378 lines
682 KiB
Plaintext
378 lines
682 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 159,
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"metadata": {},
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"outputs": [],
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"source": [
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"import numpy as np\n",
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"import argparse\n",
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"import imutils\n",
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"import cv2\n",
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"import os\n",
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"import matplotlib.pyplot as plt\n",
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"import doxapy\n",
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"import sys"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 172,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
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"text/plain": [
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"<Figure size 1000x1000 with 1 Axes>"
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]
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},
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"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"inputfile = '/home/elena/Documents/Projects/kassenzettel-django-react/testings/receipe-upload-_oqp9us3.jpg'\n",
|
|
"#inputfile = '/home/elena/Documents/Projects/kassenzettel-django-react/testings/testbild.png'\n",
|
|
"img = cv2.imread(inputfile, cv2.IMREAD_GRAYSCALE)\n",
|
|
"start = 200\n",
|
|
"stop = start + 700\n",
|
|
"\n",
|
|
"img_snippet = img[start:stop,:]\n",
|
|
"img_copy = cv2.cvtColor(img_snippet,cv2.COLOR_GRAY2RGB)\n",
|
|
"\n",
|
|
"binary_image = np.empty(img_snippet.shape, img_snippet.dtype)\n",
|
|
"sauvola = doxapy.Binarization(doxapy.Binarization.Algorithms.ISAUVOLA)\n",
|
|
"sauvola.initialize(img_snippet)\n",
|
|
"sauvola.to_binary(binary_image, {\"window\": 45, \"k\": 0.009})\n",
|
|
"\n",
|
|
"\n",
|
|
"#Plot the snippet\n",
|
|
"plt.figure(figsize=(10,10))\n",
|
|
"plt.imshow(binary_image, cmap='gray')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 176,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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HF198gW63+1ZgAuneRsCSzWbNOR9GGCTgCYLAgKFcLod0Oo3BYLAV6UnyIEFWuVxGtVo17mzc+eGZI4KvROJ2t4qRDHVIeD6TdS+XyyaAwvX1Nb75zW/i9evXGI1GZncqm81isViYXSrppjefz3F5eYnJZIJarYYnT56YAAoENTJaHgM1LBYLwwNd7MbjMdbrNTKZDIrFIvL5vGlTnkli5LuofrWlCZsv9wX8NR/vwihx5aUNYluasHc+ita2mBNXZkQpONc3Nh58eI3q96ix5OL3Lko6TJ6H6bhdDBudPqrPtL6N+sZlfIXxYhu3YcaurkeYDte8R5GvjnBRVH1920O3dZRhqctwGal3oaj5EZb2ru1v48X2932Rr1wKA2e2/8PsHl89EoenqLll66P71EmS7rt+cfh8r8EPSRozNDSBNyvJ0uDVSoSryPowo87fVibzcKXxIdv3u+QVB+xEKW1b3vJbGfFLvt9VuO5iuOxCcQGc5muz2WC1WmE2m+Hm5gaXl5fo9/uYzWZIJpMGVDCKGvNIJBIGJOTzeZRKJRweHpp7pQCYiGwMv14qlfDVV1+h3+9vgQDNWzKZRLlcRqVSQS6XM4Amm82iWq2i1Wohk8lgsVgglUphOp1iNBptueVxXsg5IAMkrFYrvHr1CmdnZ/jss89wc3OzBeZ49kaCH7pkrNdrzGYz026pVAonJyc4PDzc2skKgsCkubq6wtXVFabTqdkFmkwmGA6HWK1WSCaTyOVyKJfLhsf9/X0cHh6iVqttnaOyHYDXfeszh6PmimuBxDa2w5TeuwA+vnzvYpiQXHMrbHEjDBxpg07vSMr8tWEYxbvk1SetBPSu97J+trra6h1VbhiwiAMQdX5x34eNYVuaKKNX5+X6Tqax9VlUnaLKdM3ZsHxcaeLo37DvohYfXHWK0udy7tjA0q6gWfMRlYetDnFsKBeQDsvDVsc488enTXxleRyw7LN4YquL/jsO/7Y87gLs9Vx11U3bpLY5HiZnffmR9F6DH1ZUKybZwNJQ1xc16vC+cktZ5qUb3zXhdkHuUd/HyUsrSZch4gPugO36+UyGXQFg2PfaeA0zpjRFvdeGi83gkvlsNhtzKenV1RV6vR7m8zlWq5XZQWSejIZG4FMsFnFwcIC9vT0TmW1/fx+5XA6r1crkAQDT6RSdTuetiG5SeXG3hEEMeN6HwKVWq+H09BSpVArdbhez2Qzr9RqDwQCTycTMDXneTS4ccDd0OBzim9/8JiaTCXq9Hnq9HoA37mYEUcyP/cW60w2P9x/N53OMx2OsViuz0xUEARaLBfr9Ps7OzgzQGg6Hpp4AMJ/PTVQ5GqSZTAb1eh0ff/wxgNsw+txVku5vvkLah1xzwWZU2MqWxkqcsuSzMACgy5H8aN7vW9HsqvB3ydf1ja8Ra2szV3lhdXC1keYpzADwAQf3QVE6iny6gElYm8nv48ynqLqHzQFXWTroie6jXY38sHGxizGtgbvPd7b+ifrGNi5l2/nOr/sYpzq91LO2drS1sRynYUa1T/m+hr5vPmE8uNrPpkeiwEJYubsCvTA+Xel26X+bHuI7mc72reaR30tbyYfea/ADbLvpRAkFOVlo6MkzA66OtA1OW5ow8hkktkEflXaXyX5X0vztMgHCyCWMbMZc2PdRBk4Y2ZTner1Gv9/Hq1ev8Pr1a/R6PaxWKwNw6HJGYlCDarWKk5MTfPDBB2i1Wib6GdPncjmUSiUkk0nM5/OtMy4EEXr8kT/p8gXA7IyUy2WcnJygWq2ai1ZXqxWGwyFmsxna7Tbm8/kW8GG9+X8qlUKn0zFBE1hXRqkj4NpsNlgsFm/1keSXAGYymWA0GmE+nxt3uclkgk6ng4uLC3zrW98yvDHAAkOAB8GbCHvkdz6fYzqdmt22VCqFg4MDVKvVrZ2wMOWhx0qY8WwztnyM3yja1Riz5RM2T3bh9S68uYCM5tEl96KMs7vw5iNDwihKOd+lfBtQi2P0+pYjKSr/ML23a3uF9W/YIoNOZxvLcj7r8SbdkmW+vgBElkXXYlc9bPWKMl6jFhpsOjhu+VqexdHjcRcoXPmGPXflF1XvXQx9V3m+7fku6S7AxdW3PrbmLrLVBeRlOfpvH3LJJj13fmDAj2wQCiH+DbwRfjZFQgEod35s+frwcFeyDQzf1SCfPF10F95dwneXfO86+aJWi2zPXROJbW+LJjadTnF1dYXz83P0+32j9PRYIqhh1LRqtYrDw0McHByYkM+M6ib5Z5Q3GZBAgh/JD/ljUAHp6kUAxrDWzWYTs9kM8/kc3W4XV1dXxvWN5UtAxTowz9lsZurK8NW5XA7FYtFc2koAw2AHNtC5Wq0wGo0wHo8xnU6NO97NzQ2++uorPH/+HOfn5yaAgmsMy6h53DW7vLwEABOZjvyxXcOUqW18uMg2nlyGgGsuvwsw4QL5YfPUltaW733yGifNrmVHfRdmKMctZxewE/e7+yRX2XHrsavMtrW3b9u7AJLNeNX52wBHHGPXZ95oGf2uyGXIan5cfLjaO2ouahB5H+QaSy6w61Mf37FpGzt3kXdhIOq7QWELBK5nfO4DTneZG66ybPa2z/yRvLpsPl96r8EPALMarRuNDaojvcmGZqhfHXaXFGcwu4zsu5DMwzc/2+AJAwdx85Xf34cSt60QhLWlj5CKEuxxlD/ruV6v0ev18OrVK1xfXxvgQLcu4M3dC8wrn89jf38fjx8/xpMnT8z5GwKNIAiQTqcRBLc7GqvVygQk4G+bUJfR5CqVChqNhonKlkwmzc5IEAQmwlyxWMRiscB0OkW5XDYuZwRRcg7w+Wq12goiwPfpdBqlUslcfprNZjEajbBer9HpdEx+7EuCMc49hggfjUa4ubnBixcv8PLlS3Q6HXM2iZeiyuh3BGDyrJAEQdfX1/jiiy+QSqVQr9dRr9dDQZQeK3EUl5QNu86hOOXoPMIMwbBnLmWm512UogvLNyqPu3yzC9n6WLZrXNAY1k5hYDgu+ebjYwjb5P8uMjRs/O0KBm1k0wtx8tXpw4BQXHItroYZb2H8uOog+ZXPfdo5ChDuSj7967JBXPntypOPLWBrO1lu3PKjQMV92ES2PAF/my0usLWVcVfS7RA33/vmx0bvPfhxkVRCNJR0g8pgB/K7+6C7TgLbQLdNVNsgC0PELsM/TDiF0V1Aka5jnEmrvwkzVnxJth3dpeTZlul0au7xkQENOH7oosXdDx7EpxsWgQ/DNfNvCQq63a65O4fghyBGj+lcLodWq4XDw0NUKpUtsMD6E5jxPBEBkAx4wDLYd9KVlBeoMlR2KpXaOrPEiGsM/DCdTjGdTk1a3b7cpaH72vX1tQE9AEwI8EajgVQqhX6/b84oScOV9ZJAcLlcot1uo1Kp4MMPPzQugDKaI9vOZrj7jBnX+PYxlHc16HwUgebrLqDMx5gIa4MwY2BXJRhG92Vw6zSSd98xYpOH+r0PcNxFd7j6XNYhqm999Auf28qLGne79GcUEPXVAT4gxcVzlI7S+d2HEewrH3z73NVOvmXEtQVkm7jaL2rMRvXTLno+CkzcFSDaxoIu765lhJGtPr59Hocvmw2mn4f1m21MhI0T+V7moX986b0HP+xYV+PYfki+bm9RBrjP5AkzllzPXQDI5zf5CMtDlxuluMPIV4FHGRFhglLn6SNIwyaEa5LSmCYQ4Bkc6ZImgQMAE9WM+Uhg0mg0jDuWLI+giQf4eRbn9evX6Ha7W+BH14XR1qrVKhqNBiqVitlF0kKWgRr6/T4uLy/R6/WMK5vciSIxcIEM383ob41GA4eHhzg+Psbh4aHZQWq32+h0OltR2sinFI7z+RwvX77E1dWVAUAADBhkFDeCH/bBeDzGfD439bNd9MoLWMfj8ZarG/OIEsS+SskGonzntyzTh6IMZf1OKroww8FlCPoYHXHkhEt2RRmqrmc2CgNYsh62vzWvtrYOawMX4HPx4eJf83EXCquDT96uMeAa71rGuvSOrZ5xwZAvUHcZVnc1OsMMNpcO9QW8tnJcz8LGpC1IkOQhaiy4+HT1sf4/rJ5hfRC3b2xtbZMtUTxp8h0ncUDkXed0nO9ddpArH185FUd2uMr27WN5hMWnndn3cdrpvQY/UhhzBdgGdoJg+4wE8Ab40PizTd6oVQfXuziKxue7qNURndanDPl31DdR7bDLxHYZKC5+NFCJ+iYOrzajT7pYbTYbY3wvl8u3QMl6vTbnfGh012o17O/vo9VqoVqtGqCjDVSZx3Q6NSG0J5OJ4YOgRkczYbADeVEvdztIEmBJF7PJZLIFCAiAJD8MvrDZbFAoFHBwcIDHjx/j6OgIjUYDpVIJ2WwWq9UKxWIRtVoNpVIJ3W7X7ILpw8CJRMIAxUQiscW7dFdrNBpIp9Mol8u4vLw0roAuw5lzm+85z7VR6qPww8gGFPT3vsokKn+SjIakQZwcT7p8OU+04S/HnytdGH+2EOIuACPbir91QBFfchk1PgpS11nzLOvG/30Brk2xS1ml20H3l0vmRwEPnZeNN1t5PvlE6Ye76IOwNK65ZHNN17rABoRl29n628VTGECW5Uq+ovSSfh9HVshxFNYnWldK1389rlx5RIEFWzmufogaR1FyJM54l+/0ZeOSr13BiGuOh6W12Vyu967nYXLZB+zdtb4+ejOunRw1XgC8pe9sY0Pa/q4rCWz0XoMfTVqwcfVaGl+cDAQ+OtSv7yDZdTD5UBw+XBQ2WF2T0SevqG9ditUXvEXxZDPs7pLGNpmkgCTw6Xa76PV6JrKYvgyUBtN6vTZuW61WC6VSyYRYd4ViJGgajUYYDocYj8dmR4TgQ/IkjX19Sa9OI+vIi08nk4m5V4jvtQHNXZkgCJDL5dBsNnF6eoqTkxNzlkZelkoXUsmHXr1hWTLKopyLhULBgMbj42PkcjnM53MTGIFR57jbY5snDAAh20X2bZTR5Rozerz4GN1hxkzY2IyTj+ZP8hRVl135ieLBVyG+K3LJuF0Alw182MoJa2db2+7SLlHfaNkbZXS6KGrc6jRhOsE2P1yGmjaGZHpfnt71eIvTllruyedx89Py3FZnLd9c7R63jXxAd9j4jtsvu/ahbdxrHm39EAbKXG0YZxxEyQlbv/rOddsz23wJs4OiALWNotK65EDcvvUBjjLfOPm/1+AnDCHqBqExJt3cZLAD7frmI2xt6e4ifN+l8PY1gu5C3w1DZ5c+CstHrwhpAbnZbMylpu12G6PR6K1IcCSOo3K5jKOjIxwcHKBUKhljXRpfUtjMZjP0+328fv0aFxcX5tJU/khDluURMMi7qzS4ItDge7kTo3d9CM7k/6xTsVjE4eEhjo6OzNklRllLJG53bObzuQFuBEWyrrIsDXoYkKFarZozUicnJyiVSlgul8hms1vR5ORdRFL4BUFgAKHNoLKNibsY/HdRgGEranGNI596+SjfKPJNp8fqfcoF3W7awHTV09cAcf0f51kYvzaKK6t883CljwPKw8ailp1RFGZghcn1uHPUx5C7K9DX+UQBvLuS1E22hRiXYSh/+4wjmc72PK5s2tWw9m2/qPEt89LhyG2Gv62tXOXFHf8+dF/j8r7Liwv69be6nVztbfvep2136YP3GvyQ9KQOG8DyneuCU1+Ueh8D3jbx7iPfXUCZS4CGrfz4DNRd6xO2WhHneZxyqGDkD0M09/t9sxsi+4q7h+l02riIlUolFIvFLQNdgwwAWC6X6PV6ePnyJb744gtcXFyYO27CjDreIURD36WUOLZlIAZ+L4GRjFgHwAR04K4P3fey2aypC88GATD39TDSnO3eC4JG7mZJsHh4eGgAVqvVQq1W27o49vLyEsViEdPpdGvxgm3LwBGM4GgDjLsYg2EUR6nr/rGBMt/5xLS29zYjMkwxxElzV7qLfNMyXLefy1iR34cZiLay3oVhoMvcZZFGf7uLIWtLYxvPtnaLAk9hpEGrzQDVPEXxHPZe///dMi5d85C/bUZ03Pxtc18CpKhx4VpAILnG1y4AyPatL/naAa5yomSCra+iePGZl7bvXLZpHJlg49Oli3z6R5ctXfR9KGouRqUNkzlRMpv2xC7j6vsC/LiEAI0zWwPSeHI1XJwOvSvFHfi+pIVg2N9hZfsAGlsdooS6jzEa9r3tYKd2bfFVjrpdCD5oWM/ncxPwgN9qn2Ia84xYxnMnmg/pIjccDvHy5Ut89tlnePHiBSaTyVvGseaT/BUKBXNnUJiynU6nuL6+Rrvdxng83rqLh/lJI4Q7pNlsFnt7e/jggw9wcHCAbDZr5pQEODwfJKPgad6l3znvLuKOz/7+Pp4+fYrT01O0Wi3k8/mtaHvZbBalUsk8TyQSxs1OB2aQ9x75GhU2gO8ynmx188lXku28TFQ+Nh5s5bj+tr0jhSnyOORqs/uQaRrIRqWV5cuxanuv5ZWrveXzKPBkA986vZa7PqAiqn/CjAYbD2H8uXgKA2FR+dnyCTNAdwGg+u8owBaXbH1hG3M2UOFqT01h8ke2sW23Xo49ykpXWVEgIawvZTlhPOt5EzWHd5EXYbaLHqtx83cBFBeY9cnrvukuANNHTvvIKN9vbTJKj+cocqWLw997DX70Sgew3ShSIMh0NNAoFGyT1zZJfIR6XKDgQ77pXYOMf8cBPL7lhuXj871LiYYZKLa8dX/ZlHDUxNB5y3t7JIgOW3WhoUWXSuBN8ATmwXzo7nZ1dYWrqysTYCDMWONPLpdDtVpFqVQyZWgFyDaYzWY4OzvDq1ev0O12sV6vzY6K/Jb8EVgUi0UcHR3h5OQE1WoViUTCuLoBb0LFz+dzTCYTc5ZIli8BlW6vbDZrzvjs7e2hVqshn89vKVWePeI5K+kGyHm8Wq227isqFApbbe9jgMkxcFdjPSwP3R5hgCaOAet6p8uW7/XhUF8DOw7FlX0aiPgY+ppc4E8udIXJd/19mKEfVQdZFx/eZd7auLSV6auTooBzlAEeZSDZdIt8zjI4h+W8ZBp9MD2MbG1sK9OW9q7z25d8gKOLtPwM022+FNXHcQCE/j6sTvrbsH6Ia+v48ivbzNZ+UWPDVf8oO8q1GOALgl3vXW0XZptE5Wnj15ZG1tm2eRBmo4XVw1eW2eTLLvRegx9JstOiBiSf00VGGwE2QzeqkXftgPswtlwUVf+wdD48+U54X9ICimXYJq9NGIWtPLmUpE25yHdRyoGGLH8TuEgjXd5Jw10KBlLgPTeTyWTrew1kdN6NRgNHR0eo1+vWXQ5pRCQSCUynUwwGA4xGo9C+SSQS5hLTVquFg4MD1Gq1rV0s7dLG8z6830eWyzT8Rt47VC6Xsbe3h+PjY+zv76NYLJo0zIOXrcp7iWQobv7PNiiVSubSV9k3eky4+lOnCWsn/X8YIHGRbZyFlSG/i0O2vOIYt2H52YzMuKDHtzybjPDhMQw4hLVzWJ5hacPAVZRctgESrYfiGpA6Lx8ZrY0Ml8GmgY8eB/Kd1q0249CmyyXZZLncTdXf37eODZurup12MXJ1Whuw0/mEGdi2VfIo4M40cUCNfhfV9vcF4nyBwF0obE5FGf+7gK2wdGGAxWXr+FBUX8my5bx3laPHgE1G2Orla7f6vnPRew1+bAPDtqrExtchd2no6ShVmu5Lcd+XAI4SJjbh8K4A1n1T2IpN1DcuAydq5UO3jw18uAwl6cImLywFsOWaJYEQ3d2ur6/x6tUrXF9fm2/l2JR1l+Ahk8mgWq2aaHISaJFf6QonARgBlK3tuEOVz+ext7eHJ0+e4PDwEPl8fgvEaOHKHazJZLLlUsd85e9EImGAz/7+Po6OjrC3t4dKpWLmruR1s9lguVxuuR1qcCTncr1ex97eHkqlUuS4DwPLvhR3XrmUYBRv+tu7yBTbfJHjLGy8xynDZhj78hb2LA4AkmkkP3cxQG3lRvHjW56UE/ocnu/3mk/buLG9C8vT57swg4jpWS95+bBPH+r2dc0Pm3x6XyhOO8R555IbuxjHPs+i8vcxmHclDaxtvEq7Igxc+ABX19yKAka7kOY5LN9ddZvLfrItSLxv80vTew1+SFLo8W/tC6tj3ctnPPxNN5pdJuZ9rGJEfa/TxhWEdwVAcRT4fZDP6pEtfdQz17dSacr/pcGtxxp/GElts9lgsViYe25seQ2HQ7x48QLtdtvc6SNBiRbS8n+egSkUCshms2bsSr5ZXx78lyGp5V04zFMS79p5/PgxHj9+bECJbBsp/ILg1q1Oh+cmEYjR4OGZnEajgdPTUzx+/BiNRsNEkFuv16bdUqkU1us1JpMJhsOhCaggXdz492KxMJHpeP+Q7/j5Xgjx+zDQ7ntR5T7aQRsd9wHS4r6LKjsuLzZDykVybkkZofMLMwC5O7xcLrfmN7+15RXGj/wd9b1Lhso8dP5h6WX58kcCO/7I8l2gzTa29N82Pl1pfeguBrmPoRglC2yA3SaH49TrLkArytC2PbfptLsuHMm8w8Cxr6zwWRTR4ywMREXlEWdR6LtFccBaHLnI9LqtXOPYR1+7gKcvvffgxyUYZGPYwljLUMGuMNdycOpJ5RKwPqsvu7yPQ5pvX4AVpeR25eM+DDz9v68xGzaZbHnZfNFtPxrUADCGO9/TUOf4mk6nuLi4wLNnz/Dll1+i1+uZy0ylMe8S5Mw3l8shn89v7VjKciSPq9XKgJPZbPZWGGpZ/2QyiUKhgL29vS2XujAhw8tZZ7PZ1u6Vbj+2FcFbtVpFs9lEo9FANpvFcrk054nYFslkEvP5HJ1OB9fX11thtPUhXgkMuZsrzzW9KwVzF8Mobv667cOAvo9Bor8LM5TDDDOdxtXmuxhpd6H7kmMkV1/75KmNPtnGNrC0WCwwn8+Ry+WQzWadecbRK2HGRZy+DgNSsg5SrgTBbeAYLpBwjrrGtK0sF0iImhc63V0M//umsLpovW2zdcKu6HAZp3q8aYqjt112URz5cx8Ulq8PaIrKz9YvtvnkY5DHBUsuCpuH90VhdpNrPkXZZi7Z4wN8XHnK733p+wb8SONPPk8kElu3zAMwRhjvGAFujThp6NkGc1in6HS2yaK/98kvig9Xh4d971MHH7ovBeELZPTzsIkZp1wJOORYsR2W51jTJMND0jCX4Gc8HqPdbuP58+d49uwZer2eMQQIemT+NqMIuDUaCoUCyuUyCoXC1lkc3Q4EPsPh0AAt23iReZfLZdTrdZTLZbOzJOeRBn3r9Rqz2Qzz+fwt8GNb1eHO0tHREZrNpnGpk+5y3CECbiPVdbtdDAYD015MJymTyRjgw77Qc95mCGraZSy6vrMJed0mUcLeZ45pg1p+F1cR2gJn6HzC8nbJKRvwuSsQ2rWvXOPfZpDYFjmiypcy19Yv8kfmL8vn3F2v1ybKoS1veRbQR9bb+tX2t+Q3DDC7vpNl0MVN7ooXi0WzO6uNyLC2tqXVbcm20Hy5ZF8cQ9SWPsz48xk3PnJFugTroE6aN5f9YUtv48fGmy1Ai84rzjiKayC7KE5buspy8egqxwZ4dFtGjWHbuzBQGtYmsmwf/qMoSndoPqN0n80WddnCvm0peXHxEEXvNfgJguCtlQ9g22hlZCv9jsEOSNJg0satTUBrIWgDXZrXXeqn/9fluNLHESC7oG1fuusqRNgEiBIIPkIBeAM+5CWg0t1E/s98qGAZFjqRSJh7acbjMbrdrrn3JwgC9Pt9PHv2DBcXFxgMBluH9Jn3bDYzrl5y9yKVSm1dKNpoNMy5Fr36ottjNBrh+voag8EA8/k8VFmkUilUKhW0Wi3U63XkcjnzjkYW25X1n06nxuVNRoIjL7LdEokEqtUqfuiHfgiffPIJ9vf3kU6nDfCRc49lLBYLDIfDrYhv5EMGQEgkEigWi1uGIvO1gdVdlKavcaSNMa3YZF67KqUwORCX5PfayNaGv02pucgFOF1tf98y6L7aKMrw0xSm5OX3cqxwnkwmE7x8+RLdbtfs/JRKJVQqlS1X2iiQoMcg6yF3Q23gO8zokuXJMP/6G1tkx9VqhZubG1xdXSGRuA1M8ujRIxQKhS3ALc8EsV1kXcLAuW5L+b/kRdbJpu91e9raydbmYUatDbDIfoky8OiWz/OPwO0dbNqNWZcr8/DR8y6bYhfwHwYStVyQz96VLWKjKNCh0+rvwgz1Xa40sOUpKWqc6P+j6mPj29ZPUaDZJmttdQmzWeU3u9rLcb57r8EPydbgHEj6vIK+k0Vf9qjz0c+1cSN5IMVF7vq9Twe6wNUuxpQPf7uQFvK6zPso21co2xSE/F8CHekKybFCsExwIn3WqWArlYo5/P/Nb34TZ2dnSCQSWC6XmM1m6Ha75p4dXlLKi1Dn87lZGZV+8PLSTgY7KBaLKBaLBrzLvqeBw/rM53OMx2NMp1NjOLHu2rDNZrOo1+uo1+tm18fV5myHbreLm5sbjEajrTt+bP2RyWTQbDZxfHyMg4MDE93NZiAAb+4P4q6SzRDnt9z5yWazsS9puyv5Kkz5/y6LAlHzyOf7qEWZuyofnWccoBNHsbuM/7hpbOXcpY9cbWfTIfIdF1Cm0ykuLy/x/PlzrNdrnJ6evrXjmkgktuYyALMwALwdLVHqO82Hrqcrja2ddCAGtp1cGGKeo9EIz549w2effYZkMonHjx+j2WyiUChszVcZsEiPd7m4wrSsu6yHbhstH2V5PmOd+cuzSfr7sKAUNiNRt5srHduS+ogeBJlMBq1Wa+siaH4XphPjGLk2/sNIz50wG8mWf1Q5u8gAW1n6G99oeNq2tI0fDabCbA6Zp61uNhARxaNPGpd8cj2Lqwv0GNvVJo1Kc1eb9b0GP3LwaSFkM/LkYKRhKRVD1AqQpDAlbnvuG0UpChnfF2D5bhmGmqImsqudNbkUio8h6hJsMvqQjrZE4MM+1KuTdEdLJpO4ubnB5eUlOp0OguD24DLPAzH/TCaDSqWCarWKVCqF0Whk7smRxgN/8ywRARPPAchVaT2+6JI2Go0wm81MXWxCOZPJoNFo4ODgAJVKxQAovYor22+xWKDf76Pf7xtwZSOmLxaL2Nvb29q1oqucLIP8EQwul8stA4B5SsWRSqWMy16hUDDf+45zWe5dhbXLwNiFXAaKbfyH8a3ln6/cistrmLHM/F1GTJhhGKcsnbdPurv2k61cG1iXJAOpZDIZBEGAwWCAdruNdrttLhXWCzG2PgyCN/de6RVnabDpS4htIEaTrW00gNDv5NnHILjdIW6322ZBqFgsvuViLHeXpceGBmN6ftnKk+1kaw/dNrqdZF207pbvyKu0PbRxTD6l7NIkv6HsYhmZTAabzQadTgfn5+dm92yz2aBUKqFQKGzpF11elG0TRlH2iKyPCwRE5e0Lwu5C9yGHbf16l/J0nvqZT373af/Z9IpPP/qCnTDd4KvPfO1DH3qvwQ8FnwQ/ctLrUKFy4NrOB4WVw3RRhk0ccBJHgfsMQD2R4tJdkbSL4higu+bvC4Bs5dmUkhxTwPahXek+QhAdBIHZpWA6Ah/mI++VKpfLqFaryOfzGI/HBvhoJUXjaL1eG8BUKpW2XOpkG0hQv1qtMJ1OTZQ0rojqc0KJxG0Qhb29PQN+dP42Wq1WmM/nJpCCnFeyT6iUc7mcOUskgZ2et/ybB6TlJaa6P0jZbBYHBwc4PDw0IFSCTZvQtCn2+1K6Ljnho9zDDH5XGpsSvQvP8plvXlFAkP/LdvZRZra67sqPjXQddx0DvrJczmnuAnPe8M4sBkKhe6x0fWU+NHi5+s93lEdcdJFzRZ8NknqT8zdKj9j6VOtS8sYdYgBYLpdYLpfGcOd30hVdRtVk/VOplJGNUr7ptmBauUgl+bPtVJGk27OUo8xf2hlyIUH+b3Nts4Ef/i/ngV7EkmMllUphOp3i2bNneP78OUajERKJ20uinzx5YjwDNPhw9Y+P7AkzPH3GeZRt9N0i3ebSBvSVlS5QAMTbqXDxZePTVq4tv7D+iiKXrA0Dpb55+Hyn55LNvdjFm6u8OLL7vQY/JFtDSpLCnAJUCtEocoGjqOfSEJR8Sp5c5em8wgaUTehFTYawCX2ftCtS3wXMMG1UG8j2tAEfTkKu6KVSKZRKJZTLZevZGYKd8XiM+Xy+dSGnVuJ0dyuXyyaMdKfTQb/ftwIIGjzML5/PI5/PGxAlVzx12y0WC0yn07d2ZXRwEFKhUEClUjG+5DIIgVb85G2xWGA2m22Fn5ZtR8OELnXc6XIpH2mkTKdTs2vF/Gx9CQD5fB6tVgvlcvmtSHB6LOixbpufu5Jr3Oo2tJXtqpst77B0LnLV2Ua7zj/bN1qZ29oiDGRFGQB3ofsCvFoX2M7CyHqvVitMJhNMp1PjYsqoh1yskMBBLuQlEgmTLggClMtlszsQBAGy2SwWiwXG4zE2mw3y+TxyuZyZn3TDleHhs9msk1/5v/ytn8u5RuAlw+0vl0tTpnQdJl/ZbNbIK7YTo7Iul0tMp1PkcjnkcjlT30QiYc7CMD2At6LK2cAQicBHgrNMJmPaWsoeG9AjSX3Bd7bonZTx7E8AZrFMy2XKT8panuHMZrNGPnNxSH7D3+SfPElwp8m1yGCTofpvG7Cz5WUrJ4yHXchHjkh7MMx2lN+5bIs4YEHKvyiKkntx7SL9t80WdeXvkgU2+RnW977ksk9dunsXeq/Bj3QbANwoWK7U8106nd6KDMV3YY3pY1TH+S5OJ4ZNBFe+rud61Smq3vdJvgbdXfJ1tZVWXJoHPQb4TT6fx/7+PobDIWazGTqdDubzuQElMm/tfiF/ZzIZlEollEoltFotHBwcAAAGgwHS6TRms9kWj9L1brPZYLVaWYMvyDrIiEDj8diEuA6CYGuFUCpgKgGXW5mrPXn4luBHzie5ghsEAYrFIg4ODrbCZ2uDRCp/6bJH8KbTSj555keuILnGg8vgvQ9D+D7mURh/JNvcjQIQYUZJWL1d8jUuGIuSn++SfOp5H3m4+k3edcUgITc3NxgMBsjlclgul8hms2a+Sr0mXcI4v4bDIbrd7pZbFg3+QqGA8XiM6+trbDYb7O3tGbc6gqZ2u43xeIx8Po+TkxMTeMAWrID1shm4Uu5wt4fnHheLhdmFvb6+Ngf1ZVr+z3xmsxnOz8+RSqXQbDZRLpex2WwwGAzQ7/dRq9VQr9e3XM6GwyE6nQ4SiQTq9boJOsPLlKn7ZcAU1oFydT6fYzqdGvBTKBTMjhoAA67kGRstj/RVB1KuyjNZsnwZYZa7gNKleTqdAoA549PpdDAej1Gv13F8fGzaV0ba1LwBb7si2gxWmxEsf8t+cu3YM63Ls0bLINd5az0GXd/rcarJJms4j9hnckdRkl7AkG1h06O+FFZPW1lRYClMLkUBEV2OLY0mm90R9W2Y7Pexg2267670XoMfwG913/aMq00S8dsMPd3oviBFG2GuyRs1qCVvUeXGXVFwCYZdjBMfwzHOAI5jYNkmoy0PKZRlX2tXC36zWq2QTqeRz+ext7eHyWSCyWSC1WplQlXL4ALyYCzL4zjjmaBqtYpKpYL9/X0cHR1hPp+jVquhWCxiNBqZ77SfOg2TQqGwtfNDXvWWMXeiBoMBJpPJ1k6MXrXh6irvvSL4kJHXNHAMgmDL5Y3gh2npZ8561Go1HB8fo1armfDyso/4HRURz/tMJhMD3mQ6/T+NQKmcXeNJC2yZJmrc+SgIW1kuAGH7Vpftq5TCyFdJhX2rKUrGur6JyvddkY3X+8zbNl/1OcL1eo1er4erqytcXFxgOp2iWq2anYbhcGjcZ/P5/FvtxbHf7/fx6tUrY7zXajV0u10EQYD9/X10Oh188cUXWK/X+Pjjj838nEwm6HQ6ODs7Q7/fN/KoWq2+5anA39qQtY1p1nexWKDX6+HVq1fo9Xpm54XgQsoSyi95yfhkMsFXX32FzWaDTz/9FJVKBaPRCC9evECv18OTJ0/w+PFjk34+n5sAEblcDqvVykSWq1arODk52Qoao+vDaJLX19e4vLzEarVCPp/H4eGh2S2jjGM+rK8EOEEQGDdjuhVThlJeE+xIozqRSBgegiDYSksZnkqlUKvV0Gq10Ov1MBqNcHh4iFar5dzllt4LmUzGanfo4A9aL7pkYZh7H3WsdrWUi3IATB2Zn00vSX2lZapNjtjqIEG6/DudThvPCM6NQqGwBWxd9qDsc8m7zZtCktZNUfZpHJtuVx3hI4NtfRxXlrrsXpuu87WPbbzF0SnvPfjx6QSbYSsjt/B/1+pylMLWDa8NV6Zx8erq4LABHWeA2MhnIMb9Por0xI5bTpz0UjAR5NJQkIo3bLzIduFh/eVyiXQ6jfV6jX6/b8aRPpQsQ1Mnk0lUq1Xs7+/j8PAQ9XodBwcHaDQaaLfbptxMJmMAFJWadI+gApSuXTYlIcHJaDQyriYySIMkuuLl83kDTGR+WnFIhT0YDMwFp+l02hhxALbOHBQKBXN/kOsAMevDb8fjsTEGbeeP5LkBrsjajAHbuPZRUlEUxv8uJMeuTQ7Zyoiqh1aoLr6jQIurfM37XSgODz6k2+muMjNu2XJhBLg1RAeDAV6/fo1nz54Z8JHP583OC/AGOMkFC+aZTCaNq+nZ2Rm63S4uLi5wcnKC5XJpDPfxeIwXL15gOp0a4FGtVjGZTHB1dYWXL1/i6uoKp6enGAwGWC6XJvqiPkso28y2QMD/eV7p+voaZ2dnBvzQ+OYOLgGRPF+UzWbNYkq73Ua328V6vcZiscBiscCLFy+wWCxwfHy8JYMuLi7wxRdf4OLiAs1mE/V6Hb1eD+fn5+Yi6FQqtXUnGmX1aDTC+fk5vvrqK1xfX5sy8/k8JpMJCoUCcrkcut0uJpMJqtUqstks8vm8qXcikTDucv1+H5eXl0in06hUKuYC6FqtZs46lkqlrbqv12vc3Nzg888/R7FYxKNHj5DJZAyAu7m5QSJxuxPF3Z1CoWBcJROJtxeqOObm8zkWi4XpM37PxS4pF2x6QZM+9yQXt/QY0V4KtrS2c5wSILEu1IkynYtXbaBLnUWiO+nl5SXOzs4QBIFp+0ajYXZpJbCR9SafbE8ucthcFl3tGIdceWp7KsxOjCNXbYBE5hfXTtTg1fb+viiOXH/vwY9tRcAGdJiW/+twxjK9/Duqc8LQuc3Y0EolDE276morX/NsozigIw7dxWi6r7JZryghq1eZ9PigoNUuXFRArVYLADCZTN4SYtKNg1HbuJuyv7+Pk5MTnJycoFaroVQqYbPZYDQaYTAYGPcGjkl98Sl983m5qV6hkrxIIUwQRh9xHQiAdc3n8yZMtAbxtvnESG/cAeM8kgafnGs8U8A0OsqbrCf5loEgwuYH2yaXy1mj1NmEuU2h+IKKqIWDuKt1cSiufHIBP19ZYiOb8St5uYuMsdUnDLTFIRcA2lUuufiSsoWGUTqdxnw+R6fTwatXr3BxcYFisYinT5/i6dOnaLVaWCwWGAwGW2di5DiWrjmcH71eD5vNBkdHRzg6OkKj0UCr1cKzZ88wm80wm80wHo+xXq+Ry+WMa2i/38fZ2RnG47GJ1lgsFs3ckcYe62irJxd+lsslrq+vcXFxgcvLS2P0M3LkYrHAzc3NVt5STnPuE9jNZjN89dVX6HQ6KJVKmEwmhn+6Dr5+/RqfffYZXrx4gUQiYRaY0uk0BoMBhsMhLi8vjZscZXgmkzHuy8+fP8fnn39uAkwwctpkMkG/38dms8HFxQV6vR6Oj4/NbovUN6z769ev0e12Ua/XsVwuMRqNjPthqVTC3t4ejo6ODPgAYHh58eLFljvgZDLBixcv0O/3zZmuL7/8El988YUBqgQyPPvD3S2C0G63i81mY3bbefaHO1pSXusFLq0jpT4hKJc7GLIf+Z67WNyN0wCC4E2OB/7N4DwaHJEH/q8X5+TY1AtIsuzFYoHLy0t89tlnWK/X2N/fNy6Vut5y7LO9uPAH3EYx5TiXcyWOXRjHhopjM4Z9H5VO8yifR9mZkrStG0eeh5VzV33w3oMf4M0gdRk5WqDLw9lhOwDMI6qRXQMk6pn+3jaYpYFrS6/z39UQ2WUS2SisvPsEXi5gGQZ+9A/f2e6FkC4BHCuVSgWZTAa5XM6Ejia4CIJgK6JaEARmlTCXy+HRo0c4Pj7G4eEhSqUSlsslrq6ujKEAwCh27p5QiVAh8rCvPNuix4AETNLHW+4Usa5UHtlsFsVi0YAqm5Eo24fGjrw/iHnJeUYFl8vlzMqrLX/Zj/yWZxN4/oHl6vTArQFRr9eN8SbnvB4vrrHkO8d3NZS1Atd5+cwbl1JxURxQFJZXVJ11Pe4CgFzA5y50l7r5kDa05LMgCMy4Xy6XaLfbZs6fnJzgo48+wqNHj8zOhy1Mu5TnNHAZsACAuTD0448/RqVSMfOdsi2dTuPg4ABPnz5FJpMx8/bZs2cYj8fodDrGJY3Eb2XQBbYl85dypdvt4lvf+hYuLi6QSCRwcHCAjz76yJw3Yuj/8/Nzk780RjlvGdo+kbh1+6Khz5DOtVoNiUQC7XYb3/rWt/Ds2TN0Oh08efIEH330EU5PT1Gv1zGfz/H8+XMDgiib+P10OjUG7PX1NQBgb28PrVYLicTtOc+bmxu0221cXV1hNpuhWq0afglehsMhbm5ucHZ2ZsKTt1otE8q/0+ng9evXCIIAX/va15DNZrfOIQXB7S7JYDDA1dWVGSPcAWM5iUQCvV4PZ2dnyGQyOD093brnTbrKDYdDvHjxAi9fvgQAPH782ETYzOfzqFarJsiFdD+zAR85pgmsOFbYP9SVsh8ZkZQuj/QC2Gw2W4tUsiwGdpCgSto+0n7TroN6h1UDJOpDGRlxtVoZgMpzVpw3/J7l0jUunU5jPB7j1atXePnyJRKJBB49eoRPPvlkK4pplG1mkx0usgE8mw3oSz7g4y758m8Xj756Kw5Y2oXf9xr82BpHDxRpkEkwxO1wCm89aKMMQBsfmidXXrbvXPlq8BOHB5JrpWEXg84H7fvUN6oePjxpoUgBt1wuAWArpHOYz7FMw1UqWYY2PEqlEk5OTozBQqDCA7PArRAtFosG/Ozv75vobsCtwU5l3mg0kEi8uYODLgl0p6DbF1ctpU858LYbgD5QTKUk3STkKnIul0OlUjGR3piHy0CmcSZvnOcz1l/ONwJGuqGQ9Lzl38ybYFKn16Amn8+j0WgYt50oirs4YWuDsO+ihLRLuMcZ87b0YfVyySgXSZ5s4Mblt/6HCfi4ZGKc9raRDxhkeTTyaMzyLEw2m8Xe3h4ajYaZ06vVCtls1sx/Gnl60YYH4XkWJZFImDlcLpdNKGQSd3x5XjCZTBrXrdlsZlxLgyDYKpuGrdxNlTvaXKThzsfLly8xGAzw5MkTfPrpp3j69OlW5EjuOMjzUNLYlmdnJpMJ8vk8isWi2S1nOP7lconXr1/jyy+/RLfbRSqVwqNHj/DBBx8Y97LHjx+j1+uZ3ahCoYDT01Nj9Ha7XfT7fbOzXCgU0Gg08PTpU5TLZZTLZdzc3OCrr75Cv983OoHGMftiMBjg1atXaLfbWC6XODw8xNHREfb397G3t2curaU7IF2euVBDtz7gVp53Oh0sFgvTtvV63QApugGyjaRrNM+wDAYDnJ+f49WrV+h0Omg0GmYniW59DLZTr9e33JT1PJFE4HN1dYVOp2N287Rb3Xq9RrVaNWemgNuAPjx/Op/PUa/XcXp6inw+vwV+eYZLRkCUi3kEILlcbgs4cwxRpzOqoDxfJV0D5aLmer3GaDQyAYzkTpo818PvMpkMFosFrq6u8OWXX5p3rI9uM9s5Oi1/wox7mwxzgQrbYtouMk7buro8V32iQE6Y3gvTi3HKiVPf9xr86FDVNoMNsK9WUeFIoxBwG/G7AhhZvm9aTS4jMU75u773eWcDEbbnUfnvApjk3RebzW2Es9FotHXOhwp6NpthOp0aY4A7HhRaBBtcfWLkJW7ZE7DQb5uAgYK73+9jPB4bY0QGOqCyIB80Cj744AMUi8Wti0Ip1Lm7QoAlLyDVYEevkgFv7tUplUoA3tz/wf7hPGi1Wjg9PUWj0TAAT7rHSXBFRUJwwjqyf+TZIhpP3AGTYbDlbpEOFMG85ZkheR5CjoVEImECSZRKpbfO7jGNbSEjbE5qBRDXqJdzXgIIH8OZFOW6x3J8+dPKRvIaVo+wNPchf1xpddvdpUytsOVz33zkmAnTB7b8KR+4yyLP2NFwJMk5xJVqaURx/lFWBUGwpcNoqJIPziNJ/J+RzhgWW+rJ8XgMACai2GazMQsx3IlJp9MYjUbodDpmh+Xg4ABHR0dml0XvHOm2ocEq3xMA1Ot14xa42WxQLBYNqOl0OhiNRnj06BEODg5QKBQA3Mo9yoPz83O8fPkS1WoVBwcHW+CH7mzr9Rp7e3v49NNP8bWvfc0sMhFUMEod20YuPnH3aDweo1gs4ujoyESpSyaTOD4+NjtsLPP4+NhEpZN9xvYtlUqo1WooFApoNpvm/JBewKOcJm+LxQKdTgfPnj0zgI93n3ERjUCMO+rFYtGMQalD9FhPJpNmx+P8/BxBcHtOhoEy1us1rq+v0ev1kMvltly5u92uidq5WCzM7lw2mzVeDBzP3W7XuJOxXOrj1WplQBu9JCQApI5tt9tYrVaGNwBm3NIVj21PoEQ7Qv4AMDtX1Ok87zscDtHr9RAEAcbj8Vthx13h1aVMj1qQiruwJmkXe9V30U6X43oWVr5tvPnwFaaPtOyNovca/AB4a3BFKUsJhGQsf5sxZGtMbWyEoe8ociFe198ynY+xE2XgROURBcRcafXBSNeKgY2POPywzyg4AZgoSlyh5A8NAnmBYC6XM+doeJeEvKuHW+KLxcIILRraxWLxrUhv5IEGC3dgeMcND6rWajXUajVzGJighq4szJcgIAhuV7V4N1AQBKYs1k2v3mWzWezv7+OTTz5BpVJ5624irtpls1kcHx/j6Ohoa4VRCyW9CiYNKrmIINMCMKu3BIDyILfuR85Ltv1oNDJAlfXSApPlci7znXadcI0nlyHsAgp6/Mm89HPZflGKwwa0bODJZpjEEfhhPNp40XWLk3+Y/JD5umSKrc18XRl35SnqXZSithHnJ+et3JmWY1t7KGge5H0tcpxrg4o7BNJIlr/5N0EXD8ZThm02G3S7XXNuiLuqk8kEo9HIXK5JcNPv903o7FKpZAxqeVCdddILKQRutvMfmUwGjUbDuBvTQJUGaxAEyOVyZkGK7SUB3Gg0MrsKbEsGfri5uUE+n8fp6akxymVABraJ3LFmHabTqTH4V6uVucqAQJG7cTxvKaOFyr6gTOTzWq2GDz74wEQBLRaLGA6HW+OA37Gu9DwgwJrNZvja176GH/mRH8HBwQFms5lxeXz+/Llpi2q1alwtXfMxkbi9fJe7bTc3NyiVSuYcayaTwWQywXA4NBHvUqkUGo0GarWaiWbIe4q461apVLbcPDnmOp2OaZt0Om30srx7rlarmbkgeb+5ucFnn32GbDaLjz/+GNlsFoPBwERCJOCTrm3STgCwtbAwm83Q6/VQLBaxv7+PRCJhzqTJoAeyH+T8lvrTJg/kHPcBAjKtjxy6i24IK1vm7Ro7WkfJNvDlzWXD7gLuNL3X4EfG7ZcHtUk2MEOSOz78/ntJcZDsrgbPfZDLWNSDX5LN0LoP/qWbxGKxwHw+R7vdxvn5+dbh/kQiYS7Fm0wmZidlPp9jMplgMBgY8MNLNTlZKejIMw8ZS5c6OQbpF0whKAECo/00m020Wi2z6sV02WzWuK7QJYCCkj/MW+6IyLbkCiHz+uCDD9BsNs2uEl1XaOzQ9Y47SgwuQKPERgRXtVoNzWbTCHkqMel2x9XQVqu1tcJoO/uilS2Bn0wjDUO2h9zF1e0RNV51vVzposarbU7GARVh80YbwvLHttttA0thfNv4iSJbnndVtFEA8btFchyEjQXZxq525riQBj6f08DW5/HkfJdGmQQ9+kemkwsMGixqnnl5KMESdx9ubm5wcXFhwFEmkzEr+Ny1Ojg4wHq9RrfbRbfbxXw+N0BFuofpua7rpO/AIR90z+MCF+WsdLkFbs9K0hVKu/pSptPgJc1mM3MNQK1Ww97e3lvAh/nJ85+yHdlONzc3xq2Pd6tJfVAqlbYixLHP5cIZd7oBoNls4unTpyZQAw145qlBLQDj1sbdsEKhgKOjI+zt7ZmdrIODA7x8+dJE6szn8/jggw+2+NA6mrxyt2MymRgA8fjxY3z88cdmbJyfnyORSJgdnUePHuHRo0dGb67Xa7x+/Rrtdhu1Wg0HBwdbZ5V6vR663S6m0ykqlYrxyqCO5tks9i/PFUk7kKCW/BeLRXPGja6mBGLSvpL9xd2efr+P8/NzXF9f49GjRzg9PUUQBMaG4PxhlEIumsqxapMRNrkeJqdt4EL3v4vi2Ir3ZVd+t2xTGwiMoy/ea/ADbEe2Avy2D7VS43dy5U2m1aBJlvMu6T6BgiSXcXjfectJbjMMZVvrVYIokn0oD8fTtYSrQrwnQa7q8BBwIpEwRrpclaTxQCUr+4HgQYaklvc/0FiQOyUyQk46ncbV1ZU5YMm68H4JHkze3983q4gAjL8zV6vkeKXAptFARcpVOCpmCfbpylEul83hV5t7mexXCTpqtRo+/vhjlEoltNtto0zYnuShXC7j9PQUjx492tr90beSSyOJbSzDhcu5KVfaeJ5IXj6o+dbjTL57V+Sau2GLBDayLcq4ZJuPEohb/l0oigffb2nwAn7y13fl8q7kA4w5/iQo10BFv+dvAnvyLQGv3D2l0WYztijHbO8AbC3SUI5xsYeBSng+pVwum3pxwYHGoLyYVZ6lle56tgUM/q/bVO7ocq5LwKjHBP9nu8pLj9lW0hVanmlKJBJv3d9DnlknCc5kP9BlcDKZIJVK4dWrV+b8DXAbEIGyO5F4E5Jf9gUNaJ7fKpfLZsdLglgNdGW7jUYjvHz5Es+fP8doNDIRRRlAgfqGi4W8RoBXFLBN9NyRQI27U9RB3JXKZDJmt4ffM7BCuVw2fc/dwNFoZCLpyfHLwB2p1O0Ft9R/vV4Py+XSBMzgd3QNJI9yTPd6PYzH460IgXTrZhrZ73KMTqdTvHr1CldXV3j16hVmsxmazabpp5ubG+MSul6v0W638fnnn5tFUUb2k2PbJrdcekm/j1rMi8ozLI+7UJju0eVF2Xau57KOUfawza4Po/ca/EiDyTUAbP9rZSFXjHRerjzeJUUp1bsM3l2/tX3HtovK0zbx4hhGtgnPv7WrFd0bKCDlQUbtckEFyPRSoXBsEBDwvQ3E0WiQSkT6FDMNv+UqKxUhAQNvfB+Pxzg6OjLudTwbwBVEeShZ8p1MJs2qHs8WtdttTCYTYwzw7E0ikUClUkE+n9+6pFS2sVzBYpux3bLZrPGzbzabmM1mxtAi8KGPNSPcSTcSaWQwfxmFRwZ/kDtJUknz8CuVG3n3cY1yjWfbM19QbhPONqNTG4M+vOl5I/mx5RU1j1zPwvLxAY67ypcw4LYL0LkLyPEFyDZgK3WKzI+LIlzdl/OXP1pOutzgNOmFAZI85K3rZJPJlJ80wGmI0l2XRjMAHB0dmUtFNRiTfMi/bbsnlFsEKdLIl8a4dqWWAFLWScpCLbtc/ce+0O0gg8Zo+4HlST3S6XTw8uVLs6POQAN047LxS3nIHXfppi3HhWxjWTeCOspdXjvAg/uDwcDoCOnCR70mdbiWVZJP8sGLQWVbS/4kqCAoSafTmE6npl8o3+U5m1QqZcZUOp1Gs9lEsVjEen1771K73UapVEKn08HV1RVKpRI+/PBDE7SBvFKH0buBeo5gijtwkkfyyTNDNzc3ePHiBa6urjAcDrG3t4dms4lMJmN2v+RiZq/Xw/Pnz43bJ3fctL1hG3s2fRAlp7WciQIFcWR8HIqys126I6rMOO2g38Wpy3sNfmRlbb+1cS4Fp1yB0avcMn+fsm3fhCmrKHDjyt8FIsL4CBss+nsf4yiqXBfZ+op/20CUK2+tzBOJ22hf3G2gYJcrUTIiGfOW/ujacGY6Kg0KMa0ASVzVooHAvLkdT79lLWiZBwEQ3fIuLi6MewnPB+XzedTrdXN2iId7GWFORl7iSuR0OjUXIVJYS+F/enqK4+NjlEolE/xBHiSVfS0XCZbLpdltoWKQRhB3laj4WG+6J3K1USpPPR7y+TwqlYo5c8WdILmSTZcQgkHWURosNkNMjgPbzootve9YtykanxUrn/x9jXL53gXodB4+9fQpM249bPy6lKjMP6pNw3iMeubKW8ocyastP1kPLopwN4BjQp8X0G5iNBA1nzYgI12hpDEq5Zk02DVpmVev1030R8oE6W5Lg1OCHrkQRZkrZZvsVx32Xp55cY1PptM7PrZ6Mz8pg6Wul4Y5bQH+Ld2pNSiSgEHqELoRM6ob5RtdqzkOZL113WWdNPCR9ZK6Q+52SS+D4XCI58+f4+LiAqlUygSM6Pf7SKVSBmToM2TaHmCefM/zMLYFHfLOxT3ZV9KTgkCPPLMNGEqckexYl0wmY+5xC4LARDqk3pWLgABMuO/FYoFKpYJGo4GPP/7Y7PzI9No9rdvt4ssvv8SzZ8+M+93Tp09xenqKYrGI2Wxm9GUikTD310kbUgbU4kKfbbEvTM7JZ2G2pP7WJZtc+kDbxr7lhPFnkzO72Iu+733sRhu91+BHr4jpCcwJaRtM2u1I/nYZMLpTfYwayZetk2wrc3EHimu15q4k29P2jmXr1SNXPppH/W1U3VzGWi6XMytZvARUK1wZhUUqejlOgG1Qo/+WxjLzoCKiC4hebZXpbIYKDYYgCEweAIzLGg+JMoLO1dUV8vm8EcDz+Ry1Wg3ZbBaFQsEYLNPpFL1eD71ez0S5GwwGGAwGRpn1+308f/7cHBje399Hq9UySlEaBAR23OFJJpOoVquo1WpbbccLU6nQpQKX80wqK7Yr2yWfz+Pk5ASJxO19EYwUxIAQEmACMO4UXOnTY0wrde0y4iJfheAiLVfCypHl2ea/DaTpcuI8cxn2dyWXco0qXz935SPHjAZMcn7KPHZRxDq95scG0sKIBhDD/wK3BiHDVRcKhS35wTK1cSrrQ7klXcxYFlfV5Qq/5INzTX8rFxX4nrzQeJeGsN5llXKQCxIyHcGQ5FXWk/WTc1Se6yCvNDC5qCTdw7hQwh8GXaHBGgS3i0CFQsGcz+HZJy4OSdApzxFJPiUQKhQKZreMOxgAzEH9+XxuAt/QALfZFCyH7+RYkPfI6Z0t6ifKaN63xLrzHMxgMEAqlTJeADyHKQGBBOGSN5bPttGAmX3PPpC6kOlZDxJ1jQSs1FF0ZydoGwwGpm9tZ3Y4dqgLgiDA8fExfuRHfgQffvjh1v1C0j6QY6zdbuP58+fodDpmce/JkydoNptmXvBOOerEWq2GTz/9FAcHByZ6KvvfNo/lc5vtabMrtX0o3+vfNgAUJqds5fjoB5tMtP0t7R3f+mgZ7SOzpR3nQ+81+LE1RtigArb9rW0rR/wmLhK+D7Dhm88uZfl8YxtgLqVvyzcKJLkmtg/frr6momTUGEaQkeduuNKkVwxtwtNlfIaBOqan+4IGtBI46ZU92R5yJY4HKrmCxvsoUqmUUdwEdUEQmIhuwBt/ayrdarWK2WyGy8tLXF5emvagsKc/Pw0AKhe2K4EWD57yDoX9/X3s7+8DuHUvpIsMDQgaDYyqR6UPvDGqWF/Wg+exSqUSTk9PUavVtnayeNiUgm69XpuLHWkYyLZnP8pDsdKYiTMe4y5KyHHiGj8uRSbT2Pjw4dmm+O5LTvmSDYyGpbV965I5LmUbltcufOtyXf/rcuV4I5DnXOLiBKOnEThQZjFACu870eBHziN5n4luHw30pdEtdaV25ZLpmaduE2kIcydYGr4y6IxeaNK7IDZ5K8/3aABKGUi5wQUeRuHs9XrmHE4+nzeR04LgdsGpXq+j0WiYEN+j0QiDwQCFQuGt+4hYfw285VmiXC6Hw8NDfPLJJ3jy5Amy2axxQa7VakZmtlot1Ov1t/pCEvWEbDsCOekWqMeYDM5AcEj3MbY9A+0MBgPjRcB6UA7L8S0BtORBj3U5jqRrs8yL30teF4uFWbzk4t5oNNoKsLFe34bR1mVLPc7xy7JXqxWKxSKOj49xenqKarW6xY8cp8xjMBig3W6byHD5fB7Hx8c4ODgwF5gmk0kTlIh1qtfr+OCDD/Do0SMkEgnjiaB3DnWbaYojn8Lsobjk4ikKOIWBJg3m5G8NAKPydr27qy57r8EPYHeF0CQHhRQscheAeUUpZ5sS8OVT/pZ5utLayo1Kq7+JSz6TMy6A8cnbtkoR1WYa0KRSKbPz0+/332ozmV6DHS3INbBhGfxfu5VII0WvrEofa+lCwvzlLojkkyBIuoRkMhns7++bA5jD4RDD4RCj0chENspkMiiXy1sXH67Xa3M49fr62qy+cRUwl8uZM0L0lwZgwEwqlTL3eUynU2QyGXMAlSt0PJeUzWa3ot40m03s7e2hVCqZOtOdhu4MrDd3cdimzWbTgDeu6BGY8f4iBnRgP0mFYxPKEuDa5nSUUR027uMoEpvycM0tOQbj0q4y612SS1mGyXD5t61/XW0Tp+5hMioucZwxDPLe3h4ODg5wfX2N6XSKq6srPHv2DM1m0xjcvOMkk8kgn89vnWcD3uzcEBxIAKF3AriarSPNcTzIHV7p3qv5d7UdZSR3e6UR2+12kc/nzS4wd7HJl3Q1k/OVdZNpJAAi2KjVaqjX62YnuNfrod/vGyB4cXFhFnZqtRpOTk7QbDZNO9VqNbRaLRMdrd1uY39/35wzIaCSOy8a/LAPKPur1Sqq1arZGeCOHg3vILi9IFve28O8WEcN9vheprXpMekWBwD1eh0//MM/jCdPnmy18WZzG1J6OBzi5OTEROHkwpnsexv4kXpL8ymBmtyhoo7T9+hJ0L3ZbHBzc4PPP/8c19fXpl7cmaRuHw6Hhj8bMGY7cA4xapzkkXNSRjjsdrv4/d//fRO6nJfe7u/vm3OxrDeBNwDjosdzcfpsqm7Pd0F6XvPv7xb5ysw4svVd2K+a3mvwI1erwowO/U6ultmEmvzWlad+7+osn/zCKMwocA32XcBSHB7DAJeNF9d3sm5hfeia0FLoURFRMDFcJQBrlDS9IirHgX6vgTPzIN/5fN7cpN3v942CoLsYcLszQiOdq0gsS66Usk5SWdHdgKta9IPmM15ux4v/qJAJagg+eE9BsVg0LgSyTRi5iHxwxXAymRhjQLqUcJVMHsTlqhfPInGl7ODgAOVyeWtlm2GwGRmHgIu3x8tbyxeLhVmpBGCUEf9nW/Kd7C8SXSHYPvIeBt+FDzkeNblW4+R7Dbx02rD5EsWnz2rZuyTNV1h7Rc15+b3MIwpEhj2LIhefd8lHAoRGo4HT01O0222zA/vq1autOcs7yDh3OZ+YL+tFWce08tA3Fw5yuRw2m41xb9JeDzJMvD6HwvJs+kcanMlkEsVi0Vx6mkwmcXNzg8vLS5RKJazX663IYpSJdLeSxj/L5a4X5yefE8iVSiW0Wq2tHemrqyscHh6iWq2aaF29Xg+lUgmPHz/G8fGxcS3kwkmr1cL5+Tn6/T5ubm7QbreNHkkmk7i+vjYASO5WUZ9I45oR725ubgxvsn94v0+xWNzqJ62/JFDVoFCfG5HtJ8+ZyMthGcqaegQA9vb2sFgszL1u2t3NBoBleVxo1At2DOrBi8HleAuCYOtSXq1vl8ul2Xm5vLw03ggELgQgeuxJACR3leTuPsuQ41rupq5WK3Q6HfT7/a0oqIeHh1sX9RKU67bQ507lAoS2KeVc8pEtu8ifOBQGlqLKDpPrYTaiHrthdp9tkUvrjl1t7Pca/GgQIhvF9kwOShnZShucMs+oMsPS7lIfOXBsSi+MogDYXYCPTx62Nnd9YzP8wsqxtbdcyeEKEQ/KZ7NZ9Pt9k7cW4trdQhueFHQAtsAM3bcWiwVmsxlSqZS57I0BF1KplAlCkM/nkUwmjasWFTaVGX209X1CBCD8Le/3AW4N/H6/j263i1qthiAI0Ov1jAInKMrlcsY9LQhud5LS6TSOjo6MscKL525ubrZ2hMgfz9vI1TLgFtDJ28+TyeTWaikAEz1nPp8bY0y6AVHhMTod27lcLqNcLpvdKIKfIAjM6jhXzLmYQWNR7urKuc95z7NROuJjmMC+y/zT5JqjcjVU52v73qVU3wWFzWXfb6LAYxig2bVttT6I4jXqWRySyp0godVq4eTkxIzz1WqFfr+PYrFoDK1KpQIAZvdWLtjw72w2i3K5bBYRaNgzHc96ADDnEwBsGbkME8/dJTlXtDyUdWLb0PhrNps4ODgwUbDG4zFev36NVCplFlo6nY4BDLlczux0kWd5lojvyZeco5vNxtxNRhnBnZ8XL15gPB6j3+/j4uIC6/Uap6en+PTTT7G/v7/ldpvL5bC3t4ejoyPc3NwYN0RG5OOdPdyloOygnbBcLpFOp80lnsDtXTtnZ2dotVpml2kwGGA2m2E4HJqFIF0nCXxY92QyueU2pYM3yKsV+D0D4azXa3MQPwhuF+cYIICu0FK/6UtXtQ2ibSfyyrSsh7zAl2nZZ9RHMhgNgcNms8F0OkWn00G320Wv1zNj/Pj42JwtffXqFV6/fv0WsJIgQ7pXyvumyCt3ZeRuJ/XlZrMx+oO6OwhuF/8YIEJfkSHHhZwXct7LHSCSL/AJ00lyPu5ig+o+lnlI0OrKX4NkWzqdrxxbYcBH56X1s83GD9PhNnqvwY8mm3KVAl0OSk5ekvZPdSlq2eiu8uRv/bftfxv/klfX965BFAVQwtJG8ab/dqFz/o6TfxR4k0RhRd9iKqNcLmdW9OgnTN7kQVPpfsYy+L/cGWBZjEZzeHiIZDJpVjOTydv7A5rN5tbKJM/sSB9y8kCBSHAxn8/NeRa2A+vHfKgACU6oUHTYUOBNmE+W8fr1a7x+/dq0Y6vVwgcffGCAHOso75qQSoEKRPtxs12lbzrnlnSPoGJkHgSJXAm8vr42z+VlsI1GA5vNxhgQvOSOxlK/3ze7UNKYowuC3Nmlssvn82i1Wsb4tIFg2/h2vdcUBRJcc0fPGZfxacvHl2TeNp7DyrF956PEwtpBfhdlDNjkqu+3PiR5cdUnTBdoPm0LQDSWT05OALwZx5QhR0dHGA6H6Ha7SKfTqFar5hyNzJ+yjgsrnMd0wUkkEmYeANgyhCk3guDNWRXKOr636U8NjJgWuAVprVYLg8EA0+nU3ONyfX1tdsTlWRRekqrdsYBbo4sBWJhGlsf25blA7vSsViucnZ2h0+kYWdJoNPD06dOtUPvcMWZftFotVCoVwx9lT6lUMm0og78A23fFVSoV7O/vI5fLYTgcmvp3u10T/pouybVazQArti37gX3A/qDs5TiRVyZQlrFNaICTb6alSzRBNsviuUmeC6VsdskGDTTo5qd3NqhvKMOlm7g+kyTnLvWLXFgrFAo4ODjAhx9+aBbu6MYoeWA+LFu2iQSZLEsuhMkIi9TNBGOj0Qg3NzcYjUbmTCnnCOvN/DmHbTJCn/mxyQnXOzn/fClKP7kAj8u+s9lykp8o/mU6CUJ34V2n0brZxY+Lvi/AjzTWgDcrATqNTKt9oDUi3YWHXb6z5aEHpVakknx4vg/eoigMCPp+GzYp5EAnaNhsNmi327i+vka1WsXx8THK5TIODg7QbDZxdXVl7iSgAJbb1BwHwNtuJPS354pVOp3G3t4eKpUKptOp4W0+n2M4HKLdbputeW79AzChNqnoZaQdggae2RmPx2bVCcBbAQim0ymm0ynm8zmur6+NUpWKBXgT7Yl/SyDEdwQdkh/upOjVToIUuaoHvInUw/kmIy7pFUPpFiB3jgCY3SJ5dod+6DwvMJlMzB0jzJeGnFTc7F+6/dDQAmCMs6OjI3z66acAgJOTE6Mo9c6vy7iOAji2NFFgJq4hH0fI+yyWuIDNLs/u8s6lOMPkufzW9f8u7RVnQclWhv6GZ1WC4Pbmea40032qUCggk8ng+PgY9XodtVoNzWbTGGkEPnIhhhcwcowzT55XmM/nW9GnOLfpqsuD/9y90HVxtZvUtdlsFo8ePUIymcTl5aUBLNVq1RwW39vbQ7lcxtXVlamvXASiAV6pVHB6eorJZIJSqWQOlnMRhvM+m82au9C4C0/Dez6fG0D26NEjs4IvF4nI03K5xNXVFTabDU5PT819LgyXzPrRnYxGbjqdNq5RicTtDs/l5eWW+xvPITGKXL1e3wI1dP1LJBImgifHgAaEMkCMDbAWCgVz7QDPRzKIA89kAreeES9fvkQymTR35HBsSbvJJvNYvpS1chHZdn2BlHssw3auSS5UMTDE06dP8fjxYzQaDdzc3Gy5V9OVk2OePzKN/JHp5BlaCerpEcAzQLxzj/qPgIvgmmBSznfZb7L+YWDHNre0UW+jKKPfBWgkr/w7SnbFsSF1Wtv/YXz6giNb2h8Y8KMnmD7HYSO5bSwnqg1syP9tFKYc9SrirgPHlbfkK07erjxtaWQ6G+L2JV8+fY0Ohojt9/v44osvcH19bSKD8UDpwcEBrq6ucHNzs3UrtdxVKBaLRgjyOccRDefpdGrCoWYyGRN6mped0bWu3+8jl8uZVU+6l0lXNOlrzgtCgyAwq4y1Wm1ra13u4ND9jO5p/I6rj3T5okJgnakIZASa8Xhsbr+mK8be3h6q1apZPWRb0I1F3tEjQZBUYq7VHb3SJhceJGCSB2bZBxL8yN0tfiMVpwR28l4glkNjIJ/Po9PpmAPoNvCjx2OcMR81523AyPb+e0U+wMQHVMQFey7gY8vrrm3k6h/XQsyuoFQuBvB9sVg0hqY8q8FdnKdPnwLAlusajX8GLnny5AkajQZms5mRZSwrk8ng4ODAuBk1m000Gg2z85FKpXB8fGwWLqrVKlqt1luLhto4tOkczvdGo4FsNotarWYM7UajYULhMxANI50dHx8bN1jmk0jcRiNLJBIYj8fGvY1zU+4up9Np4z6YSCTMDjl3YCaTibkjjecjpXsXF3cymQyq1apxX65Wq+j3+zg7O8PV1RVms9mWzRAEb1zQCPAI5hKJBLrdrjGSKY8TiYThRbodSvdDLkBxUUz3A0FYoVB4K0gMDfdms4nj4+OtIBAcN9Pp1LgId7tdHB4ebnkhaEPSZmhyZ4Q8c1zQawDAlnuY9B4gn9Q5chzxHRetuBDHIBUMoCMvcGVd5PcE0cCb854u3UQgJOdrsVhEo9EwgYTG4zGePXuGXC6HJ0+ebLlqsk90QA6db5zFlyi94ENRC1QuYBW1UKTtYJmP7bmNtKzXNraPvpDfxLFBbfRegx/ZYLrxXJ1DQSYHLfB2B0QpRxuFIe2wOoSltSlTH+Nk1/JkPnEmXxSaj1OGfqfT0MhlVCH6GstDpYeHh7i4uDC7JVRGdJU4PT1FvV43IbHZLjzbQkOdinA2mxmAwbJms5kBOQxtOhgMMBwOjZK8uLjA2dmZcZOoVqs4OjrCbDZDPp/HarUy51Do6sEdIbp/0F+f515qtZrJj+4LekcrkUiY8Nja1UBexrper81dQOVy2ShzrqoCMOFg6YY3mUwMKKMbBo0TVz/KuSjP2tjSMTgEd8/k7edSwbgWCZgP3T+kgQXc7jh1u13jX95oNMyOU9hihw+5jGf9bhflGFaezsM2v+IY8PclS6K+d+UX1S6u+oUZcK7yw/rMh3S7s1zp7y8NIp7P0GCCOzISFEjXXH7LQ/Y01OQFx/yOB/0TiYRxHyMYymQy5jA385TREmVddL30e+nOxnDSNEAJ6oLg9tyJNH4JxmQ9k8nbKGyVSsUsgHDBSZedyWQM/+v12izWcBFrsViY8iW/MrADjfbhcIhUKmV2Sc7OzvDFF19shfXf29tDvV7fOgtJecRFKJ6lpD6gviH4K5fLxmDnmR6CT97Vxl08PXbz+Tz29/exXq/NBbTy3A0XsY6PjxEEAUajkQHLk8kEk8nEjC3e6SYvvNZzgX0in9N2At6AHLkjRWC/Wq1QKBS2zsIAMOfT2H9yEYweCIVCwYQoZxCERCJhzgHxnCp1IvmVC9mJxJvFNmnrEVRKMM/v2XfHx8fodDrG1fr169col8vG68NmT4adH3bJZxfd1aAPk6FR/Gn9acub6aIW+CSF5WsDT7bvXHVxleVD3xfgx6dz5VakdnvjN7a/batdTOMDdrRi3QUURQGxuEaInPzMx8ZfWP3CjJIogyUOSLT1o9zapjCmOxgvk5O+2zIKTrlcRrPZNMJ/s9mYO2QGg4G5eyMIArNbMBwOjdFAoQ3A7ETIlSCu4umxQvczhuCezWbGT5/Kku4MFNY8H0AFyueFQsGAj/F4bEBUJpMxymE+n5vfDCTAOSDdR2gEjEYjzGYzdLtdXF9f4/z8HPv7+zg9PTUuFel0GsPh0NyhMZvNzEodgyIQqMgftpV0T5NtJseLDEU6Go1M+1Ghyb9tY1GOE+Yjy8lkMuZANqMicYzYxu5dQEkcYBNXSWqytYHmw/Z+1zLkM985HPbeJrvj8mVTyFHKUpcfxW9Yfvod5RRJzwmmp7uWVvKcrxzv0p2Urj8ELbIsziHuMBEYkQfOBQIwKRtcOlQalvI9v5OBWeRZEPLCHWm5yyrDBzNPLqZwh4FygzJXtoEEM1I2MDw/eZM7Rrrv6N7GHXsAxvhl8JxCoYBPP/0Uh4eH5kyI5pnXCEj3u1wuZ3aVtMyVOwStVgtf+9rXsFwucXJyYkJjS/c4unMzauDBwYHZ7ZM65Pj4GM1m0ywELpdL9Ho9s5NWrVZRLBaN/pMRRqVRq0E5z2kywIS8y41tQPASBMGWWyPfE3jRvZlBfKjHa7UaGo2GcTf77LPPcHZ2BgAYjUZGL1PP6jZlf7DtuZOmz3frOUsA+9FHH+H09BTPnj1Dp9PZ0tndbnfLZtByle0kwbwea1HkshV3kYdx7Uwfu88l/yXF1S1anthkjY3f+6D3GvyEoUg9obXSiTOgwoBH2N/6mfztU75G2q684lKYoeSbn27rsDaIAxJtzyTIpeDjgd9CoYDRaGSi9VQqFbMSSr9vGgaLxcLsYlAxn5+fm90j7jbwrAmFKoWzXqkE3rhPSANE+kXLPLgyOxqNjN868AYYSEWQy+VwfHxshK3sM94mDtyeKWI0n+l0albchsOhObAZBMHWPQ7SqALe+GpzJZQGwfn5OdrttlmlZQQcniXg7lW5XEav10Ov1zM7bQRnVApSOVBh6sULCYS0UJZ/04CSF/LJ+jC9DmYRBMHWzh0PI8txJvvYNU/ikI/MiaPkdhH+Pvn7zEttFElDyfW9L/CL4k3n79M396EkfZS75l8qb9s4lu5ANAxteWmDVOYj3UflmQc9p5gn5RJ3LYA3lxDr8mx9YTP2tF6V4YXleR4puyk3uaPC+lP2ufpZt4t0hZNAzGbMuc60BMGbM1Tj8dh4AazXa5TL5S13ZAl8dB6sJxemJB82O4RtxbaoVCr45JNPsNlszC6SBIbc8fjwww/x6NGjrUs22a/6egUJTur1uvEUkAuB0oVZywjJK8dLq9UyfUd3NADmSoN6vY5+v49k8jYCoLxiAnhzMe10Ot0KHsFdM7qDX11dmch5DF4jwRWBFHUW6872Yv1lsCF5NpREXctLcJvNpgFgtVoNs9kMk8nE6DZ5Wbp0V2UfsT0lGLeNadvc0n/vApps4D5KNoaV4/PO14625RWlD3U9fGWxL73X4EduYQN2n0KJ0ils9OVpTC+/tf0O+9tGuw4sG082A2NXI0j+Hwfw6DziDr5dJpNU9tz9kEJtMBiY8yg0+Kl8KKx4MWa/38d4PDaRwoIgMKtMOnocV5Ck8LIZIdJw17uJWvlRWQC3CoT8yZ0s6cf88uVLdLtdczloKpXCwcEBjo6OTDhvnvmhUjk6OkI+n8fFxQWy2Sx6vR7S6TTG47HxxdfGF9uX72gArNdrPHv2DM+fPzeuBs1mE61Wa8sVgACIEZ94URx9z9kWqVRqy+9e7/ro3Ry5kibHglxZZlo9bmxGIFefeQbAJh/4TPMjhW8cYzvuQksU7WLoR4GLuOVHAR5SWJkuAzsOH98N8mk7nxVR+SzMcLAZyiQpi+TKMp/r8avzlfPJVi/9nU3OacNf5kWZArzZCZJpuZLOZ9oVKaws+b+UmeRb5iFdoCQ40u1KG4BylEY8I40dHByYIAStVssETtBRL7WM0rJH63FbP9Ftj20nv2Fd6ckgz+lQL7qAbDKZNHflyN0xto2rneUO1WKxQD6fx9OnT9FqtbBardBoNLZcN3lmisBkb2/PgDK6cz569MgsrB0eHpoLZclHqVRCvV5Hq9Uy0fFqtZpx2+RF2svl0lxwLYEP8yHw43kvfT8Q68W00pWQu2zHx8dmt4mLomxrjhmeSZ1MJjg/PzdRXllXuqXr9rUBzLgUpYvipgv73jWOo76z1S+OfWizBaXO9skzjN5r8AO4lagccNKI0QdMfY0T5nnXwRSWf5z/baQNb/62DVqpCO6KoON8EzdfKTAotAgSGLiALmvT6RTPnj0zYZ3pnkXww90duoNxJVS7hmhQrSeaTenbxpFtB8F2uFQrcYKw9XqNwWBg/OYzmQwGgwFubm5McAe6hzAyEl0+qHTo88zoODxHs9lsjDscV57lbpdcGWV67rCNRiPU6/UtBUbFRVcMuZqqDR4dMchmSLsAjhSqrnlrM865c8V8uRPGOkoffo6zsDmox4AmG2h2kW3xRr7zlQ0+gCJKgdkUkGvOyu/D6hel1GxpbGX58BFXvvjkGUWutLa2t/WVNjrD8mY7aLDgAt7M12b8+/AtjUq5GESZKWWGDiogQ/wzLc8dUSfz4L4PgHQZVPI9y9KASOsRyr1qtWoiPjLaZq1Ww+npqVlIYkCDIAjeAibamJbt5hqXUTpX6xj9vZZN2u3Lpbc0QLKRLo/tWSwWkc/nUa1WTeQz9jnHACMHUtZSjyUSt26PdBtjkA66h5N/Bm3Y398353Z5R1UqlTK7SrPZzNyFpb0istmsCa9OwAq8ua5Cjge5g8TzWKlUCvV6HZPJBBcXF5jNZmY3TYLlYrFo2oKX6nLH6fDw8K1xQtLzfhf54ws8wp7peUFy2YquvHQeu4CeqHLD2kl+75NO0nsPfoC33QP0O+nKIqNpSWAUZaDYyuR3UXxF0X2g2DAKMxI1H3rwxmmTsPJdEyhqVYHPtZGcTN5GTmPUmna7jdevX+Pi4sLsBmmfe2C7//VuB4W0rWzyJVdOaQTY6mBbGbQZPFpJa39irrzx93K5xM3NjQHw3BU6PT0136XTadTrdeOK0Gg0cH19bc670OCXgQpkRB5ZF+mzHQSBCb3NezwuLi6wt7eHvb095PN549LH8Lk8M0XwxlDgjEIkDRUJiLS7gJyrGljIsaHnsbyjQ/eVLFfuvsl35FGPCdtYlWQbz2HKRP/tKwd8QIMPv3HyuOv3viAvLI1usyjDOC6Prme75q9dZl15a6MzSr9EPXeNNZ98OS/oDsaFFb7nnKELE89cbjZvLoukPNpsNhgOh7i8vEQicXseia5MNvnqGjOSNz1v9U592LyjAV+tVvHhhx+aENEEP9z14XfcLZaLQ3wneXX1WVRfRYE6Wx5SV0gQpl2ubEDKlad8LtuYz2yuXgSzHBu2M1/AG7c3tqcEcQRKpVIJH3/8sQFa/JZnmhgIoVwuv7VDn81mzZ1AAMx5TuDNwp68B6tSqRj3vA8++MC4HDI4RblcNnVmJFbmwfHCYEoAzFkmGZ5dezNEyTmf9z7P/rCQqz4+PMfVi3Fl83sPflwGPP+Wv4Ft9yRpZEWBn10NFC0kNUJ1AR8XUo9LLuEaBj7uG4C5gI1rFcQlnLVS58odQ8Ku12t0u13jbsUdEypHeUGcLEcqSxr5fC+N60Qi8RagkudYgDd+77Ic+Q2fsRyultoMIlskNXmWZr1eo1AobJ0N4r1G0o+5Xq+bw580TobDIfr9vrk/iLd+8yyNBIPSp53ttNnc3oVAV8OLiwuziks/+Vwuh3q9bgBXKpXCcDg0FxFyZZj9JZWsvH9JnpuSylUqFt1fkrgSKZWxBJfyb/YX+4SGnQ/o0eNGGiUuw13np+elfOZDPjLsLvM7SoH7Km+X3N4FzO0CAsLA6X2R7kPp4hWW1sWLTX+EpY/izSbztWsU5yZ3yguFwlabE9zwPKXcPeGB9kTiNnBBp9PBF198gel0iv39fXz00UfG4NQLIJJP2/xJJBJbl3MShEn57RrvzIvuWPv7+6jVasZFl268cmfLxp/kzdYXrvkeBj7ke5nOJeukUS/drrXRbSvT1v+28cm2kt9KuSn1qT4TJfN0uWfyGb0M6vX61uW2EuDWarUtXQTgrfcSbLEPdf15zxPHDS/U5lm0arWKH/mRHzF1JWgbj8fIZrM4PT01EQIZ6ZBh0wmadP+GzftdZfKuduFdKUrehL13gSHW5btVn/ca/MhJ7RpYtokvV/+Bt13Aojp2VxByn6g16juXsncJPBs4kr99+AwbvGFCXvOi28q2giUNdK7itFottFotXF9fv+W+JespD2FKwc3fBMXA9uoa02sXBxrJPEgqhT0FNfOX54kAmIOozEfWlXcp0G1M88wyuTrb7/fNWSZGZ8tmsyiXyzg6OjK3fyeTSfT7fbTbbQOC6KJGNwW2hVQsfMb6U1l0u130+30TsrtarRoAxragmwDPKk2nU5RKJQOIGJ1IuuqRH5ZPFwWWrXfhpPIleJrP5+aMH+tG0CWj67Gu6/XahE7nWQCC6CjDX1Ic417PtTCjne9dBp7L4IqrjO6LtDy1GXZ3Ufz6+6g29u0727kZF9naPEwfhfER1W8+wDMOUHa1Fc9YnJ+fmwsmj4+PTVh9XefRaITnz59jNBqZecrd52Qyiel0iqurKxNJq9vtotFomJ17edZSLx6QWCbnq7wHje5INmNXtyX7Vy5U8V43yg7pgizljC0/H+Bu08d3MSCBN2HQeRk23bN4tnTXseJyo9P8Sx3rOiepy3QBL6l3NejRgEsfV2D5HAfceQFgFrFkWex33o9F/STbMwgCc+2Dbq9MJmMuH55Op1tuc64xy79dfRpXLkie3hUA0mMkajxKcsn3MD5d88zn2zi8kd5r8EPS4AbYDonJNMCbVWB5WzO/Cxuctskqy9NpXN/FqZP+WxvxYd/JgesScDovDUCi6hSn7pInW53CSNeBglIaKAw3yrMwPOuj/b9lRDW2g25XClitSHWb8NtcLmcunqNPMnmSvsZUuPL8CQ1+Gv2yTIZgHo/HZkeH+XCFikCBl9oR2M3nc5RKJbMDQ+BB8Fcul5HNZtHtdk0UN5bDXSDyIW/D1v3JOrFveU8SV4BlpCDu0PG+Ct5t0e/3MRgMzPkgaVDxXBLbWEaskpfXSp6ozKjoisWiWeUDgGq1au5HYdQ87oDxtvj5fL7lNsG89bi0kQvQh6X1yVd/ZzOo9DvNyy5Kwoe/sLaxgRObLIhDUt6HycWovKPaP0yG+Rgyup9s/WbTPXEMaVv5cdpCP6fsG41G+OKLL/D69WsUi0VjVMqFBC4MdDodfPOb30S73Uaz2US1WsXTp0+Nu9hkMjGBUMbjsZnbLE/yonW3rhvlymg0MjKPhn+pVNqSR7J+GtRSdmmZL9PpORw2NmzjQoM5nS4sT6l3dJ9ycUdGrqSck4tEmoewctgXOq0uX/JEkjtu8htZhnTJk7YJ25t6Xetal2yR7urAG5tGnmGVefA9g3HkcjkUCgXDL/Uwd9JsZ6s4RrjbwzNO1JfUSba+dVGYjHGluSvdR35R8sTX9nXpAR85e5d6fF+AH+DthtIrA5wA9DOWZwA46XwbUk7MMMMmCqzEATDynW2y2PKzKdM4A9LXMLMJS58y9Pc2oWrL0/aeF6g1m00cHR1hOp2asyZy90WuVEmBT9cLCi7pQ55IJLbuFSCg4Q8Nc0Zdm0wm5ht59ojpeQaFK57j8dj4C0tFwLsjaGSwHpvN7f0+HM9B8ObQ/mAwMIYLfaa5E8PdEx7ilfUiYOQZnUQisXWrNvtIzhMd3Y5Gx3q9NqCFdSYo4iV3jOAD3EZfazQaBmix/tw5ms1mZucomUwakLRYLDCZTMzuTj6fx2KxQDabNWFZC4WCua+IbVgulzEajYybzsXFhcmLQJJ+5RwDNpJj1Xbg2TbOwwS2z9y0pbmLouX3URSVv0teuL67i9KKK19c/PmAWV2WqzyfRTOZh+ZH92EYaArrC5932vjUdZALGf1+H7PZzEQjkwYq8Gb3YTabodPpoNPpmBVxLujInWJZV14ard2KdXtJuUd5NZlM8PLlS3znO98xkcHkIoeUV7pNbBHgZF+52kTWgemkK7D+re0EbaPow/oyX0nazYu0XC7Rbrfx8uVLnJ+fmwUmRoST521Yrjboo+aPDSTFtSVcQEjPBalX+Ex7ZgDb10xo24Fp9fyS/8u+sO3wardqPUYkUGNafY+drdx3STZ5wfLj5kOKAh+S9JiwAf0ofsLkeljddm3f9x78hDWqVijSPUnfPizJZWDIZ3cd0D4CxPYuzJCwASX9/K4DJspgcBkYNiDK712Ax4doYPPm86OjI8xmMxOZjOCE5TDan774jIqYYIUuYxR2POjJiEVBEBjDuFAo4PDw0ESZYVhMefMzo7eRV/LBHZv5fL5194EEP3T/onBdrVYolUpmd4WKjuOagRGm0ykAmN0w3g/EG+Lp7kHQMJvNTKhqRobjCq0MSSoVE8eWPvuklcd0OsX5+blpj2w2i4uLC1QqFQMeqbi5izYajbZuDK9UKuasEX2tZbjvROI29HmxWMSTJ0+QTCbN5XR0A+Tq3MXFBc7Pz9HpdFAul81uDw/tcsVaj185hllv33Fqy0v+HzbHfShqgeB7QXcBOb752OodJpfuo31t/On3NuNJppeyzwUcXWDGVk8NkDRf2siMqg93FegGKu9KkWcRuUjCBRjuHku+eEcLdXClUjERv2TYebrwygtcWTZlDr85OzvD559/jtVqhdPTU6xWK7OwJENtkyhXZR34v/zb1u7ybI3Wsfr8Cfm0Gdu6T1iWPFdE0jticqxw9//i4gLf+ta3cHFxYa5AaDQaqFQq5nynNPQ1MIjS3zaebeNZf6vHGNtTnn/Vut8GCm3jWPNtSxtWnzA7y1ZnFwCW80H+3AfZ5n3YwsZ95O8iH3mhF1buo1ybzr1Peq/BT9ggl4JCDkq5te3qTK0gwgDKruQ7WHzLjkLWGnToPKMERhRFTYwwZXwXkoKJUVlarRbq9Tqurq6wXC6NMqS7GQ1meWs4t8C56k8XCgILKt1EImHS8Blv365WqyY/1o8KXbq+8btMJoPFYoF6vW6MBSo17pLkcjksFout+wIIwG5ubgDAhNg8OTnB4eEhNpsNJpMJhsMhrq6u0O/3US6X0Wg0zC4Jy+elqDQyCDgKhQLG4zF6vZ5xSSMwlK5ptvGkVzQJOlm/RCJhXMwkiJH912w2sV6vzS5VuVw2oUV5rxPbQl76x4hC9XrdgNDxeGyizPES1pubGwwGAwOKlsslBoMBer0eguDW35uuhtIVcZdxyd8+4GRXxRCVVsrAdwWMXAAvqtwwmRX1LAo42sbnXRZaovhzka0PXPXTaVzlSv3h0lkuA8KlD1gmDe/lcmkue6QxrfnXCwHyf7qlUubxbpRCoWAWd8gTF4sYiZKLTDyDQcDCCJfT6dQAM5ZDICbrI4GIDGvPhSQGx2H5lFWyjjrSmwa20mWK7/T5RNnm5Em6TGkDWtowsq3lDgMDBYxGIyPTCNKY3tVHegz4GO8yD/l9GMiQbUawLMe2rqPsu13JJh9tCwOyHlH5uXSei9+71sc2j315dYHTuIDHx+bU/98nCHyX9N6DHxs6D5uQNoEi82MaH/LpbB/FJd/dJ9rXitEFkO4yUHflT0+uXQUdyydA4U4Mo67QPYzKjQdCCYC4o8PD79wZYOQW3ijNnSC5+0NFyfJkmGx5licI3kQiIghinovFAtVq9S3XBipzaTTJ3ZXlcolWq2WAG120CBiGwyHOzs5Mu8xmM9zc3JiL4nK53JbCl4CMwG88HqPf7+Pq6srsTjHyE9ucEXrkgoJWuDZlz5Vjgj6Gme12uzg7OzMHSDebjQlJu7e3h0KhYIwbuum9evUKiUTCBFOoVCpmBfri4sL0Bd0L2ae8+JbGR6/XM+55PFPAfok6RO1SNvwdNu/jjndb/n9Ylc2uwEfTfRpG74JcIDcsXVgabQRH6RebTA9re5f8ld8RHPAwPecq08pdT3neQfOcSCRMNDiCAO60y/DB6/XtvWbn5+fmskvKrtlsZkDRen17h5jcbWL5TMeFLnp48P1wOMR8PkculzNnl8gj01FOSTuC3wdBsHUIHsBW+XxPXUEZJwGZvi+JbcXvdeAbAFs7bTZwzN/SQ0GPCxdwCRsPuq+lTHfJQ52XBHUcIxKcyfO7YW7Guhxbmba66W+0fehyP7R9pylsQcTFhy/pvouS8z7l2ACVrbxdKaytbDyE0V1twyj6vgE/gF3x6AEk00Up5LgKRZcRxoNOG/adz2DRAExPOjnR79tQcinrqInv4mOXFQoZlYeXpdXrdSPwCXDo/lUoFFAqlZDP57ci5DDPVCqFcrlszuHow7BU2BTUPEMD2CPIUajLKELSCJD807VCAh4JIgg8eKZHGhFsO9aJZff7fQyHQ3MWajqdmkg3rFMymTTtwTNADIxQKBSM/z/51caG9O23zRWb0rSBJgZMkODq9evXJoR2oVAwbn10y6FxRZB6eXmJIAiMkUSjiQYP21UCHCpm28Ws/C371TXH9VjW7/W80HJJp/cpx0XfC5AQV7n55hn2fViZWj7tSlFtqXWKyzDScyMMxEb9b6MooOTKV/MnZRCBBuckd0K4a6zrxb+5cDCZTHBzc4PRaARg28jlN4vFAq9evcIf/MEf4OTkxMhHniXiwkWtVjN5STBAoCajuBH8LBYLDIdDXFxcmIh0NMYLhQJarZZxBeZcl1cNTKdT9Ho9JJNJE6WSrst694nBIXK5HGazmZFNbGO58EQQwDSJRMK4/EkAJCNRAjCBWhKJNztlpVIJzWYThUJh6+yU7ksAW+BOByGQ9hGfS5fmsDOQrvGVSCQwn8/R6XQwm82MbuIuEPVpqVQyl3frPF1laFvDd45ooKb1kM1+8bHDXPzGIR+gpcuJIw91fvdhE9pkrIuPOH11X/xpig1+/tf/+l/4Z//sn+Eb3/gGzs/P8V/+y3/BT//0T5v3QRDg137t1/A7v/M76Ha7+Imf+An8q3/1r/BH/+gfNWnm8zl+6Zd+Cf/xP/5HTKdT/IW/8Bfw27/92zg9PY3Fi56wuoHkNrV8ry8u1PlJ0oaOTZHawJJL2brAjy0vrUy0EenKN4wv/T5qAvhMXhvocaWJyiMu6TpSudRqNXN3QyLxJtQy3aKazSYqlYo1PKVchZJRAV3Gi/wGeBNlRhr60j+YeUj3C1l/PW4JLKiQAZhdLKmomQ/PD7F+3J0qFAro9XpvRbLRBpg8F0fQWC6X0e/3TUCE0WhkdoAkcLMZUbJt9T07OioRjQK52yJ3vBaLhQGaNAjYXvxbulZIQMiy6E4jjSb2gwSnbGfXeLPNQ01SqepxYkurKQr47DqvXEoqalEnilcfGeKjdPXCjVbsNv6i6mpbpHG9D1scc5FN3uoypMEZxr+uM/+2yQsfvrQO1HnpsvWZFckj55iMNKnrLsEDZR0vQZW77rK8IAgMSJLzhG5d2WwW8/kco9EInU4Ho9EIQRCYXduzszPDSz6fx4cffohsNmtA0fn5Ob788kt0Oh0jO5fLJYrFIp4+fYpGo2FcnQlQ6FbWbrfxne98x5w9TCQSaDQaxruA7sH5fB5Pnz41Yb7n8zna7bZxHc7n82i1WsbAz+fzZlf+4uIC9Xrd3Bkjz4yu12tzjjWZTG7t9FNmFQoFNBqNrQtZtUyjXORingRDlIMS9JG0/pK7JQSBUoZQ3spxMRgM8PLlS/T7fQNuyA8BXL1ex5MnT8zddK7x7gIZki9tF7rmlNR9YfMn7H/Xd1KX2/iNIpesctF9LfToPKMoTKZrQOnK09WnOo1NZtmeRVFs8DMej/HH//gfx9/7e38Pf+Nv/I233v/mb/4m/vk//+f43d/9XXz66af4J//kn+Av/aW/hG9/+9uoVCoAgJ//+Z/Hf/2v/xX/6T/9J7RaLfziL/4i/spf+Sv4xje+8ZaxEUbSSNHKUpI0IuVlYNKwdDWcTQHI8vWzOLy7nmkFLA1L2/dhvOn/tXDwMZ5sE91nQkQZEHHRv403/T3dvHhDNKOAVatVVKtVo3gLhcJbIUFlG5E/W7QZm7AME6r822UU+RjR0hiRpMcu+5fGBYEEVxMZtcl2f4HMD4BZieN39XrdnIsZDAYYDodbIVfl6mfYGJPtJw0tqZR1u/A3lbA2HmU6Gme6bq45Ic9j8blcaaWhpMFrFEnl66u8Xf/7UNTcjJPnXeemT5n3qaCjKAyQyGcuAOdKL9+FfWujKEMlrA80WJXl699hedvqYMtTLgDxbix5ntE2923lSNkk3YRZDqM4drtdA5p46SXv4pnNZmZHl3N2NBrh9evXmM/nmM1mODw8xOHhIWq1GqbTqQmOcHZ2BgDG7Y1gK5FIoNvt4uDgwOz2s/4MSnN5eWl22bnTvlgszLvnz5+jWCyiWCzi8PDQuOydnZ3h7OwMo9EIpVIJH374Ier1OsrlMlarFW5ubvDtb38bz549w+HhIR4/fox0Om3ukpnP57i6usLl5aUJcsNLrGezmYmsx+A1lFWUkzw3ynvg2CfsB7YFAW0ikTBu3QSPcodfjgcARrcwD5uhy3HOqJosn+nH47EJtkP+Dg4OjJeBjlxnI2kAS32pAZDtOxv5yK4oQ1/PpbBywuxPXXYYUAuTQXFlzS56KKrsMDvV9zsbxeU1Nvj5qZ/6KfzUT/2U9V0QBPiX//Jf4ld+5Vfw1//6XwcA/Nt/+29xeHiI//Af/gN+9md/Fv1+H//m3/wb/Lt/9+/wF//iXwQA/Pt//+/x+PFj/I//8T/wl//yX/bmRRvXNsEt3zHSjDzQGJU/83qXFDUY4ipVn/J2Na7ifvuu21BOdvZ/IvFm96dYLKJUKpkoZzRk9Tjh+KDglHnaVuttSl0Le5mOZWhgq9OQJ5mvDWzJdDTW5Tfy4lTWjWdd6GJA5Sj5Yl4SiEglyYhxvGODIat5r9JisTC8UGnJe4LkSqOtHrIu+nC1bXFAtzffyz6zCU8NXKVrofwtL1+09bfvfPBZNNhFHu2qnFxjNM733y3yMU5s/eAjc7SO8OnPMMPD9d6Wt5YXPqDVBeJ8+8Ola1xzSM7J0WiEwWCw5ZLF6JZcuXe5RMm6yoUZPpO72jLiJs9eVioV4xJFQ58gjLxvNhsTSl/WaTgc4vnz5/jiiy+wWCzw4Ycf4sMPP0Qmk8HNzQ263S7G4zEmkwnS6bQJGiPd0hhAhrplb2/PBKQpFApmJ4PpZrOZqSuNfO7ubDYbnJ6emkA35+fn+Pzzz/Hy5Uv0ej1sNhs0m03s7+8jl8ttXRA7Go1Qq9UM2BwOhxgOh9hs3oQBl3KJgGQ2m+Hq6soAPQJVAkoGv9nf3zc7R9z5mkwmuLi4MLt2AIy7Xzqdxt7enrlDToIUOZ7Yj81mEwCM5wVd4ebzOYbDodmVKxQK2NvbM+VoHWyTX3r82hYubWM9jvy+ix0TNU+j5rPNprXxqPMMm+f3QVH2a1ywY/vWpcP1GPA5L0a61zM/X331FS4uLvCTP/mT5lkul8Of/bN/Fr/3e7+Hn/3Zn8U3vvENLJfLrTSPHj3Cj/7oj+L3fu/3rOCH2+WkwWAA4G3D0kXSiKIwku/kiq7eZrUpNJfSuuvE0H/f5XyO74rBLgaDKy/m52vohQmvXUmCn2azaQQ0w6ySb71jaDOu4/LkAuIyf5YvBXOYERfWP65QqGECiAYK85VuYczTVXcGRKDrYKlUMkbJYDDAZDIxZ3DoYkElS4PGFTWN/OtLS21tEDXfdXvoumiwK10TdFQn2SYaGNl4C+NZP/eZJy5yzT35txzHvnnI5y5lKukucziuEXJX8KfbJG673xXwaRkj5yv/1nW06RrbGPRpdx+ZJhcOmE7e43N+fm7O7ZDf6XSK8Xi8tdOsdTPbnUapvm6A39F4Hw6HWCwW+Oijj/Dxxx/j8PAQiUTC7JY8fvwYX331FbrdLpbLJarVKk5OTvC1r30Ns9kM9XodBwcHAICbmxtcXl5iMpmg0Wjgj/yRP4KnT58iCAJjgJ+dnZk7wk5OTtBsNo0rF+UCw3Ank0m0Wi188sknKBQKxq2Niz3yQmru0NRqNZyfnxuwsl6vkc1mMR6P0W63cX19jc1mg36/j+vrawMmeUZxNBqh3W6j3++j0WiYS5x5DYG8voNtLHfmrq+v8fnnn2MwGKDRaJgzTwzykkqlcHBwsBWFjxdfX1xc4NmzZ1itVsYVLZFIYDweG3fq/f19E8jAtViYz+dxdHSEWq2GZrNpInS2220EQYAXL16Y9pAAVOoEl+yV+uuuFEeWxQUTeg7r52F5Rr2XaXzKD6NdQJJve+1azn2DtnsFPxcXFwCAw8PDreeHh4d4/vy5SZPNZtFoNN5Kw+81/cZv/AZ+7dd+7a3ncsDI1VmXcSTd3sJWqO4D5d8X7Tq59DP5w3x9y7P9b1PSLgMvzCh3leFLtnrwIG61WjVucNInWZ+pcRlVYUZ6XL5s7a7LcBkzNl7CgFZYXvJbXW8tXGU7SXc0+njn83nk83mkUikUi0X0+30TyjYIAhM4gBGPGCKcB6ZlWfyt79GwLQCEjWEbOLSBALnjpY1iaQDKlWVNYSBVp7PJlDBgG6boXMDKNcZ03rrMuxj1Ll5s5eyaZxjZ5k/cPLVBENYmPvLYtoDhGrNxDQab8eIjt2x5cszr/LkjLOcI7wHjLg8XMwCY+8FodGvwA2zPN1ud9EF8yu2TkxM8fvwYjUbDAIIgCNBqtcy5l+VyiUajgcePH5sLrrkbM51O0e120e/3AdzeeXZ0dGTy22w2KJVKxh2r3+9jPB4bHmXUNJ4dajabaLVaqNVqyOVyWwuz3Clh8JRsNotms4nr62sAMLJvsViYczbcKeI5R71z3u/30el0zM4TwQ9lK3fnuajLfmA58/kcvV7PuMw1Gg1Uq1Usl0ucnZ1hMBiYSJj7+/vG9Q8A2u02vvzyS1xdXaFcLhvQxXOk0iWYekJ6IZAfhivnPW7FYtHsLDWbTTSbTdMe0+nUXFOgF6ejxrQsM0zm2dLb8ovSozZbyPU8inyBiU4v+bGlCSMfILWL/elaxIlLYbrXJgPjlPNOor3ZBLwvIrXRL//yL+MXfuEXzP+DwQCPHz/eauSo/JlWnvmRLkG20JCSt7C/fRTwLmlsk9Ol6LTBaBt8Utm5AE0cIRNXIMnvNBizpY8yFMOM10TizS4fFTIAp08yf2sQpwVvlHEX1ja2tnAJrKi+9xW0uv91AIAoo9BWHpUt8MaoKZVK2NvbM+5vq9UKk8nEKDJGPaIRxdU8HUJVtg/5ZZ/pXaMwA1PvikmhrOutx48+g0TDR6+I+wIHPUZ9vqFR42vQ+4IA+d4193x4dI23KOAeh08f3ncBSrZ29ZV/uypxXY4kyhmfcsLaM6pc/nb1r55Dcq5w7jGaIs+CMOiJvvjZVkcp8/ij5z11M0PWHx4emiAEUpbLcngur1qtmkAC3IFgcITJZGIWwRjEhueIGOWN6bmzJWUIF3AYMZJnR6Ub/WKxMGeBKK8IEgja6AJH4DWfzzEYDDCbzUz9gTc75YvFAtfX1zg/P8d0OsXx8TEePXqEYrFoFpS0LqBsJ083Nze4urrCZDLBwcEBHj9+jP39fRMZjztKyWQS19fXePz4MYrFImazGS4vL3FxcYHpdIqjoyMcHx8jkUiYc1h0NaRe4Vkhl67njh8XoOVYIc8ymqDWvzb5b7MjdJvoZ75ywwV6wuiuMiIqryidYGsP+d1dZXAYxQFvu5CWXXcp717Bz9HREYDb3Z3j42Pz/OrqyuwGHR0dmQONcvfn6uoKf/pP/2lrvvRLtZE04myDXP6tJ53e/ZHRT/T3Ml/9Pqzx44Ie5kvyjQ4VNSi00pN8+4DVqEEWZUS7BJU0SqMGsc3g0gBIP5Nl+hqekjdZzl0EJvPTY0YbnD6GtY8wDgNPNj5kWhtvulyCS+6mckWQF5DyQlF5FmgwGGA0GhnFz9VRghz+L+cmw1hzHsgdI/7WwMIGblyA35ZGuuNQbmh3PFueLjCiv/GlMCPV9swma8K+9wE4rvr5ko+i1jz5yChXfq4yXfno8u6jLN95K5+HAU/b/HWVFSVDNfALGx9y55c7GPv7+6hWq6ZvZrMZrq+vMRwOkc1mze6MbV5ybsqzNJz7/M25vtlskM/nUSqVAMAABh7gp6yR97sxPwINuqlRBjH/drtt5vV4PDYBAwhCuZOjz0POZjMEQWDsEbp5SeOdu2ISlLC+PH/DZ1wImk6npr3lGZ+TkxOUSiXMZjMTkl8G8uHFzXruSMA6HA7x5Zdf4tmzZ0ilUjg8PES9XkexWEQ2m8X+/r5xP2PUudFohFarZfJnmHO2aa1Ww8HBAbLZ7FakT5Ytxxf7he3LAAaMWjeZTNDr9XB1dWUureVluDIYlY1sdoBtXEfZaS5QJL+xySktn2y2iObFh98oirK14spNW95hbavLs+Uh5ZiPXvQFea7of7vQvYKfDz/8EEdHR/j617+OP/En/gSA25WH//k//yf+6T/9pwCAH//xH0cmk8HXv/51/MzP/AwA4Pz8HL//+7+P3/zN34xVnst40wMReOM+Y3N70wPmXZEvSrUpOd/0/LEd+Jb/2wwlWxtETbSotC7gEQZIfCearQ4+vNsMYxcPvsDCt2z5bhdj0vZdlLFnA4O+JPOxfce7NAAYAMPV1FKpZFaGgyAwkeK4M8SV1CB4EwWIK4c0knifD93lOLblnRPS5SJqVZ8KXCspLeylAacDQ2jyARFxyQWU4hrWu5ILeLn4CZubOr1N6evfUfXZde7c1/cyH9d4c/3vw5drzvr0s60N4/QP38ufVCqFSqWCg4MDVCqVrZDJ5XIZg8EAL168QBC82R2yGUG2fpYySrp8BUGwZTzrwCMSXMjzLsAbuUCAQfnR7Xbx7W9/Gy9fvkQ2m8ViscDl5eXWuRnJK+c/F2zIr7QhKJMIeuQF10xLF2Hym8lkMJ1O0e/3t6Ks8fn5+TmePn1qACV3Q1KplIlGJ8vSBi8XbC4uLvDtb38b7XYbH330kQFO5J9ndgimeNZKupwRrFxcXGCxWJido1wuZ9pGBwnSJHd5mF8QBHj9+jWeP3+Oq6srdLtdJJNJE5k1k8m8ZcvIfnfpYdv7OPpd5+d6H8eQt5GPHt9FZ9vy1u/uQ1+EyRcXiAzjyZW3z3Pf95Jig5/RaITvfOc75v+vvvoK/+///T80m008efIEP//zP49f//Vfx9e+9jV87Wtfw6//+q+jWCzib/2tvwXg1uf27//9v49f/MVfRKvVQrPZxC/90i/hj/2xP2aiv/kShbIEMjZjVjYIjSopcOW3rk4Ma9QwY1ivBvgia1/jwUVaqWg+49RDr3LYjBef72R6V35h9XGVacvbltZlTOp2igMA46SxUZzJausf37615eMaG9owsfEsjQy2n46myBDZNCrm87m5K0iGxk4kEgb88HJT5sXn0+nUKEwqXKaT9/rIuslVSbmyS/5tcoPPedlrIvHmdnefsaTb6b6N9PsGOWHkY0To57soOttzLS/fJdnK9U1v+9/nWZiM0TzouW7TIzY9s6sBQZIGqwxkwPtpABgju1AobPEvv9O7tbIONr6l3uA32uWV7yXAkHOfMkgCl+VyaYKyMFR2EARmF4IRLTnnGUGN+chIZnJ3mXxJdzbJR6VSwd7eHlqtFs7OzkybXF5emghvXDQqFArYbDa4ublBr9dDo9HYOtvDKxpYnmxbtjv7irtcV1dXJiDNdDo1bnbJZHLL5Y71kjv6jKq3Wq1weXmJ2WxmdqOy2Swmk4nZsdIeNRr08n/ubM3nc7x8+RIvXrzAdDpFuVxGs9k0ASe4gyfHkIt87RxfuR31TgLjMH7C5nwciguqfGWYLd0ufLps5/vQV3F0YBx9ERv8/J//83/w5//8nzf/8yzO3/k7fwe/+7u/i3/4D/8hptMpfu7nfs5ccvrf//t/N3f8AMC/+Bf/Aul0Gj/zMz9jLjn93d/93Vh3/JBsB5JtyomCQRpr2sjbpbN8B1pYGheCdgEHG2mXPUZKYb31Sp5UONKQdW0r6m90/Vx1tA1cKi3+TWGtI7CFtY2tLWzf+5A0KuIAy13f38WgC1ttCSvDBr5tfEYBHxug1saZTfnxziD68nNFlquZQfBm94dAg64ho9EI4/EYo9HIrHZy1yiRSJhokOSZwS3osqFBj6y7zfgC3kS2Y31sBmlUP9634b4rUP7DSj4gyPUu7mJUWFk2o1x/r/P2NbZs5fmAk6iFIZt8tv3W5brIll4a0jSKObdWq5U5O8O7b5geeBusaD5s81EbllpHy3euOshdWs57ggTKBrp8EahwkQOAuWRURoQF3uxEucqX5QDYAgK5XA7VatVEWUskEpjNZhgOhzg7O0O32wUAlEolNBoNA0h4bQAXihjER95DpMegdhmeTqdGZl5eXuKLL74wEevoitxutw34krv4mUwGlUoF1WoVnU7HXBQO3AKYdDptXPZ4Dsrlcsy/0+k0guA2ytz19TV6vR7S6bSJIPr48WM8efLEuFZKN0rXfPMFGhqMsZ76Pb/X9dBj0KYDbDaKLwCyjSudXxwA5OInjJdddYyt/V1l6350lRlWX5fN/07Bz5/7c38usgN/9Vd/Fb/6q7/qTJPP5/Fbv/Vb+K3f+q24xb9F5MUWuljyJAW5DHpgE746/yglZTNIdcfa0th+RxngPu/lKpWMnhUEwdZNzbr+TC+NV6aRCkRGlZEGb5QxI/uKPMqtdQ1Qbe2ijY8g2HaN0LzY2t9HYNkMXfmdPPzuEsZhbWGjKMFjA2lRYMVVdlRZvny65p/+W94eLu/HAGAMKvroA2/6kGF0p9OpcclYLBZGqfOQsozQxN0n3gDPMSUNM3l/D9PQqOMFg6VS6a3QvVFz775AR5y+etdkA7qu9ogLTsLKCyPf8Wmbi7uAlrg8SNlpexcFgMinywAL+8Ylz1zlutJL+cr5Sn0iA4BIWUiXN6bTxi/Ta5muD75rPvi9fqcBEnUJ3cjkoflkMol6vY5Hjx6ZkM3z+Rztdhv5fB6VSgWNRgOPHj0yuyt0Z7O5lsm6UD/KdFImZrNZs/gzGAzwxRdfIAgCEyWvXC7j9PQUjx49wrNnzzAYDN5ynyuXy9jb2zNyU9eb/DA9z0sSkA2HQ7x48QLL5dJcFkuXYgJYmSfBVrPZxGQyMeBotVqZS1c3m42JusfIny4bhTzS1Y6ymhfR8owo71zi5anapTFMBvkayy65Jck2fm32hK2ssHdy3Ov/bfzFAT2yfF85GmajRtVHk68NY/vbJqddtnFcW91G7yTa23ebOOHlIUrg7RUB+trKHY6wSSUp7uCL6limkwf65G/Jn06vfZ/l5KQbgtwqt+UhLzHjgUYKLrkSxtV3RpZh/nKFiEKM0V9s4IJtrqPqBUFgtt2ZBxWTVL6JxK1rlPxWtrMEfHplhoY1dxlcO1xaEMm6uISBTWBJQOYaD7IsTbsCEx/jO45Q8xXMMq08JK3TaBcBKjUJttn3fEZXFLpb0BhhFLnFYmFuNufqtMyfY07eK8LxrA1C4BYYlctlPHr0CI1GwxzQtY05YHvH9T6Az12U3rsmm3z0kXV6HPmMUx8+NC/6WZgh5PrWltYXLPn0VZjy39XIIYXtnIflrd/JuUAdwrkkwQAAc7BfXilAo5Vzz9VfUr7KMvi/3MGRJA0hKf8l6KCxTp3ICHUffPABPv74YxP1bTabodlsYjaboVwuo1QqoV6vm/MmNt2sQZs+9K9lIfDG9kilUmi32ybUNcFJq9XC48ePcXh4aMJa01VvPp8jk8mgXq9jb2/vresA5HySbUYeZNuSZ3mehmCIAFeefaLbWz6fx3w+x2g0wmQyMQtOhUIBp6enZoeIPLjcwSiLm80mer3e1q5WIpFAt9s1Y4YXaMv6helLl45ypXc9s+k8vXDgYyO65IaLz6h8bbLDN30Ur3Fpl+9dss+V1lYP2wLOrrrkvQc/EiTY3Ob0AObWrC2dbGypsMM6TU9KV0foztIdqoUFAQwFt748TBr7MuxwMpk0KygUtvyeQokXrfEQJm9X5uqX3vlZr9cYj8cYj8fGQOUqIHlktC/dTrKt5Y7ObDZDu93GaDRCOp1GvV43ByjX6zWKxeJb/URBmUgkTPkENGzDxWJhzmtwB2Cz2Rgfb55Bkf0atoIkx4A0yuU4sY0FCWDDDBAX+Aoj2/uwcecqKw5pBWT721ZuWF30ypcsi/lKQMzxHgSBUcSz2QyVSsUAcxoZQRDg6urK3EyeyWTM3J/NZphMJgBgwI3chdzb2zOX8aVSKQOUwurB3z7Gpm4XHxDq+vZ7RbsCmDBD5j7Ahc7PBSp85LTrvS/Z2sgHkEUZc3F4cNXHBXj4t3wvgYh8L43/IHhzNoMLFhJAUD9zHsrAAnL+01CnMS5lO9uBYIt5ysUJubBF3phfNptFsVhEuVw2OwrVahX1et0sFvI7ut5q/WVrP704otuKeWYyGRQKBaxWK+PqxvQnJyf49NNPzc7ZarXCbDZDv9/HYDBAMpnE/v7+1n045EmWqXWQbPtqtYonT57g6dOnyOfzSCRuXYO73a7RwwwtzryKxSJarZa5K4iucv1+H/1+38jPWq2G/f195yWnkifuwB0eHiKdThswxfuiBoOBcbnLZrNG19u8LfRciSN3bSTb0Aa8XXMvrs6Osht95FBUnnHJF1DYynV9Z5MxGtS4+s7Gg5YDMq2tv8LovQc/ciK4Vp21ANLbu76DxXfVwfbONmH1SgJ/yxU2GvtakC2XS3MzM41ECmcCC7oTSV9tCtTz83NkMhmUSiVzn0ClUkG5XDbKhgJ1uVyi3++j3W4DAKrVKiqVihFcyWQSh4eHW4dOSRKckL/JZGJujZ7P5zg+PsbBwQE2m405/MkIObL/xuMx+v0+0uk09vb2DEDKZDJYLBYYDocYDAYmlCdBEMscDodb7k+2vtHKmEax5EP+rRWf7FfZl67x890m11j0IVda3X7yWRQocwkwDXzlvKWhxXNE9Xp9y12Tq87lctmAe3mYeTgcGpc43rshQ9Ny/MiV6zABr+WNq61cdQ6jXQDGuyTdpz7GRJjc1M/uu76+wOeuc/M+5nYYWAsrw7ZocxceZD6Ur1xI0wa21K3c+XddIk7DPp/PG33EMpgv06zXa7Nop/ljmel0eivQwmKxwHg8RhAEZr7zjGE+nzf65erqyriPyRDaDMBCYCZ3WNgOPAsj3bukUa9lhNwVYhRMBnJhOdVqFScnJzg6OjIXmTJSWyKRwGAwQCqVwt7eHiqVylvAhj/SRVe+J+/7+/v45JNP8PTpU2MvMMIbAxfQJY2Uy+VweHhoLrFut9u4uLjAcDgEAHNm58MPP/QyPtkWqVTKLHjO53Pc3NxguVxiPB5jMBjg8vISjUbDgD2bjNUUptvCZItNruvxqw12H9I8++oE2/eaf/2/rSwXmNhVRrja0Ce/qPpFvdN96eqPOHV778EPsN0YegDLAUABLcEPv5f0rgwOWwfqlQbyye3u4XCIQqFgDktSwK7Xa0yn060L1+QB8cvLSxSLRRM1Ra6gcdVcKiIqDOkeRH6489PtdpHJZAxAWi6XGAwGxlWI29SSuBInzxmt12tMJhMsl0uUy2Xs7++jXq+j2+2arXDeBM0+5DftdttcaEdf40wmYyKJdTqdLUVNFz6CPro2uHb/yDMVEM+S8BsqE66+0d0D2D4UK/Nku7PftZHvWgm5D7IBOx+hrPl3zbEwpbSrMWvz+dfzhMBHls1xRoC7v79vDCnOE+58cueHAIeRn4Ig2Bp7egEjrM2i2lKns7XNdxPsxAFhcSgMHMr/XUZ7FGC+D54k3RU8xDWIbHXVczRuub6LeGH5S9nG/6WO0HqEeoI7KrlczoSj5482/mlcM7yyrDfnNWU6XdQl31Jukjfu3NIQTyQSqFar5oB+s9k0l3Z2u118+eWXWK1WaDabxiMgm81iNpsZtz3qDakTGABF6jkJMAj+NFEm5fP5rWAL/K5Wq+H4+BiVSgWTycTU9cWLFxgOh+j1eiiVSqhWq1uBJeSOnOx/7pIQTLKN6vU6Wq2WcU+TO3Xlctl4TTDiHBdfy+UyCoUC6vU66vU6CoUCXrx4gfl8blyPCUb1uLQReePCFfsrmUxiNBqZyHT9ft/s3MU1sH0WV8LkeVw5EAViouRb1ILSrsBlV3niykv+3oWfXfhy8XHXxbL3GvxogSgNNWmQUkhQaOhDzPK7sHLCyDZ5XJPRhly1AOPNz5eXlyiVSmZXhgb2ZrPBbDbbWq2R/tLawJbtwRWuQqGAZrOJZrNp/G71ZbLkazabYTaboVAo4PDwEHt7e+ZgorwbQBqM/J7KibwBb6LDNBoNs9LOaF6TycSE4qTg4wrdaDQywpyKmLszBCuj0cgARa76kweODdtZDY4ljo/pdGouxKOi1St+cleIB/bZJyyD76Wrgm5fF7iwkTbE3xXJMnzLucvqkvzWtvKmwSn/lnzSOAiCNz7j0hAIgsBc6se5Ady6VJJSqdSWq4UEtdIY86mPq5/iGrt3URY2ukv/7Eq2NrjPOoWVe9/l3Ifytv3tMtpcFLZwEpc/m87ibgXBCrDteiLvnuFOCt3VmIbpeUEnI5aR5DkiuoYlEgkjbzWPTEe9GAQBRqMRvv3tb+Pi4gKZTAYffPABGo2GuZCTZ0xms5kBFbVazZx1JT+Hh4fWdqAOYLn5fH5L/hOMBUHw1g4Z3/FcTC6Xw3q9Np4N8l4blpPNZjEajUx4/8ePH6PRaBg5BsCAROnSLsFXOp02dsNqtTJeEEynL26mbUQ5OZlM0O12zUIT3QWz2Szm8zk6nc4WaNV2lJ7v2i6h6yHPEZfL5a1AVIxKR5CmdYtcGJP6wTXuw4xl/XxXwzps/vnM9bB3YaDI9V6msQGwXUHeLt/aKMyOCQOSLv7j9Nl7DX6A7QhfwJsQm5xU2oDTBpQeELYVtLBVNZ2HnIyabPnKtFQm0ojjqjTdciQvNLYZI591pqCiAOE9BrL+8qZpClGemSGwkAKN4TLT6TSKxaI5D1GpVN66ZdpWVxkQgenotkDXIxmdhnlyh4X1lm5IfC9XGCeTCW5ubgDcuhNooCvrrdtT8k3hz7xqtZpx9WMIZSoQfkP3wMlkgkajgb29PTMuySPT6hU7qUhlO/qMIU0azMUZu7Y89HtbnlH9r4VcFCjQd4O4hKMuRwe+oMEmAZW8i4hjSN4jwTxpHMhxZiPbPA6ro6vNbe0QRj6Kw1epuMj3+7uC8ajv3gXYdxk4UW13Vx58xkXUt2HPbEZinMULGteFQgG1Wg3JZNJcWgy8mZsS2KRSKbP7T7nLczOJxG2kslqthtVqhVqtZhawKBO5IMddpGQyaXQD8GYRk3M+l8uhUqmgUqkgkUiYO3xoLA8GAxPFrF6v46OPPsJgMEC32zW7Kf1+H0FwG+CnXC6jXq+biGxSJrP9ZEhmyRff04NC2h7sA/kt25E7W5VKxZyZTafThgfWt1wu4+joCPV63ehAGbqboIygk22ZyWSwt7eHXq9nzusOBgMDKhOJ2wW70WhkzvwcHx8DuNVlNzc3+Oqrr5BOp7ci5NG+oO0gzyS7xpzUd9Jjgnq01+uZcz/S7pDueWG6SMtf3znmCwhs6VwUZrTrZ65vJC9RoCcOxZGjrnZ4F4tJLtsi7t+u82Y2+r4BP3rFQa7I8B1XVuTAckX08u1clwEWlkZ3lg2gZbNZ1Go14wur70QBYNzicrkcarWa2aovl8soFotot9u4vr5GqVQyB0ilMOn1emi320YgcTeoWCwaYcw2lCvqBCd0r5tMJsa9Th7GJHFliH0h+2y1WqHT6eDy8hKvXr3Czc2NUbgSKPBvCTho0MozUgRw19fXZtdHBjig4qDicU0WHkodDAZmt0wKjPl8jvF4vLWrNZvN0Ol0MJlMsFgsjOKlouR9NPl8HqVSaavfGcFMutfZxo0EAxIsy7Z2Cc4wAGGbA3r3RQJNOVZ1IA5Zlk3Z2IS+jTddDwkkZX9yjMp20fnYACGfyehVTBs2Z8PIpaxs6WwkeXUpKB/Qyue+StIXnEZRmAHh823YeNxF4YcZQmE88FvZHzLPuxLHs48h4Urjkg1R3+k0+n/KM57D5IH7ZrMJ4M05Ti5EcbHs+PjY7JBzZ4Tl02Og0WhsLc7R44AgpNlsYn9/30Rh4w4s5yhlJQ116rHVaoX9/X1Uq1WMx2MDiqjTjo6OUC6XUa1W0ev1zBkX6t9sNouDg4Mt1zK60EmQQbdptrmMkKp/2JaUUcVi0QA2ur7l83kcHx8bwJfL5ba8MRKJBGq1Gk5OTrbu2JEu2IVCwbjUsV82mw1KpRJqtRoajYZxt7u+vsZwOESlUjFuigRHrVbLLFAuFgucnZ3h1atXyGazmE6nxv1R7kolk0k0Gg1Uq1WjJ9k2cv7w//l8bu5yk9HsBoMBXr9+bc4ScWGV53kJfmR+ei5ELZTFofuSh7ayXbrOxiMX5nzkqm8aOS9tvN03sNmF4upfaav60nsPfuS2uG4AbchxpcJ2cFN+79vwtnRhRo3voKRi5G3OjN5GYchLHrktncvlzAoK68SzDnSNkwYfQeDNzQ0SiYQ5/xAEgblcTIIGCmXgDeBKp9O4uroyOyMa4PCZ3IonUOGqFsNm0j2p2+1iPB4btwBt+DA/uUNEHlkOlQlX/3gGiOnlrkBUX3DXjGOGCpHnrdrttvETr1QqKBQKaLVaKJVKZvUum80il8thNBqh0+mg3++j1WqZqHrsG57VAm7PF3EVUY4/qVBsf7ONtfEo54U8f+Uau7Kto4BK2NxwkctQs/3vUj5hik67FdpIL3rI/G1/20iDqChyKRxX3pr/MEVsAwkueRTHOND1i+p7m1HC72x8h7XdfSjhsLaI6jcXAIsau2HP9by1vdd52MaYDqKi+YozxrRRycWrTCaDw8NDA1QKhYKRtVJG0NB+9OiRkZVMS3mbz+fRbDYNUNAubdxdOjg4MPfP1Ov1rV0Ylkfey+UyTk5O0Gq1ANzu9DPACYMc0A2v1WqhXC5jNpuh1WphNpuZHRIAxgWcoIWLafSAqFQq5gJU3v9FvrirU6vVkEgkUKlUzHt5908mk0GtVkOz2TTh9nnep1gsGiDI+4aos2q1mmlPLvxRh9PdkAue0v0tnU4bwEddOx6Pt4AFPUvk2SCCE+DNRam0EWg78Sws701iCG45LmXQJPI1mUxweXlp3Plms5mJOHdzc2PG2f7+Ph49emQWYaNsq7Ax7pJhNsDkAjlh+kaSSw7vSrvoF9f/UbzIOrpklK/si6qzr/yzvdf2kOTjB2bnx6cjub0qV29kzHudj6/S8B3QPgaPDYgRTKRSKQNyarUaqtUqZrMZbm5u0G630el0UCqVMJ1OjfBPJN74J+udJd5wnc/ncXV1ZQ5TFovFLWUm+aGrGy8440FIAiN5noY/8qyV3qbnvSxcWeNhzkqlgouLCwC30dnm87npLwIdgj9ZPgDzLJPJoNFoGF/w4XC4BQJtEXF0vzLfROLNKijTUWF3Oh08e/YM6/UaR0dH2N/fx/7+vgFjLIfKdDQa4erqyoBVGRmPK21UTLbAEZJH4E0UOn4vxwyf6f4AtgNQaBAkAZRWGmHj2DV+NUUpL23AhSks/c6lnDTfNlBom/82/sMAieTtPimszXza00bSfUh/E0ZRRob+2wbO5XOf8u5iOGjAJY32qO9c/7uMJV9ygZUoflw6KgxI2hYMtMEnjQW5e0rZQDcsacBq3UnwIwPJcAeCu0R0x6ZstR2OJ0g6Pj4293dJl1RtBFPfATD6jnXkGOcuEUMmyzOz5E8GRNFeBgRrJycnRncykEoQBGZBstls4oMPPjCAke/ZbuS7WCzi8PDQnG1tNptotVoIgsC4ejcaDZycnCCfz5sdsHq9vtVe/M2gATyHxHfUt9VqFaenp+b8cLfbNfOA7ZVKpdBsNnF4eGjyYDS2Wq1mItBxV2g+n2O9XqNarWJvbw9Pnz41ro5SrrIN5WIUgU6n0zEAa7O5vaiagY4ODg7wwQcf4MMPP9zyQAkDQHJ82+aF67n8HSYP7yLXXXndRbaFUZx8o2SsL69R6WxtEFe++9rmvvRegx/dgLYzPnIySv9UVx7yObCtqMPSyGdhneQyHvlbBy2g4c/49wDQ7/fx+vVr42LFgAMk3ppcq9XMljH9qbmLQ//sfD5vzqcQFDIksGw3usJRcTE6S7vdNuFFpauhVrLMj8qWq3/FYhGnp6dotVrGVazb7Ro3MB64lYY9fYa1QcCQxRJ49Xo9vHz50kT30Xy4+ojlMV/ZJ/ST7vV6xvd8f3/frJDK8yME37y3gZfF0j2ABgVdG6VLhUtgSwAk3QfYN3oesM2oyGW5+kC/7HcXCJJAyqVkNN/3AQx0Hi6lYjMWXfNY5+ma47YydP4yTdg8vy+yKXUfpR9GMr2uQ1T7u/iLo+RchvpdSLeDDP7ik97Fo4/R4PvcB4Br41/zEWbg8X1YX+h5wt/yGgXZfgQZXOiR39vKoezROkLLFEaOk262mv9k8k0IbmloB0Fg9MRyuTQgQC4Q8VvZlrpttbv80dERGo3GFoiTMpW7FIlEYuvOOhJ1Y61Www//8A+bXRCeceJiHndl6Oa2XC63LhCVu0jlchmHh4cm2qqMfknioiWDP1C3VioVlEolYx/U63WUy+UtQLS3t2d2pXhvE3eCrq+vkclk8PTpUxwdHZmzldJNS44FCTK560dvFQadoNvi48ePcXx8jEaj8dZ5TDmubfIpLF3YXHbZgK655kuuMm36yKWHfPiIK1/ld2H6T1OY7NiFfPvR9a3PMxd9X4AfaXTLW6nl/8CbaCYSFPk0fJSysCku2/dhk8vGRyqVMr663IankCyVStjf3zeHNqfTqdn5oPvVZDLB9fW1UQIAzFZ4s9nE9fW1OS/EVR/u7JAHgh9uxRPo0P+32WxuGeBUTBqcSIVJ4cooOzxsCgCj0Qj9fh/j8Riz2Wyrr0h610IqUNaToCSZTOL6+hqz2cwoVFdf8LdLEMrnVMy26D86DS+snc/nxmVvNpsZVwOenxoOh6hWq16GUyJxG757OBwiCALjfkc3CPJBHmazmflfrhCy32SQC5IMa6tBF/+XK6W2+STHs/wt89OKII5iC0vjmt9hAtJn8cKV5i5C2/dbrRTlM/m/nhtRMsr13AfUufJy9U9Y+7uUcRyl5hoHUSDX19DRbbkLQHP1mcxTGo8uuaTzdAFinacsT/KgFzQAbMkSm+Em/5fzWvJly5s6Tp+3k/cE6TOEkicAVj0v6yzPmUqe5YKPll+UaXKni+dq+A0NdrqXUU8zipveVafhz3M/3O2nLOVvBolgVLhEImGAB8GWdDXkjpQMG63rShd2Bivgb0ZtY1S1IAjMIirrxIVJ7qyNx2NzIXq9Xjchuqnn9LlMOdY2mw2y2awJBDSfzwHAlMldsEajYRapaVvY5K7M2zZn9Th3zQ/5XRwg4ENhdoaLJ59y48jiMJ587dW7tI+eY7vybuv/OHxoeq/BjzR49VkGm7AD3hh0NgBk63QtdKMUd1yyKSL+n8lkUK1WTZQcHpSnj+/BwQHOz8/NLdC8AJRRWXigsd/vGx9fCjGCF+44sHztwsZQmix3PB5jOp2aw/n1et3E5WeIaRmaUrphAdvhLqm0GNMfuL00bTgcGsEso6nJMzc2JS35BoBKpYJms4lXr15thc2UYCmsT5hejil+w+ARelVKhtMmoACwdQnraDQyLm68Q4nRbmSUOwmkNG02G3S7XVxeXpq0vA+KSprufgxskcvlcHp6asYH+SWgJWgCYFYA9YovgRyArahBVOBynknDRc81bdQB24akzbhyGazSULK5dMn8XALTZrBpwO5Snrby4pDNWA/jzScfm8Gv09hkm00Gym9diku3qyxfG+Fx6qGfhQE+1zf6ne28jEvRu/o4rC5R4FrKQvJDOSIDeNiARBTglwsVYYBJjmd+I0GObCc5l8kj+dfnAvVc131vO0fI/+WF0jZ+dZ2DIDA73kzDeuiDz3ou29pOyjupH7SNIP8miKGuo76QAXJYdxry7G+Zv2xz6l0CO72rRjnMXaJUKmUWvtiO2tikC7a+wJXP2e7y0me6vvEccBDcRtnjeSTuvMkFUwmQ5XghD7yWo9FoGB3FduTCHXWPzcPDRS6D3kd2+sgzX3KBA9uYt8kTmz0al/8wGREGbOKQ6xstl21pbXPpLmRrOx96r8EPsO26ICc639l2HGjU8rn8Dfi5LNiUb1xE61LCshMZOnQ8HhvhQYDDi9sIGCaTibm7gLtEDJPNaHFBEGzdtM0wlwyFScFHYCLPyOjzNYlEwqzQcBeCK0o2o0fuEvDZeDzG69evcXNzg2QyifPzc4xGoy3hSMFMF7ggCLZ2KMgbnxEk0X+YB1zJO1fXpHEm+bLt3pCojKjoCAYIyGRaaYyzXLq+8fApcBsl7vXr12+tsNqEGMfwer3GcDg0Z4jYN5PJZCv863A4xNnZGV6/fo39/X2zUphM3t5j1O/38eLFC6zXa7RaLQOQC4WC8buXriU6iAbHEgDjQgFg65ZwjnO6Psi+km1qE15yPshvbeBIjwf5rZ7nun2j5q025GzfRSmhKMNVg48oxR3Fc5QR6XqueYiqR5zy7iIvbXlHGfe28eRjoOj/XbI/jP+w91IvUebSCNTz36XY+V6eY6FsZFq6d0lgwLR6cYIGL59JtzPOd1kOy5DfSH5dz6SMkzJS6wzJm25z/Y3eHZALZHqshRnKGhRq4CFJtokEkWEkwS9luZ5vsl0liJNlyUU2eYZUjxM5RmRfyfLIh+QN2A71L/uN56O0Tk8mk2+BUf2bdeJ5ZN2ntkU/3b+uvrSR7DfXuAwjm0xwyYwouSB5jwIPYflEvff5xkf2arsoDrhwpbsLyNP5++jIMHqvwY9UFDafZP4PvDGwbDsGvhR3oIWlD1MQfC633Blacj6fG1exxWJhIoMtl8u3wkxyl4cASAo33jcwm80wmUzMAUR+K1dgqPwYLluuXHHLnS5qPGDK4AQkqThZL26Xy1DUBGW8cJWuBInEbajQer1u+pFtRKFaKBTMVjoAs0p1dHSE4XBoVukYVUcLZ9n+zFPv7vA9AShd2Og+JtPKuxRYdwIAeW8SQQoVoc3gJEmgwHx5uWCv1zMra6vVCoPBAGdnZ3j27Bnm87nxWSdfDHNK10gaP4xcBAB7e3vG/YKXzHY6HdOPLC8IArMjSFcQeYCY93Cs12vjGy+FsOwPm0ujHIccd7It2I9ywUOONW1MRpHL8LWlC9uh88njLt9FKZm7lOkCay7XUVmuT33jyk6Zp3aviUNxDKcostVTjluXMaMNcC6IcN7QfSqMN/kjd+zl7rSUFVJHyu9oeMq7tfT8pBzTd18BMDvcNt0mF/g0eJILkBrUyDaS49EG+CQ4020r+ZJ5aaNYl6P7S9ZFk20MuAA2sL1jpnkgX3rniuXbAJYO4uNDMh9Zlm23S7a1rJu2Ydh/Mo02oHV7aNAlQbmkXWWZLR+XjLKBF1ff+sqGOAa6q9w4dY/Lly8Q8uVB5xUFCF3P7gJqfOn7AvxosGMTlhQoOv0u5BoILsVm+8Ym9GzPZR0ZE59bztyW3tvbw2g02lo14c5HpVLBYDDYMqp5IV29XjeG+2AwQCKR2IrCJtuOLnh01+LzUqm0FazA1rZa6ZM/XnZHQCVv22aIaAppbs/zDiANXviddOniChWj5GlhrQ0UPVboZkhgR/6TyaS56LXX6xmjn9+RNwnMpaDJZrMmwl61WsX5+Tlevnxpzt7wG9tBT8m77Mv1eo12u42rqyuUSiWsVitcX1/j/PzcRASU44N8UnFKwENFJ1c9WYfBYGCi3B0fHyOfzxvXi/l8jna7bVwMGao2lUoZ8CNDlAMwu0wc67KdZf0JrAl8+D3bieCePGuQyPGgDSjXePUhqfBdhpFvPnF58OHRlSYKzEU9t7k7udKGGT5xjAifd/dlIOn8XbI7zjfA20CNf89mM1xcXKDb7aJYLJrD64zc6TLK5M7Der1+KwImQxkD25c6y50m6X7FM6Mywib55A4355kMgsC/JRCR/NraQso53Sa6/TQokWVwMUnWW+pM286Jzpd/28ao7j/XwoDMQ49JXQ6wHVnPVqbOQwJcm0tf3Llu40nyIXda5GKUbFN58Sh1ni3YjiQNojie5HvZz0xnA6aa5yhZEJWHi19bXVzyTP7tytPVJz7p7yLjbLIkDgCKU44vr1H96PNd2LMweq/Bj41cE0aCHy2g7pN80S1J8sh0WrhJA5PCiEKQt3AzD+5qsFwqUR6y5ECXfrfz+XwrAIEMB05FwgvoqAjpTsGLPKlM2c7kR084bpvzUlbuElG4VqtVc6akXC4jkXhzliSZTJo7D6R/MymXy5mdMFmfer2ORqOB5XJpjHGOAypOLRC5M9VqtdDtdk1ZXOXk/QmDwQDD4RDtdtv4XRO0EWCwzjLMd7PZNGev+v2+2b2JGjNsJ/LMXTHeM8RzRaxHs9k0d1rQJUEqFxoPPMBaLBbNjhSBGpVeNpvFarXCzc0NxuOxuVGdh3O73S6eP3+O2WyGSqVigCrvRTo7O8PNzY05+MudvL29va27Mcgb3TYBmJ2sbDZrDuBKV0OCT7qFShc52W9sQ5tC1fPSpoxsClSni2ssu9L6CHitaFzKeBde7vqtDejY+PcBRDZD2tUX901R+erxFPYN0202G3Nf29nZGT777DNzBxgPhFNO6UUQaQwDt+Cp2+2i1+uZxYFCoYBHjx6ZKFxSbnDez+dzk0e/38f19TX29/e35iJ3y7nwwHOY0rWZO8osR+646rpLIh/pdHrLtTasH/iNHA/UPQzFzDpJ91rXQpLky7VQaQNn+r1t/kfZAjagZDNOgTfy0OaK7gKYtvxlfV3P+L9cPOIPF57YzjLKKPn0AQq6TFlfjnlZ/zDgGSbnbHJ6Fxl4V2Dik073v+Rb5hNHxkXJ2zj5xP0uDgi6C29yvsX5/r0GP7bGlSsUNgAkf3Ytx7dTXUJUd5bNhYNlMNIa38lLPUncJZHBBSgk9/b2tuohhUq5XDYGLXAbFpNKiOVT0bAcediRqzY61Kmsj2wr2R40gDVQyuVyRqElEtsrQ9xxkbeHywv5aGzLi+qSyaQJDjGfz82N4WGChkK+VCqZm7YJBHkeSu78BMHtfUIE17xrSK6OUhEzUILcIaLylz7eYWNLAnzuFhWLRbRaLWw2G1xeXpr+bTabmE6n5n4H6drIi1V59ojgsFwub+1e6dVZttNsNjPBLujDTddM9gMV2Xg8xsXFBTqdDg4PD019ZRnSUFmtVuj3++j3+wa8TadTE7qV/UqlK90ZmS/vpRoOh1gul1uXBdrcZFwyIUwou57bDCTXu7Dvddm2fKJW7sKMhSijXvMSZtiEtaNv+2kZ6VrVdhlyPn0Zh6IMGs2vrR9sfUZQ0e/38erVKzx//twsQnEXVstP/ZvzudPp4MWLF7i5uTEup7VazQQ/YXoGLpjP5+j1ehiPx0a+t9ttXFxcIJ1O46OPPjJzkjtKBEDX19cYj8cGIPHaA9Z7s9mY+UremU6CFxkcAIBxrXW5PGmwQ93Q6/UwmUyQSLxZqOHCBy8ktbm9hgGGMJDgGhMa7DF/PY+jAIjNkCPI4Lld25Udkn/9t2vhQJcr/2ebUUfQJbNarWKzuQ3TPRgMsFwujYs8z37KNgnjwwUaZZ05nl3g2CX3bGApTCbb/tftqP8OA3MusLQLxZXX+pkLANl+h+UV1X5h+tQHlLjGhYsPPWZ/oMCPrKjNfUUKIK6808iSE9ymZGxl+DyX5frk4epkKiu+p2uTXo3hijajt0lXBIIl6Y4gQ14Xi0XjckSFJJUY+ZarZtK41IpKG0capAHbftN68vHvRCKxdUGrVAKybBqwFJCVSmXLXY4rZbwxmuGuXeBH9hNBDs8NcaeLfDBkJ3c1stksZrMZxuMxstmscbNj3XhBXhAEJkoagR7bVPafNJJk2xJcyj4iaNzf38dkMsHFxQXy+Tz29vZQrVZxfX291W7SPYRnvjabDV69eoXRaIS9vT3UajUT7EC6XZKXQqGAer1uzlnJs0zS0JJGGo27ZrOJk5MTExyDgFTWud1u4+zszChdunDaXArX6zU6nQ6GwyEAmHsnCA5vbm7MRX3yFnS2hx63LmXJMRIGSGwUJlNcxnoUoNHfuxSfJD2m9DPb+QgXD2HGm2xTV93jtq0PGAyruy7Dl1z8hsltnU7KymQyidlsZlxlX716hS+//BKDwcBE5ySPMgABgC2ZzHyurq5wfn6Oy8tLjMdj5HI5rNfrLddouegzm81weXlpyuQ87Xa7W8FMuHtK+XZzc2Muah6NRkbWNhoNPH782OgbXsA9Go3M/JQ73ovFAp1OB+v12sz/er2+JR9lO0qdkEzehkdm8J/RaIQXL16g3W6bKxxSqZQ5C5tOp9FqtYys0OPSNtalC50ea7Y5KtPLsc/3EkSGjRtb/8rnDGhEHb63t7d1JkzOYw30pB6VC6Ra73GMSl3R7/fN5aiZTAanp6fIZDK4ubnB559/jsVigcePH5tQ3zr/MKOUz+UCoWxXGUiI/S/rq90rJek2kM85pmSfhZEcDzrPsPHhysv2t+93YfLeRi6etO11F4orT30AnPztY5PHBT7Aew5+5GCUd4+4Br0+GGibMFqRk3xBkcyL6WyI2PVcfy95tyFeAMbVh4aqBg02XuXhWCkI5I+sq4u3OPWXvGvewgwtFx8USqyDDOWpD+ZSGRJU2cCybh8aywSXNKaBNztyyeRt1LQguN1JKZfLBmzR5YQrlQwlLQGRDAlOsCEFstx1kedw+J67IAS/BHi8gyGZvI2gR9Avw5AzL9ap2+2agBEyFCpdDMk7IxDSdY8AimCcLnZU1Ow3rgAzTxkqG7hd/Z3P5xgOhzg/P8erV6+QyWTw5MkTPH361Fwiq90W+/0+nj9/jtFohGKxiL29PeMW1+v1cHFxgclkgnq9vgXytbxwjTM5nnU6+c4lO8IoLK0vH673vjIqig/b/HXV2SYzbfLNJVt9wIxNvvO5zWC1yW5bv9sojmK3kSyLfCyXS7Tbbbx8+RJffvklLi4ujHyo1Wqo1+tmx0KSNA77/T5ubm7w+vVrXFxcYDweGznDHU5+QyCzXC5xdXWFly9fot1uo9/vm0WCTqeztdDBBZ7hcIiLiwuzMNJutzEcDo2bLQ17lkO32KurK9N+3IUpl8u4uLgwkS2r1aoBT3IRRAIF2QbJZNLsdCWTSVP/wWCATCaDwWBg6skFHLrw6l0ZuRDIvKVBLUMs22wGmw7nO8k/85OGphx7EvDI3yyf+qrX6+Hy8tJceVGv1020UW3Eyv/1fKUOkeNa2gBS7wyHQ7x69QpffPEFut0uyuWycT9+8eIFvv3tb5vIr81m0+wGate3KAAky+RYHY1GGAwGxi2eC4WatNufqxybHJW2Q5SstLWxLV9dZ1+Kyi/qOxcPYXQfwMeWl28dbO0pyWUn2vLYpf3ea/AjiQ2gDzXzuTx/EUY+hkwUynQpZ9v3UZ0mdzhs/r1Umvqma63cbQJC+mbbhIjm2WYwuFZdokgrD1mOK638X67EsC66b2VdqNhtADfMOOMZKKbVilm6G3L3hn7RjOjGM1IHBwfmPIwGfQw0YTvkTH5kn1Fh0I2OASnW67W5vbvRaGA+n2+tvErFx7IZPZCriVwt5ioyFbR0j2w2m+YGcoIfDYDII10icrkcFouFScuxy91JgprpdGoMmVarhUePHuHo6Ai5XA6z2czwIe/UmM1mJoy4vBtqNpuZS3Pp5kM5oMe0y7CR406ODx9D2zWuXO9t/+9KYYo5rGyX4eTDn69C9VVWuxoF90V6/sXhQ6elYdjr9fDixQt89dVXuLi4wGKxQKPRwP7+Pk5PT/Ho0SNUq9W3XJAp3xid88WLF/jOd76D4XBo3IErlQoODw9xcHCAYrFoyqUc4iWVwK0b82KxwHQ6Na5sLGez2ZhFj16vh16vh9VqZe5zk0ar5FPu8rJs8pzJZNDtdnFxcWHcWkejkbmUW7ab/uF8HQ6H6HQ6GI1GuLy8RKfTQblcNudeuQPMUP3MT4IM8sedNbnbLmUsd+TlXJcgSXtfSP0iQYZ2/+J4At6OIKf1EXe6x+Mxzs7OMJ/Psbe3Z/ijXLYBM9tY1Ok0MJf2EncWnz9/jn6/b/TL1dUVOp2OcXu7uroy8lz3l8vA1e0kXcan0ylevnyJs7MzVCqVrZ0l2V7avd4GRm2yzsfmsFEcABSWp023R5Gsn033uPiQsjxKD90n7QL8bHSfAE3Tew9+bBNZD3JOZhklKu6AlXnpQWub3K6/ferCv20CzcW3Xs3xBSBypc/Giw/Y8S3PlXaX1Qub4LC54cnnrG9UmcCbKGKJRGJLAZKo9GTABn1uhWWm02nU63VUKhUT0Y4R0IBbMHFwcIAgCMxukg2YEdhzB4UHm/P5vFk5pZ8/09J9L5/Pm9VgWRe+q9frxhUtCG5d8biyK/lgsIfj42Ps7+9jPB7j6uoKX331FdrtNmaz2db5JSpvXsw7GAxwfn4OAGb36ODgwKQLgsC4tpRKJTx9+tScEeJt5GwD8k8AxEiI0higwUaXEbYdAZRrHGgZ4vrtWghxAQaboWFL/92m+1CM2pCSZJNjYcZaFN213eICGUk2sKzfyf9ZVjqdxmw2Q7vdxhdffIGzszMAt+Hknzx5go8++sgAH+5ySCOSIGYwGODy8hLPnj3DixcvzJw8OjrC8fEx9vb20Gg0zBkY9gvnNN14J5MJrq6uMBgMzKKMlJFctKHRSRc1LjZoF90guA27f3x8bBY6+I4XWJZKJaRSKQyHQwTB7WLlZDJ5qz9kwAUuKk2nU7TbbSNrCHI+/PBDPHr0yEQ8lTvccmVfGtqr1Qqj0cgEndlsNmYnfjqdmh0W7kaxnsxPBgFYLBZm8UpeAs1FFrlQJxcm+SN3x+Xf1C3A7SIOgR13QbR+ow7S8l3u4rMd+D+/549cPGb9KHfpKs/8OS5sNpgkacvY7CfyyUU6BgH51re+hVqthmKxaFwrefEp+1S2l2seukCGjHQYRlo26nx2ATP3RbYy7yJX75tc5Yfp3bvI5jj1fe/BD/Bm0snJDGzH+KcwkW428nsg2hCyIW6X8aPz88lbp5MTWg4IbRhLlz++j/KHtfEaBZ5cgi3upPdpr7CJq4U+V1QlSQEf11DSE5Df6zbVylqCFrpXAduCXQpuBlLguaIgCIxCkXzL9mHeicTtjk2lUjGuEfTXJ/iQARWkm9lisdiK5gbABAtoNptmJ4Z11f0uL8nlHUV0O5tMJiYP+R3PJC0WCwwGA3PYe7lcGsOIdSP4YfQ5ed7KFuI8kUhgNpuZ4A10u5vP5+bwtfbll/2qx1XY/HAZvFFjP84Y1PPgXZCtDJcCDZvzNnK1bxgoiuLN9d5HtrkorB42MCh1jE8fyedSN00mExPIo1ar4eDgAE+fPsXJyYlx7STwYZmUL/L+rsvLS8zncxPN8uTkBAcHB2b3mGfs/j97/xZi+5bVh+OftWrVqnW/1r323ucc29MabYVggighCt4IGBN88EEICfjQ4AUaWwzGlxZMm/ighn7wSVQUEUISEh8iKuHXITSB0EmIbUjfzj7n7L3rXrXu91X1/T8Un7nHGnvO+Z3f71r7tDv5Dyiq6vud3znHvI0xPmPOOabUe4x6yfnCMNv6jEYmkzGOGjpmtra28P7776PT6WA4HL5yboSBYg4PD02gGM7RXC6H2WyG8/NzlEolc26HQWVoVLscCZlMxtT97OwMNzc3yOfzqFarePTo0cpW10qlAuDlRcvkk+3A1a6bmxtsb2+b80uFQsGsqkVRhGazubKyL0EUt3uxHRnxst/vYzgcGnkLvFz9so0jaczTCcmzLnQYATDBZbgizvaQYf71uLTtdCDvbA+Wx/EmA9EAL3cWFAoFHB0d4d1338ViscBXv/pVXF9fm3aWoa7ltnu2F38kUJHAVMpeym2uJsnoo3RK6m37PrLJCL0dMeQbPT7TymaXbeUjbR+6ZGCoDP8ogJrLfokjbee+LnrjwY8GPmxgm5LSqyNJBpDrf1sH+TosSd46fz1g+b8MaiCNVddg0xPeZtz7JmNSZB4ygF3Ax8c/+13WU0945qVXU3wGi85DL7VLgS3L1uBI/s+96NK7Jj2TcouKC2AzT9aH4IDRlriaIT2G0nNK76Tc7sgtk+Tl/v4hYtvd3d1KZDoaQ9wuIr8nQKFBoPuFQG1/f98c6mbkqE6ng3K5bM4ESIVmq7fsf/mcnl5ui5nNZhgOh7i5uTHtHip82WeucSfHmW3c6G98+SRRqjY5EPedD9joPHUdXArTxZstve1MQxyFKr3Q9pbPQ+SWS0dIuehqT/0t24WGbb/fx+3tLSaTCXZ2dkxgEeDBAcELhLmSS+cE853NZri9vTUrH/f398Yw3d3dNecKufrA4C8ET7VazfxNJ8PTp09X+kmvJBwcHJjv5vO52fYkz8XIuUpZA7y8a43bo0aj0coW5VKphL29PZTL5ZWAPrJ8klxVubu7MyvmvC/u8PAQzWYTvV4P8/kc9XrdnCGRfTAYDPDixQucnZ2hXC5jPB4boHFzc4OzszMDAmq12splzdls1mzdZV/e3Nyg3W6bVb3BYIBGo4F6vW54kM4guZVtOBwacBFFkblIej6fI4oitNtt85wrUlwBGY1GZrVbAhcSwZ7egieDYciVLoJF6ib2B+X8/v4+3nrrLbMl7vz83IBNeV2F/uGY4oq85EXabpwDdKJRT0hdT4c2L9MGXrXrXDtA+Lfkyyb3bHpCj3O5mucil00jZYj+3mXr+fJPAhBk/kmBhU0WJgFjvme+56Fp4/pD0xsPfri1JopeLoHqfbw2QOAzhOIGnn4ul5NtaXR+oWBJ8+jKX5bh4k9+a5uI+u84flwGlCbbJNOAwlUPFw8AXjGQXeVpkGIDTLZ62ASUrR9l/rJ8bdwyTx29iem4uqHTy/JkflH0cIcTw5UzjW0LI72bTCs9mVzFIRghwJH3I7G/7u8fwuTK+VMoFLC3t4dnz54ZJcuwtZyT/H57exutVstcHEslNxqN0O/30Wq1TLtwWyAVMIEV20MHLZB14lYUDeY1eJJ9KttXprGNJ02+ftKkx46LkjoXQtKHKFJZfpzc0srGZ1AAq8E7kvBn6yNdZ9ecd/Fiy9dXtg1whgDLKIqMsctgAL1ebyU6Ilcz+v0+RqMRcrkcDg4OzKF9BjO5v783Z12urq4wHA7NecRsNmtWPrllq16vv6L7tra2UC6Xzfk5Oi5ku7FudIhw1TqKIhPFUnrzpTNErnYDL8NcLxYLdLtdnJ2dYTgcGucKZQzvOWPedNKQD+YpV6WZdjQamasJqtWqWZEul8sr44D5jkYjXFxcoNfrrQSDYLTOq6srI4O4ss5V8yiKzLmpq6srXF1dod/v4/7+HtVqFbe3t+ZMEs9b0sEk2ySKIhNMolAoGLDY7XbR6XQMmKE8l2CEgGVrawu9Xg/9fh/ZbBbtdttEs+TZT5bHsvv9Pnq9nhkD4/EYV1dXpj0rlQqy2Sw6nQ6urq7Q6XSwXC5NAB2ezWKwm0wmY6IXcrzrbXXL5dKc4+T4A2C2RXLVj3WlnpHnTnlWk6BxOp2ab6jT2M90AnLccHxzLPG31MWcI9pJZgNVHJcSVLpkR4jxnwaIhFAIMPPZbjot/5YywldHn43o0pUuuzkURP0/A37YKDJqizZ0+UzvvdWd5lOQPqW8iUEbYmDFvXflq//WRvomKGn72ABDUnIB1JA6Ja23j784oSHL8hl/0vtlG7/8LYGNbQunTE/Dq9VqYblcmgtg5XYHGjSz2Qzj8dh45+7v7835Hwp5AiMqKN4IzxUi8kRlQ2MmiiKjzPicW/Z43wgDGWQyD1vxuIVlOp0aby9/08jS85tAjvcb0XC7vr5Gr9d7BSzbnAK2PowjCQZd+cQ5VFw86P9tijMNhSgOmyLicw1ANLDcpDIPyUvLE1e72HhOAxyTyGA5Xwj4o+jlebRSqYTBYGDCX89mM1xfX+Pk5ARPnjwxW6ju7+9NwAAGHchkMhiPx3j69CmePXtmjMRWq4W3334bzWYTwMvzJzLaIeeLXN2VPEvjkvNbrigzcIDWv/osyWKxwHg8NsBvMBhga2sLjUbDrPq4DCn+L7dN8UzPfD7H+fk53nvvPbRaLezt7aHdbptABjLcPcEM5d5isTCrTkdHR4iiaCUE+WQyQaFQQLvdXgkoxHTX19e4vLw0ZxwJuLht7vz8HNPp1JzJlKs75GM6neLs7AzL5dJsr+NqkAQuUtYxuuX5+Tna7TaGwyFOT08NMOb26WKxuBI0A3gAVpeXlxgMBphOp8jlcuh2u/ja174GAPj2b/92Awj6/T6ePn2K9957D+PxGO+88w729vZQLBYN8CDw5F1LwOoZI6bh2bLLy0sUCgWUy2XM53NMp1NzYbUee1J3yB0SPKvFrYkMt57L5cx2QY6b4XBo+lnf/SfnvgyAQ8eZdqgxT8kbx7k++6YdaHJu6GdpSZfhs7PiyCbnbXlq0BOXl/42qRx/3fRGgx/AbXjojucSsAsAJWlwF3p1rSgkySf0uzigpj2ftnLSlm8rV5PuE99k0rwnKVMKoZDDi2nKWMcotuWpx5w0xnUaWb4e0zqyoa1sei+p/KVyyGazKwYDBT6NDHoRpSLjyg4NAvJXLBZNhCUekpaG0ng8xnQ6NYedx+Mxrq+vjRFHIMJD1jwjwJvnafzxvBI90Cyfc3tra8sc6qbhtbe3t2L8cK7SC6j7Jy3Zxost/6TywTff48gm32wGZpxi1u98DhqdX5L62uRnqBK31cE1N9Y1QELqpfmgYSWjjPE+ridPnmC5XOL8/BwffvjhStj5er1ughFMJhMMh0OThzQmGdiD4aABmNWCSqWyEnrf1U78TWchjXVuv5OH+KlLZZAXOQaYZjab4fLy0kQrowzZ39/H8fGx8fzLbUzytxwXBIK8BLbT6eC///f/jkajgbfffhtPnjwxK2V66y4BZyaTMStO77zzDiqVijlTw7vveB6Kcov8cLWOsqNer2Nvb8+ssm1vb2OxWJgw4sVi0Th0CH4oX2ezmblDh21MmckVJ9knlN9XV1d47733AADtdhuNRgOnp6f42te+ZlaR3n777ZU716IoMrsLuKXs/v7egFFuTWR5vByaTqNqtbpyLksGe5hMJivfyhWc0WhkQrrP53M0Gg2z2j+ZTMyKle0qD3m2is8J9p4+fYrlcmnOZTGSaTabNXOE443n4HiJd6lUMn3AXQqk+XyO0Wi0cmZWzhF+RycCt0TaHJsuO1GOaZtTScsO/b3t/1CHjo8nF4U6luK+j9MJcW2SRN6G0BsNfmzneuT/nEQ0iiQAku99AEgbDaHo1ZWH7T2fJTXM0xhEvsGf1KDX4MrHxybRvA+UrJuv/pHvfHWIMwxdaeQ5Lfk8tH9t7Sy/pedWLtWzvFKptGJ4SMXFw87kkfu+d3d3kclkUKvVTJCCQqGAg4MDDAYDjEYjE6GHypvniK6vr01AAx4Mzufz2NvbMxGogIdzAJVKxXiLoyhCvV43IbiLxaIJzy151w4O4OHMQ7vdxmw2W/Ew0oMnV9zkuAqZj2nnUJzC8s2dNGM+dGzpslw8a/59AC+unBDZ4eLHxrNrPugykwCgNIpf5i+3g9F4puF1cnKCb/mWb8Hu7q5JyxWSy8tLVCoVYyTS2ORqy/b2NtrtNt555x1zgejNzY3ZFsd6cgVD1p08yrM+sq7kWZ654BzjPOO5JG47184npmVESAZo2N7eRqVSMYY7jXo9viQ/bK9Go2HOH/H8TqfTMU6Xfr+PcrmMvb09w6esD1e0Dw8PzX1Ky+US0+kU5XIZjx8/xu3tLV68eGEAJc/UEJjwrBHDix8dHZn7ztrtNs7Pz9Hv99Htdg1AffTokZFL8nxkv99Hp9MxQWl2d3dX2kYCQMpmrkxx9SybzZoQ5JeXlygWizg4ODB14vkebnH76le/iq2tLdTrdSOPCR4IQhg0hqtSdEjJdpDb8Qh2SMzj+voa7733Hj744ANzCS0dZ/IsmuxrOU6ZP+cSxze3GlIHATCAdzgc4vr62lx+y7nT6/VQKpWMHuSqnNyaOZlM0O12zUodz3gRgAEvdzewHnL7nK6HTSbYjHuXXncZ/y5A5HP8+ECTfO+yp111cqWz2U9J7VydT4htFUpvNPixDRptTHJCMjSwjsqlAY2v423gx/dtknq48pV8usr1kWvApRmE/E6WH+JpCCk7lBeXIJDnZ+K+1d/rSWobVzZlLNNr0kJN15mCnYeb5SFQbZBI3vSyvav9tREjFYwGOtoYokda5sUDsQcHB+Z7eqYZyW0ymWA+n2N3d9cEcABeKgt6/HhuiHeSPHnyxESI4wHa4+Njc3cP75MgL9y2J7e30ONJDzXnPb3E/X7fKDO5fz6ObEayzQEgyTUWtZLyKSxpBMYpn3WBhI/ilKyNdzmeQgBkEueJDcjYytVzPa7PQiiKVgPpuGSh/obzj8CHWzmr1SpOTk7w1ltvmUAF/X7fBAXhhb+cZ5yf/MlmHy4P/djHPoZCoWAM4m63a84RbW1t4eTkZEVmyJVyuVojDVgJZth+lBmsN7fNybaR5yBYDu/aYpTHnZ0ds+2VckaOdfIqDSbKyYODA3zsYx8zgUy4rSubzZotY9yiu7u7awxiOlYAoFKpGMN7PB5jMBhgMBig2WyavpLAhFHH2CZcleEq9Pb2tpFrXInLZrPo9XoAgJOTEwMq2MZcMRkOhxgOh0Z+HR0d4fHjxwacsV/YNlzJf/ToER49emSA4OHhoTHcO50Ozs7OcHJygr29PVO2vLA2ih6CKdTrdbN1Wa5gTCYTs0Iko7lpeSDPfEmAzNDc7733Hl68eIG7uzscHBzg4OAA7Xbb9Jt2Ysnz07IsriA+e/YMH3zwARaLBarVqlkV5WoO77+iA+Hg4ADNZtOc57q9vTXnjg4ODswWawLw8XhsVoy4CsgzVtw1kcvlUC6XTT14JQR5lmPZ5xSz2SA22aSdAevYTi67wibDQmT3JkjWKVSuuvhIwtP/NeAnDkFz76ztO5JPWfsQp2swhhoBuvM17zKdC6m76gTAaUy7+PVNRFc7x+Ud8r/NiPOBDF9bSfIZotLItHlDbOWF1MH2DcuicmXkIyoMmV4a0Pq39rDK/pLb1KRxr5flmUYaRNrA0aAok8kYjx3P4zD99va28STy0CwBXi6XQ7Vaxf7+vgF89NS2Wi3jvZQHYPf3940ByG0bkgepJHlPEW96l+1HjyUBpnynz/zYBG8cCNbtbnsXMl+SOiOSKLy4b0LmjpYJcfPFpaTj+HbNfdm2+nycjXzGhgt4xuUT10cuo4VAm4ZiFL3cfkUgQBBQq9VMYBJ5xo28RNHLC5tzuRz29vZwfHxs7tCazWY4OzvD7e0t5vO5OUskZYcENfwtQZX83+XAcbWfBEY0WPv9PgaDwUrURWk0Ehjqdtd6MZt9CI19cnKCarW6co6PKzTL5RL5fN4Y77ybhttp5VkgGsPn5+fG68/VEW4f7PV6K6GkAZh8uEJ+eXmJs7MzE1af0dN40J+ghfWhDOT2uSh6OLuyv7+Po6MjEyqcgWxk32QyGVQqFTx69Mi0A1doGLiAUee4OkKnElcwyE+pVMLbb79tzjW1220DaORqB+WozdYifyQpB8/Pz80FqQcHB3jrrbfw6NGjVwJRyCtJ+EzKaII3noW7ublBLpfD48ePsb+/b8Amt1eenZ0ZR0C9XjcABng499Tr9dBsNlGr1VCr1UwdWW6328X19TWKxSIODw/N9m8CbOZxd3eHcrlsQKqcF3oc62d67thswDibM24uhlKI/aKf+WyxpOXa7DjWT/8vyaZ/krTBGw1+6CkgaUOWzyg4KZBJrkaXlNQoYR4ucGVLqzvWZUTZ8qCQsA1an9chCbk8q2kn27q8uADTOvV0GXm6HF8ZIWCMwvzu7g63t7cYjUY4OjpaUcpUVACMR44RbPSqgh7z/F4aXZI/baTb8qIycwk427jiwVMaGVIpZjIZFAoFPHnyxBh1jGpVrVZRLBbN4WkadpVKBY8fP17hiwYkFaa8J2l/fx+z2cyEDpY3r7PdJc/SSycpbs645pmrTX3kAg1aubnKlW3jyt81jpOQa/7beLeV7ys7ztGgn0l57itXP/f1SUifxQFEmwGiV1WjKDLbaeiMi6LIGKTyLA3nLw1PppWRzxjcg17oer2ObDaLs7MzvHjxwnirpSHJeSmdHJI//kiA5Bo/tjrL8zr39/e4ubnB06dPcXp6ag7K06jkWQxp6NjAmQRkvP+G7UinEVfIRqMRoigyAECCzFKphJ2dHXPwn1uonj9/brbC8f4fRpocj8cr266k7Hn27BnOz89xdnaG8/NzI7cYxCWTyaycr9I/8o6earWKt956CycnJ8YgZzAF2Z739w9BXEqlkrFnuLrNbWW8e43tLftJ3hFHJ9Px8THy+fxKoBoCKpfxrseIBkHz+RwffvihWfXhVsRWq7XSl3K7ox6HUh8xiiHrtbe3hydPnpgLsuWqz+Xlpbkg+5u+6ZvMqurR0RE6nY65Y0oGiMhkXjogGYmUW72pn6MoMndMXV9fI5vN4u23334lzLdNVkg57ZpTcc4F1zwMkaEhstiWblOk5aB87quX5mddXSbpjQY/NqWjjQL+T2Ujtxe5lLHveRzi9QEX1//6nc/wsiHhEAWl66Lz9KWzDb5Qw0KmsRmKId9JCpnAm6A0wM5lBElivzFqTbfbXQlDze+4tz+KImMg8J3tnBCNJ3ojpadTptHjRv52CWRZN6m85RwikCFIk3nw7h9ukeH9GfToybCl0jNcqVReMdLklh9+z60g+/v75mZ7ydvW1tZKRDoXYPABH5+ykO0rn8v2cuUX4qBIO87TzC9XPnFATZcZN8+TAkT5O83cDCnTNyZItrbwtQ3HJ9uA93INBoOVu11oOPKshVwRlvOYZybK5TLK5bIxdrkKy3Mx5XLZAAEJgIDVi4J13/kME10/6dyQ/c35ulwucXl5iffffx8XFxeYz+fI5/M4Pj7Gxz72MXMuR26bAtzyjfnTSK/VaigUCtjZ2UGn08FgMEC328VsNsNisTBR0LilrFQqYWtrC7e3t3j69CkuLi4wHA7NwX5u7SWAk8Y568U+ury8xJe+9CV88MEHZjtfs9lEtVo17S3bV7aVXFlnXfP5vAnCsLOzY1aO5P1AlGnyoD0vp+YKYiaTMZHUJPAiqGY+AMyKebPZNA42ufpnGxu6L+RYkKBuOByaO494RpMymP1D0oFnJIji9kOurHW7XQBAs9k0ob3z+Tym0ylevHiBr33ta7i9vTV3aFHPlEolNBoNs/VZ3qck++X+/t4EuuCZtuPjY3MfFMdXv983QXWkUy5EhqSVXyH6Ou5bV1ofUArlK0k6l51rs7O1DtiU3fdGgx9pFOnGkv8T9EgBENIRfCd/h6ZxfRcy8Fzpkk6iOBC1qUHkU5Kh36chPVGS1ilEWIUIFZd3xpUvlQVBCkNOMw0FcLfbNdvGuH2Lh3Cj6GU0Nrn6x+1oAIyClIqXIEMqZTn+paL0tQuw6o1kerm9w9aWURS9ssVP9oPkVQI3WYY0Tvgtgy5Uq1WjyHlgm2eS9LkHm3c7zViUBoWss21cxIEoW1rXt3r8xvGu50caAPI6QJqvTPk/n+lVn5B5r9vJJUtD+ilJm5M4fmu1GlqtljkPwtDWBDydTsdsqZFBejgH8vm8uaOFz7ndi+OexibPwnFFWTv85P+yDTXQ1EBEP9d58PdsNlupD+vPFQ46KVzbpmx9Q8AoV0x4xw+3Q/HesMvLS3O+g3Lh/v7egCSe31ksFigUCtjf38f29jZms5mRg3SwEHTkcjkMBgOzusZLaXd2dsyFqPLSWvafdobIenOlRbehDC6g5TNtGtmH8u4otrc88M/vWTaBOK8VYDmST9pLcgzE6U2u1DCyH0E8gZFNBrnA7mw2w4sXL5DJZMy2tlwuh0ajsXJWlvdIDYdDs6rE7XvL5dIE0WGQivv7e3NRKnnjVsTFYmHuiePZtEqlYsYntwTKtrdtofbR63RopaU0eSe1t2w6zWc/ahtvk/V/o8GP3NYiyTaB9V0GcWDH9iwEccchbN932gCKM1TWAR0hoG6TtG45NmNlnfr7JltaCvmW45H7wblXXYIRHly9vr5eCTFLrxkDAFD5ywveeEs8jSXbeJRnZqIoWvE0S0UVUidpiNLA099mMhljrFAR82/JmzzwKs/nSJDFMiX/TM+LGLVBVSgUzNY6n6FsM+Ti+lL/7fouLaiS3/oMjhAQINOsA/pdssj1fxzw8JGLJ21ou751OZFcBpzUGy6wqfvFBfb5Pw3RcrmM4+NjE8ig0+ng4uIC9Xod9/cPFzuenp6aLaEctzIaGj3Yt7e3mM1mOD8/N4fjpdee2+IY0YogybYVVkdClU5Cveoq6ymNevlcXsh6c3NjotVlsw9hjZ88eYJ6vb7ShjQ+Zdtr5wh/GKGMKyCMLsm7bQhOhsMh+v0+bm5ucHh4aGQGz+bw/rNOp4Pj42N80zd9k+Hp2bNnJsobn/FsI88CjUYjzOdzs7LQbrdRKBRwd3eH6+trA6Jsc07KKXmJJ4AVIMJ20Re9ShnI/OUZIvIq77eRW8z4ngEh5IXS5E3yoB3HUsbq/qEe4nZOyaOUy3KO6IAQsu5nZ2fmItv5fG62/DFvAhbeQcddFbxXiNciMHy83G6qAa4MrU2nI9/RmSAdl+TfVTcbbdLmeh3220dlE+oyXTaHBko2CrVXJL3R4McGGPhcP9NeDFdDhhgvaVC9D2xpIBIHjJKAqqTvQ9P4vnENwCTAUOfhMkptXgEbLy7DSVII36Fk6y859iisZ7PZCviJosjsXadnikShPZlMMBqNzFYOeTCWBhQjpe3t7a0IcM4BRriRyldGpWJa6VzwtaHN66UVtwQqtjaVhpZML/OS7+SqF5WzvK+IeWrFpM9AhPanS65ow1fyaht/rrEcAipcaX0gwCZj5Ls4UKVBRlqAGAe+Qmkd5exTrHFpbaTP4Gni2CM4JwDY3d01h+PPz88xHo9NsAKu3pRKJZTLZWPAbm1toVKpoFKpoFgsYjwe48MPPzRblwDggw8+wFe+8hWz3Yhea94/o+vHfAl+dKh41oE/2tttG/+chwQfBAhbW1toNpsr24/knTkuACn5XS6XJgobz6ns7OyYbWPVatWUS6DCe2j02OO2MJ5BevTokcmfRq4eC1xZH41GK2e1Wq0WHj9+bA7fv//++69sM7OtwsstcpRJbHMpPyXYkKtJcvWIK4gEvnRi6XNkBFDsa9mfXC2X814CBI55uZVS2lbMSzrkNKjhOJI6Sc4VOTalPoqil5E+CeSZL1drougBzM/nc1xfXyOXy6Hf7xtQfHV1ZVbkpA6QfcU24rzQK2yyPQiCkshuG/lkt+tZnDx22VD671DbMpQvH7/6J+R7H2m9lCSPNxr8cOBLwQSseqNJMtyv9nxJ8qFMmyGm0/s6dB2l7cpnnTxD8lvHSIkry/a/fBZXts2gi8vfp1jj8o77Ls6o0949ghjuO89kMmYPPO/yYPkEMFz5mc/nJmKaVCKTycTct0NwVCgUkMlkTDQ1gp9cLmfCrdJAY1p5RwY9uayvVIycC3IlRq7aSOJWNKlQJCCU80oLdKlgpeKUws+271qXQW8dt9wwjW27ngu4yPxtF6XGKRmb0tLl+eZAnJJzeVd1mTqd7ldZhpZ3aclW93XzWuf7OPApydZ/Glxr3cP25NjPZDImZHwUReh2u7i9vUWn0zH589xJq9XCycmJObC9vb2N/f19DIdDTCYTAMBwOMSzZ8/MJY6np6cYDAYGOD158gSHh4ev1FlunaI84EWcHBu29qWO5VkbuUWW80jeYcPzfNxidnx8jFqthkwms2JA+/SwJAK+Dz74APV6HblcDs1m08gsAh2GwSZYkbqfhvNsNsNyuUS73cbx8TGazaaRw1K2ybtslsslxuOxiaAXRRFqtRo+/vGP42Mf+5jZNicdUtI2kHencWVIjhvmKYGJBgU820OQQuNfGuJcpeB7rVOYRoIbacTLccwVJLYBt9bZtitKOSvvBdKAh20gAYXWAQQXAMy5JpZP56HeRsdtocBDEAxuQcxms+biWoaOl5fAslzOU+0c1ABOj1HZRyGURO5s4vsQG8knD13z0zVP9Zy2AR+f4ymuDjbek+QFvOHghyQVNvDqnlQp5F0Gjc7PhyJ9nWrLz/WMJA1KXx1D8lvXIIgDBz4+4rwfoXVYh1yGoeZN/u+ayD4jNInA0mXxh17JbreLs7Mz9Ho95PN53N7e4vLy0ig0WS/eSyGVM4mHZKPoIXQqI6lJ4U7FREHf7Xbx7NkzTKdTc8keLygl6NHeSFud5F5ouVedfFNBA1hRupIfbu/R5ck8ZH/olR/gpUKlUSZXnphW7j8P7Vfd3q5xEQJ2bOnluNWgSD63KRX5t96u4kqXRNZIXmx5JyGboWtLk+S5fhcKOG3vQ+vlMgZ0nlo3MTDI0dGR2ZYmnQ/39/eoVCpmLnLlltuSdnZ2cHh4aLzc5+fnxuinMU/D9/j4GE+ePEGpVFo5xyC9/Yz6xflPo13OQ7mqSmORxiGdGdJoZrRK3vvFMprNJlqt1isRLG1zSPcP5/jd3Z25x6bX66FSqaDRaJgzUNPpFOfn5+h2u6aeMtQ95QPlURRF5lwUZaKOQqZXLdgXwAMIbDab2N3dNQfg2S62rVzMl7Jar1yzrtImkDJMtpUEIAR0lH0M8kADXvMNYIVHCUj0O9nHtvaRvMt5Jr+TQTtYB44xXV+ZD7eeFYtF5PN5UwcGC2Ioa7bH9vY2qtWqcTJUq1Xs7u6aCKBcGQRgVlT5HXmj7tN18ukiOfbXlSVJySWvbe+S2I2hekuXmSTftHrEpsOStuMbDX6kAcX/SdJQkF4uvnPlF0daMLsGnqtzbEZOXHnrIOO0JPlMO0B9efrea/Bqo7h8Qnl2pfO1e5zB7PpfG/VUGrydm8rs9PQUFxcXRmBr7xmX7aXABh5CdDK8baFQwOHhIXZ3d00eNICoFCeTCW5vb/HBBx9gNBrh8PDQhP7kgeB6vW6ipcm92NIzyHrM53MTIpTbP8if3JZA44d5UUGPx2OzF12CGdlu9NpxawcVtDQENBCSRgvbSh4iZz9LJ4nu/9Bx6SKXwNcAR/anTc74vtdyxadc5Iq5D9TwfwkqXQ6FOMUaMv83Qb45Ld/HKW5XniHAh3/rLT2ZzIPn/uDgAK1Wy6zk0DFAgMHwxTzLw3EPPFzSeXJyAgBm+xi3x3EMFwoF7O3tme1wctWZwD+KHs4QMUpjo9FYCaKi207eSVOpVAxokFtMOdd7vZ5ZzWKIaYa3JtDQY9AF6jnGJRjjdqb33nsPwEP0r1KphH6/j2fPnuH29tasTtXrdbMawMAQlH93d3colUrodDrmTCXlJdNJI57zjGcwAZjVdUbe4wo70zAfXgFA8EDnC9/J4AbSViAoI7AicOTqShRFK46n7e1tEwlPylndrqyjTddL/SS3P3N1iUF1pF2lxz63JbL9WL5e0dJ9L7fpZTIPQS4IYAAY8MuxyzM98ixPpVLBwcEBjo+PzWW3HAMEN0dHR2ZVVYI+gmV5NtYm6+R2PN22caTbPKntFjdf/jqR1qU+WRqa3zrfk95o8CMniTRObINReidILuPeNtBthpArrX5u66xNdWASJB9CSQyCpPmFIH1dfoghF/p8k+DQVa7L+6GNRgpZboF58uSJuaW90+kAeLm3mL9ldDMqORn1h5Hg6G2VK0EU5PTa8lZy3rmzWCxQr9exv7+PbDZrtuLw0kB5SajuE4IP3iC+tfVwqzwvO727uzPb+2iQ0CCisTQejw34oVHFPfssL5vNGiOQXjs592kk0Mggj9KAYFoqY32OKA4w2PpYGxY2eaHHA0kbHzpPl2ESUnaIA0E6HLQctclS1/xMQ2lkzSbkk60d15UNoXJLAm3KgGq1at7ToOIqjPQmc/4x2hXP0FAWcGtTJpMxq0f0iks5wfwYVKFSqRhHBw1MOR5ooNJI5xy2nRHiN9waxhDHPBNDfuXhet3+tjbjD41YXlw6HA7xta99DbVaDcViEbPZzKz6EEDyEljWidv7hsOhCT7x4sULTKdTs4omw0lLA59nI8vlMgqFAqbTqbmzrVAoYLlcmntkWA7vI2K9Sey3+/v7FUcO21zaNkzPtubWwlwuh/F4bFa7trYeLvY8PDw0KyCUexKMSdtJ8iOBjL4ahHXnyp5OI3+4WkPQyPDbrL9chZR86fOh29vbODw8xLvvvgsAmM1m6PV66PV6uLy8RK/XM06tcrmM7e1tTKdTVKtV1Ot17O3toVQqGb4ePXpkQp4TFMvVMdadVy1Qz9jkIbcBynmiZalNNrjkR4gMsoFYF9nShDpxbGl88jbU1oorIymtI8PfaPAjBx6AlYkqBwkHLsnmCXEJW0m2AW1rcC3QfZ0S6jXwlRP63Ed6wsrnId+5KKR9bHm5QGwc6f5OIoA0JTWutFEljUlZF+nBzOfzaLfbODk5QblcxnQ6NdveCACYHz1UtkPJNO6HwyF6vR4mkwnK5bLZKqM9wyyfW2W4faNerxsDgRf+0diQ9xDJtuaqT6fTwYsXL4znkQBjNBrh+voa4/EY9XrdRHqS3sRer4ebmxtks1kTzaderxtwBMBs06Nnj/dGyOhS3W7XKEEZ5Wo6nWIwGBijhvnx3JRebZKkx59eAdPAQ/5IcMGxQcVJ5a5lFb/Vzhrd7ponvSVPk2uOsyyuKlL5S2OMnmr2W5r5uc5ctKVNKuds34eUn8Q5JtvYB1plH9NDT4++BAbyDiAaWADM/CiXy0beMaxvJvPgLWeZ1IdSL8o8Hj9+jOl0inK5bICQHL/SAcNocwDMmUKZVhqz9NiXSiWcnJzg5ORk5dyGDbDrdiXJ8xi1Wg3tdtvMY85tbqPjGZVms2lWv6WBWyqVTMCJ4XCIXC6H6XRqnEaMEMZLRnnInnKx0Whgd3cX5XIZ8/kcg8EAX//619Hr9bC9vW3uoqGsYf/KOcT3dAARTMpxIldF2J739w9hpE9PTzGZTNBsNtHv9/HBBx+g0+mYSzm/6Zu+CfV6/ZUzPtQBMryzzcAl75ThDMJzd3eHwWCAwWCA+/v7lXuopKzgaiR55sWydHoRCGkHH8c/8KCfdnZ28PjxY3zsYx/DdDo1OyLu7+/NzoXBYGBWI0ulEm5vb40uiKKX9+RRxnPcMCQ8253zMZt9uKyWfSzHohznJM5VCdxslNZZI7+Pk+0kLZt9Msymp+Rz/p3UNvRRnO5w8a3L1mM3CU9vPPjR3ljdALbncehTdnScYHYZPrY8XZQGrCQBQ0nzCwVirvZMy5vmwdVPUtmmIT2p1xVKoWVSuNKg2draMgKYq0DZbNZ4zGQEJhmBR4J8adjog6+8E6FcLmM2m6Fara6suHA7jbxLSI5fKhjuJwfs84n8TKdTo4AHgwEAmIAK4/F4ZS88DTuCm+l0isvLSwAwHjfpOcxkHrbqMNITPb281HQ8HuP6+hrn5+cm9K280O7q6goXFxcrB7rH4zEWi4XZIiL7StZVbgPiYV9ZD44hadjIVTrmSQOBB3ZpPEiPpz5ELNvatkWE5cvD4ySOMWlMMT3f6THKg/T0iLJcHiS/v783nuwQmRbiLQxJq9MlKTuUFy3rQ72kLn5sclECZ6axGVIuvuV7PQZpuJMfjgeWIXUl+ajVanjy5IlZMeV9JpIIVnge6dGjRzg4OEC5XMbh4aFZDeA43Nrawt7eHj7+8Y9jOp2ayzRrtRoAvDJWbUDRpV+z2SwODg6QzWbNhZPj8djIOQBm6+3e3h5OTk7QbDbNFmGulr311lsoFAro9XqIosisFDSbTSwWCxP8oFqtGtlAA5rbEev1urkkkwfwKcebzaZZIeK5SymvM5nMisyVAEK2O8cGV7wI2J4+fYput2tW1G9vb3F3d4darYZHjx7h8PDQ3AtHBwuBrLw3zqUHyR8DHVxfXxswc319jYuLCyMLZF4cY3SAtVotc/7r+voa9XrdnGudzWZmC7Rc/aRcLBaLBoQ0Gg1Mp1PUajWTdrlcGqdauVw27/r9vnG4DYdDc9Ep8+YFsABWzq5xnrCteZZMO8XYlpxncmuclN9JnC1afrjkkC2tK11cGgl4tE0k379usrWLz8G0KXqjwY/cNysHnvae0hvlAkYuw1+DGfmNTOsDPiFAwIXaXd/bvtHpQxS97z3zCjVM0lBoni6FuE6eOr3L0PEJIRdxMuvxxrzu7u6MB5HbTaSBSqVDrxsAc+cEDWWGyaUComJlukajgf39fXP3jeaJxpDmj+G3x+Mxlsul8aZROduMcym8qGyHw6FZhQKARqOBg4MDo/zkuJIX0jFSXSbzsI1hd3fXzF2Wz3uM6OWmZ3YwGOD29tYoIwIL4GH16erqylxCSE8mAGP0aTAg+4NGJiNt1et1Y1DR0KQBSAAqvaJRFJk+5bmAxWJhDvIShMq+0EpBKiqpcGl08jyD7hsJlgGs3OnB9pNteH9/b7YmRlFkznIRGNkMtVD5lVaBrSOHbPLOlo9MlxRo+cr2PWPfScDiSif/tslCCaTY73L7lNSLHKcEDfP5/JVzLdLpAMB4xB89emQcNzKimNS/hUIBjx49MvzJcyP6rISvPeX/1OM8h9hoNMz2L5bJlZH7+3vUajWzlY9nZjjuG40Gtre30Wq1TF2q1Sp2dnZMIIVisYh2u21WseW5EJ4p4eo5t1hVq1UMBgMTYU6CJ9mO5Jcrd9wexz6T/cQVIjqF5LksqQe4bZlnWVhnynm2k1z9kfOYY5Hjkavni8UCz58/N3fscDs0Vwm5oiT7tlgsotFoGCDCC2+fPXsGACZiKYGkPjdEEMJ2Ic/tdhs3Nzdm6x31Fbex7e7uYjweG2B8dXVlLjm9v783OwxqtZoB+ozOR1lIh6TkyaZD2XY229NFLgCUBGgkkaG2sjYpz2y2oks22fIPkc0+faKdVkna5o0GP8DLpWEaGMCr26dsng7bFpGQzvKh9xBK0jlpOvSjIL1XOITW9SKkASEhaZMCsDiKGx809IvFIh49erSiiPmt3LIl93ZT2clobRzH8uzI9vY2dnd38c477xhPJrcQSE+xNNoJPG5ubtDtdnF6eorZbIajo6NX9j5rL5EEVFEUodfr4fz8HMPhEHd3d3jy5AmOjo7w1ltvvWK401i5vLxEp9PBZDIx3mIaEKw7Q9dyewm3MNCoYhja6XRq5II0/GngMc9CoWBAh4z4I/ucBkGhUMB8Pkev18NwOFwJIZ7JZMzFidzCN5lMVsIBE3QR6Nzc3JjgE/QMcwVsNputADKXkUi5J8vM5XKoVCpmbDCsMOvD81dsz52dHbNtcDQamYsAadCwfdnuNL582wS/0eQyLvTYtcl41/gOyT9ERrkAjSSfESGNMFu6EJAo574E5TYAxvx0WgmYGciEBjnTyjMqHHv6Dhkbry4AJLcV8awS56x0gvK+G3mJpwQUBDucYwSAlUrFnH186623zFzieSHOqWw2i2aziXfeeQf1eh3L5RK1Ws2cLxkMBsjlchgMBqhUKmi1Wiv9T8cMz+ZMJhOcnJygVCq9wivtl3K5jL29PRPEYjqdIp/Pm/k9n89RLBZXthfK0NVcvWfdGbBCXhZK/ljvRqNhZJrs92q1infeecdcEFsqlQwgZftyVZBpptMptra20Ov1jO7itkLpnGb9KWcIUgjW6vU6KpWKiXjKsZnL5dBqtcxdTXz3/Plzs+IURRH6/T4AYG9vD8VicUXG0+FGEM1xLWUCeZXykSRXcF22WxJ7IxQouQBEGnvLJlfkOxv5nBghPEjZ/FHSGw1+9LYQaehoo0xe6kWKQ8Au719Ix9qUqAto+ZCtfB6iODdJLqUvD2K62siX3yZ5tynOEMND/u+b1PJdyN/8zpVOGhHtdtvsrZarDpnMy7scZKACvW3CtoVG7ueWYWyptPUeb7li1O/3cX9/j4uLC1xcXJhb0+W2DT32pScMgAlDWq1WzR56hrjl9j0a09nsQ6S7m5sbA5YkQJMHvWUZBIByu4KOgiTrKPd08xA0QSG3Xti2gEkDjtvneHcJPZPkk6Ci2+3i+vrabKdjP5bLZXMWqdPp4Pnz54iiCK1Wy9xXQgDS7XZRLBZXDuOy/2yOHm4Z7HQ65kwEgQ+3fLDveO/JYrFAuVw2YJB1k8CN5ztoLHW7XXMZZ6lUemWO2Oa1llmhczPu/ToOKElJZFGcIeLjSesBl8J36Rr5rY9k3npuyvxkXnr7nO4nLTcoe+Q800aTzEPKKemk0Yalj6RzRTsyZZ50NEjAJc9HSnnCOcz5TdBXrVZXLlBlEAi5MlsqlXB0dGTOL/JMpFyt4IoCZYDcOry9vY1Go2EAwvHxsbl7TG53Ax7OphwfHxuAxu3AXFGiLCRA4oottzMT0HJr2HK5xMnJCVqtlpn7cnxI3mQ0QYYp5znR8XiMTCZjIq5xXLBPSqUSHj16hHq9btLKEN/D4XDl3Jp0ilFu7e3toVwum37j5b9cfebZT5a3u7trtrWNRiMTBKTX6xlQdHJyYkLIsz8ArIREH4/Hxkkkt8wBMOe42N8hThTXmJbfuf535S/7LIlDJsSe9dkwcXazL1+dp7ZfQmxhzUtau/KNBz8a+ACvgiEidX2A2OVh8v2tSSqRuEGkn4V0bpxXNUTxrkuhRv9HTb7ypREgn4Xm6xMotrLi+JHpOC5lZCWu6jBAAYERt1wwTbFYxP7+PgCshJNmPky7WCwwGo0QRZG57K3ZbBpFLAHB1tbWiieVF6jyf84dfaGcrq88xM+zOJPJxISUBWC2vPFbGaGuXq+j1WoZ5U8jnRGrWKae63I7Cusk25rASI6J7e1t42kFXt49JFeEmZ7vCNQImgCYbWw3Nzd48eIFZrOZ6SMaCyyDe/C73S5ubm7MfnrJN/ObTCbmwK3kSxvNBHzc8sdyafhIYEiDiNs/eEhYHjgmkCJg48oQx8D19bW5S0PeA0U+9JwLmS9J5mgoCIqTuyFGiSt/nzGSVh7bDCf9t403W13k/HCV4eNDOzb4nHNP5+fTm/p7OY7l8zgnGscu6wesnmEjeOFZDtkG8uwbx6osg/9zTnOFVkaz47whZTIZ4xjSwIorvkzHc0GUjwSazWbTOD0YvU4CVtaHYcI5V7nqzEAN+/v7ZoszQ26zrQj+GDVtMBig0WiYyHtymxvrkM/nsbu7ayKBEmhRF9H51Ov1zHY8yjkCLRIBG/tJrgxytarRaJh33L52dHSE2WyG3d1ds/ImI9nJ1Z52u23GBLcjbm09hDKnTOXZ052dHbPqI1cq5c4L9re8VoF9KbcgUj7KeeMz5kPI5gzR5JIJvrJcclPPv7h8kpIL+Pjk8zp5J6E3GvxwwuizB9qLK4WYFC6uPOXfrgaWg11+p7/xfR9XNxsfabacrUM2ZWtT8LZJFJdnmsFuM5hc6UINJf2tpiSGTBK+bEoVgLkQkAqWxBC3NGq5dSOTebklgysM/X4fX/nKV8y2j4ODA7NEz9/kp1gsYnd3FycnJ8jlcri5uTH7qgnIbKtMzEMK/Sh6WF15/PgxZrMZPvjgA9zc3ODy8hLlchn1et1sqwJgvHS1Wg27u7vm3pPr62uMRiOMRiPjVZV7rKWy1MBGnz+QQGs0GuHm5gZRFJmVD3lnklxZo1yh/GBAB+bBLRhc7RoMBiiXy/jYxz5m2lu2XTabNRG5uDWHQRe4rWRnZweLxcKcG3A5SqSnmlHrMpmMOeRN4EhDS67WMmre9va2MZpkCOPJZILz83O0223s7e2ZM2D9fh8XFxfIZrPY399f6Q89JkLnhDawfbSO48FGIeVtwsETp2uSOGX09xo46HQ2Y8zWZjIf/parjXyuAaQuXwITbqlleglMpM7WPLgMOz1OaOTrMuJ0hG3MZjIv7z6iDJFnHCXIouzh/xKU6W1/AFbABfPOZDJmxYLRyyQfGgQxsEAmkzGhmnkNgTyfIsGHXLFgm+/t7aHVaqHVahkgI9tbruZJ5xcBEFfDKFu4JVquIBHgyUARuVxu5V4jglnuyOG5nVwuh4ODAxQKBdzdonAKagABAABJREFU3aHZbJqopdwOx9WkTCZjtiXKXQLy/CadOnSy8ayS7G/pGGL7UkexT2V/8BxXq9UyzilJLj3pIhf4cIGoODvLNmeSlq3rI/O1UVIw46uDS3/YZIBOm8SmfKPBjxYunOBy0nPA8vC4XCLXwtYFYEg+MBRCvm9dYEc/Z51s72y82hT4Oso29P+4uqbxVvjy0+m1wtarfq7803hrJB+hhh6AV244p9Lktgsu5ctoSjJsqhTavMyPh5Gvr69NnbPZh0O53M5EhUrFyz3b3P/OW7OjKDLbnOjhkm3EOSfnEYEEDxrPZjOz75pePAIZAobRaGTOuozH45VteFwV4pYQ2VZyfktDXPah9IAuFgtcX18jk8ng6uoKxWIRtVrNeB65vY99KevKfLgdQuY7HA7R6XSwWCxQKpVWworznAPPDVHBAzChxNlnLJNbNrhVRI4dmyOEZ4U4zsfjMe7u7lbOMMm+YUj0bDaLXq+HarVqxhrvBmHEo/v7hwATV1dXmEwmmM1m5jJdvfIoHTMueabfJaG4+aXLDknrA1RSfsbJK5ecjgNQbBtdN9nXtjJtsk5+J3/r71xGFYn6lNupZD1s9ZH9rldHZP76fKL8XoIGKVtsbSMBisxbbu3lM+nwdOlDpmWeDBrD1QDp+JG/JZFPeabJdnZK95V0TsjteDIt+4BbVFmO3IYnQZp2VHEFiVcaEMDo9pb9D8BEBpV9LHWW3K6t20NuF+P3kmR9eLaG407ei0TAJ8/fcGcB202CLqahnpS6jjpNtosGjQzLzuiEXJFj/UulEg4PD7FYLMzFq1I/6P72PXPJFJvd5bIJfd+FAgwXsAqxhWxpXbI/FIjZ5rvNRnfVJ5TeaPCjDR3g1fsupEDRSsynXCSFNLhLIPp4X8cICOXxdVJc/TdNoWAshBeXEowTROuQKy852alU5LK8DA1LpSHHPoFQsVg0Z2u4LSmTyRgAEUUv7zog8TAtz6NwS1O1Wl0BJOSHJA0TOfZkpLpyuYx2u43r62tzKR1XtYCHlZibmxtcXV2ZshiRjcCIh3xZf8kDtwryb7aJNsL5I7ftEfTJ8zBSAUuPnzRiCDzlTfE8R8NtEqwbDUi9HYQgiCtIg8EA2WwWg8HARMgbj8cYDocmep6si5RhNLaWy6W5IJftQA+l7HeOiel0arbMMDoU24TnBFj3TqeDy8tLDIdDA7a4lUdeFptEycmxz2c2xWfLL82cfF2AS+ev5YpP+bsAiubXp1ts6aQs0d/o8UOSK9AMgHJ/f2+MZHkuhiuhun4yL+pe+T8NRBqM/F5vPeJqhA6vr9uR41PmZTPepNPERtI+IC8yUqSWJS5DT5ejjUANPLUMlaBH5y9tGtlutvaxlcn8ue1ZgjTZDrKekhfbD8GbBJvAqwf/pQy1zQ2bYct0tu2Gtv63gUrZnnL8urZeAjCXjhMo5vN5s5qYzWbRbrcBwGzTzuVy1raU9ZFt6CrXRTYgoPPwURK7zCePklKSMuU3Ie0h0+q5kkTOv/Hgh5NPDjAZOlROFD25Q8/T+N6FKvzQclwGfJzh7+PXl883grSgsvHtUnh85qqrrX5JjKePAsTZygRW7xHgdg7bONVeNCoI7gfP5XKo1WqmHtxixfuEZH4MAMBVHwZi2N/fR6/XM9sVeDZFKj4JNggE5AFfXpzKw/I3Nzdot9smtCkvH+X2CSnMeBHe9fU1jo+PzQF7HZpVG906qIlU/Ny68eTJE7z11lsm1LjchqfBE8vhb243kRGuuAf/9vbW3IdDhSkBl/RAMnpcv9/HcDjE/f1DoIlut4urqyuMx2MTfECCH+Yj258rOvP5HLe3tyaqHdOzb8gvzyn0+31zVwijHPEwsb5sk3lPp1MTYphtpc+C+ca4i1xzWssK3a9JKdQxQp5cgCXue62UbYBEG9J8Jn+7DBJtOCaV63prFvNh4A6CaEaiJNin/OCY0rKJeRLEcKUgiiJMp1MDynV/E3xwhVrec2ZrIyl3+Ew6K7iliiBGAg1NnENc9RkOhybEv2wrDVL4TtbbZpTqv/XWQNZFkw3o2IxfPQ60fNR1ZT/rttckZasENho8uMC2rf6u9DZwZfvWl7+29fTcsaWTv6U81+CLbcTznNSnwMsdHDZ+QuyUOCCj7Tff/6+D1rUZJY8ufm39rf92jYm0bfBGgx8OSH0WQBIHtFxW5vOk5Pv2dQ3ApMj9dZOtDTY5OULzW6cf48r4qAGizYjRhoFLcPNvvSrDwALZbHbltnfgpeLL5/NotVpm2xuBy/7+/iuhjbWClEqFSpL7vLkPmqCm1WqZi07H47Hhgfu8eWiVB+hpgL148QK9Xg+9Xs/cKs9IO8Bq1DcJOGg0SaIhxBCsR0dHyOfzJiiEXsGwOU0kMJIgsFqtotls4vT01Nw4TjBp80wTcHJVhkCq3++bOzt4a/1sNjP9qLdWsE/y+bw5fJvJZFYuu5TpaLTwoHav1zPGJoEO+5sR7QhKp9Mpbm5u0Ol0cHt7i+vraxMxSY5NCczWlYk+R0bSvEMdLiFyyDUPbOUk4S9pnVx18PHAcqQjg86Nu7uHS4R5To8H3Hl+jOGP5d1hNqOGBrKMuMVzZjxfSI85+eVqU6/Xw93dndmCyjx1iGzpBAFerlYxr9lsZlY65BYvbRBLEDWZTHBxcYGrqyscHR2ZgARc5QTwiuGvHa/S8OZ80G1ER5XNKLcZeRJ82fpUlmsbDy6DUudls51c5ern2gaTeemVG2mP6frq9pJtpGWxHG+2+mjgZ1t9ss0PCU7lWOE9SXLnBVcp4+a6bQunr+03ST7e5JyIyyOtzHXJSBuYCeVF/20bd3H0RoMfbVRIYSGNNQl8QpSgfC/LsT2Xf9sEV1xn+ARTCNm+d00qLfjXpTT5+AyPuDJs9XMpd1/5rnw3CeiSkE0JaLIpShINGOZDAS33wNu2JOTzeTSbTRNRiMYGV39o+DKsKMvSnk8qed4BwahyND64d3o2mxkQdH9/b+7D2N/fx+PHj81WsLu7h0tgGZiAoVV5KL9UKq2EnaaBMpvNDB/y3B+31PBAP4NA8ACsNtqlYSPbXN4Xxj7gFiBuGxwMBuj1etjd3TUrNhKUATDns7jtjiDx6OgIy+USuVwOo9HIXITqMm7kwWaCn3w+j729PdTrdbNapx0/PKzLW9ap5HmguNFomK2ImUwGu7u7WCwWZpWI2/XG47EJcavlUBIAFGcEbNJIiJOBSXlJIidcsl62U4iMlkaUL0/5TNdF7o7gXJlOp+h2u+j1eiaq1Xg8xtXVlYlAyBDudEDosqLo5bbI4XBowqN3Oh2Mx2M8fvzYrMpwfHL+8p4xHkqXl03K7aNyWzDwMuAHt+qRT3lRtNzeatMfd3d3JgT91dWVWZ2i/JTASq6kygALwEsZIeUuwZMMusQyZXADKVsl4NGXleoxIlfAtJyQZ6ni9KY0IPmd3son75bjd3L1TY4F34qZTicDw2jSZ6DSGvN6RZ/p2U56u56sl7bv+I1tS2WIIW77xsaX61vfXI8jH9jQvLvGTBI5nJS/OJlqk3kux4CP3njwI/eb6opLD4MWPIC9U1wKTysnH0++vEIGgCuNa+LanocIiCR8SIPQN1GTgL1NkAuY+ijO8LFN/lAjLs0kdG2/1GNO/u8bh3wvhb28RE4qWh4CBbByW3om8/LQqOZH1xWACUMKAK1WC41GwxwW5d0L/X5/ZbWD98W0222zxYQe4Ww2i8PDQ3N4n0YawU+n0zFR4TqdDjqdjjk7IyPAUbEyPClXRKQxZdtywn5hHjwvQ4BBwMl2Jl+TyQSj0QiTycREe+MltRwTDCbA95lMBq1Wy6y4LRYLfPjhh69sryNII9FgyOVyZnWOdys1Gg0TSU56PHmo9/DwEC9evMBkMjH9zi0ftVoNl5eXuL29xWg0Qq1WQ71eR7vdRqvVMit2tvliGyu28RmX5nVQqFINnbu+eviMMFe5Om+XAZXE8AkxxOgMuL29xde//nVcXFzg5OTEzGeee+CKH+fr7u7uSqQ1rvbw0t33339/ZYzlcjlzsbM0ZLPZrAmx/uzZM4xGI7RaLRPpK5/Pr1zSyS1p3No5nU4NKOcK5Ww2M+H2Zbh52V7SITqdTnF7e4uLiwtzOTNlx3w+x2QyWWkv4GUQFRLlabFYNFEyeR8OV6hzuRyKxaLJl7JJOq7YV+SBESKpe3VYZulskOCHMo4ODsow+S2AlTN+si/ldlYN2FiudqzosSBtNHkHHYnpWJasi17Jt417PfbjjHlJ8hnroMEN0+l2kA4zybetDJdzyEeblJE++aTfu+xcnTapYyvUpvWRy860AdMQeqPBD/ByomUymVe8nNpwiUOuIc/iGtgFlJLmEwpQWE7Sd0kVvW3y+kBQ6ORIQiHeEZsHX34fB9yS1CEN0Enyncs7ZONLegNt721eQyovKcTJH4W7BLu2vCXAokeYEd0IpOS5AW5D4YoPAZAMTSpXVxiNjJGFyuXyyv0UnU7HbJO7v783Z1dkvbkixTM+Ullphav7iNvNKFcqlcrKxaE0UKrVKtrtNobDoYn+xrKm0ynK5bK5fDCKInMRIqO6ATBhwIvFogFGvKtCe3BlH/BG9lwuZ7YWMnDCZDIxXnQqcxoTjKDHcOPsO96qPhwOTfmMgjSbzdDv981hXzlWbAZECNlknW2u+r5PUk6IHCEPvv9dxpjtmzjnhdYTPiPD9SwU3JEXeQXEZDLB8+fP8fz5cwAPY7HRaGCxWGB7exvj8dhEbWTYdxl+OIoiEwmw0+ng/Pwc77//Ps7Ozsz8k0Y+t34ReHW7XTx79gxnZ2dYLpeoVqsmsmKtVkO320W/30e1WsXu7q65QHg2m2E+n+P8/Bynp6fmHCG3c+bzeXMZpRyveiz0ej2cn59jNBoZZwbP0Q0GA3S7XcxmM+NoyOfzmM1mKysWPHMpbRCCOp5jKpVKJihNv9/H3d2duduMK+xsn8lkYoAdV8vlvTlcWQdeOrcIagjMeN8bt89WKhUAMKtiBBd0wtD5tFwuMZ1OzdjiTgK5WsUAOdL+Al4CJOZDcMPtuXLLG8vROpGgiKto8q47WRbHc1I7J27u+t7b7ARXPi55GCqzpPxIa1P5QI5P9vnsV02hMio0vZZVrjbXIC5J+7zR4EdOdn2ux/eO3wL+QRWKVpOiWl9ZsgM3DR5knrbBYyszTqjYvgnlwUchhofP4EgDCDWFGDdx+fuMGB8ISiJ8k/BjE4RJgKJN0HAVQN68zRULKil5cSAVt7xEk89k4IFarWY8qVTWtVrN3DxerVZRLpeNMdbv97G1tYVms2nuiaDHl5f0cSWE4WxdbWyrZz6fR71ex2g0MkYHDZ9yuYz9/X2zvef09NQcGl8sFmg2mya0diaTMfzzrJJcZaKRRGNDkzakCWTy+TzG4zHOz88xmUzQ7/dXzh/xrAX7g2CL5bIfeA8Io80RtPIywel0inw+j2q1ujIuXHMyiUPB931c3rqMuDEeSj75GMJPSDrdfpuU/S5nCMHHYrHA6ekpPvjgA/R6PRwcHJg7nvh9v983K4Hb29vodDpmZUWemXn+/DlevHiBm5sbXF9fYzqdotlsolqtGhDOuU75wIt/T09PTUh83qFyd3eHer2O8/NzfPjhhygWi5hMJmg2m4a/q6srfPDBBzg/PzcAn+CsUqlgb29v5bJS3TZc1SJIIbgi+Ol0Ovg//+f/mEs9ua2UTgbgwUlSq9VwfHxsgqJMJhOcnZ3hvffew2AwQKvVMufkstks3n//fcNvo9FYAR88/9TtdnF9fY1ut4tMJmPOCm5vbxtHxfb29spWwCh6eUXBeDzGxcUFrq+vUSgUsL+/b1aeGFJaAh/+T3nKVXiCKaaT50h5VpBAlvJ1Op2i1+thMBgYucxzicVi0WyL7PV6ZuzTGcczh2wX6ayRjjwbxQEe33fa4Jc2o94G7csrlJICGl/6UNkaZ/PJZ3Ft5ip7HbAm8wuxfWzgKITeaPADwLkcKj073AqjD0lqCgFBvomzrsLyfb9pZfi6yTV51vFcxD2LSx9S7yQTdhPt+FH0hYvihKgNNNn+5xyLouiVy0I5L6THV3rv5JzUv2nQ80wAvcz7+/tmlYnneO7v700oZnok5XY5GicAzNY72z5vXS/Jk1x14h0P3OZDANRutzGdTs3qEO9I0gEQGI5cRuEjTwRZk8nEupdf8knDc2dnB61WC8DDdpfBYIDxeIzpdIrt7W1zborfNZtNvPvuu+bcDrc2cfsib42nMccw3tVqFfV63YBcbm0JmTdxDg3buLMpVNs3aSnO2eMam0mcZUnK9jlLQikErNEpkclkMJlMcHl5ibOzM4xGI7MCSOM4n8+bOT6ZTLC1tYVer2dAMI3j6+trPH36FM+fP8d0OsV4PMbW1hZ2d3fxzjvvmDD30kHJFVSeCxoOhyZC5OHhoeGVfDLsPreMcdWn0+mYlaWbmxtMJhMUi8WVkPQsU46jra0tTCYTM19yudxKRMooijAcDvH8+XPc3t6aVZ+7uzsTkIQR5ej8yeVy6Pf7OD8/x1e/+lV8+OGHxqnAC6YXiwWurq5wf/8ynDidOfP5HM+ePTNbAIfDodk2yFVuANjd3TVAlfeqZTIvI+Z1u11cXFzg6dOnGAwGqFarmEwm2NvbM7KHq+oEUADMZcanp6dmux9l12KxMOGgpVOIZTNCJ4O3nJ6eotvtmtX/drttVnGGwyE+/PBDc6E2rwBgP9OBxbHHtnWBHzlHQ2RR0jSb0tWbtBt8MiTkWxuQ2KRM3QQAkv/byuA71/Z1F73x4EcqCwpVuRWH+0zjgI/My/dMGvUhiNn3d8j/rmdpyWfQup69DnpdwMHlfQ7NL+33acZWKIBbp/9d3i++c3lX9Lc2fmxCVDsjCHzkd3Kfuvw/il6eo5F5ZTIZsw0CgFlB4rzmWQCultjqystbCRSoPLVB5PMacvWkWCya7Rv0JHMl6/j4GMBDRDUAGI1GyGQezvRkMhljxDDAQbFYRLvdNoAsk8kYb/VwOHzlclnd/pR39Xod77zzDvb39w0g4UpXtVo1W23YhltbW9jb2zNbSuTN7tvb29jb20M+n0elUjFGj9xqwnpLb6jtQLHkOw78yDGhPbAur6VvDrkUexxt2kliyztOzq8r8/Xc1PNeniFbLBYmHD4AszVVpuHWJf7NlRXOwdlshm63i7OzM3PBchQ9XNh8eHiIR48eYXt724RZB14GIeAKrTwnkslkjFNABv+go4EygHXhCnEmk0Gn0zGOBDpAbGOPAJ4rFNPp1AC0crlsItRdXV1hMBiYucQV0OVyabbsbm9vr4CbyWSC8/NzPH/+HJ1Ox5yXI7Bje19fX5szQXQ0zOdzvP/++/jqV7+KxWKBer2Oo6Mjc33B+++/j/Pzc3NBNAA8fvzYgKhut2vK5iowI3pya+x0OjXgtlgsmlWf2WyGs7MzfPWrX0Wn0zGBYhgAotvt4vb2FovFAkdHRwb0ZbMPF2l3Oh18+OGHGAwG5hzZaDQy4aMpexlOnXWQsh6AObfFcRZF0cq49DkJNukMkc9tDpCQsjZtZ8U5SXw6PyRvV75J89D/J7GBkgA4SUkA0BsNfjj4bEaB3KcvL2XT5xvkd0nK3RT/m84zpEyXIWHjw2cY24BeGj5stA6AcZXH976yQ4wpbSBrY8xnQOt0SYy310G2frQJLx8vEtRw7kljWCsJeUu4rf7y/Ig8c0RjJpN5GTlNfsM5L9NL3hjswAd2bEKVBiK9tDS4uFLCLUTcEsOta5lMxpzz4d54llEqlfD48WPs7e2ZsL4ERtVqFQcHB8ZYordTR0MiWOQzXk7LMmhIMvS1jtTEFbIoilbeEYDRCysVioxGRR406FnHeeCaE77n8ncoMPLxEPfMVu66tIn8QhwwMo1c/ZHjn/qSAIJzGoA5h8YgBlxVZVQ43gXFsyn7+/s4ODgwK6Y8A8KVBo4fORZ51mc0GqFSqaDf75vIjnI1FwDK5TKePHmycj/V5eUlbm5uzJk1fQ8V60ugcXl5idPTUxNSn+G8R6ORASG9Xg+lUglvvfUWvv3bv92c2eGdWnJ7Lucqz+pwdbderxvnydXVFUajES4vL9HpdMyq7f39QxTMq6srXF9fY7FYYH9/Hx/72MdwcHBgtpN9+OGH6PV6mM/nxrFCGXh9fY0vf/nLePr0KaIowuPHj/H222+bPjg7O8OLFy8MuKR84JUBvV7PrMbs7+/j5OQEOzs76PV6GI1GeP78uYn8yMh8uVwOw+EQV1dXuLy8NFE4ua2XsoiAdT6fm+AVBLKULb1eD5nMw8rQV77yFdPGe3t7K7Kbddbje1NODum4WwcMJC037tu0fNjszTgbJU3eNkrDdxyoXdd+fuPBjzagpKCWUUakl9fmHZYTJ84r53vn6mTX89DyfB6JOAoVCmm9GLIMVz5xz3xeYJnGNWnT8u3jz/W9a5yETnCZlyv9OgJSkhYQcr7EAV0XqAspT3uQfONGh07VvNmi4el6yLrxbw2+9Jk/2Y/6bxsPss/5W0YpYr5cEeLf/J6yR0ZfoteUXnd6YKvVKjKZjIlU5QoDKwGQlHGyfQjU5DY/5sVy9dyizJTl2iJm8bcPPIZQiDKWzzY1P0g2R4atLBtIkbzbZEMSpR0yz2xtrI1CndZWJ7kdTD5jmiiKzEoL8PIQ+nw+N4Yvx+5gMEC/3zfnQrgas7u7i2q1araucqwyKqE8E8gts91uFy9evDBn387OznB6empWQnkuhHxxG2w2mzUghWfZ+JttQWcFZcFoNDIRIwlS6CSZzWbmvAzPvfHMTalUQrFYNNvwuIoirwSQ20x3dnZWgiEsFgsTmIGygfXiqhD5LpfLqNfrqNfrmM/nJmgBv+O2OwLHm5sbXFxcYDAYoNFo4O2338YnPvEJ7OzsoNvtmrN8XK2r1+tmZYdyi2eI3nnnHbz99tvIZDLmEmbeB3V/f49arYa33noLwMNqV6/XA/DyricZfIJ1IljkSjzwUu4x0mW320W3210Jfy4ve7Y5sHzzwzYHbHnJ70OcMFoH2crwyZSkTg+dp00G29K78nLxmFQOaf2RRP5rOWZz8pG0LUD7IY3eeaPBj6uzfQaf7BhbWm0A2TrSZ7C6gE8cJTUWknxjU95aSSalJO1iI5fi1ml8gsiXt6t+IZPcBcp8AivO4NDvQiZrCEhKSyFC16Vc4vJNKoSB8NUzn3HsMjxtedmEte4Tmd4W9U6mlQai5s2VlmXKFSu59YjvZThdnyHuUsQu4KTbTz5zGReuce6Tl5pC5WGcYpflJR2nPr60Ug8lmwFky9/3ztfmSeS9LbqjzF/nLR2FNIKlPpRhrBeLhVnRIMC4urpCt9s14Idb3Hj+pd/vYzgcolKpmJDxs9nMnDdhhMH7+3vc3NzgL//yL/H8+XOzwnJ+fm4uWuWWUwAmVDRBEcOwA8BsNjPgR9aTAIRhqAeDwQq4IVjj9j4Z1dE2t7glkACEZ5H0KivLnM1mZlWI56bkvUVcBWH7clUMWL3TB4D5lv3GcN2j0Qj5fB6Hh4d4++23zVmbnZ0dTCYTfOUrXzEgc2trC41GA/V6HZlMxkR2bLVaJuQ5z/oAMCs5DIYio+i1221EUWRW7jhWhsOhiY7H9mBkTrkVeTKZmGiZjDxIwESQpw1gl54PBUU2AGTLd5N2XFLQY+Ndzk/+77IZXHLeVU4SXkJlr02vh7aD/o5jICQAhov+rwA/cZ0sPb6S4r7TZbnSuwZRnDLctEEryw7lxWdoup59I8gHaIB4Pn0gxvdNSL6hbRRi/PjehwgrLfxsRk9akBpCPnDiSyefxfW1Th8Henx8+QCmBhNajtgEeKjR6lJYNLC0knfVJVRusRzXuRzft64x5ht7Lh43YUCEyIC0YMgGGEL5iuMxjSNB88Xntr/jAI4kuYWU29H0nT1yjkijg5eYcivTdDrF1dWVCTvPQCXz+RxnZ2cmMEC/38fh4SGKxSL29vbM1qd8Pm/uuXrvvffMJbrT6dRsvZzP58jn86jVami1WitbWPlDkCAjTspVFfJPcNHr9cx5niiKVsJoy3y5kjsYDPDixQvs7e2h1WqZLWgS+PDsHp8RMA6HQ5ydnZkzPNyyxi2yrA/nPgBzP1gUPayU9ft9RFFknCEsj9vOAJhABwSBPGPEVbqdnR0Ui0WzRfDq6gr5fB7f+q3falYCeUcbL6cmsCIgJDCWd/4wJPrJyQmKxaIZE6enpybyHYOuENTJ4wgEzQBMIBue5+Q4lHfVyfkUOlfj9Gca/byOw2Md8jmz4urhs/dcaUPI58DRaTSvNh1qs7l94C5pWycKj/Brv/Zr+Nt/+2+jWq1if38f//Af/kN8+ctfXkkTRRE+85nP4Pj4GMViEd///d+Pv/qrv1pJM5vN8HM/93PY3d1FuVzGj/3YjxmUvymSCkwaLT5jTP7wmayXLb2mOCSrv3tdAEjmL/fyv67ykw48Fy82r0waY8hmmCU1qPU3vsnsMghdZDMs9Ps4oZpEINvqE8evrYwkYM+VX1yerjJ03/BvF2jZNNmM0STtaSNpbGuPpg7bH9pOtjJcDiAbL67ymEb/TsJHCPnmoGsMhNYnJE3Sukgjme28CU9rSL1kkB8bHzqtfC4NWI4/ffGv/EZur9LbIbmSQe8+V354noPRGLmFrdfrmUAlPC/H1Q/+XyqVUCqVzJa4YrGIZrO5cm8YV2TIK4MPcAtaLpczqy6yDaIows3NjQkesFgsVoCVdHjkcjmUy2Xc39/j4uICH374IZ4/f46vfOUr+NrXvoZut4vxeLyyrY8rGzzHdHp6ii9+8Yv44he/iC996Ut4+vQpxuMxMpmMqafkk8QABh9++CHee+89PH36FKenp+ZMDSPE8RuCU4IVhsWW79jnXIFiRDeevWo0GiY8OYNIRFFkQmez3Xl2k2OyXC6b84pPnjzB4eGhubxabs3luJN15NY48sIIcnIsZDKvbolyzS32XxrnXRId57MzfHLMlz5pub6/bfIyCa2j70Pz8uk12zfadpLz+rUFPPj85z+Pn/mZn8Hf/tt/G8vlEr/8y7+MH/7hH8b//t//G+VyGQDw67/+6/iN3/gN/N7v/R4+/vGP41d/9VfxQz/0Q/jyl79sDuN+6lOfwp/8yZ/gj//4j9Fut/HpT38aP/qjP4ovfvGLKxGF4sjmaeUE4XsKRJ9S0sR0+sfVCTa+XO/1uzgPdVIKMXDi0qXlgd8lMUZDhZNcDZCKKZSvuDaWaULayPU+1KvCtHHpbJ5dFx9JvTRJPEBpydXWQHLg7fMo2cqwKURZvo8PnwHrars0ykuOaSnodRhuXU6aecP/Q3kL8SKG5JtW6WoeNqWEbWXJvEPbVvOo2yJUZ9j6U46JuPL13zoohYtPDZz0N3GGGo0NuSWOZ8tqtRreffddc7ku76q5vb3Fs2fPsLOzg1qthlqtZlYtZCAUGtLcVsWQ2+Vy2WynA7AC1sgXQc9isVgxiKQ9wBWS09NTnJ2doVgsotVqGWAVRS+DgHBr3nK5xHA4xHvvvYfz83Pc3t6urDaxTAK5er1u7jXq9Xrme7YFo7AdHx9jb2/PGPv5fN6AocViYUAaV9NOT09xd3dn7mKSZ4BkEAt5aSqJKzUML07ARjBTKBRMpDsCJ27ju7m5QbfbNd/wbjCWx7IZle7y8tIAZf5w3EnQStDd7/dxfX2N0WiEwWAAAOZS2FqtZsYZZWOcozkt6XnnM8BZH70K4aM0ssaXl41fmX8SfeErh/n5+Ih7Jvly5e/SrRrQapCUlBKBnz/90z9d+f93f/d3sb+/jy9+8Yv4u3/37yKKIvzWb/0WfvmXfxk//uM/DgD4/d//fRwcHOCP/uiP8MlPfhK9Xg+/8zu/gz/4gz/AD/7gDwIA/vAP/xCPHz/GX/zFX+BHfuRHgvmRBoJuPAlYtDfF5xWQz10dwXc6je29L2/fXnxbHiEGvO2ZbTLob2yGYZIJHVqPTU58Ta4JoOvsm8AyvfztErQ24bKOkRbSjiETPg2wkBQK9NMYvyG8xc07X142Y1SPZQk6XPnZ5EdI+XF1IrmEN420uHnjG5dxZdvydb0LdWaEgvm4PEL5Cy3HNj/X6UdNGjjY8k0iH3UbJQVjPmNM/03HoHQO8kcHyJB8yRUVuWLEiIiHh4f45m/+ZrMFKp/Pm0hgl5eXyOfz2NvbM2GjGfp4Pp+b/HnXDrecLRYLc3nvZDIxZ3+oR2lQy0AOkjfOKwAYj8fmUP1sNkO9Xkej0TDnWmQ9ubLCbWyTyQSj0Qi9Xg/b29t4+vSpaTtGfatUKqjX6yvR36LoYfva7e0t+v0+MpmHMzKPHz9Gs9k0QKVYLKLRaKBQKJigAVdXVygUCphOp5hOp2brIKNFAjBtz5UkblnjO7kFkICGq3R8xjbiXUaz2Qzb29smMATPdUXRQxTJcrlswnvzLjBuV5Nhy0nsG76Loodtkzc3N+aiXW7rWy6X5txRs9k0feyaE/Jcpp4Trm9sdk6cfk0zP9e1dVzySus2DYZ8dlxS+WLLLymFyl2b/I4rm/InlNY688PIHgzT+PTpU5yfn+OHf/iHTZqdnR183/d9H77whS/gk5/8JL74xS9isVispDk+PsYnPvEJfOELX7CCHx5cJPX7fQAvK0uvAye6jLYURdEry8n6ludQ8CKJgtVmWMnfcoBJr5p8bzMIkipn10T1CQPX8xCDw8ezFh6bAjnyYNs6AEOSre9CgVLcRHQBS1f5aWiTbbypNk1KtrkQ+p3vm5A+SsKfzlv+1vM+BAjIdKEgJm1/x4GONHnavtlEe6cp1yVnN1luEgC8ibJDAaIm6j5tCNm+I1Di1jIav9wixdUHDXwKhYIx7Jk/V0AajQaOjo5wcHBgVj7y+TyePXuGKHo4lM9VjO3tbcznc1xcXODq6sqcVTk5OcHf+Bt/wwRLyGQyGI/HePHiBVqtFvb29rC/v2/6m2dG9C4PafSzLXgJ8IsXLzAYDLCzs4OTkxOzVZ96fWtrC4eHhytb2aIoMpHtdnZ2zMWsBG28+4Z35jDi29bWlokKd39/b874FAoFc2nrdDpFtVpFoVBAu902wQmGw6GpI8EXgQdD0hPEbG1tmeAROzs7Bphw66EkOU90wBXaUMCDnSfDhzO/er2OdrttgBK3Mco6y3M7cgVIju3RaGQude31eoiiyJzvIThkGfIKhDTzxWb8+5whtndxDlFf+Zsgn+wLAQn8Zh39lzSNrw+kw0W3q5ZfLuCpvw2h1OAniiL8/M//PP7O3/k7+MQnPgEAOD8/BwAcHByspD04OMAHH3xg0uTzeTSbzVfS8HtNv/Zrv4Zf+ZVfcfLiagg5AeVWANvAtg1kH8J3IWgX0rZ1qq3cJIMyzriyeTxdFFq+z9BMyqd+buuD0G9DKRTophUOvu9CDWKdln8nqXMIgEvCX2h+tnSh9dZGayi52lwLRFu+vnrZPIA+ABs3bn1GqEvJutL7vrPl4ft7U+Trh3XyCJmLrjmo+97n1Q1tkzTez7j54zJa9PgNkS0u3eRqV963Ui6Xjbd/Pp8bYETDnEYrAw/IMzo0vBnJjd/KUMb5fB6ZzMMdL8ADWOL/BBTz+dyApydPnpgtUC9evDAgYzqdmvros06yLaj72QbcDkfwIy8uPTk5we7urnlP/rgdjfxPJhNcXl4aI//29hadTsdEViNf0+nUrPAwklyj0UClUsF0OjWR5sbjMTqdDnq9HlqtluGdwRAIJHih6nK5RL/fN2GqR6MRZrOZ2fo2n89XtqXxt3Qcygui5REBbbdE0cNKy3g8NuCUAR7K5bK5v4n3kMnvbGfLtB4giCGg48WrrC/BYS6Xw3Q6NcDbZtckmbu2eePKIw5MuGR5XJrQvGSeNjmg/477PlR2pbEBQ8nFQ1KbJY2NIyk1+PnZn/1Z/K//9b/wX/7Lf/EyRcbiBqcvzS/90i/h53/+583//X4fjx8/XvFYMA/NA70w+nyIrTwXcrShzyQGswRj+tukij0J2RSpz7j1KVnb5JFCwwUMPwpKA7x0Gp/hGiJcZNqQyR1CrnJdAMNFIUZ0WpJjyqZAQgxZObb0cx+FGrCuCGdJxo0rbdK5bMvLNS/1nNLtFKr49PvXAXxcefuM+tfBj5RHmxrvceDDNzbSACVdbtL0ITKexBUD3iPDSG69Xg+7u7vGc09wkslkUKvV0Gw2zaoCt5pxVYPRvyaTiUnDaF80YHmeRK/S5HI5s2WMUckYsWw0Gpl0DKQg54Mt0IMMHy3HBg/6Z7NZtNttnJycoFwur9x7VSwWcXBwYMJE53I5jEajlehsl5eXyGQeQjQzZDbP03Q6HXOAv1ar4dGjR8jn8+j1ehiPxwCA4XCIp0+fol6v46233jJgs9vtGpDEyGv7+/uYTqfodDrodDp48eIFvv71ryOfz6PRaBj+eG9RrVYz/HBVRs4NqTvYVgRGMijC7e2tudiUoGlvbw+PHz822xa52ijHH/vKtUMmiiKz/a3dbmM0GpnVQPbDdDrF+fk5ptMpSqUSGo3GCqjdxByXIF0/D5Grm5IzcXraJu+1berLIykA2gS5ypTtGrqK55NrcWlslAr8/NzP/Rz+w3/4D/jP//k/49GjR+b54eEhgIfVnaOjI/P88vLSrAYdHh5iPp+j0+msrP5cXl7ie7/3e63lMY6/Jhf4keeAtAeI/+sVIPm9jdZFyy5DJYlhvWnSRlSoB4XGpMvYTVuXOAMwqXEcUsbraP80gmWd8kPL8wk9nwAJBTC2vzcBAl3fxAEm2xgNNRBdssH2f9y4DamTDxzo+vjyCS1v3fEeoohILscP0+t6uZ6F8pUGSLso1KkTCvqSUNK+thmf+pnkiUZfqVTC7u4udnd3MRgMzHkYXuA5Ho/NtqdcLodWq4Vms2nuaOHBd25xu7u7M+Gp2efcAsbVoUqlYi79JJ8SFMloX9y5YfP6y7rzh+mk45N50KAfj8fmjiACHL01LJN5WHngdqts9uHi1sPDQ3OfzVe/+lVjW9CQJ2DkakYmk8Hu7i6++Zu/GblcDpeXlxiPx7i+vsZ8Psfl5SWGw6GJosZ7bgicqtUq3n77bTx69MiE5769vUWv18P777+Pvb09fPzjHzfng7iilM/nzQoK24CAY7FYvHI/ihxbsp14TmsymSCTyZhVH66KyWAGcoxxm56WpxIQcZsk8LD9bTgcGvA1nU5xcXGBxWKBk5MT7O/vo1qtmhXDuPngmjehzmab/EnrkPDxk+T7pPV16RGd1leO611I3dLKQR9YSuNwtFGiUNdRFOFnf/Zn8W//7b/Ff/pP/wnvvPPOyvt33nkHh4eH+PM//3PzbD6f4/Of/7wBNt/1Xd+F7e3tlTRnZ2f40pe+5AQ/TuYV8NGeBqaR297kZA9tNO0psT2XCkW/l891+fr9phF5nAdUK0MX/0xr+zskzab5Ds1f95Gtz3z5yx/fexdPoULa1tausn38pxWWofm70q+TJm58JjG05XObYg/Nz2X0ho6nOEeCr0+TyADXOAmdu5smLdPWlWdaVrranPV3zaHXTb5xEEKudDb9YitHrnrYvpdlEKDIA+4EQPV6HXd3d7i6usLz589xeXlpwjv3+33jfW+32yYMMgMc7O7umghtnU4H0+kU8/kcw+HQGPi80LTZbJpAAgQMjJjGFSQa6ARRXCkimJLRv2w6VUZNk23W6/Vwc3ODyWRiAgdUq9UVw1yHAOeKGAATpU6GAyf/mUxmBUTxbp1KpYJ2u43j42McHBxgd3fXRK2ToaMzmQym0ykmk4kBi41GA++88w7eeecdvPXWW+YeIgIlriLpscD2YN8T/MxmM7N9DXh5qSpBUhRFZiXr5uYGZ2dnuL29Nfcy7e3t4eDgAJVKxfBhG2cSFNlkKHkqlUool8toNpvY3d3FkydPcHBwgEwmg263i6dPn+K9995Dt9sFALP6lEa+uNLr1SnfPNLkm7s+PuLsLVvapDrCZe+6vveVk1ZHSV5s5bmex/Gj3yelRCs/P/MzP4M/+qM/wr//9/8e1WrVnNHhEnUmk8GnPvUpfPazn8W7776Ld999F5/97GdRKpXwkz/5kybtT/3UT+HTn/402u02Wq0WfuEXfgHf8R3fYaK/hZLsVNuFgBTsev+p7lCbx0z+jiNXp+j3cZPEpqRCypaUVNGTL9/ECFHmaRR+2m83ZdD4hJnPqArhb532SEJxY3Vd4zONcrHNM1t+GnjL5zq97pMkPK/TBnp+6LnJd2nnne+9ptBxaAMFmx6DNv5tfeWSK75vbc99Zdh4s5FvXiYZUz4efe9CxqVvPMXVK0RWSV1EYx94eb5lOBzi9PQU/X4fT58+Rbvdxnw+x9XVFaLo4SJQng+i4cvVk8PDQywWC9ze3uL8/BwvXrwwHvyzszN0u12Uy2UToplngLhqVC6XzYF6AOYSTt7DQ/Ajw1zbVhwAmIhl3DonQU2v18Pt7a2J8tZsNrGzs7PS7ho8ECxwm2Cn08GHH36IyWRighnI6HPcBpbP5xFFkVnNIrg8Pz834I3fEHzooAC836jdbq+AGP4sl0ssl0vk83lzVw9DUMt2ooFPcMULabmljyCIKz7X19e4vb01F8EyAh+BGENayy1vbDsdVEqONeAl2CBfhUIBu7u7mE6naLfb6HQ6ZkWN2zAZ9MoWvTduTsbpGR+lke8+irO30lBIHuwDV9sk4S0tz7a+cNm7Nhuaf7tAXZJ+SgR+fvu3fxsA8P3f//0rz3/3d38X/+Sf/BMAwC/+4i9iMpngp3/6p9HpdPDd3/3d+LM/+zNzxw8A/OZv/iZyuRx+4id+ApPJBD/wAz+A3/u930t0xw/g95bLhtXgR0ddsyFL2wCQIMnVMZIP26Da1ERKAsxsfEuFqQ2lJGXpdpOUBDjYQJgtr7i2CwWOadovCX1U3wDJQHKS+viAdZzhrg3wuPyTAH4bhYLm0DnpmjOk0MiDNiAXwr+v/eLmSEh5aShUyYTM5ZAy4sbPOk4WH2lDjc+SzLO0ZbMs2986rxBZKOcVDR/WT9Yzl8thd3fXbNViiGOGRM7lcmi329jf38fe3p5ZTQFgVo4ODw/NdrflcmnueZlOp+bgf71eNysfOzs75iwK78bZ2dlBJpMx4bC5/Y78bm9vo1AomO1osk3knGEobm7NY9p+v4/nz5/j+voad3d3KBaLJiQ0jXgZLY+rPjKq29bWFm5ubnB+fm5AR6lUMpHaJJjh2aByuWyMebkFX/4PwKwCEcQQbBHYyNUaHdabdwQx/DTzJGjjBae8qJTpC4XCCqAajUa4uLjA+fk5BoOBuaOIIPfRo0doNpsm9LcOia7Hu9Y98pyXDITAC20JyMi3lsHsq3VJ20bytySX3afTuPSlTW7a3qXJO0m5cSDRV562G230OoGSLS+bbn5t4CcUXX7mM5/BZz7zGWeaQqGAz33uc/jc5z6XpHhrWbpTteKQN7+60KLPgJeU1GB2eRzSDIY0hoR+r3mwGYOhZbgUsFa2mwB6SfJIMgE3BUS/0ZTE4P0o6ruO0a3nr2v+JKlHSFpbOSFp9DwINUzjKM4REeekCHEUJKGkfWprF20ghZTlk++vk14niExCcePS188+2SzbNYoic5aHxiiBwXK5NOGHK5UKDg8Pzf01DC+dyTwEB9jf38dsNlvZIsZzHADQaDSwv7+P/f19E7ns7u4OuVzOgCJu/7q8vDTefm5Pk+GVS6USgJfBFqQTg1vNZEQzGvfX19f48MMP0el0kMlkzEqWvniT7cX6X1xc4ObmBr1ezwCI8XiMQqGAUqmEg4MDHB0dGUAHPNg5lUrFbPUjEOS2u+VyaaLjEazwRwI8AqrZbIZ+v4/pdLrSn/IMDLcUFotFA3h4J9LOzo5Z1WGbFItF1Go1A9IY3OKDDz4wZ5JGoxHu7+9RKpVwcnKCw8ND0/8cT+SBgFGDbbkVjyCW4EZGEeQqVBS9PJvEvDTIkiAzlGzBbz4KmfKNsDPiHDYhOm8dSmJTh9rgtm/jnrlorXt+vtHkGlDSK6KVgw38uPL2od24zkrq6bMZNXG8xnkIbc/j0qXxUPo8HEnIZ9RKxZAmb21EhRrQcQIkKQ+vm1xGW5p6bMKA15QUbK/Dg8sr5msH/V6PE5sc8NVj3Tnh4jfJ+N0EufrS11dSPm4arIamj+NRpuN7Ldc1UEhDcfokaV78bZOHtjq6+k8apAQhBEDlchnz+dycV+HqBiO40Sufy+XMxZyz2cwYtLyklJHg8vk8dnd30Wq1UCqVjIGbyTysjLz99tvIZDK4ubkxwQ7u7u5QKpXMCs3BwQGePHmCUqn0ioMReHnehStI0ugeDoe4uLhAt9vF3d0darWaOXsj9TnzWywW6PV6ePHiBU5PTw1w4cpJNptFtVpFvV43AQkKhQKAh61qu7u7uLy8xGKxwGw2M/fkXFxcoNPpIIois12Ohj9XY0qlkgnWwEAGg8EAV1dXBoxyexsj321tbaFaraLdbqNarZrzQL1ezxxL6Ha7uL29NWBWXpTKlZzxeGxCeBN4VKtV7O3toV6vr2zNk+fG5PY5CX4YQU5eiiv7hitd3PnT7/dxenqKTqcD4GWYdH4vx37aefM6yDWvQ8tL6uwKyd8na2zyWn+n7Sb5XYhDP8Su9NkpWm7K/9eVp280+AHcgl4e4ANWw+npfY9JSaNV27u4Zzaek3y36YmcdhXEBdw2RVLIhQq8EGPVN2HStsVfV/pGeq6TkBawcR660HnlyycEuNsMXz3GNrXKqSlUcbnSJAGSoeMkBEBmMqv7y78RYzDU62hzjNgU67p12ITTRuZj6980uoYG6XK5RC6XQ7VaRRRFJuIaVyDkwXjgZTtx9aZUKplVHR5kv7u7Q71ex3K5RKFQQLlcXglxTQBVKpXw6NEjc8Cf4If3+iyXS2OsHx4ermx9YvsQdHE1hsCK0d+63S5evHiBq6srZDIZnJycGMCio7/y/9lshsFgYO45ktvpGIW2Xq+vBE2IogilUgl7e3toNBq4uLjA6ekpJpMJtre3MZ1OMZ1OzarLwcEB9vf3zTkdhvoul8uYTCYmrHWtVsPl5eXKWZ1SqWTuwiEQIiAbjUYmYAHzvb6+xs3NDbLZLJrNJt566y0cHR2Zc1EMVjEcDjEYDAxwKZfLJvQ5w31zlY7bFjk+pM2VyWTM1jreBUWQs1wuzQX2vFx2PB7j9PQU77//PkajkWnrvb09tNvtV4JXyLmQZOzbHBybkN8ueyipHI9zvGv7z+a0CeXV59gKeR+Xv+TTJ0t9TiZfXvp9KL3x4EeT3E8qvQt60PsMX9vfvnS2dyFKM81ATUrreBklUOD/rvbZpJEg84z7O+RbG1+vG9yEeGNfF30jDU5NIZ4fmS7UmNvk3NHGrq88l7ND3y8SWnZS8s2DJMZ+XN6hebq+1xfW2owNH486XxcA0GnkO9c2u7hxpWXc65q7PkBtK9+WNuR71//SyJffymslMpnVA/aaLwInnoVhGGvqXZ4lInHbkYwCRqMdAI6OjsxdLjLSG/kisOKWKMknwVCz2TRXanDb2f39PXq9HgaDgQEnh4eH2N/fRz6ff8V5wTILhYIJNDCbzTAcDk3Ah0qlYoABAeN0OjWgsV6vY3d3F8PhEJPJBNfX1yZYA+8XevToEY6OjgxozGazZkXq8PAQV1dXGA6HePHiBfr9PjqdDnZ2dlCr1UyUvVarZfqBoLXRaKDb7WK5XOLs7Mzw1e/3MRwODWA7Ojoyl9sCMKtb7BfyCzxsYTw7O8N4PEYmkzFb0hqNBur1+kpgCTkX2b8yryh6iCh3cXFhVqbu7+/R7/cNQN3Z2TGhsN955x0cHx+jUCiY8Nl6zL9uR2woJZX/PmDgs7FsdYwDDq5nSR1FafPReYYANpdzal29+kaDHz3IbJdp6QFCoesSdrb/Xe9cv13P1qVQ4yTtxA8xNGnc2dok6cAnybCgmkKN5zietbDYRL9IgWATAmm8SRzHkm9f2k2Qqwxf/jZhmiTvNOmSGqJ6Dvq8RyFAS/evDqRCSjtm01AIqAsdh670PoNC9olLpm5qDPj63yfzXX3r85amGWe+NtNtGwJ89PdxFKfTbDzzby13JElPvuxTghjdz9yuZQPDtvy5hYyGsr6eQpYnQQ5XEKTez+fzODg4QKFQwGw2Q6PRMKstDFhQLBbNVj4CH9keMnpZtVrFo0ePzCWcg8EAAFAqlVCpVMx5nUqlYgDbcrkEAHNJKreSEQQw4tz29jYeP36Mw8NDA564+tZqtXB4eIhsNmsudx0Oh8jn86jVaqhUKqjVanj77bdN8AF51qjRaODg4ADD4dCAtkKhgPl8biLc7e/vm2/ZxrxolKtKbGee/el2uxgOhyYMuXQ2s/7SxmIkPxmBLpfLYbFYYDQa4fz83NwfBTxsTby5uTErhuVyGY8fP8bbb7+NRqPhvDA1lNLMdY67ONvSRiEOqqRy0pVnEpClw8OHUohd7CM6PzhWXbakLz+fjEsit99o8CMFoh6g2jDV38j0tnx9ZfrSuAaHy+hKSnGdbZsYoZM0iZGyrmGXxLDn30nAhM/YsaXx5RvHq82QsOXh4suXl4+npHzGlReSxle3EHIZiC6D21VGEmPe917n6TP05XdS1jCt7Z6VTVGavg2hNHkmkZlJjQVXHuvMz5CyJSCR8iYNQJHfy3zWnTs+3uPAt9aRLmeNjaTODDF49DxytYvMQ9/Np+uidbs02Pnu/v7ebLHieaVM5iFoAUHA1tYWyuUy6vW6AS/Aq/e8sIxcLodarYZqtYrFYmGMfnkuR/LAsNMEcDz3FEXRyjmm0WiEra0ttFot1Go1bG9vYz6fmxUzhn3mPUCtVgtR9LCyNBqNAMBsW6vX64iiaOUeopOTE+Tzedze3prtY/Ki1pOTE7RaLQPaaJDOZjMT0prbCLm9jeeYGHCBZ4QYWEGG6CYYqlQquLu7Q6VSMeeOgJeXqDIyILdOyuAQDIv++PFjtFqtVy6n179d40uP1SQ2ks9OjMuX72zzMJR8jpx1ZIfNAUNyta9+7/rfVpbtGzlWXOn4PKScpPRGg59MJrPi/eEzNhb3l2ovkr54K0Rx6/RpUG8IpZ0Y606EJPy4DIIQr6yNbBFYZH428JMEqPl4s1EosIibrHHC2Fe+T+jqNo8bxyFluf7XlMQYTMqT7NtNCbw4wzBu7mujWPPmc7zY6uYrx1cHW13iykg7HkKeuXgLMRbSUhoZFzKOpFxJW4YLrPuATxpy8ep6tqnxEmqUuOZXnPNCghoXKHPlIYGQDJ3M8NBc3QEezr0UCgUTbpvb7fTqD40zEg/y53I5Eyktk8msGPx6e30m83CWiYf1uS0MgDmPxHMwURRhsVgY0EQeuQrVarWQyWQM+GEQgnq9jq2tLQNIoujltjeu3kynU3NWZjweo1wu4/Dw0ASFIGiLosjc90RAxe2F8/kchUIBrVbLXDC7s7OD6XRqzj9p/cwVKN5vxOtOWFYul0Oz2TSR7tgOBK31eh2tVgutVmvlrE/cWFqXtOzn3yG6z5VXCIXkuQlZEuIsCeEjLl+Zty2tKx/W0QX8NqVb3mjwo8kGfGSUEQorSVrgxZFGqaEd4UPwScrXynTTEz+EbEp3ExNH562fbwrs2fIIqZNP2bt4Xpc37RnRtAlB4KpvWkEbCjj1e0b98aVJQkmAnO2bOOPSlacMyfq65mcoIArNh+TKS9f/dYAbV5lJv9E8+nhmehdgX6d99Vha1xDyjUEb/xK4u3hz1TsuvTbydXkh+drShIQidskpacjr1aNKpYJHjx6ZUNT7+/tot9vOCzk12ZyrMkoZwY8808RAAIzGJiOdSSBEIs9ccalUKjg5OQEAkw/BgbynR5/bYvvw3hyWBwDj8djkJ3klyGI7MR/e8yTBmozex3M/hULB2ENsl3q9jsePH5vIejybxFUibtvjuS7Wg6tADM9N3nV7JaW4eZPm+yQUqhdDHBZpZJL8xuVw1vwlsUn1t640/N9mj7vki89WdoGlOHqjwY/ttlpg1QDh0rX0DunlNj4PpSQgKU2eLuM61Iv3ug0Tl0JNOyFdCi/NgNa0KeGWxghKYlzI9z6jJQnJPFwGXRygDAEPPmPT1aYuYZbGu7YubWqMyXpLoa3bOEkdXc6AuGchPMcpFJ2/z/iOq+cmKWkbrOstDDE4QueObU6EOBlsY8lXti8PG48hMicOSIWU7+M51MFAsukOLXtovOfzeRwdHaFarZrw2QycILe86bGidZDLqSHvq5H5yO9tFyMTNJFneV6GIEOWxVUh3pEj7ybiLhjmT+cvV8DYXgQyLFvaS9vb2yiXyyuGqdwpI8EbbSvZDzIvebErwRLBZhRFJjQ36yAv3mXYbFkfLZ90G4eCCxelnZs+SgJW4uRFqAwLmce2dElktk8vhdgM8v84G0H+to0ByYPt3LiL3mjwoxtcCxlOMAoF6V3Q3/O9j2zC0fZ9koHuM0B0vWzPXcg4rtxNkW1g2ozfEGM3tKwkpA3SkPx1lCip0JLw6QPY63h/XGlCgYZ+FwdW4sqxgbxQY871LLR9kiqmEPBhq5/vGxvQ8c2FOOARZ8jrPFzpfXLBNS59lNQw9intdfpP5xunQJOUtS5I0jyFtnMaI8vX764ybW3ne+96Jo1OW3m++vv0ri2Nrw1dIeZpgFP38zwND/hHUWTOstj4tN0no8EMv5MBG/iMxjxXfKShbpv78iLWTCZjQkkTCLAcmV7LFN0e5Ie88BuG/tZjjulZHtuBW/34