5JGDnDudK6mjRhxP3gsRBnjrl4/Gv41xtO3hcGuIirUDbaqKiAuC0/xDFDlt2/sIDlaM7rVz2x8Jm+D0ti1UGWy2+sNyBaZfjl0Asgnbqww+kIIcEQI3J8ILPFgFehuwnDoB1UuY8B0dbZlsXXQ9Ofz+aDibQ05u/d8qB4lyt/tpBtCyEHmxbDtrzb3+iudwuTgEcI8z0m2fDY/qzTo0LDpNk3AZFL1JmsN2LekAJNsT7CwbWeVhLI8fXhIMEFKW2j6q5OLxRGCxEzM7TwP856ROqQo2MCSjE6hlO8Ag7FYDHut2f7LShUTAoIcT7yiJoCsfOvhY8rBhcggJ98Jx8eCe1IxmUxwND/s9Yc1ZAffBR7+3ftavLngManFJV7JZw3OWhKmQ7II6OJOHAdLPFiC2H7u7OyIcj4wjocU135daoSQAoUPPFs+ozLJykUiwo0bNwbHqn1f1BNmb2+vt9I8RFStKkuMESAHOBqaQnr3AtLGVTUBEIVYdv3V6yFDSmWuXRG2ad+8eRvey8rxpYuXcGf3Dvb1dBosE1xl3SYmvokG4qyqCgjLW07LcjVNg9nsELqVWJ+9fv26yGhj8MiWHCWd+9v1Qhiaf+fQuCREDSRItcedO3dWjFONfdbJUm1bG7sDZhzpe9drH7Mt1xulqZzbTgusd4Md+702M2C2JJiN/UJYX9tEbCW+CVi8Yebzec/TZdUWWUvCdO8DLxnCtt80eKw16i1Z1LYtwnwuwf2L57XuZZpCeNSQsefzvN73+OjHyLI6miUWvPe4s7PXnfYVCb6yz7Y97xAbG2dV7JiyrACwtraWZX2MMXudl0SHtrOMY486ycBpXUtw54FDiGwZNCZbXde9k5e0HNev38R0Kp6GL774Im7fvi0x3dIW4uM8Vcq0LNlTjp2ufbv2lkWLCO/Xct0XiwVefvllaQ/XbZu1cXHKQMs92Z7fkbY3rkKQbVkHBweDRE0ZE6cNGhC7zeO1qiq0DZZi4vTezV6IgP58C1IL5O54oKNqTo0Spm2YPnXvs3MnC04bGQA/uiPXdTob8U7ATkL3QFD2iJTjAiAHxEgPNlZKXeMEukcbgcp3x/CdJnjvUTkGxWQwR8a0kolIj1NSgZkdAUj3+qveF80kvsjH0GZiIenzRIS6lolEV6AsmaKw3yeTSd7OuFjMRJin47YVQ15EQDLCPcBxOY+SaClJICJOpwIAgJ4mIOmI90WVV1VsemUd9NOuNkk6crJSnzRyCOH4o6OHDDZNX/+u6zoFexWvqNL46p6NiHGePbGqyvXIrNyu+X10QCLvYuhvMu3cpLU+ehpTgHgydStPXV0ov3/lqktpkC6XHakNAdmjr787qNeMfZZ8R0BpX5X74TuXeSVvck75FKr0NbUBerCKVelW7KhJp1yIa19EIrDcFBWlbVUpP+LuXdPtM87JKWXRS4A/bk6fVyBRBHFHnCm5mRVY75ZUMw+zpUGCBiUjeo6rV9/E2tpaIlcjQhBSuGlkS9z58xdw587tnrJaygNrFGxsnMGzTz+No/kc165dydsuS0/B8m9FgEO7UAW8Nvc2xz4v3nVN75oaYpubmwCAw8PDJXmmMtiS3JaUaZomeY3o9gVZ/Z1Op5hOpzg8PFxa3V7us2EywzkHAgEsxsDGxhnIiWKzwXQA4PKblwF0QeWzV64xMmw9IrcguCX5YE/Qcc5jOp2CQNjY2MDNmzdPpD8QEWLT5lMvuZWtR9zqdkqgVB5K2ex93TMoZTscAUSokyHaGc3IBHpVVXjx+ffhlVdf7s1zChuLS8rSX5CwfaWn6hABMTYgqsSTj/uBbQGgnqwBaa6EIzmZKlL2ECQn8UeIPYJjOcnPRUQXV46PJxVEHdFuFz3KevbnYV0MsvGQGJHneP3yy7hx86qMf2qWvIzPnz+PnZ2dfEx8OV/bOTGEgAsXLuJDH/wg3rx6FVeuXAbQn2+srlF69sQYcXB0kOs2ROraeFq2rH1ZJPHnJK+A9fV1AMieHSobLVFuPV/0PXXOoeU2nQis8kmubW1tY21tDW+91QUS7y1CJXQLLh4hCMkksV0okRddm9f1FM6Jp44d/0qehJbxqU++lPOqq/Uluap5ySfSlm+X5pbuHVTPPTlBzGN9fRMXn3keRB67u/s94sbKdUWnV9UIQbdpzbMOKToboNvotTz6bJeW6GIxxryoaPs1xjiYb1VVePbZZ3H9+vXswWqh20w1DyHx+iSxJaYA9BbDfTUBwPCOxNubgUXTovIT0XOYEdMR8sx2fuPU/nIqFUXxyq0nPp0+ejI8EIkjxuiDpPDuQAQAVXSQlE86+elCDhiOSvcOIakD6dsptMofOWxbPngQ6dV5SPqP450R3UpWc08bFotFDjJWTrqA6HBqUOrfdmW6P8n3JyDn8uIeAPSJnbus6Or9QD8eFcGno6vvviJst9WUpIr1sshpFySMnVy7Oq3wCDDXdVIsDXnr/mqhK7d0txWE4qSp4yArHX0PGFVCSyOvrGeMQsYsrw4OU+DlJC7fAxwcmtCPs3QSDJFtd9uOYVF6NSnKMjhXp3ZyYCa0LSMEzmRt6RlRem2UK5dlPnbrhiUGbH8wM6IjIRtDoVCb/o4RYJfiVxRtdFpgSTVgdT9alMRHuep3eGg9e/rPdif9rPY8AzoZt7a2BkYX2FS2Xx6/tUbTEm8RIaokmGdlrh/7eA923OmKallvLXNVVThz5kw2VgDkle319fV82o6mq7hz505vrN7LuzsENf6OG7PMnGWgzkciN6S+a2tr2N9PMdgoIsTQ26Jo00m55r+Pjo6w5+9gd39/xb397w/z3Roy/IfyFgJNV8kDXnn1VYjOs7zN9rh07vYbSyaDCw5t22I6nUq763unsboQwTGdWOMiYgzwJF4mfPpE0dKpT0PESonS60WfVXmhnm0liRhj7MkpSxzbMlj9yXshJzsiJMkk6ogbS5jYvIZI0UxgFJ5vJ10wVW+KUr/StlLPbo3FpPDe51OmVBZZ7O7uYm9v7x50RpfbgEiDGfe9qEPoTkyVZ7oyK7mtgYnLRSfnKHvocVrATC1wXOvkfjo4OMCnPvVb2D88TGXpvJhKryCLGAneM+R0qTrNKfb63fWjIc/jId2KqEqkssPe3iEODy+nd+B4+VjqQJYkLmNGZvthxTsVY4SrKjENC08p5mB0N/lOkEW1ez1A+L5JHOYWoAfigN41kIUF3XAC9E9GOkkC70Ch7oqRvHl4eBhtab1vhtLzhbfOIwTruK5w3Kk8TypEMYioKwm0aN0y1SWeGaick5U59GNErK+v9yZf3VMsEfMniFGC7coWhnk+TnIVeVJ+b5p577fS62bVxF7uxS3TLj/LNJWEKe9RQkh/twa7cy5tCQBCmEM8UJCvW1dV/d2mJRP5clk0H0dVPrHFeiqU27W8r8G8yOW3MXmsUqJK3vKEHtC2NqjhGrxHVtLkXs55dcqfTuJikLXUmjxLT6eu7SzZNrQqqP9s2UWp8Jlo0ut94zMUq9ZSh/X19dRmnTIrSlaA98MG09DK6KqxV46tUlmyBGOIEqi0fDa6pEQXWXjQqZ2+FotuzOr7ogaJc05O+Cpg5cL6+npOQ98NdcWXPnCIkXDu3HncuXMre+jYdI5TUG/duoGdnVvJqHXoun+Z3AO6lVB9t7uTWEQHLMf0UL003aG/geG4ZUoaVdUEcnKLlpezjLcyW7cq2PdH36nynbTErtZPg/SW5RODtUrxrZaPX18mVaWMfTd+qaOeAhQCYzqd9GQRSGJOra1tYDY77AhxighRvI1u3LqVy7yK5NAxc6+ks2JjYyMb44B4kb7w3Iv49O++lA1VzUvreu7cOdy6dSvL0xi1vXVcLpd3SIbqdx37JTriPm0FHZJn6Z0rCTwi9bRVYkfavGWGx3B7ngbYxQ4ldZxzvXegNEy1b/W0SCEFupOKlBCSbScTbGxsYG/vDo6OjgD0x4Yljiz5wsy4efMafunWWznv0hDXMVxui1MZYHWCjjDt5wksn55poQSRvttDW/BUxxCvNA9A9EEpr+gN6uFhvVJs20oZhr39mqbBxsaG0YFq6DHaTdPmvqoqkUWz2WF+XuVWuY2pqqocLFjLIW0SEUKnk7QtUNc+yY2Q6+ScR11PcXR0kN8n29a3TH3LYMZ2a5XVbcTDKPTe8by9E329TsffYrHI6dd1jQ9/+MP41Kc+1ZufbD9vb29jZ2cH2t0aT0fss+Ht7JbsKz0iS7Jo6DmqhnkQrbdNTxbbukXgrOO7tBU1eRmhroDmZLbafS/L0ykyCInTFirGSbehjRjRx0nGTZIBj/yEKEr/GHIiyCnDKs+SPKknj+qWgCrdVhIoOrGoK7BeK4O7rVIwjwWZgJSU/r1DsEaLKlv3ihhbc5qSBsBdhiUuVq16aft2QQ9lPzrQrW6VkHIv1+t+Vpc1f8nHo6qmKQ8lX6peXnYVPMaIADmtYXnVeZkkGarL3TBE6PUm9wECr+8aHqDEDdApDXczSqyRs6pdLfl0EliDARThooOLDoHC4JhnLK/uP+lQ433Vtbvh0qVLvRhKdV3j/PnzALoxt76+jnPnzgG4vzHXtq3ZSngyL6FuHNj7k3cDh8Gxeq/jp4TI5Baz2aHJe7i89n20BM0QNO7DM89cRNvGvAK/ubmJCxcuLKU7nfZjSdxvvXQ+2tjYwKVLz+Ppp5/t8oHIRptXNiBi904dN3fY9reEy0kRQsDGxkbPWJdtK/u94Oe2fAAysa9EbifLxPP3pLJo1Xeb3yryyn5qGjkdagGuAK5ALoBc6HmDnpqwEAWG2kvb5SReD+973/vyYhYgsVmeeeYZzOfzvI2RiEyQ4HtvRyEylfDre33azyEMefncj45wEqgsms+P7iqLSuJKfxuCEvx1PRVPVWa07Rzr62ewtXUOQj50C8STSbX0/P3A6onvf/8Hsbl51pS/SouWfeJMPtVD6fi5Y1gWdbsRynqVUGK93C51+/bt/H0oT+t9JtvgZUHvpO1UEkkPA30dSz3Bhcwp2/B+8nygUr5TL8zjgHrg4BQqliPeDegfY/eooaLiNL2zCnuMrKI8gaNiwIXY20yj5IMNhmZXOVVxFeU7oGnmsu+2ubsCZNs5BtnOxkjKowmOPLRCaSdYLU+5oqwTg/WosKtR9t57GW/aHieZ9EpPlHL11yrXupIfY4sYO2PWegvZ58q9y3qfraP+flxZsxKFzglOFiDEwIix7a3cSv6UlVMPDzVEhvrA/m6N9JUGBdDrKwDZPTtvTUp7u3Urhj5jlcMullGnCIhSXcbs6R/BaklLu6Vw6AQdm6/Ns1z9tONAj/MFulgTOYBoMkLVQ+c0YjqdLrXl2tpaVtbvhitXruTYMEou7O/v98jk+fwQr7zyuwDQ8w5ZJdt7sigbPvaY+WVZpH8rKVXXtTHkRYHXMurnvWwXPAmapsnbAobqMlTHUmaW0H5omgaHh/vQdyeEgP39/WywKtq2xZ07d05U3rvJTM37uYvPA/DpFBXtA/HYVCNF4ajK2+DycbV3yUdjRtyrgee9x/Xr1822WGmX69ev560U+rseRc/MODg4SCl0/WQXEuxvJVS+2MWR43SU8pQ/OwZ1rtb5q5sbHEAtGA2IhCyrashRwMmIHHCSOBUo30lL7g3JDEuIXLt2DTFGbG5uwnuPw8PDXiwSkU8LXLnyRp7f7XyxypPB6gPiZdHCyiK9v4ul4vP8bz1v7dZq9foYWvy4H6K7xGKxyMSV4m4eiFquVbJI02qaBvP5ESS+X4RzNZpmhqaZQbYFyTYgZsbe3l4vDZWNmla5nXcVtJ8++P4P4rlLl/Dcc8/BhpNgDua91mdEtopni/SXvm9ahnIeYObsMSkkbwBzC+dqSGiJrpxlHx8cHPS8qEIIuHz5ch471uNHMZvN0vdhWXQc+W63EmraesLWEJmo78BxpP6Qfi9xp4IZ5wQEysSyxEI+uUB6MBLnPlnAdxtaQnf6QAr0tFihjwwd7rOKk9QAyXfNf+SNHhOUDX7QNJDGTVj+PSNNJM6hfQw2jAPAAe+oF8jjwnRaLQnZuq4xnU7ThNO9o8yMwNyb/PUkK0A8NJpmjsViBl1lBrr3eNXxmVlRcXqa0CIfmw0kuZGEdFVVeTvWsiLViWTZ5tOlbydnq8RWVdVtJahqRHJpVYfgfY26nmbFZ4gEWrWCPlRH+7dE9WfUtR6vLSTCUDp2Irb72e0edn3G1ndI4dS2VrfhoXJa4xIAGKLExzhHjHMQMWJsl8oo38X12Xv1CFqW8KuMCLvK2SmTovB07awKqygysld8Au8nWWlTJcsqwFlEK2EAACAASURBVPJ8p9CqotsFJ7Qr387k64v8pWy6gkpEqFy9ZBzZ+qhxDHTKWo6NkI5sD7EBxxaECI4uG52BCY6dnDbWIm9pZHf6CGVmhxAYzse86v/sxQs4s7WGtfUKjrH0T4aL9NNi0aKupwBEiWzbtndKhpKgOi7L9w3oyyNm7in2/T7m9B5EyAlEMk4Al7YzVpCtMIQXXvgAbCBjza8kJEsDyhrTRJR1xvK+IdzrggORnOI0nXbbY60MsGkSEQ4PD/O1yWSSiZxSLlp5PyQXl+XHaqU+xoirb8kWkp2dPUj8iwrMVc8oUKihO5lMVnotlm1VGsx9dLKo/0+MFY1BpAFexUDzxhATL4TJpJKA/bm8y3PicP79drQGmf72vhfen7eJlGNAyO0GHgQPgmOAIud/jhjeAW0zRwxJHmUZLMbpWl1hc20dwXV98jAM/Xcbctsl8pwc47nnL2Jjcw31RPSBchu5Pqfvh8og5oC2XWB3dwdyQl43xu3Rz/Z9KL2Wy0UQoNveLEROzGPKngwpz3bj6UMf+jyoWaV6j+pa5UKKyh/Vh+p6moLWOqxP1/Mpf7J1s8qnC5WLS1bHstf1nbX3Suws0YtkHDdQb8WS8ND3W0/5krocgTng6OgAQAOgybqK6nsa62aove3WsFXQ8l956zX83ssv4fXXX0bbHgFo0LaL3la7Ut+rKjkl0ZL52hdW3pYkF1Gb4hQSnBPvYavjdSd51Ynw8ZhONzCZrEPir0kMJb3X9r+tU7mwZMfTkL5roTJQ0774zKUso8o88hgYmNMdQ2yBpBdFbtMhAn1dbFrVqMiBvIMDdfnfw4LIfQe1kT34p0PwOQDgCEfdoKvcinsHqrySCTuh10V1OppxBIB+kORld0EHLG0VeaeRt2zg5MG6nyToHl+g8wjRWBSrPJ9UsNvjEXUFdzKZLB1NeDfofTFwmuiqwWfthK9l7rYaLR/RqcE01VAXdALeGkjMnGQZ4Lzuc+5OBrAxZo6r19A1277WSFFFsDRkTgK7baTMz5IhQ+UcIn2A/nG+1sBp2qanmJRkmDW67BiyY6Bsg7IfNT8dc90z4vXQrTozNChs285TENQ2jWM5YSuEfkBpubfNq0NDCtqQkryKjLO/e+8Bx+B2uN+GVjfLd8OuwDIzKAUAcw5oWwKD0TQtVC5GJrhTElPPIhuD3BHLb1y+1muroZVS9Q4p2/XMmTPY3d29J1lkvdMs+VuukFvDNcb+GBZ0sujatWto2zkAPVEjP5n/ssq7yk/NP8aI8+fPY3vrAnZ2b+P69beW3uEHgdZ3f3+/p7Qfd69CDR89ytfOF2WQ1LKcZVuX+SyTsEDTzHDlymVo/AktzlA6GjNjZ2dnsE46dx0nc/vyqzuZqitb32tV5kR5dm1tDYtFcYw3YFbpxdi6VwzJKB0rV9+6siSfy+dKeZyN4kQQ9wOKi/+tkjlKTtDEBuY+HQvSg+BuLnr1s69nMkG966weou+OEgF27J45cyaTnCpPst4T+4GQbf+pXmPfAetFwcw5ELj1qrakhSUxrly5Aud0ntU+1O2h6JVPZZGeQKTlePrpp/HCc8/hjStvYDabPbAXoSUSrOeq1QVs7Johz2WFvgelLNJ87BYte8iGBJ4PuS0tLNGTF19SGW/evJnldUmAlOVS78hy8ay8T/Mq0ffW6fzidYy4tJgUwiIFkZ6n9AImE59j5NjyzWaz3vym9bXj8bi4SBZlwOo7ezsrZZHNzy7yDulF3bOdLGKmLsakP95j8Tjct02nL9ypAKNH4AAP6KKkaTyGbTMj7obyCPGHFdTY7vc8LsDxAx4Jdx9wjuEcgyognMKYOMDyxLEqQr6Fdc21zL73yeU4BUMsV2aH8taTC/Q5nbD1N2vQ2EBuRCTHx9LyPvWmmaeVBlWyVWGW1dRJPelNVJq+ndwJBGcD8lLsTTJDdVm137g0Zuy2hSFy4O5wKVhgNdjGdpXGQtvaTtT6b6jslqCx9bGfVjFaRUiVbaB7tkuDxHoB9Z/vvGaYWxApYSMeSW27gHoAaVr9MvPKoKZlvcoy2/LY/tf6lMELLUqXcCWwyjFbKqUUGQhCWjMRfF2DnQO4hqPhE2+ebHSnmwDiySLeK/LPuemgUQ/0g2/qZ13XePqpZ3u/300RJSJsbm7i7NmzPYMJkK1e2nfMjM3NzbSlp0tbV5xLWRTCIm3F6IhXrTPgsL293Vu9ds7h/PnzWYEGxXSUeIvts9tLhOCDYogUO8nWAs27qibY3j4Pov7WDXvfUDknk0luw7Ic5f0d+dsaQpnh3PL2WJteueJu01VvxDNnzhxbx6F/HYneQuJqTRAC0DQRs5kYVBcuPDMsg6tyvrq3d7kk8OwY13doSJZ3c04L1btCWIAoIoRFbhO7pSq1FPLxvpVHvTbt5sNTqRO53t+6fZjIo6omWFvbyO/58njozw+AtPszz1xc+r0kbkr5tra2ho2Njd4YsrqS3ruxsZEPmFAdRr3PyoWqvb076R7Ri7o+FlkkcsYe2U04e/ZsJkaqyuGpp57C1tY5bG9v94Ki36/NZuVeOV9aOWxJjFV5SWysddgjty1sOW0bOifbLoc8cYb0ghhjJpq0jS0xd5xctvUt01VvqlVlL9Pte/DIdit9zy3xtrm5OSjPVX6WsrccjyeBLqbquNvd3V0pizoyKmQbS/U6Gy9Y29YSObpln136xyzHk0eS06nuYU68b3tSlOhTQuJoe3HI26lGnFY87P59ssbLaVxxEiWuL8T1KMhVwlsJHBWu+j3GiPlcThGxwQ9L49eit8rtGIQKfqKGc9UznLRM5WRkV69zPhTB7NLkEHty3XtCG/oThXPiacVpcgghyHezekPwUL66bLPSLbisoz5TtkfZLnaF1LbNsmHYZE+jIeOntw1jwOgbMnyGylVO6Hqf/W7LaOtY1lna3i/FhymVWnFhV4Wryl5fpYEsK5UOzDGNFSQX9/6WGFGyazhXY7E4AFHnxj1Ur7Iv7LVV7WDb2eZrT3xTKFGYehL946YZACNSijgRIlzlZEshBRDLdr/TtbVTVoLlRBcHoja/0zIGCPP5Ud7eWY736XSaTy9ShBDw2VdfHlTAVxGNqvSWW96cc3j+0ot4/Y1Xc79prBc14FQG6vNlWVIOWgozZjjHklEjvKoqzPU3x6irKXZu3cLm1hZ2d3eP3RpUvpsnan1DnFqiuYxzoP9s3BdptxY3b17P+Q+VSfMZknvqwUDU36Ji36luYcGm2Z0QNkTSHCdfFU3TnGhBVQxn2ZKwu7uL9fX1nscFsLx6fe3atWSYVBADKx0P7Wqcf/YZXLt2JS16yPWTwtbV9pfKVeuNUXo+HmuwmTyW51nxkgUkT1/JaVW1c6fsiPEutkxd19jc3MTBwUF+zzvvjX48Ebs4MZvNemM7hIDPfnZZFpVyyHquqUyxCwQaW+kDH/hcfOYzL+V89/b2wMz5OtDpcKWHYncq1fK2RefEk8x6q9Z1jVmKM1bXHjECb16+jJ2dHcTY5lO4tD62DMfpkFpvbSPbhqvIA9U5Vf7pCVL9MR2xv7+7Mk/NR/O0ZJz1eLILPqWeU75XVudaJXuHiAxbDtVvS1lU6jtElGVRXdc4ODjAxsZGnkNKGavP2fnKprW+LosRb799DUC3LdySZSclckpPnFX11notLVxZ2e368l+fkd8AuxWNSLb81VV/y/JJcN+uIuUkfyowEjgjHhfeSW4lekQcL5CeZKhHhHq4rK2tLa1elpim/dCl10R/9W4ZNiaOnWA0kCRHFdonI4CAbjIoj6XUFUKNbdPFTSHE2Lkq22CPi+SOXJFMYPOk4Osx54ohZUwnvqEVqdL4t1snhlxrbZ1VoSiv2/3MQ/nqqQ1UyOW8F7koo1UoS4+akmwp20GfuZvCpgqqjp2yPbTcjiTukQaSdACIKjRNtzKsrrW6StphORZOVy7ZV20JnLIeQ2Uux3iZru41t9tjNBaHKt+2jzS9dOcgCSQFiJhUDo7MVuRE3uSAx6cI1php2xYXLlzIbu5K4JSYTNbx/KXnB0m0k8KO9dlslo+JlvKIcn/95vVjtygycw7gWb7TXfoem5tbuHjxItbW1nL6OhZ1zIQQsps7pfGxd3CAK1eu9AJmWmJU67xqjB4HXd23BpiFjXOwsbGxRG7av8t81SugrqfQFVRtQyW8htKyz/ZlEWM5zlbnEXGv/X6c3LKxPDTo9tpE5pGjo0Vxt6yCSxyOkP9Zgta2icjByT2XuUQpn8+fP9+TNTq2nn766V4ZVsl1O4asV45zwFo9gU8EOQLlGJenNbAxAOzv74I54OmnL/TivNlxCajxTLh48WJvfl217cca2t77nkexfs7n8952l6aR47ivXbuW07BGtn2XFovFyuCy0r9iwF+6dAlra2tpTq56R6lr+buDElyWRVevXsXbb7+d5zj7r/TEuxusZ4rKwaF4fVYP7IIE97c7leO6/C5ybtrTA5SYPu491Hl8yJu6R4QWc/m9tIENLq3tobBySr11au/h/QTzedt7322blHUo/9Z33OpNdgHxpAQOsOyJM+ThSETZ28v2t9bd6rXlnGZaCxNfoaLUViawMUW+J0+c+7bopMFPB+lx+szaESM6RMQ8xr07Jd5zBrryMp1O80kwQ6uaFnJMZsgKip3YeuRA4S1gSROr0Np4Nuq50LYRi8XsxJNIeYxrN6FJsLchV127GqCTiZ0s7eqMPdJZn6/runeU47LrZ3e/NRjsahLzMnGgn/qcXZ22Ze8pZQi5jJJ+3e8LAzvRl31dKmDHjQWb/ypldagNdNWpTMemFYIorKGZm7gVywHPNWhfuR2zVACUGNBrpeFSlqNMwyqIpWLBx2xtKvvPYkip6uVpmjy0xXvAp2nm7U4aWVtbwwc+8Lk4e/Ycdnf3EaO4yC8Wy7KXSPbFv/zZV5feu7vJjKeeegobGxtL91oZpjKpbWMy5o7fSmm355Rp6tg/d+4cptMNbG9vL5VZtgW2PeKWqAu22a2i9+sYQsD29jZeeOEF1HV9122DAJbGsLxzw3ELrGfA7u7u0umFdyPNtra2M2lVEgz6bgx5rNmTD3N+KciseOu16d/yqYIngfbLKoNTZaGSaovZYfZ6GPKckbyHtqSq3JGyzedyktYq8vheULb9LBGQpezSk8rKNhoqQ2mEajvp9hHtp9O4qKWyaD6fo6oqfMEXfAG2t7dx8+ZNAF17Ww8ZO6e//vobSx6jQ/1rDf6tra3eUeNDBnQXd5BwcLC35CWhzyj0d91WVfa7c7Jl8/M+9Pl5+2hJTOj7agmVzc3NrPMwE/b393tjjUi2d+kWrONgdYKyXUq9qGxH1Q8scWTTXIXJZC2T1XZ7lsYyUtKrTCOEsKSHWY/0ksi5m/wtoeVYFX/Gvsvz+RzN/AhHR0d5S1J/ce54vch+hhBweHiY+9jW4zjPoiGoDNetuE1xSqqmr/eUergtl73f6kZlXmVbEdGjIXFkBeJ+n36X4G79yidzDx06sWoVxpOoniCsHB9h4N+7F44c2ijHa3M8fcFEnatTXAKJOzGfRwmmyhXgl4/8BWQ7kp48patIZQR7IkqryBJYOEYJGh/CsuFiSgMVq3YrTUkklM9326k8JpPu6FnZYtManwVd+V1WVHQi0X/T6TSvxEqmfU+MylVwqOFQo/ZrIOMRUk4sxxFIemT4kNKs95WE16DSn04z0jqFICclcCGHraJR/maJn6HVkKG66W+lQrvqHu1vaVe39K87gSDFM3IVFq3sle7S0mdlPzVRTNdlNdwqrENkzVDZhupWruSVwZ3l02HRMuRUrAp6Yo66wotyvxwbKrdnbIHQIDZzcLuQ70grSm3nc1BXhCqdWuUcTtl2KgEz4/z5bThf4dmn/3/23qxHkhxJE/xIqtrhZ3icGVlZNb0z0yd6G7PA/IXB/u4F5m3RL40GZqdnurrziCPj9MvcDlWS+yAUUkilmpt7RGRFeLkAHu5hpkql8hCKfHI9hYVH5zr0voeZ5d5bfD3QQSmq/DGdtjg83Ie1qbpSTml9XV5eYbFYYhuR4rqOAPHh4WFUpvJ1QRVU2EtksbiAMQoPHz4Al0TlmVyvl/B+g6urS3hvQ4hC8k5jfteJCoDHx8fx+5KUUmiaOY6OHqFp5phM9mFt4qM1oRjIvfeYF/X9Jvah5Pul4N00TVahbcz63Pc9rq4uw3vbjMfKfuRzCsxme9X+e6dStULxM/b8MWJetA38k0lqnXPwSmG1WWW8SBInu5XrQ6mUnJV+m8AnfOQVJZU897r3SO9usO4clGrED/Gqs7OzMKd1QwMAaG/jj3J9+PFwXQ9Yh4cPH+K7509xOCevEROmzeFm1u9vgdq2xdHREb7/7vf4u7/7eyg1QdeFxNZmWG2JxtSCkwi3bYvDw0OsVisAQ17kQlU954CLiwUWi2WWY5BBISICTLquiyWqHzx4kFUJHQuxpETbDQ4OjiDP2fV6jb7v8cvLn7FYLAZyQQbuivUynU7jfm0aLbx4dCxq8fvf/x7/8Pf/JXpcSCo9Uofj4gKvSTx8bF9LeYzBqjFexODBZrMKxkE7kHUkWMWAOlWzmmTXlt7McuwlP9yFpPybDIhpnppmgqaZRLl2NtuDUgbKtOidg2oMvG6gmglUM6G/lYMxgDGIchHrWeUcO7+BRweufKW0jWtbAju1cS9/5Nj3vcdqY9H3HtYi/CZQPgF/uWwqq6QxD4LtANtBuZ7Kh1sHWEr0/7d/99cw3kJ7wHgHdBZGaTQ3wM/uIgy9lW6ELe4YXnUTh6Sxqlf39BXSKA8r0eFP80gbFjD+vORAQI4G4O6g4kTxzwoQXhyR7PZEvny/1s0gvhdg5u/iTw1UyJX48Ik4VK8L7eLDmQ8SqWywIGRdh75fx2paMmyArRu1d5SWYu6XFP7DIME5roQw7so6Zu0dE57KawDEpNG1Q1X+5j7u6tK8LaSgNvbloS0PcnbHvolCJYktnLIEbwnElApgTWDbBlaNUSmQlG2WyaipbZuBSAwU1sZM/i77lP14SmbrYSmUKlzrIDym7pbOFMhisdigdxt8vPwYAU6AQjZKq21JBwcHmM32tlyTeNHV1WVMgp2o5EWkdHfdGtPpHIeHh5lizyTXBPMeay0+fPiQzTuHhb148QIXFxdR8Sk9EbMeh7VUeqqUe+/jx49YLM6xXl+Fz5PQXmtvG0kFrvYd7c9ZDAHZRlprrFarmAC1RvI5k8kE0+kUR0dHW9v9VCpB/BpxaNzjx48z5ZOp3LelN6ik/BlUyCHxjO39vO4d0nXMf7r4I/sp535n/iw8n9pGodEaBwcHcL7P3+mGngffAl1cXOHl6xf4H//jf0AuXe3Hz0D++/Hjxzg5eRTDD8sfyYsY4JT3E9inIMOh2UukaRrM5/M4p5L43Jfzzd4bcl+zZ9wvv/wSPVrKkNUxWYTDIEsggwHuly9f4o///r8HecrG2tpGY7KHvLdtp6PhtpK4j9vOER4vDqFs2zZLvn4Tus6wxVQC2zXikDY+g7a9A8sq22S6+DcMvFPQBrSnb1j1snzHtA8oQbEm5AWUmzIPP9x2llfHS/Cix48eYH8+x+PHj+mz6+4d6/+NLlYpcrQPlkWtb56I509NdDCYrRNwT/dUKxG+M3lsAYFyIgX6S+4jC3gDKGC12WBOVUq+aRVK8qKzsw+wFminTRBo2UqEipIzpNLDpHhO9n+p0JTeDzXFuQRXymsZpElAzHC99X0fYpl7GNPG++n/VE2LLOl+1DtSFUH/pGjnfW3bFr3LS3zW+p21oZLLKiuAY2PHdB0QUXvWLtfW2twGRknBpDbPY3MvP2fwj+eIr+MDXoJxNzlvdlVUatfJz8r54n7U1nv+zlQKPJFD3zvs7e1FAXgIBoUrg6cYjIb2KUwwXuM1vFb49c0r/OH593eKF/3P//nP6HsFMwtWWu1j2JjzPRoM84uUxOO0iyv/dW3J77btEcmLtuUkiOsHFkq4t7NyMZvtwdpukDj4+r7mAPhsNsNqdbUziMv3SfDzttXPaqD7Lv2QoVty7mS4K3AzAf0mxLxYWtw51Lht26hEkdEj7zP3cxvJd6itzW25gcb4qfRM22WM2KjiHCmDnMNpG2nfwgEw2mMymeDg4AAX5wt01sIpUozfvH2N//pf/i/A+3/03v/XrQ1+xSR50X//7/8Prq7WaKdNOI/Ii5jHsCaLlOFN/P118103fiWvD/5ePrN2fxkelNZBer70JqVrbPye7mfvvgms7cJz6uucZMU8pEj2abPZ4ODgICbdle8gqVTu5edSRvotqZRRrwuPq/HLXc8YoAxdbWObcjwk8LFcLrG3t4eNHe51LQylY31IaymlC1BKhVyS4wBXSWMyaynf1IEs4kUPHz7EcrnMcqSldAjyvYgXNYbk7el0ivWKwkRduOf07AP+7//23wBgJ150axTjt16Qn4tok7e0e+/pnrbRb2SY0epLA6EmAkpfSoD8UxLx4FA1I4R9TKctALeTIF/zihjznpGofUk1AKZGpdAqLU81ats2CFLsws6hDdz/PhOepHW2ZnnlZ3OSw1KQlr9ln8cAEZlYWfZhjMaEoLFn7Eq7AB6lEFCzwIwpu+Xcs3ArE6ryuLPlkD8bs+DX+iifV3rplEIFX1Pr59j7y9/SI0PeV7t/MpkMrG1lX9K72iiIdSHeuAQH7iIvUmoCIJTJNTQ+R8cH6O0mc+3eZmEcCy2oXTveVu4ZeJ1Qy7+v83KJyhgDOLBQOnkCstJU9qnWV8mbTOOhjYvAZwk6l30u+8j7ZAAY3oLkmv5cJHnM5yZuc39/P4aKsJLstQKMxqrbAEYDRqP38uyoW9BrZwK/A1/LXmb0fze6bscAnFK5rZ218nfZv9lsthO45oL12zqFTd/j/OIqhvrxc+8iL3JOhsLR+x0e7ielV7xz7Wzg8ZE5VsbOabmXJSBE+tZunhFpXaVzYtv8pvB3I8K663JRra8SYBoq6XoAatdo29op5aLyni+55q4HH/JrJY156o2NpSQeqzKUXymqmOoUsNysseo2mO7NsdwMc86UJPmANHDEvmkP53soGDiL6NWyK//eRQ6shWXxGpKJkGtjkX2mHLShtCqdtVhvLIWUfcJZ80kJMr5FTxYd6ut+ez2/p9+cPkWGu8m9XxgPpTBMh+Yb3K+7EB32lkI40EQBQmt2DR9zT3Gg/Bx6IDBkjB1DpL6eLssN83yo4JVQtFsq60mgHGk3lvTlw3+s38PcDJKkYC7j4EtwY0ygrlunNcIq23rgl+2XwM+n0q5CER+40sJYAybG+i37nMq15kqJUqmik0yUJ/s5ppzwNTUhoDZ29b5yP6WFMIUMMrgpc0yEO2ObZT9rpae5z2OCrlIuVH5pQnsWVOP+9uFqXztZa2F8DwMTE64b3cL2Hgbb1/x1SsPuxNZnjXTA8D5NNAZWjlLgmQCHkRvAa1hHYQjsFVGCizWru6S03jeAKFleW1vbADBjWvR9CvHZtjbl9/I6ub9qJ2attdLaXAr78d4dQsF2IRm+xs/iql8MLHNYKICYLHq5XFbHvxwnBuf5b4DGhfJrNOi6NTj8No9I8oO2lArnczYmJhv3GhhZ4280L9SnDx8+7OThwHxHaQXnDJqZxnrTQTcTaCf6eseAHKUoB007baNcQPuS1T6bnVn8vVRe5RlX0rYzktul+e130hXH1uU4SQ+bJItwH7Z5WMj2h14/iGcnv/8Y1eQifn+tm5Bo3VbvqbW1DXTZlRfJPu0K5AB5rhz5LrLdMT4hE4WXBqzYjqIE9wzwrFarABBu7VZsd9AeCu9ix55kdnBN7X3G3rH8nNdSHYwjkJJz5JR9Ls8eOuc6aBNyXhpQvi7VQONmlbSYbg3ieO/hYO4EGJI7241/BiDIQBYyX06PkYH0+OIK+j19CeIwKiP+ZkY8EhNvd8+N1FcAFecB/YXWivLEUHq3m2fKt0iTyQQ+MD95iNDZUQMWdFRGKJpDQSkMDoB4bSBujy2Pg0PBF4o68rhedvGV/ZEKvgRhmJzzaBoTknaakEvEx7KoqX06wLhfbUtciUJfG0hlXSkFGw8/ByiFTb+JbVXfLY4Bt0EhqX3fB6uTycZwG8nn1L6rHayldYRJa82ppAEA1nOyxAZ9n1eGkVY3+S4SzOH34e+kkCLHxnsPpxy8ArRRaI3BqttQvgHjMTVzKChs7AbepJLaXgcwqHhvClMhatUkhP1SiF3TTOHQRaEghoT5oZUKABRaQAEeSYCzwnKeg3Ya/N/0zoC1cpzza3gMx7wWSot83weLm53AagejHPQOwtu3Rg6AafdgvIJ2GnZt8e71u8RB1HZgocafx0Iya2EAKasV4D2vFbmX0n47OnqAy8vzTFGRoZ1yDq21IaQTMI2hpJ1i/qTFFaEnzqWQ9f39eawuZO0q9E804A20onFpCwBizNrLbbDCCCDkCcqTq5bjXfu/fAcJYPJV7OquFPkgjfFGpRSU9zC6oTNIU7v7+4c4Pz+N+YiUUphOp7H8cj52eXs1QL1zFlD593y70goHe/t4f/oR2gFWOTw4fARjDNbrNfGzvgEC7/LeAx5oTBpn5xyUDp5+4MTXVDHw2bNnePnyl6jc8LhZO175sjxPyHCQfpPCDCRjxbaxoNCguiEgr2BDn0sPwB6LxTn9366gtEajWzTKQ+E3c77+zahppnE9W2ujsil5SH6+kiyULzmFynQM9icr+REA8j7uG6byHOX7ZrM9LJeLKE+guK/kl3l5dDc4b+Qep9w8CYiaTifxnAeMOOv5JclYJvu8TbHmNZi8kon/pOpfJBfJ/GjlvZJGwRadF6ZgXlO7n/kfQmiTtRZeES9s2ynW62V8Po8n51vkdx7rE/EB4iVcDVZ6rmutYRlEVxp7sxkWqyV872Aahb3pDMYYLBYLtG0LuwkFHYIC3hrxqwAAIABJREFUZIyBF0MlvW5c72EtFVuYzWZ48uQ7vPr1lzCYSebWI8CN1woGoVqi0TAguY1JvjeFnQ4Bzpzv5KCV3BN9PwQAyKGHrum6FbounIU65EZqprhar3YC3eL47HRVhay1cP3dKFdcG4TRgVFAmfB467X39I2TEb/HUZqbJbf+baFPBzoE76onDic/BJKiDpQeLp9HPCvjnccoHrLF4c/CcGmpHRNatdYxQS5b6bUnQOA6xF4m7zPKwyhTCDf1sdnFYiPvHQNiZFtjoV01j5Pynm39CfYMaD3NriehtcsOXmlZLudGHs4SwGmaJotzLsl7HxPWrnt6XtNMoFWDdb/G2q6DIpSeZaDQKMoXA63g1VCYo3Ftg9V0e56S2udc4Yp+tp/TtXVQAge3sRDVyHoP5fydBHAAxDLwA2Fb5S7bUjC9jsau4YTCu9xfW++Xl+eDZMN931fXOifHffDgAb5//j2AXfLEpOqNfb8O69CiNQaNCL1hEEYClLt6ecv3v8l9Y7xobH/N5/PMg63aJoBGN3j+/Hd4/vx7PHz4MPKjq6vLAS+T5bLH5pj7xCGbNX5Zu+fiihTik5MTwGucLy7x4ew0vbNiEBhoTQPtDbwCrE98Rj7LmDZU7nH46aefMoC7HNNdz8gaXeelwG2W+yk962aVQz+P19vXTZm3gt/NK2OM5BxLgLRt25142dgaYVCh1veSJpMJDg8PMZvN8MMPPwz2lTQs1N5VesM1WsOo5DV40zNOPovDzvidyrZqZwHLeGPnQW2dc7GMXeSix4+f4m/+5m9iCXbvPTabHCTgOdzGi6SsxtdklU9HyHsfQYnDw0MoZbBYLXF6cR4rgcWqU448VbUnQ6XFUC4lEIpKrPe9x6tXr66dM/lO5fl7nQxfkjEmhuzKoiXlHBFfGfKibeGrt6Vb32mMwTcpiX0BYOVuqsZ/7vTblg7/kmtIIzBqfJ6wla+NuBwykJRP51xUUD4XgEPPMqNlC/Pr6iBO6boPIFqeWtMOruXfrFwNFG4lAZkhGJIO6iZ+P5nMyEoWDu7yIN5VseTryjChWlu5oI3s7/J58poxgCuRFuOZgFZ5ULLwUcvnUiMWZqZBMDXGZNXAxkgKbqzssaW7FFpZ8JVCtRdzAiDGWjeNAlVqya1C24QQEg6lK/c4L5PrRAohNSuUbF9ef1Mib7K75RWogFBhZJhzgonnO4UyXj9+Y4L1ycmjrKSs9MIZI7kOudpSuSebpsH+PC+t2/c9FosFLi8v8eLlix0Ak7wnfd9noVb8Pk3TxPNpm+V927uUYAy/x2jPKm2PXc97YD6fX1s9xrmUP8Q5i9lsFgFgfnfJk8oKYTXi9zk5Psbx8bH4rMx3lI8dt83P57K3tXmzvccf/vADgJTHQwJsxhg8ePAAz549w2w2wdi0j4V/AkMlJQHM+U8tlGOMF0mg9DY0UPxv1crXSdGnJAD4cow+BbiS5yjzMa015vP9rALSLrxI9ok97+SeYA+YaTsd3Mdz/8c//nHgKVOeqWV+LVlsQPIiY24eWSLXX3nO12Sf2novPyvbL7+bTCY7yCMkN81mM+zvH8X8UbIdOZe7eOjzmB4fHuLJkydQSgUPlHFeJPf0er3O+lCTKZxTePLkCbVUGAv5ntlshmfPnmE+n4AqSNXlSCkjxWucj3nBlPOUp2cEWJFjwvd3HSXtZ/5dzt9teVEpl95Errp1ONVyucR0fn1JtHu6p2+PPq1k+K3oS2Iroe27CjZyHKx0h68dppKGFjwSJJpm+yhZ28Ha60N+ymdJKr0qogKjNbztYEyLRmts2CquejgHKB1CcHxSXpTSCHljBxYHJmMMekcBouSNZaDbKVy3jv2p3Vc7SCRgw9eyIJfurSdI3DYWY+PFXg3SapUJRcqjs10AwJLHjOwbKyLluNesd/IdbXGdbDOOQcWav3EphEt5QGkNB7IyybF2zkFDQYG8cQCyiygooZzTmm4aA4cuhi9sKzOahAoOVVAkyPrhdeV8looSlyjma6UlbhfBRa4B730EHWEdvL9bHMkjF1q3WXfHAJDrgDlJ7969GSjl7C1yXW4duSdku03TYDabUajVy3Ps7x3CKIXFconFYhH6pwbgj1TWlVIhRBRIqhwlUbe2A9c6Pjk+xuHhCU5P3+H0/HwwPuU41t5BKpLl50Cdh9X6XgLHkrz3Wan1kq9xOKxuNFabFT5+/IimabBcLkfDPMYUj7G+fjg9Lfrm4rO5P/JZ3O7F1SJ+nsKeKESc38E0Cr+++RXeOuJnxZg653B0cITOdnj8+Cn6vsfbt78OwL/y/E1ePCYmwIanPBDwaX3yGmQAscz1w23J6+Q5UDMi1LyBJI/znvIdOeaV1u4EPHwr5DEcg/L9r+NLctyZ5BrjsEBrLS4uzuL/+flKlIiunRVyvnidl16wxhicnDzC5tdXmExmaLTG1WqF8/NzAC6ck/kelx5HzB/k8+Qa6sN3RwcH+P773+Onn/4Ni+Vi12EGgMFekd7AYzIZU3neyv6W9zDfWCwW8Zoxg6L1Fra3ePPmDd69e1etFij3K4Bs/phqnjaL5RKXV1dRbuW+SM9CiNBMNqY6k49XlBtdyl/UNAofP74jT3OoTC9SiuSi//yf/zPm8zlOT09xfn6O129eZLzAe0/3AgNeoQBY11MBFK/gvEVTvGOcByDzwpbrk3nVmDFm7Awv5af423k4Rd/P2smNgJxbS1F0WH9SXuR7uqd7+o1IA4C/u0AOQBYKaZneldj6eJ2lFRhajCWxm+V1VAovlGvCYbNZgZxgC2HS6/ReIueOc46y8cdnjs9uOmiSp8p1Lrnb2pHvyoIH/2SWjwLAKSs2XOdpw2FkkqgdCjWKFhJLWf6tzy1jkra5/tZCzNhCVR7SWuuQsHZebUuZ9E5xTCz9bpoG05BklMdKKnVOXS8AyCSC1ecrAm3SuA6TqfIccvLlsi2eF1l1y1fG9joAZ6hgWSj125db/a2I5aK9vT3M5/Pqe8o5L+eFQ6R29fyS/M4B5A4C4MGDB1s9ZWpAZtu2aNsW5+fnePHiZ5o/5eBUSNiuHLxXVb5RKmnGDPtfgi2bTY+uW2O9XmdrUAKvwHCNsYca8x1Otlv2ZWwfMejCISClslWzzDIfyqqthPYfPHiItp1GL4J11+FisYggMLcp+79rKBwrXxymx/2X/drf38fTp99tBd0H7+V1DEuZTCaZpxArKzJUYLEkMOjq6gpXV1fZ+JZgoQRftNaASnzL+b5q4W6aBoeHh4P+8zpgnsuf+WJsJQ8t35W9HnlPJd7VQEPM55Z5+HbJ4Pj4GAcHB4Mk/NcRh4uM7a1SEZXykwOgwjhLD51tJOeP9/R6vU68CA6OkgOAs5bWeFzpgVtWx6qBKl3ncHl5GXOb3IQk2MVjxu3L8Rr7kedkuZdqvIz3RMkflaLcQsYkD9/VZoOr1QrrLk85INvaJreW/WGvvih3iXbbtsXh4SEePHh4rXFOvpfWLebzOQ4PD9G2bWyzfG/vyfvll19+wfn5Od6/fx9zPJVArXymbMPCUnGB3qJzXcxTKJ/BhoxayK38W3ribHvX8nM5dwlcMtDudsUebo3C7O3tfZJb3tdEtSTGvXPRzXcn8viy3hT39Cen0WTXn4F6CzQCqYYOOTM+x5rypBxqZXFdfoxvkUgotJlbbclwgSLnh3LgxJC975O3UuV+jST8mZAPy6t02EdAIriwSit4TeEpwQ+lFBqtYZWC1wbWWcCSF4VSCk418M7D6Kk4+FNuJba8k2WJLIwMZiQhK1g90QFBHOL+cd+992j0NLWprCzYmb0DK2TWcjsywaQeHKpcft05wHtO9jcO9shn0DsrAArODb1PqA2L8iyVB3ipkDlHpR69o9AEpVIIAimglNxRi2RXnKzPB1dc5R0cfFRSvCdLs7LpnTIvB0VJNGm8yTNB+dzqTP8Bercm4dP1PFNQXsGHufTaowXgjAvvkI9HtNe7VAKelVdac0AQtQeWb0nkndaEcUmJUccoV+RzbxClKBFjH/KiqLKS2zdMCiQCxBAlrWCdI7dtMa4sNMrPrEg+HUuuOhuVoMyijuBx6FPVs8xaCxKmbcfJvZNnDocsjCk+LDw3wSsQ0LhabkJ/w5yrYTU7SSwE01qxgHJwCjA+lGHVDiqs16vVFZbrNbUXQvONVoAP+TbQhuTLlzCKErE7ZaHRx2ugXFzXuwrAbE3l/c732ZBbzYQ9KitxlQAmW61pXDcwRipifbguPbP0ipCJpBMvteBAFPa2c0rDgwAGbQzx9aaF98kTb7lc0r5sKTlpvj/TfMt9bvwKzx//Pq6HFy9+houVFTx1nvuvDE5PL3D28WM4NyiPSO9TrjFvLZQx8J7PnPSuPvCAtpnG97WuC+cv7Z2mJQ8d2UeZ8J/7T+Pt0bY6t/wXJK3kNCfCezJcv/GkxClvsPHuzoA4zIsYxOAwljJ8t8YH5EdlUQAgP0ebZhL/33XrDHgFgN5aGKUANzxbrvNKYd5mlIIK548EIug6D6CSe8arYLDUiRd1LhrHcgCb/l5tFnj5egWPgl+L/Kfz+RxnZ2fkLeY9uLgFUCZF78P6T/uA+jv0GKOkywhVrHSQ+Xy2XpmSvBK8sp1C1yUPdF1URqG5Zvks8aMSTOE9V64PhATiLKda68EVLqnfVHCD5SLnLLrlFZRaRjlD5koak/U0OvzHv/grnJw8hrUb/OM//r9QAniTa86ix8ezM5ydfRC8yMDCJ49IqCjf0kPSn62nsZpNCFjs+z6rPhueCMBhs6H1z7xEepkmQ2YDrX3kuzIcUBqw+N1ZTi+BNKtWxA+9w7q/gtYeu9aguTWIc13G7m+JqomNtb6hws5VjO7prtJv5cUSD9fPtL28c4ChanJ30XtOaw3r81htSbXDw4mDvLTEksVZVw+fGt/jA2vddVEIGvMGqZH3dIx4T26VEtwhRSUdpJllle9nBYcPO+WgitUaBbf4zMJVtUiUzEqEvM9XLKASKGHBUHq1bFP2GFjaNl/S/TSCXT73ZLjNOaS1BjyEsEWWaXomC0ANtLbx/3K84rO1AmDgrIPWBh4+S3CYCSDeoxHV7siVexiSkshFoVMpmpPOWkyCUOGih01FQA7Pn06ncaxKqxJ7GtU4WwQmdV7NqwbglAJJOUaDa9XdTSg6mUzQuQ2urq4GgC4wLsjy7/zzYfsKBs6C3MFD+9KzgQXJi8UC1iagAdjdIFUaKxgI3HoP91VR5aTOWcB4NM5AecDpoEw4nfEUBcD5FE7I/WyaBs+eUALlo4MDvPr1Jbw2VPULJrbnnQY09bjkm3I8r3t3GkO2ooc161MeMSABAFypS3kP6z0uLy8BJGF/dIxGwsPy/ztMJhPs7+/j9PQ0hgUQ2AJYWw9Nob3sInAn+zEMdwWUaeFcj6bZp2ovSkWwpc5PbVBc6cd5WhPz6RRXV1cUChx4kTwT6G/Evxms0kEOiSDAxmK9WsB7cVYV4BOBZz54O6Twj9JaDyBTpnjOSiBHA3AUPRbCN8rAnG+blFKA9litVtmeyBV1DNbRaFsFyWvbdoqu22QehDzXV6sVyrw0u9JtTgm+h0FPuyX3VJUXiVXAe/ov//IvcXR0gn/913/Bu3fvwnjkZ911tMs1ADtTMp8U/Md5KB1kH6uhTfLENIoMPLK09zbgbKwv+T0E1kwmE6xWqwywIgPcUC7itnmvS5KhSPJaC4Xz81PMZjMsl0ts+h5tW/fCJMp5kdJUNuJgbw+r1SoD6gbvhyTHRPBe8BeW/1arTcZjayGbEF58fPbUqJSZ5e9qH28oz95aL72rQhjTjQdG3QM493R7auTyCXvefSaJQhkd3ex3PUi+JWLwpuu6Kl9iJitdOOXnHP4SwQinBsorKxaMpEN4EbB7JCtWQAqtusl453H+CQjg/PHSTZfaThUilGqihcD5BjkEndrtXXCZV+SBwj9V6zy/nwrhS6HN1rTR4speNU4hxkGXAsSYuykf9GOHllLJ1TcHmCbib5O5e+9KpZWEniFzZcgEyf3gHbjvEzMNcy/DjuiHhTGZ7I/Cvjr0Lq8GMQAGoSGXsgZ5h5KwoJJw6+uhLaKncYylcncdAFbuER6z2pqW7yDfqQbyedVAexqPu8qLWLncNlaSSi+PxKN4bzbxN3s+aK1jxRFJR0dHmE6n0DrxpdlsVhWqx0juSRX2/q5zJd9PKQUXLKWi9fiXC397Rd43/HN0dETj6DoADtZuYiLs6DcY1r1RBt5xOGfwGBLhejyWtRCp8p23jY8cP611zBW1t7eXWeEfPHgw2sbYM0oQj0Icm6FxIYxaDSDWWuPJk+9CRaykSPMakKA33//y9Ru8+vUl3rx7h74fVuyLbSP3qDQq8R+ljAhhvaZijtZ4/Phx5Oll2IukUvFJz3dwrsPR0VEVJJa8iN9Fgmf8U3vPu8aN5LiynFACOdX55nVq5Hod8iLeE48fPsTJyQkmkzxsajabRcCN2+VKm7vqj2N9vAnF/UJ1LOWbxr8yXiTObA43ZkWfjCd89zAP17a+7vouY9dJcFPmDuLPJICmlBqEsZX7f+zZkvb39zGdzqNBr+RFNb6qlMLh4TH29/fJWFjpQ/nMV7++xT/98z/jx59/jmvrJryIrjVh/oZ8YChDGuzt7Q0AzTG5qARf6HuKAKDz9maIQemZWdJNRKNbm+U/dWP9yagSovIlw2Tu6Q7RbxUyF56hP+OzlCdH/ruoOCnlKFSlaaou1jWLk/dBGNaKvObD533fYzKZhUNyQ1ZMmMwSrbUG+gSgaGhYn6P5Mm9JqaRFpRgYWA28JgsPhyzUFL7YDwBsQ9Rao9EzAFaUlA/WTgAQseE1AWr4mYVRDWQFIRn7TeENwfqtXFDMgVqoRfn/VOp7aG0t3zUpZ6FX3qPlPhkDa7si7KoeusbtycOaFQl+L++5DxpAFw7SFsZoWLupzoXzjsIdRJhi6ZkSBQWV3kkpBRgN7+R46dgHp5LAArFerPew6IPwQmFgcm3Fd44W6eSCXssXxNZzmo+6IsfXsnvx2PclkFMbb4DChKy9m4agzWaJaTOrAjjAuCdO7XOjie88efIEP//8cwSStdaxzPdkMsGHDx+ikH11eYXOdpmQuFqtru13oynJZwngBPv0tfJeo8IeinsRmDd7uPIrbJzFJISk9trBeADKDLz2AFr3p6enUErh9MMHeKUIMAlWX6cUjPIATEgK7tGoBg4UIuh8B+VbAI6S6ao8qW85xkxaa0ymDabTKc5OL8KFFLYF5MI9gyIdh7MFYK3v++iVAwxzAMnPuc2yP1prXF1dYbFYxGs57FTrCZRKvFCCG85RTg/6rI/PreUbYi9EY0wMoUthYSbbw0op9IHfK0Uen9oYKO/R9T0uFhfEi1ySosdkjK7r8OLFi/ie8tpkvJBhKXWLvvdeeEOMKUFDELp2nfZ0gt5FuQiwaHQKZ5HnpDQY1RRWp8jBzYnPSKGf4uKC9kfXrTGbTPD48UOcPHyCf/3jv+Lduzdx3vrNsKLm2BkiiUMnb0JyvZoibEmBKnJuOFw6AAu0Yj2g0povZQjehz/++CN++umnKPvEMw75+i3fbcyAte1arVNS5+UylV53vidPTOcB1VEelTCPDoDbbOjcD/ulK/LgjMnEJQ+Wvy8uLor1wrxLQykDrckbOZNhvcdyuQyyeKoOW3poS1mZ/y89foAUQsl9siEBuQoDxSdU7xxWmyVVXaVeDMYdAHRYG8vlMhvbmkzDxsFyfOJ8hM/Pzs6qz6o+X/BhSVwpq+97uI7D8XZsc/dL6525C3R33uSevij9hrilB2LVoU8l5zryxrmzVK9KxSQPDf5hwdaolLzRgKuuWDiXCyA1hbMNpS83Ina8pryNHdoA0BqDpkmeJXpw9qT3YQWLFQmZIC0j52K+nNSCqCKwRUCiUtbJo4msugYOiBWupFut1joCOGV/xyw/DAR5r4JtrL42k1CjA6BE1qfOWmEJHndjlaQUWbjZEijXQbRSQyYxTl5FgM3ukQKQ9T04B0bqtwZVXjLZb57buEasw6SZoDUUmqG8R2tatKE6GQBYr7Ixj+uxMsY1ZaVUkq6jXZPqSqopSqXAlr7nubtb5cWZlGqyXCs1QLNmHZTjJ+ez6zp8/Pgx42EAsN6soZBi8L/77ntoTdWRgLxyzK60P59f43UzfoZwUlrOuzOZTHBycgLtCeCJLfjUTtM00XIqv+f3X6+XWK+X0ROOtgAlL7ee82TliW0pn01Ye8jd98eUfQZWN6sVLkYEcgkmPHn0CNMp5SezUWmgHCGr1Qal991gFLXG3t4e9vb2BgCOfJcEhgYwJeSnYuWi5GNdt8Jms8zabJoptG7Je4/cJQHkyeUBUo5+/7vf4fHDh1DeownpBJ49eYIHweOLcpIYzGb7MfS07/uMF8nxGpx1bTvwmqwCCIF3NE2Dk5OT2OddiJ8rwUiZG0eS1i00UoLsu0dpzCSwXoJ0klgualTyWuL9vNlssFwu473z+T6aCYXAXC2voif04eExgCQXSaBxV5o0zY08ACVNp6kkOa+Fvb09AlvlfhP/KkUeHWN6bd/36LputCpkyc+3UcnzmTJeZS36zWZwn5SJAOBwfz/yDcmLAI2+Z2A1eb7W5DHelzXDwnD8c3m0zO/C9/b9Bs7l1a5YLpLyUY0XOefw9PFjPDo5wWwyIdDGexwdHOBhSNjvQntNM8283qVcOHbW3obY6/ImvKhGMqxTktbkoXybPt7aE8d7X1cgvnb6Rh2I7unPixQANS4z34ii1evzNPfVESnTKXdDeajULE6uPHiczz6Tyc5YyKf/cGJYQyEuxeFzk8PCgY4DbocsvCz0EJg05idIVrWUFFN+XiN5TWtM9NYZI7o+hQ/0TiYVNMFiavniqqAshcWybXo2jcB1wh15oyAk00yfj+VAqhFdQ75PZW4Evl+rBlBASs6p4X0P73MlrnzP0guoXG9jY0DX8ThqGMPXcA4TwPV9zIHDoRSa7Id0pTiDM4tR0Qf5mSTqW/p/3/fVUqPbqGb1jhbCAZijg2fV3TyIm6ZB55K1eYwXZaTqPIoVhsVikXn0bTYbvHnzBsYYbDYbOAcsLi6uBZ0Hj5UCdrhHg1Yj9Z2/ZZ/B8TY3m00ESpkXvHj1Ak1wjecgBCME4K7roKKVN/FbXivWOSDkn+mVg/XcE/qX9mQDpWxMliyVVCDne7U1F69VDvAhhFWHvvic77LydnFxAQgvGP7O2n6n0E6tScGSVmpgCHwCdC7wXLAiLPmQnO8yLJjHuJTTnXPQKoGtBMYD799/BCdrTX0xODo6gdaaysA7H7wTOnjvMW3baBSoecyUz43XxWpnPsrk9D4EIHM1rg8fPkAVHqHbqMw7tM2ww+eu944SreNuyUi07yy8b+KcliFVfB1TLW8TrRE1CBO11mK1WuG17fDr2/ch6X2LLuRlYSCt35KTpkbWe2jvoaEEL9p9ZkrvH+ccLi4uBl7RkuhcHcqFsk1pSNnG18fOtm3GvLLdMgwJALxTlNDYe8A3gLI05kpl+QpLo07tmXn/ieuPjXEaS3l94i1j71vmaxvth+g3jbHD6ekFrN1gtVrFSlHWAn/1V/8RP/30E359+xaTRoVzJwD4SkV5fHS9VLs6PNdo3aT/930fPNCE3HsLKnPkAbmc6EbW5zb6JBBnzF30q6HkKb71c+c/b+jKPd3TNpKVqLYRh1R8KjmnoPTdxS+bpgF6G4HlNiSAZSUIGAIKsbSgT8JwJhx7DR2T0Vg42MTUw8ebPq/qo3UT87VYS+XC+WAi99NaGBPgQKFO1L6BURxSQ4sk86op+O3w/8mLIufP+cGji2uvoyZ7DrdlRFsih0zIXUGxyoDGEGjSQIoLQCnU8N30t1IO0B4lYOO9x6SZw7kuKBIKhFUMS6l672O1jRoYI0EYp0ix8CiEXT9MLq08hSYoqBhKopsGjdJY9+QVYQygnIKFFJrpGV0I06JEnwnc4rXHyYzpPg3AZ94LXIWIw2yizKQYABRUWGFTX1QMB9lG5XjynokeXjZVyuC54lj9aIFyBk7ZTJm/CxRBNeWgvYOBglYajx89xPuPH9F1pPSqiqJrBFrvXVki1cOYlB+JeRyPOXnjUaUn6X3QtlPs7x9hPp/j3btf471e++gR5lQADByBxp31dOaEsEuvyTOGdiPlvTIoQ+RoHq/WK0xn01h+1nlPeaJUKN3MYUlKoWl0cvVXNHp1j4Amjm3Gm0EeT7ECEQygqdR213VYr9eRtfS+p3CZIOBpOMDrbB/EfU8DnvVDrneA1vVVSBRbhqb8H//hB7x6/SJ4LFKKMNsnbz/pSu/cJgIo/Fka03z+EavceDhHygXn6ZBlhq3tKfitT2Fx8/kE3z/7Dv/+80+hbQ/tNfqgjGijKd+QUlg7G+Zbx5CM9+/f4+HDh1guFzRCWsPDB0u6D4Aar4d0HkYelyY5jLWC1lSlzrs+yiRKKUDRWbi/vx/C0vj+7UqT1hLQT2F6pUFHKYX9/X0sl8tQlYaq92gPbPr+zgA4/B7kwZrW6R9++AGv37yJe7T0CBnzMDEhbJk94dJ8U3jnpndAT8CNcz1Wm7zqW9M0mM+P0LYtLi/P4rOg+sGzaH+bcJ6n6mRKi4qL/H7ljAXggz3WpPxnfX0NtabNq7YBUCavnEnPSuMic2Apn+eDo3ZScYON8KbxCFXdGCgLIaAJSFaAUpDF7iUv4LHgKlQKDdbdWlybnvT08RMKbYtznM5k6YBBYFxe9QtI4e3S06bAtKF0AufL9cQ5ATnPoAp8/9GDE7x++yaOk/Y6djwZehqsO5KdJpMJ+r4PBoslXr9+HY0a0bDo2cM8jYEWSYdzjyIGKQkoY2C89g5ak1EiD0ceykhNkzy/OOy+9HriuZNeukdHR1itVnRe9sSbW0X50G7gQHtMLSxbAAAgAElEQVS3c+KM5ropul4DcBzw+Uo839M9CdoV9/xc6+86a+S3TtJyGcttI9SLKzLi16wopYWk9KooAYjxMaSki1q3wZKScjJ4rVAr0FDCOo32AdghYjjjZmuBD+BtivKXU6Jjn8P/x/gwHVYWXlFYVUoZSHfQMNPfHKZRJumsUVwPykXBLlc81TXzWG9PWlDSeqrdYdEJV2LnghK2o5ZASkiXKeWyL3J1tO0Eztk4JslaD6DI9VCOQdbjHaQGWbGM54L3xmazidZZuV+k8gvwWjZRkb5rtOn7mDPBORfWNpGcz+uspeyt4CwBONoETxifvONqRrQ03xZnZx+wWu1lvE95D6eCP4sHvHPwhtQh7emHK001oale/N9qQPnEF/lxcm1Jobi09hOY2lffXY7BmLVS/i09V8baMyDwtOHQK52Xeef3UIqqNXmtoC3l2OEqhTUqrd7OObx7947mR+xzBmNrZ7D8jM+pbR5U8j5WUKXXXOlRwYrazy9fiPdFTBJNoQwAQhWaOPfklhXDFl69ehFChyW4zopryiMmwUU5PvlvGlPnUqIzCQQ757JcFdeRD+D9gwcPcfLgBB9PP+LDhw+Zd2QJPPOP9T24Wudd5EVSaffeD3iRpG0eKkqpWNKawIbklbwrrVYLWDvL5TBuQ6W511rDVyp6sJPqQC4aeV5pYBg7e2v7jcZst9CvmuxY/p3eIeSU4mcDaJSqXK/j2YFg5JPPqp3pZV8uLi4IQMn6OvS8GvVYuYZKXsNzl2SroXx5dXWVeYMxL5Jh5tc96+XLl/zh1v4xiAeUvFp6mhEvsuWaFO91Ey8y5xyaZoqjoyM8efIE7979GnN3leNc/v9TeNGtQRzn3I1j539L6h3lhdi20a+lu8fX7+kroJ29vj7T+nPOkeBdUQrvAq1WKzRNcuVnhbJ2qMocKCWxsMPtyM+YagKzvF+phMbzBHrvoWHhFNB4kdAzmsQTfNE7F6wINni46GAh/pQR4rLW13326USHo8947ljOGyC4l4JRq9LWVrY7DDnoXVc9IFszgQvH22azigJGaXmR9yTAz8V47/LamvVS9lECRFJp8ALEYSWMv+Mx612HJnhHpTLqMsxkOF9979A0LQBbKPXDUDPKveQyCyW1myxEnGepLLvJY5+1p9u4jhnUYZJC3SaL7af17b3HZDLBXSNjDLqe9r+1Fq9fv87WjEwmO5/P0fd9BqDxeFtr0TQTTCYJtCSALD1rLEyE22HrpQzxoWkPniLK4Oj4CGcXF7DBw4Y95FigVZ5CChul0fcdzKyFs71Q2IXHWHivtm0xn8+xOF8M+srCcw14kXuCPh+CgWP8t2kaXFxcRGCRPcuMaaCDrGothV3VAKHo4aQdXUM2+ch3x5Qlfi9jDFabPIyO3681FHJ0cHCAs7OPgznj9nl9ZO+s6l46PP4SGCyBWApJSh4p0tghn9H3HbT2mBgOfaOxODw4gG4afPzYhRwUNinwSApH9HYIBpTj42Ocnp4O5jf97dE0U3z33RO8evUqA3qVSuE31lrMZjNYW1dauU1jDB4cnUBB4+GDRzg9vQjPstl68d7HpLwMNqvQ3m0qHH7tJEOjnHN48eJFXAOllxKvu3INxX2KBtPpJHnaOXedHj0gma+J1zavp1a30eti44eKswN7bZBe572Hdw6N9PJk41XIS8ZneNu2uFpdVfvE90pddhNy+xwdHUVAUVWE9poMyB4cXddFPhR5iyPQRvLtMeNJ27ZwcKB0e+yFmHt+b6NVkU+H75tNZnCgs+fs7OMooCP3A59H/LdS6f1q66kGWgCUq0iCZiUvZ1mBZZD4OYDpZELnWQCtvchDWHuHruvQti0ODg5iwnf6vgwbc9jbO8B8PsX5+Xk8w+jMVbEd/rw29hLo0Vrj5OgETx8/hvcep5wkP6xNPuMA4PLyMg9d9ZQ0/qZpam6Nb/R9v1Pc9Z+KGk0WkZ1esAJGfsVBYvd0TzcirTW58fsUpnHXiIW/sUNJCpRjIaDRQmdt9tnNifNHJIVFeQ/jyEWY+6NDkjS+Mmah0eI754Ab81lOvmbxpcCa3ftxPSUvnNLORiPjR1yhmWqCPYd0MRB2Hcl5n7STCLSU12zzAOK+eO/h2OVcRWegSKUnkUYOfjhwOFj+fLqehAu5tojyhHu5ApVCUWqx9gAyIWzsXI8W3XBdz95CqCetLJXPbH8ql1XPuDMULKisGJQCmUz8O5lMRhO98lqztovr4Dq+VeNV5T0EJAevGm8pQbC19H949OJ7ALDaoUUDDQPdNHBdSlwqny3JWkv5bkb6Vc47KzucLHiMtgHoEjjlPsjrudoLMOQXpJT2sNZDdQq97kGhHuPjXWun/Cw+3yjMp1PyDi2sw+W93nt0XRfHaG9vD9Pp9MaCfVmNawjesK8qhwGruDa0B3rvcLFY4PLyEmTR74JnowY8W9I5xDjnRRw6mCzg8tlJ8fvw4WyQ6FMqb23bRtCgZkyRoPxiSVXBVhsOZyiTzecgoAS/OPTlq04NcUvi8dn2brw/tvEiABn4fxu5qMqfwo91XeQbNdJArILp2VXQAq0IZRl73nV6arm3ptNpVP4ZCLoplZ53287UGrngjp3LRTejWtsOAQSzwyqi5b38w4DnfD5H29482bTMjzdm/ARy70EgcV/vKSxtsVxW5aKx/gMJpNvGi6y1WC7XVe9PPlOamJdwOznncL44x+JyicvLy/D8fE3XvBTlWr1JMQLgEzxxvnYr2o3y9dw954R7uidBFlAGWomcGXeQWBEtc55IYUQqF5JYkGEGWrMY8N925ABMCTrlAR6UY7agBk8LPqzK3DR8eKd48HZwCOxOf5pwquvaHyiWYCCHvwecSx4lNQ8U2VZVWHEO0MgsSMC40MSVxig+XEMrEholle74o21pg9674Mkg7g+/lVIEFCEJGTK23MUKGLVnsPJFQA4LR973QVikq2SSbL6PlK6hINL3PebzOaaTKVbrVfZ+5dqX/+/7Hmjq1kQ5xzxH5OHWQyvEfEN3jZQx0D29s4x/53mYTCbRTfvjx49VD4Bk4QT6nvlZPUFkGb4mv6stTwMDGy43zuPq8hLKGDjvMeHSvEpRThvVUMiVVoBSON57gNPzj/G9anuP18xms4nlXCU55/DkyRO8ffs2U6gfPXoEAPj48WPIaZP3f5e1kueccdGjTGsq26015fCQltMkJ9L+6LVC4xpw8N8obwkky+PK8txyLNjbarFcRMAgf3ZO0+kcR0dHOD39kO1hblsqJTIMqbTwG2OwN93DxdVisJeJKJzq2bMn6LoOl2eXsFSjj/IIWYsNPOB6KKXJjSvwRK1acPJ9ClHQMVfHYrHIxsRaD6qMpcL1QNM4LBbngxxazjlMp1M8fPgQP//886iHDF2feNv79+9xdnaGzcYO5ljy/jwEz0IrYL2++uqN0rcllodkDi3+W8o76/W6em8678Y9mG/fuXTmGyGb1ZMLJ39e8tSYoO+utiq8UpEfI/a24X1sjMHf/N3/ib5f43/9r/8V10VtnyYPm6HyL/my9MSpGYfkfVKZdwCikzKS51NpnJT3M8lwQkl936NHD7fabS6bZoLpdIqrq0uQPTH37irBqjG5SGuNVht0zo7wImr70aNHcM7F0ubcEofd03Ou7XYkua75PPAe8Uz1Hui6NTabvM90fjvM53McHBzgzZs3W5/D+S6NafH27Vt8+PBhNFRP9ofPqb7fQKu6x9d1dGsQh9x9v2IXxF1L+1BI7eDv+2TH9/QnJbkuP5lMbI/K5N0tIvCGEOxJcLvk6hYAObI0TQutW2jdhQN7eNBYa2OiO6VVBFeYGfeug1IaZku59tYMQ0xvxEt0EFZkvLn6GsJWbwL6mJG/60TeRyYPwdKAc11InEmelVleFZ3K8dLBKA9MIQgVFvqSkvvtmoRDpbCxqTSqDL+TwkdSrKSHjgvJXFvAcqLHFJrFCQS99+iDIGeg4EKlF6UUvHKcsQPeUz4dVupJ8DDoeweu4gLdwcGCEzEjjA0nT3TeRcXLe1MFxLR24Ewh0+m0KtCX48XjIPObsPBahm9Ii7pSE+qv13j06Onoc75VYm+n3js0bYPnz5/j9evXJLhrym9jTIsffvcHvHv/Lng65CF53M58Osfar9H3PQ4ODrC3t4fT09Mg0KYwpjxXiQQ/GUzIXeGVc2iaCQ6PD7G/dwgP4Ndff0mKhyeFoVeU6JaWlUJnN0A7warbJPmK+ZqlfWZCHi7vfHZ+SWH/7OwCbZtc6/veYb2mSifrNYGohHsP9ywtu6FHZd/3OD4+xnK5hNYax8fHODs7w3LjcPLoEd6/fx8q8lnoCoA/mbCA7+FiuFf5bBVHmPMoxFw2MeyJQiNpz1EC4JrSJsGXSIZBqA6Xy0tMJhMsV1eR/yQlZOgNQUpbSkJL39NcSR6WDBp0NnqvY96GqCQj5K4BAFuEnoZzyTSKQuYWi/C9C0BN6o/MR5f4dVJkayE8Ghonx48xaaZ4dPIIZ2dnVYcoeo/Ei9laTzwoJReVvF8phZOTk6gg9r2H9RS2+P333289J75dojmYTqc4Pj7Gu3fvxHmmYEyDR48e4eLiAuv1OibfB8K5Btr+82aK1WYZPeaOj4/x66+/Rp7CHjTa1MdPuWEokEMbS34fHBzgd7/7HRaLBd68eRFltwjEeJFLJpzppt1D31sotLHaGr9zlg8HwKSpOx1w0lrpbfTyl1+CLNCQ4BZkEaYS0Clz13mvMZ3OSZ5sDb777jv8/PPPmEwopPLDhw9yZAZtxb9BXN2o3KBCPIpBtjEPH95TOeBThkVJoCebm/Dnul8Dhrzi1ptVbIcBL5kAWQKnrW7TfrIOxkxgBSjO+18pFbyWPXRj8OHslNrzDpvSQOHrxom2ncazkb9T2scS90y2s3AhVN4rDw8eVxPHSeZCmk0aPHn0FE+fPoUGaO+I9tJ82Phc73sQW7NxDrzHIEpAKUqyvlqtwnomuahRDY6OjgbrdxvdGoW5rZvZb0VRadpVGS4WhnPA1ryg93RPX5I+N4AY2ttUYmW/deKcIgDH+A8TZ9Ln66qQxkJmcnslpTZ/iN+a2yX1o/L5DXiRrlz358eLpFA/dCa+yQHH8czlAVr+zVZazj8ULWK+D4q3GXcHBntfaQrL8HkoBwD43grDgnx+/X34PmmtoWvy8snyNgls5e0ExTp+aiDDDUiZsqC6P3nJUA71cpkniIFSCSCTY8gWQBbq2CpeljpumgavXr0ajOW3TKwI987BBGWbARxeX0aT1e3nX35E37uMd5W0Xq/BldYePXqMvu/w7NkzvHj1IlOC2ZdNupqzlwT3i3/LuZ3NZvHJKSwm9cdAZRXa1us1PFReUSiQLkKVrnPVB5Ly473H6elp/E566KS+bd/vbdvi6uoqW3vcj/fv31fvScBoPe9MCQDE/isVTweraLSMV2H/uBh2JPCm2AZXWimfC4iKiQD6dTqny30tAeX8zHGwrgfQBH6xRu4VGvLC+dxG4EPCLqWG5afHiBXCruvQNM3gnpwH0cPGDL/ZOmoaTOcTWNvj4OgE7z9+LCoj1qnmBSDnkXnVx48fB3NsrcXbtx/uHIBTrmN+dyYK3ejw/v1bdF0A30d4Ec/nZDLBDz/8gEcnj3B0dIR/+qd/wt7e3tb9Pnb2yoS2x8fHODo6wtHREV6+/HEgv8kVwOufPJyH7db+nwGF16wnBvmSPIjqft1GEdTSOlRaoz6cnZ1Vr5ceOKWnTcmDIh/AuFdKbS2XoO+YRzkgeJFSsJuOTn8x1twvDjMq20m5z9gjqM9yW8Wqes4Pws2ZZrNZDM3cRhx+GvNcKeJnNZLejIxhjDWvjMHJowfY29tDM5lH4Ey2lVNeabB8Lv/m8bq6uooykrzmw4f6GhmjW4M4PHlfK5ATrd+1BSKVpPJ3oJSp4p7u6Y6QH+YjuEsk3edZmAcIEvD9BloHYVMrwNXyjVAuAK2lOG2DJSa3ZAZ7ZLgmjKlDFW3ZmRcx3fOijMo3L116t91nCwCnpDJUAeDjnw53LonLB35pUUmJPnWw4nhYT6quhkz455EOefFMEDjovY/eFYP3yMID++gK7Io1XBuLvISx9Pjg9pKCSILdJo6DU45KqAOwylJiyThCNvOKkGMoARwZwkD7JymzX6vs8CnEADKPuwQQWXAmLzMCHmgs6sC6AzlCTNsW6/UK0+kMq81yEMakwjxScVobLbeoKuO8TinsZW9vL3gwNEjMiNdnpXqWt1XNYTKZYLVaZWt1274Dhus1hphWFabta0Uqaev1emtVkbjPR37XaAzYiB5ndNWoQqABeJcqs9Rk57jvxHuTRVwHoIWE/9lsBufc0GPOhPnzCtY7QPWAzUvtcl99EP05XMuYBtZZ/OGHP+DXX19h47YbezhELCu3XBhN0pjR34eHh9hsNjF5aSIXedFms8Hbt2+xv7+P09PTnXlE6SnJn/EZIRXP0quhacyNqtB8KyQBgTK8jMPcSKlEBOKcd9l1kjSowtDV1VUsAz+dTil0UguJKFQe9EihhlDD0EsHQIfPzs/P0bYtlstlTJI+xj9YEdYjVjFOYp71vQj7YartaQYOJOi9Tc7Yxuc2mw3ev38fz8Qy74vsRw2IqvEI7hd5BI6HZo29n6YXyvZE+ewqrwMbB/IqT6UXDgD0ZXLqmD8LAjzx5KbCRiafA6t/+Z/+Aj/++GNWRr1Gfd9jsVhEnspyxjaaz+fCW1/KMD7yor7v8fr1a5ydneHDh7fYbDbXppHZlvuo5EW8Rum3jp/tcnZKujWIU1rW7hopoz9zSMs93dOfnu5qYmMgtzRLoVt7BW1y987SQsqUH5qcrwRQXkMbCSBQRSCiKVDJWfHZ3uvPnBfJ8CAAmWU2faqzTxq+R5MvCYVSDC1GFNbRF9/5cIeH1nRESu8BSZ49GFQHpQHvDOWGCOEkMT8HxtYYJVVNIM92YXGXA15ewwJC8lSzwYumQYA3ASBWm5D3tpig1yRMG2fC+nMAeig1gXNdVViSHjkS2AkjFXMelMlHv3Xy8GinlFupptBaS0CYUk2wTNoIdI1aRAMw/eHDBwJ8XA/lVQ7k6CmADlAKxodwNZVyf9QUW++pUs9ikfKlUE6TJABrrXFycoLNZhOr+pS5jpicc1nyx5oCUlKpWMl1wu/OdF2yx7IvyVo9bpGWSoz8vHatJOdcDDdovQI8hzcEsN0H/0HloGCgfAB2lUKjVAzFKun773/A+/dvKyW2KbxNixCFqlegD+J8CJWCb2BMyl2RwmhQPf+cc3j//ldY24FCDIpQqpFxqYFg5T3e+/BepvAgY+UtedIwUHATZabMgzfWD7kf2MuTxvLu5cORHl/yM35/XhvT6RTW2kHVQkne+3iWvnnzBm/fvo2fZ9XvnAdUCC/xGp5zhVR4gVY6hlMtQhJton4AVDdNQ56D3gvwss5fSu8Z+mw8HKr8jPjzOE8ovZnKcKrxdtUghw6HN9dAF2kAkW1JnjUWsjrmDcJr3lqLSdPEKpglSP0Xf/Ef8csvP+VGXyWTCifvOn7/3Msul8do36dvmRdpn3i07H/btvjxx38TIapbjHVhreyS3oWfQWso92Kk9+G+EDj05s2bODaTyaTqiZP67aH1MIflLl5q8g2VulnuqVuDOF9zeXHgGrvNn6kydE9/3uS8g/fbBetvlbYxPUpoOQ2MkoWVvAJVyWhZuJPXwKXwEiKuAFX+XTxftltaYO950Sjt7qmRGxM0ZHhIABLcMCbZe08J5SrPcc6RU5VPik8Jcoir6Zfn3DfJ08V7C62bAFykGOnYD62igudFGNaYC/VNLDTcjvccXmgKoVEV1xVu3PBQwTqWlOEEdNVcqFOivm0AjYEWgvLdIRVdu5t53WLXNA2ePn2K1hicnp+PutcDAmRgxV+sCRVCnQAGxRS8d9BaQaGB9ymvkyStG3jv4D0nkuXwHlP1jnr37t1ORSykN9fnI86tlIe3GkPjuJNXqUp7syQJhsgz4DpQgt31lVKZ1z7vqXit19BKh3niOUKYpxwMc87h9euXo3uCrumD1TvllBi1/DqVgXE0N0lBdVaGY5GxYtJoLEJOoevC166jMT7FwC19r8Pf4znHdqWSP9aMOdU+eh3BsbtG142h1hrPnz/H0cEB3rx7h9PT08EZWZJzLksCLcc37SET9h397ZHAoQykLc4fBjkov1K+/tjzbJd1UbtmzOHgJuusdvZvA3AGtAUolB428jm1inrys5t44sh0AFor8qpxw1Bz7z1+/vnH0TEjg0S9xLd8n/AXKNQ3tc3eqEoZOHi4UOWyvL+Lr/ZlANYUbgxE33qTr+dSLrpurmv8OPHfcc9x4kW3k4tufeKWpQHvJN09vn5Pf6501/QlQWO5SpiapomMTsNUgayaEit/swvoMBfYzZL43pruedEIlWNu4hw1WscS46Uwz3+P5Ygi4CcH90bXWciBwYrStGnRNjMK+teyvCjlW6IwFfrpug7OOeE+TnlJpBdLuRYHYEuxdgFEwVmu2fy+euleqUx5lee8kcpuzVrE1rWblsi8K6SDpVNt8VDWWmPattBa48HRCWQy2JJqQF6pMPFcKNVAa/YItFBqMuBZvA+kNwdbGJtmiqaZIpWqN1nlpevoprLgropPVAoF3WqNVRSoGngzJrBn1ndFCqj2vKNZkI6+HUj5hRC/Ud7j4cOHATwTIVPhb/aGq5EEyHheBmOgQmn0UAJcG4dnj5/g4OAAWiOGD8gy5wS+Jc+u/Pn5O9yExniKXH/xKUIRvg2wy2CU7PsYX6z10bku81D5cyGtNZ49eYJHj57iyaOn2GxsNm7yp7ZHxpR3730qAw6QN1rFUFajMQ8+DkXdlcpnsacRextd9x67tHnd5+MNjedMYeL+MTgu+8qfbeO529Y+7+rpdDoqF52fn28BYn2232rgVpJxFACSi548fBTCmFKBB6byXZjHp89vz4vKdrfxItmf2ufX8ZVapAO3dd18AdgK9I3RrT1x1us1ZrPZbW//8vSl+PGfcVjDPX05GmY9sficoABnZb+LwCsfKjIBrDxUrAVgLBQURVJFK5E8PFkMz5NO6i2VqHYlp9LcflZL9Z3lRcN13xS5hqIbc/A44Hlnd1beT0r5UL6bqqU0WmMj8pbMZg2AFB4BQKRuzYGTUklQSkE5FS25Tjn43sOaDVzvUiuKLfGc7E+lv0O4FilRyXoeR0I18bmdXUHrFtZ2iGd+RdCKiq8mjwsK96LKWbWS1G3bYr1eD2K2a2NQ+8xa2Q92MR56Lyil4Hywyuq7B/bwmkLfQzkZUpavm/cfP8IYg+VyicnEwMNFTxEVs86msuwyV4RzDl6lqjEAoqAMSG8x8h7juWShuwsl3rlPVD3JY2OprPfe/h4WiwUptVZhMplgMpng4uKCPHbkSRXyIlDUYu6ZTX1K8+u9x3w+x2azgbXI+kbX5qF53ns4lfIDKCGpmpCXoQyhod8MooDWvG/BOVdiPoeQad55D2hDgYwh9MQYEyvWAGSZleeJ917khkpkvYdqaCybtk3nrLPwCtCK7n334V0Mo5tNJrgK1UmMMZjtH2AaKrQ456CcB5QMKWPlg0KdZJ+IFwXFSgGAh+s83n54G/M0hQ4VPWeA0HJwk6guF+bGNWgahc2Gqj/23kH7DszDUtt5mCh7Jfmg2Mg8GUaZmORZKkzHxw9xevo+8CKVrW0gBzSlEjYGdEswvFTaXEjwzt6TtO/uDk+S5exlxUCmvu/xv//4R0wmE1xdXUEpB6mDapUU576n6o3zvT2s12uoEK7MFUGZlE8bVXquJs+dPBSa/8f9SjlKWkynE+EdaDGbES86Pz8P9wzVV+89vKJ6R7Jcs2+m6b29j+XVW2cHoKqtJDCUSb9zD+0mFkPg50PV15BxNE5SlNn4oTxummlcq9LbUHt+v3j4Q5Y9lS0xj5Nz0FniRSrIjWerK7TKoGkaTJoGi+Uy8qJHT59Be5fa8YBk0NIIUHq/AYASBrDeEnD87iNVRkvrJYUuAQhh5eFdhdzDbfPYU9huyOvkFby9Aifyvw4Ern2fctXlCeQPDw9xeXk5AH7KtrY9UwOxEunY/UopOOGtNp/Pb6Sn3RrEmU6nn9l19iulUlFSlc/u6Z4+kYY7icNzPg+Qw3v1Llqb2HrDQkvN68C5NnzGJWzTdSQQhrFRlZCnr4XuedGAGLDgM693XfTAAYDOWhjnotLIFQY0WMAPeW9s3SOn9HwAUpWVFA9Pijqvw86NhXmQ2OocALUBfJOrPYUwwF5E8l194R0xCPnjtmCh0cA7BygL7xQ88rwlsVci8XAN6L2OZ7RtE6vUpHtSG+NWq69wj30CeXh01tL6Cz/SjZrf9+rqKlgZezTNhEAQE4THXoNy01AuI/bSknkHDg8P8fHjRwDD9ZEnkQ7AtKZQPecCWBGmg6/lvEkMZHA7vEfy+ZOhNvzsfrBG6J3zkFX+vOv6LIkxtV8K7IANbvjyfup3n+0B5gG+VIg8j08briOlo4/lUJIC0vddde0fHBxEpZGf5X3d+kzfN/AhJ46DBxeABwjoMUpBB08sHfZLQ7EFaBpOYFwnzo8kn2uMiQqpcyIPD/Oi4OEnywFvo1pYA+UuafDkyUPsz+dYLJf4+PENXN/DtKY4a/NQBAJuXeyP9z4q5pPJZFAyfTpt0Laz8J4MPo1bzUuwJgcGEdvl37niSfIVgQGWlO875LHMa0V6Gcnx6boel5eXYdx8SLSeQC8JXiog8xjl+Xzw4EEEeIGh9+C2s0OLc7qW+4XXLPU3AQefSnItqgqIUicjMIy6B1Jaf+NtyD7w2maqg9LDvksDjhPXDNe8CdfaUMY7ADgAHDy0V1ChaAMjKcyLCCS+XveQe9ILcIwAQGpDninbKHvfyrKJ+9Y5PHnyHZ4/f46XL17j7bsrkhhFgOMAACAASURBVIvM9V6jJW+g68kbVYYJlp59Nd6zLQ+XfEZ5/lffVzznpnRrEIc31DcpiNUUnzFl6M9YQbqnu0MOCIlC7o6liYkqJCzRTJoBgEPkQrKxkHQWydLCQk70xClyFcQWPoHXbb3rnhd9ErEHgLUkqCil0AcF1AFRiNBgrwGax9YYdNbCwqMPAM7YQV1WN5HKHll/NLjkNlMNTOSwK0lsbWMApKYQpb40oYR1f62Q7J2GhwqAkYNWlJSvVORYuCot4llb1wpGZF2jfB19vMdaGysw8WdGeViwZesOaUyBrLWAUBTZAs68gypRBYE5VIThHCRaa1DxauJPxhDgJsNflFI4Pz/PQlBKTwNpUTw8fBBKvK/Q9x6NWH4Zf/MUnnNxcYHJZIL5fI7l5TmstdELiJ41FBmbps3WiFxTXKXMOYfFYoG2bfH82TN4AO/ev8/6W1LV801R3bfh96yYDfk073lZuZDnRgrtcn9wvzabHtPpPIZd0lwOQVStNZp2hulkjrOzM3itoJSGg8tgLyCFTTGY8d3Tp3j5+jXOz88zzwmlPJzKzyOpYHN/2NPG+Z6AW6TqaHxN6Z3K05U/T41WnHLOoW1b9K5D27YwpsV3Tx/h1a+vxP6uKZLEt/qe10cPY2ZwthuEiXjv8e7du5BTjEP/OAH7OHAmn2WtDSEbwHp9hbZtB5Z0vtYoBetlmA5bRe4GlXyD/+bfTSOVUBI6hmBKAnFkmwDglRpUSNtW7Ob4+BjWWpyfn8MYk5knS4UZQKx6RZ6iV1iv1+QFVFkDvH/JOyOdQbJNuce5AtVf/6e/gtYa//Iv/xKvs5U1ULZV9jsHz4feFvI+CYyPyZRlSXSlFOYTSkC9WKwTH9P1/TCd7sHoljxJNOVQU4ZAHK8ITlI+VS3bbDZkINjfx/nlJZbLZQ7IFWtIJnTmvSt563TS4uJiAe+76OFoA6hf8vuagZnPPTYsSI86KIX9/X1M25YMGqcTHO7v48Pph+pYSCKwhvkOgUze+7ge9vb2sFqtoJTC6elpkO3YQ8+gZpwq5zC+h3PYOzimaom+R2taWN9nZyO3Y5SCBc3HTSvl3RqB+WYBHODTFaR7Zeqevjh93nAqDcq2eveCqVJSzXHFlsXoTvxdxv4PQwKyFr4Ur7vnRbeiUhAwBmjNJAlVfB1cCKfi/5Og2TuXCVNAEMR0DuS0mqzmlIBvCHK07TQL4SuVkoy8BuWtIC8criJTVlWI1kkgVuUioaaL/ZZ9lnHz/NM0E2pB9YBvMldl6nebCWAs1NRIKj+1n7ZtKe+UUDLZKjekO+wRCIVGayihEA8BsDxvilJBIfdaAHxJuCx5mhSYmTIBF1IBMNFTwxX5nSRJIIL7zdWB+PNEHTjvzmSi8PjxMbzvBwoygyZ7e3sR1GmaBtPptAgDy0NjynZQXMt/y3UmfwZzohoYQ144xkwGIJS0uNbG59HJIzx++Dh7NisxpffHbDaDaRSU7qHBnh5pVzXF+avDu798/XqwVrynsC/nVMhZ0+L3z38P8jrMeQvP94Pjh3Hcy/G4DogFEMEg9uqJIV0ArO9xdnaGy8slfn33FtZ2ePv+/bDPlbl49ux78JoBhtVbTk5O0DSN4CE9aJ0B0uiU86pEcj4eP36M58+f4/vvn2E+P4jfS6t5aoO8nbWmqjLbvKC+RZJAYx2gz3kRAckNASzCsLUNOKuF58bWdQJbGbDu+x6TyWQA9jCPKPe59x6bzeZa0ENrjaOjo1FvDwYSuB9KUajo/v4+ptNp7M+unj61/bXLHttGNb4n6W//+q/xN3/1Vxm/GuN9BwcHODjcG/CiuMSdz0KxeFQvA9+v8SLvVQDLG/z93/49ZrM9dJ3NZA/mPfP5PubzOY6OjgZFkMbGuOQf5VxLj8affvoJ//TP/4z//W9/RN9v8PHsbCcZ/dGjJ6CExrTmfZEYen9/n8LLJpOwVqThO8+nNDZfPHaPHz/GP/zDP+D4+CDIkIgAzhjde+Lc0z3dJfpcoTLegmPr7+JulYJEVXkGUII2xCulReXrrrZ3T9tIWK0G31Fcvw5QjgPgbUr667yLceKKy/HyQaocXAgVMdBwhRVGKRWqlSlMGrIYbfp1/L7uFUZeA/AW8AratNDaY2N7OO9hoKKiR8+w6GwPEwU2Wd1lmyWvC/uiAYUIDq9hBdaYCbqO84AMs3PtIpySh1BSbL2vG3qoAhcnz71bxIqI8yIHTddVhLahB0n6TFo8OUSPgRsVAZPSwhvXo3DdNqbB1dUVZrMZHj58iMvLS/R9bjmPXgmhj9IjTMd+yPlPfHK9dnj//hzecwhYbukvQ1z39/dxcXERcwSUQNR1Yxu9lqwbCPkMUnHVLaa+Z/BgCPzSfS6+P1t+pRW8d/2gb2MA2unpKZpGKKE+30nkRZSDtGOGhwTW8Xhu8OOLf0Mezpb3hzxSN5hOp3jw4AF+efkiWxs5lePgYQwBKWwNVkqhh0OraC0uFudwCpi1k6CQDCv+1ejVq1/AXhKAD7yI9wSBKVq3mEwmePBgHz/++CPlhoq5ohIAI4G/bFyjJw6gYfDx7Dx4F+gB4MbEnzlHYARVfLt7xF5WdeU5l4tyDwk5XkN+rRSit2UtVE8mdOUcYE3T4OTkBOv1OgtT5H6WXkPl/hjjE+zho1R9DtmowHt8Op1itVrhl59fZmOzqxK9DWS+LV3HA1+8ehW8NAzals6XVVcPA3///n1W0lv5QpVg/gIB4wmd3roheBp5ETr8yx//P3in0LZ5iBiPw97eHpbLJabTKb777jv88cd/h/Z5eHFJGS+Birwo7lMxTtZu0Dkb5CIEMOb6Ofjw4Z14FuWNK3mRDxXrnj9/iJ9//hnSJDjmZVUbg77vcXZ6ga6TYct1j8J0jtRlxm10axDHfOUlxoei6M2uvcn993RPN6Gdkxirz+SNwwCOB3zFHf4ukFJNUA4VnLOQCfSiddd7EqJ/Y8Dmnhd9GUrKVF4hTOvhnum8TcmLFdCaBp2zuUDhfLBaIR6ovd1eUWDTL4ViQbHk0iNiALJ4TcqxCqFUbhVlBBae6EAPlsEQs8/5NCL4FN23w7MZd2Kh11USn6qUD2ezSdYlpbrQXz8I6yqFDX4nGbLT92t0FcFDeuawFVZpTaqStej7u+UX6JwjLxzbBU8awJg2VzgbykmjvIcD8N3Tp3j95k38Xq5dFRNiA0rMrwx9I2CjFfeoTHifTqfkIWIMjo+P8e70LOZFYEv0+/fvoTnprBcWXp3OiihYKqnk0bs5BSgWcMVy0VBYXv3/7L1pjyU3kiV6jKT7XWLJLXIr1evGTG8F9Pf+/18HGOCh8aoH0yqpVCUp98zY7+pO2vtgNJLu129sSpUiosKAmxF5w1c6aW7LsWNCVMpscHqyAOBwdHqS7kPHDQPvJeoFqrJYWNtzBGxEHHBpaFsYZyQYGwL2Hz/G6ekRiPMAZYRGl4tD5jbw5fhUxtq4lIF1Vu7Tew8y0WkkgklOASDritCwZPz39/cxrac4nZ8KTL83TjAm7t+9Z++VeDek9suqMEoECgB8+vQp7btarWDJJD6avuOwATohmW9tu46OlpRJMgNNWHcIb5fNGq6YjwnxofOmp4tC28b5m0tO1WEHgKOjz/Ga5zg/P5HAcxEE3oYoKgMzyv9yenqE09OjtJ1WJmgAsG3X6ZgBQcpMmOGxBhu/DYx4J6Uej7FYzcE8jkF1oCwXs7Fpg4GMz/Pnz/H5c9ZFzCFtrlOnX25eqbJJAeR8fg0eyTzwcI7whz/8IZYprvHH//N/kl0zGo0wGo1wdnYGLVmRua0nG7bZhuwiE+2BsikFB0ZYrCJlMhAWK1QMfDn+kgMEKWDUPR7H5EpfiAgckWodQuh4rcyc3t/xD7IfhLx2uVzCDgS/JIDeRUFxYHz58iUhGlleobBwg0GRlhieKRZzij1Rsew7Ho/xhz/8O/74x//EzC+Szg4ALBl4RJ5AlHZALpfkUHLxmNRtqryOn97+BACYr+Y4nZ3Gdxl11n0el1i+WY4BMdZ+DVGNYhcZMqBCcRG3cbkS5B2jvyPZSsqBqOO4XrfxmrMuci7f5+GhlGQtl0u8eXOa5vRQEHEoIKyBJwA4OTvDyX//fz2dJSWK/aSzBh8poZCGE29D8ouQOOYCWNBdkmFF8CAP8isIe5gOYdi2QI0SG/9yKeHy91FKCHnK1haSHFtrb/26ftBFv44QOck0kbQH9p5hycHzemsWrXRQ+k5QQsKkLj+ZT8Nai/V6DVubjlPABNggZoY3AIeMKND9s5O+eT3MBEsG6xBAZOAYaHq8MupoDmmU4Yx8NkyUu6REPWyDiZfw9n5gSaWEx2smvvUela3h2d+7ea2ZaWNcJ4DXQW7otpET4uTkpHOMsiwv89BkQ08z32UQTUtPNlGIFdbrNXZ3paykny1vmgZHR0fiFPhu0M6YLjdEyUvQv1ZrbVoHpaiDA3S5Msh0iXb7SKWyDKQ8f/93/em975Roda6RPRCklGK1msdjdu9Bj9UnodbOO2VJh4y5T89nM8BgkTkUkLgPZrOzhAoBbOKmMLGDkyEC8yY3lzhTimgTh0y26SJRgLx+9Tr1mrate+IYTCHEYOwmF8N23SjvUh/LEWIIqmtrFLpTEZGakijPVT7/kp+rPPdFuqgM9pTIqP5P75scoGQGrItjEEvq7lEAB9CAbp3GZ5v9FwA4IpycnPRKlG0xXsPHL9egzm0gPy8VmccW79+/x6NHj/Dly5fOsZqmSaTJ2R6+GFlxnffHEIIiIePiWi9RPyXii4g6EYbroHUG111MaFy039Ca1fHu8+VsQ7X0/6bvj9VqgS9f3id9ZRjJLuKYLGp5sznDEGqwj4gsdbOuszLQPHRfQ++Bct1uSyhdJAG9oFBHF3XlMuSLBmbyu3E7WqZ8hwzpID2f9+vO/XldN4RC119NId3YjqJLbvy3lmvf2O2+nQe5t7ItWPN1O1Ml4/SrHPF2iSjVtvtyLj5dp8Bu1OT/6td33R0edNFXF2MY0kLVI5CHtYCWplwmJWpA/993ZkunnZmxM96BhQOb4kUcGN5IAMd4qUnvOmwmOYxDwsxoCbCBYYP8XkrqQLH1njy0xlvWi3xUPxhjOl0n9b62BX6U40TLhsrjlNvpT2MMdia7cRuOWan7JATlXsgOf+jMFzWYPRjEjGXvWZetrjtHjvvXtThl2nq2JOcFhDx0NBqlv1WVkFt+/vwZh4eHKGN+/fMEQiTkzca64U19KqjHTMqsXCb9j3JrDHEA9PVz+dFxK/dXVFf58d6n8oh+gDUFIsnBWPlutWrTsfofvZcS6UREWC6XWK/X6e9l6dLTp08756rrSdE+V2D5ysGzWjV4//4jTk5O0hok9mCSNVnqok0HQYz6bUkKlbK7Ss4yOzzZfzLIT8UEeA5gn0tJyrnKHDtJMQBrEEjmr2E5V+M9QhuAgMT3oOK5dB7L59NFGJTPsWzzy8zY39/fmCPbdJtzDjs7OyCi5EiVz7ScW7r9716+AGxs83z/+j1gvV5vBAuGAgvGmEhW3V0bqv8v4onR56bHKefuzs5Oh8A1hIDj42P8+c9/xmw22yg1vEiIKCGGtgVGtv1NpW8flmu/H5jocwj1dc9l13qZlK3Dr3qscn2rKDJHA/Uqel8qMv9NPLfHTz+9iSTRoovULip10ZWeybbA4AAPExFhf2d/47jb3hH9ALnOo6uMb7lvmYwYuq+h4JRel97f3t5eL6j5dXXR69cvZOyJrm0X3RiJow/p3mT3f3lJ44M8yOVyhbZ9X10EySgv2WtEs++KaBeD0vgsjfG+3Hr+m/v3iP5msh11pu02ARTMFG273GqM9B0alfL3/vmMEWenCdLtwMCmbjGKGOhkhQokjjqOo9EIIeQsenFicAgwA1kqQBAOZQBwkyhyuExK76Ft2xQAUJ6DcvvyfV8a7CFI55pyrZXGizra6kg65+B5k2vkPoh0UlkltAzQLftQMcYIaSxvkhTrz6E5qY5u6ZQ7N0kIk+XSY7UK6bv1ep2eS1VVCOhmeUMIGI1GqEdTnJ6fgREz884JnttkdST75OfvvQdYOmoxcgmhrqfSMC+zx2XgUv/fD8L0x200GmG1WnWuvRwDQznA0tH5RAB1W6+XYz2U9e4jy0qUnUq/S04IAatlA4bMdQ4U2zJn9Ie1Fq9evsLh0Qnm83m8NwObUFVdviK51oxMCKFJ60jKAroogqF3Xdu2WEa+q/J+rdskch0aj729Pfi1x6ptOverXEfWClKpDY20J9bzckj1ANYJ55Zm/iWIjMRRUkr5f+0YMxqNUrBg6BpVxyiBan/dlNw9qpNevnyJUVXh1atXePPuPXhLl5+7LKXOLWUoaJETB5voORnrTVRh+az0PFoOqs8EkNIhRdmoY682W/+6tNzn5OSkg0T0zB3blYjAW5B6fec6c4TZzt+H3j+iuzbngjXZgS/fjXqMMli2DUHY10HlHC71ff+6LgpalF2VygDoIPrKS2mrXu/r16/x8fNR0XkPIJIOf8q9V0ofpaX3339/9XVRqcdX7apjbxFR4kjrvy/0fjR4MhqNwO2mLt72HIe2KfVlOb+HjlP+X+evJlGUq6d/Pg18KoKzH9jMwfpMrr23t4d//p//E5PJBN//5cdc9n9FuXk51QVRuAd5kAe5qlxQTlUQEn+tc91Hx0lkeJycManDj/lKyKYHuf3SD6742EacDYECR/6GzU4BaoCUhogaIH0naVtGkDmf27BBw02GDCv9Dkk5A3oOLbPUwyuhat9AckxoDKWseGnOGFCqwdcMXaclLPtBR9faKl27woa1rfRFBqQGCbZlstJ19QI+bduCwPcyoLwNRUNEsERYcxA0gw9oWYgl0QvubAvgbBNBUwkXWNsK4kzmu03Gql7Xug0dg9MYg8VigfkqxGw3AYbgOUjD5cLRKAMb3ntYk+eNBupKR2moNIOIsA7rjbU09F4qg5va9vVGwgpN7xr/6pT1x7p0MPS+utcnjpwa8omQ1RgwE5yt4OGjs9Adw/cftIzBy/z3HqFwvvS8+f6Vm0IITfsUGtuQcqXzvlwusbu7i2bZYNkssyOjHBfUHY90l3Hsm4KDpyVFaAlpQ7A+kqBatMUQKV8SAISmwWg0jc6i2jvD161IJtUTWpqq4zFEoKvbHx4ebiAQhoSZcXZ2hrCzgw8fPoCC6Mb7Jn0kRCk2BkaALlJ4W5Dmoo46pZSOayLHLpA42xAeep3r9XpjTg8FPSgGZ/vHKN9Z5b2X7z3dxhiDNiJIh8637Rr7iJCvYVNfFV3SXwNVVaGqKsxms41SHu99CraWASQ91+fPn9P7OxBAPiReKzLb761EovT1/NB9lMESvSYKhLVfD74vgc0yMT1nE3zi+dLz0cDwl8XaRJRQyuzbweRuWf7Vv27vfZrLOl59XVlKtzRwu+izXC6X+PDhA3744Qdx+cLVEOIqNw7iuHgBV13cf2t5IBN9kNsp/aCNHfgubve1fJx4nHBPgxglLFb/D0S0IAqiu98o6Pygi/6W4geRVlrWQIyIGpAsuDP6Qo+GESMFF8QxjvwzkfBPETUjNwbgsSq6/VTWIXCACXFOksAYjI8BEg7gaJwQekajofRd0zYg6pICAxB+A2Zw24JMJGM0XaerXAN9Y0Xbg27L9PX372fapA2v1MxXVYVFRCNoKWPXsNHzEjS7u1otoLXela1gzP1znNqWO452ObYtM4i9OPsSKwHQ48wpHJZ+CV/+u41Z0/is4ty2kTLFxnkL5+G9oLeIGLwOcEVGOc8rC2vrzfOYrrEMADTwDplOp4L4WC47WVMKnIIvek7nHAx3STMBgHutpAGd2pQCnXoFw+iZfJ2m6HKja5bbHJixhXMbInlrywVXTjpuJonu27lt26Z3Tka8EcgwGtUJtAaTknZmB4F95tkoyzmYq3gc7WICALnMiLnFq1evMKlH+PNPP8j69h6//39+j6OjI8zPZ+n6JLBEWK1mGI/HiUg1Ba6IYCI5tDpBTPneQ9RJi9USRBYwXU6HEDkzQqPcDwGGRghGuv3BC/kXE1BVBi9ePMO7d++g5O+NB3736iUOP33EcrmO+rnoClYgG1R3iyqT8Ww5OoDIAUnlBOpXCPTnMDPj5OQEp6fnCCFgXNfg9pc74rdNDMRPM1bWfxlACQDgZbzKJjVlQ4iqKlEkmXerfB/1hdIS6iJFFYEg3fqkxXgotkvPBpAyYWfTbGBmSbyEgC56okBuCDMxajcCKJebEhHG02lyxI1zok/ixWog2hbzxZmrzQV9FzK6jX58yPOt1HG+zcFI/Tuoyxcjv5hsHcSvCABbsWfJdd8LHhxfJtLGGtbAaUOGxgvumFt4LdPh+D4K6ndI2SxMLl9dLpfxvHlN+uKcxhgcHBxgf2cX337/HYwxWC6X+I//+A/86U9/wmx21hsrArctXFVh5CosW48qEsw3bbMRtCFrQJGYOoABApbrFQy6iSV5LwjirKoqHB8fg4jgRuW58+/j8RiPHz/G+/fv0/lW7RL/9m//ho/v3mK5XEGbSii5c7+8vR9st7ZG27Z4vL+fkK/n5+cYTerBYJH+1GDc+fk5vv3uOzAzRpXDKW+ijS6SX9Sq5saZkTsgaUkrovVBHuSryHUCKV8v6BIAIDT3Mhgg2YY2ZR/7mZy7jhh80EXXkcvXTNkVx/v1BpFwNkAl4MDMaL04FRrUaEI2yNRYbb3UrFvQRk24ls9shf5y5rQx6qhKihgmuFivLg9fywsAwPfI70qDuM+HUJYjlOtDj1V+N/Rub9tWuBOcQ0AuHbrJ8rooq36XpUS+DAUbnKs7PBFD+2cp57I6BlKKok6rbN9FcTAAMgDIYTx2aNbxuTsDFHOw79z2nd+h1sFlgIVjsGg2m6X71mOsVivA5zKG0ahCCGKwlk7I8H1vl/KaL8qAq8PnnJQHECkPAcNi08Ev5zBz6B+ut162t8ntipGgsaITELPRxTir7hiPx7HEymD4tiycI3z+/BkUuoiEd+/exXvIyQspPcsE0kdHR+lcZbDjMsn3LVShxCYhd5QTa7lcxnkSkYscOZ8iIXPTtHjz5k26XwCoa4s3b97DkYF0rhGHcogrRO5L/p74V1g+r16/wmQ0wdnsDO/fvx9ED/bLVkoeJedch/viPkmJihvSRaPRKAVWrnC04uf2tVoGbspgRV3XyfmXOZmP0r++suRYpdRFG4g15JTBarWCdZmUX+Zf03nvHRwcoG1bzOfzFFi5jvTn10W6qFxjZedHRceUjTTTcQtoyVZ74dpiU/c71UVAlzpXUTsiF72b5f318eNHfMGndJ11XeM///M/O9eoiKwQAEdiaywWi41neBVdlLePDSFYStf1GFVVYTqdAkCyz/rSNE2nix8g8/Tnn39Gu1rD2jy2V+XgCW0LS4QnT57g+fPn+Otf/4r5fJ6O3UVDb+fSoZgcu+pYpOu/1taFDLZPvUVynSsb2jY1Vnhwmh7kjgv7BiYqZX+B4XtXRSG4TdMAgWBvWRv1B110e8SgIP00QjzajyUkI5QRnT+fjB8JzPiOIdaHe5d/A7olWkNGmTokamQSUadlaQnjNkY4NBRG3ZcSXdGXbeVReg/bPtv23waFvkjUcSJjcR/xZU3TpLp4YgNLDqHoJPTs2Qs8eXIAcYb0s038xme4o5MQUmZSSkGW7U5G2N+Z4MmjKSZTBw6r9Ax1/9KGK1EhxhhMxhOADYIXBE6JwgnUtQEle2liaZ6UFcEasCE0wWPVeizWK5jKpTnUgcTH4xOslD+xQUD+kK0A4wDjOt+nvxeByTKQtr8zBcMLubFhGCvXXvIOqCPQD25uEykV0tbulz/HPi9CSSBLRJhMJjh4coAQhkgt5diGS4coB8yqOgc2ysBMn0xTSVHL5zskxNgsTwibOotZSsoOnh3g4OAldnb2izH1CcEU2txNrdQpZYmNHq+vb9LpQxPvrYGug3IM28CoqjGINlGGwCbSUJ1VZiFPfnpwcGsrCn6J6Bh770GBYHtz9NWrV3j9+vWNj18+s3LtbXCxANjd3cW//Mu/4MWLF4lEeUgP6HH1/7qW93Yfoa7GqNxoUxfFn0kXQTipDDlwkJbY5bv55OQE5+fnnZKXzs+of67yCQOfcnx0LIwxePr0aaes9Kb+80Vr5TLp66JSlsslRqMRvvnmGygxe1eyLlLOl9WqTfZNWa5dXl+/tF3tjRxAv/o40IAuWq/XqKoKjx49wrOnz7Ez3du6f2mXqRhjMJ/PO3ZcF0V2sV1UBidH9Qh7u49QudFgMOaioNXu7i5Gk8kVRqErNy+nqnPrugd5kAe5iqi3eJ0W47/cuKDIeWHoPrpNuWOLgU3lJQ63nLz4QX4Vuex9pK9O7z1gLZjb1F5TxQoLOAK3sFyjRQNyObPXh/MOvdTLn8ko7ZROZEM1xEt2IXYIYoY3AcaLw9vaNYhNJ6tzGRKgn7UEAOdkTfS5Eq76Di+5DpxzaJom/p4NUjWoVNP0DUbZ32O16hKh3gdhFhJW5RMKVp5BxXVCUn369KkbvKBcPgNk57t0zBXiroZv+djl75sIKmMM6loMQmcsnAOcC6mEB8iZV/3Zz9afnc02nI1+EK8MVOoYqEHbNKv0/EtIuh5T7ccOioi7BJ/9tWJiAFOD9nkMN8sKmRkns7OBwGYMqloDDgGhbVMHK903c2n5zrWV974hFAA2qGsXCY1rPHr0CE3T4OzsLD2vUpgZ8/k8zhmAyXeCJlYuXAiT2QHRCWy9oCecrYGq7QTUcjBn8/mUc2vDmaPMj2NYeCSYGdYZsJdiTzYBFFudn81neMKC6KiqCmfz03QoOW8AUXcMc9Z8DOYWfr0CUQ352mMoU7HN6WRmfPjwoYO2QOQrKjl1ho6l13J0dCQlGPcwuaVIydqOkhlJPs+Dn3/+Of0+JDpGgyTyQAAAIABJREFUivpTtEUKUnfQaX5jjZRIoJ2dHTg3wsuXLzGbzTCbLeHqXI5VzlNrsw7UOX18fDx4XBU9b6knFalojMFqvUj7lMgjJWLOJYuZV6d0+Id0YKkj+mTGuk2JuDw8PNw4li/uu6qqVMYk+ruOSNfNVuFXlVK3vzg4wPn5Oc7OztK4rAuCXuccZrMZfvjhB0kIGIA4n6siGwO1HqGRcjY3kjJIay3qegJmKaE1BaeOPC9BRKb7LjNn1lxqz6T94IFGrjVEXUREWDZrLFYN/sc//iNOT09x/Kcvg/v3A0uAkLev12s0ywUAh/7wbhvvxJUW5Hg//vgj3rx5E7vCBZgqz1UpI8xk0H1EDhHh9PRU5sE1A8o3tqLOz8/vdQDn/t7Zg/ymch1b4WvZFazH2tbO/G6LwvmNMRLIuS69+y2XB1309UUz2dbWsHAog6XGVJGsU3hw+i9xwxaOTMpul47BRRldazJsv5P1D5yy3xpMsuQisoKhfB+aSS/rqq8jmhG8yCkayvAp4kedQyU07jvZarCpc67lFh0pMu/XAw3fflEHQYMu09FUIN8dvpeQkDL5k2U8HuPp06dxbB2srfHi4CXG4x1Iy+pu6YHMoYwG0X2MqbBs1mg5YLZeYbWaAyZ3LNG5U5L29pFkl0l5rHINSKbdwBg3+BnKfldVlYIB5XjqNemYlo5lXdfJ+O+WAhTHjsieEuHDBBhnQdZgZ28X1ahOx3365CnG43Ge17pPyBn6raidInMdQsBkMsHIjbAz2cHOzs6go9JdzxUMpH176Qhqpxg2BGOEf0aRKNPpFPv7+8mRLJ3Oi3TRq1evOsicvl5hZpjUyax0PnKHnto6HB19RssNTmcnyP5egIbLt9GL7OzsYDQaDQZZNjPeOmYBz58/g5IQa0BZu5bJ2DC8b2AtwRiA2af767dhJs4kvPcRoawcVcYYjNwI1LOLLkOeWWuxu7vbCcL97ne/w3Q6TcGG8lgANvRLDgif4f37N/jxxx+xWq02umb199Ng7nXK/sqPBmDS/W1D0/SuX/cf6urVv9ah85ZjWupE3a/8v26j+2h5m36ePHmSApLlu/4qSBy9Rh27qqrwzTff4J/+6Z8wHo8HO8P1dZGNuqh7TxFBRyjeYyL7+/uYTqedYEX/uEPy/PnzDrLuom2Vp6bURc45wAecnZ/g7ce3eP/5/db9h6QM+JVyEfoGEB1WbtvRRRZQPWiMILq1S15Z9pWu4RfoohsjcfZ7CvFBHuRBLpPrIG6+DgoHANoAgAKcMdiESN59EcPfd4jvHuRBgE2ej7603CBwgKOuA0apJK9sJantcVs0AZFvI7/gUzZx27W0IUXkktEYItERI3acYjgyQmBMACjAKGmrg2wXM6F96RghA3aAZvX6GdPB/QtZLBaoqgplBxfd1jkCMzpdqmQsxCjpc78YYxBwVU6RuyeKximJNbtjrQS6SnBFKMO08/kc8/k8jTcz4+37N5hOp5hOR7HzRa99K8ruSYTgZZyXixYhLAU15QlV7RCabsZYS/RK6WcIt0npMJWzPrW8xmZQBQAsdVEueh+K1tFtA7Tjk64FuWbdbr0WPquqqtDE7iFlhlP+X461rtPMDXV+fh5RnAYA4ejopAiWOgRcvRMNM0NIVT2IhBx0f7qPZbPEYrEQQvTRaIMoM+1PHgxOI0lEAPuOA5UCbXFsT05OUlmVdgUeIvfty8d3HzeCwcHHjmQ+CJFxYFTWyRruTYNVu0JlKjTLFb777rvolOTATYMAa2KwfCBvdHz8BczacqCBrAELoqEkUw7kvH//XpwdI10AKTC0M5s+N+X+0v8rOlB5KjpH5s0g/X0RRW7etAGN9x6np6cxoCFj+v3332J3dxcHB0+wWKw3nNvy/yUq5ujoqBOY7Dcf6CBNXCYvTnP0klTWUGBE3zH953uV560orn4gpn8cnWtDxy6DH0Pv3H6JdQqMxQDT0eEJ2ibAkEPwm7bDVUQDA03TCPl5LBtSNK3fwocUoi7qBmFL9FXWoXr9nz9/jvOtScH4PB94q1304e0HwHYRTLwlg626qByCauywXjRYzRf44YcfBsvML5LFYlEk43IbkX6yoS/Hx8fynjYGHBpQB8VJCDAp2VWOlSKY+3JTXXTjII5mnG4rGueXdoRpO4b913OoH+TvRbbMmeus0a9kW8g78X46TYBAK8kO8zzcBnnQRb+dpNKRgTnBzKiNtAO2EVbdeA82HhQiDJgsmuABH8AmdrwxiISlBMMUn48Vw4MBVzk0odkwcIlCCsIkxwkFtJaBQAQKci418ixiC1ACDHkh7Yu6oasiItKCTGo1LueldM7S6Bp2erkHlbep9KHMjqqTpGuu7IQlhkzhtMe/iTPuAGZU9mLU0l0UHZP5/CyhI0ajUSrtyEEFSjB+oOvQZIddf+eYudtD5RyaqsX5QpxR7z2MdQCZzjwIQToDGQ6wxoIYGBkHtADZbPIpcqp0lnSeTKc1ZrPceU0zpA2yLhrVFuvYnaiT1TYS2LOmSnPKEoEo3pdRYuaiy4o1YN8IUCuWUxB7Ib7lPDYcGLaqwexhnML0fUT5dFt1A4iFP3EtAdIBzgKdlUMAOHesEXJhRkAel3KtlA5G6pYTCKA2Pts4Fh749PlDRLXIvft1A0f5edd1jadPn+LHH39EVbnOs/BgeCN65MWLF1gul1IKYQxQlNsBkMAdWUEZIWfhd+oJFqtFet5pjhjpkKc6QednGhIGjLVCTk15XyW0ruoxDp48xc/v3mI8HsfxjYg9Aig0MDTCwYuXOPz0rhO4UnRP7KsDCdJkrpumaTCdTpOzo91iZLzj8+CAELpOZF+f6Dgqf4f3HnVd5yBP5DyLXR/S/Lwv4uoazWIBoELTAMbUcC7rae04VdpLZcepMgihOsoYxu7uI3zzzTdgAP/3v/+704KZuOuI6rMZ1bsp6CF/QIfXxhb6sCzh0fLJ1SrrohTkpYxc3dnZSQ7zOiYbQlFmus2xb11855Xd0NqQ1kRViQ5riqkVynViY5lhMXFsyPqi/H5tBD2SUz0WFBz0G+YAWO24xmj9GmRiAMRwJ9FUoif7Y8iB4I02PuCo6hh//stfiuuW7mB1gTgyxmB/fx8fP36Eo1yGBQiXZssNCEIMfXZ2huVyuWFLyHtiBMQOfNZYrNdrjEYVyFm00Y4oXRFTbSKUTM+yISJQYLTxmRZTBG27xv7+FMdnpyDSMsr8vFXH7e/v4/jLYee4zIzQSCIjkIX3gujT/ZilhFBR133fQnRJ5AWSA3Z0qb7v860JQXwInMqCmRkwo9h4xnae6VXk5pw4VfV3xLN5v4zNB/m1RR3tvsP923DipPMai/YeBnKkjOp2BW5+PXnQRV9LhjItlggtYkWe92BDAik2jJZagBkE4Y6giJ6pSPrdGCvrKyBnhIcyK2XGKXFzRKNHAzeBA6potDUIgBeHe7Vew402W1cCSI5KoJAInOVYLaS1eNfo0981GLN5zRZAEw2R3E5Z70F/XqXLVHICTSQgrybw93DNjsdjKV1CF9Ku5WXK41KWCV1ks6kzYYyYtTp3Qmwra8h02tWX6JjLsnpD22lQZ7FokhGr2UUNNKqs1j7dm/pgzCxBDkIM5MUMLMfQBwGVIzRtt6xPoOYWVQU0QTpwmQigKZ1JAOAY6iYieHgYWFibYfslIgMFTF0lGeKxU5clA1/cl3YPIyLYwunV+xscS8PQuGmXH2Mz4FMul9VqhTdv3nTKDjvZ/XipXz59jgFfg3YdYFwuGUklKCQop0dPH2G1WsF7j53JGPPlMAIFQHa+yyAVc17rMYBTGRkHL9FrNE2Dt2/fwroh+0bJnwPevPkRFrkjFMN3gjLd/jhFGVrserVtDuvxuuTawwjDflmH8udYaxHYR4jj/dNFfVRIGeS6rqNYbq8ObeM3kZl9XdInsb3u9TNzJ4CzTbSMJQedTO+cXbRMGfjrv6f111+K0NJ1Vb43+3PUGUFsEIum1ERPX7SjXHmPF+mim1AxhBBwfHycSsm6QZVcdnR+copVsxa7KDDYdK9Lg+3OObx69Qrz+Ryz2Qxu5NCcX6UTGjZ0UUJjFn/P1804Pj6Grbd3dgoh4OTkBEDJ3yS6qI8K7ncUc85dOgc1YDcY9B+wucpnKHopNsmgbmn/VeTGQZzlaoVJv979Fsl1VPLQtveNdPFB/p7FJlPpPkKHPbdAEFU2RET3W8uDLrqdso1bxrBmQ3xs5ws4a8EswZGUPyaA1y1GIy0lkBdx69vkMAy9wIHuPCUQyLmcwTEkmaigBMzZECSXHZfSOCyPz8xSClFVMMZhtVqADXeCBX3D+iJYuBgomr0NyTgfjUapRGsIKq6SumpZC2ccvOErB3/umggPRc4CanZ4MpmgrmucnwsqQoMlk8kU8/k8BXwUbl0SiVprcXJykrKJe7t7ODo9lsAbI3J/KJqLAAqYjMdYLtYxiJcNzP5zLblxgO1lCSoVd3kc9GOtEC5ve7+YiCRjBpqY9O44CUWWuY5oIQPhNbGQwIePgStGzHASwcROWBQDPwDgnIUzhCXngEEIAePxCPP5AjWqNL5t2yJwm4BEZbek54/2sfKc4Pb6d0a3c8lkMsHp6SnGVd0JxKoOKcezHGs9XqmH+hl8BsVMuk+dng5evMSXow9YL1ewzqZgjiUDNxIOnqqq8OHDB6wX8+SoltJ3ustr0+OVovqBk4MrZS+l09ItEchlaL5tYzngVMhdCegHb2TjAGZpT19yrgxNKR1nHcu9vT2cnp5ubojuPFutViASXopxXeP0/Bx1dP7uEwoHAIi5cFg5VU8452JZooyLOu3j8RiLxSJtX1VVgSDMrenPzs7wX//1X3j5+jWePn2aSIeJqGO/aKDMGIPVWt5ZLiKhtgZWkediyUvTD+RuvWciTCfTwaBOefyEMIlrtUTquAj9CwSQEWQMxS5wVVWlIOC2dzsoY/WsoxQE0EB3VQmX12q1Aq+WOHjyBN57vD88x6iq4JtVuj5rLRaLBf7xH/8RRISPHz9ulOLkBElGLRHlMsISJTN4vT3pByISIpgduAUaNKDAqOsK+/v7ODk/xuJ8lsrgALFjNQAymUxwfHyM+Wreua/LrkXnSMndpQNbzoUQPGBzsqSD+EK3bNeRwWg0Ql3XqcR1W2m6/q3URduSZ3q93ns8efIEHz9+TIH5rl2V92uaJtlFlbVoGkWr8qDO3iY39g6uy6D8IA/y9yPbUDRDrUi3kQ1/zbIZn1qM36bgxtcSZyq0odnqlD/Ig1xPlMhRye482tDAkRAdKwqHYmlBGxoEqONzPaSb9x6VWncmZm9YHFhvkEq35Hq6xI0XGWLZyNnkBLi6NACq+OkepyQwvkxSeYjPvBUCeb7hZd1iGY1GG1lJvd/FYgEtG2GW+9/bmXaM8p2dneRQDJUHtW2LdbOGLcqMSqJORgzwwXaQNGVwoe8Q9QMy5d+H5k75NzWaZc5y/JS/s/Ypg0wD4R0QfqVQfADEVuwGBEO6fbfERa7NgIjjR34PJGclsvAgLNoALko0xuMRXETruMqgqixM5cCG4LksGzHJGVr4EDuNDDtN8rwd6tpiPK4uDJZcVTbXdBe9W1UGlTNAYCFnTkE0KaXyfo2jkyOcnZ11Ak+XiR5nOhp3WnDnq+BOv4D+ut+87oLc2EinnclkkpzK7slDevZXlb4uevTo0YVOTz+A3rYtzs7OUiCPNvqq330p1z+QnfK2bWN5WyZXtxYYj7slKGWXJtUf5TgeHR3h8PCwuz4KXZR0CWwKyGgw4bJ315Auukx0uyEkyfVErt0wYG0FW1eJRF24yrrJjv4nIN4/LNoALFYNmDKxeuVGGNUTECwmoxFeHDzDy5fPUU/GG/erBO6np6c4OTnZQIR0yqmsfIzJrc1/iVyki0TvB+zsjIWXqnIbz6tpVjg6+oKjoy/XRn61bZuC+cPXkuW6z7mqqo3n+EukPH9VyVwZCkD2A+a6pvJ61C5pf6NyKs98850f5EHutcQADHuAenBjxuZ328qpNva/qWgZVUC7hVTxLks/m/kgD3JTkWxKK610WfiIiISXZu3FsGiCTxnp2orDs/ZtIinuZ5BUtjnEa698AhkFHcCpaxUXgRwVdbK2GTBkitrsmOHGQNmNHmtYhDBctrMdA1xbPJfkjxeNqToAq5h9Yr+GDffPcQKEgwPIz7tEHel36lh/+PShw0czm82S4e6cS4TROsar1QpNED4YRizpC7kUz1oHMGLASM49Go3Qtu1GK9whB6mDjimQIbJtFzEjCKCIyvAM0zlW8XtsvQ0fOSycjoH8mZlBlgF2gAkABxgyG52N9BraEEDpOhjidElwNVZgdcqqZC0yZqtGxtUIuq4iwJMBGYtgJdBWBr3m83lEA3Xh9tk5Dgk1QkRomhZPnjxJ7cT13q7iuOrz1326koMT8/kcPy9/hqstqOjIzcxgz/DwODo5hgEJ/8t6dSHqrVy/3nucnJ91AsV53Kmjz0perHy9ZSDGIAVySEoZvnz5IgE0N+peD5trB3HKUoWmafCXv/zlQo6t/loMIQhpdiRivY9WQz+AU/7sb6elNGVeX8nZnXOw1nbI6wGZi0qQqzqvE+CIZOEMji2o61TO1g8IDcm2a+3PT91W/6bIxk7pSi8QfPl5OXaDAw6ePEU9rvDzx489hBgNkigRUdJFQE546DWuViusVivpYLi7H0tjHfZ2RlicLxMqV6Wua5ycnOSyyR6CSXWRzmtmBhnC8+fPU1vz68r2wG/m4goh4N27d5ivlskuUnHxnk/OZzIGxqTuaBfZLWl/5zBbLrba8915NnTdw/sRCbLy9PQU1hI0YLcNhXwVKXWRjslkMum0su9eQzeoKmVUol+9F4Lk68jNOXGKWu/bKDcjE80OdRvCQxnDg9xQojGxEYCxwEb3hQu6U33FyidZrw2qW1wCeVOx9nZz/Tzoorslla3RhhDbi0uHBk/yopYATqxvZ4OWs7GlJRn9umciQm1rIAhqx0dXU17ivpP1TgaFUmLocyc9jgPBYr4WaHLZNrZ0sDnkoAHBAbRpmG3aCuUXBHXKhOhVuyrl6yph18r1Uoq0A+2WNzqT20h/4g/9C7jzMhqNMJudYjLZ73yfxybX4Gu7VBiTy11BIGvReEYbWjALykL39iyEwe26zSUApM8BqKpR7qxCwLiukoMcQoCpJyk40sn4qiEaJJvrCPCG4IPwNrQxYFCW0wgfrMwLjmVOhqUMoVPKwCZ9B6A4SBocCe4QAJj0fanxTBGzWZMBOM3OGLQBQtyxbWV9hUBwjkAI8L6Fqy1aNFivQi4pCa1w+PgcrOg7imQMjMnfGxJHdDSaoqoC5vM5nKswntSYjEaYzWaFYW+Rfb30FNPzYGbs7u6iaZpUeqfnYmZYSJbb+1yaIsguDyQ+pLgPeTACqkoCM21owAQhOTdFW3Y2cKMa6/UankPC+BNlx7r8WY6HCrPH7mSKtg1Ytav4XfHAyoAOy/hpecGgg3hB18yyK152zk06H5GBVTJsyoGlMjhKZNPf9D7Wa8aTJ89QVRU+ffqy9fx3VYSHi+BdHtvS+hxBOwgBIRB0fuoz1zkgzmWfN4ZgyGEyjgE5zrxMKnUMHkv5Y4vJaIS2CRl5Nd5LyYnOm0eRHMV9jCcO68USIQhpLQMIvgwom+I4mX8rfTfKhM2l1GHT0WYXkZAA1mAcLlpMggOHESo3QfCrNC5WbQFTrBvO70JFZBhjVE2n+e+9x+nhKU4PpQxQAzfeGFCVg2LrwHDjCdB4kOkGQnyQczmX15YxFnvTHexNpjjDEViTJaZcd9HeQA4MaaCNmTFfzjb8exucvKtCgDFtCsRaa+GRSfKJCJ5j6WWcR+WZS7vo8d5jrNdrrNfrThBIu1+VPEDbAktsDHbGE4QALDgmL7bEQbxnIF5rloCu6aK2WPf/gHC3qWh5oY5fGqdIzl6+S9KRGNAAtyIoRQweP36MUVXhv//0p2uVmt84iNO2bYeM7S5Lnqz3EN/9IL+JbI8HX2eOfd35aEwFos3WdnddmDllgu66POii2yHGGPjgU1ZN7JH4cu85HGUmJm1fGBGJ48MIATd7L2VZzD3j4WJRo0YcOQs1BEpjW0WPWxIq3lSGjKcyMx9CSPwJvT07+5ecLOzDvbEfSlGOoMukX+pQSjmfSimRU9tQB93sny14agxGowkaLrLWhpPXZWLXD1IoCwEcu9pyEEwWGGjBsCZTKTu77V6H5lsMsmzZA8j4ja2HAOC8zO/SYTREaHS8HCGwEiuLlA5GXddb27xuXPGW52OtRduE5LwBYhOfzWaD+5fPunys6jgBma9Ft9dA6bqVYB7RZgllP+iiMpRgNUbQTa9evYI1FY7OjnB8fJxawZedhXSObASXi/uSIKLHqm1wURlpH31Wfndd6aMbh/7uIpKhOyabnDe7u7t4+fw5AGAymaCItv1dST9wOST9xIQEJbTEb7g0pQz8WFNjtWzEOSXt8ta9hm1SdkDso1DKayuPVQbwfgnQQLiD1lgtlklnl2T1MDEY66/Syrx7ndZaaZ5wxTmnQfu+3pKgbpvKIAHhZtuGBOlcW+/UVVV1Osnp+2w8HgMxOLNNtumiofccEcGRwcHBAR49eorvv/8WJycniW+wXOdXQ07l99x1S9pvKpeVqV5mF5UymUzwz//8z3DG4Kc3b651HTcO4tx2A+xaZKIDizxlvtWoeZAHuauiOpVwbajeXRAiIXEb15Pf+lIG5UEX3T0xACpjsWpzRsUYk1A4QDRO0DVsmXmj9KlsEZ8MwMAR6ZO362ZshmHaTfAgznwTpcPfhW37rce5iUitdrdGvbzevrFiLADu3pP3HpUVSAdbi9UFRuZdFRmHrpHWXdOm87wAgHnY+B/iWNHShfl8vrG9/p7mmLXwcaoYyDOrrPCpkIkdrkjmq1Nci4k8N5Byo7660davG2po2zSjzb8byjqxj1LU/yf6nIH9K+XOiWsqpE0ENSfd5aKTyHmdGGMQGAmppM6P/n1IJpNJZ6xl49wAt1l7GHIAG7S+HUSkATno2ZcQAo6OjgDksgtrLay1ODg4wOnpMZpzD7K5JDEEQdZ0LqkXEE5dd4ptjDEgZ2GNhQdQVWOZmyHAc9vpclYicCSTztF+yMc7nZ1v7cA3dP8lj9ZNSc1zIHvYdWFmjEajVO5RSlkWJ2VYS5zPz+DBmK+W9zKA05/XHV1UDI/qom2BtiG7hEjQVUqG3N+nn9xI3ynnDAYUzMC527aF0dbyRYCmbFHeIa/ttc2OR9xyHrsZZOj9TiRIQ7IRBWYIzJE3KK7DQPLeHY/HMMFJiSUU+aTXkHkp+2in7j0Pz8P9/X3MZrPue7YoGyufnaL6Lg3K9UqsZ0UQWkpxK0wmE3zzzTf46w8/w8dyaEE76o6bx+6/k/pCRIlja1RVUP5By0AzgI7S69mWUJotdQ7+bdewjOP2MdZS5r7018l6vcbbt28xnU7hr2kX3ZwTJyrv21pOdR25+3fwILdFLi6d+W1ajHOIbYwRLoyk31Xx3G6gI+6q3I+7uPsSAc+oTA2PwtFTh9toN6C8ntR4cbaGD03HQAsFKqVpVtLZJUhZQNqmRzzLzCnDljNTUnpTmg16HjVkS4duCNExJCWPz9Bx+ySXzMKLowbzer3u2AJtu4Yh18mWWmsRWmDRrFOL5PsmwhthEopC+R9y0CA76ePxGNPJBB+/iBNfZsLV6df9SjRD6hZSQLFLSWgtlqqF2hHYWBjEEoUYIXEkzggZwJrue0ZLo2KTNDlLYa9umK2X+fEX/H3rO5OGfy/LBoGce3UkpViGiza9cdwqG9uIc7czio7ttqyq8krlMqa2OKM4gbJ2Amwx1/WYpvddeTMlsqAMOug1KceFh4cFwOzQb4JQlg2VDoyuTXkvhuRItG2Ln979hMlkPznfAR4CXdp0vKRUOXc4UvJ1MMfSBIOrOE6qy/Rey/scytxrF6ChbcSZ4/R76RATCSfKEPdT6TRLIAl48+Y93EjL3+8XEkfutYte6QRboh5pmgYHBwcYj8f4/Plz2rZ8TuX8LfW8dti5iLukDJYSEXZ3d0FEOFt3n9FQYkDFQuo8O12NwvC2+nUZzJG5Go9VHMNR1Zmbsn8uDdPr6iO909rlAGMYtpJgx8unuwgMfDo8koBIyAgmvbdnz56haRp8/vwZdXGNipwpEYTls9NuSkoO7r1HU1x3GVB1RZe5FEDDwDxAng9lIEz1npSv2dSRS0poGxCJLirXXXmffTSpfO8QQptsByLCdz98h7dvPyT7YdksMa5qLJuMBtJ3YCmqW8WeaqB6yGnp4Fdaxzq3y/duv3TK+27JqY6JtbbDoSSX1R0XZuluuF6u8eHDBzRNcyGCavAab3pz99EAe5AH+dXlOsvmKy0xilkMDh58D9v6sgcaf/8Imx/kt5OhF2MyJIoSir4BY4V8Jv0/ZbI5JHLZqhrBwmI02kSOqeGlRspm9imAOAy2xtSOIqVBrQ7oRe9rdVCHOseUgZp+h5rRaIrKCgHvRleeIvhc13Uyspmk+wKxh71CBv+uiRqc+sz29/e77WudS2M8n89xeHSUnlHJMcTMadsyi83MqexG2wWXUh7HmgbGerANcFbQUZWR6Usk3Vf0/4Oi0z1+ykBK6H2uI6b3+0X/H5L+ucsgUOIWMrFcLKJ2PGdulEBIH1gD2KKTTmGEq7MBSPvluq6L9ZGvVJ55nu/qJJaE3peVq5Si3Uq0889lzUr6QQy9BksG+zu7HQdVtzs5OUTTLCNy0ODly9cdHVHqIV33mj3n5GTK6PcRBdukHOOy3KUUndN7e3sDHF6bRL163slkgtcvX2I8Hg+ifPQa9/f3ExKIuUVdWxi+YA3cYdFnqB1zdnd3N94NgOjn8/Pz1Cp86Dj6XimfW4kM6waV8/HR2PpmAAAgAElEQVT7zv3Tp0/x+29e4ZvfvezoOwCd/w999Pz9/+u1Kc+V/uxcC+zwx9k0p/WD+JEAJ8C9Ode/J6LMJcOQ3SeTCep6DOFi6jr+h4eHOD09leRMoYvS+beIzut+96P+eF9Fx1y2Zo2pAFgQ1VivW3z77XcS2NmCEO4ftwzeGGPgyGBc1RuoLGbGYnGO9Xohc6kJePLk2aAuKoM/m41MrqeLriL6Lh+Px71zdYPn/fM9fvwY37x+jclkcmG3widPnsAYg8ViAY5JaEvu2vyevyjxex9QOEnuoRJ/kNsmv1GLcZ3bkejuvolmrO+NPOiiWyKba1MQDsWHLAIIHFscM+egSZltkY+0Vd4Gcy6NMGul7KGqqmSY9q+j//5VAsqrtBQuRffRjkallO1ac1vnaJgVRvRF68/aKpU/aGDiqmUYd028z9nJEAJ2p3spOKbZ29Khb9s2OUTqDOmY9ju49B3Xtm07mfC+g9Z3mOV75SPIZMHGDAdG7qIe2maR5jEfdna2OY461svlcnB99IOsKYBWBHKGkCAX3kPcR9ezzBtCpnrNTsTQ9ZbonuPj443AruwLVFXmNNmd7A6OByBr9vXr17B1NRg4vKqUDl7p5JWic/rz588bGfjyHoyRjwY7X714gfF4jEePHm3oxfKcT548g3PSJUkRIcotdp9QOABSYF4/Ojb9gIsGmbUEp/98VF/357nOfdVVit7or63S4XbOCUk6Ntecfte/h6EgDoD03lF9qfc1FFAa0pEABt9D5bYbwaDedVpIswFrLVarFX569wUfPh5hdzLG7mSaAublZ7VadVBm1wm86HPqI1+H5KJjXnZO51xCAIdAmEx2i2Nu2kUX3YvOJ0Wl9AM0iGTsikCZTqdbdRERYX9/PwXqfk27X3m1tNvgkJ6XaxK7CJC19M3r1/inf/pX7OzsXHj8p08P4Fyd9lOdft17unl3qhsq8r+VXN4RJjvJARslxg/yIL9Its29QNeInH6tOUlAgAfBIvh7FOyIsre3h+V608C+LfKgi+6mGEhGauNNF5/Pul3Jw1LDl+RJeq8lF4iwfylbYagjyWAwmtDAFou8hPoHH2BMBQ4elanisTIkPSuHTTLjdP3R0BA+m0zG2CcHVedPgwxlGQ+A6PQA63Wb7t+YKrdDD5vtYqtqBJ3T8/k5EvdARfCGwc7kKMI9EkUrGDdBYMbHw2OEEDAa7WA8HuP85FS28QwiA0M5+5oNVZv+v2moh+i41smolGclPmj5HBojRLaOu2iZ1KymLFEaKu0f0EPpan5Dfq5ts0a/r4tyq5YDAAaMQQhSIuHIIPEQkRXf3Sl5MMGwdo8CKHAcW87PxXFquczg1ISSGwJZkg48iHwbyF3i1NlVs3tvbw9nZ2dxvZVoNgMTy9tSBxgAzooeUOfqxfPnIADHp0c4Pjst1pM8nACAemWLXU6YJpKhevz09q9bnVlmg9W8BbeMvd3H2N3dxbsff0j3dRVRx6TMTPcRCuX3+rd+Sdp4PIVzBifn4liRtWg5YOkZ46pG05x2iNT1Oagu+v777yOiymJ/dxefVqvY/SvryPsiSnTrlxKc+byQboDOGNTGYRW7KGnrcGZGW+oEaxKi0lEMnpTP2wo3lHa2C2AYN9pAKDAAZ+SdM5stcHJyFvev0rZdHhv5fTodo2l8XHu5DEVLZhp9HRGleyUGqlDBG9GHNgiClJ28gy0DdVyv3gBNnI61y2gsHjGUTYobAeuNnRzPt+K0t2CE4NEyAx6o4GBJgmVrmuGvH48k4DTdQRWJtv1aghj1KN9rW76/4/dVwQnTKXHy0rGWOUTdy3C27pQ75cA7AdQlBw6F5szrTnTZ7u5uF4kVpNffWMvIygAGAGPrztp/+fIlXrx4hm+//RZHJycgp3xvsSQbUopJnN9t+rfGN0DwcJVDXdX4689/RVWU93JRkiYldaIHx+Mpnj17hr/++ft8zBghDBfopdIuAjLipq+L2rbtlKH20TfO1SDSslJAysUIxycLTHek22Bfn1RVDSKZq99++20K0E8mNZYnC8BeTNw+JDeOxKxWq1tPbnyx5EkyZJi0Cmd/cKge5BpyFbeky5j/63PiBADUWpAVArb7Jm3bwtzpbk4PuuiuSQgNLNGFnXb6MgQ7LmH8yeCJaI62XUddwcnB7KMxLjpXOkeRMVVnpbyGfnax7HIR7xZA9zu9xpJ8V/fX7Kb3i5hZGgPwCKHFul3DtwHWMYK5h53yDAkHWW8smqZJY68oCwAdx2goaDMa1VivxahX1IH3nHmKIueFMQRpdpLnmI0NZAf1Rn/6XKRbrhjg+aqSOG22nP+KYoyBgehQJhODMrqGADIAMcCwGDlCEwJC0DGVqE9/rZWtvsu/OefAoYuyK3/vZ3KHuB4AbKyncn8tKWBmrNbrFNDx6wZ2XMd7iee+QEUMBVVKKXUREXByJC24T46+4PjwCO6ajkbZKrj/szyfiv59KIhJlMsTmT2YDd69+xl1XWM1n3VQInIOAGiis7Sbysh+fvsWzjlURtqPf60yjNsiZZeh/jxcrVYbpZ9DKBidTETS1a0kAi+fUQDDXmD9ls85EboXiIPOczYES7EDownSkZwAwIAoc8NVVd7HOQdLABuAW6DiGHQBUIHQxE2rAFAMyNQMhOgBO49kfHFFSGZyDAYhMEIQThiyBAsDS5TWmLUEtiP4wEnPy/tVeNDK+75KV7zxeIz1en1p0LNEDG2sZTYJIXKR3ARd1w9OrFYrzOcrubcQcBO/pXNvA2uRmcE+4PjLZxhjMDs9wWq+GNShQ1Jy23wtXVTeJ3OLtmV8+PgOXw4/YbWab9h8Mm5LMEtbeO8lgDpbLMRGi0m+68iNgzi3vXzh/uX4HuQuScCW7Cb+9mWIJv4TIgnbfZMA6XhzW+VBF91dKdErCiHO3XCGZVupQGkslMZzX4wxkRjZABTAyEGc0tgo+Wr6hkcfsqyQ+D4/zlBgSY/bti2MMdJpgyhlwGTbFt4LHxWja2BmzgnhJfFtrlcPZGAtgbaO3t0WZkEEKNpJnWz9GyGXAeh3sEKAXFVVhzyRiLBcSovXtm0xnU7EZLRAEwT5FTyjju3BQ3J2ROq7rHhoy+83kIAczAER2oAYwZFAFwho24AmBmAME4jimh/gbimJJ/U5EhGm1ahTchVC6JCvCqqBU1vyk5OT5Bx0nNsB5Ew6BmkpYsCnT+8RKBKP1xUQOMW7Qsoyby9dLMuQtwVzhhwdIgaBOoGSbSWiegyVstRrGxKn3K50nrz3mM/nIFqAeug1gOHXq40uSzmYHTo6V1u7i6N8/wI4gJRoLGOJFJCDxGnODRBppwCgBpQ5Ize1dNN7j6dPn+LJwTOcn5/jw4cPqSSLBjh3AGASeUXKeVb6kJ3fK0F/BHA6rimUgB7XBIK3Uo5jDEvsgAMicBUS6pH30ySi89rgobDFAKCq5f25bDIaaUoVWiNjU2mAihnGC7KHLMWuf5R0QYADiMCEDtddDhhUaFtB4uQypZAQHqVoyZVu27cVyjEMPhOiJzQSEabjMRaLBVrflgdGX/Tdcnh4mL67KKDR31e5pT5+fIf3H9/JvHEOvuBL0rblzEIQba3tBLL0urfxZJXIOj2mzknvc+OAqqpS2d/QsYY4tvSn6rIhPVgiA5X/T7lsZJ24dH0iHqH1neOX51RdJGMvHHeq/3UdXkduHMS5V3w4W+T+3+GD/Bqi5TNXK53ahrj5epw4AQCMNju83cHXG0kgeL5/Wf1SHnTRbyMlxN6roxW2t8lNEP7AaEL/79mB6W8PdPlUDDkEbgsnJGcxnXMpkwpcjsopj99HEAw5UmpMOOdQVSMsFrMO7F0MU5+NPd40DsV5tOBQQQC7Ymq0bYsQmURNuH+z2jCw9i1s4SCXjrpGJNSQlWcu86Fpmg6XikoIQZ5FbNsuXwIEApkARohZV4HQA9jo4HSp/IblUb+mGBTdtfRLCogNjtPfqkrKqqT80UuMp2g/PBT43CghdIQzv5bOSuu41kwOECiqpZR+kOQySUEQsmC0CZHlvUdlLHxssw4GTOUkYDqoi7BVh/XPRWQ2HJHAMr9fvXqFt2/fXpgNv+i+LtNF5Vg/fvwUJydCBM4ARqORELyXLYkHdFG2yBycI+zvHyCEgLOz47jeQnrW90n0fVJKJyAXv9MxHo1GCG3malEpdZEmDay1GDuDdSxNE5TMMNcRkbQiN8Z0WliXATfVj0QkwU5F3Khei4FP4jhPCLAOMCwlNsSAixHu0JsCTIK0YSOlWjGGI2MU+cA6nbB8gCEjqHUjpctVw2htC7KShAhLIfsejywCE4whcABCILQRASnnlrm6AXwcQOtt0zH9AOll+wLAN998g2//9H+7AVRcLP0k0WWS7SJBSJnyunrXpN29DA/Ny027qD//tnVK0/Gx1mJ/fx9fvnzZGgzS7Yfuo+RaKs9Tiq4L6Sw5RduedNaOBJAu80OyLppMakynU4QQMJud9v5+dflFLcbvbCDnCgbLnb23B7mVcv2lia9mWIshK+wb96nmu5Tr1pHeGnnQRbdeEjEjIqdFCDDGgmEjCiyL0wy+Zgs7hKK+Y+QOZV3SPI6ddJR008eMVgihA5NXI6az7xYhEqLLMvs3ZNRo5l5ROXAAcUYP5Wtm8AVaTQyjAGPqFDxmy/dWB6mUZVFDRrFmE621mE6nsJXBat2mbKVurz/ruob3Hst1wNia/CIhRHJtCeSIKqGrBXB6U+VaXG13SXjzvkxsRQ5o0AbwkbfKOYJnJ98zwZpuCQgAeL/JAQUA57MlrKng21xmyEV77rL0sJSrBnB0WyJCiNs75/Ds2TOcnc2xXszSvTrnMBlPsLe3gw8fPmyUA5QlBcAmQXN5Lortx/tOpvce7969u9I1D93fs2eC5FDUwdA2eo39dr06luIQpnAEhlxVRWABHrvTx3j8+DHaJmC5nEVd2A1u3BcZ0jtlsES/02339/ex5yxOT08TSkR1iW6v/CvL5RI/vv24ifg0uYy3DAbNV/HZma5zrj83bByOfDyx2jTpRAAR+IA6BmNMkGesRxZ7t9C7HME3Eb2YS6UIcyDi4zws5NorEDhCTI0R3ejgUYPgBcAHGgkHEHuGBcM4i9WSQRo11vsJwxwnQ+/s9E42FoG5gyzRcRpao0Nz9rvvvpOo1WDTlO1ynTVQ8uvpM9/d3cVisUbrV53tdnd3MR2N8enTJzSxDDTLQPnSFgQNMW8gihRNdHp6OrjPZffHLG2+S/2yTRfp9yWSSHWRIITyNXWZ6OL3chEAPHYmu/jXf/lXtG3A//5//9e1W4ur3DiIc9udpjYEOFNO4gKBcIVLT2vx61/ag9xzMb2f277LsgUdQ18PjaO8AHQPOXG897DV7V2pD7robks2CAjSCpLSy9oiZ9oMmUiGbNCGAAsGgi8cKLFIJQsqfAOuHovB7JeJRFKDNW3bwrcM52zknwsDRpyYoBJwyRkl5mHjrWmaHidXvj/9XrNmghRpYFicXglClTYUIRSGiikcvabx2NnZSQGnFOwKAdwyqL6fAeWqqtAEL1ntGPAqgzJMsZUtPIyxqCoDD8BVBvOGMRpPUFuD+XypYXcYAzhnsVp5nLOAKhPlqGHUiEGJK+iSoEGN3rapyrb8nouft9vc2y4D110avdJZDnAIMASEYEAGMCQE1eAg893KWq+sgWebyqZKY99TkINzDG9aA9JGAlQETVgdaZn/bdvCOYfd3V2MKocvR19SKSOQSzmZ8zFsROd5Djg8PJSgjCV5wABC22JnZwe1G6GuxylwCGTnixmwqgcYmMYOVbPZGRDLpbSs0nsPxHKC0WiKENrYGjcHh0oHqU+ePiSHh4dbM//6/c7ODrz3WK1W8F7LOi3aRsaHCkQJYzig3XrGdCocI+t2JQFP06Jdr2GcgQ9BOE3uUQAHKPSrLeYo2rQmyLgOumDv6T72J3t403qcnJ1JdyUS1Kdu9+LFC5yenuL4+BimlrIh62oYRW9OhCdV5wzFiEu7FiJcMnVKJiybWI5ix2AmVDVgLOAZMGAEEwM4RYSmjGFrmMAgwKTCKcSW4CSE7iR0vm1E9DBi4CfuWwfRfTVFrUBAsFlttCTon3VdaI34wmcmId8B4LmBqQUxyfOIOiEAkbDctwTjmvxOAFA5A1OZVKYDAPP5HPAB1hq8evUCHz58QNvG8iFnYWHh1+uIBhmjXa3zO1aRnun9bzrINNsUZZqxpIdDXDOUkzpEhOl0it///jW+/fbbtC6sqeK2Yido0gG8hjUGjfeYzSJRO1kwAGssQtPi0e4eXhwc4NOnT7BgcCsBi+EEJWN3dx8+Hk8D6KPRKHHLAbLG63oMIET94HPiCaajC7I+2NRLzIzZbNYpLwVy2ZoG4MfjMdq2Td3F9NhAQNv6zrt+XZg25ek8V5hMJmiaBufzOc4XcwkeRfjYVfRmX35REKdvDN5OudwJTg7SXTVUHuROSwBSiUaWba3HbyBRt/f5MO6LMPMdKRN70EV3UTI8twGzGGqN1poXy6l0lDTKc1EGPh8f4JZhbV6fakx1SYjzMa/y3u2/n9UhK3laSimvM9ec+42yrb6xU96/Sl07eN9ADKxF0j2+8TDOwfJQ56W7Ly2HTlCsLzkTbsGGsG4awDh4nzOa3nPqZGQMoQ1ekFDWiBPDEj6zMFIUdFVdwVtIjoHhY/zaOqgMDpWvpb+h7jMInXPn/xtx4OLFVCyZ93XsflLywSThbslc/DIfOwZYfdt9B2v5ojGMxjfSxex8gbYNQq6MLneJZHylNX3LAUy6ruuMRjAGnz9/xriuMT8/B9ku4qZb4iV/E70gHVlUF6jTPpvNUvmVBnf7iLGLpB+s0WNts0lUx2mHF9VHev/lz8tFObnEKVytFhFl0i1hvG/ivY/Jo2Hpj92nT4dod5sUFPAtCwlMFGbG+/fv07MZKj8pHWwTg0QAYKv4u5HW0GQJNoxgHaGyEUljAyprkgOsYA0TO1MZMCwymXCOTxhUBOi6a3V/JYMEEKe/OLzlbV8yfbRb6ApBzsvRFiCOKL04f2PQ14LQmLxeKyI4S2iY4OqxBGSMpD5CCAB3224bY1BZ4VR7+/Zt53u1LzTJslqtwG1G+nWENThbfp9tkG3rTp/X69cvMJnsxLLfuB3FTn/IpNka1AkcYCyh4QZkqFMqbYzBx48fcfj5M6iwh1QXlUFgFSlvC5nAnwiTyQREhNPT01T+1i9hygizjVvLQ9PTRVravK07nW5bBpD0+xKdcxUR7qYGgMfR0Wf88Y8L6SzmPchaEA2T3V94zGttXchtdwa/hoFYsBX84mM9yINcJJvz9Sty4rBk8gxuP4LuJsLMG2Utt0kedNH9EGOq2FHAp3bcKupgpE5iapgY7jgbqUQhflarlbTuZoOGm1QupY6Wnqdt1/EazJWNh6F514fTl6LflRmoMqhUVRWcc1vncwmjD9ymsi0lctWMo/exHeo9ROKERhxgJSvU57XhgBLADWOxajCfL9G2ARa51alzTpJz1sBT5B9yBMMBBozaSNb6F70ifmsTru9MXRFN9DVFkXPl/10sITFFSYiLXmDLIWVhh9bBZe9Xa4XvAwUi9tGjR2iaBovYoWQ2m3VIy1Xqusbe3h5+/7vfY2dnD6aqUVUVKus6nB5Alzj4H/7hHxL8vyTZVtHfT05OcHY2S0EN5xx++uknnJ6eprUtJUxNJ6hyFV00NC4XvRf1GnSs+0Ht58+fJ5LRISmvyVhgvjgHw4OMtFYv16Ikge6fXNfuWCwWOD46FTJuNqlMpZxbinjoi7RtL/mNbEfvCb9aBecsrCW4ChLAqQysI1jHqKyk4pwDqkpKGZ0FKsjHMcES4OLHkARnbG9q1UY+JiJuDERNDqpKHviUYxh/VjBwZOBMRP4Qw4FBsYuWfgADSwGWAgw8KifXN6plDIxzgDEw5GBNbrFeouT0nVF2AtNxHY/HePToUZr7FxGSX1cXERHGY0Htff/993j79udB4mVAnveLFy/w7//+75hOdhFi0MgOKHBmxnw+x2KxwMHBQfp+iGhYP2dnZzg/n6OqqhS8+vLlC2azWWeuqV1Ulgd+bV2kZW1aMtVH+z169Chd55B07SiP1WoB75vIw8adgBYzS8nYNeTGSJzbLtdVyg/lCg/yt5a/1ZxLEWbjByPNd12qquqXyd4qedBF90cUhRJiiZwvXriaVWqK7LbAjbsOSLkGbeosZEEhl1eo4VxyCwytXc2a99ExQyjZMiBTSnmtJepGje9ymyHjsHSwctY8Y9I5QMh3ARDxvc18AzGrx83GuKVnYSjCzA2YSX4GSrwNuq2zAFHVCYBRYJAx0Wmhq+uI+1oq9RUkPxflvYpE0mzgWRLaTEDLSHOcXDfzfdE7Na2VuH77Gd/RaASCRfBA2xAWizMABs5RzNhmCSFgb2cPAQH7+/s4m89gTOw6R9QJ7+s51m2Lo5MT1HXdcUCGOJsolVQYMPvB7ncXoQr1mNrFSOWykqkhKce3bduk//T74+PjDTRIua8eW36ayO0SUXIkiS1rLDx8p6PSfRJjTCwtytJHzwBSJiP6gDp8a957VFWF8XiM5XKJpmmSAw0AoXds5xw8aYkvioC/AeCkdKhthIw4AKZyIAPURhFZwsEzIRPLOwUVZyDljZmJOd7fNRKdW1XcFXWf6ZXCa/lpfL2DCGAYsGfsVnpNsiY5ootCAJwxMNUo7xdWqTsTM2N/fx/r+QKrVYPpdLfXjjxEQu6zRHYfFCTTWx9DZYWlaPCgDMTu7u5iZ7qH05MfUdc1Pn78AsDKvXEbf8/Ewq9fv0Zd13jy5AnOZrM0lFaJjIpzOSfdu07OzraOcXmtgvQTXUQRiRUK++iyAJUGVZqm6QRR9FhD49H/Xv+vnF163v47Xcm6L0I4d4ObgKIr23Ydu3USCJsEy1eRG2uv9Xp9r+DQ2+/k6yEiHuRBri4W2MJrcV0JoYExkm1ivj9rVqWE8d4HedBFt1fknWdhTAVjqsFtpFZcAqbWVBtZojJDCQAMD8QW3M7VmE53AVwNNVdmzTevc3j7PhroMilLL9QoGjqXds66yKltCpRPYqi8R9K2LSzleTFI2gnhU1BUlLYcJ2fBQYzkJkLYHXW7VVnq6YeboGk0cHNV5MvfYZCHEGCLjjjMDI8crCyf6VWN7rILirUWxhjM53McHh6irms07QpVlbPzRC5yYWXdcXJ2AgLh8PAwOpIZCTAk3nucnZ10GpGoI7Z9ncp1Pn78FM+ePb/yPZaBqVK2OU038R90HNbr9aAPYoxJnWq0/CLv3N22jUgcQ26AgvTui3S0u9xe6Dr+eY7oXFdk6P7+fu4y1Bv3HBCwnX31/64ysBYJdfP/s/emTXIkyZXgUzNzjyMzgSxcVdVskt2sZs+sCHeObzs7///TyqxIf+ByKCS7msU6UEABBeQREX6Y6X4wU3NzC/fIiEQmkBGIJ5JIZITf7qZuqvr0qda+jErrsC8OOl/EnmWjfMDDjNhPj+Tchuzgndqtjssj418phVIDE+O/8QwhQmEIhfasIe1DO57BowjGEMpJiBlzPzkCIF5rCZDk7+qUffMhtmgIi8UCP/74o38voV+mRWRiMEICKv/xH/+Bn376CW/evEFpDESMmkbmqNZarFaLeA3T30CfidPBBYbQHI8enW99jsIgms1mvc+H1h0rD78JkrASjZyx5NhsNluzifksX2wRM60FXm/CrWdR6wf1sNCJid6MzUsdnaYjbgMbJsvrz0/OtBh9/kYmZrtCJU5FTrs+BBAR1APO7h9t0f5DJvm54yMsGPkBgMmk6DF2BGl2jFkyYF6Ez2edGICD47a3rCD9f55ZMkbHiUTadjg/1iG6cRpkEkdzOPAwnsWSdcfozHIdNAOKggjCje049w9aa7SujgyanBGlqWPoOOcwm02wqpvotBArn5Uj9qUD6AI5UEDFADjZ5qb53hADZ2ydIUbOkE7NJ9KuEbhNuj4fgN77WIIdHMo2/F9oQbCW4yTbO6mSQOCEeZaO+SbSebQSdl2nO5VqO0Ar3wqcgKZtUZYlVo0FdAF2Do1jNIsV3i+WfuzozAGyhKKYhm0xrHMwysJJwIQBrb3WRMsOCKLsTettlZRCyBC/urq60WFKHT151mezWRRwTRkxKRMx1eRIbeQ2gZ1e6cEAK1CCPMNshO4dqhVgndchAnxA4YByQWBmVM0KajbxQQDoHkNCOYqd7whBbNh2LcaV0WjCm6+YzVAzo2pbKK3hAJTF1O9H+e0wM8p2Ds1SKmxhjAKFYA0AFJPE5QyHw0r5xgCsYcFowL4UKojedGMw4AHaIqPR6dyI0LxGuBa+YqnWno2jCKACAANTdEHaNrz3W63w/mLhA/068bMbi4IKTE/8PVsul2DVMevSOYhDpxslMIZiIDPODbLxMz+ZYrlcdmyrpMyrcnXvOr9+9wvcWwft31K9TRUFwTm//8lEh7LI/txJKXkXpiw/P6alTEqOYbVaxKBVelzy/1zryz9vXrBcKSTzE9UL2qRBKfk7x9C8S44X6AJGY0yePhvIrn0PAEYxLDOKQq1dp5tw6yCO0Lg/Dxwz4EfcAgMvlm1LZWIXxLs4jkQI7hDHbFmWD1oT525xtEUfE/nrdM3JcE18gXuWiwHQbHypA10wtWm651YE9hi2y2aR8+UWma5OTpsWGjyRn1DXoYNFemxjjk96fKl9yJdNJzBD5yY147mNSSdfXoiRoU2B2exk8Dj2HZtsrHMOJyczOOfvmbU+cEdUAKEblf+tYBR174Fw6b0mxEdiU25ylj6Rns59BHA27g+dDTAIHagG7G86JvPP5aKNfZ/qX8hyRVGgLMtI1QcQhVwpBF9SMDMMKaxWK8/KY4bRJQpTw60MnHVQOogks4lnxcz48ssvsVgsUC2W3XkrNdjyVu7iMvMAACAASURBVM5zTP/BWov379/HZYuiiOVVUo4gndvk85sCRamOV2rDeiWr2fJt264Fi4A+G8pZH+B68uRJ0CHaeBgHCXlHSNBNMBTon81m8bmITnAYkKenJ1guV4ClrmS00FAa0AZASDaI6SLynxP70UQcNGx051AbGexpgPkB26IhfS2EAJQj3xLdhR+lAG7CWE7KkYXRNDZ/YLZ4/uwR3l+sfCerkaEzlmxBUhYJALZX2q1jCVxaPik/9eqqvy05X7e+z6aq0DoZny2m0xM0zWKtPCz1cK6vr/HVV7+BtRbv3r3trmNii9J3ayqMnCfN5DqK/ZRzEz2slD0s5VLxfLJzzK9rfm/S/+fzQ7HtEsS+Sa/nyZMnvePZBrcO4jx0ZzBmvj/zmu8jPhWGxof1k3GhyCOYsft+RpOkrXWHNxgWiwWKiUHxQE3S0RYdDmTSIJMEo4q1QKt0xxhjvHTbWmeieOfEZ+79pEv5zg9JGUZ/ItQhzXanTJzcCdpUJ586OZuCUGMYY/D483VQSsMyQ4UuNwcJp3q6J/kkr6qaWNYm5VRjk8LuQ/9rpwnbTSwdwjpbZ4y98zli6DYQIR3WqUMwVNKbOk4CR11Qzkx8eYpbraJXaK3FfD7HZDIZZMPkdiUN1H799Clmsxlev34J51oUZoKlawCocM99IEeOuW1bXF1dRXZQPMaenegHjT3zz2A2m+Hi4iIul+rsAIglY6ndyctHxoJf+bGk+06Pb6gsq894HC79ZPaMKoJnHDXNSJefPYfCBtvC6L0jnHOxi1mOQht8+cUjrFrgl7dvAADO+mANEWGx8KLchfHraw2A/G+jAAt5RrptasdQoCAWjDjeDkmmQ6AImMCn4HzYHtAToKn6gQGtNZrWAhIsTe9d+P3y51+753+HY0gDyh0Tp/teAh0522Q+n0Nrjet6ET8fs3VyHicnj3B2dobJZIKXL3+AbVYwpozjrLsKzs934MuOVqvVRls0xPxTSkXdpv659m2B/EjAsku8bS/QnifPNv1/lzI3JoIiwq+//orFYrVx2Ry3DuLsq7HbzITostx+ub6Y1RFHfBjW24ZLlF6eyfsQtXXOeWE/AvQWjti+gTRQ6PJTH8bOONqih490XAJJqQUNt8iWCYJkhYayxczcowvLBCJ2LrL9ya5s1ydOFKq2Qak7wVFmhlMOynW1+sLMkUyrZL03ZYNSJs7QMpuYOJu+S7VfuGmhTQFAoWl2yzjtA1SgkQMh0cWqN0kHsFZmQkqjayOtw+++fXAANrYIz7FNwHjbKdzQdg7vNTIIuQfOObTy/+T79L6mwYzUoUmZOMy+7MoRYMEd00YrcFIOsFqtsFqt+vZDxhj19985TtOoAXF+fo6ff/45sCbk+dNgVgC1sTGcDyp6Bo5Cv3OdBKs5Kd9LHR2lzKD4sThKSikYY1BVVS+gmXb32lSimV/XFLm+T44xpyktb/TrKThSaPnwAsopk4qIvP1IgsvS4Si9VqJ5k0Lu59uLBeq226bonznqEghsGdqQZ+CoUCqjA9sm3s+wL3nOgM32hEb+v+mzhwjnUJBCE9hHIKAsDWRoN00TSyyHOjcpxVCqRNP4d7sxBq3tOlgB3bi4KaAcu78lXeuWyyWWy2Vve23b4jKIEd/UFCUdr0QOv/vd71DXNRaLS/z6669YrVbZmPfvvdQ2iC0CfFBHyiKF6StMmrSMXeZF6bOcl1LGAFnKImPurXNTsDy9vun1GAuSDgV8xuxS27aYTGZomnYtiHUTbu0vHmK0dB1BzGo/41VHPEisB3Jy3LXInu/M4PdZTg5PTLQ0E9gDnIT1cbRFnwrpeNw8kbFgbtcmDpsyvN7RKXtaVZ6+7AMd6XrWWtT1Kmbxe9txKlmmjhTorrVr52htygrlk7/USUx/cshEP61Lz7fBzCink7Bci6dPvxo9jn2FoQKNXQ9Oaa19JyISwc/udwoir68ArE/OXMqc2YRdGH8SY+BkvV0CRZ8JJABKzCDqHNF0TAxpSaXPvqCxLRrbwoULyJSUSmXZ4dTpIaK1KF7OBHKugQKjqpbwelkGXnNLjm/chjnn8Pu//bueI6+1xsnJGZhpzRa9ffvLmqB6elxt22KxWMQSjb/+67/G6enp2nI3IQaqMxZhXlqV/oxl1dP7E4/Ftnj+xeOdW/s+dEwmk0GRVGlVD2CjXU+D+pYdLq+v1krsREg6Bv4mDlRYqJJBhmEUwYChNKA0QKr7UeuPc/eu3fVW7MGtM0p5Rk74MYxoS4iAsuxEzdMgpfwe+n+KTe/n/HsRSE7tzBBSVm4q6MxZMAjIgxYal5eXsNaGUkUbbJGOz9WmEAIz4+nT573ta61DCbbq2TBrLRaLq4GtdGjbFqvVKrIDv/rqK5ycnMQS8HTusgsjJw9up9vaheFzfn6OqlqiKDRmk8lOccnD8+huQCxhGfy2n+WOy+1LpPeIB4Hx50sEDSkasI/WTpq6/R0arLUoRiaTDxlHW/TwcaMmTsqYClkh29qYxZaSoXEGTFfW4JczvY5T1q53PRhznOQY5LcEhtq2jeyglAEiSCd9Q3o2QxObsex4Pzu2Dq1L1HULrQlXV+PtRvcVwjhKIZO5otBomo6l1SG1AtyVvHII3OAD3hFDGhJ3hc/AFomNds5BASDtA+ne8eoLh445VikTZ2056i6jCBCnYy0tG3LgeD/zYAbgy4qlW4pzbdhWZ5+sbeC49d2YeH0mQGTw6pdfYtcnIoPpdIpnT7/ADz/+gLate47aJkkFcRTl+JRSeP36dU8EdFs2f54pl3Xz8q2hZfJyq1RzZDqd4upqAaUULt5fhQDXVoe0Fxhz6I3x97UK574JQ8L8gLAMY+Qx7s8nDzyTVIFBDjAg1MRxzADBno0Fmzn5vUswes+gklIiAEEfrf98p8/rTdgq8JAFX9qk09XYtlJbJEhZpYr6gRwir0Xzz//8zzDGxI5U6T3ytsGNnpsxJa6urpJgiMZ0OsU333yDf/qnf0Lb1r25jhzT2DVItXKKosDLly+jDUvLuoeYNEOQ5XI2ztg7oM/MXMdsNsPl5WW0/4oAu2Vg8mA1cTZhmwnR58AzOuJ+MF4apQGygRnTX3ZsG3cBds7XXCqL5eXmiPU+whgDthYYafn8kHG0RQ8bo9deNCVcEAsN8JMOjbZ1UKqvBTE8IbaBQivOkYVzDKAIQqC+Tatn+AxkpMlBOk7kk+y0W4W8r2MJTzKZEEc1OouEHtsnd4zyEgoRKq2qClprlGWJxWLR26dsY3m9gjIKlnlnAb99wHQ6RX1deWHqcA3lPlxfO0BpMAEq0G0YgCMNRYAJ96VMHrpe1yRgO2dlU/lB6hjdVKZw1PAC0AmWSjCHw0VxxGBF0ZeFS/QXQrzFKZ2MS4JSGqpya05SLEfhviMnf0+nUzx9fI4fX/3sHY9GgyFleQrMLVgRFtUqluhZANZZKMXQEL0rAyKCybLZAKC0w2LxPv5t7QqAxuXVZdTvknK/Ycp/XxRU2ksz++MUFkfu8PRKuBDmTSNB7yGWX7qd6XQautn4UrQXL17g559fd9tX4vIw3rx+jaIs/fJVe2AJLgVTTMHuugvUEIMUY7G8wqpawBQlmPpi9pY6lzC12y64iooMSCk4EEp1ipYdCqOgDaMoCEvnAFJ+TCiG0X68GChob/7W36mJnRm1cQdoi4xSUBZoyaeCHBF0YUCtPM8WpDo9KJd0PPTjgKOwNDNCWa6H/C8NujpT9MqktNaAS/Su0uURNxDXV6wjE+fFixd4+fKlZ/QgYcHHuB6jdQ5t3cS5kgldqsg5MLs1O5AeL8C4uHiXfO9gbYOXL1+GkvXugdC6L3g+BGESOedi0EbmZPk6MThsbW9e1D++deQ2fTqdxvmatRanp6d4//79YMDs9c+vwY6xWq2wXLZbB3CAD+xOtSkj+KnRiujRAF1vGx2KQzQaR3xEdPO2rSDP5X047KQUmENXjY/d3uMjwGf+j7boiI+HXqBWqbUslZ8gdKVVN9WTC9IJGpEJ6zfoal768G1ju/0Kts1yyzn0gjqMXhZwbZ/JZ2nGPS976Dt8Qg93cA4odHFjFngfUdd1rzQOQAjChQlmmDimcydN/uoQEczQbd409ne1DUMBnF22+xnbovRpTUvbiDtSguIgXjo8XNcyt3n5oYyfobHx/voKzBw62HEI3lp0DN91Da6/+qu/wrt371AtOmd+SC9jCMyMq6uroNujwEwANWBHg0GWMabekA0Zc7iGrGQq0j6ENDAtgWHpinV5eRlskYw3Cw5B78ZWoKhPpQ+KhSPi1WusQGgoIkhb523YBmN/GwVoUoD27asNAfNSgQhgdtCkoJxfrmUHpVUyhiykwcdnbYvIQbGKHauAJCg8cHJrOiw7OPtSOpT+nWoVbZqj5Pf+6song5l59B7kCaOTkxMsl0tUi+vePscCLwJ5Ruu6xuvXr5PgovM2aQBjrKGx5/0+bFGb6A1Jh610XtQdf7+cbdd50a09n32dgA0d9UcraTnis8JomUz+8uE+JRG4+65VMl63dSb3CUpt1vl4qDjaov2HOF39EoFuojUkUCjf5egHYbrAhxgMceDKkD1Otyfrb6LtynoyuRBGTVqyQUoCMf1MOZAIWSaOZzpZkcCEz/IVsdOFc10GcTqboWnXS8QOCc45zOcnqKqO8j2ZTDAvFRYt964dkQ8CEIUWtCHWPubIr7070mDBXZjAsdtyuLdrZ2hFsfTJuXVHWBxn11q0bn3Cn76Le2MeXUmKQL6vqqrXfQXoO1BjDvdPP/3g9zmy/zH0AkKwiN3yElskpQhjpQR52VT6fVmW0FpjuVxGp0zYAWJThU24yWlau4YJ04CIglBrga+//hpv3rxB06ygtd/Xf/r7/wP/8cN/oK5rWLveTn3fUVUVJpMJzk4fY7VaRbs9n8/x9OlTvHr1au36pTpdxph4b0xgOfeCQgRMZ0BZAk0NaAew9hQ0Q0DBnUC/IbX7vOYzsEWKQnLPASCftmMlFWoKzEUcRyePZnAO+PXXy3gvjeq6SaVBilxTRz5Lu9Kln8v6G481sRvv3r278dxy9sqvv74J5zxsE1KMf+7tT/duVEi7fIpNy4Mi8j4dsnmTySTOrWR+JHZYklRyD4auUVEUqOsadV1jMpnEz1PGj2gQAQpnZ2dYrVZomgplabBarfD7b/4Tvv/++xjo2QUfJGz80B3CzSc38MByZ6AOsBPzER8ThC0n1cOGU7pW3dWxpDWhhwaOGcmHi6MtOkwMOTCbXsJjOgXrUPAMnAZAX/S45zTSkLbF5u13pQUqih6LVgU7iuVZOWQZrTVIebHK/Ly7wI+veXeujeu1bRuZKMBh2iJB29peKZ21FstmOMBG5LPVvmuRQ79A7yNjiKmTPG5HW+TRlRu6yG7VoFjeQDc4mkQUg57b2o4eWCVjvytbHNrP2HdbJ2LZANT6H/ZCyVIe9SHJEykhk/Exn88xnU7jmBkK9KbjyTk32E1pHRZXV+/hXIO2bVHXPrj6/vJXtG27twnpmyDBMOl6lJaUXF5eDgaK03dDijSo74WyNUj7ahtGaLsQVlEMkFM9G9LfWsIy3oTPwRaFuKgCvGh6CHwNDau2BZrmbiNY+/fsR5UyyFO1TanTJowFmYui8Jo/SqEsy1Fbk3Z7uxkOTeM1yyQ41LatZ0tWVa+EdlscbDmV1DCPP6KZETkEat4RDwdbZ0elW1X/xXaXTBwRNQW8sOihwRvfh5ueOdqiw8OYk+2dj+Fvdyt3kieGIEE+yaT1hPiScqp0H7m2BoDYPjTNtjZN46nuSnVZJOeC1k+us1OAiKP2jf+q+76X1CGHpq1grUVZljC6BMhhsVjBGKGC79sE8mY0TQMyFJ1D3yFMY7n0nTGGxrVcjrQ0b3RyPWQXtrEV276P8sfyaIt6UEqhdYACwTmGhoJlgEBgBWgGHLgrr0rKjvIx35Vd9jW1Nt7/ZF2w18UR+zA05omCo+aG7c1WyVgJ3mQsw+l0iuVyOSownAeQ0uOSwG56rpIJB3x2ezKZwLUt6vC5LB+OHI8eneHi4mJNSyiFsIcuLi7iMZ+enuLNmzd49eoViDS0JhilRgpW9xUqdtuSYLnWGvP5HNfX1z0G1RCGv1NJKYh/tloLNNcWJ6UGEVCEYJGR2vFBu7OlnupnZIuUAgoQnPNpm6EhuVrVa2NVcZSt8QE1+f/APlKNvCGMBU4/FHfLkpd5Ud/WTCYTLBaLwdKwIaZSeq51XfeWA9Drwha7SaLTGuxfp04jKN9OCkngLJdLMDPKsvQC41WFV6/eoCjGml9sxsONwnwgJF631bIDxkFtGy0+4oghbLJb+XcEz7wY+vwuDkUMGwA+wFbcvhPP5OYFPxGOtugwIPcwp+ZKRtBQ150pd2By3Ys045nqyABdBxVPHU4nKyr5f7d9yRbJtqXMw/8NOMeD+giyvCEVutWoeEwqZIz62hfOC7OOiI6m7ZClJbFWCk1tYVUFgKC1Q2MdYABHh1fCMC1LLJolHp/4dqqOgcWiRmEmviRFM0AMDV9KBXLICw02OvA3OTJjwZpt3yV51vvQbNEdOIIKDg4qaOH4rjvMDOsUHAPkfGDGgqBJkjRS/uSiuK5zPuuqQ3kSiKCVhutRGNY7K/nfvpSKQJBpvI6MTgfH7PUWWEqiPDW4z5Qb1o5IO9sxcxARdYEdEFhHQRtijRmIzg50ZVFJhzuEbjuuX+6RlyporfH82XMQgNdv3uLq6qoXHC9Lg8lkEo9DgkZpKVBfq8uBGahri7dvV11wCwxrAQd1QAEcwD8DLap6ibmb4qsXL/D27VvUi2sYJoABkjkTd9dNOd8pZzI/ibonYKDlCZQpoTRgDFAWwLUFTAEYpdEww7IPYprcft12vH0OtigTsVcamMOicRaODQpNMFrjYtmgrf14U/ABM8cODUog2B8HC1Bokx3erWSkEyLBJIGLVGR8rQSLGZY3t9pO5zUaXZODboGBMtJbDDBJAqVlTZ7h27cV0nVKxrwxZW+eJbaqbeve8Q+dU3LE4bwI/+2//XdMyxL/z//6XyEA3ekLaU14//49ptN5SHAZVFUFY0xsae5tlJSD+X01TRNtl9JeCJrZ+vu4Aw42iANsU8KwSVhrj43DEQ8Wo4yMtRfU3emj9J2Cw3uuRavjIVNDj7bocLBWb839VpcSSNmUmU7p7cLakAnVkGMk2827MMS25okIsZ+gdfXvQ+Ni6FjyevI8ayetymU9OZ60U5Uce55lT7eltYbFsGjyvoOIbizx8CyK+zqAD93A0RbdBKUUYH03GU6DrCqUQxCgtALYgds8a5vS7xWEVOfHNGADi0dxXzxZkLJ60vHjnANigkbBWoYxQ5pc6I11sR1ihyTQK47TYrEYvAZih/LjEG0bsW0+oOw7aBH5PkUA+tdtgKmjtQaH0FPTDGtovXr1qscqFPsD9Es1N2W3/TrmwUtD3AZSovaf//hHaK1xdnaGf//3f99YvsfMqOsarHTvO610CHwBFH7K8LeG18PZvlR46zPA52qLNIwPpChCDX9tv3w2w7tL0bTzHoKMmU3XfRPbLg3g5OyVbVkh+bzhLtk8vmW9jjYr77Yp+xsSLU4Dw2kr8ahZNnBN+vo5/rPZbIaqqtAk5U65QLTfHqLdk3uSzs3y+aAcg2gQKkW4zaX7TISNd4/YPnSn8Ig9xWAmcODZZBvaLd7Vi8oGjubh6lDsB462aN+R3g9rAQqqACpQbXsv7KBbwa4/we0mTevBFnGChpy/sYmyMWUsdWJmGFMCGO/GkAaOAO+AVpUvjbAjTJu0tbgcXxqske/quu4Fb+Rz5xw0ESwzNHRPkPBQ0DQNWufg0tJYCrIp5HVTpMwh6qbs4vdss0566+44Trb3tuiOrodUKFHQs+AQdPGtlQnkAM0ES90Ln5l9CaGIh4PAKrQsZwenFQrjRTJZVrPrjkn6uzseBXLyzGk8f/4cb9686i0j906CzHJMYou8zeiEuJVSuLq6GrQ3Y04hEeHx48cg8tlpQEq4RRx03TnMt0XKd8WqqqrnuKU2MWc7po6Vcw5ff/01Xr16tRYASkvYKLCkmC1osGX6/qNerbBarXBycgIK7aQJgS014vgPvXtKo2AKr9lVKAXtHEgrFPCzmYIYShHW0lWyi3sohTpkW8TMUCC0zLCtDwK8u3SxVJOB2AFvUxnUTSVSRATbckr4i4xj0cq7CUPBG05Kpc/OzgKra/sxRqThO1m6KLCdlgCm+0qZ0flYn8/nIKJoxzwzuR+sSu1bF5CRuRlweXmJf/zHfwzb5B4LKF3Hs48tiDoWo1Kq68pVVZCXc5roIyJoUrBsIZ0sd8GtgzgphfthI3ea5O/kswOutTziYWF0xNzzM+gcAdCjL+59htSpPnwcbdE+I/ZDSIIuXjum/xqNwpywAK9rYqQv77pexWCKTJjS5dNJRlqClToxfhIjNfEcygy84+TZM1K21D1Yaacpxy1gTY9FI+/3NNNXFEXPiRIWENBpXAD9LFmv7EwCOgMZ/H2HkCZWtsJJOYdtGVoTqpaTUg8/CSSiKGC5M9dyaPHcZqSO09Y42qJtoQC00k1GE1rHIQPr7yuz18WR5xxIbAJ3z4PjFgSvyaK1waKpYJvW6+2EYIeMnzSbm7P84j7ivbNYLC7hHPWcs3S+HrvbhA5ynvLfxLLLi4sLAP2ypBSpHmbKvAGA1WoVj6koCnz99VcgIvz4449o7QqKTO/4UxvBsGDbiR2nxzuZTHr7SpmPcg5iQ3/66ae1MqtUV8f/LcFyH1g+NDx69AgXFxd4+fIltNaoaps8Ix3SxICwCKU8Jf3eEwi9c+uveWiqRDck9Xe+tEdbRBrQUGDrry8XgG0Yin35mg8m+ABMX+cF8f9APzGkVRcAiWPHMpQOjNoQ2JPSozTJ022fI+NNxpGM07FnoKqq3rFtAxmbSilcX1+PLOMi20/2nybAmDmKeovd/f3vv4FSCn/5y1+CrQhlzdl2/b4B5zpblNqMlMHczZc6m0hsQVTGQHQXOO8CTelxMSw4ROV2DeLcOgpzl5Spj4vQ4jk5fK9pkL2o9iJAdcRh425YODFjoW7R5nEPsL8dJo62aN/hJxGM9J7FoEvSNSYPWMhnaRZruzrt/vryvXU+UNNvNqBHxQzTiZ9WRZfN5q4D1XQyjcEe/1mBspxiMpnFc5dt5BmwNNsPIE4KRTDZO6KHNyt/fHqOmhssqhUurlew7EDKwJGMbep1LrqTkT12Gbe5vPFYjrZoFygEQWrrRY5j4JUQgnWEQmtMZ2XPCSDSIFYgVlCsYZTG45MzzGenmE9nnqnlfFmWCVolxhg8efKkt/+03KFvX3xXuOVyubHxiARr8mCKbFswlhyx1sbyytRGecepip9rrVHoElppSI6fs2eqZzugu5KEZLmvvvoK0+k02AwFrQv87nd/h+fPv+wdu9ieNhFDTsst0jIvX2LhA+CpA3Yo8IwuRlVbrKr+HOkmgdv8/SKMUqP8s69BKAgwzNDppjK30CHYkaMtuiX6mlVyPyaTCc7O5r3vBtcO7//pdIqTk5Ok1bWs2M0PyukUv/vd7/Bf/uEfMJ/P14K3IsR7fn7e+1zGk4y1bjx70fVt2Dw5xhg36XMpZVZpkitNbAFA01S90qbHjx/jyZMng9tf/zt9vrwtKcsSz549w/n5ebRFJydn+B//43/iD3/4Q1yHk6D9UMBdEMs/e4G4jxTE2Z8sWt8RjkNim5KWI464a+RRX/k9OJzuhuIbX95J9v6QINHuh4+jLTpEpEwTQZ7BypE6YPK3OBukxrMx+aRA2l8Suq4JRhso9LuSjCGdfBERpGMUM8M6L2qaZ+SGxppMqJTybcvz88+vwd5T4TPIHZkUBQwV8F1v5JrIPf6IB+Sw5ggNgrrF0787HG3RGLyOQVf6IBdcmsTLsBNdhxxEOmjP+O1MTNGVOyVlEqKrkCLNQHc2oUFfSa/xznf4IcXxZyi4m4/ZlGmXI2cXyjF98cUXvYBIWZZ4/folXv780jth0BjrSpcHlSSgw+y7S11dLXrHmOvepM7cdDqF1hrf/P6beA1zNlR6fodkiwTn5+fRFsv5CnYJWvlAooI2wc4rhibfrUeBfDBzo62xR1u0MxLNl/Boik65LgzqtsGy6hoDjM0XOv0tA2PMRn0cY0xkX5VluWZz0uBovo88wNL3XSx2bagyZovSeZL8DNmi2WyG+XyOopjEY5tOp/jXf/1X/OlPf0qYw8PXYl3T0NuPuq7x7t07vHt3EY+xqiqsVqted6z02IW19Nvf/nbwu7DHUJa7O0P5M9HE6eB1RgY+G1ruiCPuGSr7HXEfsRalDpI2XE6ne2mPjrZo/+EnNP3JpQ46Vo4Aoo4+Ky/tlPLrdRn8DJdIQSmC0QUctYMZrDyDROS7HPhaal9TXTc1gHot4JOul2rW5NuUsifp5CDftW3d09SQyVSqk+OcW2sfLMt110uBjEZ7cJ3yFC5XSzBpOCYQCOQIUF4LSODgtVScIzgA5YcO8KFSg9tUaR1t0XZg30UGCM+zUuCgj8Pse0spVmhEhg4KWkupDwMUyiZhUdUO1pkwRuDvgfadklwYQ1VVBT2FxLlh0eRqITfOxmeMQdqXRmjL8P20ACDYHUeBPTgOcY7mc99xJW0l3jsOdHbDugpvf30FsIEvG1S4vr6M1yl3TnImkbdj/ey1ODWr1SpZz2uRff/9d9E5zYVNl8sltNb481/+3Cs/TfUzfG8qB2IDtvbAWowDF1dXWFUtzBxw1LGQAMDCQaKMKWPLhWAXlEHDiFpnVvkSH6Pg7Rq50G2I+nYju4B+bwOdVzfgc7dFCjqeG0GBwaiZoQr/jDYrhmOALeBEbA0A4DW3CACH+I4iz2paXNe4an2JZCo/4BoLQEU78+233wLoxMTTMSutuC8vcxg23QAAIABJREFUL3uBnEIVa+fQJJ3kmLszAUKYWa0HXmJpEfvOet1XBGM0ptMpmqZC0zRrwsb5NqpqGeca/nuN6+vrUCLlMxxpOXNqizpBdoe0I57/3rP3ZFnAl3797//9//kEmlFo2xplWUI6AAob6KeffugdY2qPiNfZy9vig5g4+5H9PkzBsiMOCPc+cwg1q4yeM3Eo2B920dEWHRrkhZ/+xM8HsjwpA2WIrUNEsUxhE4NG2ld2ZQNdO13JjOUBnDSzJoEWEQ2U/eesgXwil5YopMGa/Du5Bvm5y/a5bVDQIblMHloVYJXcd1pvN5/iNm1X17BNlluWizjaoruAUgqaoisADQXFCo4cHI0zXdLPJKM8m83WMtq5XelW9OwabSj+pOt1TonXz1DU+sAPq1gaMwQ5Rtnf9fX1jeXKjx8/xqNHj6J4u2+j64tumGktow/0HRn5vwgiC/NviMEXA0bWt/it63qtYx7Qdd1KA8xyXp2NUmF/SO7h4YAdgXYwMOkz5+/HHNOQIFPax3xKIhSQ91tg4fR2iqMtukMo7UvXTLABwpQZwk3s37FlBW3bRkbJ6ekp5vP5wJrrYNi1n7F9EtHgvCg9pqHfzIzFYnGjLTo/P8fjx4/j3CQP8Ax1scqDKgAwnU57x5zaqpS5LMfYtu1a904ZS6nNSs9L9t0LZjOPXp8xfFAh6IPOfsfs1M0UvN2o3bt3lznicOFjvWK07vK5uNtt7UO49bZo2xY0Qll/EDjaooOF3KlW7luPsu5b/Uo2Rxy2/kt8vS25TBaGnB9ZtifwyS3kOdBao2nawTbl6XMlnSck+z3E8En3J5+lxycBoDRoI8eWP8OSMW+aBo4syBRwI2UV+4x0cudLOOTaiIBiEDXWIYBzF/HnbS+jUA2OtujO4Uuqwv89xcO3CifJKlto7TUUrJVpt8+y+9beBtdXSzDLuHVgVh1rJ8nSih1J901E0PD2wCI4K61F61zIDrdQeuo7qxDDufVAa8rES8uPhlrkpri4uOicHAcQCVuPUFU1ytIMrpuOFWst3r9/P6jLM7Ze/mymdsyXAJlo32Q9EUhmZrShi55zgOXDmyFdXV2BVN+O91g3ScIhD6gVZYnVyia2TLqwcQjA0DCD8GiL7hQKQEEAO8+08xpOQYPGETT780yZr4AITme6L+SSIK43UHHOHMaglB6+e/dudAymzxERgXssW49CGh4EVi9b61mKRFBKo3WIiad0u90z2H0un3kG0XpwRvYtZZf9hgxS6m1grVej32SLhKV0dXUVr3Nqa4nW7aUcaxoESgM+Y6xnKXVkZjRVAx6wadvg1rOoh87CcWQ312jeGvoD1z/iiAz3TCSJY5X2ibWyPcY0Bx4KjrbosOEAmBDA6WfNVXTi00xwHjTJsz1DGfUhMPMa08MYE52UHB39txPpExZAnvXO6cXpBCUvd4jXodeFoQ+vwdAvx9h0bvsKxRm92xEKQ9AKUA/A9B5t0T3ASuv4ThzET/YVREvBl02G55/a8NNAG4cvzk/RtIugW2PDD4OU7WV9owjmgD4O4DtBWTBgfanL6ekpvvrqBZwDjJ6GfXpdmiF2T9eVRcXudGPjeYwh48/Tb//Zs2c4PT0dtUU5c2bIOcv3k6+XZ9rzY8rXV0rh8eMvcHJyFh3faD8PrP1R+swIiqKILM5N68nvGMSBZysZRSj03Vynoy3aHgpyP3jt/sj/xxDnHuQ1cRSZQV2q2WyGJ0+exGdjbE4iTQqAPvO3d7zK80k0Edq6xqNHj/D8+XMAQFWJdtc4Gzlnx6Sf3YQ0kCK/z87OYie+oeuT2hRZbsgWpUyc9EeuhUDs5qbGFW3bYj4/xXx+mh3RbmGZWzNxNinfP3xkBuwhM4qOeNBQsHBJDeuDxIF2pRI45+BuGcX+9Djaon1HDNkkWbAuK9YFctIXef7CF+bNUHZ5DMwMggOz197xKSGHpvEF8Xn2UrYvWfY0457uPy/5yidFcq4bgzBSshEmi8tlaBOqVQx0ED3cwOttQUZDNQkbSwNtaBNLhNiZ6k7KqO4cR1t0W8iVsqFk2WJ4Ku4DJB0Tx1ngelGjMHP4xLQLIhIKYBttB4AYbJWOcUC/TW3btj4DrjSapkHTNLi8tgjd0L1eBrmN5S55gGgs2DrmDEVbBF+KtVo1GDJhvRIC6ko5820PaekA6Onc7Io3b177a+m3BMDBWl8IckjwrJluTBNRfDcAAJTpidYPOdRxUfLi3f6N9jFwtEUChZS16Z9XGWvA8BjVkXHS/c7DWvk9rus6auFsQs7WHRu3JtwzrbUv01p5W6Rj6/p+4Cdl4gDrci3pOd8EUhzKOz2rsaoWo8STPGGVnlO6jrc363MWrdUgW1HWHfNLiAgXF++8zSUFumVS69aRmKZpNtbnfWqoHeh0u5uHw5t8HnFbaJkG7PTMrSGj1qc9Jj4UCoBzDZQqDlLYGM5BHW3REQ8FG1mqCtb6iXQX1PG03y4rbUIJRp698ToTRDId8xMVHQIqhfFjoCiKKIqcBluEsUZEqKqqRzuWzFHM3gaGj1QZDHW1yCc/aVbKxRljv8ON4lCuQSVoTVBh/1HXNbQhcGngFDz7kR0MpAxBf7iQcY4dyrKOtugOEK51DN7q7n1tQGisFxhvABgHOCKQApgIdWXBws7hUFrpLAptYEMZSFfW1C/PJFAg+qyzT7zDrtC2DGEhWAs0zTJ0bGYE3wgMi1KX0LpAVS3jtvIW1NZalGXZd/y7pWXJEOgFOjsmLY1LLJdu0BxqrVEUvhvXcumPYVNW3outl1ErjNn2nMhU60ICXaKbk26z54AqBsPCwUAXuivxORAURQFmRrWymEwmKCcTtI0N9tqASMV29/55JJTTM4hWMRGDVBCbJv9uaR1gaAOr8GiL7hzyBE+JAA2UU41lVYMMoXBFeO9a6LLE2dkJXr36BZgUIIgYcSh/DhpQ0rntzZs3gJEH3geBEd7PRVICJBhjvUnw0yUliZq5pwHj7Ukdz6UrGeUQR/CCwN12+/tlRhjT492kgC4IzSGn5ZzDfD7HbDZF29bBPvZRFEWco6QC8mlQqWPU+ERXWZYxgC4lm6loes4cShmV/fMKnzl/D2H1zoHpWwdx2rZ90EGc+8Ph1FsecXf4oAAOMPziuyvNBAAqKMgfYj7jYRd23ieOtughwmvjtIBzIGY/jJnB2YSgc0j6tdN10GoA+qVLPsjivK6F/6S3X3G28smWTCgksJMyfoYmGn5fBK0Kz+JTPkwtE5yhbdiBuvi1a5L+DQs1MiHbZxRFAaU940Y5gBRQOkJhFFrnW0/fuRV+ELGwz9sW+RHiUWjttSAosPAUwToHJu2fDUtgWCjyOhQnsxlWq+VO5YUU1hUNB+88tL3vo0gyh65UYP/0hd3Udb3GDMyDHkM2Jf0e5DW/iAzSCEjTNPjll19GHT8JJMft3IDpdI7T09N43u/evY3f5c7iUCnE2nEDYNEHIeeDZQcUwAE6R/Ts5BRQ/v+TySReQwwISDsHmCKUg1Airo3wrnCA2hR8P9qiO4eCDxSLP1AooGEK75Mu2GmtxeXltQ9IqPXxBvjPpNNbWZaom67rmzEGjx498no4zXo52ug43YG5Qy6zRZB5R18vZr3Ft2/vPVRSehMDf7VaYbVajTL3mqZZEzxO5009W0oaxhR4/PgLWGtxdXUVRZTz0q80SDMUxJHz6jObgi3D9ubo1rOJvQjgfIBR5tEJ5uEYhyPuCndff6vYtyi+C6RP8gE2hEG5D6WdR1v0mSHVxNAwpgyf950MyRanNeBdx6lOwLOb4FgARfjpa9QMdaVKJwkyARrTuMlr7JVSMKGX8mLRTfZS5FT8oW5dZVlGEb/oLHzYxX2w0GFSzdazEgwhdogxaqDL0KfA0RbdCySQ00opgWOwIjCHMe8AaH//DTphUKXXtbIEjoZ/xNER58M7NU340WBWmExCSSS0L6UKv7USQc3+vCUN4IgQ+VApZVgajAbsNMAGqQAz4O1azuBJAwZ5p5ZNgRdmxnQ6xaPQMefNmzc9Jym3b3IueacvIsKzZ88wnU57uhfRhg3ufV/RPU9VVUFrjd/85jf4/W9f4IsvvujJYeT3djodKKcC+85U5o4t99EW7Qb2z6lSarAkNw0YyN/pd2mQM+8Cp5TC06dP47L5M5CPuc3BUovULzJG5gleG0x+az1ui/LkVrrP0a592fECnnBS13Vvm0NBlvx6pbZBgkrC2jk7O8Pjx49787Qh5k6K/HpLB7D+/G73AXFr72dXys/Hhu9FD9w2Kst0aEb9iI+FLtf6ARkBuuNyqvB/e4A6FDe1Y/7UONqizw9pRwIJsAD9l3QqyC0Cw6lmDbBO6+3Pev3IHsq4SVnU0KRgrM15uqyzQNVWKIoJ2rYNk34XJ4LS3UrOY2zykbYBlrIHR0F6kg/vqWZmEDQmBUGBUYCgqNNK+tQhnKMtun/kY0uTgtYKTaioM8aAnPfGmBnXiyXg+uMndQ6GMsgSCEkdEI7jiUPmul3LJoNCBj4Zk/lxO+dCx6ybn494fANPtiR6eyVfyXrpsafXK4dSBhcXF6iqCk3ThONaz3jL9UhLP3Om4evXr+NnnsVEcNaXuh0WOrFZXXhbfX19jdnEi6heXV1hfnYOKT0TGAOsVr4UxRiAlPGsTBbbdXfzrKMt2g2S1GUAaqLBcNBWhfkFR5tQFAWqxrPc0mACcTem02BIysL79ttvfXA4sPryINDYfEK22X0m63k7pnUZSxxlWUWEyWSCxja9LnLpcafjO31Oxzp3DiF9xoeOPz3/VNQ5/06Yic45fP/991gul+Hc+okskZrx3/W3l2734uKiS54xeWacC7YRnq20DQ42iNPhdkbHP0T30Tr6iIMD697bpNPIeRgQ58E592CO6S6h9oGJA+Boiz4POOfg4EChhae1DdqkpW+aERrSbMgnWvJ/b2QKjDH/0gnZEH03UuOTtpljjhXDorWtb1/OfbE/Wc8Yg6Io4Byyeva+qJ8Ep6y1gFYooGMA6NBgwWhXK5ycPQIH1kQaRH84ONqiu0YapHPwpXSOA/uVXGDXKjCCQybBGd8POG5HnCvnHFyWKR5apvte7ocNLcQ1gBYwgGt84JaUw7urd5joyZp4p2SExYFq23ZDplsBrMCw4dD7T/nQMecB49xGDZUbAIAxCk3TYLVawGfv9ZrdBIDz83MQabx9+0vvuNMse8pClCC62KKHN0Y/EFrB1h0barVa4YefKiwWCzx58gRVO3x/0lugFaG1Dlrf58zxaIu2gZxpi8DGM6o3FRhjlWzjq28aq+kyt2KKGBNKxBlMHLr4AYDD9fI6BlnSkqZ8fOcMo1y/axNSezEWxJGgbvqZ7DsNdsnczQe5CVobNE0TbbExJnb5aluHt29/GUyUpQwfH1xXMKTQstii7a/zrb2fvPPFYeLwDcMRd4ABG/nBGjl3DgulNHJF+IOAc59B94KH9jwdMQalihg0dc5CQQEEWLaDE45hNkxXrtxl4hsQ9dvipkgnKKmTl+4nzbJr7UXZU7FzzwQqUDcLGB1KwMKuLBhg9gKuxsCoMH1QGkoRrK2To+m658hvpRR8B+QGxhRwB2eLHLi1mJWTyDZy7DzJIuv6td/4TGzRLpp0wlQg340MIa/jCCGjSn5EsIWmIAKq4IU6RSXW9un9SqlEIDx3QOQLKXcCYBD1GbxDwjBkYmbYOQflFCZ60jv0lIGTPp+5/kQ/MJOP3WHRc8FQaUZaWsDMKI1BHQIqwuKZzU5wefk+boMolJRqBccMhGz+kyfPYIxBSQaLxQJNYCLkgXDPUKoxmUxQ1y0AB6UMADUo3r7PIOefAzIFmAjL2j8HxXSGZd3AcQGjS1SNhtaEslCg5hJFoTGZzKCIAAsUULC8Qcz4k+LzsUUaQMt+5LcEtKShtZQxaiiVMH9DoET5IQKlFFaNiewOBnstKFZSAAzmLtAh5YYp42UomAIAJmg02MRYFUVXMulcC6V8KVW1qnB6eorLy0tfmqQ0LNvB8srhEqOO5ZjaojQx5dcrwEELrG0JRCb8rdGJx1swKyhl1/ZJzHFeREQoigLz+SnevXubXCeFtm17rEilFJ49e4E//N3fY1XX+NOfVqiqRbL9zhYVRZGIx1sviK8Umh1YRsAhtxgPjh1bB7pVFPmwxLGO+BR4IM9QOAzPEHgAx3PHePCswKMt+iyQdifo6rWF5s+eIstdEGbIsREQdWyddLGxbHWOWD6RwIKhQfE7cZzkeLvSDSkB4975AJ0oatu2gOk0c3z23w06Qml5Sds6MDtofUMTrz2FLte1ApXyosYPIoBztEX3g0SJUpGDYoVmVAeUR4MFQyVGw3oNcg/SnXRC6QLnHE5PT3F6eoq6rvH27VuYQqFt+kFWrfVadjsNtOSZ6Y2XYoQ5NFQSln4ujBhvJyQYVY/uT3QDLy8vwaTw/OkzXNfXaNt6Y6C7K+ugeK65ltghQBzbnJERNVDI2/zCGBB5W1/oAmVpoHW/nbO+jynW0RbtBGk1XqgQmCHAbjEehTmyCUNjZWy85t+JLUo/c269o11Zljg9PcWLFy9QVRV++OEHrFaL2HJ8bN99OzFsi4RZ1zFuWnixdYDIhvVN+G3hjbWGUn3NL9mmMQY2lHjJZ7n4cXf+DE0Ey4yqqvDLr28x++l7LJe178g1YotEWN4HgnyJKKB3DiTfelaxS03aJ4HU1G1hfMYFso444hOBgbsSTJa5mVIMDBjXfcfRFh3xEBADHT1nXSPXlkiF7FLkWWMv9jcuVLwJY8EeydJPJr6corHWa3SozrGsqmWkFw8FcOQ4mqbCslpgubyK+hppOUaKyWQSJ0c+wAVo98DH7c7wYpPd/SEop0aDW58ER1u0PXZ1XMPyDqHZkRv4EhgdI0CuK3G765+Oe2MMTk9PoZTC6fxRZOQIJHiT2xTR5orfkfPtuLc4piEWTh60ToPMvgyKUCW6GHKN6no1GPBObdFkMsHy+grff/8dXr78MR7/WLD7/Pw8lkD4bTOMQsySHwZ8R6k1faZgo72OkQ7XgEGKYyBHKYM8pqJwD3peR1u0PUh+HIgB7bxGutzPfGwJmG4WDR/DrkHNtERyaPxZa/Ho0SM8efIET548ieLp22w33b6fE9nevD9l4gD9eVLKbkyvVT7f0lpjPp+v2SIJ4KxWi0FbpLNtV4tr/Nu//Qu+//7fY0nqcJmo7wYmcyI5btrxuj+A1ND9QE5MKNy7Q2NrJzp1uA/pPXDEB6LvvPnXUF+1fRS0vv6tQRaONcB6dGKzz3jo53S0RZ83hkQ25e8cwuAhYkgHB09F3qwbkWNospE6U0IDjvo7LmHnlOVg7Xm6furMpefREy4MjiAALJfLQDtuAG28k/vAx+3ucGi5K28h7q4DcHMr1I+Boy36uOjGxnoGW2sdyxYEudMdWRNZB5P0c/ksDwAxM+q6xvv37+Gcw/XyMgpzCsYSIGkZpDYUO1spvbtzt34t0DvHX3/9Fc656EDljlW6vvy07GDR6Yql1y1dP92X7O/du3eYTqfohNq9LXoIMda7g4NNnFe5FsImIPJd0YjIBwZCIAcITqsDtO5+7uPiHG3R7kiUnkChVCpNnuQlUMwcg2RD41bmALPZDGVZjrJt8nXS7aef5/OD3E69efMG3333Hb799tsorn4T+qWXDAkpSvkYgDW2C7OCZxS3gYHj//afKRAZn9QOpVXCVlqtVpCOmrI9sdEpmyk979Y5cBbIkXNO7XN+nZgZ19fX8fhjR7kdm7Tcelbx0KmHDl5UbhvT01H58gdqy4sZHW67e/bmiMNFNkQ60cOPSwFloQ3j4Y/b22CodOQh4WiLPj94in4D5xpfW63MYEAkL1sAZFLWBVxVtu5NGHJihj5XSmFaTuKEQ7Ji4lxKoEcwdASOQredgYCR7Esmim3bgowGrIPUsR8amqZBWZbx74cWYD7aovuFXFdHbk2cUqk+i84YEx2wIaFxwWiWfcO7XIIfk8kEVVXh1atXePv2LVgRoIaz39banlAyEWE2m8HoMgZUFJmoV7MNxgIp6edyDU5ms8gUkuvx5MmTwfd7ysTRoFgmuonhmAbAu6CGZ6BsGxzfJ0iZWIr8+YkBnZA4GC1duwdbfbRFu0MphZIANXISMnbza5qznfJxcHp6ipOTkxgUTb8bWm9sW0OsHzmmpmmwWCzw448/4vLyEpYZypRr2wP6wUZZP50X+cCtiXYuFzJPbZj8HvIRxo53FpjKctxEhN/85jcxoNMLxqcBnFBalSZvNiFvUT52jTfhYIM48f25hXPXMSQyg7DlKfYfjkOjiB9xd7Bw0FsPursKSzAUFAGOm4ObqACI3W8eLI626LOEZdU5dY56ExOBZGvSl35d16FFpwaRgdYl0ufhpndvmsVPkZb6yKSmaepe1qxtW1RVE8WP18oskn2w6hynLuDU73ADeK2Ltm2jkF9c/6HPIW4Brz8yD3/drpvHveJoi+4d0l136F0r413o/5Ld3eX95bdr4ZsU2PiTjsWiKKCUimVDFuwDOCPHJZ+nOipEhKqqonaDcw6TyWSrDP3QZ7nDJP8X/RtpI16WZQyE/vjjy1EmmwRymDmycvKAeB7YyTP2RDTomB0Cnj9/jv/6X//P3mc9R5HzEs911sC94miLPghq5D7twtSVIMj79+9xdXXlt7ujLWJuIfZIflJIkHY6nWI6nUIXRUwoN82wvENfo88f62q1iraiYyxTLFXuB0Fsj4HD3EKpove3FzVeT3gxcxBHb6C1xnQ6hXMO//Zv3w7q4nAWuHHJNUwZlEO2qLuGY0LON+PWns+DdprgRZ8UheO84ZlWYwJZW9r07lro4e0c8Xli7fnR4Vnb7iVyVyMsiRlDqe2zaPuCXHPkoeFoiz4fCAMHsNBxMuMA+AmB0l32Jc/ACJRScNTA0gpOVVi1l2jcqhdASZaOP56xY2DMrLetlPWT77vN2gv7seQANnG7Pvul4aBgyimMKcFM4JZBjuBcC+daeA0fRGaB/KT7V+xbETMT7D6nREcwL0oQAQUJVT0Et/AwatePtuh+oQCUpGDCuacsEcXcY5BEp8NoH/hR5Nk74SZ55ksJdr6USRxvdgRuAXIMWN+6XIN8JxrHIKdgawdYESgHFCuQYyj4z1MnThyl1PHoazipaDOur6/RNDY+yym7L2f6lWWJv/3bv+1l9+N1SuwSEILK4bt+9p1ioCsvV3j8+AucTD17wJ9/12VLMvVlOQXQF03ujkeBFaNxDOaHzea9DeazEoqAL7/8EoBndBLp+Jt0g6IkFKWUVjHqokRrFFpiWPadb+6rhc3RFt0SBK/hxADrFo5aQAOWCVoXKIoZpnqGx6dPMJ+cgZyB4gKkbPwBtbC2wXQ6jWNXyhKNMcFqebsDVn5sBdsD9IMTKiSmjVLxx3eHMmA2sFaB2cSAMIdAiFJAWZreeAf6JePyObN0zLJwro3MXudcDAKKPetsiw8oOedQFAX+8Iffg7mGUgg/vuFEaouaxiewmqDxlwZ4Z7MJmAlS5s5Mfh7DhNNH55hO52idvyLOAV63p4G1TS9wL8H7/LwBFxJrzU7xlVvPKx6647QbPvRcDiOye8THwMd/idhg5IxSWRvgw8BDDyjvhqMt2mekjpB3EzowM9hRT4xwKDNN5HUKAEQHTYPARL0Jx1DGzU8CVqPZuCFtDVkvZQV0n7eJ8+Sn88Km6cZdGkRSKIppzGBNJv12xh4FFDRm5pDmEB66KFDX3Rjcb7/waIvuAi4ZigoEExhsUdjTOhjqa+Eka0NrAilvO5gZviHc+rVlVuGnBVELf/9CmYxiL3XLyosUJ6UPXbem0TNYd5AyG5Yft7B4/vznP4+yXHIbJn9ba2OGvscqJNcLLLV2FUTYdXCuOr0M53yb8i+//BJN0+CLL76IzMIYyCEf3JooHYOthwRngZ9fvsZyuYTWncC+vGccC/PGC+g/bBxt0RjGxpYEOcbmCefn5/jqq69ARHj06NFaYHVsX+m8xc8BNl9blUSuicI8Jvle7FCuazVW6lQURf8YE3bjkK2Zz+eoqgr/8i//kgWn188r/Rvwwd/cFvlj7kTe/TbbWHbVHYO3RZPJDJPJBH/zN38TbdFwSaqCJoJRAPP24/HW3s8YDerh40MHc2BS7MB4eujm8YhPB4eUKno/iM6WA7Sa3tt+PhWGMn37gaMtOkTkE4V00iOZb+YBAUKZXLuQXeeQgUc3+U6ZNDmTJ52wDU2CpBwiFdtLlx/W5fDLFsUUk6BXkWaR/PqduGDbtlgsLuN1SI/Dd7AiQLNvdn5QiSCPN2/eYLVawUVR4099RNviaIvuA9r5QKy0w27gUDWdQKZrLTQpwPXHczqmI+1eMUyhokOeBlYAhMyzD2ZMJhNMp9OMedKHOBI3tdf2wQ9C01gUxaS3vdz5EWesr7VCa7aobVs8efKkuw7JMYzpckg3pbOzM/ztX/8OhZkk6zkf+KYWXm8LWK0W+Mtf/gwiwnw+X+8CE7pR1a0vx8KBlVO9+uUX/PTTT6iqClrryIoUh7coChRFERgF4pQ/hGtwtEU3QQEoNEGhKykSWyDByrquY3ckPw415H2ulMLl5TX+/Oc/wxjTszN5adJQYGdTIslDGLh+ziFlmEPbzUu3U/Zuvn1jjH+/Bt2soeBzGhDSWkedulw3J/3/48ePexpl6bKiFdaf03kb/OLFC/zf/9f/RFlOExvneoFREUz+9ttvY1JL9AdlHa3DtXAUGj5sPw73Zopxd9hB0XwT0mt8g7H4DC/yEaNYf/bu+/lIt2+Kw3satxURe3g42qJDhi8cWv9UKROpy0PZHwCeusyMQmsYZWBGxEjX1tt0PDeMkdwZ67fGlud0XScHKOL6SnVZMl960URn0y/jy7W0ObRuMIC/t6rHvNgfHG3RXUM74k02AAAgAElEQVQ6Vuedq2VMNU2D1lm0zvYCGKPbIwelODoa/W0WcRmiElXlUFWL4EwoFNBoKQQ6QmnW06fPoZQJwdVNAVV/p6ZlidIYTMthMdK8Xfkmu5Tq9dyE9NporYNDBhTFHMw+iMywsfRD9i0/s9ksBjPEQZXSTlaM6ckEs3IGPDT9qg/EYrGIZSepFplAK4YicTaFhfFpjrWPoy3aBrsnLruUsfwtLLzLy8v46TaMHEEaqO3QVRsoVWC5rLFarbp1uC+8XJYlnj//citb5Of6Ptjy5MmTEaZvd1xpsHkMqQ7YTRhiBvmAjI5B8W6ZdVuklML79+8HSDB+tliWGlrvJnlx63LH/cx8A4PiWDvhjgzMEZ8nWPdeLn7o+mfyvl4ksayDDq0M0uOjCfHdOY626FChlELrXC+QIywc+X6o7jvWmSuFQmuvZxEcnco10MgzYgaAZ8ZItshvY31MKKVQ1zeXU/rx1E3OtNao6xqlGZtkdQEeoA1CzE1vIiWTHQsGrIYywIsXL248lv2Cw6qpcTrx3XwU+UCV2guTe7RFHwNEQfdGKyjnx3vTNCBFUKD1zHIofQLbIHZufbkU+gw/H5yQrDzjy+dfwQH46afvAThYYhgXhNZDIOf169fxmPLSzhzz6RRPnz6FMSUuLt6heldFuzSUwQe65MqQg0REuLq62urdnZYoOOfw5s0bLK+XWFZLMFsQBf0OrLMTlVIx0y//l+O2YChW+PLJU7880UEFcpRSIasv75B157xpEeaFSfEv+X+IgU8jW3a0RdvA39Pb+eFpoDVlvqWBj6Gx6T/rPrfWgkaWk2DzN998A2stvv32X325JDN0cuTWWvz888+9gFDOZO7+rzGfT/HHP/4Rxhj88MMPePXq5WhJmbCM5HisHUirKYXVarWTHyHzol9//RV/+tP/i8vr64Tl1zGn10vPXM/eyjn741L4zVdfRZ2ibXFrv1HoQJ8nMgNDezFLO+IhYOClqO4xgJPve1lVH2NPHxW7tDw9PBxt0UOFkVptKBS6SJgnrpftEmqu1FGrwLppw/Ktc2idiwEcmXT5SYpQcT2NV2uCMX3dnCHdibIse6VZQPdO70qkPC24bWswW1RNBS++JyLGfhnZtw/cMICuu5XswxiDsixBzvrvXYNXb17d38X/RDg/ewTFQKkICm5PAjh3hQOzRbv48wPLlgqwqmvv63VdvACvYnGgCMaUOJ1NvaCoYhAcCM4/P2S8Fo4zQWi0gKIJHj9+gi++eAZmBbnuEqgwZgLxv31HFgPFClbGOotuTNe6t+cKREF2/1nbtiBdwpgJAELVdEEb6QyplMJXwQGRIK8Igw5l9mUdALETVc7i6f7fifF6wVDC1eIqBonE/uSlXHKM8rcEoE9OTvD48WPAekH2H376CS9/+BHE+8jHGMdkMvHvHKVh2T+HpiygdAFSBmAT7LKBMgZQXhxbE6AdwzwIVs5tcfi2SAGYQCHKEGsvslsFZl83tv07mrTy99hob5MUoSWG0wQ2Cg0cUGicP3+K4myOtmC0yqJVFg3ZrmSLTGS8AcCLF1/jxYuvAwu3EyoWJu/5+XkIAPvvYktu9uVgEtxgtkkgZLxci8hgWs4wm8yxWHh/Rsq1JQh+dnYCrSnOU5QCtO5KCWUOJTZM1j85OQHQtTgHEEuxxNaIvWnbGnW9wruLd3Ge5Fwbz4WI41xJBJllu6JXNJ1OMZ/P4zrf//gjfvzx+50ejVtHYvY3+y1R2j0f1EccsSXE3HqDdXjCxlVVxZaq+4WjLTpUyAQGSMSOATj06819FoYhQnap8+FFrHyAMs3Q9zKpoSRBgjoyGcnLM/JSKQCx80L6fbr/fseqPvs2/X5oLpBqdjBzLKsSR6ppmj3W1RvHYrEIzlNXirYfduloi9awixN7w7LEYfwTInvEBxe8PbheOTRNBW0InHhsTdOgKIquEws6FosESbtSRYK1NZxTaIO9EP2qfJwraDg04XPfdteLJ2s466C0C46j/261usb3P9YoyxLX19ex7CbNmr98+bL3vIuWxFAJgqyjtcbp6Wnv/NLlgHX9CvkuFUTtl36uI7WPV1dXnYNI0rFP9a77IcDb1/47yLmunC6Fgth/hN+fMoJztEVrGLkdToLBI4Qc/2z7YEZaTOWSTabzAecc3r17h7ZuBt/rMemTtBF///59bzuAMHoaMBt89913ABDbg8dTusUz5pwvE/3Hf/onOOdwfX0NIQbL+GdmXF5e9vaVllGmx5raRq19SZQxJs5Ntnl350zqdO61XvaqevIPy+Wyt2zTNDeIzK/j1rOL/Q3iAHdvHLyQVl5xeMQRN2P7luO3hQtDVan9rP29CfvhJI3haIv2H+kYTkuL+vc2b6ELdM7FmABo01Ro2xpDd3PMYZFJQp4BTx2qVB9C1kl/p+LHaTcq7zQWmExmMSgjwRpxTNPJS5plBwCtC1hrMSk0tNvnOcQQVGQFyrUyoUvZfuBoi+4axMOaODJGUlHRQpv4shYh5KLUIMWYTAto41tBg3wHurpeQsqrlGIwe8Hktq3w6tVP+PnnH9fYLoIhW5SP/fR4faa4xmp1DWNozV5IwEYCNOk2h9g4Yjustfjll1+iHRkTNY7XM8vQSxvxNPMvzKLUFimlYplCxziU4Bej0NgjEfLtUCTdqPL3zZj/Jj6n8aSNT4ijLdoGiuT+9j9n8j8OjMls6lk4CYrQpCANMpycnIDZCyKTY7ggwE6BxYUgnO7b0XfrrVYrLBaL+Lf/ToLInS2S7z6kikdYwovF+2iL0nJOANGuDNmifgvyvi1yzuHi4iJ26Uy3eRP8PdAoy2nyt5xrv8EDEUUtn66sys+dCk07t7S8tdnaX00cbEeTZSBOyG9cfvu20Xt81Q4Um4IoH6Gulv2z09644O0RK2cPjC6cYm8DOUdbdJDwbTWHRMzXn9P4godQf7tl0u4zgtyR2SaDLdsS5IJ/QvEdQq6Bk1KSRRjRGNPrdiNZt7TjVcx+GY3G8gE+fw6qMImDud5m/kHjaIvuHeQ4ZsZ9YASIHL2U6UY+kKO1xtnpGWazLmgKrOvh9AMfEhgO+6S0o5zYEwuFIh4LM4X5QSd+7Nf1JQHOAdb6/7dt3XOAUv0L+Ux+yzHntijNWqcB4zz4PLReGpTQWmMymUSnzVqL09PT6JBKMDXtqiesH8c1tPJlrlVTHZzQugN6yQGgc3A77REAUHCwIOqztj8pjrZoK0QmTiigTN89vrTSYDIp4niSIOf5+XksJZJkzvX1dZwDpB0oEfS6tNb4+z9+g3/4h3/oBXFkP4J+INZGWyRjV7a9rbB5dsbw7EANIu6VYMk5pwLraYmmHFuOdC6VJqxkebFfm4grErApyzJeZwCYzWY4PT3tHVM+L5L1lVKwTDt37bz1/OLT0u0+AAzwNgaKgEjr2/JUFW6+oCocA9LfR3xiyKDpO12OPwKdMzxb6h5fmo5sFDb2QqiHhZSevVc42qIDQTpBHLIZ/jOTlFXJ75xeLBkZQarpIBii6eYY6sqQTkyGMJnMUBSTNTrveqarQVV1NGClFJbLJZbL6/iZlHrUdd2jMotzSsQ7d2HYB+ylHQKOtuge4NDp4TD5wIxFlzX3gYXOaZBW5Co5fyLfGU4RQ2sfHCYavk8dm0UCs3KDunKrx4/P/PiMZVXo/e5DHKDObvhtDgeixzDkAG0qlQKA6XSO2exkbVt5YKhta7x//2vC9NO4uLjA1dXF2jpN0/Qy4lLKGsVGP42K771CzjVnXXQQTbMA8swLs7NzfYc42qKtoQiD91YYgMTA5fsLz6ZJgr5v3rxZm1OkwdZ0/bjNMIa2aY7QrSNssPUb9OzZs1uUVN9sizYhbxUODM+LtrFF+bJtW6/ZnaurKyyCfpfM24ZsUXKE8Zptiw8aqfs4YXHAGrVscLneuQ0xMjoGx8arkBkB5xxAYZ3hJiJHfFTo7P8fX9WegY/Ikjk81f40m7dPONqizwFdcCfq3GD8xZu/1FMBUPk+/T2G1ElKJ/LpdzliRisccjrhSUsV0s/T/UgnGllGMnSS9U2z4oeMfewAeLRF9wNmhkM3BpkAr3/VZZM9IyfTTgjlVHVd43pxjYvLC9R1nYzj9Z+UjTMU6NVa4+zkLCyjADQAXGAHBgYOQptuku12z0ReetVj120IKt+0XurcpMcqy+fXc2ifkshJzz1nAfbF5GnNid3bxPQI5Jzz1u9DUEqDKJSWfeLLcLRF28HBM3GUUkETZ/1A0wYDEsBia1EaA4V1rbx8XABdOdVqtcJ3332Hb7/99sZ3eB4QGdKG+eKLL26ti5czkbedV6TzqaF50Zgt2sTESZk3ORsxL6Mas0U3sYU2ntNOSyfYx4kKsH2dZzdxHqPhdZ9vvIjZ/lSWjT3A4P+eItWy8PhYNcEE3HMXk661sd3RQOwDjrboaIseGroJhY0/0ubVJT+AQqFLeGnJIk4yiqKIjkmqXbNtsDKdOOSBIEE+eVgsrlBVSygyKIpJnLyII5Aun06EiAjz+bwnspqLIct60vGEqIQbYRTsM9qq7k2Y9yW0fLRF9wPDvhTBsO/8I5ntrsNJG8aqhQtsHVYUGDu+i1xVtRByXDeW/Y9SBk+ePMNkMoHWXi9Cygy8m+c1cwDv0H33/fdgJjC13klVCkwcwkAKJ7OJFzwnDVa+6918PsV6N7p1bAqO5LYmLe/oL++Xu7x8j9VqgbIscXoq3VvEnq0zeVJb9/jxY68xlOhTDcHZApL5VmoCx/dZ1P7xURSFL2dBDUINTQ6lIRhtAa4A7cDKggxD6e7h/NRy80dbdDMcA7Vj2BhsYt8HgQiTwLbvGCJ+7EygUbLCb59/BbesUTjCxBKmTmHqFMoW8adQGoXS3mY5xkQZzGYzVFXlNXOSsW6ZYZnRWIvZyQmgODD+/fWX/+eBir/85S+YzWa+Q1WwZ8KuIdKYT+eBrdvZO18axrC2gbUNnGvj/ESCVRuvW5aAGgrcdkEhb49++eUXLJfXmEwmePToEYhoTQMoDSynJW2np6e9IFbqq/QDyjKvMti1oO/Wc4yqqvYy+7097omxMPT+45HPjzjiLiAdIxgoP0BU7KFitVp96kO4Zxxt0T5iaEIhTtiQzk2X7ZEM+O5lC+n20m3m66VtNtN1/GSoCCyaMrYFTeu4Zdm01Cs/13zbglhzDouSDm/+4B3fBzjrvzMcbdGtEERBNcizXIZ+0GeNlGWJ6XSKfhC4P86lQ0uuZ3V2djYYVEmz1+m2iAiwDuV0ipYdyLEXNyXg/PwJcls0xGhJbU1qc9JyntwujTldsszTp0/x4tnX+M1vfgtQGwJUNLisnFdeDjrEXvTH7LWAjDEotMOhDdu6rhMRZwqaa+vvkPwe7s9lONqiHH5cjX/vnPOlPLDjdiizRUSEoiii3sumOchQlzkfYNY9O5SPyTQIK59JEDa1JdPpfG38p8sMxSTS40n1/Daxa8KaYOb/v7137ZHjSLJEj7lHZGYVnyKl5lzde7e7RxhgsFgs9uPi/v9fcO+igd69g5nFqltDiJJI1iMrI9zN9oO5eXhERlZVVpFiZtKPUGJmZDw8Hm7hZn7sWNYj+9Of/oT//J//C3744Qc8f/58dvvp9dlli3Zt4wAsmsXWOrfhwR7dYrHIlOmjhwCg/UraPViw0Oh5NF52VAKIR4myM911n7dZOccM5yQ/X/uWrzsGTCtvHDWqLToJlO/FaflbxjBIsvxn5xwcPGLsEJkR42b0cjfx4NswN0iaBhSmaQy2T+99Fhz0zoMguVyLpUidnz2FIGK9Xg+DEWKEwCMWzpQ+nfPAw0bP1zvAtQinR8RB6/wdA8MjQrVFj4IVFNDUqMFx4JSnIYggm6EW9RLLAMdms8H19Y1WlXSUZoYjvHfgVMXKe4++78E8fq9/+PBBq6M1Q3U4C7aqbUqpA278rL5//x6+bUDiwBzQxYi//e1/5QCvMYfmAkPlsrKk9Vy1qTlbZZ8XizaLnp6dnRXLF+g2AYDDYrHEctni48ePI5vGzLmEeNmWkkFogR516DzW6w43XXer83uMOF+tcLVe45kjrFYr3PRhdK/0mdgOsB0kqi0awRHQEGEDtSfax/TZDj2j8R7n52f47bf3eRtLx/z53du8zIK/03SfGMfBHGOelMGYaRDDOZcmVAXODawYm2SdpvSV8QNjIyoEXRfx8eNHLM/OsGiWuLh4DyHChw+/ZVsEYGtiaW7cMx2LTX/fFUj23qNpFinwFdC2bRqj6RjIxk5aHU+FoUuEELZEkUsmjvd+9LuIjrn6PX20BwdxdkW9jhJzdmvaiSd41JlP9msv+iMKgR8l1MzteglMl+9ab78XySGAmcDoAWpxbG2/L04moFxt0QlhW2MrOxGQRCE2uncKgBAB4mDipXM03LtQOlml6OFotnWS4lCmNYQYknO4GQ8yEEeDIHMCnJt3yKZ54t57QHSQws0pBpQd+r7PM4hHj2qLHo+y0tN0Nj9Vg7Jyv6HTRJZSm8GuqFaHiiDSlINpOhGArEllTs5qtYL3LW5ubtB13VZKJBGBSfQaiwM1wKpd4fXr13Cuwdtf34Kv1zntUUSy4zHn7O+agR6fz/a6JYyBZEGWH3/8Ec+ePMGHyw/ouwjVEWJ4T9kBLZ3Du9oFIJd119StgOVygaZZaEDthDQDmRmeCN//wxt4ABc3PS6u1l+6WQ9DtUVb4FuiSjFG9H0YBwgM4jRoPElnNsaNBoI2eVkZ4AG2gzdztmgK02XSgDOPxh/2ncXGFh7OCZbLc/yH/+s/4Pz8HP/9//8rQgjoi3bZxNEc027+eg0+wtQ+7WozgJQ+BvyPv/4Vz579HZeXl3lSzZjTzNtMovvaojKQdhs7cRce/Jw/VJDocDEZcGeF6LvFse685Fsv77i9/ICMw6nCZsbGZcX1cxi9u0uHaVyCPMRPEAT5vWd8nEPjWkB2VSg4buzS/DheVFt03Ji3ESUbx0NLSbqJLWqcA9Mw21UKUxp29eGpk2RO122aOIbr6+s8gAihw3p9BZaUb94QnNcU6r7vsyMHADEIWALISaZom7aEnWvbLvOgjQlY+AUQ+xO0RYzlcnli5/X12qJPSRRTQeNt+r05IuXAfeyUeIi4/EfUQHYUQTBnyLbv+z4zZ548eZL3WTpdRsSxVK+mcXCuhUBwtlhuld2259tsxVwK55TRsSuFYFc/uby8zGyZEAJ++/ABm81GAy2k7KHNZoOPHz9mmzpORy2u+8TBWy7PJkFtHRWenj+TgnoiuQdbauyUfTUG4dafvyiqLSrhbjmrEAIuLi5u3+nEjjSN6t6UE0ZzaU8PYZrquELHBcacLyeTShARlm2L5bLB69evcXZ2htZv6x5N37X3ee8aM3BXWnuJEBjr9Tqnkd10HX56+zM+Xl5mhiCgTKObm5scWLJz29cWWQDI7zl+eDATZ7lcPnTTA0Z6SEYR10LodsdWd7qP03tixofuuX3FJ0ApcDatSAU0s37XNutmfr098Tu/DHIZUecgJybed7qotui4YcK+BIYHs+rAONdCYgchgeMA55ocWFanKMKJQODARPBo0HqPwD1E4qjiCoD8Bid4CA0iyI5TzZmirLdhzuEZ0YsdAwxohgan6hcE5phnvs7OzhCjtccDMjxa3g1BHmbO5cgBguMk4i5yks/aer3Gs2fP0LEOsseleo+Pxan4Om3RXsefm6UXwJFDB4ETApMDO8AldhtHhgNhs77JqU1SBFW0jw6ztCroy2gaj5dPv8W/v/33zK5RQUwL5AAiagdCCEN1OABsQR7f4M3rN3j79u8Qp477+WqBm67D1VpTlN6/fw/r/4COH15/8w1+6rqcejl3xWw231h8zglIVPx0F0NwcHBiXmbHjDHCuxbM6VowgSUm4V7BN998g67rcHNzM3KicuC4iERdXQ2OrSdK14PUSSQ+Ct2TfbBaneNv7y7QNM3AxoIGczg6tB5oATjRZxTMaMkhIh5owYhqi4aFDhyVVMPRI4QIkQhyDJYOzgOBI7797ltcXV3g4uM1iAUQh2iTSUXa42azwWajTBd2qc+MAr4x2ZaBaUJE+Pbbb/HTTz9NGmdC6MipnkQC5wFBYq9AJ36cX+DJk+f48OHXbAuWqxW6EPA//uW/g5mx3mxSQHpoz8vnL/HzL79AhY5jtnNlsMTGK2YDnHMAM/qZsuzbUMYfc8jnulg4iPjRNSgD40+fPkXXdYP20CRoXratLEfunWkLRvRhP7bco9KpTgUDKy0Nsk5pIq3id8L9B+iBp4P73xOH+GJ+HE4mlQrVFp0SmHuUs4dRIsCApEoEUQRg1uGMqD6OveiJoOKintEFY7aMS+YSEYRtlBkBdiB4OEcgFAOXe7yqSw0LiTJKCdIc+ThQhamsqnN7ad5pv9RKqIKmWWbNnVPCcrkcOY2HSMO/L6ot2gNz14Y0ENp4QmB9CCgCelU1DXGg9asmxLQ/eb/IgRnA+r7DxeXFdt+aESsudWLawilnZlx+VH0JydtowOTnn3/O7Dnr99bOn96+Rd/vYtGlcHTsoZVmBG3rZ8WG54Tdy7bfZVumLMKpw1SuN2UxmuMVJebUtMDhpHwaIKVqdCEzKEstEUN5ufSzaSUdVmevtmiAvV0Cj0W+55gfJMDH9x9Sn8QW+yZ/VyOQF5f6dvm4/ThwoT8R3r9/PwqeGIwlN6RVW1WpmFLGCSIMFka/uR7ZgKZpcLW+wr//+we07RJdp7o6bbvMwelf379PNm+QdpmyXcp3saU/7ZswuYt9NNX4ATT1aprmWaaV77IxNi4C/N4VhE9vFPUAZOMwunZK0dOiig/Ernsxpe5VHCj2CXjMrzt6dtJ9/xIBHIEGj06L6q8o01SOHdUWnRI0t9sGAQ5AYGPCpaAJCvZMKp3rbBKQhgpQwFi3pvyXSHV0bHjiXZF+NVPGe46BU85UmYCp/ZUDEWYGwWd69G3B07nfHABxhCD93rThw4cbBJ6TFooGcIzuf1wB9GqLHo808Zv6KFAWZNv1ziqdhqkwJqCpEpvNZiuVYKpBVc5Ak2hxA9vX0nlc3KwzS48J+HBxARGC921KVfCZVZP1smYZOHauLgd8YlTm4GKx2Aps2rmXeh2lALK1/S6UaWOleHxpM8u0rywsP2mLlSc+5bFR3/d3poyJoGCEHVZHrLZoN+ZuVfnu7fshcHJfGMt2KLc96NiMj70t6DsdU+R9SICjRgM4TtOwIcoYXicGkOHdr+/Q932q0LfAYrEYjYuIaMsWTfu1BU0sqNK27UhDZ19Mz91ss10HAKPxkgWubRx1m49id0YQ9x4XPdibNHGwk4AAGt31RcfVHLz5Qq/3xK57sUukq2J/pOvGk+9q8O8Tc/0UQna79+HsN6seQcPH3xOEFBmOJ9JnC5RO5tGj2qLjxcQWOXJgTmW7SZ2jRbPIs2dWmcoGB33YgCUM7BoMaQHGhimXDX8egKY8iQhYigFNMXCbc5hsn957LBarvK4Fc0yvo0xvKJk5pTN2HzAACUkYlU+kzxZYLpeno69RbdGjwQSAGI4jxAMRQ1+ZlrqdMkmmmhHT79N0pDkmjh3PZqG1Cp72eyfjgFHb+sQGiri8/IgQutG5dF032v88VHgZxGhaB+caXF+PZ9mtHaUNK/UpRAQvXnwz2utcgGXK3rFrukv/a3rdStt12yz5scLSOsyWD9UN0z1Kz4um4egkQkMur39QqLZoBAYQQUhk3hzImQYsY9fjbLHEy2fPsVqtxn77jLCxodTSmyvLXf7Zs2LblGMF+9f0mcoxjNkiIhoFLogot7Pve1xfX+vkiGvzMZumGTECzYZkzUHvoSLovuj7Ltuw0v7cBiLCkyfPtlK1yvMqr50Fa6y6nrHf7O+2+2nXZNGudq43hwc/+1Zy7ORwVxDsto583+htolePutDpTQJ8XkyudRYtJhQG/3672hnW2BkEisWfHot33nc/NBAawHFf5P0YAWYInU71hZNHtUXHgVtskQVyhutrA5ZhlkoQwU4ZLhAHLvLOpw5PGVCx323gpulYlAcSd82Y22cbNNl3bRcQoyBGgXMNYixm9SczbbuOsSu1oXEOiIwoJxLsyOCBISFOB8kEmLPxaSYMvhCqLXo4Up92RcBkTlNhV9rPVEthysA5OzubFT4XkcyyYagGjCRGThQV0GzSfWkEIx0rQ/lZA72LIhgwRogdYuyVUYgWMQguLj7snMGfMm/M1q1WqzxrvsuGlc5UOfM9F1Auna8ycONQOmanF1AeMbHydZym4AEMyc/IUcyFfe22iDmx++4+keVyie9evcDLp09wfn4+G8CZe49PWTi7mDjld+cclsvliBFn+2dmEBMkFUAgeJ10ckMQ1YJxFmQGtvu5oes6PHnyZCtwPUoLz8t0/LJeq9bMfQOUqoGTWEA5WKMTZjbWinG3gHGpC1YKO++CBbJ4T93SRwkbn8zs9y2dc6uK220d+b6d/EDEso4aM9fabf12n87qd98H2rX99vLtFOIpfV6DSl8sgAOPNJT7Eg34rDgpGnS1RceHybVm3qR3owMIaAiwWhIODoF7EKnuzaLRKgcMIPAGQJohB0PEdApYB2zEILjRgJyYQSgcvGnTCgdmOqMf41S8kvPyphkqSAA6OApBhZdHDmdKG5rTpZob3DBHMFLK1qkweQvYNV44YLtXHZntrbbok4ChWgfMAg+Ck4iYNasEgh6IArgGAOk8lGno0FioM7NxMPRjc06ca9M+rVR5A3IbUApSJL8UzhGa5QrfvniN//m//g3NcgEC4enqCV6+VLHQvr8BcxilBXjvsVwutwSEzdZx0KCltnfbCZvOZJcBrNI2WQqF9x6bzWbWz1A2o+R2WTvm2DTToLfBuaK+zwnaor7vsVqtADgIEUCUqqQRPA3sCu8bCIBegEBAw4JG6NMU8fhUqBRjzlMAACAASURBVLZohAYMz4IoHhxVL08iQ29wsg0saBcLfLy6wdnZCuvfLkGB0QjBXP9OAjgFg4JERO5BArQzF0qQ+o8InPVdFIzCGNEnW6FppKxjFkIeaxARQGpTCARih+X5GV4+/wZ/++nHPPnz/Ok3ePnyJX59/x7r9SVsbCJiFS/Vn3FOq0iN9XdcWm+YNDETEgJvBX7unuwaxkWDndKxGREg4tN4blwwwuzSbYyfbAPZDZQAt1/RqAcHceyETiaQswOnfXYVnw8283pAb0LnIDMaGccOS+04dZz+GZ4GrFKModRrcM6cr3na/zR9CUCmDZMjtO2iEAqd17spBw2l1s10Fr9cNlSaQh5s6W9NdsqUGuxG+wUx3My5lLN7VlLUynCKcDrGAfHTPxHuQ9E+BVRbdD8EtgDM7nWeP32GbrPBTb9O65Yr385EGf9rfa4FkYC5h3cNQIOWjfX3sIm4Wq/h2iWICWgbvHr1Cs45fPfdd/jppx9H+hH2TFvZ4jLVcpctmsNcCtQ0sHJ5eZnLjFsbttk1DkQYzfhPg0FzAR0rS7wpNDjMjzm1lKrFYqEBedIw/8COPK3z/NpskbHp7vOesaptHz9+RLwjzbdtWzw/f4qb6zXizSYf6z7t2VrX/AzRIIhWkjP7M2yn2jaC6+triDiIODjn8ec//xlPnz7Fy1ev8Je//H8gciNmmXMOm80mj60s/UrZLsM6U/swxW3X0Cp2lZpbc9dDl0leZy51c3qtgGFctNlsUuj+YbbowUGcpmlO33EqKHW3nqld6+nzsGt5xeNgU0qfar1PjghIotAfyL03A3OKPfZrcJqqLToulMwU06IyxkwZYHHOj9yfsopLGZCxWa9dlWFKB61Emctu+5xuV+rbTJk5QxBa6ckx8oSJgzvp6SKCruvyMYjGeeSng/lB3smh2qK9oM5HUV570mduug0kRhB0UE+jdMouLRv373lWiyVyRgAOz58/x2LR4Oeffx4FbEUEJD3evXsL1yr7J0aGSICggVbVY0TuUxuGoIgFboAh5eK+uC3F01BWwVssFuP0D9P3IgbHIS9mF9NmLmBUCowKEdjER0+UibNYrMAQEAaWwF3djokOSv/lVnyFtoiI4DGkS6q2FRDs/hbaDuXkDKVgQ2lHCkIbQgi4ugootSHKvjUNhuyyRbrjZItSMOfVq1fouoAPHz6MAsMign5zjQ+b64LZIvjll1+wPDvDb7/9Njr2NG3Uvpciw+V6U42saUrT3JipPF9lIN9ewEHHaOPrMDAUd2POFhHR3rbowUGc9XqNJ0+ePHTzgwcnEsW9RLPuMZD9ovhiwYxPD8Zc6tIOPPicB62b/dZND434A3smfKYTyh4K9ccCTf94sCk7eFRbdJi4beBYvsCNtUoYa9owM0JKfbDllhLBqYrVaKDE24MwYJsWPNWAKH8rt7HBXdM0ML2dcepGA8DETR2cU1ry1DmaS6WaVsew4JBLaWWq+3NqfVZnAqstSqi2KPcV7zVQAgAIEaZdTkS5PPZUhFy3GwdNDKW+DgAEYTjxYCYQBTBH3Nw0uLm5hnMOL168QNd1uL6+Tk5Jg0XTgAWIJHBR8Pbnn+G9R99v1AmhZsTgKdswrQyzi4E2Zf5Nz6+EOT52PHO4dF0CTM+P3chxKttXiptOHapyJl+X0awdPRWYQ9iIJu0NekA8un4xAt6n9L0v3eg98LXaIksDJAD9Wr0O1RKXTPmztCcbewxjBsoTNwA0YENDkNZsVOn5WL9o2zZXXxr3leE7ESGmQKGxbozRcnmptujZs2e4ubkZseHSgXL//PX9e/z8yy8aWE7poGpzxkLtAEZpTjaOKoM+cxX1ShH1aeDXgkOlrciBsBkbZ0wcZSr7kd2ZC3BN09rLZc6p+PI+tujBHp1RgU4VzhUXJ13PUQWk6TWe64C2TGZKTX8i3Ke8HgsftgErIQAkFtd4GLjcGW3P2w9fuVjGewhL7hcL9aN/5UDfhGqUjlhccwdOnRFYbdEXwiNsUTmbIiRgMOAcSJLwsVMHJcYezAEi46oNU+dkDubglQOR6TalwPA0+NM0Ddq2na00Oexje4hc7n+bvYPcjrk2WDSZWDLL4JSgGhSni1OyRZ/6mHNtsL5pXWban83p8CCQC6M/UI/nz54XZb7HTJaS2aNVhST15wXevHmD7779FsvlEpvQ47fffsPNzQ0iRbiFg6SZsJQcmVIRulSVKmRHxp7nqfMytSPL5W4dh+EayJbTVMKON50tN1uoV8mP7Nnc9ZxuN60gk9uVWD+lw3ZK2JX+AQBlJiuRBbR+p4Z9InzNtsgBKnBcsPaY9C9iu0/M9b9dz/w0y9n60XfffYflcglLrwa2J5CiiLaNdFzgXYs3b97g+++/x2q1ghDh4uJCU5TAEBLVa8Jgi0QEm801YuxGk1DL5TJXWcs2YSZ4XAZ4mDmPcaZC6XcFSjQF7O6bYjbEgkelEHR5/W5LtZZCEmJfW/Rg7+fgStB9YgTVnMtVRmzQrmJNaSUzHFw4JjJZrsHPR6exBOb8l/cNywnuZ42EvQqdlgs4IiiTJYjR+eNw/e/aNF1voHC08j243zPLzHAwR6ysQgVsB0G29ynpf3ww19zExrYrxlQcPqot+pJ4iC0axNLLF7KDBniFBF7UbsRUGQQAtLyvwBWlNMcY7pxpUUz7c8mmmXO8yv3GGNH3/c79MPezAwqbybstT7xkDei5WWnzgWF0irZIc/uPJUq5P07BFuVsgWKs8FjMHmeP7ZVp10C4AUcP4QaQFheXF7lkPVFieLkhiMEEIDKCqD0IYYMYI1q/AMB48uQJGkpC4mHoe40ohT86FVuG12pqy1UL54HIPQQRIN7xPA8z2V3Xbc+qT87tNkemTBvdbDZbvkXpGO1yRudSKabB7V2z6PdJ8zpGzDEk5+AcgVmOTtv5a7dFv8ftKvva3//+d9zc3KRflHHCxXrluEjFlrXy5vfff4/nz1/gyZMnoLSvss85JPtHYz0/G6+UqVIhhFEVOmPplG2djmf6vkff95lFZIHdu8Ygu1LXp7CUtTLgtKvf3TY2eOi44cG8X7sRpzoLbsrsdnb531ILYLrstuUlHvC+aHbQ1RurgjK3zf6H+fIors1wzn7rPtwHD30ynWvT8ed+nQZtkv5Ned+BT/JS+HTQNqvhPMqn4lacqg0yVFv0hfBAW8Qp0KOfhzVtcGcCfwDQUKN6BWQDG0EIm638ah1M8Oh76fzYMZrGp0FOGlR4BwfKxwUALZM5VKZiNtHiwbaZgDHgk06FwHkGx2GG13s/HgxjeBZKWrFBZ7yH73KolMVHoG1bdUZFZzQb2iP99whwCrZo6358grSqHLSFBnwb0medhCCJDkzJeYwQWAUZPX6qkkQaZGGOeTY5duo0kahGTNd16rha+pAASFp3TJZ64PH+42948uQMV1dXhRYVqYgxO0Rj/sWCn+ycpqjAQVgQRRBDyJXqzHnSGechzcrshiD9Di1F/uzZM7x7924nE9AwDS7P/W4YnDCMbElpDy2AXJ73XEoDJZUyIkLr/UkycmK/gVUZIxA49ECqVtXfrLBYAWEDOE9onYCFQA6ITp+tQ7ZdX5st6gGEqBUqRYAYNfhm6TwxRiClQ1FMLF1OfVOmk9EK4iL1SUh9GQAWnilTizhrZEkOChMAFg9LxbPmS9KH40j4l3/5V7x48QLvL35FFNPfS/aDPXruQW6wheQY4O3KTsw8SlUeJpGGoI2xYYb76lK1uxUuLy8z43nM9ivvDUFEbcv0+Hbuec20vGlcYRcHe1PqEZY2bs7OmVIVEe2d5fTgsXUIAW3bPnTziooTgR/NAhwqsrDxCQY8Tnnmu+KYkJyHYknJ2FGmjQ0IGER+NCtVOjvAECy5jRYPIO9HYZWlEj13azNOeeUNiMYaOON9AjECznUpA8oB4rK2Vtu2IBFQKgNshQ7MgRrpd7hxCXJJDukpjh9ijLemllQcID6To6rOgDkCSaMkjIMEcwEGSwEAgHVnFWWUoTf02bn96HQ+c8DV9QdcXl6iSSknluZgW5ETCCcHTQJcmtwpK6zoOchI2NOW58DN1KkRl84z4PLy8pMw7rKD5lJamgxOUradIqD03VI++r6/dbwTU9vPzs7gZlJKjx0lS2H4Pl0HKCMHTDrlR58gsFnxANxyzSMb80zvm/b5ge3jBCNmzG2woMbo0DO2yPpZ+W4HBN4vEOP8caZMmqurC1xfX4M5wDtBlAAPj8gCIoFvBByTFhb1ykLEdtB3ShyZS5MsAyg5QYt5VFih3N/wOekWTia5bwsul+uUx/WkukAiklNhb9PUSS3P46J9s5welU51ig7hvSAznw/RjzzENv2e+OTnX0az0+cjucZqwPqtNIdTQH9H6cSTRrVFBwVGok8X/wJGGS5zsofyl5Z7bb8t2gUW7WKULgBs61DYfoaUgWZEPS7/HQ9YdgVuxukO0xxyFmMKcNbeaH07KjdsmA607N9F04BIsAkbhHB6D0Xbttkefbbg8qFetmqLMgLnSfHkfIx1cUrqP0vIgRTvWhA8rq9ucHW5zuu1bYubm5udbJZy1pjIg6Pq3sQYc7BC0u+eCMLD7DbE5ZSAMrDqnEPbtvjTn/40EvkcUiM5t01EcgDH1psGUeZmse/TR8pjTm0ZEeHp06f4859/wB//7z8CGNIb5pzSEsZ2urm5uXfqxDGhTHcpQUSJMagxA2d0EE9w+/aNQ+zfwEnaIu+UcSsCgDizSfJ71ztQ4zU10nYv47RD+xvSogaEEBC5R+QejV+g8QsIE7pNQLcJo3d513X589YpbTGIXdYH69P4JJq9EsmsF2CYkCKiPMaxcYj3Hj/88APW6/XofAzGYimZyXZem81mlIZl6xvTyOIZc0Gbu/RsSjx79gz/9b/+P/hP//E/bY3fyvsx/WvTOa7Xa/CeOhyPisKcWuT6XkgRai4+j36brnuIhuNT4RDO7bY2zFEVMRE/A6DBmLuDG7pdqkI1LSF+CNfiVsST1cSZE2b9KlBt0YAvdm5FYFeGQMaUQM0YNKnKv1y1qRggRY65msjUCZpz4oZB01CFoazyMoYD0IIo4O6s+h5Am/7GM2DMnEWKy5mmu9C2/mTtkAXUPnug/BAvXbVFGQ3ZDPF4eVlmHMCsw/z0fCyMbX2lpP/fFfhom3Osls+GtKL0lwNHMzbEbMV33323ZXPW6/WsE1Paol1BmV0pBKUjdS9YiXFR7Z6y3YCmI8w5Tbfh2bNnJz0RPcfgLPVADCJ2nx5wkGqLfjcoEScFU3n73u4zaTDVjZn2AhHB+fn5DvbW9oTQHDQQs0TTLJP2EMOJgxOnqZeIiJLYe050GRNcIqKcn5+PWCkiguvr69nxw8C+GWzCXLGG3cEYtZJE2yzH+8JsaEjMH2C7pPkunJ+fp7bd1sZ5PDidapqf9rXA0mZM9yQbidKZt8/2+yc+PnCP6JsALAxHn/AlZYEOuovuVQ5i9SLodXuEGLakeoLlbst/b912/NVoxS7fP49cvvIOMAAn5frJCTvEl1mCOoNWyeZ+RuWYUBrwrwnVFuEAbJEFciOYfNLCSBRnjLUyypmg6Uu6zKW2QECp7zAdOA1lMzk5i7ZtDxUdTOmTGNIGymui5b23xYcNmk7l4FyWpEY5uLF29ZP2WeBpTiyZiLDeqN4PMQE4NQYdY71e49mzZ2qTiMCMPCg9ZRyTLbp1zGDt2ud9bvZguk06z4Fun4TL0zGiY71EqfGMgI9Xl/ANpf4DcNwW3bVB/pBWlZwaUeo+u02qWNUCqQLc1BaVKNMc3759OwpCigh+/vnn/NlQTpx0XafHp2SLZBzQKQM8ewdv8roe5Oych2ttjt3ff/pxq927WEuGiw8fRoGOz8ac+0LQ83cgFjhSRkNDDhxVcNanqlQM5CocIQU1iHRMe4yjqlO1ReVzukuMmzhumyGiHKDLE0MpLdOlVkZifU/lfEvG5dXHlMJoZbu3L9Q4eKt20PqrtrPXMvfOIQQCOUEUhoeHsAAkIAdwTAGYlOZJBKzX660+/eOPP2qVq6KvDpo9JTOHUboE0/VRsKTHcFvB99GvM8zC8hp8/PgR/+2//b+ZjVuO626zRR8vL6Hl0Bki3V6P5IP76NcYwAFmnPV9vz/2+LjnTaPPIPhKfuw07Tw3X/w5qBjoI0ey5LcN8b23xXhbFNcwL7u7ffkcyNY/jtH5NKXh1FBtUUK1RTP4zLaosB/O/nUtOB2T058NbogE3pOKBEsHgBFjj7ZdwbkWERE9WzWaMWtnsVihbdvJDGsL1cLgPMtqwZEgPJT8BMDESAlfcC7qNikXfLk803XSIEgHT0VJdWYQ2pQS5iFCiFGp0KU2RbY1AFz6T6KAA8HTAkhir2ACyen12yz4mBlRX7hBvxOOyRbd+fu+bUv2QFCkUiL7xcUgX/tMTlcUD4qUGSZOAESGhAgnUNHRlCLw6tWrLBauwWC1ZeaziESANnC+RwgduO8S286hTxXwGC0YLcQRHBw8eTSuUZZOETQ+O3uCs7Mn0LLjYTYFYbl8isViBRVpT3/s9U80pUuZacVsv3NoCl0+26fNrOu/Hq9f/0O2MeVdnXNczUHqui5r95Qz7tvOk824q3ZQjD1EYrKDe973A0fTNJDYZ5sN34DJgeHQR0Hneqx7rZokHtgE5Vwqa4sRRatKHtu036nZogDgWoBIhF4czpaEZuXRSw+WDoIezAEhdAgS0MUOTJwErYEybJv7Hqvd6RDQISBCEIQRCAgEdGGDPnZgRAgxGJqWSYsW5y+eA07FsQOVAZJBJytKAHmM0qecc5kFGIUgafwm7IdnVCylKSLGHsvlEovFAs6pjVssFlt6e02zyJp8Q1usiMJQcEFZNrqc09hEvwcg/ZFESOwhsYcD8PLpC7TkQCLwOU1L7ZpzzcjO2TlcX99gsxlSSUtbZOMiTx5g/Rz7qCmuooLRsY/Yhxb34FFULOqaV1T8rvhSL1s5bMbNfbBvvuUxIISwt6J7RcXnQ4TD3EyPzWgNAwurVOV9clKYUrbm9sxN38+X8dX1po4K5xl/TusQc87xyI5Zph6H3Kby33k2kAfzWO/iNvHl1UoDVMyMvpehPafmNUGv0WcNKt81e1uxjfKx/IzXLqZZ7j5qv5pLI2qaJgVYdlRMKvqbfe77HpeXl6OSxWXf6/se3m8z+/IxxUFAYNLgrkupGKbb5dKxLNwbgqDr1hABui6gbWmr2lzXrbd0ZMqgSRn0MfFVO+Y0OD1mIQJXVx+3gi/lfud+K8976/iIMFfn2bNzfPPNN3j37lfcXF+qn5wDSHv5TgcPYyjbs5L10pJ2EYnWxHGAChkjnb9I7ifxtjFvtUX74xG2yJ7NqwDEPqRlY4auVZqcY5c9VnJAHIH7gHW8Aqeg9TQltDzG9rghDoLGbqhkV7YfGKptimhxhRC6nJbkvU6UWPxBU7n7zE4q27FdnW7MoolA7geYpLfrTgSb/kaZQ6QV++C2bRGA0TW3Y07vBU0MzLNnz/Dq1Sv89ttvuLq6yuv8bsLGNYAzgxN6AXx12HHvxvo582X6jgmn2G9P8ZwejWqLviCUeeOKmSmdOVdkB0S0PCYAOEQ0jYr5LZfLWSevFBO1/Q72qCw/nma47Zc0W+Yn+hWAljsWkZ3i4BaUmOr5qNPIW8sNGsjYroin1R/my/4ePxxWq9W98+AfhGN0mr70bd6TXTOTNXAvmNOgDoVsOU0WlCkH/6VmzNQRMWfBhEjL0tnlOs45fPvtt/m7HWvoj2P2odmisr8yXGKytGicwx//+Ecsl0v86U8/5DaU/bXv+zxzPHVoZnVYUrtLrS6zZ+X5NE2TBZzL61MGiMrjiYiWJyYe2aFpCpeV2T47O4P3Hm/evFE2QWpHOEFNPWaGkM/3bs65n94rrVJNiOwQi4472yeqLdof97VFKa2NMTRZUmrmZrOZFcst+9f0t7k+uS8suGB9f/oOt758fn4+Wr/skyIEX4gXM0ODKAnG47W0ydZ7/OM//iNev36NP/zh/xhVybLjhRC2dOiGipjlM54KRMhYd6a0FbavkAIxJqJc9pepLRoz/jiPv+Zs0bAO4cWLF/jjH/8Rb968gSQby8zo9hw/PNj7Ob0B2CNQL8XBwSjN98YoTSvmvzSHkajRx5NCtQunqIlTgzgFqi364lDRXwEjonEtiJpiJnteg8F0esrZoym896mqyByLZdivEm5o558dm4qBwxymM2lGcxbpoJo6Lg/opuOBclbKghrOCZqGAKtGcXL9VjVxrOoNADzKN0wD+aPFobX9nn6LG40F7o9ppZQps8ZSk7YH9duY/lZuM3ecd+/ebQVagETXdwGBerRYgLiBXzh0IeDFixdppTH77sU3zwEmvHnzPX788cctZ8fWff78+VZbputZm+3fMihjDmcZ2Molw4t9lY7byHEkFUu1dLRpBa3cliSGHGOP9+8/4uPHS/z00990Nj7GIrA0eyuOFmWATVmQ/WgioHwHxMgp8KhsKCKVNtI0vBPAod3bPWIokSVVd9LvTdMAXnLQoe/7rYmDEMKtzJs5W3EXuNe0K3EEDwKxfp7u9/r6WttdjB9EVOsGnsEU0NACjhZ48uQMQlphDgCknGCKEa++/QZvvvsHvH79h8xGnBZYaNsW5+fnowCWHTvGUi9zCF6XGjqlrdb0rEb7DQGN88pSc/rdrrmd1xDA0bGRpYFanyurhU6Dax8+fMBf//oXvH37dmT7bIx3X5xeUvoXQCfA4iG51HfA6K7NXYPdiQDW7w6JuFtgFBhmjQnAUP7wwRoVUxtUiA3fyz2Yu245WFOKAXqAGQERDdrjnIFIOMUUhppONaDaoi9vi0jsq+7VrhkXszDDi30o4x24TzRfmW3F1KFReEzZgZbCwGm/07SqcvC28A1CCKPS2ADy4GjqQA1BbH3ImlQyvHScdKDV5BgNM2O9vkTTNAg2CBMBnWhAOYSAFRGEZSjf+xDMbFoK1B46DsYWYdKG6fJdaSHTbW45jxDHv4sIiNUbXixaxDhOpSwdaJA6E4m3B3GJOSF+q7/uj1KtFFg0Dc7Pz9D3PT58+KCpCUkzZ7FYQIRxcXGBs7OAq6srEOkTN3VEmqbZSrGaBqeHYAxp6sWECVIGc4Chyt1qtcJmM6SOmi1q2xZd1205ZdPjlUFwC5wTMSDAZrPBZrMBkSaPWUl1dbwecZmPALfdq7ycScWN9cf0TOuyhsa2p9qiz2iLSG1KICCAEIsoTtN4dP12kOb8/BxXVxezTFAbk1gqEpDu/R7XwzmHIGOhXkuVnIMdKwdk4cGiKZjCgrZp0HqPGyJcXV2NUrI1AMn49ddfsV6v8eHDB9zc3KBtB805C+hM2b7AdmrnKN0J43HQlE0EqK0C1CZuNhuw7YOVmdw0TQ7QWACYyI2Olat4Juj19smmAldXV7i8vMy/DVphu1PT5/DgIE5l4gxwNmO2p4EwCufUAJTUTufcuLKAFJ9T5QthBvltI2IUyHIcObds33VzCT/LOxQChLc60jZ8Wd8kPeBe9/9Q45q3GyrGlGbl1haV51qsmz8X5wlnQljHDU1nOC3UIM6Aaou+nC3iNMgVigB7ODh00sNJ0oxB1Flh2CBCgzoiDjH2qQ0O4ACZKaM5Taeyto8uR+HQMOnzYHWl9PuwbZnmMJ20s9moMnA0Hux0eaYXkNnBi/eEGHnk8DnoM7Vo2r1zv48BFhAT+bqqU83hYGzRXUNVc57ss+EeQ9xcC4UAJ0PVF6T+R6lPD2w0B4lh4lw4wDlEMEBRqweJg3fbDsguTB106/uMHo20ACJ66hD7iP5DB8QAahZZE6esonVzc4Obm5ukteO3Up4AtUXv378fOV7jtIKhLaWzZLaoTEMYs28IMW6fj32PMeY2lZhnJ9r2EZTER9UmRTjXqohpcQyige1wChCRbHfnrg9DH/dckAiAS8FIckD0ekHydg/oy4eCo7JFtu2krSExWBdEAFufGLyWGGNmXKngbhFASCyS2ypk3oUIydU3xTuwCPxMea+yr5bfgR4eLYQjmAK6GCGdwK6eiAxxLCL0veruXVxcgJnx/PlzXF1d5ADKoIkTtwJXcwGcqV0yWyRpHGT9JbeZBVGAKAwH0ntIw/itHBdNg0JqF7elNwY7I/k87FqVk2D7BO8f7NGd4gDsPmDWEq4uKzp5OK+dx0WAHVTEUe4Wwd0Vvc3LZ+6hK+ypDQ4Hp6koey2qswACuGSmEBLf3o12v+VITV7cpVDUlM5mn++zPfJyD5dOgHlcfnhu0DAFpzbPzaA/JNTiZj7bNTmFdB27pru0L44Z1RZVW3QItih/TiK+gEcjsRgktxAU1Wn8sP9ykKEDMK1kNfZVeOT8ANPJlMEaihBIVMiYbYAkKJwWbRETqVYOs1ZMQNLukJjo9XYzTPZUg0vZOUj7orRt40grULiYzlH3RZQEBNFARCteTPPYTwGr1QqubRACo2m0alEng8j0nTO2d+BQ30QHbYtobIswY4s42SJX2iLa9vl22RIHRnQOzA5CKeWJGWCAI8Mj6bgwJ6FdpJ0rW4tEUp/0OpJJA33Vb2BEFFpXbrAVzimTJASCpX0vmgbrbgPftni6WKb0BkIjQOsbvUq+HTFWrKpa0zTZIRpYLeYBD+iT0WPSWf5B60HPSRBzKpOlXPh0NR2GGe9pcIEE4LBJ91rX6bGESMRm08P7FkEYC4+comFBM4kRrmngXIOQ+pw4hxbGynEQDmhcA44R5FqIhHT/7IacThRHx3o9/PlTRE4ONWllQiKCbDS4buxIt+gRqUnaaYQWhEYIlKI9035bbREeb4t2Hj8CRKA0dRwhaH2HTRew2SwQQ4MQHJxs4EjThq4vlNXRUAPBJtsXY9xw7puaBsUiaIr2S9wWAeaChds6yp8lFlNgqZqmjmGa1O+VEWZwPQAAC8VJREFUIWwBo8VigfPVy5QSRXBgCAsCBwDK6MmpVKQBE2UGms1zuLy8RNO0sGl2NSFWAY/ypBQwBMAcUgBNG4hoTB8abJFtVbJmjXSsOmFJxy/dDQdGLIpMNC61P9l4OIfY92gaB+caDZaKAOQyw8dS0ReLBS4vL7FYnAGJmUyidvi+vtqD++EpOoP3gXMOjgR6h61aQKKENm1+qT4qF95AgM0SM/MWZR/Qjpdz58WnP1vLyttitH1Wq2fesiNZ5G1CBQM0+syTdZGi0NPtzanaWh/F7FWx7tY6PNFqmBjLklA7VUivmEAAiEaNG396jJVTTBG7D6otGq/7uW1R3l7Gv8/ZopLiWwaY7vOsmkO0PYM6VLPS9Sx4yVAHysqoW7DHvu86xrB1+XmqWWHrE3kV4IM6RMYisJksEkFghqSBXxdCHsBQGkAx9xpwZ4ZvV3dei2NFTucgZPbVKeNrtEU2+x6Ei3LiKbDq3Wgm3dIklZKfghsy6MDsmnWdWz5no3I1uSSo/GR1hv/zD9/j5ctXWK1WePnyZWbX7bJFJqpuwurTv3yNC5uw1b6kU0PQcsGZmZRL8+rnXFI4O2HDOU0D1GZTLe3LY9yWHIRxTWYWOfEpLZWKfQ1sbWcBnGSL4NqTyy7w3g/Phd1HQf6D9OO/AmrPLUCHo5IvOypbVLahiJUyPFgIQRi9CEJP6APQB4+wEYTAiH3Q31mDt/YnrtS+2xb5BvS9lNMYrb3l5FDBwrXPc+w4EUkTVy6x/CMG3U3ta8vlEv/0T/+Ef/7nf0bbtvjDH/4wejZRHH9ufFRqASq2U6jmbJFzDlRM8JYMQDsH3bZJbffKityqmFXYorQ82nlP2j/YojatT3DwiDIUlihtkTJyliNbRH6x1wTXg5k4y+XyoZseOXwO2HPT6kVntXISUufwgEcPoH3UkfQh2ab4D+k9GKcuTEcekl6ABLDNXNMwCCmjzPZAOnJDdLpwisrl5bq6WtEG5/JDZTRDnqzDxe9lJ5iuN/phxvcxm3fsZb8/N1iUpu1dC3Knp0PxtQZx5myRSw5jtUX4bLYoz/IUv++2ReqoOOfTDOE2e2YYEJUieQTTmgHGz7jINAfcJ9bOENyZc0iGfXAe3IXQpVSvMvAwLuU70OlLCrk+eGVojIiUku+1PQ0N7IMhxaqFk5gGTac3EbRcLnF1s8ZidQadBQXoWHMQ9sLXZ4sYgBddn5nRCwAWNJLS6MhD0mx0GVBwzqV0pwaMMEo/yCmMZCkDZToSg2hcnU51JzowDykDPffoNh26sMaiOQMArNdXeebaOQvEjlMMpgKpA1OHMgvIjovCRowurjiQ0+demXpu9Dtltl9pnwbvtdTHycdCcpBGAWX77BBiB+9aQFK6acFSCqFDW1TJUfFRB+YAOAcSTZEQ0e+fxrM/DHz//ff4y1/+gu9evEYUC2aIMjQBLJsWiKyUUAwOqbHCYtSBt0siLYz7pCkfAo7IFpXLSPfXgyFM6B1BoH01RMCJUx1veETpwRC4UKQ59zFNGuh7WUTAIS0rD0cAooAhkKhM4SCS+wkA3HRdjjPl54I4s45jjGjbNOZiIASBa7wG/ETgnYmWax9er9e4vtRKT+v1JYz9LGlih4iGjNaU0knUQCRkpn2ZGljaqZKJXwaWLBDSesrjv77fLsEewsCqUVb0sK/yJg22SIZ7XBzXgp1U6N4IAaHfQKgZMR/VhhmjqEezWCSmMmWG9n3x4CDO9fV1LiVW4j708/uu+9jfP8ex8nqkAwF2qcQhVMVaHIMTXXXX0O2+x3JF5waQO3tJ99cNoJoRbjLvWjRAo4NOKYRTKiAV2xmjtKCjjfYlhaNi6wKZJujEF8eNGl2U8T7SfJdGpKdtnGLHNQAiSGwWxW0ZxlN/Dvc5lq6/zWY4FZg44RSHfl8e+7vpA5S2yCL81RZ9XlvkinZNbZFR12NKhShla0zsb8ibVieHOcJ7e794TTlKbZ3L7baccPuuXdscPL+1/ngf6pSFoJoXLmWlC5RmzMxjv6zYl0vbs4mxkp4Pm8gpa1pJDD1ar24rO4fAKv7IMV0ODuDPWYr7i8BhsVjg6maNtvUawBFRSj3vCAp+YVRbhAfbIgeAU59tnFOHhQgMgWdJaYXqOHv2OY3K0g/i5PrZ+9k0Xwha6tZSfs7Olnj69ClijHj//iKzakQcmsbj5ctvcHV1gc2mR4w93r17B4ka6Om6Dt6XM+3j0uBElKuqMauOlTkdqu1AOcg0BG+8Bj+yU5RsUQScF2gkh6DV+QDuA0yIXe3buEyvwWyjIUJTP3wKcgcIxGyHCIh0phv5+VEGQyMAN2rzjTVYirA7cWBE9F2HRdMgG9wTQdM0WK1Wo3eFI9L3pnNg8YAHWr9EjBH95gZt49B4hz5GNK0Dh4imaeDm+tcnxldpi1Bsa5PVTGBHUN0bAodEhxIHQY+m9XDsER0QbjQAEaOmKJeBByKtqJQZQfY7j1vgoBNDxpwDhkC2qLBXWnNIP3369Aw//PADLi8v8W//9m8QUV0aSn3r9XcvsNlsEGPEZrPGv/7rv4CkSQEatWk5aN5shyGMDShJ3N2ud9d12T7oWAopoKO2qEnBI50w8okdnGwDhgDwstDQLG2giSYDQ9BInwO1hTddAEuET0GnKJKPaRNjMTGPWSyQQ2icg28dQtel9hGIBi0cDpLvz7697JMzcfYZqNy17mN//zzHimoAmLSjRg/nGUAEGq/LJo7CQ48l6WVPrlXHhADAa45fChyZASFhnfUQZV6U7dWdaYfUl+vkgNbJmbeixnosN+yTiuU5z9PoipIcKIuM6uyzBr+oMGwxOyt3ggCJvV6DfKzk6KTrINyD/NiRP/3ncJ9jDdQ9yONmHg4RXdfNChsf/n153O/eA4w4tkUuah88ZFuEwl4ckS1i6UECOD9UqCu3NVvkk97EIjljNgRqnKTAB+mgDMgz4qVYp67jQM6cNMk53TZezAEceAjrfB1REczO+eXpFS9RLxdrfjhHRutbHUS4IVdbBJk1JCwgo2aLTtoia3ikaUOftAfEwRFDsp0eyMa+SM1qGgLQgJng/amlU2llH+89Npsei0Wi7QtnHZBDC+RUW/Q4WxQ5Jl2RHi4m0c+0qc4EOwACQQ9JU+LqEgxgZrTeozNGXoywtAQHD1ADFmDZriBRHYgmOTTeewQRdF2HX3/9FcycnPak54BhPWPNGGMOIogpGMIimcFizkx2CNmCrS4HoggupY75JDpPaCzviQgcbNZZHSh1WszdaBIjxsTdh8pQZtdKUVDhFERKR058v+H3FCyKMQUpoAKsRAQJAJOlj1lJ4QY6SZ+eI3Hoe06O8ukEcn755RcNwEjJ9hyqoi1xARKC8DUWTQNHK1AEPAmcExAH1ROKAdR6sP+8geiv1hYVbSFmNBC46BA7jeo0TBBsgLiG5wjpL9DHAI4AJOk7IZ0zGQMuBWwK8e4hjZJRGjsRgYARikpSuR/SYKmmk8DOOaxWKyyXS6zXayxcmwM+v/zyPgXUGOer86Qto+Oitm0RY5P3EcImP5MGTcccxixOG4CzFHcwlo1LxRV034Nv08AYSh5tcQ72/HddN6ybgkgxAk0zxDXMBhINjOFF08DCJtO0rHwtI8CgHCPp+z5p+SD7KdYG7xcAAlYr/b3rVHR9H9A+eaBE9DOA/7nXESoqKg4NfxSR7750Ix6DaosqKk4C1RZVVFQcCo7aHlVbVFFxMriXLdoriFNRUVFRUVFRUVFRUVFRUVFR8WVwWNzeioqKioqKioqKioqKioqKiopZ1CBORUVFRUVFRUVFRUVFRUVFxRGgBnEqKioqKioqKioqKioqKioqjgA1iFNRUVFRUVFRUVFRUVFRUVFxBKhBnIqKioqKioqKioqKioqKioojQA3iVFRUVFRUVFRUVFRUVFRUVBwBahCnoqKioqKioqKioqKioqKi4ghQgzgVFRUVFRUVFRUVFRUVFRUVR4AaxKmoqKioqKioqKioqKioqKg4Avxv4Tdhlwv1mg0AAAAASUVORK5CYII=\n",
"text/plain": "<Figure size 1440x1440 with 4 Axes>"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "look for black frames"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "img_ids = select_from_frames(video_path, frame_name_pattern, pixel_thresh=.03*255, img_thresh=.98, smaller_is_better=True)",
"execution_count": 61,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "start_stops_of_groups = find_start_stop_frame_of_consecutive_groups(img_ids)",
"execution_count": 62,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "plot_selected_frame_and_lookout(video_path, frame_name_pattern, start_stops_of_groups, lookout=2)",
"execution_count": 63,
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 1440x1440 with 1 Axes>"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 1440x1440 with 3 Axes>"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 1440x1440 with 3 Axes>"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 1440x1440 with 1 Axes>"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "",
"execution_count": null,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "directly read video frame by frame instead of splitting up in frame images beforehand"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "video_name = \"grb_2.mpg\"",
"execution_count": 300,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "FFMPEG_BIN = \"/data/schirrmr/gemeinl/glioma/ffmpeg-4.1-32bit-static/ffmpeg\"",
"execution_count": 301,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import subprocess as sp",
"execution_count": 302,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "command = [ FFMPEG_BIN,\n '-i', '/data/schirrmr/gemeinl/glioma/' + video_name,\n '-f', 'image2pipe',\n '-pix_fmt', 'rgb24',\n '-vcodec', 'rawvideo', '-']\npipe = sp.Popen(command, stdout = sp.PIPE, bufsize=10**8)",
"execution_count": 303,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "def parse_video_shape(video_path, video_name):\n command = [FFMPEG_BIN,'-i', video_path+video_name, '-']\n pipe = sp.Popen(command, stdout=sp.PIPE, stderr=sp.PIPE)\n pipe.stdout.readline()\n pipe.terminate()\n infos = pipe.stderr.read()\n infos = infos.decode(\"utf-8\")\n x, y = re.findall(\" (\\d*)x(\\d*) \", infos)[0]\n return (int(y), int(x), 3)",
"execution_count": 304,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import re",
"execution_count": 305,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "video_shape = parse_video_shape(video_path, video_name)",
"execution_count": 306,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "video_shape",
"execution_count": 307,
"outputs": [
{
"data": {
"text/plain": "(480, 720, 3)"
},
"execution_count": 307,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "img_ids = select_from_video(video_path, video_name, video_shape, pixel_thresh=.98*255, img_thresh=.95, smaller_is_better=False)",
"execution_count": 308,
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": "/home/gemeinl/venvs/glioma/lib/python3.5/site-packages/ipykernel_launcher.py:9: DeprecationWarning: The binary mode of fromstring is deprecated, as it behaves surprisingly on unicode inputs. Use frombuffer instead\n if __name__ == '__main__':\n"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "img_ids",
"execution_count": 309,
"outputs": [
{
"data": {
"text/plain": "[252, 253, 254, 255, 256, 257, 258, 259]"
},
"execution_count": 309,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "start_stops_of_groups = find_start_stop_frame_of_consecutive_groups(img_ids)",
"execution_count": 310,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "start_stops_of_groups",
"execution_count": 311,
"outputs": [
{
"data": {
"text/plain": "[[252, 259]]"
},
"execution_count": 311,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "TODO: improve this. read ranges intead of invidiual images"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "start_stops_of_groups",
"execution_count": 320,
"outputs": [
{
"data": {
"text/plain": "[[252, 259]]"
},
"execution_count": 320,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "def read_frame_from_video_by_id(video_path, video_name, i, name):\n os.system(\"/data/schirrmr/gemeinl/glioma/ffmpeg-4.1-32bit-static/ffmpeg \"\n \"-i {}{} \"\n \"-vf 'select=gte(n\\,{})' \"\n \"-vframes 1 \"\n \"/data/schirrmr/gemeinl/glioma/frames/{}.png\".format(video_path, video_name, i, name))",
"execution_count": 326,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "lookout = 2\nfor start, stop in start_stops_of_groups:\n start_range = range(start-lookout, start)\n for i in start_range:\n read_frame_from_video_by_id(video_path, video_name, i, \"start_frame_{}{}\".format(start, i - start))\n read_frame_from_video_by_id(video_path, video_name, start, \"start_frame_{}\".format(start)) \n \n read_frame_from_video_by_id(video_path, video_name, stop, \"stop_frame_{}\".format(stop)) \n stop_range = range(stop+1, stop+lookout+1)\n for i in stop_range:\n read_frame_from_video_by_id(video_path, video_name, i, \"stop_frame_{}+{}\".format(stop, i - stop))",
"execution_count": 327,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "",
"execution_count": null,
"outputs": []
}
],
"metadata": {
"kernelspec": {
"name": "glioma",
"display_name": "glioma",
"language": "python"
},
"language_info": {
"file_extension": ".py",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"mimetype": "text/x-python",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"name": "python",
"version": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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