nitlMjCEPkrA0OjlctnUQZYp24dAjTwwXwlsbXPHBZbj5rBtbIXoPdv3IZREXrloHeATogNs76TstI01mYdPxvvyDuUtSf1D6Y0GPyQ2IieNnGScdBQsgN+LFleO/N7WeWmMitD0PgWf1jsRKgh0efp/V73jBIhLCGt+4ozDdY0WmYcU9ElAj8xrE/3he7ZOfW3jxbYaKuuvQaTrUHIc3673oXMyDjTZ0vvAjPbGuuZznKLVvOs2S6KUbOUkIdtc8uW5KdnhM7rT5O0DTyE8aX5cClyW4TOkXMDWlpb/20CqDyiG1ieOfHPClr8vb1+78b0tT5thpNtDy1nf/Pa1mf6bxjSJqwgSBLgMav2tDfTZ6irztJ3/sQEN+V5ul6VcknaLJB3wgd9LOcq/JUiR7atXseRzyngp7wm6dD1kxDcbj/K9jPIlAY92WGsbyzcP9PyKG/e2/pAUYv/EzUsbL3Fz0lavdUCSnH96zrkiyoYAm5D21cR89SqrfB+iP2zyVH6TZGvkGw1+fNvedOSlJAjVNplsBr7OM26wpDUy1v0+JG/SJsrwDX75vw8k2QyNpMbQJtvLN358RuDr4MdmcK+bt02oyHkUN282PTZD8ksDlGw8u4CPjdY16n18JDVWpaHzOmWEy4B3pSHJb0LkTFwfbKLtQ0Cyrz/iePAZ7660LkCxTl/6ZKsvva8NQueTJl3PkHnrehZXnmt+6zTSUPLJdG04+kjORQ3mpMEdMndc/Pie28aT1k1xhn/IuLGNAd+8cvFvy0eCQF++oXzZeInLw2Z7hM5HnYbnvPh30jqtS7axqN/7yDV39HsN5JOWE1q2fBdiZ/rojQY/2jB2NYgEQj6BaMvflS4U+CShUAPsdZA2cJLyEWrAJVF82tB73WQbG+sIvtdJ6xjqccaFTfjrdx8l2YwF/XfImPUBH53udddTjqukZWlD/aPi1/Z33De2MRRajn4mlbiLQtrCVYZvnMm8XXLSB0J9aUP4S0OhxquP1zS82NpHt2+aMe8rJy2PvvdxQM8GZmx/u4BP6FjSz3xgUr+Tdon8O26s+8rzfRcHwHxpZbp1gxu8LrKNARvJ564gPj6g6bNn1+UzNE9f+fq5vpOL37vKc8kFWXYoj/Lv/2fO/EiSHSW9OgxRKdPFKc9NUWheH6VRaZsELkCYJm9fXZIM6HV4SvqNzQh1gYE0hlUouRRjCMUp6rQ8/HUln3HAv0PSafoonA+ueRLX577xuY7jIpRCxn4cH6FK2KcQk8zHuDxcZel3Icafz1nmKsc3FkIpxMjw5R0KTG1pQ0CeK48QsBnHO9OF6Avb+LTVQ3rL9fa1kDq58tYGrc34jRsLPsAQSnH5a55saaXO9I0FH71uR3FaWRiSb2hdOYYA+0W/m9ZDLseGHpNJyghpx1DAa+NN85mEN9u3ofR/Bfjh0qLu2Ch6df+oFh7rTI7Qgesrw+fdeV1k42/d8rSwD1XEJN8ESzqR1qEQIbGOx9GW56YB3jpjWiszHcFIlpvEy5KGH9scdc1bOW/ilLYs4xtBtvFkA+CSfM9tiidEWdkMvJCxaBv/NrkaYkhpueEzIkLrFse7zsNlTK6jI3x56LH6OmS9lmGSF81PEn0l80rqnHGBmyTyPW6u+OSq651rPOvvbXcQybq5ePKNa52P7VtbXWzpZJ/H2Rxx+eq8XN/Y5LROGyKLXLok7vu0+iCEfMa5/ts1j22AG3h1Zcs3N5PIB59s4/9J8rS1nxzPeoxocvWLzCetPWWb30n6+o0GPwxhbZv0bFgZex949ZyQJNtzOUjjhItt8odSiAEU9/2mlGiIAN0U+doxzvhwKb84xbYu8PCRj1efMQ/YIxeFtM+mKM44ClHgcQavrSxb2lBlb/veJrBt93vZDNA44zuEH5tStJUVUq7O35ZfCH+6PBffPiXu+z9UVqSVkXGGbmgaXbYNwIWCet9c14o4ZO740sUZ9aH9b/s7hL84wy4JuQwy5qmjfNnK8QEF2zNXepvxrt/rOabnoE9n63daz/vkVpxs0O9d9dDlxeki1zhxgRpb+pB+S2KA2/Jw6aVQHbQuhfSdTpeEH1/7+trOpRvj+PC9T1oHl2zQsipN//jyTkJvNPiJotW4+PodFZlt6VqSfBcqbG0Kzqfw4jrmowAar7N8lwAKBTI2gySpQcw0SZVyXD/5BFsSijMiQspxKSOdn+sbF9naTStKnV+IIE5Ceh7q56FAwUeS5zjwkKQcl3xwAYq4fnaBqaR8ueZCkjxdBo9vTscpOA06ZFpbW4WMcz5zGXa6PV3yRpfn4i9uXsXJRB94SkJxICzJu7hvdHm29HHGl6/sOBkYCgRCyAZM4sgFhEJ41fUPkQH6f9fY1OM7pA99MilE97r6nt9vQmfaKM428/VjHB8hutMl0+O+S2pjhcytuLJtYy0JhXwbojuYTyjwceUZak+G0BsNfkhaIMmLt7SAs93hIskluG1lximxJJN/XeGwSeHyjaA07WNTPC4gkaQsWznrUlKekirlJHzockINy9A80+ThytNneK4DvnS+trkaYqSGgFWfwZGER1sZm5j3LkNfU6hCX8f48JUdyqetPBfwsaX1GXquPralDzFUdHk2Yzbk+zRGgas9X7euSkquPkySLuSbOGNePnONJxsAiRs3Pj51fray40iOxVAnT4gedZFLJqSZv6FlxfXvOnnzb1fb2/5eB3BIso2HpDI65F1SPpJQUlkUmi6JI8pGbzz4cQ08AOaCMZ3eZVi6gE+Shn3TQchHTVp52LacbKpNfcrNRpsEHTZeXM8pOD+qsZRGmcYZW6+Td5enL6TMOFAZaoiEprcBn9cBFmUe2ugKNQzSgGDXnEpiuPvIZzgmdRjItvABnVAKqadLp7jSJuUpjfxKWuc4WZVkToWSz5tvczikNax9oFbLOTmf5P/6glPb9752SWrA2cbdJuWvBj5x/fuNptcBfFx5uYxvvnPpjKRlxc3dtDZpWkC7Lr0Oh5hNtybJ640HPyQplJbLpdkGx4AHmlwgRwur0EGyqcEU59lJY4x8IynEwJLvQgava1XAlsbFz0dprEvSBqnPQ/SN6sdQo871f9x8c6VJ8j4p2ZR43KqNfBcHRn3Cd53VH51HnKKPk1txK0gugJem/5KsRvjAinQIMG0oILLxK/vKVu+QeRc6dmz9sY58d6UN5duV/6ZASwj5DETXqoHvnZ6faZw5tr993n7g5RUavjNirn5Jwxt5SkJpHUO2Z6FAKK4f1h1Xtj75qPS3i5KAkpA+ceWX1Nniev9R24khYyAtT2n7/o0GP1EUmQAGbIBsNvvKDc1Ma1OOSUCOFtI20OQTdptAvyHGU8ggcvG7jhDxeYDjjD/b+zghYXtuCxoQ8q2tXBut49HWYy0J0At5H5dfXP8kHQeuvtKeGNudDaGGqs7b99xnOMnAKLZ+sCn1pII4rg1tSke2V6gC9cmxUL59hknIOAidI0nGr+3/OGARAjxspOsp+yZufiY1SJK2h+QtjTGQ5BubrnCN0xCA7TOu4sCErz9lv+jyZBrXe190Lf3Mpz+Zj8voXgesuNo8LXhyjTvZl756uL531Un3X1JwHwemJF8h+ej+DNG7ITrFp9tdaX26yfddXLoQ/lx2aygvvjRJbBmm03ZDEpszjW3tojca/CyXSwCrW6UIhiQAkg1zd3dnDY5gI9tAcQ0e17uPyiPxjfZ8xJFr4qzDtwY6Sbwv/J7fJf2WlBbIaIAQl/51UEj+LiPGlccmjDeZlw88hwo935zV0SJ9BoeNkno1db68zZx/u8CHz/B0jd0QXqLIH90sxCBxpWP+PpAbAgZk37iUn40fX5/awI6sl8tIf91zUvKx7tzR//scTHHfpynTlUZeTRFnLOtvfWl0/dI4wVwy2TYGXQb1JtouiT6KM7B9QMam+0IcKz5g5GoLFxhK0l5p50TaclxtEyc305TvazsXf75yfKAnpK9Dnuuy0/KdNL0sK8SWstEbDX4Av1HA9zLaGynOoJODxTWIQgw8m/Cx8Z/mmY++EWDIx7cPJPiMozgKUeQuT02okZ5UUMSBmSQez1DyKWuZJo2BbCtrU0agT9hrAWcre512sxm6cWA2pM91fr4+0AZbiFLT5bnAnW1chYzNOADgytvGaxq5FZe37e+QeRzCb5yx6Mt3E3Mi7XjWfNvmjvx/0/ohtO4ux0XIvLYBmjiw4spffuOaO653skzNUygAtPEcQmntANvY8MkC6TDwySg5nmxOBpfTQf5vy9uXT9z4dbVv0rbzjQvZNrL+IXm4yNUvoe3C8kLs003N/xBZGWcvJJWb67Yz6Y0GP3KLm8uT5DrzI8nXeaEDa1PGYBLaxAB+HXyHGtmhCi5NXkmVsfzfNx7WMfy10nwdACJp2jTgZ5MUkv9HAeTX7Q+bkcC/ZRnyd1pyAQBXeb580hjDrvnnK9s1h32ywtaerjShfIa8c9HrAjdpDCTb9zYDKY1cXGcuhAJF2xiOcwzoMmyX80qD1OV4iJP5ofz75mEo2YxoW3kuPmzP4hxFm5JDNl7i7KcQmeT735avrd6utEnJB5B1utBx9FHoMxvZHCOSJ5fecn0T987VHpuwoUL4iqM3GvzYBJEWSHpiugRDErIBnnU6IY5CjP3Q+vgmwLoUOqm1ctbekzhhFld2qGco5J2vXUMBnX5nA3ivk5IqHJLN02f7Js0YSjpWQtKHjpd1xr5LsYYYL7562Iw41zvfN5tu11ADzzZWbAZpaFlJnyept4s/kg1MrEPrGEVxZfu80zoPn4c6ablpSBv6rne+76WT01YX21zRel+Wx7+TyBlbeXE6wucY0GX7dHsS2RZisLrK8T0j2Xiy2VdJ51Fce9j4iJO7tue2fEPSuvR4XJsnJV+/a35cQMbHh83OirOPfX0d0s8uHaEpiTMizbwF3nDwEwdmbI0iv7GBGN//+tvXAXTiKMnACqVNKHk9kUIUWSh4DBEANkUWRyFA8HUBlU2OHVv7hAoVm/BIytsmBb4m23iyCfo0lDa/UIPHRnHKKK7sOEOEf6cxGHz5hiqtOD59720GahwlHbfryMdQ8vGUJK+kcizkmc1gi+M5lGw60WVg2mRvkv7mb9u5TVu5oQBApnXZB75v40gapTajMYlx7krnq3tc/nHfxs1bn1Eu08fJSN/Yd9l6vjGVZHzZQJvLBtH9qd+loVAAG/ed63vNawjo8fHgGpMhejRJH8t3cTyF0P9V4Mc1cOW7KIqsB4ttgo7pbcLQJxglpREm+tu0yDaO0ihWn8KwASB+k2SQhhhO6ygfSVqZ2oSqa7IlMQZDeFj3m5B2yWQyr0Qscn1r68cQ3mzvfB4jX762MbQpQe0yGpLM2aTGhOudTXHrC5ll2jhDZBMyw6cw48aEjdIClaRGGt/7gAfnwetybmhKA9LTAMiQNLIvffMyCZ+2bechPNn6zWWw2c7u2vIgMb3U9y5jNbS+NvBCvkPnhG+OhgCDkDJY7zTGYYjh6ZINcca6q/2TGPmhfMeBQhd/vmfybxlwyWX7rEOufkgjS1wyNCR/aTO40vvys9nPcYArFPj8/8EPXvU6MIqSvIBMCkB+78pP/58G+ITwv67i1XUKSc+yN02hytMnwOOMYc2/nng+YzuEXBMxrfHi4ncTJPO28egqy6cUQoT4JuoSkq9Pwco6y2chZdqEr06Xpm4uozLJd6Q4YOiiEMMrLWBxvXO1a2i+LsUXYuDp733Gsa3MdQCWL32I8k5KcfknMeCZn2xD198uXtLU0VW2K00cucCrTyfGyUobuLHJori55BpTLtDtA1ZJyvD1SwjYd9XZVydfuUmJfZcE7Or+cBnY0qGUZD5r3tLYLqGURD/ZbC7XuHU502ykZU2obNP2cSio8fHhsgvWkYHAGw5+gNVQscBDAzGcdSaTQS6Xe2XAuxotBOgkBT4hQiNUyTM/2/9J+fGVkYaSGN1JDDRb+61rQLiM6jQT00VJx4nt2zTfhRoMPsMgTVpXG8YZlUna3jfWk45/rSh84yKUxxDDQvOSFIgk+SZOeSYxMiUPtrlpu8sphDfb/665HsKvyzCyPWM7rCv7QmgThuG6xpWsa2id43RLaDv6yg3pgzR9JMekz3CKC/Uep9tsoEJ+p99Jo16nk9+HAPI40mUnlR22v+WPrd46n02A2TRks/VC7wF0kW/+xemmEBtpE+SzcdcpNwQMawCk363Di2tM2vIPoTce/AAvB7QUYowEJ4HPpho/rUFrm9gupaD5SwJwXOVrCjGm0pYbWk/JW1yapEZPKG8hFGcAbIJCjAzfN3FjyJanj/T4CPEGybQ2T1QSCvkuZOzE5Wnj2fZNEmMkVNGFyCGfHNiUEZuGtEGnDZ2kczLEmIrjwwe+k7yzpVmHkhqdoc6JEEDueuYaV745YnvGe3tsfPkMb9fctTkokpCP91AgoOd8iPwPTetKlwakaIpruyQyNfRvH4XYAUnrnaRt0spLV3rfmEwzF33p1gVpIXpOjvMQ/pkmyR1HsmwgucPeVZd19dn/FeAHeNXDIMGPFDYUPnGT2ubtsJXpoiRAK86oinu/aaPGV1ZoWpeA37T3Y52629rQ1VdxhpPLgA5RiOvwrZ/ZDIi49HGGigsQhNZt3T7yAau0ecn8QtKEGoTretd0/lp2xZXvohBj1FZ+aHmaT5uCc9VF8rZJmWAzYNcxMJPM5RBQvC6lBcGu9HHzSurOkN+hvEt+QuZYKIUAjVBZ4movl5yM09kuXlzpbfVwGeZxQH5dwzGJw0baXL65lwT0JOU9dC6G8JRkXqeV15uy7daV13HfhgKm0LRJaV3b6o0GP66JBbwEQAQ/NqTqAjj6b50+VMi4lLBO5yObMaufx3nQPgrSgi1kAtvq4pokoYZTkjr7gFlcel9/punndZURy0mSj0t5ync+4K9Bn/7WZvxqUCbnsK1sW962cZIEdNjq7Wu7UODj4sXVTiGkZVISgBCivF1jwNeftvGmx0mS9lwX8OixapvXNmNsnfJC51mojLHxk2RM+8ZnWiNMpqcOjRvLvnaJq0+S+RfHry1P23PbeNfvXfooxLh05WlLa9OHOq+4MuOcDS5bxJVPnC0RCoLi6uGyZ+Jktav/XLyEjs8k9dJ5uN6HAosk895VRkhZofas73tb/8TZvSEUYsP6bPQQeqPBj2xUAh1bQ7AT5NaMNGDH9cxGLoPRZhTFTRgCt/v7e9zd3SGTyZhVLUZ0kXnJfa1yS4I2OCXZBEMSA0UbFSEARvaD71vdRjbh6DLKbHwmee4il5CUdXG1Zwgw9JWZ9FuXMPIJJh3dRdc3k8k4Izy56u0adzYe4+qiKYmAdY0fV36uubxu2TaS24eSbi1IWn5aICbJNjdtctUmd0INlyRGcxzg0/UOyTvtfGV5uh3i8goZ/0kMb1kHfeg5dN5pvpIYHOvUWeqHOLLpAlc6Pe99us/3fVIKNb5lWUnz9oGM0PFrA1JJZGTceLfpT/3eB1Y1JTH2Q8hXV1da15xIM1Z0XmnlTlwakowM6AM0tm81z7a5pSMu2r6LI9f3IXW10RsNfoCXnXZ/f49cLoetra1XjOm4gcuGc4UAtv3to7hJroV0iCKLogh3d3dYLBamjq66SeObdcpms7i7u1sZiGlAgq0s3UZx7ZdEocnvdL6yn5Mqb1s94kiWwbLTAK51DFAXX0lIt72Pd5fyDJlbPv42VW9ZF1eeaQFV3DsfX2nINk58SiakvKSKIWl/yj5Io7CTlJfUEAwFsGn6OJRcTgT9t43WcXa45lySMRWi+2wGsk1O831cHjIvnSaE7zj+XTLDNz5CALurHVwGm48kf0n0pG2ur2OQ+wBQUhmXRAf4+iSOx6SUtj6heaeRXToPfp+2PeLy0GM1Lp3+W5cvy7TxkYTieNLlJmnnNx78kGjUy6V5rgbxvU8IuYx017sQkoa5y9BNogDv7+8xnU6xXC4xn89RKpWwtbWFra0tw5vLCJFCWIcBl/Vy/Z+EkhiTcW0SYrTEKYjXYdzElZek3ZIo9Y+CQsqOomhlZSLUIE9ar021s80wkwJzkwDBZTS5+tnXVnEAOYkxnTSdjcc0Ssb1TWheScCeK01a48OWT6ixruVUWoMxxMAPyVv3o9YLaXjU/GlDSqfxyTpXmlBw73LqbMoQY55Jxl9c2TpdqEz7RuoM2xzwydBN6QIfPy5yAb7X1VZJAWYc2cBGHO96bse1fyjQXkd+6b9doPqjpDca/EjjnQ3IbWE0zuLO+rhICqO0hpEEPTY+fMpfC+67uztMJhNcXFyg1+thd3cXjx49MqG8l8ulNa9M5tXLzuiN3NraSm2QuChU6PsMZx/pftGT/HV4cIBkMfJ9eehJ7xLI3yjllmasp3EIhLZDEj7ivk9qVNnyTDK+4oy5EOPY927duRqSd5yh7xuzIcZ5CAANNQZDQInt3TrjTRsMPqC2DuiM4yWNDA0l2ziT8tflOHOVt2njRxt56+bn+zZkHCfJ1wbY1jFAXbowCVgJIVvetn6N4/FNoDR8brpuWpaG9l2oTgkZ8+s4SGRetjHicpa4eJGUdhy/8eAHsHvZ+N61b15/YwM5aYFPnDCzeVJdPM7nc2SzWcxmM9zc3OD09BSDwQCFQgHZbBa5XO6Vb1x5ATBb51i37e1ts3Lkq1Nao9hmHGhvnfxGf29La7tTJI0hG1IH23OfgROSbxLw/deV4kBznPBytYPLcPIZ6CF8ruPA4G/fvmgfhSp6myGk3yUFSCG8+vjzzcsQCpl7ekyEGlC+96H8xKWLA+k2AyJOPri+k/nb8tqEQeUbY/p9GgPZ1W66DFv+aee4Jpvj0jVmtY7RbbMJg8/Gm60s2+80FAqYQ2SjS9/Fgdck9XCB51C9Her0WFenxs0Hl07cBLlki628UIdMiP61fZeUQsbQJuydpPb6Gw9+5DkdrZxcwMP147oAK4kATGJo2yaL7EBuc8tmsxiPx+h0Ouj1epjP51ahbhPwMiDCbDbDZDLBcDjE3d0dqtUqarUaCoXCStnrTFrbNkPmLQ/I68HP73wKShqfuk+SAhCZh41cSkpPWJ8CtylP/X2S9g4dhzbjwiZs+MyVn8/ws5FrvvkEcUgdXN8lUazy/00oQVf+cenldxrY+/ohDXhady4D7jb2KePQ9l0HmGq55yo7TRvIvmF+3GWgwYHvG6bR/ex7z2chssEGmlztIPPW/PK5Doyj6yjzTtNntnx0mybtL1e7+fJJMu58QFHzkVQuSF3oKjMOtPnKSjIPk87ZTeRlm6u+d0kATUi7kd9QWmfMb0IW+yiOt7j3esyFyPXQ/gjlzfetTX6uC3DfaPCTy+Vwf3+/suWLjcPtYNLwpoCXQl4bH3ETMhTd257bFIrr+/v7eywWC3PGZzweYzgcYj6fA3gZwIB1chkFEvjc3Nyg3+/j+voa9/f3OD4+RrlcfuWslI0vn1CTAtw2QaIoWgm2sFgsDNjh1jv2mfxGKwf2nd4yJ8uUK2GyjVx9l2SyhE5iyZ9NIYYAbJ8iteVjG7+2v+O+SUqy32UgDfneBgLle5sBYyNXOl1mEgHsMyD1/65IWb4yQoxXm+EURZHXIRBHmkdfHptQymmNJ1//hwBuXa5tN0BcuTbZJcdyiLEs87PJJ5sSlzzJLbG2+qedozYD2wa4XN+53tl40nzbgJVLL7rGaSio8OlhVx6uekh948vbVb6vfUJkhOQ37bZ9Vxk+Pe0qw8WfHtu6jJD5q8llb60rA+PkYBo+fW2m7TCXDWLjwzVGkjy3pfORa2xuinz61yajbN+45CspaR++0eAnk8mYyGd3d3fmmRbCNJplA0ujOKTj0wKfkA6xCSL+bG1tmUh2Ozs72NraMrzbDAed52w2Q7/fx2AwwPn5Oa6vr9HtdlEul7G3twcAKwET4oRiKEne7+7uDEidTCaYTCYAHgbxzs4OdnZ2TKQ++b0EZHd3d5jP57i7u0MulzMghzyz/wFge3vbGONJ6+EynLVCZJ629BJMhpbhey8Fpw3QxBnhLiWUVKnbeJJzTYZeDz0jlQQUuXgLAbVpjP8QAzC0DP1tyNhwKVhfW8j2TKMUNwGE1qU0Bk9offU8ss0hn/yOMyJD+HTxFfddCJDV6TkvQ9vHxZtN9rjmgJYNtm3KMh/XsyRt7MtHP/MZkq7/QwBjWoqTM/qd3PGi+fTROgBC90WcnlyX1s1nk7zofIFXQXXI+IvTS0nm9SbpdY5pl5xYB7S4yksK4N5o8MOwz8Cr3nb5Q0NUbgFzTQ6bF8M1YOOEpe1vlhHiAcjn82i1WoiiyGx1GwwG6Pf71sGjBSJ/ZrMZRqMRJpMJRqMRhsMh8vk8stnsyn1Br4OiKMJyucTd3R2m06kBYvP5HFtbWyiXy6jVatjZ2UEURSgUCiuhvBnMYblcYjabrYAcqdxZZymcpcKyAUMbuYSZBkDSwJflypUsl6ByGVy2/OR7F98S3LjGqg9k2OqYVHloICSfxRl8LnAm+bAZHzJvmYcOL+wjn6HtA342HnxywgXQ4spIYvDa8kiiDL4RwCcOuEtKAwBcZfraPW4s6L9Dx1kSIyBuvuvvXTJDBwXiN7Y6uhw2IWDbVac0tIlxGAdw9Pskfb4OD2nz1H34Uc/V19HPNko61nyUxAGWhNbtg5Cx5hq7LrsiDSjS+cW1cxJwFmL/hthIPlp3/L3x4EfeY5PJvBrZDFgFB3IpWyPFOMUrf2S+trJc72VZto6Xz3O5nAlIMJ/P0ev1kM/nDWDxGb3AgyG+s7ODcrm8su1sOp2u5CHrF2cYhAAHyRcDLEynUwyHQwyHQywWC9NX3AY3n88xn8+xvb1tlDB55vvJZGKA1Pb29kpfExQVi0XU63VrJLukhqA26CVokRHzstksFouF4Vf3jwtY2ox5F7n44DP525W/frcOaWHJH+1lTlqODRjayGakxgF4l6Hom8e2dzaF4Uobyo/8X5f/URg63wjgk4ZC+bSNwTiDgv/rObZO28QBjhCedF6u/NPw5jNA4njVbeXiLSS/pAZlXJk2Gan1pU/PxZWThkIMwiR5pZGxcTreVV+bnorLax1K0wdx8zyunCRlaBAdOodCx7mrLknmm218hOQn7eU4fmx5+eZYSFu57HKXvWzjPYTeePAjG9PluZJGsl79IYUAH9vf8lufEeoi1wDlasxyuTTnl+RKDdNpBSL/v7+/x9bWFlqtFqrVKlqtFkqlEkajEe7u7sx2NODlUrqe1LZ8faTrOplM0Ol0MBqNsFgssL29jb29PRSLRdzf35sVqMvLSwwGA5RKJZRKJbOtbT6fY7FYYDKZoN/vYzKZIJ/PI5/Pm/Lu7+/Nu93dXRQKBVQqlVfaJwnJb+Xfy+USi8UCwAPwyeVyyGQyZmVqe3sb+Xwe29vbr7SlK0/d1jZFLX/rZxwvug9sYyOuPXQZaQx6jjudnyu9BlHyO58g1vn4jAEbHz7B6QI4achlhHN7ZIgiDDUkkxgNf10BTxwwjfsmybe2vtEK2pYmjdGUlkcfxc1X37zQMsQmH5IayhIQhQIqF1+hlERP+ern42OTRr5NL8RREgM7rlzm53pnKzskz7i0obQOoHfltWmyyQgXsEiiV3Qfvy4gLikOELmAdtK5ZvvWZYPb2mfTfflGgx9JUfSwvSqKImN4ycbiyoALOYYIFm2Uyuc6zbokJxNBnl5NcClpmUcmkzFgoFwuYzaboVAoYDwev6L0bIdu5d++wan/JpCaTqfodruYTqeoVqvY399Hu90229y2trawXC5xc3ODbreL4XBotsEtl0vc399jPp9jOp2aYA/sy1wuh3w+j7u7OwyHQ8xmM1xfX2Nvb89cAMvVmBAh7fMOESxOp1NMJhPM53Pk83k0m00D5GazGWazGcrlsjnPFEUvV7BYLg153YdR9HK1j23o4os8yb8zmcwr56bkuLFtGbSBj1DvlG5Dl/PBNa/iBKmr3pJ/n6LUQjskmpUW8kk8XnGk+9OVt+wXm/EaYri45FxoeslHyDeaV/nbJidkvusadT6+NvFdEuPf9S6unrZ56CrbZTD7+shlcPmMDx/5gE/cdyF6NnT82nSSCyjYDFHf+9BxqfvORyEyzZe/q3zXN2lkrO4jm40R18a29nDJVlcddf62OeFKY6OkdpmuYxL5q/PR/IbIFFt7udrd9r3tuZYxPn2dBJyHkM2OTFIXH7/adgmhNx786Ikmf+Q2Nxrjtg7Q/9uU9SZQaMg3mkca3VyZoSHt418TDWOuHOkBJw+qu8g14W0CjKsQ3KrX6XSwvb1tQmtztYerKCyb6SuVCvL5PKIoMkESRqMRstksGo0G8vk8KpWKCZRAUDQejzEYDNDpdFCv11GpVF45zxQ6QbSgu7+/x2Qywc3NDW5vbzEajVCtVpHP53F/f49ut4t+v2/Az97enrmLiVHnJA/cvifPrLE9oihCPp9/pW3JO8cAv5dbPufzOe7v77G9vW1WpXTfyNVPSRJMyXbQwQtcAssmuNMYA3weBw585diUvssQ8Bkcoco0Lq1N+cg66jpJRScjHMYZR3GKOgklVSbyu7iyXfIjJF+dB/9Oo6h9RohND7wO0nynAR4+CnFmxM1nPR9deSU9O8p8Xfo1DVCy8WEbO7b6hPS7rf6uNvHVwweabPIptN9dY2kTMkHnZSs3BAyEtmsIAPW1uy9NCCWRgT4+1uEnia2XlGzgMa0cdclnrdd0ehuoC3U8SErK9xsNfmyGHbAa7lTfLROCnm0DVj77KJQiedva2jJR02gwy+1qIWRbOSLvNsVjoxBhL/PNZrMGLPT7fezv76NSqSCXyyGKInNGht9wlebq6spsHSuXy5hMJri4uECn00Gj0UC9Xkej0Vi5m2hnZwd3d3cYDAYYDodmZQawh5CVvIYaaMvlEr1eD9fX17i9vUUURSiVSiYUea/Xw9XVFXq9Hra3t7FYLFAqlVbqLMHrcrnEYDAw0esAmL/Z57bDyvxNoMO0nPisLwNk8AyVDgIgAZAsR4+rNEI7rcHsG4s+sB1KLmHsEspJ8k9iPLr4WkfJuspOK5/WlXGy/BCDJm4easWmZf/rMuh86VwK36bIN8mPz/AMJZuhsKl2dJHOP65+en7GAQx+Y6ub/l86jGRZcZS2fV532+qybBQH2mS72Z7pvH2gkc9s/ISAFf0urSNmHQqZf3F82/7fdD1CZKFtjsh3aUDHOgDO9c4nN/UYsIH8/+fAj/w/k8mY1Q3+SAAkv3MpVRvQcf32dVSaOuh3MhqbFOyhoEUCQ9km+v4A16CLA4j6GfOmAc6zPtyixpWQ5XK50lcM5DAYDDCdThFFkTnX0+v1cHNzg52dHWSzWbMqEkWRAVCFQgGlUgmZTAaj0Qiz2cwY9rIecluYvh9J1pV1IH+z2QxnZ2c4Pz/HcrlEq9UyF8Qyat3t7S2m06lZ6drd3UWpVDLb37jKxTSXl5cmyAO3+JVKJcznczSbTbN1T7YtV2dmsxlub2/NKpjsaxlIolwur5yPYptxi6geHwTZ7Bt5b5JtPri8PbZxFTKGXOniBLrvW8mnzShKA/DWJd8c88maEOUUZ4TYlHeocrLlH0K+Nk7bt/L7NO0SSknHaRpjLSlY8gEJWz5xefryS1oPyYN+niZf3a62fGW6ON5sfMbpd5LvCoMQ/jVpuyRN3yfhI+SZ5C0kP99Yl/ZAEh71eE5bZ51XWooDLqFjL61+1EAzjleXM85Vvq0vk5SpeU7SVyFjMG2dffRGgx8a0i6PIEnutQ8RAPzfdRg5rWIIJVkHbnmzARamcZE0bPktt9BIUKDbJWTwu9pM8y5XnfQPV7C4HY9AI5vNmhULGeBBglh954801nn2hm2nvRr6t0/4sD4ELfP5HMViEe12G3t7e9jd3UUmk0G1WjUrMKenpxiPx+j3+ya4A/kaDoe4urrC5eUlptOpWcECHrbt9Xo9zGYzA8xKpZKpP1eNptMpbm5ucHp6ikKhgHq9bqLlRdHDag8DRxSLRVOPKIoMuGEgCZaTz+exs7Nj6smIesVicYXHEKNL/i3LdrWxJFseLgoxMHV+rjxDjBMf2eaJ7ztbvX0KNtSrp/PS9XfJLp13EkOc6UMAVIgRrv/W30onkOY9zvD3gYwQ5emSezZeXietW0bcfIwbK658kvSzS7duyrC3vXeNKVuatGW5vkkLzNYp1/dtSD+GzgmXXHLpjTgeXfklMYKTyK6Q9HF6zPfe5xQJAQwh48NFvnFk62eXPnHlY7Ov9Ldx/PrShDzTOiGE3mjwYyM94WhM07gGwjrcJSz5dxqEGzrJJCBxKXw+k+cBbGVkMi9XAoCXBjRBQQgI8PGs24J52LZP8ce2bU8a58DLc0i5XA7FYtGsnsznc3PvD8+2AC/DnsvQ2XJLGdshxJi1tXkUPawCVSoVNJtNHBwcoN1uo1Ao4P7+Hjs7Ozg8PMRsNsNkMjG/yUcUPaz83N7e4vT0FLPZzGzhYyCK7e1ts/J1c3NjtsAVi0XTX5PJBIPBAN1uF6PRyKzSMJT41tYWtre3cXt7i0qlshJ9jsCHabkql8lkUC6XUalUsFgs0O12MZlMkMvlcHBwYC7Y1efCQsZ+GgHtM9h9yoV958tLgzJZhs3IdiksnU4/c/Go89Z8yHyS5KvTxCm8JPm7yrCV4+IlTl665K+Pn1Bg6vo+SdqkhpHNWJB6xwc8Q3gOnRM2kJHEsI3jw5VPiG4NydtHPvCk6y7nvnaIyfc++ZGGbDy6xkncHEkqS+PGSBzgSVpeqHEsv/PZWbZvXie5AJftvUseJpX/tj6IGzM2Wy1pu8n3LiBhexeXlwa7LjCqZaFNR8SNWWmbuc4x++iNBz+6MbgtiKslvOuG3muuRCyXSwB+D2Eckn9dJMuWQMUmzH2BCmyDmOdOdB6ybF+UMZ2//C1Jbj2UeQNYCdrA8giK2C98xu1j/X4f4/EYV1dXZisZ22WxWGA0GuHm5saEy2a7yEADWvDIv12CjXf4bG1tmSh1h4eHODo6MuUQgNbrdRwdHWEwGODDDz/EdDo12+/u7+8xHo9xdnaGXq+HYrGIVquFx48fo1arYbFYYDAYYDQa4fr6GsPhELe3tygUCigWiygWi7i9vUW328XV1ZU5d7S9vY1yuWzSZDIZ3N7e4vr62gD+UqmERqNhVqb6/T6ePXuGm5sb875YLKJarWIymRjwxrYggNKBGzQlNURDjCj9XI8nvXVRglySvPNJjm99HtBl9HAO8huOi3WMb5m3Dwj5DCOtWHz8+AyNpMZonFLV6dK0kevbUGUcku86/LnyjTNmXP0n/3eNSRclMaJCKcRo0eXp7+OIcynJmPE5IXzfy3J8oMBlqPvINUfjwExcPklp3TGdFmgksZM2OedeB32U/Plkw+ss01WWDwS58koC1LRckz/SGZ8ExGj71bY7ykVvPPixERuZYYO5NQqAWTGQRpMvH9JHOVl157sGk3zn44/GGgMmyGADBB3MSxuSPsEW0n6uCWWrh1wRYv/l83kTqvvy8hJXV1dmxYQrO9vb27i5ucHZ2RlGo5E5ayN51GX6lLWcjACws7ODWq2G+XyOSqViQNDd3R3m8/nKxJVnmmazmQHbjBY3Ho+xXC5RqVSwv7+P3d1ds6pSLBYxHo+xWCwwHo8xnU4xGo1Qr9dNKO2rqys8f/4ck8kE7XYbu7u7OD4+NsCeq1CMfCfPUGUyGRNW/PT0FIPBAI1GwwRl4CpTFEVm1arX66FaraJarWJnZ8dqsLnaMa0y9Rn4kmzAX4YVl9HruJIo+1WuhjINy2d7ETBKZ4k+RxZKIUa5C/TI+SrbRSqS0LKSpHHxafveB6pchqCed7a+t81hbTSH8ugq20dxxrVNpui/XY4g2/iOyy+OV5tRFWqI2xxEmkKBjw/AJAVnPl70PNDt6WtXX1kh/CXRjZsG3K6ybHLX5USQafWzkDGT1EayzQEfn/pZyDxI2rY+GWprA9dcDpXBtrGfBDymlQUuvRpXpu1bW1kync+GdX0b9yxkriXRyW80+LEJOf5ks9kV8MNoYiSfonaV9VF7K6RQZ9k0+OS5HUl6UvKHEeNkGp6RYdtssn4EM3qVx8ZbJvPyoD2/kUBoe3vbbNvqdDr4+te/biKotdtt5PN5vPfee7i6ukImk0G9XketVlu5gFSGCg6ZINKjkMlksLOzg3a7bUCKBBvAw2Wui8UC19fXuLq6wmg0wng8NlHnoihCr9fDYDDA1tYWjo6OsL+/jyiKTBhv5lcoFBBFkalPs9k04IP1zufzODw8xPHxMXZ3d7G1tYXFYmHyuLm5MRfDXl9fo1qtolQqrYQNPz4+xvHxMcrlMnK5HEqlEgqFAu7u7vD8+XNcXFxgNpthNBphPp+b0N1xYdHZZiHtHQrebX9zTMmxEkWR2faYzWbNnUsunghOoygylwnbgIi8W0qGEN8k2ZwC2hi1XWarDRiXMpE/trI/CoprN10Xee7SN1a0AbOp/glVzJp3F9m2KIfmvw7ZygqZc67vQue/65kLAG0KrG4CWKX9PgT82f72zV3+TmL4bop85dreueZgEv4/Ckozhm3v0tRJ2nZJaZ3vZPmaH9vv10E+IKnbJQ6Aa6fH/zPgB1gVDNow0PfayLMvNLhJUvAkQeyvkzgw5ECQ4I6ghrxpPuM8Gqw/gZFLacRNdFeb0Ci1DXbb5NPAh+GcB4MB+v0+hsOh+U4GSKhWqyYPAt58Pm/uCqLH36VwbfWRe0gJ4Hi+CIBZCZArioPBABcXFzg7O8NgMMDu7q7hK4perqbU63WUSqWV80qZzMNKV7VaNf93u11sb2+bFaRisYhKpYJWq4VMJoPd3V2Uy2XTVmyPWq2GVquFq6sr9Pt9XF1dYX9/H9Vq1QSTKBQKaDQaODw8RL1eN3OH29smk4m5o6nT6aDf75vIdi7hq8dPEiGd1qPHvmJwC15EOxgMTL9zNcsWHj6KopXIdzIqolz1WSwWK4Y43yW918RVdynkpYxiu9DZ4ZJRWknYZECcMn8dXtU4XvXfLicJ+0bKM1vaOD5cXs2QetnKSuJZDTGm4oBpUoPaRzpdCNCxfaPbIsT41+MzDb82/kK/T2vY2hyu8lkooI3Ts2m+dz1P46jSYzoEANmcD6F8p6WQMWyjODvmddh5vrkT+g2/s6X76wQsbePHlYZ/J+XfJkeS9NsbDX5sg0mDGBuydCFEGxpPM2DXJZsh4/IGyxDFGszJv/U9LxIM+gw4VztJXmxtQp5d4IfP5XkfDX7u7u4wm83Q6XTQ7XZxf3+PcrmMer2OQqFg7gLKZrOoVqtmxYTARK5ohXqnJNmizPF/WZ/lcmnOI11cXGA0GiGfz6Ner6NcLps0XNliG3DbHsuRK5XAwyWxk8lkBaRWKhUcHR2ZFSKuxCwWi5X+oKHIVRv2B0FjsVg0obQJFCU/PFc1mUwwnU7RbrfRbrdXQl8nHSsh5OsnbWjpe6vm87lZ6eKZqK2tLdTr9ZUQ5zK/4XCIbrdrwBP7YWdnB9vb2ythwQmkGFRik8R6yjN5ErAT3Or7n2RdbHJN/q+Do8jvfcBAlyP/jyPbN9pItqXTz/RvW/lxc9rXNi65bjP+bGDH9bePT/1e82Djydfmtna2tYlNz7l4k89cIE/mqY1e15hJY+zY6uIy0n1jKa6NtQ2RhE8tp9a1FdKAhyRg2Ve3NMZ0HH9xoGPdskLqFZena/xICslfjrdN2Ixx4zqElzRpbHLT5iCQ9dRXs0h+NdnaPKmdbbP14+iNBj+SZEPbtq7oixxtiiFUsfsGUpwCDa0LiUaPa+DLDrfVx8WPBEM2wyLkfz6TRprtR57D0JfLkV/ZJ5K36XSKq6srdDod1Ot1vP322ybYwM7ODra2trBcLpHP59Hv99HpdIynnoakT0D4FJ0NtGkQtLW1ZXg8PT1Fp9PB1tYWWq2WWW3J5XIG/NCQZp8yel0mkzEgRYYCJxAk6ODdQrwfiG23XC5NmvF4jMvLSxMNjtsGoygyZ5YymQxarRZarRa2t7cNHwzukM/nUa1WTR/MZjNkMhlzgauLNEDRbekyQpKSBNEMz93r9XB6eorz83N0u12USiWcnJys3FskjbTpdIqLiwucn5+b1Tb+5ioXV93YJlx1I3Dk+HbxGFIPOd7lPUtR9LCSyfkjQbANDGonBt/LVV2OvThyzXWb0vPVjb9DZIntW5tSlO9dvG3C2NAUB5BspI3gOPnCv9Mab6FkA0oh37iAh6+9XfmHglRXOXF94ZMzWudpuWTTC642cgGUJGMwRCb69JPr25DgRSHtJOVHaDu48gqhEFssxECOyydkHsSN09cha2zl2Oy0EDlqSx863+PS2eaPLQ/aNTa+fLpBpuGPTQak2YHxRoOfuM7RCtS2+mFL61NYsmyZhn+HTIiQSSuJhrA03OgBZr1sW/j0IHJNIubpu4zM1pbkQyoLOUgBGGNOb+WRYEjXQ9ZzsViYyGPcpnVwcIBKpWLagHfcNBoN9Ho9c8dOqVRaMQBd/aJ5t9Vbes0loGPo6NPTU7x48QKTyQSVSgW1Wg2VSsVc3iqNZD1ObJFOCHp0m+qzbABWtm3d39+bUNjj8XglbSbzcHaJoIznogiyWE+uMLB+sh20YaDbyTZWQg1G7bnR49NWFnnu9/u4vLzE5eUlut0uhsPhSnQ6OZ7kahsBndxWRhDI8063t7e4v783Y84WfCDOMND9LsvnHGF50+kU2WwWtVrNrH5yuyLwcoWQfHBFUUais5Eec5Ifn/JIq9xtsjQuvU25ueR0XL42eezqo1Cg6tMJoXm59Imtbppfn+6wGRS2tEn7MwSk6Hlrq08cX0mMY196VxmhbaHbWPdBaPtJPbaJesu+dY1DXV4cvy6ZG8pLXN6vm2wyJsQQDm2jTdTPV45+53qfdG4wPx8g8aUJJVs+sh9cNpVPTvnAkO15Wv7faPDjEq42o0RTKEhJ8jwJhQCgUEPQVz/9N/9n+XrrkMzT1r4yMAHPVMk0PvAAvNyKRsONBrwPTN7d3WFrawvNZhPNZnPl7AlBSa1WQ7PZxPPnz802Od82LRs49PWH3oJEg5QGdrfbxXw+R7lcxt7eHg4PD83Fp3pVSwsFGTZZppPlSoFOY122DyPPLZdLXF9fYzKZIIoi1Go1NBoNc/5pOp2iVCqhUqmsREDj6g+DJjDkNsGcjPQWJzDTCCWtwJLMD4YJn06nAB62v41GI2xvb5ttgwR5EuiXSiUcHx+jUqmY8mTEvOVyaaLiDYdDs7pGEKK3Q2oQ5JqzfEZwubW1hclkYqIZDgYDRFGEer1ugmvs7OyYM19c8ZR50gFA8JrL5QwYknddyfr7FGCc7NFgIs7Ydo2FUAPZB3o2YWSFjDfbN6GK2vb+ozAOPypK2n4+/STJZyy60oS+i6M0YyJp/kl50bJVR57UgGsd/n0AS/Om363bbkn417rTJ3dt5SR5npZ0/6WdK5uipHJa8+Pqc90HOn+fHA/hQ6e3nY8NpTca/MiD7JK0UR8yMdIoU983No9EaP4+vuRlrb48JcDh/8DLlRZXtDidn83IoaENPIAZ3qHEMmgUyhUEGpU05CX44t8yiAHzlhfU5vN5Y9TR0Iuil0EOyuUytra2MB6PzTYtudXJ1p6hwkgCDdaBAHAymQCA2UZ2fHyMo6MjNJtNYyhLpSTHozac+cO6y/ZkW+j9tAQsk8kE3W7XXKJaKBSwt7eH3d1ds+2NPNPQZzsTGPFy1hcvXuCDDz7A3d0dKpXKK32syaaoQgWSq29CiPkXCgXT3sPh0Gx/1Oe/5EpjLpczl8zKPuGYZoCK58+f4+7uDoVCwZwtk/2i+XYpAZ/Bx2AZPKPFs0YsK5vNolAomDDujNAnQVun08F0OkWhUDBbLQmceE6JWyU5pyTIDlUkmzQMXIaVrU3l8ziDzPbcZlAlcYD4ync9i6OkYGgd/uK+C/0m6fhw8ZxmjNmeb8I4jOPFNs9d370OwKQNzJByfO/TOKZ0+fJZHFixfRPHg6vOPqeN5jcuf1e+SfKJKyPkvQav8pn8+3WOLQ3Qknyrn9mAZ5LxGCK3NZiyYQEfvdHgRxqQcgICr6JMGquuQZSk0WwDJInilH+HIu1M5uW9NzRgWC9XnjaARyNIbwG0lSm/Y3k83D8cDlfOo+Tz+ZU8aXSVSiUTeYsrE3KLDoCVMzpyO5+sB40zCXhleG4JDpjfYrHAzs5ObPtKcvWLbGsChU6nYy4F3draQrlcxtHRER49emTO0ui8NSi3lcV+ymReBkrQh9XlGLy7u8NkMkGn08Hz58/R7/dRLBZRLpexv7+PWq1m0tNgludAlsvlyuWq/X4f7733Hs7Pz1Gv103ocPZxiNJKMq5thkXo99ls1qxiLZdLDIdDDIdDXF9fm3YEVi8n5f8cb/LslNwmGEWRARrj8RjlctmEHLd5t1gH23K/lg3SOTCbzdDv9zEajbCzs4Pd3V3TBhzP/X4ft7e3WCwWKJVKqNVqKJVKpu945uzu7g6NRgMAMJ1OV5wGDHTRbDZN2HRumbTxaKub5N/VJ6Fp48pIA4ZdaeWY8gGeEDluK0OOZV97pjFe4kBbWnIZezbZJ9+7eExKSYxU/b+Lx01SyPjTvISOndcN2DZFIUA3tB+TGvAuY9zXL3FzxNdfrjmdluIAfJw9+Lr6N8n4C01ra9eQ9gytry1/2/9J2uyNBj821CyfywbRd8fIdKGUROD6FFaSwSe/YYjiyWSyck5Gl6HBjxQi3BJDo8cWlcM2IOk5H4/HePbsGTqdjjk7wUsy5ff0VJdKJeTzeRO1jSGe5SoQtynJ1RrZt8xXAgG+kwa8DQjLcx9xfSbzdPUDz2BcX1/j2bNnmM1m2NnZQaVSQbPZxNHREcrlMoCXd8jIrXe6reVYtRkhEmxwDLPv2R6z2QyDwQCdTsdcSrq3t4darYa9vb2VUM+ybOntl4BuMBiY1Yf7+3tjPOux5GojXdcQp0Aaw479m8/nDSApFos4PT1FPp8HAANspONDRhrU5dFJcnd3h16vh5ubG7Oa0mq10Gg0zLZL27Y3KWv4jjzY2iqKInS7XXS7XWSzWbRaLRwdHaFYLBpAN51OzQW+3W4XnU4H+/v75iJfnnfqdrvmrJl29IzHYxOFEAAqlYopw7WCZesn8mwzSGxGRRJl5DJWfGMj1CiVfK9jVLi+9RlpcXoihOLmxzplpHE+xAHMuHLj5IJrvthArM8AjsvPRy4eQ8qLyzcOJLt4cRmLrjw2YUDHAZC0ZcSND/6OAxGhPPj60nZOKA2wDUkr+9JWh48a1Prmkw1gpB3/rrEbWm+tf7TNmlS2u/c9Wei3f/u38Z3f+Z2o1Wqo1Wr4nu/5HvzH//gfVyrxmc98BsfHxygWi/j+7/9+/NVf/dVKHrPZDD/3cz9n7ij5sR/7MTx//jwJG6+QNva1AaxDAcvfcfmmadQkZcTlIwfczs4OqtUqWq2WMfYkr/o8CQ0xmQbAiifYZhTLtPL/TCZjwgnf3t5iNBq9sooj8+FdMoVCAcPh0Nw7Q5BDo5RG3WQyMatFNNK4mhNFkQl8wFUdAK9s3eEllBoc6r6MoodIa9Pp1Gyh030mgRjBBs+XnJ+fm4tEi8Ui9vf38ejRI3OXDvPmSpfMW09YuRqh21CPB65k8D4byc/l5SWWyyUqlQr29vZwcHCAZrO5IuC1oc822traMvO6Vquh3W6jVCqtnG+yCUubEtfPXG1rmx966don6FgHAuKtrS3s7OyYEOCuVTYJfGxlcGzc3Nzg8vISi8UCjUYDjx8/xt7engH68kcr0dlsZvpHAnPdj/P5HKenp+j1eiiVSmi329jf30e73Uaj0UCz2cT+/j52d3dRLBYNKJtMJmZscaxtbW1hd3cXR0dHODo6wuPHj7G/v49ms4lSqYTZbIbLy0tcXFxgPB6/IhtsBqKWCbpvQ4CtjXx5ZzKZlfnrWqWWfStXi+V8Zzo+t/2EkM/40+9d4zeUXN8kzceWXwg/Pj1gI6mnQnkB8Iq+kvlpvm3Pk/CoeZD5aJ3pkr0+3vQzn15Nw69uA82bTT4m6e+4NC7dFVeWT16kmYOh9QppZ9lHNj7SzDUXr7b3muKcAUnsSdf4k7zZ+JHf6XLj2l6PERtIivvOp2M0b7qMpG2UaOXn0aNH+Bf/4l/gm7/5mwEAv//7v49/8A/+Af7H//gf+PZv/3b8+q//On7jN34Dv/d7v4ePf/zj+NVf/VX80A/9EL785S+biyg/9alP4U/+5E/wx3/8x2i32/j0pz+NH/3RH8UXv/jFoBCskrRyk8+1QHMJ2XUGuM+TIH/7BJf+zibUOTkZqavdbpvtb1ro6Tz1wMpkMuZsjDzEHlIP/t7Z2TH3oNhunGd5DFKwu7uL6+trDAYD9Ho9A1Cm0ynu7+/R6XQwHA6xtbWF/f19HB4emnMYLCuTyWA0GqHX6wF4AHCZTMa0gdw6R+OSKy7ynAv55BkZbnXiCoc2mJkXy+j1eri4uMDV1RUmkwkeP36Mk5MT7O7umvtktBdJlqsvW6V3nyCBK2FcNeLYBV6uvskVsPl8juvra5yenmI8HqNYLKJQKKBSqZgtWhIg6LDH/Jv3EvFun3w+j/F4jF6vh+FwiMlkYqLDyXq5xpwcb3p82uaDTmsbz7YxKtuH6WWQCLkCEzf/5XsGfej3+7i/v0er1UKz2TRb/9hn+ttMJmMuvL27u0OxWDTjnc4DWXcCI25RbLVapgxGpisWi6jX62g0GubS2el0alaYOPZ57o0rUxzPd3d3uLm5MZcFc6Wp2WwacB8CUmwGoK1PdPvq366+BF6uvNnalulcStYXrVLzGzq2bPXSPLnShcj9UPLNHfl/iD6z8avbxsazrz4ug4Z/u4wtF38hZSR9L9O4dKYkrcN9c8T3fVz+tv9d9fcZmLZ+TWrjhM6fJKTbLmQ+pJkzrjmSdv5tYt5uusx17FVZhm2+Js3bBoh9ZNMl+rntm7i8ZV6+c+yaEoGfv//3//7K///8n/9z/PZv/zb+63/9r/i2b/s2/NZv/RZ++Zd/GT/+4z8O4AEcHRwc4I/+6I/wyU9+Er1eD7/zO7+DP/iDP8AP/uAPAgD+8A//EI8fP8Zf/MVf4Ed+5EeSsGOMR2DVq609zb7G1aSVbJrBZvNwrEM08HK5HCqVyoqyl1uXbN+ReGakUqng8PDQrBDI8w4+hSONO3rXC4XCCgDSk4Fb3+r1uvGC93o9YzxyxWU2myGKIrN1TEZJ4yHvwWCA6+trvP/++zg+Psbe3p7x8M/ncwwGA9ze3potSjzro1d+AJjD+/f39yZYgYygpQ14AObcxenpqTlXUyqVDLhrNBpmO6H0aNqUk/ZgyLIIsrjKxTNQMqqPjLjHi1BpKDcaDbRaLZTL5VfAMUkqBZa9tbWFUqlktlLlcjmMRiNMJhOMRiMMh0Ps7u6urITpvGSess5xitim1G3kczZoISnDw/O5z/jVF5z2+30Mh0MsFgvk8/mVoA8SQGoZk8vlTOQ2RsoDVseXjHiYzWYNcG61WiY8OwGNvPg3m81iOp0ik3m5jU+OI57zkuN4Z2fHyAiGziYA4qW2ocorjmzGhjYc4wxJDZxZTxlZUvahbH8552QeOm+dh4sHXYbvOxeQTwJKdDobr2mBQVIKNehdc1vXPQT4+p6vWz9bu4bkGQL4Q7/3jfuQPFj+pvs6CR9pAL3NFkqbl43igLf82zY3Q+ijAkI+p0+SftdzT/7tm5uucpK0WajOlXknAfWbAuipz/zc3d3hX//rf43RaITv+Z7vwdOnT3F+fo4f/uEfNml2dnbwfd/3ffjCF76AT37yk/jiF7+IxWKxkub4+Bif+MQn8IUvfMEJfmazmTEGgYc97gBWFCKNEhKNDJvw+SiER9LJ5VLK8sA2YF/NIdkEtUxDA/fo6MgYFNKo9g18ACY8MD3GOzs75iC8PlsjyyNQ4UrL7e2tOVdCHrjtqtForNQ5n8+j3W5jOBzi9PQUZ2dnGA6HuL29RbPZxPHxMRaLBS4uLvDs2TOMRiNzCaoEduSHqwLj8RhXV1d48eIF5vM52u02Pv7xj6Ner6+AAv5eLBbmIH2/3zerWgwoQBAmL6ikMcx8uNWQ4IZbtWi4AViJpMezLBzH5J0hnLm6ALzcYvjWW2+ZMyOsu97iRc+6PlvFsbCzs4Pj42Pc3t7i/PzcAFXWw2fY2QxgPZbSzEEfgJJzwradTfIo+dLbNdkmURSZVcrFYoFms4l6vW7ApJ5fkqdsNovZbIarqyvc3NygWq2iVCqhXq+vlM+yt7e3sb+/jyiKTJQ29hkdFvKS2vl8biLAAQ9jmlvyuEJEEM7VIQbeYLhznufimOIY0v3o6yeXfLOBAJ2PSxazPaXDgqvDXOl1RfSR+egxoP+W40XOVZtR7DOsXHW2jYtN0SaMMFl/wF1Hn3Hqmudp57XvXWieacGSC9AxH9v7JLz5ZFccP7Y+0IAfWL2KQX8bUl5IX7vmkiTbWNJp1xnDPrsq6XOdJi04TUNx495lD25yftnqq+VWHPCwgcuk/Ek+bPZtSL5pyk4Mfv7yL/8S3/M934PpdIpKpYJ/9+/+Hb7t274NX/jCFwAABwcHK+kPDg7wwQcfAADOz8+Rz+fRbDZfSXN+fu4s89d+7dfwK7/yK6881x2j931Lr7lNePjIpbhDyNVhPqXtE9wUcvpOHhqyIUt9UfTgTbaFubahfjkoWV4ul0O5XMbBwYHZ4sXVI9nu0qAoFovY3t5GvV435yBub29NX+XzebOFr1KpoNForER2y2Qy5vlwOMR8PsdsNjOea+AhqhU97aVSCY1Gw9yHQm9wNps154R4XmY8HuPm5gZRFKFarZoy5b0o9NLPZjP0ej2MRiMAQLVaNatUvEOGqzGy7djO3JJULBaxXC5xe3trghJIcHl3d4fFYoFMJmPaRfYXt7qdnZ3h9PQUxWLRGOiPHz/G8fGx8fDL/pXCjN50bsfiKhsVqTw/w7NXcQrfNuZdQjSUkigzCT6kIcC5I9uAdZFzQM6j8XiM29tbs+Wt2Wyi1Wqt3EklDQ9ZPp8vFgtzySznrrzsVo4tbomTjhzmxeiKnU4Ht7e3iKJo5Y6rXC5norcRTMm+Z7rJZGJWWLPZrFkR0u3q669QRWSTIZq0ISTLleXMZjNTH32hskyvV/k0qGVZLj0g+9MF1GwyUZLej6750GX6yNbGIUDB973vW9e8TWoM+oBE6Hc2QJyWH52/HFtxhpsrbZIyJe86b8lXXP66fzZNSfrJN7ZcxrR+JvMKHeu2NggZF3FAwiWffH2URp/pPFw8p807pGzbmI4DOKF8ufrRVZYvT5tNGsfDawc/3/It34L/+T//J7rdLv7Nv/k3+Mf/+B/j85//vHkfMvg1xaX5pV/6Jfz8z/+8+b/f7+Px48dGYbkEiFRSPjSdlrQx4JoccfX3TT7XwWx+oy8ZtaWToFBHunIpcl1PacDRm83ytQCT/cLvaMgzdPB0OjXgp1AomMhTDP3LsxA7Ozuo1+sGuHAVkHnKlZJSqYRWq4XHjx8bACBBowR+0tgkaJFng2R9WAbPgHDLIACzLQxYDXHMCzEZmIJnaiqVCjqdDq6ursxWOXrkt7e3MZ1OMRwOMZvNTGhiGrY0qrvdLp49e4aLiws8efIE7XYblUoFR0dH5sJOnp2Q9wXJfuJBfG7l4nuCrfl8bs6NyLbSK0l67OkxTL596ZiWv335aQCjjSMbsJfv9XiQ7/ktV/nG4zF2dnbQbrdX+sBljMlxzzNnkheCer0lT4JezgH+z7H37NkzfPjhh1gul6jVamZcEQAxOAXrSL44ZrjVbbFYoFgsmn6VckJ+Y+tbmyLzGcoaePiULPuDq4y8dLff72OxWKBarWJ7e/sVgCjrKLebynNfeu7LOSGj3bn0ifwtx4423vTOA91+tv9d7SbbzzUnfDomzkj1GT/yb1/ZeuzbAIWtDD2HbfWR/8u8Q43dpGDJ109xbRmap3wWB6ziyre1v+t93NhJQqHtb5v3SQxZFyUBOXHpfd9qPtcFnLa54UsX0k5Jx7gkW7+4ynXNXVu9tC0Ywp/Nfowbs5p3redDKDH4yefzJuDB3/pbfwv/7b/9N/yrf/Wv8E//6T8F8LC6c3R0ZNJfXl6a1aDDw0PM53N0Op2V1Z/Ly0t87/d+r7NMHnp3kVTaFKjS6JLbKLTCd+Wln8UJn7hvQgGQFo46P5ei9JEesNrjazOa5LdsT3kQ2WYo6baV+fK9vJCUHl16oeX2KjmQaYASHNC4JF+8eHI2m6HdbptLPeWFpBIAZLNZExiAYaBpgDKt7Aeu6jDdcrk0K0Y0lguFgjGeCCwI6Lg61mw2UalU0O12MRwOcXNzY856ZDIPh+G51WwwGJjoX6VSydTj7u4O3W7XbL3b3d3F4eGhMbaj6GUIbOAlOGX7Mx+GVmafSBDLgAvyklrXuPSNv7gQ43EKxmUAyP6UY1Zu5ZKrI7IOugwavlzVYd9nMhkD1kul0iv3T+mxLs+9cbsnQ55z7EjAI+vMZ8yf53JevHhhQPmzZ8/MVs+9vT0DcnU0QdlGPBvGe4Sur68xnU4NkNDA1Kc8fMpavg8xtKRRLcHo/f09BoMBut0uCoUC5vM5PvzwQ/T7fbRaLXzrt36rOeen+5DzjhfTSgdHoVAw4fZ1P+dyOeNQkeOHfMvVdgIlW2Ae2X76e5++8bVpiGEcYgTLdo8jrQN848FlzNn41kZKiEHk4zsOPPjyS0q++iQl+V0o7/r8qM9QDQVEafiW/LsMXNv5Y59sSEJJDrNrknaM/N/2XtZvXdCjebDlGSdbN0lxc8lHvvc2AOP7xja/Xd+4/pe/0/TX2vf8RNHD1oR33nkHh4eH+PM//3P8zb/5NwE8hHH9/Oc/j3/5L/8lAOC7vuu7sL29jT//8z/HT/zETwAAzs7O8KUvfQm//uu/nrhs2Wi+CbkJ1G7Ll+82MUFCBonvfRIgtw5vIYLbJexo2ElDkZ5t/m1LD8Bsi6MhI8HGcrlEu902xo6MuKYnGY0Ynlc6PDzEeDxGtVo1W7wkWGM9aUQx4MRsNjPhuzOZjAFfDMPNyyZpQHMbWbPZxGg0Mvfy3NzcmBUCbt9jRDt9CH4wGKyEKi6VSuaciAwgISOcScDJuXpxcYGzszPTnlzFIw/8ltukJJh1BddwjZcQ0kpJ/3YpeltQCZmfVnQ+A0waqgR/XFHJ5/OvBHrQv6Ws4dbQXC6H+XxutkXa2kfXjdsaeeks5wYvFSaoYr8zKiDHNecM20ZGKOz1euZsXalUemXVw0Yuo0obvy7SRpt8Lt9x/hP0cbw+e/YMNzc3WCwW+NjHPmbOL+n2p1OAUSW5IlYul00Uw7u7OxO8gnOO84OXFTOIi5QhXImTq9/sK1k3zjuCKBkSXabXekmO8TjFbhuDrj5z9Z+PdBk+0nPIxxtlte19SJ3ivrHZAhocuYyoOD3mGuvrGPVJgLBNjiXJT9YzBMiF5KX/1uW4vnmdZBu3Npnj4snVBqHgJK5PffmkAdNpAXja/F2gzcdDKKiypbEBeZ/uTGrbJgI//+yf/TP8vb/39/D48WMMBgP88R//Mf6//+//w5/+6Z8ik8ngU5/6FD772c/i3XffxbvvvovPfvazKJVK+Mmf/EkAD8bcT/3UT+HTn/402u02Wq0WfuEXfgHf8R3fYaK/JSEaZMDLRpFeOWkEbQrB2ww1X9oQsikR+bcPJSehpJPTlz4UWMYJGR1wQaeRZ3C4AsLJQqAjvfL0lEslrtuM3luGFeYhcnneSPJBcMP7b+r1uonGVa/XTUhpGs5y6w1XZDKZhzM8jJh2eXlpDL1utwsAZsvbfD5HvV7HwcEBGo2GCSgRRRFubm5MmO1isWgCH9Bo5ioHV3PYR8Vi0dSJq07cQsWADWwfrmaxLgRUNLBDAFAIJZmfch7osZdW6eh39/f35hxYp9PB3d2dOfckPfgkm/GVyTysRL799tvY39/HdDrFzs6OMbb1eRw5TqWxXalUcHBwYCIY0pjW91oRmJM3vYVrMpng6uoKZ2dnJrDHwcEBisXiyjYxn2Htkwu2ORvX9hKs8X/OY67YzmYzs611PB5jPB6bdBqwETQ9f/4cNzc3K+OJAUgYiGJra8uE0qezYzabmW2k3NLLiJYMO87V6u3tbQOMeVkzHTDS6cC+DtUXrnc24M++tck42ebrGEYy37T5+AzluPRxvMnftu99siHOWONvG1B1fZO2jUJsBPIht3AC8d51X3lJdD3JZuzbeLBts3bx4co7lJLojaR5atAp85N2iC4nja3pA20hvKYhV9to+aFlfMiccsmgOH2h09j+9/GSpD0SgZ+Liwv8o3/0j3B2doZ6vY7v/M7vxJ/+6Z/ih37ohwAAv/iLv4jJZIKf/umfRqfTwXd/93fjz/7sz8wdPwDwm7/5m8jlcviJn/gJTCYT/MAP/AB+7/d+L/EdP5p0MAB5tsNmXCVppBAvQAjZBpNvoPnKXMfgS5POll4q3xAvkM0Q8E0GCWhsglb+pmdW80AQItPybAXvQ+GhcxpbNkFXKBTMoXcCMt7BUqvVUCgUMB6PMRqNzMpBuVxe8TIXi0W0Wi1zriaKIozH45WwxplMxlxS2mw2VzzRBFGyPRjxjQBIrgrs7OyYqG/SUIyiyFx4ydUorqSxfa6urnB9fW1CPcs29FFSRWwzMKRy8c09l1CmgeCKDGbrX4K6yWRiwE82mzXGMAG4a7WJbceVmlwuh2q1agJa+ICP/F+eq8tkMmg0GhgMBiZAB8988UJgficNbwKE2WyG6+trnJ+fo9/vo1gs4vDwcOUMk+TBt2XF1v66/q65HWo4MoLi3t4eZrMZtre30ev1cHV1tbL1VPKdyWRMABECHwYSYaS8fD5vHAudTgeZzIMz4OjoyKzOXVxc4Ktf/SoqlQoqlYpZHeb84zyvVqsmcAkBG/AAoBg2n/PdtlVbbvOzgU5X28vv6eCRW11t39nAh22u2d67+siWhy5LkwtI2+azKx8b/7bx5jLO4ihEztj402WGyD9Xe7pIO3htPLj0cFz+SfgIzdOWLm78hVKS+ul+S2ssh4x3PQbiePKRa06mcZ6ElKP502PCN3/jgKD+Js7J45MBOr9MJmO1+UIpEfj5nd/5nVimPvOZz+Azn/mMM02hUMDnPvc5fO5zn0tStJV0g7sUiavxbQMxdICtg/jjBLSP/1CyGWdx6eMATKghpN+7lEPcc922Eszow+q2smlM6jykESrzYuAEXR7wcNat1WqZUNg0PGiEbG9vo1armUAIcvVHGm2VSsUYTcViEePx2BivLJfng3ipaBStBjDgVqxyuWwM9sFggOFwaIw9eqorlYo5k8RD7txOd3V1hcvLSxQKBbOtiiHI+/0++v0+dnZ2cHR0hFarZeql+y4t2YSs7HfZ//qdbS5K498GfmQ6OSboqeQWsdvbW8znc+zu7mJ/f98Yw/o8hO1vnrXSEcpkOlkvucVS/s1zjnt7exiNRri/v8doNEKn0zGrhnQqMS+CYxkd7sWLF7i4uEAmk8HR0RGePHmCg4MDs31TbkWKkxkuZexSWi6QqN/zvE4URWg0Gvj/kfcuMZIt3XrQl1WV72dlZr36dR73Xv/2xVhCHiAxYWADAxgx8ABGFgNLMLCFLRAwsSXLFh6AJQMDIyQjEHjOzGYADDyxLhMQxvJ59OnT3fXO9zuzcjMofatXro6IHTur+r/09ZJaXbl37HjHiu+LWLHij/2xP7bTzh8+fJDw+qwXSQbv4Hp4eMDFxQW+//57nJ+fo1QqCQns9/vStjc3NyiXyzg9PUW5XMZyucRsNsNkMhGiP5lMMJ1OJQ2Op3q9jhcvXkj98d9gMMDt7S2KxaLs1vKdzjPHMNNx1WcIoCVJIqapPP9k692e49JxW4cgVkLgJPTbfusCcD5ixf9jgIsPZGYBPVn1lqt/7wM29xGr7zgX2DaMBcqxY9qVj1gJAVKrE7KAXp+k6R9bf6GyhMaib/6IkafOlb8N8RGfUNs8pd0A90K2631Mui4sGJInn/n5wxQqAbsNTHEp7NhBnkV5uMhBzHeueFzpPsdAc5UrLd8u4GJXUWI6WywR84VzkSC7G+QKZ9PyxWdBoCtP9C5HIZDRwFmnoUma9SRXKBTQaDRQLpc/O5/D+HjOBMCOKV+pVMLx8TGSJEG1WpUVfODT2QT+5gFwujkm6Gq1WnLRLe+kIQlbLpdYrVZi8saLZxuNxo4ZnVU0MX0zBIhiAYZrQtN5IHkkESBY0Pl26YUkedwNu7+/x2QyQS73uDvA81q+u3BsebjrYombBalsa16KqwEyhWWo1Wp48eIFrq6u5I4s3n+j25x3SI1GI1xdXeHu7g69Xg/z+RwnJyd4+fIlTk5OxHxUO0twechz1bvrb/vMVz/2mSWBLANJ/8PDgzgN0eeYrM7ns3K5LH2Vu3Xr9VrON+kzQST5bAfuBl9cXOC7774Tr44AZBeKlydz8YK7gfP5HG/fvsVPP/2EZrOJ09NT8eyoL8alYwXuAGtnJFY3sZ6sqRMXO7bbrbdvWv3MxRd7oa2LvIfmn1D7pYkvPV1OF4kL5cs1L/jSjhXfnJfl+1Adsq/qtELze5YypeUzbe6PwShp4tPNWeNx1fs+IDutP6fF6dJ1ofhdOjJLu9q4fPgmSzxZ0rbzVii8q+y+Z7Y9Y9rAl4+sJMcnXzX50aDRPgPCjeEiQrpS+T4E8FwdPK1jucrgiu+3KSGQGQrrG+BZFF/a77T68AHZULuF+kwWBWdNLV1h7OTMtOwBesbHbwjaCVJpRvPixQshPzp8tVrF8fHxZwCD3uYI1LjjdH5+DgAYj8c7Lrm1G+bNZiM7TCRZLkXmqkdf/fn6RtpEFzOxWzfTbJvYPjSbzXB5eYm7uzscHh7KuRDrPjk04dGMiud0CoXCjstrTcS4m8T7gGgOybgIWnlIn/f58DyWJgLM42q1wt3dHX755RcMh0OsViuUy2WcnZ2h2+1KedjGGsT66skC3VB/1+H5d5rofsXLrHU90ckB49P/6Iik2+1KHR0cHMhFrrxMOJfLiWv54XCIfr8vO71s13w+j06ng2+//RaHh4divjqdToVcAZBzSZvNRlxyc1eJnhaHwyHa7TY6nQ6SJMF0OsV0OsV6vZZzg/r8XAi8M38k57/++qvkQ7sstw4VWEckcdQBrnazbRtDAtLGaNpY1/+7nG+E+lso/qcAo5hxwDyllc8HXK332bS0LS6JEZu/0Dzrwjo2bCjdLCTYl5990o39LkveXJjSJfuUOUvbMS86T19CtC7V6e9TZ6E4LA7Sz2LTcH3j6sex8lWTH4q1o6akTdJaAdlO4GokF4j2iQsA+MLHNFgMwLbpp0kaWP2Sg24f5aG/9clTVwRiJ1qfck2rT/6fBiYIZoBPDhoAyJke3gND8x+a22kFwJVlmu0QWFcqFTnHwB0pkp75fI7JZCIXurZaLVk5f0q/cNXfl+pbBwcH4hwgjYzpiX+9Xov5ID31EZj5JgnGx3joOWw2m+2cY9ReypgeV+0Ztlqt7rhw1+CVcZMMbzYb2YFgeB685w4HHXKcn5/jzZs3sntnV9ldY8YuImRt89hx6GsfveNhvTfqfPECZb5jX+VuKccI3emTiCwWi88cFDAv+Xwe9XpdPFG2Wi3kcjkxM+OuKIk2L02m45ROp7Nj+rZarWSXVZNWYHfHzQWI2bbsJ/T2WCwWMZ/PJSzrR+/8srw8T0giHts+PqCRBpZtebKK1ZMsRwxRyJp27MJIbLoxcWn9n0a2fGPztyFp+XNJqM5doF4/94UPxRHKRwxRjfneB+KzypfAU/uSMNd8HJrb0to1NIc8x1xv56PnkK+a/NgK1Xb5rlV5HxvVyihLZ3INhDTClRbmORs3TbLki/KUwc/vnlLGL6H40wYvxSpU/TwmjzGrFxR7KJphLFjK5XJCbOzKru3f/E2gXa1WxcSNBKher8uBc5rKafMaa9KVVmb93ld/zKNvrOpx7JqUdN1o00KaKMX0GQIsevZqt9tCgPSqtGvMEAQzHl6Sqp0clEolZ9nW6zV6vR622y3Oz8/FkYbWRdqZh12g0fmZzWYYDAYYDAZYrVao1Wr47rvv8ObNGznfEppEXAs/LvG9c4H2tG+saKCbRlyBTwtfdNfOMUCTPn0HkDZN1Ttf/Jt9h8QJgHj8I2kqFovSF0g+uWiQJAkuLi7wp/7Un0Kn08F0OpV+wHN42+0W3W73M2cIdnzYPr3ZbMSE9eDgQEz7uAulzzHy781mg9lshuvra7m3q1qtCqEOAcSnLHSEyuUS1qf1sql1jZ6jGW8InNrfNiwxgg3rit+Xhn6v856lvqw+9OGAtHLH6l9fGlavZMm7lSzz+z7Eh3+75oyYdGKJU5a+HxsuVMex2PE5MGKofGnXH8TkxUemnpLX0N/7yB8J8kOFoP/ZA8+hCX+fFYgseUvr8Psy2uckEfsokZjwOkxoknoucU1ysd+FBqsLjLnICdP21ZNrMnf1UT352/MYwC7Q18BBA2adD+sad7FYSDxcWdcepLj6nct9ut/Hdy4qVGZbT776dYWPFasHeL/LZrPZOROl8+rKA+usWq3i22+/xZs3b1CpVHZcS/vypc/f9Pt9XF1dyb08FxcXYnqov+eOAV2X12o12f1hnMCns1wPDw+yG2W9zy0WC1xdXeHy8lK8nrVaLVxcXOD8/Fwu87UXraYRDF9bxI4vH+jQfVG/Yz9jv/eNDf6/Xq+lj2pyrs/ibTYbTKdT3N/fi3dEnTeXWSMXBPg+l8vJDgoJqiam3J1rNBqyW0pHKOVyGZvNBvV6HUdHR2g2m8jn8zsXJ1uPXvpvnuXq9XoYDoc4ODgQMz9L5A4ODjCfz8Ur4NXVFd69eyd5Ozs7c+qyUBuH3sWIBfY+oR7j/9bBCHWIdWTi0r+uvuJKz6eTYoFfFmzg6v82fRdusOnukza/Df32fePLh5UYUuGKYx+CETPffEmJBf2xkoW47TM/htqQ+pPx6//t3764Q2NnnzyH0rJ51xJy5mLlqyY/wOdKxEWAtIQ6gSVCFkj7vnOF4UQE+P3ep3WKfdmyT8nExu9bIQrlJ1bxufK276AI5T80Oep8pAFyO+B8SsEFJlyTmyY+rnzrsK7+ZQmUfseV7TRPQFwttwSL4QimaDaXy+V2VsdtXm2ZfWWy4qszX1u5AI6uD5alUCigUqkI+bEg2pVvgi2aKtVqNfmbdebKu643rsJPJpOdi2jptc3e0WPBHs+RkPxoz3HcRdhsNhInCdByuUSv18O7d+/w8eNHjEYjuZCXYZMk2XFw4CIXvvZJG/euOHRb+iZv3X7WK6OrbVyAWN8/pfvJ4eEh5vO5nO2ZTqd4+/YtfvnlF2y3WzFLY33oO5RoKkevgaPRaIeQ6nFg5x8SWs49PKtHhwn5fF5MIGPmFxKr8XiMy8tL3N7eotVqoV6vi/kr+wnH6WQykT5xeXmJq6srlEolcZJh08wK+rX45gbfOPbpWE1g6flP1zO/t8THxq9XrW259DPf/668ukBXCHz76jALObDzRAxxjMlPaEyH5uLQOPc9s2nqd655zJev0HObN1f6sWLLaOsjBo+F5vUsZQjF6avrEKaJwVkcPzGSprt0nKFxH9NWIf34FEL1VZMfC0r1pXKcuPRhY0ty9ACkhMCdT1ygWA9sa4Kn049NJ1YJZsmz629XOXy/n0Oe0nl9ElohyNquOr6nlt9Hemx69rdv0raTI/+25iMAPgMNaUoT2D0/EANunkNigIOLzBEAA48khF7NeM+ObT8Lzknu9N1P1CPcBdATvf6bcXIlnyZuNIfiOQ8AO+dRONnQzK3X68lFmgTh9EJ2e3uL29tb5HKPrsqLxaKc19putxgOh7i8vMTl5SXK5TJev36NV69eydmVXC4nuxO6DulMYx+9p9vAtosGrZawuL5zgSjmj/nWxEOTOBfJole06+trDAYDTKdT/PTTT+j3+zg5OUGn00E+n5f4+PdkMsHPP/+M1Woljj4AiFMQOj7g3Vv8nrszs9lMdl6YL75nG3AHT/cp7fGPZeU3Dw8P6PV6uL29xXg8xuvXryUvelGCRO3m5ga5XE76baFQkPmRTkzsHBXTxk8FmHoM8DfLxz6/XC5lh416jAsZDE8yyX96R5p9XXvi1ONZ6wFiBP09x6QmtYyPedekTM/vtk5sWJaJz0moLRZxjYcY8uXDFDp+HYeONyR2Pg3tymUha2nvLV5ivKF5bF+c5CMtT+nzT8FPrvklZqyG4vKRV1+9WWzhq1uLN3T8/JY63OLgfcqh494nHspXTX7sgLYDI7aiXZOn728trg7q+iYE3Fxpp8lzA0+X4rIdOJSXLOIjElmUVkxd+8B6VgUd0w9i34fC+iYuV9i09gn1J18b23j0+1Cd/rbFlaadHA4ODsTVsL53yRcPCUun08Hx8TEmk4kA2xjQwfgJeAGI+aAGSS5HA+VyGc1mE8vlEtPpFLe3t0JICPy32y2ur6/lHqdWqyWex5Lk0UPaaDTCYDDAer3G69ev8fr1axwfH+Po6EiAI/NAsMndjrT6ddVzSPT4dpEaC2R8fZn5ZX0QMFqnDQyn4wQgntqm06mc3aH3QpJcAmD+PRwOxUOc9qRWLpdRq9XkHh8SIO7AMRzTq9frO84oSGLZJ/TZJF/Zk+TRe+B4PBYHJEdHR3Ipsf6O3/IyV7ppp8tvff5pH3HNVz7A6BLb/rqsHGuLxUJ2OEki6YEPeDzTBgAnJydotVoAPpF3EhTWGz3xFQoFLJdL6TsMox2QaHLCfHL3ie2l483lcmJ+6iqzJWIcc/ocmdYT9hwn42A87Ou6z+izca6x5RpToXHmeq/bXKenFx80sQq5Jg/plRA+8n0bwkC+eSo097ny4ko3KybYR0I6M/Z7V5lDcer+ZglRWvo+cpT2LK1MPozi+97i/zT56skPK4ArX3Zi1RJir8+dL9/AseGyEp8vJfuQqSwEMfRt6PusYULf2PqOIQjPkYd9ZJ900ki4L15ffcT04TR5rvryjWdX/DzYzYmaYa3wewLd4+NjfPPNNxiPxzsexFyE2fYjDWDofY/EgkBL70wDkIPrL1++xNHRESaTCSaTCQaDgayAM/7JZILtdot2u42TkxM578F7fe7v7wVgE2zzviKaRxFA0cVzpVL5bDJKAymhCcaONR+xSSP4+m8NbF0mmvobq/tbrRZ+85vfCDFcrVZSJwS3DF8ul1GtVqW9uKMwn8/F2UCv18PDwwPOz89RqVTkDiKGz+VyeP/+PZIkQbPZlPe8lJjfFAqFnR03e7Bfm8wBwGAwwPX1NabTKc7OztBut2X3hvlnPJVKBd988w3K5bIQx19//RXL5fKzs06u+rOgODZsmuixwn9sW3pI7PV6uLq6knEwn89Rr9ex2WywXq8xGo3k/rNSqSQXThOMc+eNZ7zK5TLq9TqGwyE2m40QRrtjp8ux2WywWCwwn8/FSQX/52IEyauLQLjqT5u0Ml2tAywwdJl5cjHEOraJWYhw6U3bJqF5Wo95e/6TO9fai6APaLt0gXUUEepTMSQoFnvtGw/jCunA55ojXTrREo3Y75hv1982XouTfW2q4+c3Wu/HEMxQHm3eXGm64oiVr5r8uNgqxQ5al7hADePKImkV7wICX1LSCJ6LEITChCRUb7HE50tJDHnxAWo7wLLUxz4E2wUoQmAxJj0XqXGB91DcLolVvFklZuKLmQB9AMGOQ8bF+2CSJEG73UatVhMzKL16q7/35ePo6Ajtdhu/8zu/Iy6Om83mzi6QlsPDQ9TrdSTJ4+7TeDwWF8a8Z4bpVatVNJtN8WymPZnxPEcul8NoNMLbt29lZ4Kr/zSByuVy6Ha7QhDt5BZDgHzP7T8fUUkTfsvdKW0mqM+tuM638V+5XEapVEK73RbTN+6OkWDyQtVisSj38lxcXAB43EWhC+vpdCoXzOZyObx+/RpnZ2cAsOMEodfrYbFYiKfBQqGAUqkkjg5OT09xenqKdrstpNhlUsk6oiOL29tbJEmCVqslxFrXK8ForVZDu92WfkDvbnTPbU3OQu1ix1zsvOGbB1znddhP6Pjj6uoK+XwejUZDdui0k4/xeIyrqyshq+VyWQj9dDrF1dWVkBeavfKsHIkO74MiqWE7bLePd27d3t5iOBzKLp/2GqnNEV13tdky63q2Z+6090XWg+vMksshh647nZ6uV1dcFhf5gLL+bXEWyRx/6wu8NfDVu7E2j2l6VIdJI+Gu/KfNnSE8loYbfZL1m5jxZMOzLrIsIAHu3ST7rQ9LhOYGX9+3+cxaN7GYJ+sijJavnvzoRnPZ6trwPoCpw8RKLDh0TdK+tJ7KZrNKVkLm68yhVYWYtPchW/u8zxK/VRgxCvU58hArLuViJzlf+NhVLlea9nstacozLV6fuJS+byIgcObfnKDt6qQFJsCnS2DtxB+adIBP3t622y2q1SouLi5kxZrpuia7JHncjWk0GiiVSnKB7Xa7xd3dHcbjsRAzmjwVCgWsVqsdgHN0dIRSqSR3uSyXSzEjGgwGO0CbO1LcnYgld752YXks6bHvdbnt97peLDjT/7gDxDLo+DQp0ivKhUIB3W4X33//PcbjMT58+IDBYCDuqcvlMk5OTtBsNnFycoLz83M568U2HAwG+PDhA1arFUajEe7u7mSHJZfLyUW0AMSrG80LkyTZ8ThXLBZ3Lh62Z+u4i0MPb9qJBcG4z/OgNmPUJoIarPpM31x6ztUf0oCaHe+h8Bybg8EAvV4Pq9UKL168wKtXr4RQ8mLeX3/9FT///DPu7+9Rr9fR6XR27lLq9Xq4vr7eMYvkLqe+Z2m1WsmiQJJ8OnuzWq3w4cMH2SkrFAro9/uoVqvSngcHB0Koi8WiOBPR9csy67Ewm81wf38v4bgwwbZmnrXXQut8g6auq9VKzoy56pq/9T8+C+1audrG13aLxQKbzUbMPy2B07tDvt13O+/sg8V8RMmlY1xzXgiDhOayWAnp0pjx4QofY7oaS1R0+rrP2jR0P/I9TyM7vj4aymPMfBEqW0i+avJDscraRYBCRMPV+Z5CQmzjanCxLxP25S0tnKv8+6adRtayxOEamD4gmyXupyintIHnCuN7t68ij+kfvjqKIRCu77MorNi86LHoSnufPujrIy5wBuCzxRD7PvStjwT76oigUh9qpkmUBgQUgleCIZrqEdBst1vU63VMp1OsViscHh4KYCsUCjskplarodVqiatyXsap65qmQTTDogtvffg+q7j6u0/fxIAt+71rkiSg0p7zAIhZkZ3ICb6KxSJevHiBjx8/4uPHj3Ku5OHhAaVSCefn55jP5wIwc7nHg/UklHRPPRqNMB6PhTzV63W5F4qe+LrdrgB25ovOLxaLBe7u7pDP53F+fo5qtSrnQbiTwLagqdf9/T1WqxU6nQ5OTk7EJE+3ra47Em7uWOg5iP00i64IgcKYtuTfIUI7nU6l/s/OznByciIu91m+7XaL8XiMH374ATc3N7i4uEC9XsfBwQEWiwX6/T7m8zm63a6Yhx4dHWGxWGA8HsuuzmAwkLN2JK+bzQbD4RAfP37Ehw8fZFeJY2w2m2E8Hov5XJIkskNsgbTr79FohHfv3snZs0ajgdPT0x09QJK8XC53zvtdXV3h4OAAv/u7vyt3s2nCrHGGHS/auYq+6FaThbR+oAEx4+EZNLYB49NhLOF2EQ69iGH7jKvvxEgILLvitvUHuJ206Dhjx49LH9k4ssSXJS8+vKbzoc9y2fzqeU0TIhJ2it3h0xLqo658hvBBFn0TI181+WGFpoF8F5N9bvFVfOykr8OngS2fZFlJeApjDqUdSu8pxCY0sHz5eArBfGocIVIVk15W0qHTDJG52Dz78hYzWfrSekr7h+IMjT2Xkg8RsrR+5pq0XO6DtemdNlfRq6C2PkiQSGyq1aqYuJFMMW3uSBQKBbRaLXz//fc4OzuTHSANqHR6XLkm8OM7DU50WX31buvH1+9c/SVNF1j9Z4GaJpP63Ax3w2jix+/0QXiSkslkgul0KmaFPEtCL3okI0yjUCigXq+j2Wzi4OAA0+lUduQqlQp+53d+B2dnZ6hWq+ImnWCWZ4fojrzX6+Hg4EDaV5uwWQBGk0ySJV6EG5rPNIDRZ2FdiwGxIDhWQoTYFVbXMUlBq9WS81dsa162XKlUsFwuZVc0l3t0PjCfz+U8V6PRwPn5uZj/LZdL1Go1TKdTjMdj3N7e4uDgAJ1OZ+cus/F4jOl0isPDQ7x+/RoXFxcyZg4OHu9PIunlriCAzxxwaOGiw2g0wtXVlXjbo6MD9lcumtDRw2q1EhJ0fX2NUqkkDiC0Jzxbx7rPa8LN9idZ1+Mjtu0PDw+xXq8xHo/x/v17zOdz2S3VngfptW+73e5cwqsdNvCd1clWLIFmv/HpmNAc5SIhoe+z4C8b1uXJkXXDdGy5fXnX39j3IcJt49U7cRo38zkXInS/0It51quba1609eXSBy7dHypXqG7S4g7JV01+ADej1Kzd9z8l1Fj75sclzwHEQ/GnpacnRMazD/jc57usaTzl2+eaxPdJI3agZklLxxcbr6+NQspR/++Lcx9xrSo9VdLiCQHDUD2GSJCtOx+BoujD1JaApBFMhiUA1/fPcPLihLXZbFCtVvHmzZsdj2J2ctd3N7nMoVwgI4b0pIWzAMvXH2y7uIABAFm1pjkQgeN0OsVisRCQzDj5P4EqXVfzPBV3w3i2iAAPgNTNcrmUXTd6fNNx0llGo9EQhwYEGCRkjUYDlUoF0+kUP/zwAz5+/IhOp4PT09OdXSzOXwSuvNSUZ5HoiIMAMlTv2nECgc1vexHQ19aaiB0dHaFSqaDT6aDdbqNerwuAZhi2DZ13LBYLea9N2ljX2uEIz13l83lUq1VxpnB+fo6zszMhNqPRCA8PDzg5OcFvfvMbvHjxQghIPp/HcrnEx48f8eOPP6LX66Hdbsu5JFtG7UFuOBzi5uZGyDbbE9jd+RgMBvjll1+wWq3kvNJsNpOLcknwkiQRs0m9Y0hTyVzu0QyQZer3+zvnz1yLPvq3T0herq+v8fPPP+9cAM3vSTavr6+xWq3QbrdFH1EP5XK5nXvKfOQnTf+kLbK44nAtsvjitL/TMKTWdSwTnVzY81ccn/yfookJ09d3kdk5xLWQofPhmnN0GEvMOLdYSwV9n5oWS5asF8Knzvl27gyFySpfNfmxHYAKwLJq+38IgOwD8GNBwnPFt288z0H0fKAkTayiTUvDfpcWPkv8vry5nrO8MasO+u9QHcWWif/HEohY0Orq365vXcA+rU/p51nGXVbxxbPv4oB+vs87V9p28ontJ7rNCYRtX9SmQCQ11mWurndOSvo7G29MH7P1odNyTchp8fhAjzYBI/C1daDvzhmNRhiNRuJhjQTEesuiC/LDw0NZAaf3tel0uuOFTdeVvkBYu8jWbUUSpXf3CCCOjo5kV4i7OQTrdOigzYRohnV9fQ0AQgp0mWw7WdADfDr3o/Nj2yRGp7jE9U0WEKvBcK1Ww+vXr+XsG3cONPnRjkl0f6cp2fn5uZilcbGAYwj4tBu7Xq8xm80wm82k3WgWVyqVxKMe+wfTInmgOeJgMECn0xFCbcdyLvfopfHjx49y1ovn9RiGxDeXy8m9VJvNBhcXF+h0OnI5bbVaxeHhoVzae3BwIH3dzhG86HY8Hsu4IIHiggF3amL7AeOlO/7lcomzszMx/dPmbnd3d3j37p188/DwgNVqJeezSP7orCJmTskKol1zbuzcFRu/nZe1aDNG6iiSC11mHzagvrZOMqi3tX506WGG1WevdBjXnMT3dmHF3k/lypvWl1nmEZ8Os2IXH+3zfeSrJj+uFVVWvPY+op/pszfW881TALTOj+u5HSx/GJI17VB9ZFEk+3bQrMruKQMhS/whYOdrYx8BSMtzLMCw79IIl69ts5CHNFL0nH09Ni5fP4ipM4pvtc9FTnx9Qj/3ediy/cD33hWn3t3mRESxphVa7OWgtswuPRVj0+2rNx2n633oWS73aVdAT+h8rsvE8xzFYhG5XA6VSkVAqW4rmlclSbKzQ0MzQr0zpsuuSYU1OyI41oDAdWCYZdAH721bMJ7FYoGbmxsMBgOUSiV0u12cnp6KeV+oHm37+PqRL/xzi07X9qvlcimH+XnGhnWo79jZbrfo9/v48OEDZrOZ7Oyw/uv1Or799ltsNpudd3oFe7lcYjabfXaJKs/mcceQoJ7AXZNkkjCaTdrVcuDTbs5yucSHDx/w9u1brNdrdDodTCYTMWPU4JjkZzQaIZfLyTmzWq0mLtJJjujGu1wu75zrYv2ScPGMUi6XE2+Q1rlGDJBkvMvlEjc3N7i5uUGpVMLLly/FWyLPKPX7fbx79w63t7fiNZHn69rtNg4PD9Hr9bBer3c8+emxHZpbXJjPvovRUzHzntVhLt3s0lnApzOI7EO8a6xUKon3Tatr9YJOkiSYz+eya1etVnf6GBdpKPpv7orTNNNFkHO53M5dV3yvrxRgHvTFyJw/uLhAoqTPfdndqzRJwxJfCtd91eRHr176FCwlxEZDwHmflctQPPsQrFDH2FeeSvR83z6lo1pAqZ/9YeQnNr00IvEc+bJK0sZhyZUGW65vfflJA7P79EU7PrN86xPf966ypgHtmHbzTcC+/PiIkZ2AXOnaZ9Y+n+HsoVwXUYsRlzOWffSe/saSMxf5tvVn244EpVarCSDU7wk8AcjZguFwKN9ok6/tdovBYIDhcChgolQqybvZbIZ+v49isYhqtSqgTOeJJiwECLYMBIAkvAQ4uj0IGmh2x3d61ZTe5S4vLzGdTuXS2maz6Tzobutfp2f7uc1PiDSF2jrtG5sn+1uPBZ7pOTg4EJNDbepJhwaXl5e4ubkREElX7cBj+5OwaGDJPrJcLnF7e4uPHz9itVp9Zp7Y6XTkLFiz2ZT8kaDpe594dmg+n8vOkB2X9GD366+/Yjwei4njTz/9JICYJpfAo0MF3nHU7XZxcnKCcrksq/w0E2u32wAgO5XValUIvyZ5udyjK+3ZbIblconxeLxzv5SrbbSOcclms5Ex1Gw20el0hGiyz/7444/irvzFixfStxl2Npvh5uZGzAYrlcqOibDNl9W7bJO0fpcmWfRbjD5lOdn2HOM8czUYDPDw8IDj42NZgAHwmY5gPCS6v/zyCyqVCl69eiV3TXHnWn/LsUR9R2+Vw+FQ5hBtkkaizzjYJ2haWSgUsF6vcXV1hYeHB9mRBR7J1XK5xHw+l13XVqslu6J2vo/FOi795ZqTXPNTzMKOla+a/FA0KNCdVB86YzjXt744Q+kBfqAY+01M+NBzl5LwkTtfvPuSg1AaOkxMOUJ51+1qJ3WrrLO0hw4T0yZp/YjPLfHwfZMGPlxpx+RB58N19k1/G6PQQ/mJDeOK07Z1Wl5cpEHHEQLS9rnrWSw5dOXX5Rkotr+Ewqad6dDf2LKljU+dtg8oh8T2dVv/IYAeEz9XGMvlMo6PjwUAcsWcEzpBQLlcRqVSEVOfn376CdVqFa1WC61WC/P5HD/88IMcdm82m0J+tDkP3Y7TeQRX+pl3roRqUzLeszSbzeRshSZmOizBm35vAd12u8VwOMRgMMDR0ZF4P7MmLCEhIGe8muDG6mW2pa+v2DGTZTzrOLQudzmqILC+u7sTD3unp6fifEI7utAr5yw7iUa/38f9/T2SJEG1WkWj0dghXLVaTVw38xvGtVwuhUDxjiiCTG1ayXKv12sB+blcDi9evBBnA8yTLvtoNBJzslqttnPuid7dkiSRC5E/fPggOzDcMWO7lstlMQHcbDa4vLzEx48fxbW3rnvXfMt32qSWCwTj8Rjr9Vp2pFhXJG+//vorttstfvOb3+Dbb79FLpcT19wAcHl5iYODA9mpJWhmnmy9ME8+jOcTO8e5dKMdDyGS45t/9P8UElNeN6AvGB6Px59dskvyTx03Go3w/v17vH37FoPBALlcDvf39wAgZov1el2cglg9Q7NMmltaL5KFQgGdTgfNZlPctTOe8XiMm5sbNBoNrNdr3N3dyeXBNFNke3NMNBoNJEkiO4AcD1an2bZL0zWuML6wjNueSQrJV01+tLIBPle+FixbCVV+CAy5lEYW2WelwopPabmUg68MvneutHxga18yF/o2LU8xwOyp8hxtxHjsQHbFHdNm++QvSxv5JsTYb/d9H5NulnGsw6UpURtnKJ920rTxh9o1S/8P5cPqqJjyxeQvJLHfufJgAYsPINuJjKSjWCzi9PQUlUpl51JWTrAkP7z3JUkSIQ6Hh4cC0haLBd6/f4/VaiUXhXIniUC71+thOp2i2+2KRzzmpVAoiMvkg4MDNBoNWXHnmSPuHHFFW+8UAZCzD4yToISTNk2+CPSXyyXa7TbOzs5QKpUEBOt5z0X6XW0VGj/6eYjA+BYTQmM3Jk9MVxMI9gN6F+NFr9vtFqenp3j16hVqtZr0BUvo9IIESQt3Vo6OjsQdNsmT9txmy0XicX9/j+vra8xmM7mriaZbNCsjob65ucHV1RXm87ns3AEQYqzrQO9ycWU/n8/Lb5YH+LRS3+v18PDwIGRI1yvJEHcfR6MRFosFgE/3mbm8d9n20uNrOp2Kydt2u8Xx8bHsRPBMHO/+oQc4OmXQ5mzL5RLVahV3d3f4+PEjzs/P0Wq1UvunzqPvuY7D6uVQP0wjPjZfrj7P73k31+3tLXK5HFqtlrhvT5JEHFYsFgv5huaddGjQ6/Xw9u1bXF1dodFo4OTkBMViUeq43+9jNpuh0+mg0WjsXNa7WCzQ6/Xw/v176SPValXC0Nx2Op1Kv+GdUyRk7GPb7Rblcllc51P/LhYL5PN52V1yOfaxYvubrx10/dr21RI7/4bkqyY/rg6rSU8WFqi/p4Qq1jcRxMTrklAD2zj2AadZV+Vc3z9FQYXCuFZlsuYpLd59gV+MZKmP2Hzots5KSGKBjv4dE39Wwhsj9sBmDFGkPJXkPmc50trV1l2IcNkwdvLet/1i2y5LvbjSjtFlPrEkqFAo4OLiAtPpFJVKZcfmHPh00LZer+PFixdyPoOH2Q8PD7FcLsXmvlqt4vT0FMfHxzvmUYyXnsP4TS736JlqtVrh/v4e4/FYdod4Fmm9Xst5FBIq3hFEwsJV+OVyCQCyi6WBPgAxCyJ4ajabaLVaQgb1LpKvPfTZANd8mIV0xxL6tLnJxhMixPqgNs+vvHv3Dv1+H0dHR2g2m0JQ9YqyJVDAo1e/wWCA9+/fi8lcp9PBt99+u3OhsM0PzefW6zXm8zmWy+UOAWu1Wuh0OrKjoR1p0NvZ9fW1eI9rNBoYDoeyy6TrIEk+ndlLkkQud9UHz9mG3PnkeR7txIG7iSTr2jlHVk9/mrAAj+ZQV1dXGA6HqNVqOD8/F0AOQAhbrVbD6ekpWq0WgE+motvtFoVCQXYaSJRIytjuaX0zq863xD/UP11YwqXD9XsKd3Mmkwlubm4wHA7R6XTE3I8u9KfTqZyBms/nyOVy4syC5pl3d3fiFv3Vq1d48+aNkMjRaCSXJVM/kuweHh5iPp/j5uYGHz9+RKFQwIsXL9DpdOSi3vv7e9ze3oo+5C42nWdUKhUho7lcDi9fvhSCxp1Smo/OZjPpr2w/wE900ghNrMQu+KXJV01+XKIVvQVWNpyVGMCVljb/tytRzyWhOH3g5ins2Irv+33AOb9Lq3c9gT9V0hTgc0haObLGlYUAxYDwp4grH/vG6XJKkjZBP1cffk4S4KvzNPJp69KSHRu3b9z4ZJ92ykp8bFqWtLvyEkpDu/4lGKrX60I09I6PjpuetPL5POr1usSxWq3kYlFO4Ofn52g2m7LSyssfuXO03W7x8eNHyQ/NcuhOmxdkEtQQfPIgd5IkyOfzODk5EScKJGQErQQslphMJhNcXV1hNBrh+PgYFxcXKBQKYg5kQamtU63rOQfqXaasErvo5cqL/W37hkvv8x293b179w7v378X853T01Ocnp7KWRPXxbaMh+Tp9vYWt7e32Gw26HQ6ePnyJU5OTqRd6UBCm8lzJ4Zk9Ndff8W7d+/kTNDLly/FTTkdKAAQEz3uELXb7R2iwN0c9hPml0CUfVsveFgvW7PZTIi5rjPdP/L5vKzsU1fwPIruQ77zM+yTHGckkUnyaHr38uVLcZvNMyzHx8d4eHhAt9sVEzuSIzqOYL4sWWP+0hasY/qg7lcuUmP1rvWSaRdjfcSezzmPrddr8bKXyz26XK/X6+Kenea54/EYw+EQy+USzWZTSGE+n9/Z9T05OcGbN29wcnIiY7hSqeDu7g79fh/D4RCNRkPM3wDI+a7NZoPz83N8++23kgbrf7vd4vr6Gv1+H+v1emcXs16vi3MDXojLcpPcz2YzDAYDOcvWbrdFR7GerDdB3Sauv7PKc2DrPxLkRw9+PZm4FKyv4kO7D1mVv0+yDNys72y4p3SsWLHlyUqyXCvGLrDnA4Au8BgCWS7QGcrnc9dhiJj4+lxs+mlAO/Z5WtjnHAMWrOgJ3wecdVjfO52OK76sZUmL4yl9xNVHXeQnaxq+8M9BHtPSsGLHW0yftODPHiqncIIlOOBZHg2i1+u1uJmuVCqo1+uy0km3we12W1an9e4PJ3pt2tNut+WCWAs2B4MBrq6uUC6XkcvlBPCsViuxwecOFE2kdPmm06mQqNPTUwHOFtzb+rfEmfXGXQR9Hia2zZiGbz4Jjal9+y0AuePo/v4eHz9+FOLSbrfx5s0bvHjxQurXlT53cpbLJQaDAQaDAdbrNSqVCk5OTvDixQvUajX5hmW0OELvPP3444+y89TtdtHtdlEsFj87v7VcLtHv93F3dye7THTYwbJtNhsxf9SES+8KAfiMCORyn86nLZdLcV1t9SGf2WMB2sOg3gUM4R3Ww2w2w2KxQKFQwPn5uexWaCcfPBTPczx8z/zQEQB30nhmSIsl91kXVdP0jH5mvVj6iE8IK3D8UpeQaHO3RZ9R1Lu20+kUd3d3YobL9uj1ejtn/dhPufjBBZx6vY7hcIh+v4/j42PJG13Et1otvHz5Et1uV0jw0dERWq3Wzt1Tq9VKFn2oh6ivWEfUI9zRGY/HuL+/x3q9FrNFkqq0NnsO4vNc8lWTn6y7K1kq3EWafCtVrmc2b8/FeGPy7UsrBCj1s9gJMhRHKHwMGLXKKwSafOk8N8hzEeQQMPbF84clsf3PNwm4yhhD2kJ14wNwsd9nER9Z95XLR7TTFlJs/Fnzl6W8PvLnC+urWz7P2m5peXWlFwJcFoQSzOlvdfrawxIPA1er1c9Mhtrt9g5IIOikzXqpVML5+fln54YGg4F4bFqtVqjVajg7O5PD9uv1GoVCAScnJxgOh5hMJuj1ekiSRxOYcrks5m9v377F3d2d7AoxjiT55DRhNBphMpng4OAAx8fHAiy4u6BBVKjO+Y/mWAQv/GfveAktIvna29fX0kBkKCx3yD58+IAffvgB79+/Ry6XQ6fTwTfffIPvvvtu56yOBlz6rpHlconRaCREsl6vo91u45tvvpFVbm0K5prfCRKvrq7E5fjr16/xm9/8BhcXFzsHznO5x7MQHz9+xA8//IDJZIJWq4WLiwvxrMW+aokH82EPiOs2YlvqHSJ9X4wO7zsTxv6jd9x9bcH64GH3m5sbLBYLVCoV8VimvdbxfB3vz9Jlo2kVzbYGgwE2m82OAxMtIewVEquzbb+LXcDS6Vli6fue5/noAp3e+rReJblttVpoNBp49+6d7ByyP/d6PUwmE1SrVTnrR4JJk95ut4vRaISbmxv0+31xvsE8lstltFotIejUhXQrTzJOkvXtt9/umEfS9bt2lsJzP7PZDNfX1+j1eigUCuJUplAoYD6ff9Z+us60Pk7DH6H20e30FPmqyY81a3Mxfyoafb+FS1yAxicxg0iv6IQAypcmRK5JKBSG4gJDrjChZ1mBmG+CtStYvjiykOG0fmDTcf2t82C/j63nNIn5JrZPu+L05Tem/WMlFszblbh903JNgFbSFgdc3/ryFTNG0sCgrx1idEgWcaWpyUbWNkjLhyYzOjyfu1a39aQZOpjN3/peCZIEAhLXvUba/TUAmfBpnsYD3QQg6/Ua0+kU0+kU6/UazWZTVt25qt1qtfDmzRtMp1N8+PABy+USvV5PVrYJIrnLdH5+LqCYee31evj48SOm06kcZtbexDSg1OXR4EITH12nBE6ufmaBXgzgcwFNG68rfEgnsT3oee/+/l7Md77//nu8efNG7orRZEHPEQTb9/f3ePfuHa6ursR9ebPZlN0JXY+27AT919fXePv2rZDZZrOJ77//Ht9++60c/qanLrq2fvv2LS4vL1GpVPDy5Us5V0SnChofABDyzfJr0yHWp20P/taX/9r863/axbEL5Nu+oncz2Z/porvb7e6c59Ee8ejMgWXRLt2TJMFgMMBPP/0kHvAajcYOUWK9WI+GrnlI9yWrs9L6oo+ch8KkYR2SQXrn47kr1qc9o0hSM51OJR0SqOVyiW63K2dsWM/UUXT+st1u5UwhF364MMA0OB6Ax77Gs0OLxQLT6VTiZx/2ERbuHtEF/2w2EyczdMnOMug2cNWXrVeL2V1zng1n5xGfXgnJV01+gM9Bg1b+TwFRQDzwTBskX1p8E9RT4rMK5znAvB5YMWmE2tClzH35zCI+QPocRCCNUGf5vW+6vnrzpeMjqL64NciJAcY6jti87dPGWftJiMTqMD5FHZsfVx+PmYyfKi7wrP9OI9T2d2zeLGCwafvGdGz8GtT6+pPVPZo85XI5ObxNckKTN4I57emIQKNYLOLk5ATL5RJHR0dyNwxXdmlGUqlUcHFxgW63K6CBeeROxcHBwY65lD2s7iPI+p0GXPrMj8szmv02FP8+kjaGdFvxwPbNzY2sgP/e7/0efvOb3+x4D7OEjX+TaNzd3eHDhw+YTCa4uLhAp9ORXTSCc02GdTnpsevHH3/E27dvxUNcu91Gp9ORs0JsO+4A3t/f4/379xiPx2KeVyqVMJ1OxZySabNP6bNceifFVe9My+4cafKn65TEiKLP8Ng6pCTJ5zuL3PUsFAo4PT1Fo9GQOHS96zg0wOY5GN5dw3tkdF3uqz91PcSE983v9pnuVzH5YR7YxvriY03s6Vktl8vtnIci6eNZKJrR6l1a9lntIpvkkn1KmxJyx1ifQywUCrKwQM97NInVOtC1CEaCT/JKF/wsi8udNfOd1i76t9XPrkUWX7v8c0V+XMIOoklQ1snZTpxpClxLFjJiB15aeqFyhACTqwOFJruswDVW7MqCBX9U7BzM2o2nTnuf+vU9C4Ft12B7ThCaRVx1nhWkZlHooTRi6+JLLwY8hRSklSutrrKsDPrGn4/gp40vX7nTFgTSiMW+4yrtt+/7WOIVis9FooFdgOcKr/+3QEXPIQQyhUJBbjInIdEHyEulEs7OzsTTFkHOw8ODAMDDw0OcnZ2h2+3KHSkED9PpFJvNBsfHx3j9+rXcb2TPgsTWB8Ppsz+2v1mSmGW82vCuvhw7LniQ+uPHj/j5559xeXkJADg7O8PLly/FrTVdBOv0NFAjefrll19wf3+PWq2Gdru943rZVXa2P8+3vH37Fv/sn/0zDIdDHB0dodPp4NWrV2g2mwAgYI9tTFfQo9EI+Xwe7XZb7j8hGOZZH71KrvsQyVBoEUnnlffIWEcB/E7v+Lh0jf5tSRL/zWYz8SzGuuQFmC4zJruTy7Mt8/lcgDovGW632ygWiztzvouk2DRc/So0J7oAtiucLz7925I8O37o2IBnntinqGM0cSUp0QSY/YqLFdr0ke3MfyRbjJ8LNBQSMeoxOiW4vLzE7e0tkiSRRQHe36MXAnTZ6EZ7MBhgsViI45jj4+OdhZZYbOV7xzRjcMW+GJTyR4L8uCorBlSEAFxshfomXtf/XwoI6rKkgV4t++TpOYC/C2ACn7Z99eFKHmC2eYgFbLp9XITW1z4hALmvPCdp2kdxhxST752LrLpknzGUpa/+tiQElkMS6ju+sC4dlXVF06XDfIDTBVZDcep404icrzwx6bjiTlt00GWx5dJExpcmQQGfacDJ93QlrE2YKdYUjVIsFtHpdFAsFsUpAvC4ek67+UKhAODTzgHw6Ep4NBrJYWXuDOkdCp1nn7gAKV0Q6zMIui5c49A1r2XROTFi09cXZY7HY5ydneH8/Fxujtf1zfxx1ZpnJm5ubvDjjz/K5YzdbhfffPONnOUi+LbCHSW6Gn737p1ciNtut/En/sSfwHfffSeeBK3XQZ71ojdAnv/hfVE0xRuNRliv1+JKnR4DXeSBBMbu+uVyj2R5Pp/vAGJf22pAa3GJHVvas9x0OsXHjx9xfX2NYrEopliaSLn0A0G0vr+GDkb0GTS2hyV8jM9FhEKkJNSPtbjybLGBr7/7dBywu2BLUsznbAeth/UCvSUbPkLowil6scfqKt2u2+1W3GjzsuBvvvkG7XbbSy5J3HO5nHipe3h4wMXFBV6+fImDgwNx3890XPjM1m+aZAnLfIbaxiVfNfkhq7a/dYM/FUjZRogBR2m/095laXQXeNq3zK7OH+qEVvGkkcm0euCq23A4xGq1ku31kJKKKYN+bkF91gH22xJbl7FtGgKaOk5fHw0pfPu9a3KKyUtsGP1Oj+vYSS4kronEV+e+dF1g3DdR+UhkVmIVK74JMia+LCD3SywSMB7XIkVannTftO1jwQf/ufqW7fOMwx5Ct/kluNMgkoeVeYiYK75Jksj9H71eD8PhENVqFa9evUKn0xFzqti+bctLYFmtVlGv1+X+Dk26KNbLliveEOHMIi7CvNlsMJlMMJ/Psdls5AzV2dkZAMjln8wrv+V5BeDRU9YPP/yAn3/+GYvFAvV6HScnJ3JPEtvPYgT+WywW+PDhA/7f//f/xQ8//IDpdIpvvvkGf+JP/An88T/+xwX401ObBrfL5VJcpq/Xa7x9+xbv37+X+4AODw9xc3OD+XyO+XyOX3/9FY1GA5vNBi9fvhQCx7NZBNIaJLPu2LYkFvzt0sk+fOEaH7av39zc4N27d1gul/juu+/w3XffyW6WNWVi/9e7GPl8XtyS8ywL381mM9ze3uLk5GTHVTPf+3S8K5++csb2T1dduMLYerLzk3Zhrj276bbTZ6K0HuIz+9yln3RYl+tyq5dyucedm8lkgh9//BHX19fSNt988w0ajcbOuNB6IJfLya7lx48fcXV1hXw+jzdv3uD4+HjHsYyLfOl8ZMXBoTnM9+0/N+RHdxzX830kawMxPf3+KSDZNcj0cx/4cBEEm79YpeGKX4tLMdnf+yijXO5xa5akh+5gdV6yEhafxAykULi0ePcFB66+nAVghhRBTJld5DIE1H3AKGt+Q6BLx+ObpNLaKUQK+X2aEg0BCd+YsGDaBU5iQKdvRS+tTK7nOo7YctrvffXlAtEuIhiTv1D6+pmrTm0/dqWp3+l/9ntdVpcu1YCE3+kzHLTtt/Hx92q1kns/aA6kPby56jAEAhkvd654V1Cj0ZDLMy3wihWffkzrw6764vuDgwPM53Pxlnd4eIjXr1/j+++/F2BGcx7t2pxkgSRoOBxiNBpJPb548QLn5+fI5T7dSs+wBHU6P+PxWM759Ho9cY19cXGBWq0mlgkE+NpTFwGmNotcr9fSrtyZyuVyWC6XuL+/x88//4xqtYputytEhiaTmmDY39aMiunZPq/7oquf6Gf621zu0SSLdXl8fIw3b94IIbeeFHUcOi6at9HcKkkS2WH7+eefcX9/Lxd96nxm1Qu2bLaPWdFj2DcOrF7W71zkDICMdxfZsXHr3S4btz07E3LokMvlPlvkZxvx7yRJZEfz/fv3mE6nqNfrePXqlRB6a7qm+x69vA0GAwyHQ5TLZTHJZf7t7mRI74bmcSuxOG0f+arJD8UH9O1kZsMC+wGorI2VBQS7gKcLkLrSfUo6T5F9iaYdJPQxX6lUdlZQLQAIAeZ986IlrS5doGOfeFzhQ7IvaNT15VJKvu9DCiwmn1nCxOQjNu4s4huv+451Xzyu8Fnr0wUQXLrP95vPXJO8zVdWXeJL35VWqA+66iQ03l3phPIY8z5Nr2iA5wqr28iCQx0fV/h5AWSj0RDX2BoEpeXRBa74u1qtyrkK2vXbVfu0fpl1zMUAT/2bK8uTyUTIxcHBASaTCRaLBZIkEQ9XBPw0LeJlmpPJRMB6oVDAxcUFvv32W9RqNTEh4pkanqkAIF6x6J3v48eP4t2tXq+j2+3KeSO61rakKZfLyf03p6enQsS4K8W57OHhAbPZTEgYd+NKpRLG47E810AU+GRGxp1A7o5pD4W63VxjjIDdknoKATTj4kH5YrGIV69eyVk25se2pwvIa5JYKBSkLqbTqZg20j1y2vgLPbdl1hLqh65+nqZr+M4SE6ZFUuMicrrudRu7iCP1gs2jNtXV3+q8ac9wmmz/8MMPYor5O7/zO/j+++9RLpfFlbbWV/Z/Hkegi/JKpSJ6yuZNl9eWz1XflrCH5nufbtJ1FytfNflxERfLiv+wZZ887DP4//8msYDZKr1cLidekrQysd88F3FLy1NInjMPsXG5+rlL0iaTEHhLy5uPnOu0shCyfSWGwD0lzhjJEi42nyES45qgY4l66Nk+4upj+v80smK/CdVPqKwxi0OhvIeehcSVrovw+b6lmQiBc6lU2tk9iClPCPBp4E1dyjtZXGDjqfrM16ahMAR6NIsCHs/fTKdT/PTTT+Ke9/j4WM5/0mNWu92W+BeLhZwTPTk5wcuXL3F6eor1ei1khud9eOZE52G1WuH+/l6cTrTbbXE6oRcdePYI+LQqfnBwgNPTUwCfzq12Oh0JR8+B4/EYvV4P5XIZ9Xodv//7v4/vv/8e1WoVvV4PpVIJk8lEzvNoQsI24wWhJH8kthYE+kz+XWBSg1a2z3q9xmw2w3q9RqlU2nEUYc+76ThJMLmDpXerjo6OUKlU5PwPQbcmlE+RGAKVJY6QhMa13RlzzXWa3GgiZXdQSHotydC7gXzHRYQkSWTMc2Hg3bt3+OWXX7BcLvHNN9/g+++/3/HUxrCW3FNWqxWm06mQ9mKxKO6xXXUQS3zSxKdHfPNAFvmqyQ/gX+2wCsEnaWw/a4X6Bk/MCp4NqyeJtDL44ttHCbjyquNxgZS0Thpbj3bly6dks8a7r/y203nOuLLE6QJxsXl7rjpyjcNQnM/RJjHjz4bP0pddYDhrHDZf+nkMWfgSfddFWDTh8fWffQlb2vOYFd7YeF1xufo4y8s0+M4eWndN/sDuofnj42OUy2UkSbJzK3yMaKBh+wsBjc6vq8wx8cfqAdcz13yh5+lisYhms4nlcikH+ZMkEdDPe5Jms5m49OVljgSCdENOL3q3t7eYz+cYDAZC+khEeFlnsVjEdrvFZDLB/f09VqsVyuUyOp0OKpWKmPvwQk7tGEETAjoEoBc03TeYp5ubG5RKJRQKBXS7Xbx8+VJMHI+OjlCr1dDv9zEajTAajcQCgm2w3W4xnU7FhI9uja1TDguyuUuk79Rh3Wt9xB3I9XqNDx8+4P3791gul2JyeHR05PQ8yHfL5RLL5RKbzUZ2iTT45bcE/rpv2b62r7j6mV3oi12QjcmL3mHhN2wrOy7pnIPPuAupd/D4rdUtuo1cbs21MD/01vfu3Tv8/PPPGA6HqFQqQuppVePSH8wDSdR0OsV8PkehUNgZN1ZPhXSnlhgyk/aNSxenOYTR8tWTH59YDycuIEIJEZYvAR5CK5y+/GQBQc9BgEISG58LIPkmaj6zqwZ2cLtI2HO2T4jEpbXbc6bvykMM+I0FxVb2rUMfuMwKOLNMOE9pb50v27dcCyn2t+5zaXneN5+++kzTY7F5iAWzMRKra3wToB3boTzFjD9bNt83Wci96ztfXkPj0vY9Ah2aBxUKhR0dmFW3MU3tcUk7ebDPAf+inH3H31nqzRXW1T4HBwdoNBp48+aNeMg7ODhAvV5HPp+XcyGbzQbL5VIAvT5LlcvlxJkEz9tsNhuUy2X0+30MBgMhgaVSSS7Y7HQ62Gw2WCwWAiw3mw36/T5WqxVGoxHu7+9xf3+PUqkkHvgWiwVarRZqtZrkoVwuC1hknRPwso1J2kh6efdKvV7HxcUF+v0+JpOJ3IVDwsEykxgVCgVxFe06qE7hdwSyISdQBM2TyUTOPdE9OPuOBd8k6wAwHA5xf3+PSqWCWq22c25Eu2bmOTg6AtG7Pi7dq/tfWl+z+tE3Z2bV2aFvdL1b0uLy1gZ8ahdNRPmc4bhT6yoDv+dODdPTFwAfHBzg6uoK/+Sf/BN8/PgRR0dH6Ha7n91V5Vq4YTo873N5eYnVaoV2u43T01NUKpWgV82YetPpsH7SMKEvvn3mtD8S5EdPFsBuZ3QNglA8vme+hmF6+tk+LJYSYslsePs7K9DNKk8lVrbDuurUKgzrujM2LZfExmHrMutk71vNeI4yWEkDdKF3rn6k86nbxLV974rbN9nsQ/TT0qCEVo985DVWEbuIh5W0/GQBrmkg1BWXbzJPqwf7bp9xZsG8jjOkw2y4rMQ5RAztPODLd2zZLMFNA1iuPPn0pZ3UCY41EApJGnjT6dgzSE+Zn3Q5YuaCmLR4NqbT6cjZEJ7FKZVKcj+M9qSVz+fRbDYFmNfrdZydne1c+Hh4eIhisYhGoyEEhGC9VquJCR3BI91Ss/7piY+EhGZmTOObb77B6empAFHg87ulaLZHMzWSHZaBUq1W0el0cHx8jF6vh8lkgsFgILs7JCX9fh/r9RrtdlvO4WiPgHaete2ozwgxjF7lp0vu6+trbLdbdLtdXFxcyDt+q0nQ4eEh5vM5rq6ucH19jVevXn3mnY/tBjyaKNKsTzt4eOrYdc1xnMN8fT9GV9k4XeF1PBq76DzwolgSG50vEsMk+Xxhgt9TN5Dkk9RqfUSiSQL/008/4erqCgcHB3j9+jV+7/d+D+12W86PsU2Zhk6HaY/HY9zc3CCXy+H8/BwnJyc7l/aGJIYYufqsfufCJba/M5w9zxiSr5786MLbS5p0mDQGGgIuPiC1r7L3iQuEpuU7JPuCfl/4tDjs77TJNqSMtEeVWEL5HBLTVygucvMUcZF2X5ppebJigZx95/odC5T2kRDAteID+a44Q+W38ek+GgKcth72ae/QpKl1mF2Zje0HrrZ1TRz75DsWIPjy4JIQ0cyaP9+zGKCiw+2bj7T68bWBri9tghQTl/1tn1vCY0HFvqLBWUhCOt+SPgp3gAqFggBDEgd6VuMzCkFkqVTC69evUSwWMZ1OUSgUZJelXC7vuKfO5/Mol8viTTSXe9yROTs7Qz6flxvseTZF16UmVtpBAd/7ykvTJuapWq2KSR/PIrVaLZyenmK5XKLf7+P/+X/+HzSbTbRaLeTzeYzHY4xGIzQaDbx8+RLn5+efrb4zPyR7JBg0vdNOhFykYLVa4erqCtPpFNVqFa9fv0aj0fisHmz58vk8VquVOJ44OTmRXSnm8fDwEIvFAtPpFMvlEvV6/bNFzqf0Ud/4YRo+naPLof+O1ZncvV2v18jn8+LSm8TXjheG12fGtKl/oVBAuVyWNtSEhKSFF9zWajUxfeRY4g7hu3fv8PbtWyRJgpcvX+L3f//38fr1a9Tr9Z0LUS3h4fmsQqGAXC6HXq+Hfr+PJHl0AlKpVKS+s5ANK7rf+v5Pm1N0u+ZyOVmEiJGvmvyECEgaiHjq5OYDkr40XQM6bSXBls+y5H3E971OK3bQx4az7Nz3rau+QkrqS0po8gbcYPpL583VPmkkPRSXnrjT0uTfIUKdBWj7+nhMe4cIYlr9+/p4Wj58+d5nEcS1MMNv7KphbP5cdR8aQ7H5TSPAae2VRkZtezwX2X6Kft+nzkJjL1b3xy5suAhPGtmw+dFxhcaTSyxAdcUV+tb1zBIL7Y2NcWrveDbPuVxOgKAGlgRwNBHSix25XE68wzUaDbx69UoumNXmRAAkPw8PD5hOp5jNZrJzZO9NsnXAPB8dHaHVaqHVaqFer8suAHeSyuUyTk9PZbep3+/LOadCoSBe3njBZK1WEx3OPLjOm+VyuR3TNd0G9ELHcNPpFKPRCADQ6XRkN47EU8e/3W6FANJEa7FYoNfr4eTkRLzkMdzDwwPm87kcnK/Vajvnmnx1uO+ck6b/XDo2dv5geB2X9mpHggJAyDz732q1wng8BgAxH6PwbFaSJALk7RyRJI+OLx4eHnacXrCuHx4ecH9/j19//RWz2QzNZhOvX7/Gy5cv5RoR7ZSB31kiATzu0g2HQywWC8kbdyxdzg5CbeBbqLHhtFhC6gu7z7zxVZMfwD+JkCUD+63UPgeQjQECvgktdgXkucBCVpKRhfiEgI1PeWVZefmSkkaCAP9gzkqKQqsbvnqKyV9MuBAJ31ey9JF9vssK2mLykLW8++iJECB1lWmf+gkRs5hvsxK62HdpYCUUV0wbxeqtNHLiyrsP+DynpNV7qH/4yuTrb7FzTFr+7DsXiHKBGNe3+uA+v9PEKEkSIRIE/jruUqm0s9Jv49WA7+HhQQ7oa1O4drst8RGAEtTSxG2xWKBUKu3cdeIS1nEu93imq9PpYDqdolKpyP03eleq3W6jUCigVqvh5uZGynpwcCBe4rrdroTzmSrZ9qYJYbFY3MmbPm+2Xq8xHo8xHA5xdHSEs7MztNttMWuzbcr/WQa2yWg0wuXlJUqlkrgaZ11fXV3h5uYG+Xwe5+fncgEt85FVD9tvYuJ4jvnCxn14eIhGo4FGo4HJZILZbIbFYiGmjpoADgYDDAYDHB0dodlsyi4gwxweHspZs2KxKASe9XR3d4erqyvxbEgSzPiHwyGur69xfX2Nw8NDvHjxAi9evEC9XgcAcWLhWlzT5dputxgOh7i5uZG7gZgfXz3avpdFx/jmcx/Gf6p81eTHdXiPlaRXULUJFRBezfSBTv62YZ4iPuKj8xIzmNNAg+8b3+qrjTc2DV8nDZEe3+8/TIkBQjqcr41iAZKttxA4SEsvlN80kPecBCitvzwncIzpX77w++YjdqL2AdNQvp5j0SHt27Rx7CufC8zGphfTl3z9JrQqGKs7rC5KI0AxZEyHSWu3WL2yTxwheQ5d6yONrvehsC5gpMPoA9+u+SlJkh2Qrw/TcyXaEju946PT0uZzSZII8NSLptojn84jTbasKZgLMyRJImCzWq3u3JnDFXjmTV9GWy6X5a4drrprV925XO6zS1+1FzW+5/konjfSxNCSQ96tVCqVxOEEd6ZcbabPVjWbTdRqNTF/e//+vZgxLhYLIVaz2QzHx8eyexWa79J0RqhvP6Wfx6THsCQt9XpdzmyxzrRJG+95urq6wnA4RKPRQLfbRb1el/ck1Nz5Oz8/FwJ8eHgoBPL29ha1Wg1nZ2fiJfLg4PEi3evra1xdXWG9XuP09BQvX75Eq9Xa2eWz44XjiH2f+WabPTw8iLmmXqCwbrhDxCWGxPjI0nNjb+ArJz9WQsQlDYT4Vm+ygo0sjeMjVvaQeQwwzjKBuv6O/SZrGN9g+FJs/rnETtJa0gan7Wv79olQGF2HMWTIlWdXXp9TQkB5X2X2nJNbaCw8ZaXKJa7+5AP0WUC9S4fo57HjUscRSteXni/dtJU/nz7bl3TbOGxes5I2fhNDgHT8vrjS8hkSSwpsei6Q4Yv7Kbb6rvTs8zTQ41to8c3DjMdnFkqC4uo7dtdHf8P/7ZyrPZXp9Oz7UH51OgSdR0dHQm60uZmuo8PDQzmPlCTJDvHSZMfmSf9m/nge6vz8XNxj6100bV64XC4xHA6RJMmOJzu9M8UyW3PEUqmETqeDFy9eoN/vY7FYYDAYiDOL6XSK8XiMzWaDarWK8/NzHB8fi4mYJa52wTqtfpmvtHHt6gP6eVpbuvQbiUQu93hOjE4zJpMJjo6OZDcSgDiTODg4wMXFBS4uLmQHj2aP8/lc6nA2m4kHRAAYjUZCri4uLsT5gDZ3e//+Pfr9vrhUJ/Fdr9dYrVZykbDub5r0cyzRjHG1Wkn70mxOjxdLgFz1mGVeiZW0uShN/siQn5Ai/lIALwRi0r6x4fXqlXZN6VIEVFyaqds0fJNPDBjygZp9CUuWSTktbt8k+lxEykdcXJNUiCC5JEtdxYS3E5+rfm2e+SwNaITyFgIuOt++torpj1p8CxlaAeuwT5U0sJslnrR4bZ3sSwqfo9xZyJMO4wqXphNDYNhHJnz9zvXbxucCSPtMuPtKWjlCz624dHsM0QgBELuAFtN3Xe9jQI+rb+l2s2n54rZx2Da25xh8wh2TtMUQDfY5V7vyY8mUdRPN1X2bltYBBKT8TYBJAgVghzy59Dnfk2wUCgWUSiUBysQWPLczGAwwHo/lLheaU+ly2TRoBsiLaIvFIq6urnB5eYlc7vFCzNVqtXMupVgs4uLiYuf8yT76QL8P9WtXf9LxZh2Pdp5Nkk8Xm9I0kZfr0vQtl3t0gDAYDLBarXB2diZnzJiParWK09NTrFYr8eh2c3ODVqsl7XZ7e4u7uzvkcjk5O8YzOAzP+6oajQZyuRzm8zlGoxGm0+mOuRsJbKFQ2LmUVnuMY9hyuYxut7tzjsvqWh+mSKtHl2706awsi0Vp8tWTH5eydQFXvnN9uw9wyALis8RJl4j68ixNgLRi1cpPH85MW9VL60yxisdVb1rZpE3KoXiYnqs9Q+V5LnGtEjEtrUxDdR3bv56S/7Rv7cSqv7FKxzfh+4BbqD1iCU4aoAnl16any5qWR18aad9ZCREAX3hXm9i82brzxf0U0uNqn1B7+/KXNn596do4+S62LWw+7SRs49b51WGz1KEttwusp33repY2n7gAMvC5/nHlJfQ7pj+mxeGKS+sA17c+4uMrq82bz+OcSw+kgV3XLk6o3/rmTx950mAzSZKdudoVn0v0To0ldbau+Y/nlehcQV+yqc2xeH/S3d0dptMpWq0WTk5OUK1WnfrHzu2M4/DwEM1mU/J5eHgonva4e8RnjUYD1Wr1swUs/TurXvG1t60nG5dP0uZOW++8eylJEgyHQ4xGI9ze3oq78ul0ioeHB3S7XfnHHcDVaiWXw7bbbWw2GwwGA3z8+BHj8RiNRgObzQa3t7dYLpfimIPE6ujoaGdHhzs58/kcNzc36Pf70v94fo1lOT4+FscTtl3pOESTW036fbupoTp2kfU03ePCWT68EitfNfnRStF2cD14qCzYmPz2ufLwHOG1wqInkCR53H5OkgTj8XinnNqFIu1u9Q6RrzM9F1HwKfrnEt8ErSVrWWLyafuRHnSxW/FPIdX7ig8chfIRUjgUO7Zi8xAbvy9N3zMXOHblwf7+EgTZlU5Merp/+HZubThXWjFtF/tuXz32pUiZq8xpINYHRAHsAEYXgYmVtHKl1YeLWKYRH75zTfZpZbHnYvWKbSjfobqMFRcod4Xx5SGUv33C6LxYkBeKI6Z/+OrP6uF9xoutP19fcpGyJEnkfJDrjh/+Hg6HmEwmKJfLYo7FsyQ6LlcZ2Kd032q32wL6udOkhfcG8dLT0OWrrjp6al+xEqsDLH60Y5fmiq1WCzc3N+j1egAg91jVajW0Wi0Ui0XBcMvlUkgpnWJwN+7m5gabzUbuukqSBC9evMDZ2Rm++eYb2RFiW5J00guc1gt0j53L5cTt+Xa73XFlzrC0PqJL90qlIufc9I5QGpnU/SeL6PrVdezTc2nzkUu+avLjUy52Qkhjlfp/xmvTYZgsoCEWLGpZr9dyqRpvcOZ2ph4k7ODValUucQuVyVeerPnL8j42TCjsc016+4gl1z4QCoQn8dgJPjavscA69lna2NC/sxAPV36ztIUPpLnyrnXBvqTrOSVWL/gmUb6zrmttn3TFGZu/feooDYC43vt0pgVvsfH58rUvoUubwGMlBjiHiOtTiZgG8a5FPl9ebB9jWNc88hR9HuqzLrLlmt+tLs5K0HwEyOYxpDPtcx+G2LfebH50fKE+FiJXxAeWMNOBQj6fx8nJCRqNBmq1mtzRw7tgfPOgHcO8I4ag2fZDbdbPb2hm5WsTKy4976vrmDGVldz6xgbHH50fbLdb2VFhXZCU6B0uTV4AiBc43v3E+lmtVqjVamg2m+h0OqhUKkiST+eNjo6OxOlCqVRCo9FAqVQSksWdpSRJJD9JksjOoL5omXXCsjSbTUlPexh0jcNQGz6FCKXp16xj7KsnP77nvlURX8fV4pugXABln9Ux16SgWfdsNsN4PEY+n8discB2u5XLwbTtL90rattNvZ0dcxldSOxE4Jq8sna40OT/2xbXQLSDmMpJe1xxDe4YspE2cT1F0oCDDpP2bB/xTURfQlwK9g+7X+mxkqasY0mLjSdrGdPC63hj2ixLufSzUHhX3qi7LMhxjc2sdWHz4HsXG5+PsLnmoFBcLn0Ss8ih726hhyl7saJvrITafZ/xFAtSniI27ixtF7Pgo8OlxZWFNKcRh30lrfy+/gl8Ir1JkqBSqeDi4kL6Ec9B6V0Ze3WILo+Ok+FJcjS+0Y4YdH5chMb321WWGBD8FOBN8WEhK3RawXt8LCGzZFITIGI5nrvSzgkAyP1S2jMiz26dnp5iu91iuVyiXC7L+TDr9COXy0nbttttOTeUJImYMB4cHKBWq+Hly5fodDqo1+uSb+uS3taP/R2qq5g5MG0OY5gs7ftHgvzoyca6tbSmSgyXdXUgS150vPqd6xvXoODqCJ/RY4jdHrYXt9l0Q/nMWi5bRp1mSBG4QHkoLR+Aypr/tDb1KVv9/uHhQcwJF4sFyuXyjmeVtLy5gHBa/p8K4m27uOL25TdLGq74nlPSFjZiJrtQPF9SfPUTk08NBGIXF2LL+CXazQfwXWVIyyff2x0M34TqIhi+sWx/6zieU3yELSSuvKQBC9uWnDNIgOyBeZ0fX79yPQ/pDN02Lj2YRoJ0vrJK7Ph3xf/b1Ak+XBAzZ9rvXO9tnK40CVb5TKdPDMHdiVxu12ue3jFy9WniEZe7Y9f8aNPX//vK7Jtj9Xc+0qTzm0b0Q+/S4tBpa0zmwmV6oVv/bf+RcNI8DXC7NGfY9XotZos8N64XR3Q/0JfiaiJl27Fer+Obb76RXR+aKmpLI5+EdJhrHs8aX6wO8MlXTX5citmuGNrO65oA9mkA32CIARguxUeFow8h0jPM0dGRuEDkNrVWUvryMqt4fADYKiJX2Rg+BB5cIMfGyXLZ9FwkyubTPrd5sPlwxZVWHld6egs4l3v01MLDmq6bsmP6UIho2Xhck4P1MkTlZs96ceXctrG2yfYBF5/EAFfX5Bgzke8LAmLi0nnyAaG0/uDKk43XvrPp871vPPr6e8xYcQHaUHvZseoqn++Za+yntY11I5ymd/X7tPMYvrym1WsofV9+YiRUt/Zwdxrwd/Un1/jSbplpy6+/D81Vtq/65gxXPl1nIPXugK+v679dc44rXV2GfeZt5i1UJ6H8xo4nVxlc4WPijJEYfebCQy7iwbbTuwCu8oT0k04nrf6sLoiZH0JEKUSS+Czr3OSSmLI8PDx8tpsTmodsPDafVie68JY2f9PkhOnauy8ZhzVDBLCjU+j1j0TZjiOLM3SebJ25+n4MtkgTm+8Y+arJD8U32Pl3GgDh89j4syjdLJ1c509PIvQAwp0IPucqAPPHw4P8rScnXW4CZMZhFaGuM5u/kCmdHaS6Q+rBt099Md82bluPvok+LZ/6GQe3vvjt5uZGCKa+tdqX5yyToVVitnz6fxJjmreQjFHZ6nLpVTm7mu6bNHz15fvbBcyygjrfxBfKl69f+/IUm+ZziJ1U9YST1i/T4nLpC/0upkz7ltuXl5h0bZvEjg9f+UKTp2s+CI3Rp+h3l8R87yMZvjh8ZWCdcC7guLcmSr54QmA5rTyuNtQr2fpbX137xAXOfWFCcdg0075xSUw/j5l3Ysse059d4bKARNfztLxboBvqr3ashghI7HiNkSz6NaY9dHldcbji0n3B1oELm/rSdI0h1xxrx4qd7+w4sGXwOQLT4bSJnZ0HbD24cGOavnbN2TZ+m/+n9BPgjwj50eKrfMANhHxKyzUoQ43ukrSGSQOISZKI+VuxWBQvG64tSt05tWcV7RHO5ltfmGbjsR3L1pUlWK7O7hq0voHhUzChdrTl2QdEh8Iy39PpFJeXl+L1hIQjZoLOmq4loHzGf2wrrtbYg4ckOkmSiCmDjn+1WgHAzvklW27KPiAhpLQYJoZ47QME95G0/rJv3i1gSgMdPrAYm/9Y4uP69ktJGhAJkRJbH2nx6TgZ1jdZWj2WBmxc8fvynAbGY/ttbJ50fnyeqELkZp8+EPreVwe5nPuC0hhA6nu2T5939afnAlMhCfXHfcRXx760n1tCO3yu9H1YwubRtqt9rp/FShphCZUhC57I0pd9c5rWi8/ZbrbO7fizC3M+LJal38XmS+dvnzGh8VKWvHz15EcX2nXngW7cGDb5pZSfT+wg13nQK/TWXaRWPi7mrA8WcmfA1/n1Db+53KftTZ0WO6VdAcjlcuK2kc9c56xsvnTegV2zPysusuSqxxCQcSkXHc6SjST55DoySR53fw4PD4U8+BRd1v7j6ou2T+v7IXgP1Gw2Q6FQEDttnW8eVE2SRJxgMMxyuRR74EKhAOB5bnsH9l9VjIlT93PX5Jg2MWrw5Yo/Blj74nU9c5EmXx+xE94+OsgFMFxp7dsOTwHMoXLbcK6xGVMfz9HH0t7vs1DgIlyxYnWajisEREK6KAuY8+Vpn7C2HDZ/Mf0+C2mIaaPY+ksrcxpodLVhWvh9dUDab5/+CxHl59AhWcfMU9Oz37vSyroQEcqL1d2hPPvITWjuignnCpM2D+jnrnNbOixN7F3x6Weh/D2lzkPfunBwmnzV5CetkjVh0DsavvMOumFd4N3G78qDnezSxDfR6zi4+6PPoej07O4Ov5lMJnh4eECpVEIul8NisfjMkUKxWESSPN4CTVtx4NHltjXrsr76rT2+vUCNYSwhck0Mus59k5RNT5NEn0mdCzBYEhgCF7lcTi4hOzw8/IxEMo7nIM2hyZl5XK/XGAwGuL6+RrFYxMuXL9FoNOQc2Gq1wmKxwGq1Qj6fR7FYRD6fFxLHfrHZbJDP51EoFD4jnaGy+CZP1ztXOJ8iT1Ns/D+N4GaVkJK1QDxGIcdOTLH1liYxpC/tWejbNNAQE78PZPriTpuo7bch0p01b5aA2XzpvMT0XV8ZfHnKCg5C/c8CIP3cpwND+QgBWF9avjiztrMFaaFLTkMSItax4zCmrC6AG0vuskhMu6V9nwbc9fxgy+PqO6F3rnqJbTP+7apTn24O6VpXH7B53Vc3Wxxo5y1XH4qZA7PoeV8cOn/62yy4xtZ3aBy52sGVJ9fvWNmnrb5q8pMmBN0ajFNCDD4tTp/4GjhGrNcPEhGe8fANEiom7tzQ489gMMD9/T222y3a7TaOjo4wHA4xm82kTorFIsrlMh4eHuQGaD0QeOswzxLxki2C6OVyiaOjI7Tb7R1HDEmSiPchPYA0IdLKlN9wJ8KWke3oUiQkZBrguxSLNRW07/TqBt/rsnK3ZLlc7ky+uowWnGuJfRYKm8s9enQZDod4//49Dg8PUSqVUK/Xkc/nsVwuMRwOcXd3h9lsJn7+uTvEO6Q+fPggpnudTseZB10Haf3a1S66H/kmyFA8+ttQvcSMV12GWHCWJQ1fWNaHnQjTJgr+r793TTZpk3cojzEkwDcxWV3kAzJppMcFZLJO4qE2i4nb1ediJ1EfuLP5oo5+DpLrGxO2j4eALP8Pja80QKPTjG2z5xpftpyhdg4BLh8BiwFpofw9x/N90nCFs3Vk+4Wvf7jERXz2yfe+GGnf74DPSZev/2QZ+/YbXbf79JdQ33P1U1d+08iEHrOx+dX4JlZsW7u+d/WHfcmQT9+F5KsnP1aJ03wqNMnymf47ZtJLA1H7Dk4NvHO53YsN9eF2TQKsK1M6Q0iSx3uC7u7ucHd3h2azuXPBVpJ8uum33+8jn8/j4eEBjUYD5XJZdje4QzCZTDAejyUNEgEAshuyWq1QKBRQq9VweHgoxIgXpPH3bDbDarWS/GtzrmaziUajIUBd1yV3oVhPBBLaDIz1qD0dsW70ORhNwCyJ0t7cGJ+rnyRJ8hmhtruG2pGEfh4rVknpb3nBbaFQQLlclpucF4sFxuMxrq6u5Ebo09NT6VtJ8nh+6f3796hWqzg5OUGr1ZI+EEMkrKJ3gX0tIdAUUvQuEmVJkVXeekdXH/5m2XQYqyN84gOzOh++crKPubwDxnwfmmB1Grp+LNlK63O+92n58hH0NMCcFkdMH3SlGwrjq7sQcHeVJY0gufLhAua+MqbNUSGx531c6egyUC9qsToxDQi7xmjadzpvWedL3b99ccY+d+U1C/nLOq5isEVaHL5woW9CfciVR/3M57JZxxUaPyHRejpW0sacTwfzncsJSJY52Se+vmzHkyvfvvbx9R+fDkqb00Lp+I4auPSfT4fZOdFiHxdesHHb/KXpSTv/Z8VYXz358Qk7OwmFnRRcjReq7LSJ6yn51P9b0eZcSfLJmQHzQlMz3Tlns5lciEo32KVSCZVKRXYqhsMhfv75Z4zHYxwdHeH4+BiVSkVI1mw2w+3tLSaTCQCg0WjIzcQkMAcHB+j3+1itVqhUKmi1WqjX60KAJpMJ1us1VqsVRqMRJpOJKFSaXOldp6OjIzQaDSFgLM9qtcJ0OsVyuZR/h4eHOzcTA9i53M+CeRIgEjjtgY5Ehmd8qtWqECttJqjJp61ztg//pkMBTbxC7azF9k/d7rzYttVqoVKpoN1uC8DP5R7PXzUaDQCQW5l1PpfLJabTqdwdEDPB2rz7xkAsqAs9DwEQnUaSJLIjqh036EuA7T9+p8ecdhtu03eRE9+kZBW2HbMWPIfKbV1D81movmIAa1aJIT6u+gj1n+fWnzES6q8hAuSLxzcfZJlTsoir77rE1RYagLmArQ0fAlA6DV0HvvSzigVbPhBk9a8rjI3Dl05IXAToS/XfLCQta7yuZ2mkIyvJShPf2HD1aVfbx86brn7pyoMr3ixtq9NwEQXAfUfZlxIXxrV59dVLGplJ03MuCYWxxPc56igNm7jkqyY/volfD27bKazCjK00Xwd4DrBhJyWamJE4ELAT0GtXpuVyeecmXxKX5XIpq/vtdlsu5+RAPTw8xP39PVarFebzuZwDOTo6wnq9Rq/Xw83NDXK5HF6+fInXr18jn8+L6dt2u8VgMMB8PsdsNsN8PsdqtZI0lssl7u/vMRgMkCQJisUims2m5FHvYJFEbTYbFAoFAewEspvNBoPBQIgWAHE7nc/nsVgsMJ/P5TnBMP9tNhupE+5ALRYLuUAMeNzFOjo6QqfTEd/2rDNXm7vItPW/r/ugz6lAGmi13vdKpRLa7TZGo5Hswq1WK9nNK5VKuLi4AADU63U0m80dkE8ySeKgL0KzgMgqzbTJ31U/9nmorLZeXMAjSR5NQjlGttutnGuyCl6ns16vkcvl5Pybj5BwfMWInfxsH9C7TJqg+cpqiZrWV2kTRRqRTPvG1oOPFLh0rW/S3VeykpG0PLri9U32aXHzXRoJcfVf/XdaX3D9beOKmYNix5qrzkJ53Gfec5ElXx3p93p8uN758mj/tnHE5DXUh9JkHz2XFs++YywN4LrS+dLiwmFP1SUWrKeVwxcu7bmrDK4wvvRDZQvNnb7wvjmX7229pKXv0kE6H/u2TVpZnipZ4v6qyY8W30DWvwn07G7KUztr6Nu0CdoqWYL9zWaD6XSK+/t7rNdr2UXJ5R5Nu/L5PGq1GtrtNqrVqpyXIfFIkgTlchmNRkNu5+XZoKOjI3S7XTm/MhqNdkzu5vM57u7uMB6P0W630el0cHx8LLssJGLb7RblchnT6RSLxQKLxUJA5WazwXA4xHg8RqVSQbfbxfn5+U455/M5xuMxer0eptMpAKDVaokZV5I8rpovl0u59LVer6NSqaBWq6FcLmM0GmE4HGIwGGCz2aBYLMo9PLnc4zkXmoONx2Msl0uMx2NMp9OdVdHVaiXuxOkhrVKp7BACqxD4m7s7JK4E14zHOmrw9QWX0rHpaJA9GAxQKBSEBJGIrlYr2fHTZ950X9OgWt9ZxLRdK8O6T/sAia+esoIIXef6n87vaDQSYkHTTuCTG3BLfgGImaCuD5cppG0TV13YyYbtr83dOF5DrmF1Wa0pJcvnqx/X76yTSwxY8PVbC1qykAYXYHhOcBl67yL5rok+FnD7+rhvPgp9a+eGNCDyFHG1YSyZCukAKy7QmEYidflt2dO+DaXtkqfU5XO1SdrcwLT2AaAxYNua57JvPJc30H0lKyFKG2O+91nzpPPluvgzS1xp4tMRoTh9/TJtITb0LqT/YsQSsOcaO1n0AeWrJj8uFstK0K6b7S6QS+Hz26yDwA6q0ASon7n+1kIQxb/n8zkWi4WAKZIaemkrFotYr9cChHO53M4uCM/N0Nzp6OhIvieoJCAkiCaBqtVqAiKT5JP75CRJcH5+jslkgru7O3Q6HTSbTZTLZWy3W9mNaDabqNfraDQa2G63WK/XYl6Wz+dl52K5XGI+n6NWq5ymcNIAAQAASURBVCGfzwuYPDw8RKVSkTt26vX6Z+eLBoMB1us1ms0misWilGs6naLf7+Pm5kbcQx8dHcl71vNms8F8Psft7S2q1SpKpdKOAwa2lXX7zR0IelkjyO52uyiVStIvXBLqB3YSYl554eqHDx8wn89RKpWQJI+7fZPJBNfX1xiNRqjVathsNmi1WlKf3EW0gMyCdpu+634O681PTwC2z+vFBhd4colLQer6n8/nuL6+xnq9RrfbxYsXL1AoFD7TBfTUNxqNsF6vUSgUZHeP5o96nJFIkcC6TBbtJMoysy9Y0Tu11mOiDccw2iwzSRIhUC59ZUntvhIC/lp8JNcVTyicLYeN/yniI1mhNFzzif0mbeJ39Y1QOmlp8t2+dWLrwUdwYtrb9zvteVZJqwubltZNseRrX4kF4FnjBMKgfd80fYsKVm/40g3lOYbY+75NE99ClM2jT54K0tMuCXaNef3uKWM2VmzbhXAm3/MbX7lsPD79FNMnXXj6S+j6UD5D8lWTH+BzcESARKBgz8S4OkzsaoILkPJd2oqY67vQYD44OEC1WkWn0xESMhwOxUVxq9VCq9VCuVyW1ZkkSeSguwaK+sA3iRFNvmhiRtM5vYNBb2K8T8aeX+E5n2KxiMFgIIQJ+OR4gmUhuWL9k4iREAGPCk+v4DM8D/fncjnk83lUq1VUKhU8PDzI2aHtdisung8ODsREb7FYYDAYYDgc4vDwEMfHxzg+PpY6W6/XstPV6/Vkh2ixWHzWZrq91uu1lIngutfrYTAYoFwuo1qtOvuXiyyH+oMOSxLMHbXDw0Npm0KhII4Q6O3v6uoKb968kXNUof5MMsf0CMC5iGDvimJ4TYYI1rVJGc9R2TBpY07Xua4j9o/NZoNerye7lmdnZ5KGLit3fe7u7rBcLlGr1dBqtXb6mCZAts31eLEkTp/NeXh4ENNKlo/1xV1AC9Js27NOmS+9i8izeC6CmSSPixs8N2d38nySZcKw/d/2zX3FN0ECYQLzlElzH1AUGqd8FpMnPe5884d99hyENi2O2HCub/ZNa580fWn73rnq2vdNqL51X3eVO40Qur6LxSGxQNqSmVB8rnz6wrvexQD8GL3gy6slFFnjZbi0RRAb1oXd0r55im56rrEdIhRpONSVJ9c3rt92HgrVWyifPlIU29Z2/oyRr5r82IlEgxQeONf2+5YA+RrYKmWrQHV8afmyz+13miBosybuThwfH6NUKqHT6WA6nQroLpVKQlaAT8CSq8/WMYIGqSSF1WoV5+fn4u2tWq1iPp/L7hF3iJh3rpQT+BHYujrq0dGR7HwMh0NcXV0hl8uJQwSe12A7nZ+fyy6WBqPb7RaFQkHKy7LRzTZ3oXR5mT8CUpKSbreL4+NjXFxcCFAEgPl8jkajgVwuh6urK9zc3KBcLssuVj6fl7plufl7sVig1+uh3+9L2xSLRRSLxR0iYCeL0EC3kzXrmcRnOBwil8uhVqvJjlqr1cLZ2ZmQgV9++QW3t7e4ubnB8fExarXaTv1oZW8JFsF0kiTShhRtWqYvw2WcmvgQtGvSwL/t+Sg7Llx1pd2pbzYb9Pt9TCYTnJycyI4L25S7lOv1Wogp3YR3u92d3UyaVSbJpzNoXBTQO5XsbwynFe58PsfV1RUGgwGAT7u1h4eHePnypRB21pEWlpU7kLqvsS/QE6MlXeyLbC99ju0pEgKDaUDSht+HbNg8+CQGPITAbJa8xMQfA/xdccU+C4EW+01aO7jy7dJPrr7gA0A+yQoIbR9LIweuv+13sUDKJ7482Lrx1aElJ748u+J+7ry68pn2LlTPMRJL4ELfZgHD9vdz1XMa7nvK9/a9T3dZ4pXWp1xjIKsODImrr9ux5+r7IfLowkVZ8pEmXzX5oViAb8/2uMAegYKWp3aAkMQ0vjYv0mZvBwcHKJfLO57NdJz8m//0qrHLzS4BHQCUSiWJnwRMkw9r8qQPx9v61AOxUCigXq9jMBhgtVrh9vZWVuzpHrtcLss9NHp3Z7FYfHbmhCZ9i8VCVrmLxSImkwmm0+lOeYFPOxfr9Rrj8RibzQb1eh3tdlt2jVh/pVIJJycnmE6nmEwm4gBivV6jVqsJgLer8gDEXG+xWOzsLNXr9c/aKK1/+J6z3mnW1uv1UKlUcHFxgW63i3q9Lg4gGo0GJpMJer2e7GhdXFzITpReGbFmVKwzkka706P/plkjCZ/2bsc41+u1kAj9zgesdP+x4XReuctHRxvT6RTT6VR2QnU6PAvFhQOWi0RiNpthMBgIAapUKiiVSiiXy+JlcDgcAnh0INFqtWQXRitpkpLlcinE5/b2FkdHR2i1Wk7CQ2Hd0EsjCdl4PEaSJHKHVbvd3mkvEjWenTs4OJD8xQDSNInpu66Jyzch+77R36blYV8wGJIswMpHCGPjzwrifPH5AIMv7VB+fWBDz5u+bxh+H3ITGvdZyugSm6fnAndZiLwmPDGg80v07ecU39gOjefnwFTPVS9pY+8pBCgrsQrlJcuiT4jAxuTtS4trISNre/riSCP3afIk8vM3/+bfxH/6n/6n+It/8S/ib//tvy2Z+2t/7a/h7/7dv4t+v49/+V/+l/Ff/9f/Nf6Ff+FfkO+WyyX+yl/5K/if/+f/GfP5HH/mz/wZ/Df/zX+DV69eZc6D7QT6fI/LzTXzmKZcn7vDWKBJCR0+4y4OV9gfHh52zIi0aZJWtHQVzbuAWB5N+PROUS6XE1M5vaqs/+l4+J6/mTcNlrlzRTDOMxr0Krder9FoNHbICJ0OcJWd5mfj8Vi839GrXD6fR7lcxng8xmAw2CFjOp8EwLlcTshWknxyCsF+cnBwgEKhICSCZoCa6NHZA/O/Xq+xXC6FQFUqlZ1zT6wTVx9MWwHRIIB9Zzab4ebmBtPpFKenpzg5OUG9XpeVfpJY7nB9+PABt7e3GI/HODs72yHWrBu9M6Xvd7q+vsZyuUSr1cLp6SlarZYQZbrLvr29Fa9zNDWkCR53D9vtNl6+fCnmeJrop40xu2ih88780ylIr9fD8fGx3GXF8TEajXB9fY37+3upR+7KHR4eYrFYYDgcCjlqt9syVsbjMS4vL+U8WbfbRT6fF1fizAPJ/unpqbiT5zmzfr+P8XgsJp0uczSmt1qt0Ov10Ov1MJlMJF0S6uPj451FHe4s3t/f48OHD0LaSDj1OLD16pMYcJN18kqbsEJx70M20uQpccWQCNcz33zjm4ueI38hgKZ1ki/voec2TCj/WYCZiwyE5uvnBsah9/uA5ljy6QPBNp6s/eQphPG3Kb/NdENk1IbLEk/Mt/vqZZ+42ixtQeopfSitj7gIssZiIX2YFl9auKz1tzf5+cf/+B/j7/7dv4s/9af+1M7zv/W3/hb+i//iv8Df+3t/D3/sj/0x/PW//tfxr/1r/xr+6T/9p7Ia/pf+0l/C//K//C/4+3//76PT6eAv/+W/jH/r3/q38Ad/8AdOz0Yh0RWtQYE+sOarmNBKc1pFZmGxaUrfpk9gqO+Y0aK9WdkOZkmW/daeB2I8XL3nDocmMtr8hu6wdTl0PAx7dHSEer2O09NT1Gq1HSLDg/c0YXt4eEC1WkW32xW33EdHR5jNZgI+Z7OZkECa/RFMHx0d7Zz1IenTuzusC+0i2fYdkpeHhwd0u13ZDdOAk8RnPB7j9vYW8/kc2+0WzWYTZ2dn6HQ6O6TJtkOWSZDtos9ubTYb2anqdruoVquSJ5a72Wyi3W7j7u4Oi8Vih+gxDbalBhar1UqcV1xfX8u5M90/aH43Ho/x8eNH3NzciIkkzxzp82Hj8VgcVNCk0UUAQpOFJvYU7hJOp1Pc3Nzg5uYGp6enaDQaYpr28PCAwWCAy8tL3N3diakbd0z4fz6fR71eR5IkqNfrQvIoJMQ67xwnbJ9isShtst1ucXl5ibdv32I8Hss3lqCzjfWiBHc9eRbu8vISs9lsZ9zqfrVer3F3d4dff/0V7XYbb968kcWQ0Lkf16Ri+57VMfZdmthwNn7mQ+cpywT2XIApVA82vX1WL+2E7wJAPtJnVzxdedH59pGaNADha6s0AhUT9z7iAmz7tLev/2UBvDH14ovLVUdpcexbnzqtNHDtG9OxC1JZ8hQLXpkP1+/nljT9F6vfQuFDi0aub7PUrW9s+MZJ6P0+7enrXzZ+vZiu/3eVw5Wf2DZhnrKUZS/yM5lM8O/+u/8u/tv/9r/FX//rf30nA3/7b/9t/Gf/2X+Gf/vf/rcBAP/9f//f4+zsDP/T//Q/4S/8hb+A4XCI/+6/++/wP/wP/wP+7J/9swCA//F//B/x+vVr/K//6/+Kf+Pf+Dei86ELrME8AQlNW6wiDU0O+wwAV4NqwOZivlpC5yCYDw0cNXnRDc6y8ewAAaiOX5dLe/myncaCLIZj3Kxj5lcfagceASNX4h8eHjAej+UuH+7ecBeB7x4eHnbMihaLBa6vrzEcDgXw08GDdmpAN9k8DE/iQQ9s3K2xns50+xwcHEh+gUdnDgSRLDPN7u7v7+VsUD6fx8nJCc7Pz3F8fCwe6JgGTZpc/Ua3rx3wTFfv8mnyQ3NBfQYnSR498dHFOXe5rEc2ti3bMZd7dPXNdqCZF89HkZAyfZIfugvnLlku97ircnR0hPl8jtFohKurK7TbbXFR7juMHwu2SAIBSPtwJ4q7cHxOssq7kLSbdn3Gjue7WKeVSkXKTy95s9lMvA66zCCZHsl3pVIRb4HaDI9lsHoBgNzRdHR0hHK5jJ9++knGBYm+nkT4Nx1ukKwfHR1JH/TVrW/iTwvrAym+sFmAjy9vOoyr3rKC4hhCl1bmEDm0YS3w8M0xLvJp0/LNY/uQkrQ2zAoAs4ivHmwd2fLbOLKmmeV9CByH6ijUJ0LlCck+YV1EIg0k+9L09TsbLgtpeWp7Mo60/qvT0RYHWYmxK237O2bM+fR/bH08dVynxeF758pvDCGhhOYf+50LA7vCWNLzxcnPf/Af/Af4N//NfxN/9s/+2R3y8/PPP+Pq6gr/+r/+r8uzYrGIf/Vf/Vfxj/7RP8Jf+At/AX/wB3+A9Xq9E+bFixf4k3/yT+If/aN/5CQ/PFdBGY1GAPygkSvgLqCgJU0BuTqjrwNpQpFFNDilaDClgRp3LDiArRct7naQ1PAyS5/nNbpOXq1WO4fJ9c6FJUwkYRZUE3QSTC+XS0wmE2y3Wzlr0+l0xCNWkiRCJiaTCSaTCUajkZA74NOh8c1mI84ZCEgJ9NkvRqPRzqDX5FCfY9Lx6wFEolEqlXB4eIharSaEg3UwmUxweXkpl65Op1O02200Gg1xGKG/0SDc1X+YB99gZ/tqksnfLCPN7xgXzR25O8dy6zbSOzPcnRmPx7i7uxOCWqvV0Ol0ZCeFfYumh71eD8vlEpVKBefn57KzQ3I6Go3w888/o9/vy2W3JGMk4lkmO91Ouv+TXC4WC9zc3ODi4kII7Hg8xmg0wnw+FxNFnu1h37++vsZ2u8Xx8bEQRu6ykMjl83lxmsB7oJLkc89rul/l8/mdNrHv9f8sX6PRQLfblQWDd+/eyaW+q9Xqs0mNJIwEjwSdY5iE2KbjA5ppk56vvXR8Vj/qHfhQ21K0QxWtW3w6XJcjNr/6Gx9gsYs/9ptYIG1Jr37m0v02vVD+XenofIbqPgQafxvy1LQsQQrFr9s4rQ/70niK2LzotHyk7jnSzUJ0fPIl+oQrX/b/LyVZ5x0rIaLn04M+4P5c7exLJ0Zs+lrnhfot34WObdj5JSYfvrko9HxfTJGZ/Pz9v//38X/+n/8n/vE//sefvbu6ugIAcTtLOTs7wy+//CJhCoUCjo+PPwvD7638zb/5N/HX/tpfc75zVa7d9dGV4jt7E4rX9b/92zV4bd6sgwU+4yTIbzSRSpJEzv1wNVezXZIZ61WMux7L5VJ2CAhgSYym06kQDp4XcJWTEykJiyuPjJ+AnWcpCMra7TZqtRpqtZockufZCBKJ2WyG2WyGer0uZWF+eZ6FK/TWhEifw7GgSYMMbVbpAj+aNGlwm8vl5EwG06SJF11qE/hrEujqI7af+fqeLoNe/aekTeq6n7gUkO4H9CK3Wq1Qq9VwenqKdrst3t64S5QkiVwsSy9933//PZrNppybAh7JKO8e4vkVfYFtCMz6FjVcixns+3d3dyiXy/jmm2/EFHA0GmEwGMjlu+wjXEgYDAb45ZdfkMvlxEmFJvfs9ySSdIVeKpV27pnSIJ/9UpvV6T4YAvAcX3p1Up/PsuNex8u2pK5gXrTJql4UCOWD/+sw1tGJy3U62yZG0oC9NjHUutym4ctvWno+0OmK17ZbCLy54ksDuzZN+501n/WBEtuu+wKrNFJkQV9WCQHDtH6Z9V1avLEkln9nLXMMYQ6RcJuP2LLu0zbP1V9i39v+GkMEXWFchDJL/mLDpOUxNNfGpBsaF2nfpsk+BNula3z5tGXPGndM3n3YJyY9l2QiP7/++iv+4l/8i/gH/+AffOYCV4uP6YYkFOY/+U/+E/yH/+F/KL9HoxFev369M1noiV0DD982p85rlk4XmjB1XFlAgM4nCYR1MEDgpssK7Lr/zeVycsHnZDIR8qPvnGEeef/JdDqVg9/0wMYD4SQfy+USpVJJiCTT1WSIjgqAx8m63+/j559/xmq1ktV47iKwnWhKRTfMJGOtVuuzC0ZpjsRVfbpR1k4IWAbWvz4voxWUBlYaSFrTPr16z3rO5/NiHsW46HSBdafbdp/J0iUhRWTJge6D+vwbgJ2+xt05nvGZzWY4Pj7Gd999JzsQ3AXUxHE8HmMymaBareLi4gIXFxfi4CGXy4kzCjobmEwm6Pf7uLi4COqNULldhEmPFXrD6/f7aLfbO/lknoBPhIDnm0aj0c6OJ9Pk/7lcTnaVrq+vcXh4iEajseN62qUTXP0vrXwcT1p3Mc86rNUx7M8k/9xp0uZ2jINpWf3Cv119TI97LbYPppFaH2i35dFmmZvNRhYVdB3Y+NLEp5vt37q+tL5wlctHbmwYV324AJz+O42A+NK1ui4LQPqS8tR8pAHjUH35iEPWPO1LDnRaaf0wDYvE9Iun5PO5JI3k63HxpfpobLtnra8Q5tO63JWW71lWCcXhI1Su375vfWV6zoWQUPvE4iBfnDGSifz8wR/8AW5ubvCn//SflmcPDw/4P/6P/wP/1X/1X+Gf/tN/CuBxd+fi4kLC3NzcyG7Q+fk5VqsV+v3+zu7Pzc0N/pV/5V9xpst7U6zQtMi1gqBX7V2epXTFuyYsu2ITaiC7o5OVTDEMQYuOb7lcyoouvT/x4DndSeuzLiQZ/X5fztNoD1AESrz8czQaiYcqTWQKhYLsHs1mM1QqFQH8FJ7/mM/nO+Z2BAyj0UhA8mw2E0LDfGiimsvlxC2xXvElyWI9a1BEwsI65NkO1qE2f+TA1elR9GWUy+VSTMM0qQQgnr46nQ4KhYKcN1oul+KQgTsbuh/EDMi0id068bDf2ZUX1hfrUQNL1mO/3xfS8PDwgHK5jHa7jZOTEyGkJJO6HufzORaLhXi14+4L656mdySrvV5PDvKHJjw9Fuz4tMBag3j2bxI14JM7bI4Jjhn+T3fe8/l856wMy6L7XC6Xk7bmOTU7gbNs7DO6DTQJigHuLJc9W2TLr/sJ+y51BZ+xPDSN5BjWIJnx2V0iHb8dO/oZgJ0x62rf2MmRZ/keHh4wnU6xWCxkwUHH4wL3tk10PuxYTOuHrn+M2+WUJ0SA9HPbbiEJAQBfmi6QnZYvV5jnBNC+ug6B49B3WZ5lJRMx+UuTUPvb9yGgHAMCbf//ksQnK2jPQj7SymrDxny3b773EVd7uNKPJS37vNdhQvNrlj4Ss+AQ026xYuvR4vBQvFn7fyby82f+zJ/B//V//V87z/78n//z+ON//I/jP/6P/2N8//33OD8/xz/8h/8Q/9K/9C8BeARP//v//r/jP//P/3MAwJ/+038a+Xwe//Af/kP8uT/35wAAl5eX+L//7/8bf+tv/a0s2fkMxALxgNMHQizD9YFLDR4sGHUBOJ9o8JIkiQBvgsyrqyvc3t5iNpuJpzSCqXK5jE6ng5cvX6JWq4nXqU6ng/v7e1nZr9Vqks54PMZyucRwOMTNzY3cbaIv/SwUCmg0GnK+YzQaiac+ko7lcrmzss97iLhqXS6XUa1W5WD8cDjcuaWedUOAo88ssF40sOLdO9pNsb7RPkkeTf2Wy+UOWCTYBSBkjgRFA2XuBvT7fWlDHl5nPui+u9PpCHG/ubmRS07L5bJ4tyNofSqY0P2MxE87qWDe9A6DBoCuCZWXzPLcjvb6RjO4g4NHj3o0O6SpIU389Fky7WAjST55keOloOxH+hC+FheZ8wnHG9NMkgS1Wg3Hx8fSJ3luiU4AkiSRHSD2G/YXule3ZMeu/LMMAHZ2YK2+0bstus51W7ramN+yTq15rs2ffcbyzOdzzGaznfzxTBC/YT1Y8zp9vs3Vh7SnO+ZTu9nnt3a30ZY7BgxNp1NcXl5iMpmImaEmIWnA2ffcBRjt//p8oH2eRu5iwHSImITmJVd8WYHgPhIC6FnEBw73yU+WsK46CY3D5yY9lCykzoU3XHnLojv3kedqrzSctU9cPsLxJceC1eu+8arDuJ7tU+5QnDp/Id3k03++uHxhQv3OF/6pfem52zMT+anX6/iTf/JP7jwjGOTzv/SX/hL+xt/4G/i93/s9/N7v/R7+xt/4G6hUKvh3/p1/BwDQbDbx7/17/x7+8l/+y+h0Omi32/grf+Wv4F/8F/9F8f4WK3qSJWAhcPCBB90B0jpuaHDaicdKbENzUiWQrVQqaDQaGI/HOw4MSIxyudzObe5c6d1utwL0uRJO0EZXubPZDMPhUC7lXK1WKJVKaLVaaDabsrtDl89MZzAYoFKpyGWN6/VaDovf3NyIU4NqtSrAUh9+7/V6siLOfOZyj7s2vNeE3rTsIOfK9XQ6Ra/XQ7FYFHLB+tN1QBJFEyxN6rgTls/nJS8APjsADzzuNjabzR1wx522TqeDs7Mz2R0aj8e4uroSb2O8gFX3Sd1P0oCEqz/pO580AdL934LsEHEnyUmSR696JDzlclmcSligR5Ku65ftqIEp2431w51GTWxjlK79rctA8pPL5dBqtXBxcYEPHz7g48ePAl4nkwmazaZctkvyook1/3Ypc01KuLund2I4dl1xUGx/9h0QtZOqJl82PgsAmAbJ3/39veiHfD4v5Ed/pxdZWF8cQzpOazLJ+uDigA5rPVEyLPPpakerv9mu0+kU19fXGI1GcqcVv9V5iiHL+u/YMae9Zep2s2a0PlJCse1v29Q+ywKiQumGAEkMQUtLPxZAxcb/1LA2fGx5swLBrOJLO6YNsgLT5yKosXH46jhE2ELjL5Y82r/3jS9N0hYg9u0TMd+F2iG2b7vEtlMsEUsjQDHPs4bz4RfA3RZZ2+NJl5y65D/6j/4jzOdz/Pv//r8vl5z+g3/wD2TnAAD+y//yv8TR0RH+3J/7c3LJ6d/7e38v8x0/FDsZ2bMADOP6zjVIXKsL9jcQ7oQ63tgOmss9XpbZbrfl4PPx8TGazSbW67VcxkjQVyqVxAGAlsPDw53D5TwvxMtBCZrpFrler8thb+4e1Wo1lEolcSM8HA7l1vvBYIDhcIi7uzvx+EVvWbzokvf2MNzt7a2QHXpUW6/X4kULeHT1q8+Y6Aszx+Mxer0eqtWqkFuSsOl0KiY++lA7y1KpVDAYDMSV89HRkex2EWzRXfBwOBQnBvqciCZ0lUpF7oKhS+PVaoX7+3upB+562IHrU6i+SUx/z3/a7bUmjJYMEagTuBHg8l4eDWBpyjadTgUo8zuSVQ06rQcznXftkc3uBrkUrsucT5dfA3F9Fo2e12iKyEtJ3759K6agp6en2G63+Pjxo9zJpPWEHqO63jWZ0fWuwb3+p8tiiai+AFinr8usiaMlkjoPtm7YPkmSCAm3Hge5w1UoFPDixQsx22QfJtDXO0Tadbo2ldM7RnzOxQWOmUKh4DSh023P8co42EfYJjSp5fjWfcouYLl0s6s/uUiTq84B7LjjJ4FMkk93RNm0fODPtqvt35pIhyREtHwAJi3ONCLIfFuHC2nx7AsKdXw+8uZb1PTlybZrKN9pcablOcv7kL6PjVOHy5rntDpMA/4x4hv7rnEbE1cov6G8+sq6b1378sX3acQrps/qsE8lcWlx+fqPbS8djw5jF/TSSG8a1rF59pXFlV97BCUkTyY//9v/9r99loG/+lf/Kv7qX/2r3m9KpRL+zt/5O/g7f+fvPCltF6ikwtZOD/R7/Z1vUnKFjZWsisiGPzo6QrvdFuDNleuHhwfU63Vx7Uyios26CB54Jw5JkjaNYjj+f3BwsEOgeF6j3W7L/Sbb7VbMhzabjXjwSpIE1WoVx8fH6HQ6Yl633W7lzpL5fC7md7e3t3LOhOG4k1Gv19HtdtFsNgWQF4tFtFot1Ot1MdMCgH6/L4fqCeZZnul0islkgnq9jkKhgGKxiHa7Le6WLy8vxXRO7wCNx2Pc3NzIpZzc8SHgIsAjQSOpIAFqtVqYTCayy6YdQ+hdijRFw7/tO03qrZmZ/pZgln1Du8FOkkR2MHK5Rw9n5+fnKBQKuLm5wcePHzGbzXB/fy/3LdE9tc4X49Kr4bxo1u506fFDMqZJDMOFRANvlp/x5vN51Go12f3p9/u4vb1FoVDAq1ev0O12MZ/PP7sDivnRxIqmTqxvex+R9QKny2FJDH8zTk1CfeWzkwZ/6wuBXWSJ45omqtVqVUxQ2VfoeY/logknz1IOh0NcX1/Lbi/NR0ulkiyisG64UwxAFicGgwF6vR46nY6cLyTB0USQz9kveQ5QO3RJkkScn3CHmmOR+sK1UGb7k2vy9U3+Op/z+Rx3d3finp13PQGP1zJUq9WdsWzbzhJin4Tyq/Nm29yWycbp0iMxQNNVX675LwbgxYqvzL5nTwH5MWnHpBVLUkJAOZSvEIbI2h98EkMInxN4u8ZfbNy+/hfzje2rWfCZK8/75CVWnoNw+uLK+t7KPgssPvK0bx74jW2PrBid8uw7P79NcXUWDQisSZBP+aStgmRVdlk7LSd2AkNeGgl8OqBMkK3BqCV8BHZHR0ey00YPZQxjTTmSJPkMUBcKBbRaLZRKpZ27gvL5vBAHErH1ei0r78VicSf+arWKk5MTzOdzDIfDndVbkjjuFB0fH4t5S6VSQZIkKJVKOD09lR2b1WqFm5sb3N3doVKpoNvtyk5MpVLBZDKRQ98sO3eg+v2+nM2pVquyC3Z0dITFYoHLy0tcXl4C+ERwCBLpXIIgH/h09unw8BDHx8d4eHiQVXd9l4zrjECo/1hFrf/mKrxuRwt2WL8kd8yzBtL0sPfq1St8++234pyALqPfv3+PQqGA169f7zhwsONIEwB7RsaawumwdlfI1ourDlx1xrJxpzKXy+Hq6gqTyQTAo5luo9HAw8ODmPHpvLjaJJaQ2Xzostq2s20coye40MB2tm1tz/5wbNVqNbx+/RrHx8eiKyaTiZwdHI/HSJJETFur1SoWiwVGoxHevn2L9XotxImOB0ajkYx17thysYRnum5vb/HLL79gPp+j1WrJRbHaiQvHAs8ccge2WCwKYWf8k8lEzifyglruKGnTPNsn9f+2DfXOKOtft5t25jCdTnF3dwcAcgEwF3oYv8vkVMft+tu2sR0zOi6XKaUL1MUAjKxAVof3mXRmiYt5ts/s37HANnYMaYklUGmATv+dlo9Yva//Tsufq6/Zvkzx1VUoX7HkNq08rvzweej7GNmXDPPb5yIs++QlrdwufPcUiW3PLPH42tXV90KLJ775No3QPKX9KV81+bFiiY+L9FB0Q8WyV9/3z5FnrbwA7OzmEES7Oos+WK/zqs+qEFjovDNt4JOtPmWz2ciqv/ayd3BwgGq1inq9js1mI5dGFgoFcaetV8s1Meh2u/JOg7lcLidmczS1I7Ag2Dg9PZXn3FWhB0De6cIzUnS5zVV2grz5fI4kScTRQ6/XE/LD3Y7tdosXL17gzZs3aDQaO0SC8ep6JSFpt9vi6nkwGODq6gpJksjdRr5+GJr0bL8gKSZY5b1I9t4cTTwIYLm6rvtWqVTC8fEx2u02crncDsi9u7vDL7/8IgfNScY5rrTpkz7/o3c2dD74jT7bxr7gKrfvb8bJvshvSVJpvkny2mq1UKvVMJ1OhcS67mCiCR3jpYmTJmca6GRZbdJ1bseqbXv2KV0nGoD6CBsXPCqVCk5PT/G7v/u7aLVaUl96F/THH38U80yeUaP56Wg0wna7Fa+GrVYL5XIZs9kMNzc3QkQGgwFqtZqcieOFqjwbuFwuxVugrke2+2AwwPv372XHlJcDk+zMZjPc3t7KmTSa4zEd1gdJPevKEkU7jnxAVZ9LYj2enZ3h4ODRs1+/35cxbc3vQnOMbSfdJ3R4bcrpImK27/lASJb+6Zq7XPOhtpx4TsCYlpdY8QHEEBFk+BiSYcmmK8/7koRQfu1c7+pnMQTQpWv2yZdO6/8PhCMmPS2+doyR58J6LvlS8brSSRsT+8bjI886fh8pcsWXRW/ZeLPIV09+XJ1Hd9Y0m+q0ivcxU5uOzVNsQ1gSpkGQTlt7kbKKiODVps13enL3iQWD+ht70Png4EDMQbjCaydvALJjcnx87AQKDMsdJb7jCjOJ0cnJCVqtljiAILCv1WpigkaTOZrkJEkiNvv0irdYLABACJ2uG559ev36NU5OTlCtVmXlm+ej9G6irp9yuYxSqYThcChnmHhuhm7DfROnSzm4wFmSJAJgeTfP3d2d5JN9gB7vaCpUKBQk72yPUqmEQqEghIYmjePxGIvFQswa+/0+ut2utA/bi04kaBbJ3QKeMdF1pOvJ7mSk9Uk9DlxjQvc7pknSXq/X0Wq1vK6ddd2SyOudAde41+NTP7emftbUzQfQbPw6bdZziCDrfORyOdRqNSHi2oFBsVjE2dkZSqUSLi8vcXt7i7u7OywWix2AT+943FU9OTmRhY5Wq4Xb21vc3t5iPp+j3+/j5ORkxxV6kiRyoawFjvqcHk1Mm82m7KBOp1O8f/8eSZJgNpvhw4cPGI/HODg4kP7I/g08LrJUq9Wd+4pY79p7oXZ3b+tbiybSh4eH6Ha7Uva7uzvc3NzsOJ+xZCQLAXKRXX2Oj23P+LTeCfUlLbZv+PLiy2uajnpuSas/3yKEfe/6xsbvGkc6nG/MueoxlO/QeI8lX67zFGn9zDfXhPLiep4GcmPywzAWj2WRtLEbI65vs/TnLHWeNV9p43MfsuaL6ynx+r63+kyLa85+DvG1Z5Y2/arJDyc8vSLqOnOglVTagNfPLXGKXSlxdYJY5W2/d+3Y2PhD6aW99ykW/dvuDPG7tDgISun1Td/JRBDBOtaARddBPp/HycnJZxMNd3mYt1KpJG67C4XCDiGkSddisRDTQYIL7l4RJNJRBPAJvNOciGWhOZk+1wMA3W4Xy+USl5eXAvS1iZfrMJ6vX/K3Jgn1eh3tdhv9fl9Wo3nXDgC55HI4HOLq6gqLxQL1el2Ij94JIiEjoMvn86jX6zg7OxMTPt7xxB1AEhvuuk0mEwyHQ5yenu7sxGj31mwf16XDth5cYscw21XXmd5NqVarOD09FSLMi3T1OR/dh9g2jE/3S222aImM6yyhj8DqMug09Xsb1u702J1sXXb+LhaLsktnSRrPRpVKJazXa3EHTkLBC2GbzSYuLi7Q7XbRaDTk/A4J73q9xuXlJe7u7nB2doZutysmltvtVs59MU1dpyw/nYvQkYA2h+TdS+v1GsvlEkdHRxgMBri5uUGj0djpG1x4YVty14j1pe8I0zuP3CnUdc561l4iuas1n89xdHQkiwrMK/MeC359fYK7WPTCSVNOvYjA/LKvW5foLFOSfDKXZD2QWGnPlzHAPBbUucBNDMHyxRFD7EK/+b3Nvz2f54vbV+60xQtX2BDhCpEqF47YBzym4Q4LTn0ER3+XpU9kzXdMH3oqCYrBflnjfA5g78pHWtuk9VOLqWyc9n/b7ywBt2XV4XwSGk8x48MnNt/6WYx81eTHimug+1Zx9DtXB9Fx+hSiBeShivflx+bbhokpr/0mjQzFMOS0Sch2PJ+StiDMlydXeE7+2lRJ1xFBSqPRQLVaFcCqzUgAyM7N6empECqe6eFBcoIKgvwk+bRz1O12ZZek2WzK2Sbb7rznh3Fzt4plSQMTvv7JMpRKJXQ6HTnUPxwOcXt7C+DToXi6sKZJXKPREKKTy306N8TdoO12i+l0CgBy1ktfMMlLcLmTRXPEYrEoJKvT6aDT6ezUG738jcdjiVsTCTum0pSWJj+udySXx8fHqFQqqFarsqMVGnv8n6ZVPMvC9iKotqaltk/79IZOQxMBq3NsuVznWvQ/1yTEODhZ2d1gvTNCxwbc+VosFliv17IAkM/nsVgsZLzos4j0vsaLfUl82P9ommYJo643Oi5YLpd4eHhAo9HA999/Ly7tp9Mpbm9vsVgs5EJmbT6nx5VepOJul06jXC6jVquJaS7fUX+4dAt1iNY92lOi3nGy7RcCKaxzG261WuH6+hqDwQDtdhutVksWhDj29UIKL+6lUFcyr9PpVNqO/Xu9XotXT5dO9hG5fcChHd/7fKslCxD2Af6nlM1HqPYVq8v2BdAhssJ4s4hPX2aNw5eXmPoLvbfzRWwen6vdfPG6+npMel+C4Ol8pT1Ly5OrzXSZXb99abgITmzeXfmycWQdQ3+kyA/waeKyQEG/d30T03gxace8jxmwaY0fk85zDfZQfKHB4Qqblq8QidLC1UwNUlyEj0CDIEcLSRDBs97h0kSK3rMIlvTZE1tu3nXEczVpdWLLrEWvuNB1NndnCDpJ3ugWmASHB95PT0/FPTgBtb3n6PDw8LNzXuVyGePxGLPZTIAxiRPvdBoOhxgOh+j1evKOK9h3d3e4vLzE/f09AAhYs0DT1kFav9fjWp9BYjl4xkybAmqibB1QaNfKBIhsW4bXq+isN5/StavLFnzZb3WZbFz2uX7mAgEuMkUCZ8eVNj/kWFqtVmLuyB0Iuq8nUeFFqiQ7TIPEg+SHiw/aXFeXX7v/BiBkld4tR6MRfv75Z7mEtlQqoVwuYzqdYjqd7nhcY9/muaPRaCT5TZIEnU4H2+1WnKywL2piZydOfa5Hn9fSeXa1F5+5QFGof8/nc3z8+BG//PILzs7OJM/UKVx0YZ3Sqx6AnT7Os1Oj0UgWfejtj2azHBuu/hOSNMCZBq7SxriL9Owrrrz68h8irq45xb5/Kl7wgbbnAOwuIJtG1H3xxOTlKYD/S0toUeIp8X0pYpU1H1pcOieGbPjGqNVnz9U3sxKgfeLyyVdNflwDWf/Tz10rdKF4fWFD5CkUn+tb18RolRWf2cPOvm98eXURwaeKHlQuky5XPmx++L0FHva5XXlnHNZkycbNePS3doBbQKrf68PvOk++OLhCrleGXcolVFeusARq7XYbBwcHAnzokrrX60malUpFnCN0u105r0OPXXQTrp0A6H7WbDblwDedQTA+EquzszPMZjOsViu8f/8eo9Fox6EA74YigD47O0OlUhEykQYyQvVDQEryRyBLr3XcqaGpD3e6NOglSeQunr4bigCThIjexmyfdZET1ySid7r0N7pParDtqg8fKbL1ZwE7RZs+WpM9mnetViu8e/cOh4eHaDQa4sWxUChgsVgIQJ/P5zsmZUyb5FGbXbn0sSZGWq/lcjk5+0eTxYODAzQaDXz77bdot9tyJo3mrTrO8XiMt2/f4vb2VrxI1ut1ITg850TnKvl8Xu4cs27ENUln/YTqPEbYhrottcOI8XiM29tbSZu6p1arYbFY4PDwUHbb1uu1nDXkuGVfW61W6Pf70tZXV1cYj8e4uLhAo9HY0U9WspTJNZ+4SFVsHC6i8lySRq5cbesqS8zijP6G4vpt5xw9n31pCeEYXxuGgG8M/nlK3p4aZ9b4QvF/yfaJJVRZyh+bXzsWfW2dNpZi8uHCuT5dElMGF7FPk6+a/ACfdnr4N8W1Ouca2KG/XWnZdOy7NPEpFA3gXY3ockDgUrppZUgTF2HyxbmPAnIpfVcYm44Ffi4yq01gdNwuZxGuMxd8p+PRl1PqOHxglWGsaUuorkJtx98E3wRz5XJZTHroNUvf7UQPfDyzwfqiaV673ZbzQBqsHh0dicMIABgMBjs7HsCjC2ne4XR3dydmbrp9+K9er+P8/BwnJyc7ngNDQML13IJ/kh/rwlq3iTZdo+MJ7uDlcrmd3YThcIjBYCD1y50QXug7m80+629pY0P3tVgw6AsTmhy0/rA7ovp8lCsfrB86rBiPx7i7u5NLRsfjsZjAzedz3N/fy11YTFsvQPAcEXcSdXu6dDLbSXsGzOVy0q7AJ5f1jUYDzWZTdkX0uNxsNuj1eri6usJ0OsXZ2RlOTk7Q6XTEbHUwGMj5HZ4P5BiwoJOmbcynJmmudrC60jWOXWdIuXupd5NJ2rhowbC8cDpJErm4Vjv0AD6ZCJO0Hx4eYj6fy/1nbBeX+OaNLAQmFMaXpn3nA11ZxI5TtqFOI5QvPc/EznOuNK344oshZaH28b1zLZik9eNQeZ7aLmn59clzkitXnCHgnZbec5Eh3ef4O4S7bFibt1D50giNbWs7/+7bD2JJ8z7xa2wcI181+bFAi88ougHTlEPob5/YjpcG6vnclY6dHDXBcZE3bZ9t07Kd1gVAspK15xRL8vRBeDvIXHbommDYug85iPD1Bd2HCBjtANcrwb6zDJaU6fB2YtH5C/Ufm2ft1pmr+dzd4Kq5Jmr2PNPLly/lDiea5WliQ8DJlfF2uw3gcYeJoIpng169eiXkikBRn5HgRbgXFxfodDpy1sB6/IntYzocyY82Z2R5dXsRjLOOtMtu7mbR+1ilUkGtVkO9XkeSJGLWNx6PMRwOP2tv2191Pm0fsOPXlsf25RigYt9zt4rmaNw50H3HtTvK+uBOYKvVQqfTEe9s+oJVHsbXu2iaXHG3TDuL0GTMRYD4TruxZh61owz2U4ZjHHSi0O/3MZlMUCqV8PLlS3z77bdoNBooFouy40lnHDy7w7FOAmYJK8tlF0N0m9h21u+0XrCEzdW+hUIB3W4X3333nYw9XvS6XC7FBX+325VdH+2Yhe3z+vVr+ZZ1RocKvLfNlccYoqPbzvZN+/e+wJRpxczboXy6fmeZ07KAsBBQ9cWtv3XN86HwoXRDacbUXQx+COXVyr753Se87zufLnWFTyuXJQq+tLKIi9TEfuPKl0t87RoSl95O+3ufOG3fCuX/OeSrJj/ArvtlbXrEyZITq8/Ti2tAuAC465Cqq5Fsp7Lxuzo4V64toLbER4OFUHlcz2PFBehjFbgrnKtT8zcnbb16r+tZAwWdD1c96by78mHjseno+rIg1Kahdxh87ezKj1VMtoyuNnMpZNsH6P7XhgE+HXqneRjBIMvPXR9+p88FkVgR9GrPcI1GA4eHh3K5LdNi+Xj2g+eUrAcy3bdcfc3VpnqMcHWcwJrOKSjaaxfwCKj1zhNNu16+fInlconJZIJer4dff/0VrVYLSZLIvUdJ8snNeLlc3jljQiCuzxIxn3rnyQWkbZvncjkpjz7H5LrzJUk+ET3WE02eFovFTnp6Z4Hx6XoikSyVSqhUKvj+++/x+vVrJMnjZZ/cZeDZkcFggFKpJG7W7S6qLrs11+V74NM41i7Q9Xfa3EzvZOlxo3dO6MqeHv9OT0/F2Ue5XMabN28wGAzw4cMHXF9fYz6f4/z8fGcHlKIXO+gQwkVeXOPUPtf/dN/WBEvPBa1WC91uF8fHxzsLLdyN2263O179bHr1el0WL+g175/9s38mXvQ4nvm3S89p2QeM+OrHkkTXfKjntixAMC0fsQTvOcU1J7ny4JpHXX3GFT4kIdLnStNH4GPTSZvDYuKx8+0+7RWbpiudEOZx1UmonXx92IeVfO+yCPGBK13qTIvJfPGEwoX6h53bbbksznSlaeNzpWfnxSzyVZMfu3tgJdSZY5W5q+FCAzOUjquRuRq9WCzE8xEPbNOm3R4OJgDgYdbYgZ5VCbmeZZ2INFDR4toN8dk7uwiAazCkdf5Y4qrDuto4VAexRDEtHt83PuJn43MpCO1WmGG0RzA+0/Hr1Xumx/5Ht+EaoHPVX3tNYzrWcUBWZa/zWy6XxfUxnVBYZat3EDjOSFpyucf7mV6+fIkkSfDrr79iNpvh119/xdXVlRwW56W+BwcHcmBe54V1wnbh7glX4Xmfkq5bV392lVU7dLDn4HQ8JAgPDw+YTCZCdHX76zNomkyx3nj/Ey8VfvnyJQqFgugknomaz+e4vb3FZrPZMRmzZ4xcY82SNd0ndNlYJm2i6APMOn7+464mHYGwvLxw+O7uDqPRSIgB28DmX+dbE0Crg3wAxzfBa9HjkWH1XUaakNEkdb1eS71rcst8a9NBCj06cpFAL2a42sxVDvu375sQIXIREJdetPlypZtGvPbRtzrslyZJWdJ4CgEE0nWs7sMWsNq6zpIX3zlcV9qxef0SkjV9q49cpI3iGzNZy6nbKA1nWGxEncAdb9cZcq3LQvH6/g+JzZNrLmQ4HUY/SxMXzgzJV01+fAd47UDTv9PAdeh3DLj2sVbXbw0MZ7MZ7u7u5G6UWq2GRqOBJHlcfdWrdlwdPDk5cXoxe07FvW88vlUH/Yyr0Q8PDztAxyd68Lh2v0KDNuZZ6Nu0uEPtnjbR63eh/plG4u33LvKvCUhavWmQpycxq2C0hzR7PkgDbGvKmaVv6QmGu0/dbhftdhudTkcOcevVeQpBfbFYxPHxsZyT0GCSB+mZT16M2+12Ua1WcXt7i8FgIGZD2+1258C9bgt9doNnjVzmm7aedVvwGc31rJ7TOoRmaDyTM5lMhDxw54O7Qkmye/Et8Oky4nK5LPVI0sXvSbBIKmaz2Y6jCe04g6Cd7eHaGbKmo7ZsrDtL1q05mnXWwUtUr6+vsV6v0Ww2Ua1WZcdku93ukEUXIad+YXuQMOs+7gIPtr/aSd410TPfJCQsg++sli63JsYkSTpPetxZMz/rtS5WbP/UOsSlT0K61wd6LYjMks8YfR3Ke0z8WUGZK39fSp4Sf4jY7ku+sgDXrHPyU/KVFncMlgvN/fq5D/9lTT8Gf9q64W8usA+HQ1Sr1R23/7YMoTHnGl9pCxOx4yukQ2LiS8OPVr5q8uMjOfafq+Lsc98EZSWNGPk6n6tROOnxAk4CLABot9sy6Y5GI4xGI8znc3FxfHp6KndyhA7j+uotVDab56cQIAt8rM08V+GBT4d10xw6aBMeHXcW5elbsbDxZFltSXseQ8Lsb5+5petvV39LGwcu8qiBtQZQtg10/DZOvdOgzXMs4IhtNxsun8/L3UI862QvP2X4Wq2Gly9f4uHhQVyREyxy94KH+rk7Vi6XUa/XxcXwZrNBu93GZrNBo9HY2c3R/VUDdZIHSzRdbe5q01wuJ5e0Wu9cuo3ouGEymYjHsCRJ5J6pzWaD6XSKq6sr9Pt9PDw8yMW4bB9OiNzh4uF4muERNM9mM4zH4527gjSIz+VyO4fxNcFw6Vjf+KMesITZ1oEmDnQQcHV1JeV/8eKFmI/RTLHX62G5XO44FPD1N6tXNfFJ06Mu4mPJFZ9Z8jOfz8WsU5/d0nWpXVb7xmEu98mdN8uv68K6QXeVKQaQ+L71fR/z26ej0/RxDICN+d71O8s84xPdp9Ly8VRwn5Wo6X7P9O2iZRZckBbGFW/amEybs7OKi4SH6l2PYWIcVx5iwHhaWk/pizbsZDLB/f293GVo58tY0e1k28yOPV0+m5/YdGyaOn6bpssCzCdfNfkhMNP29mmTU0yl24mPz1zAmOnab/VkF2pEAgualAyHw53bvTl5EZhMJhO5ALBSqcjqtY03RMr4O2bQ7aNUbMck6eF9MQ8PD+J2mR6JGo2G3EDvGkCsK+CTOQhXcSkhRZ+l/Psq1zRF5CIcMd/ZfIX6m09Z2v7oS9+W3UdE9YWl+p01wdETqGuHUseZNjY54XDFm3e98J3OiyZrxWIRzWZTADzBJIEfgT9JNfOvD/SXy2W8ePFCzjtpQuPKd7FYRLfbRS6XQ7fbRblc/gyUppW1UCiIQwmmpydapkvvf9wB6vV6mEwm4i56u93KhbR0A312diYEKJ/Po9VqodVqifMHPqP5Ig/L39zc4Pb2VswOef8TyQeJ1ng83iEXBNy6jfTujwWEFL2z7QNh+jfrZblcyn0/Hz9+FD3Lu4xmsxmOj493do9dbaPbjPlje7jGkS6vbksbTv9jOblLOJlM8MMPP2A6naJQKMiuP+cBvRtI8GXzoucX1qFuA5fE9MkQQI0Zv7HpPBcx0HWc1lauedoVn40rSxjXu5AeiUlPS9qcFgPGXXHtiwP2kbS5OWudxEhsvBbXxBIQrQOegq18bZKGE7S5uMZYdqy56t5XLyHcYd/r70P6Nrbs9vk+dfpVkx8fkLSN6CMGvvhsBT4HqA41kP2G97Nod7I0zbm+vsb19bW45z0+PhbyYzsX//bd6G3L58uvDuMbfHqHwAUAeFiXB6jpRYqHs7UHM52mrnsNgkiacrlPF4/qPFnQwmchoO+TmIEdI76+FTPJuNovbZJ1kTjX3za8TyHZPqDTd4FEhtFkyZd+6LcPVGqPVfo7W04X8fIpedcZDLoHbjabODo6kvMSGgDbuiiXyzg/P0ej0di5JNcFrm07ktRzR4a/9a6pLlMulxPHEoVCAavVCtPpFKPRCLlcThYeePFlt9vF2dmZmD4cHBygVqvh+PgY0+kU/X5fFlZYxvF4jMFggLu7OzGrY91y/JZKJblkdDKZoNlsiukbd1pYVtfdOrr9NCmw9aZN1XQ76Xr47rvvUC6XhZzRaQF3PPSdRHrid5nosY41Obbt5tK/oTGr/87lcuK2ned0er0e+v2+LIptt1txad/pdHB8fCzE2PYlO/a07mSetFMNl6QBQN/cGiM+feebv2Ly5wOWvrlc/7bzgn4e+jYkMfmOJSRpYuswC6AMiW9c2DRjnu8rITwV+u2SUJiYfGdp/xA50voipt/FiG9u1u959UWpVHLqJpcu1v/H5jGELayTlxjMndb+evzqc6Vp8tWTHzsBAbtKX0sMYE0DxzHK3kW8XN/pDsjJOJfLyV0WXGHmquVms5GVv48fP8pEbIEhlRVBkwWA+qC23rpNm8xdSlADJFtv/J+mNNfX1xgMBkiSRLxmlUqlHeCmxbYp807TmyRJ5K4O5iM0YHU8LucKtn/ss5rgE1d/YRvp+AlKNLC0ebTi6uf2d6xSDYVxLSL4CKVvnIRIlS8eX925iIMdX7rsrl0sF+Cyz5mW9hYXU/5arYZyuSymb6FVdyu53KNDCRKo4+NjIRIsP9OqVCq4uLiQ9Gq1mrhGpt7QY/zs7AzNZlPGG8vWaDTQarUwn893TMNoestLbUulkuzUklxxDA8GA/T7ffR6PTQaDVQqFazXa8xmMwCfdrppaqj1m/ZElCS7zjZ0u2t9p73i8ZzT8fExfvOb3+Di4kKIzmg0wt3dHUqlEg4ODrBYLMRjIXdEfDrbimvydul1F0lwhWG9AJ+8L9JckTvl2vz55uYGL1++FLNKbWJqiYMmOrlcbqec9swkvwn1ySwA0PV91rBp6fne75NW6H1MOiEdGypHzDs7L6URp6eC6FA8lnA/hdDF1l8oj88ldvEglHYaTrRhXL/t85i5MovY+tSePu2ZP03WbBy+/IR0h28ute+0+PIQK9R1sfJVkx+fowO92qXNcFzia9y0Rk+T0IqcjkM/Ixi2B4g54ReLRbTbbbHJX6/XmEwm4sFHN7y2E+c7C74Yb+jwrm+Cd4E+/cwedJ5Op/j48SNGoxGazSba7TZqtRoqlYrcr+ICHbreaA8/nU7R6/VkJZZ3joQID/NvyYaVWIUVeheaAHQ9Mf82rO8SQhehj82TK1zWicon+0609vsvNalRbL9i2r6wui8D2Fkp13rGknT+5kq+736jtHzWajW8fv1azuhwh1P35YODAzSbTXz33XfYbDaymEDvbATQy+US8/kcuVwOp6enqNfrO4slpVIJ3W4XDw8PuLq6wmw2w3K5FMCsdYfdmeauxOnpKe7u7jCdTnF/f49arSZEjKZwR0dHO0RIx2vrkWXRJn+8w0ifudLtQRJUqVRkR3yxWKBer+Pk5ASj0Qi3t7eYzWY7Cyf2bi87lzAtF4nwEZ80SZJEiCAdaFAftttt2bGiU5jFYoG7uzvc398DAJrNJo6Pj1Gr1Xb6he5DzLPtg675LY34+MqQVSeFxroPAGbVDSFwquN06YSYOLPG9RTdFgKkOu0QZslKRmKBeCxx/udBQn31tzG/2Xy4nsfOQWmEzqXzQt/63ltM46on3zMbP/V/rHzV5Ec3hJ0ErZcg17dpTFSnQclKfELPLbBn56Tbax7K1qCdpjDNZhO9Xk/O0Wg7ToJqfbZBn9HQEzdd89rJkXnRg8USG+4s6QN0GkAwz8wLPQ5xRZsXKQL47HC0Tk/X08PDg6ziFgoFATg+4uRrO9v2LhBrJYvyCk2UOr+8m4TmPUzHR3R8SjQ0uflWD/clLE8lOvrvGLBj6y1tvMbWT5Zx76ovX1+xfSrNZMT1PcdSuVyW/qCJsib0pVJJdj5pNqVXwRgfHRSQUHD1j+OfgLtarWI2m+14HSNJOTg4wMnJidzvxAmnXq/j7OwMt7e3+PjxI66vr7FcLuVcEfDoXILntOhdzu5acPGnUCigVquJqYZeLGD9ak9v/KZUKomuIXljnPV6XepqOBwCcO9+WOKj/7l2z3VbpOkIre912xQKBZycnAAAOp0Ozs/Pd+7jSpIEs9kMb9++xS+//CJe7bjw5Tr3w3RcRM72PRdpSivDc0qWOJ+SfgzZ0fUY0uOhZ7EEOEZi82OJe5qEAKVNUwNnHwB+DrEkUs9drkWmp8g+cYTwgU98ONNiji8pLqzsC6fJtG/e3Ld/++Z1/f4p7fLPldkb4AaVdoCGVkXs86d0yNjvGE6bfHDytwRAExE98dNxgM4v4+AZG65UEhjQ0QDBDFeI6VCBou8W0nnI5XI7u0r6wLK+zFGbsQDYCceV2VKptHPXht6BcilYrn7Sdr9UKqFYLO64ArZA0we2XQo2BiBrkGEHaZpi1N9w1bvX6yFJHs33eECcB5p1eUL9OK0/h/LyJcQHoCxI1O3hW6iw73X8rvC+/MRM1DHEKQQeXROMXtRg+BCp5Ts91vVCgnXmQmXPxQt68NLvuBBE5weMXwN3LmRUq1UhNXrsMi7utGpSk8s9ms2dn5/LwXzeo8MLVOv1OrrdLiqViuxg8FwRd3NYT7zjjN72qtWqgP/ZbCaH+GnyxfHUaDRQr9ex2WxEz+VyOdFx1H88e7jdblGv19FoNJDP53f0mm1zXR9pJHwfUFCpVPDixQspc6fTEZfszA/zN5/P8eOPP+Lq6gqvXr1Cp9Nx7p7R3M3l1MGV1xhi4CtvGkC38e4DHtPS932Tpq9D+XT9TovjSxCftLax4awuiq1vVxyudL8EAfbF7XJ0sk/6McR+n/i0+OYv+ztLX8wqofbWc7BPXH3JN2/bb+zf+r3LjD+rpLX9PzfkR09CvkG+z+qEHeSuhuT/VuGnsWULfvjMHkh15d0exl0ul3KLNwAx3+DkPxgMPssXbceHwyG228ebwukVioeyAexcbEjhTpTeyeGOE0mW7uQ8a8BzOtq5AckZHR/YnTrfagBBTLfbRbPZRKPRkHyTILq8imlS6VLiuh3s4Nfp236WpU9xBZr1s1qtMBgMxKyoXq/vEEhbBh1XiGC5wtk+9VRlm3UCsnVuFaHNnyufun2y5M03nmLyaevQV39pRNPVZ9LAhK8tXaab7Pccb/o7vWvjq1cdL71N6h1h7ZKe3zAdEqdKpYI3b96gXC5jNBqJfqFDBTqM4GWs1Dnc5dJxHx4eytmiSqWC1WqF4XCI6XQqZrIkc/yeZrT9fh/j8Rjb7VYWFLbbLSaTCa6vr/Hu3Tv0ej1ZPOl0OnII2NeWdq5x9f+Q7na1N/+x/mq1mpBF7WacbUK912638U/+yT/Bzc0Ner0eXr165QSMVrSXTC6spOXTli827L7iG6OhOtfvXflLA86xOpI63JffUFlccaUBZR3GhTNsuFCbpJU5pJvS4nqqhPKmrUw4Bu38F9MHY8P7+p8LC9j4Q/NLKF5XWBeO3Wes+doqrd/6+m6I+PgwUYhw+coVwhe+dJLkn6MzPy7ioCd5e6M48DmL9cUbm34oX2lh9eTnUtbaPSnj4z0k3FnhJEnAAHwyBxmPx2IKQxe0XHW9ubnBer1Go9FALpeTOyNoNsJVVoIIgiHtsW2xWIipBi8l1OWhSV6/38fl5SUmk4k4PxgMBjKRcCdH359i24lAgKZu5XJZVoV1XdqB5poUrHMH5oP9yLWLpJUw47KXJeqDxZoIupSDPujNVXICIL3ibvuPj2SH+hfTs/mx/S2L7EN87HkVvRsIfH6wnXWk2zBNubE8IbfaWcsbA3AsQXKBlpjJKxZMad3nAtz2G71r4ZuY2af593b76WJUW05dv1pHFYtFvHjxAhcXFxKO45ZkSi/S0JW2HoNJkshuLvXKer0WL3I0ZyuXy5I2zeiox3q9nuwubbeP3uZokvfhwwfMZjO8ePFCzhFaZxYU6lWe3bK7Py4CEQKi/K11BHXNwcHBzp1VdneOu1vUEbPZ7DNHERR9TorkyoJIH7iz/cL3nr/3JUCuOgqByCzjNpSvmLnZJ7H6Mg28pZUxBDhdut9XprS86v5o03Xl77chth9zgYOLh7SKeI58+QizzQ8XkagPfAtJ+hJh6od8Pr8z7nQ8++Z33znM1y9D8WlrAY2zfOPW1V81NrPlsf3XxmWxlA6n857mwdLKV01+KC5AF1IeLlAZkrQOl3XlwYqrs/j+pimaBgkAPpssuXOzWq3ESxxXSmn/TmcJdEKgvVJNJhMMBgMMBgNx85skjxdl8awRLzPkPT2cuJPk0TSDXp/u7+9xd3eH5XKJw8NDuYSRxGuxWIjDA7rH1aSE8RGMjcdjiYtmbwQ9ug6sqSD/1+1P8z59fsnncIBxWLBB5axNkCguJc06IqFLkkRMEUlECcpcZ6D4twXcLtHhLOjRJOEpICYEMlxgiX2TO5Y04dRnWjQY1l7ONDH1ATaXQn2OcvlWqHTa+l8IUGixIDONAKXpkizfWJ0Zo+NcRM5lTqdBAglLoVBAPp/H+fm5nAmyZlkcX5VKBfP5HEnyuFt8dnaGRqMhDiC4Q8XvisUijo+PsVwuMZvN8OOPP0p/427TaDRCkiQ4OTnBxcUFWq3WzoWvrvrSu2Cuy2ZddeYDkZr02Od6cYX1SF1IxxUhb5A+EKzT0wsOof4dC9xDZY4FahYYxRIMm2baAkNonLlAVcxvXz7TxnDs97F9K/Sc71zzUOz3afIc3+r+wn7KxcTlconlcikYhWQ+VscyXl9YO/bt4g51iH2nsZjGLHyn9Y+eb/X7tH77nGLrwDfmbB/XWCw0blzzvf3nCh8zJlz9xJdujHzV5EevZFHYOfVk7lMkMUrMF971O6swjzq/dhfLDioSgMVigVwuJyuperWB+Vqv1+j1esjlcnKJIe+JSJIEd3d3GAwGO+A/l3u8ob3X66HX6wmx4e32BOy8kJUXrl5cXOycW3l4eMB0OhU7dZpb0ERtsVhI29GUzZqtUTHwxvPpdIrJZIKbmxuMx2McHx8LkCFh0O2iz1IxHzwIDUBWZPTqKAGH9ibF8rD+uftGcMcykGhydcoqZ/ZHfnN4eCgAj2Y+hUJB8qu/Y3keHh4kXV1HDGvTtDsgmliwPHyeNjn6+nDae9uH2Q40+bME0F7iyN3LarUqJPe3NVnocsSILqc2oXTFsU99+75Pi9sCzCyiyWSIRNkJzu4y6L5HEqSJre6rR0dH6Ha7srhRqVREd/AfQQnHZ7FYxOvXr1GpVNDr9WTxZ7FYiC6gS++Liwt8++23aLfbACALDa77qHK5nJxDCq06++onpp2pp3gRq94F0uOf/+vVcJuuriPqGV0uV7uEgKGvDDGkxvXMRfz26Zc+idFJ/P8506VkidNVF/ybukS3ZVocWd65wqTpkS8lGqPxHy1NBoMB5vO5WIfQfNZlxh6blgvL2QVNztUaR7jmc+DT3KzPL2o9xbD6b40F0vSrBfxZy8s4Yr/X7aEXWTQp9YlLn7jy4Jq/XG3jijeUdqx81eRHVyjBqAakDGMr1MUgn9K5fHlzNUSocbSZj/Z8xkanOdrd3R3u7u5wcPDpnhztEpaAYLt9vCCvXC7L2Z7T01NxjZrP51Gr1XB0dIRWq7VDakiKzs7O8Pr1ayE/x8fHmM/nmM/neP/+Pd6/f4/ZbIbRaITj42MBp+VyGZ1OR87m0LFBuVzG2dmZHHamOQnNOUg6NCFk+QaDgZji0VHA+fm5hNf/U0i66EFvMBiIy13uhLHNaYJTrVY/O3tDcE5zQABoNBpiJjgajbBcLtFsNlGr1QBg53yPVngkrTTVKZfLyOVycsO7/s7mgf1AKx9taqf7HsGctu/XSox9y37r6rP7kA1N9iisx8lkgru7OzGr2m63mE6nAmJ5nxX7cqFQwOnpqaz4k+yHAFbsWI4BrDHCXVOu0NNMyp5pCeXBEtmYvLoAiy2/K/59QZrPpDDUTywR1I4K9HPWF/A4DuntTnur1N/oVdfDw0N0u100Gg10Oh3xWLdarWQxZrFYoFKp4OXLl+Ip0gIWXS9Mgw5jtJ61gMU1j/jGlZ2PGB/1S6lUEqKlzQVJ5FwmthaY6bpnWJ1mDNhy9UMN1mLEVQdWr+2jX2z8WcJlLUNIfMQx7bcvLld97ROXlaeQvRCg3Tc+io5Hm2vOZjNcXl7i5uZGFgM5/jRWei4hMbHz1Xa73VmYI87kwgLzQJf+2gETy6r1lyZF+qxzFuKZBVuGCIjrt+t71oM12dM60Edm+NuOOduffH3CN1a13tynH3zV5McqfHYkPtMA2kWGnlJxLgkpKxvGBTjZwWiKxoHFCXy5XGI4HOLm5gaTyQSnp6c4Pj7+bEImASLoOj4+xvn5uYTP5R53XuhGlgCcwJpmZZVKBd1uF61WS4gBDyjznM5gMJDb5Ll6msvlhAQcHR3h7u4O4/EYw+EQ1WoVJycnaLfbsqqrd0IssNA2vjR3IfCl4wS9cqw9XBFQT6dTzOdzPDw8YD6fy64ZXW9zFZUmb3Q8wLzwdvjhcIjb21v0+32s12ucnJzg9PQUq9UK79+/x3Q6xYsXLwBAXAHbVQ7Gt91uMR6PcX19jX6/j3w+j+PjY6xWK8k/y6APnTPPJAF0bqFNAXQ/526WBTOalFllz3CWuOgw+4IGqwR51uLh4QHD4VDadbVaSZtZ4KsnHJ3ntDymjcmQ+ACOjZu7lDygnpamzqdrEojJf5pYwmMnmSzxWgCpRetSm4ZOx66w6va1pMLV9hQbD5/R8xyfabO3fr+PJEnE1I1EQp+zs+U6PDxEuVyWs0V67tCTfmgucdW5nZt4Lmk+n8tCUqVS2SkfzUVZN66204sfTDvUxrZ9YoCR6/k+euE5CIgLlKfF+RwkwD53hdlnbFlw7NILsUTGBzB9QDMtntjwWcX2UV60fH19jZubG8xmMyRJIju1nLdc3r2y1r22otDzy2q1wmw2k3OGm81GvNRqnMLvh8Mh+v2+nF3W7ce8EGvQksGa2KeNt33Hi2vxxeov+57C85nEoVy0DsWflr5NQ4dxzSM+8v2UvvhVkx97+FT/7ZpotcRMWCHxMe8Qs7Vp6/wyH/oSTwDiqGA6ncrlprPZDIeHh6hWq0IwCKg1S+ckWavV0Gq1ZCLVE6g+X8L05/M5lsulmBkdHBwI6D44OJCDxd1uF9VqFf1+X0hQpVLZuaQ1n8/vuKTO5XKy01Qul3fMVphvXZdULvTuROBCQkNPabqtNQleLBYYDAayy9Vut3fMx7gr1O/3hVwyLe4w8PwSSRx3zZgf3rnBNqPjAoJfXRa6J18sFri6usJPP/2Eq6srFAoF+e709FTuPdJKczQa4fr6GgcHB2i32+h0OrLaxLMTnAy4ms18kjACu27M7fhwKck0RRkaH3oiByCmfqxDthWB6XA4RC6XkzNqVLTFYhGVSkUIoXW3rvNvV9nsGPQtfKRNKiEiw3ez2QyDwUDutHHFEZoI9gE4WfLs+u0CvRTfZBtL0DTBtiBAAwiKPculF0FchEOXQes+3ee4MMA7jGhq6SIFlvznco9OYKrVqrjuZj51eF2OrG3GOJfLJfr9PiaTiSxc6J1ghuE5KH2BrgsYMJ+abIXy5yLGrt3Hp4pr7O3bz0NzrGv8PJVouSQL0YpJ3+pO+26funKN46xAOtRvdP58z1y/bTju+NBjI6+2uL+/Ry6Xk8VBi/my4LjQuKeemUwmmE6nMh5JWhhGn7tjXMPhEPf39zvzKvUNn3FRr1wuy51jVufEiK89bf2Gvg8RIq1LF4sFRqOR6J3j4+PodHRaMf3H5sdVNqtndTtk6c9fNfmxwFI/041nK99FTrIoFB2/Fb2KQElrdD2wGL9egWB6JBJJkohpEC8Y1Wdl7HkQmkwA2Lk8lWXgpH54eCgMnyuyfM/bxrXJCeNlGGtLTrBvgYKuQ212poE43xOkc7uZpn75fF7MpBjetjXTn81mqNfr4m7X1td8PkepVJIdHXqpq1QqsmJ8f38v5nL0MkdCWSqVcHFxIbt2vHzQ2glbgERiwrrTK7oUru4mSYLpdCrKleeEDg4O5PwU2+bh4UHMAoFHcz7GyXNbs9lM2pMOIzR55Lf0yKV3gNKUTAgAs0y1Wg31el1I8fX1NX744QcsFgu5MJOXbrJs9jJdfQ7LNRnoxQD2L7uSasepBegu0Ogr33a7xf39Pd6/f4/j42PU63XU6/Udc9Q0bzQhAK3fuUwlsgK9GOLji8uCS188VlfavmDbQPdhnaZrcguBN5pnMH7u8OizhXZnRMenf1erVXQ6HeRyn3YqdZu7CJOtA5focmtd2uv15B6i7XaL4+NjFItFPDw84P7+XqwCarWamNi60grNUzZ9F4D0jZNQXLYOfWGzEJ800pZFsqQVA6Z8ectCLHzjyPd9FoDn64uhfurSQc9JGn1l4zMuwOo7xewY26cvhPoj3x0eHopH3PF4jMFgIBeRcy60JAF41E9cnN5ut6IzuFBLzGYtLvSCpQuj+v62JCVGB8XobLvbuN1uMRwOcXl5iel0KmcmmX/dV9LGddZxbOPS8559nmW8Ub568kPxDdSYSd12ihjJ2oC6cSw54eTM7dBms4mzszMxg2KHI+glWD85OdlZDU+ST6veurMwPUuw9MDRh84J3O3gJhFhOhwAulPrFV1+x/99B8GZH1/9khjwDIV28mCVAEET88l8c8eK9bVcLiWvlUoFrVZLDuFzp40e7njO6ujoCOfn5zg7O0OpVBLTGR7GLhaLuLq6kjMt2m6fQlLLXTV6w2P5tKMF1gtt/UejEW5vb2U1ptFoiHOKg4MDVKtVIcf0rrdarVCpVASE81t6vuI2tj47RoCXy326HNf2lxhF41PkJLN6ZZv9iWS50WjgxYsXYtpHgqfTT5Jkx9W7a/K2ZrB6FV3How+46jFk86/Lrr8DIHfR3N3dyf1brjy76ilthV0DShe4DAEC3ySUBq5smj7AkoV0+fLvEmuC5mrfUBx6YrQmKFb3+Ega26XT6ciFqGxT1+KGTjumjIynWCyi1Wrh4uICd3d3sngxnU4xHA5l0ebdu3e4urrCwcGBnKdkn9b6VZ8nYL+m/vSZsobymCV8KI4swDWmnX19yRU+S5s8VXzgNRRO/86CR0JzZyhcVvHlKUv5KCGdQQzUbrfRarVweHiIy8vLz+4ac8WftYy6P2qcNBqNcHd3JybytLhpt9ufnTdimg8PD7Jj9fu///s4PT2VeRV4xAk8TkDPsr76cImuf585ZKgObHgXydXOmrjz9eHDB4zHY0wmE7l2IITh9FxnSVlaudIky1yTJl81+dHA3TLaEAFyNVosAfKtnPiYdug9Ra92Hh4eotls4vj4GK1WC5vNRuzNkySRm8u58qdtRn0djfWhz5FY8xK+B7BjSqaBgQYPBInWwYTNi61P60nNV782Lj2QrCmHzptr4AG7ZzFofse8s6z0uFapVIS0cEVnsVigXC4LUSDRoEImgaLJ4GQykfbR+dJ3MZXLZdkhmE6nXtMe5oMmVUmSyK7JZDLBx48fsV6v0el00Gw2sd1ucXt7Kwenv/nmGwFym80GvV4PNzc36Pf7cn6oVquJeRkJR5IkYp7IQ5x6J88lrjFhd0N1XkiENEkGIDbF6/V6x8Wotc+mPTLrGfh014ImvmxzW6eWpBOM2jNfzLfeudHAmuex2Fd4MF2TKztOrA7x6Sn9v6ueY4iP1Q1ZwKTVp6ExGiI2LuLjm4g1GfHl1+bJghH9W58Ts2mklTmXy8m44k5krLjypNuAzxk3XXCz39L0ZzAYoFAooNfrYbPZoNlsiqvuo6Mj2TXWceqdTm026iJpIckCTlxl17+fg1hY8fWptHxZorEP8dB5yArM0sZUWj7S+r9P0khlCA+FyunDO2lYSOeLZtHlchmFQgGLxQLz+VwWk1xjOFQWV9lcz/iP465er2M+n6NSqSCXy2E8HmM+nzvj0GSIF893Oh05AlCtVpHLPZrP8ggA8DjHaf0W0w9980ea/kubH3RZcrkcptMp3r9/j16vJ86vVquVzKvaIsX2lX31hasf6Xehfqfxa6x89eQH2J0ogU9gSx/stuICyHwekyb/Tqvw0EDXNu9J8smdMs2U2KDaKQAv9mM5CeJsufi3JiwaILqUEcPpXR5fh7Ss3gUi7PckTC7TQF9d6XjtrpZeVed7AlV9xoSmYVxNtWeQcrnHHY5OpyOrNVRcOh3efzSZTIQMMH2SURIgru5Y8sM8MV80m6M9LdvVKjXufqzXa+TzeVmFprc0msF1u10kSYLb21sB4VRWdI7ACyB5YzzPgtEjHi+UnM1mWC6XOyZqvNspJLYdXX3NEhmtvHQ7W6Kr+zx3Vkg6dH/nahtB4cHBwc5hdeaFq+bcCeTdMXYskMhwt0ovFOh+SLNJOgRhX9QH612AXk/qtr60rnDVr6uetVjTLBcwSQNEoXf7TnauPLNNtOvY7XYrwJ3l0eH1/6547fzgqwtXWRhGm97o/596Jobp8YxeuVyWy1fZJ/WCEcd+vV6XXR990akeX8zj4eGhOODw7fzE5FOXPQZohsrLuGLj8fUv1/f75NHVF/aRfQG4K8/7ELAs34XIl52zXO9C+XTF5/ttxxvNP4l7eIXGYrHYWeR0EQdfemmi48nn8zg7O0O9Xkc+n8dwOMS7d+8+WxS2ael7/srlssy5HHOcK7Qe0+m6CFBaW9o2Sqt3l3Ce03PwaDTChw8fhMxpF/wsI12R27jS8uzS1VnHjdXF++i1r5r86M6iAZT+ZzuR/f9LiGtC12DKvuMkandT9PkbFzi03zJt1z+KJoShurGk0Q5SV1wuUKfzZNl5SGm66lDnS5vpaWcJOh3tKY7mbMPhUM5L8cwOAQQBMsknBzuJ6GQywbt378Q0sNFo4ODgQHbiyuUyut0uDg4OxOML49Zl0P2UpnF8b11Ispwa4NMkjDtGJFiVSkXucGo2mxgOhwB2zR0HgwHu7u7EbfmrV6/E5e9sNhO3wIvFAjc3N7i/v8fp6SlardZnHl5c7Wbb3bapBT8+xWf7rJ0cuNtC73vArsMLAj3aaR8fHwvpZZ8BIM5CptMpZrMZms0m6vW67OQwff7NQ+bc9eNqJNtoNpuJIw5tHuUa93qMuci8JcCaAFrdZ8e5rkdLfkJmT6FJSLeja9K28aVN4CFAzXxrYM8dQldZ0wCYzbMvnH6m86BNyWzb7Su23ah/Li4u0Gw2dy5gTpLHBZBWqyWAhOSH+WX/J2HScwOd43DRxpefLHn3ia8P+cCL6/k+RCQNRKXF6Zrvssi+xMfmIQ1A+uZG10JAzDjR6dpwvvYIzdNpYUJl0Gf9mCfX9SWu9Fy/fWnacNZstNFooNFoyJncUP0yXppg63f6Xj67kMa0OG6tvg/pLF/7+Npbh3PNMboOqO+4mFssFnF5eYnBYLATtwvX7DNuXBJqK51/10JYrHzV5Af4VEm6k2nbZprGhABCTPxWfBUdUi6huPRgsOGtMrBp+cAjgSAnQm0O5BrAGnDrjq0nVk6owOedn2JNiPQ3dtBbUBiqI93hCX71eQ9NipLk024Md0PoJhx4dNndarXkMDE94NVqNZycnKBarUo6XDWlV7jFYoHZbIYXL16gXC5jPp8LwDg8PBTX4LrcdpeI7UyPZqwT/bdVrAQytIfmYWfe+0OFvd1uUa/Xd3aduHM0Go2EMLVaLQH7/D6Xy4nXu8vLS/T7fdze3uLk5EQOXae1jxa7YxEzcesdMw32WX4q6PF4jMvLS9ze3sr4J1Hlrh7NiSaTiZBR2jRTyW82G1xfX+Pu7g4nJyf45ptvUCgUhHDyoky6J61Wq1IOfUaOphHz+VwIFvuoHhO67MyjJvAuIJvL5cTEkvl37YTq+rSLHHrc8vCtNjnU5oVpjhmYrh53diXTTt66P/MbGx+fsV1Wq9XOjp1Ld1lSxroN5TkUxsavwYlrHokBmK56sOVn/etdGuptXcfWIY3Nkx1nhUIBtVoNjUYD9XodwO6OZRbQ4CMtWb9nPu0zHc7WWZrskx8fqHRJaG5/Sh6yfm/xwL5gM7YNffkLkZpYIJw232v9r+dTOx5t3rKUCdidb2lGTb1DrKLv1dIYyaXXuEOUJInsWOXz+c+cTWlcZuuLaWUl9FYn+r5zESPq10ajgd/93d+VM8D5fB43NzfSBiGrKo37LGaMlZgyW12UFdt/1eTHAnPdUUIrEz4SkSVd/b/rnUusMrcdnbsErgnW5tWWzxUXbcGBT4TB7hq58scVfu0+2xeeg13XiQUJ+h/bC/h0AF2X2dal7uAu4GiBnSZIudyjuQoPKRYKBdze3mK5XApYPjo6kjsFJpMJOp2OeIVj+vTcUigU5KLEu7s7PDw8iAtcpsUt+7Ozs52zTZr86X9UqATuLtH1kMvldpwSaNMgKmxrbsV65w7Hw8ODHCbleR6dR5rWFItF3N/fy2WRdoyFAGCs6MmF/YEkRbel3RHjodR+vy8u1unJS/c/XkxL96KFQkHM/Hh+g2cq7u/vcXR0JG3d6/XEBTpNr3jLOABxwToajSQ8HU3Q/XmtVhNCxPNddoueJgW6f2iSqc9H0SxP960kSWTHTu8iUvQOFUmlnrj1eSuXIxEtBAd694nPXZe5+sYt07MrugzLw8PD4RCNRkNMX6jHfOAqFiikESAL4ixQ0PG4wIZL39kdTD7T+XDtuOt4NAjT6dkdda2Xed6nWq2iXq+LLoiVGHKXJR6f3ogBbGmSBQDb/rAP8ckSLpZoxJbBVV++8ZCVINg5x5XPGNIWA75d+bXf79vnYsXiQb04Buyen7P6So83AHKhMh1WLZdLWWSaTqeyUBrSs7b+XXonpiyuZ75+o3/Tyx6PWWjil5VkpukPW/cubO76X4e1+jRGvmryA3zuwck1kVKyKDvXNzHPY8WCYG3yZokEkD747SDS5nOu9HScOr3Dw0M502BtyS15s2ZmaQqWYXUZdfgsk4+PXNl6I6A7OztDq9USAgNAQMF2u8V8Psft7S2S5NG7G3cMeGDx/PwcnU5HgPJyuUSj0UCpVMJsNhOvbdx15I6K3snT9cZ6TZJEdiNcoMYObpJTex6JbX50dLRjKqO/5Z1AvKyN55KAT04ukiQRl+oE0npsZTX30eV2tbXuO5xAtJmDble9yEHPaiQ1v/u7v4t2uy1noJjvXq+Hd+/eyVkt7iToHSKWnzt6w+Fwp51Jqrjtf3Z2JvmjZ7/1eo3hcCgH1Hm+ih5zhsOhXJKpVxRZRhIm3iSud4J0P6lUKmg2m9IHtO4j+aEpn3ZhT5JHr4J0b87wdNRAM1DXWOPOA4EB+y3JlAW1vnHteqf1Ct3L//rrr7i+vsbp6al4W9OuzvmdT++kgeysOtw3EaeBQ6ubXXl35dU+s+a9aWUg2SqVSjg7O0OxWPzs8mWbzh+WxICqWLCdFo9r7kmLN1Z8fT4NrD6lDaiXY8jQPnGnAdKnpBFLCPUYcumOp9YfgB1yQx3H93znO15AXENX2e/fv5c5hWZ0m80Go9EIzWZTrm3Qcdmd4Ke2nUvSyLmrbYkbFouF3H1o5x5+Y9vC1W9CEmpL15hivcXiZC1fPfkBPu+8Wlwk6LnS873bJz1ui2qyYU1J0vKg09arhPqfT5gGzzMQRNN8xzJ/XranLxjV4Eg/c+XdR1JDqxaa0BCoEygzfxqo02yGd/bQzIu3RdOMq9frycoMvcvQrp47Ro1GQwY+dwN4C/t4PMbDwwN+/vln8UxzcXEhqzusF0t+dLvYlXxXPWhi4OpjGkBaIsHLVefz+U7awO7OgO4LWtnrfsI+6mqzGPDhalMLFm0YCxin0ynu7u6wXq9xcnKC/4+8f4mRbdvOgsGxIjIjMt7vyNfe+9xzz70XysYlIRo2lhD6xUtI8AvRsAQdfomGVTRKLmwoIauka8kyhVUC6reggYRkAwK3i+oUdodqWH/HnRKGi++95579yFe838/MWNVIvpFfjD3nWity72P/255SKjMj1prvOcb4xmt+8cUX0m631QKCfo5GI9lut3J1dSXdblfa7bYUi0WdF/5BnBPAEdIPn5ycyHQ6lclkIuv1WqbTqVSrVSkUCvLq1SupVCoynU7VLQ53KOHSSlxCy+2CgYRhqBYkWB+RXhXjRQwa7pjKZDJSKpUkk8nIw8ODLJdLGY1GMh6PpVQqSbPZ1LucMJfL5VK1juVyWbMVwpoCy1cYPl5iZ4Ue9Jf3Elw2eT/CBZNdWnmvspBmsxviB0x1NpvJ3d2diIjetWHr4D1h/+Y9af/37dE4Zh3HT6wrL+i31RpzeziHFtRYgOJS8vB3LuEQ2utarSbFYtHLI6OKFSyiYsai6vDxxufwS7uGrnWLAjlRz/r+jxMc7e/nyB72fZeg7yo+nvAhxaUksDzCfu8Dsc/tG8t2LiGX5ylJG65++37jb6uU5LZZwSwie8laQCfBW+GpICKaCZZlvecI8FyiZCff8y56gzGyLMfvcJ2suLT1feh4ovqYZM/FlU8a/LAwjP+jJt2lUbMlisjETXAUsXC1w1o8aFFdKaaTMGpbrAbdxQgscd3tdurydHJyogIUYlpEnoAH7oqBJcHFwC3BYk23r7iAkEX3ICwAJkxEWNiARWc6ncp2u5V2u63uMw8PD5LJZLS9drst/X5f5vO5dDqdPQ0pXKdSqccUmEgqAGECMSDL5VLevHkji8VC54VTkdvgPKtpYqBr96pP4PHNoWvOAXJQD68ZrxdbC5kAuvZjEoHG9TefFeuyw2uIsQBwpVIpvUgWCR0ATMMwVIsI9mmhUJByuSxv377VyyPtPGIuMD+LxULOzs7k/Pxc79cajUbaPmcJPD4+Vne2MAylXC7rZXCVSkXK5bIUi0V1t2ONXyr1mNFrMpnI3d2dph6H+yLiOzjNKi6BRWINaBPfvHkjk8lELi8vpVgsanwX3C7G47EsFgt12cvn87p/caN6t9uVo6MjqdVqe5kTsT4QAmDJQsYxthxtt1uNfcNauvYxCrvhisieCywSb8znc7WIMd20FmnX/nOdEx+TjiuHCLM4b3y+0R4rHvgc2LNtz02cIOP6H/QL9XOMZBI+9ZwSBUyi+n4oXzi0fl8bFnDw51H/JylRQDNujuLGFbXvff8/p0TJU3z+niOAcv32M14XBhkuJcAhAMjXjkvZ4DqTeIf5EyubIVtwPCUSIsE7YDKZiIhoPI2lZR8byLrG59p/7JoLPso0mb0SXPVbuptE5rbFt49cc+OSZZOWTxr8oLg0gfgdxRQPnSwXE31O4T5gI0HggZbABoxFLbLrsFittojs+bDa98GgYeUoFouy3W41CxYHid/f38tisZDJZCKz2UyFTqtVdPXTJ7z7DlMUUw+CYE/zbIX07XYro9FIOp2OXiqKQw2BIJPJSC6X07gCABdc5AV3pk6nI8ViUS4uLtRdDBaU4+Njqdfr0m63VYCF65P198faWGICtzMbs+IShCxgdc0t9o81S8MlDvNgATtb0excW+3Uc/c/r7eLkeE3W8wY/MCnej6f78XwIDsfWx8Qz4R7d1zxLezfDRehzz//XNOAI0FAsViU3W6n1hf0E26C9Xpd6vW6DAYDKRQKUq/XpdFoOAEAxoK+cSzW6empFItFjQXC5buwDLHbJe/R4XCoCpT5fK7zEQSB3j2FzzKZjI4DF9gB0FjLHvqNupAMY7PZSL1el+PjY1mv1zIajd5z7XMxQYAqdvXEOuDM4EwwPWSayH20wq2L6Vo6at9z1eOqz1VcAiDGAuUHxgOLIsaNsfBcufpr+ZY9M77P7LzwGXLNgas8R6B29T2u/g+hJ3/Y5RB6aJ+Nejdq7v/3MG9xsgk+T1IPij2jDC58Y+UzmKTNONkQZyWOB4NuBUGg9/Y9PDxIs9lUJdDx8bHk83n1ulgul9Lr9WSz2WjCJR7fcwBDVImTs+y88N/4n+lVkvPMP9ai7Zv3pPvY1Q+s1yHlkwY/jE6ZWfBGspNtgYJro30oqPHV4foMBwwBZtAQsDUDY+IgaB+jxm+Aqc1mo8AEwi+3bQVmHNZyuSyj0Uhms5kMh8M9jeF6vZZeryfdbldERLOm5XK5vUB8tJlKpfY0HOi/i3n75tQSIAjpNikD3wKNMc1mMyU6eF5EFOCgj6xx5wM2mUzk7du3ahHD2sCsjfeKxaLGAHHsiQUYPC4I5DZOxxb+jgUX/M3aZHaXZLDD824FSGjVWSCz5wQCKPYJiu9M4W8fQ7TCK7/HWj526UDf4VaG+BW4qnEGQMS+QPDEOcJ8Mc2AEqJcLsuLFy+k2Wzq+0EQqKsY5gkXvsE9FHsAgAp/ZzIZvaDPFYzJWfjS6ccLji8uLqRer+/t38FgILlcTt6+fSu9Xk+Gw6FUq1WdP1jDEK+32WykWCxKvV6XbDYr0+lUdrudurbhtnG8D5dIWG+QCIMvABYRbaff76sSQURkvV5rGniAGox7PB7LdrtVGrDZbDQxCOYHexVKCcQ/WdoHSxanbGYaz1nMeK9Z2ug6iwzC+P24ODdL94+OjvYs5gCCm81mD/hwsUoKV9/4t6sPrjG7wJ7PbTWJsHXIs0mEegvYXMXG81paFtXPpJ+7vud+xYFfWw4ROPHMIXOLduP6dkix9fB+4fZsf131RCkZXMXFQ1hBxbJd0jpd/eLf9jxYJYYVslmZhvcwN8ie+uLFC8lms/LixQtNkJPNZiWTychkMpHj42O5vb3VTKpsaf+YJQmgsPvb9T+PNYoGudY7KVhKuodde+7Qc8blkwY/XOyk8EHxlQ8lGh8TMGUyGanVarLb7aRer6s/P+pO2lc+jJzVKkprwocbQKzVakkYPrpMDAYDDXZLp9MynU7VwlEqlaRWq0m9Xt+7QRwCJUAKgqt9hzwJc4EgCkEfdTKA4cOKd+/v72U0GsnNzY2IiBQKBdW2hOFjsPlisZDVaiWbzWYvjggxTwj6m81mmvve1U+MD76+vucwZg4gdxFbFtJBgKBNZoEJz4o8uQ6xthzPMKDmOtEvfse64aGP1mUn6m9fYeLKfXQRS8u07FwCAPE+4MIWBet6yEAKCQOQ7IG19Ui/jXlw7TNeR457YcDNawwhfzgcymw20/TlcDnF+YfVEn2E68T9/b1aZAFe4HZ2eXkprVZLarWaZDIZ6ff7exnykIUO/YHFExZLpp/oK9oZj8dqJcJ30GYiqx3i42azmXS7XZlOp3q/1sPDgwIzBjeof7PZaOwT9gbfoYH/sSacGRBrwgoxXh/sfdce5j1p96cVNH1/i4iuaa/XU6twOp2W2WwmIo/KIrZq+va8Txh1CSq28Lm148T3Ue+7ynN5nKtd33eu/nyMdj+kRNEf17O+9TikrT+IEjfPDASsAiHqvaTFJbPZ9nmfJhHkbV0upQAK8z4fb/H1ixWBIqIu8aBxyBYLvpRKpSSXy6mi6erqSq+dEJG9REW++YgrUefd9Yzvex4n7wF8zyEGvsJ8PQkQcykdovaZSwFyqCLgjwT4YW2AFfItgsVz+M5+lrSwliDJc67CjPX4+FharZYcHx9rTIo9nK7DyHVD+ENWKAASHLqog86CYz6fl3K5rMH/cJFBJhM8UyqV9Dc0zHyJF9YFlh8IldYqx5s9iiBiHeE6AgGIY1d4/QGSwjCUwWAgy+VSZrOZxmgAjC0WC3n37p1auOC3iztcAKCgfYfLE4RSBJ0vFgsVjKG5Rp+slprXAkH6ViNsb5O27mpMmJC1y5rq+X0GTvw9hHZ8znVYpmP7b9eIS5J1td8xY/G1yfuGQQasd7C6uQRWe4YY/AAgMeAUebLO8ZygwArGrpcMflA/W8tYy4i7o+bzuQrJ2E9ok+PaEPuCTG6w8iC5QalUkna7LWdnZ+rWBgtWq9WSN2/eSK/X0yQdYGJIiID9ztYWa61loMRuacvlUoFRLpfTecUzyOIGjed6vd5LUY7vcBlxv9/Xuu7u7lSDirnk+6C4fwxa7L5i2segydIhdo+0wpN9Fu9DyFmv1zIYDKTT6ehluLDe4QLTfD7/UQTdKB6UhD8lKUnqiOIt9jkfMHO1Y+u1z7r4WlR9f1DFyhZJBT8fb49671ChL64PXHz1fgyQ6hOKffvA0nPU4fqc67EhBPiOebJPvrL7jNvidwBustmsyibgpUz/IY/BawTWLTx3aHHNXdIz6Co+EMgKRZ9XFT8fNYfclk8W9/XD5cViZaGk5ZMGPy4BjeNcfFoYkY9DGJMIgHGFhSe4mrDGHQuepA8oOHQQzqGxjjoU6AfaLZfLey49yAq12WykWq2q6wrcwPAsW6tYEw6NCDTCPoYVNcYgeHLzymQyqrlG/+16wH2vVqupG8r19bUMh0M5OTnRbFeLxWLPha9SqWiGrSB4zLaVy+U0/XGn05Hdbie1Wk0vMx0Oh3JzcyPj8fi9S0vtGC0hZu2RFaw5mQTqsPMHkMdECc9ynQzCIECjbYA2dkFC3eyCiX6zlc2un2VOrnVmYdGOx2qM7LgtE2LizEHxTB+YLrgswmiLBWoLBFlT7xPC8GPpkIshIKB/NpvpXUDD4VDnnBUjAOmuGC5kNMxkMtJqtaTRaEgul9P1heKhXq9LpVJREAXL1mq1kvV6rZYllzDB1hQGi+xeifPR7XbVdRdaUOy38XisaccfHh6k1WrpJcQACLD8wA1vOp3qBXuop1qtyre+9S1V7GBOYT2C1ZldVO2+coFZnlvrbmVjt7jwmmezWanVarJer1URMplMZDQaqbthoVDQfrnoYdJi++4SIuye9b2btD1XH6P6HQXCXH2LAkH8dxTI8Y31uSAhyXt2LD766HvXtnXI+hwKXlzvuPrgUg78QRQXH4vyXkFx8QycZZz/KB7g24/cB66L5wWKUJEneYTdybmd7XarNJRDEXgMcfvAggDfPNh3XP2JKjx+Oy9WzvbRRld/o84ojymqbvvuIeWTBj8sHPJmZmHR5eryoSVqsyUlcrxh4Gay2+3UssKHNgnhtgKfiKhwb9PR2v7Y+llgYmEUbkEQyDhWhYP7LWgDCGk2mxqfwUQCBMk3X1YQTafTUq1WJZ1Oa1AhLCd8UI6OjqRer8vLly8lDEO5u7tT96DNZiPL5VLS6bRaXsrlsrRarT0XvnQ6LfV6XS4uLjTQ/urqSoWzUqkk2+1WOp2O3vMDIRMAymp0rPDMLlXcf7j2+UA+nnMxBRegQn2wFrCbHwg64hP4Fnl2KeO2P7TYvcc/cTEQXId9nj/HvHFqa96fvLd5jpkAW593CwAtU2X6YIEEt8HZwDabjXS7XUmn03J9fb3n2om+wuLCrpRI577bPWZqxP1SHP+EuBPc7cTgBwAI7mY+CxfGgPNugQEDscViIdlsVtrtttRqNVUGQMmA5A29Xk8z9iFmDprQbrcrV1dXMhqN5OTkRBqNhpycnGjSBlj3ME/oH5JDsHJGRNSKfXR0pAldMLdYG/ANgCxOzMAglgUfPgt4L51Oy+npqfr8j0Yjub291ZhDpme87ywo8wEZS6+jAIlP0LBn6esWbFlxENeej5dGAaCo8jF4fpLiAztW0LRC3h9Wce2vQ0qcUP6hxYKeqHpdewbnC3QQZw3xofZd/pv5KvcD593KLfA8QHtoH/1hKzrohC8O1PbJ9z3zINc7cfsxSRt4nmOKwfOsvMX9srKrbdtHCyz/dfF1+w7zq0P28CcNfrhEEcYPJez2YEVNtEs4c/3t66uvzag6+B1mmnDP8vXPCmn8HQ4zFwY37J/qA1B4HsGAeMZesncoEUV6YVwyalM2410Ij9VqVe8J4VTHEJoAfhCHgJgFCJTValXOz8/VFYk1ykj3PZvNNHjx/Pxc2u22nJycvDc3TEwxFgSC2/UBwQHhRIwT7xmuD8SGgQ+7M6bTabXUQdOPpA+87nDTARCH8BcFVH1nLIogWTdF3r92zqzrAo8VTA1aNpEnZsNCLAMgJrxsFeC5BSi0Y7SM2CfEcB8ZREHAZ0srLCdwnRR5vAsCjJvvn8KeZzc4ZKRD/BMsR5gf1i7yXGHvuAAk/4/9Y8GiXXsoJs7OzuTs7EyVJEihf3x8LJ1OR969e7d3qStiY2BxTqUeLwrudDpSqVTk8vJSMyktl0sVYrC/oMSYTCZye3sr4/FYU85i/oIgkGKxqM9D8cBrx+Obz+eqrPExdQtI2N2l0WjsATO4uWBPuAS6OEBi96B9n90VLYi3fUV99rxxcfUvip9GgS1X8QE8219X/w9p42MCjbg5ivrc0hjfe0kF2bg+Jn3PNz+HzJldr7iSRCB3AUX+7QIP/Cy7n282G1VOWH7rou2gjfjNmSnZ1Rrvg9ay+zQ/x2cHfQqCp7ggOx4fr7VzZ+fNJzu65te3TnwOrRKOaaAFMZY+RPXF1659z1en6+8/NuCHkbhr8/LG8R3sQybrOQQ0jqgkJaSu53xAxradhPi7GKAPdfv+d7WHuo6OjpxpdJMQXNsfWHxYG2MJlshTrBEuI0UcE4M4EVHwAxcdXEaJTFYQ6C4vLzWWoVwuaxxUpVKRarUqu91O3eyKxaKIPCY+4D5hHBCw4J6ITH/oFwgME8hcLiez2WwvJgUZxSwRwtghuKVSKSkWi3J+fq5uN7vdTsbjsd4+DavYbDaTq6srmc/nmuUMBJoTM/jWn9fMJyTiM84KyM+7BDsmvuzOxGmd2coGhheGoQqxVosIYMAAwQKVKIEOn9nYEN6vvC52XLDA7XY7KRaL0m63JZvNynq9fs9VD+6XJycnqtjY7XZ77m0uEG2BnS2873jP8Vwww0d91uIOMIG08VAgYM8grTyUAqgLABxMFslaEF+XzWYln89rBj6b8Q37G5fU/vCHP1QrGs6+iOidSkyjACRZMxsEgcbtYM9wHCb2LD7HPAEQYu45KYuIKNDDXEUJqD4hgD+zdMwnKFj6w8UFKlzCRdTZtn2POic+nnuIwGafS1pf1BmIa+NDihXcbT/i2uE1TQIukwKeQ8fnk1mSfp+02H2O8bJrt6sdlzyES6mR0AgWZj47PvqIeYfMwl5ELv4EWg7aGIZPChr+YeuQyH7WuKTzZ+WrpO/ZOnictliaYJWqcfXyXo2Sv11n2Xemfefa9Xdc+eTBj8jTwrgOw4ceRFtcm85+L3KYWT5Jm66SlLBHvXsIEY6qy0V48BlcPZLEHvn6KfK0nlZb6yJaICiwXJTLZcnlciooYe9AK4y0yYi7YjN5EARSKBTk/Pxc6vW6PDw8SD6fl0KhICJP1hJo9PmCMwhKdk7wG6CG7yGy5mLMXS6XU3CGucT4mLCKiKYQZotNLpeT8/Nz1YDBlQqXaMIFDpdeiojUajXNbmc1Pa4SBxJsYeFYxE1YMW9MSCEU73Y7zXKGIHI8B/CDlMkQQhmAMxB10ZC4/uM7a3XE/rMWK6ZZmEvE1TWbTfniiy+kXC7rpaa73U4tBmEYqvAOAMF1w+qD92wCDQtErdIA31mXNv7ctf78HeID0Q8kDoGbXRAEmjWS54MVG2y94nMKgIT4Qux3PDOfz+X29la63a6EYSiXl5fy8uVL7eNkMtFECtj3hUJBFRdo/+HhQe7u7uT73/++pvBPpVJ7Vjn0j11TrZDD94rBasaWIRffwt6x1kgX7UB/7frZd1xrzM/avewTQJ7LS23fbDv4/xDhOYoPuwSkjwVknlOSgJtD3k8KfFzPfmx5KMkcxwFV1+cu4MNni79z7QM8A7fT6+tr2W638uLFC3V7Y2WFpYeuM8TKHlYo4DlcWQD6DIUJlHKgAYvFQpM1QbniK3GAPY4fJy0MRCxgAY8Cn2JrGCv47HsfUwaO6zcA5yHlkwY/lnizsCGSbNIP2Tz2oPvQsu+zJM9HEauozeRiJnj/EKDD9cQR2ag2LPHiOlnTH1esUOGzRtk2WLDEMxDI4LaGksvlNN7BugCxUA5QIyJKQC2gs3PCF2ly3/BMOp2WYrEozWbzvcszrdAMYAbwg3HA3QnvwkqA2AYQWLhGtdtt9Tnu9/syHA5VwIZWDODu7OxMtec8P64StT/5HZeCgF0JXZZBfMbCcaFQkMFgIJPJRJkOUphbcIf7FqwgifWwVpYoumCZOfed60MdDIDsHgB4zWazUi6XNVPber3WuB1oFDEOZA2CQOCyfGLPHSIAWloaxXhFRAENvwMwYDPmMXMEaIAAwP130XB23QvD8L2LoAGCEFszm83k8vJSvv3tb8u3vvUtba/X68nr16/l7du3Gjs1n8+l0WgooBIRWS6XcnNzI+/evZOjoyPV5iK7HVwPC4XCnuWV59iCXHbNdQktVpDjbJ+us8Nt2M95vn0Cko9X2PeTlCQ8zzcGPBtVh698bEH+D6o8Rxg85J0o/v2xhGVXva76DwW19j3QCxt3iuKjUfzZcrmUu7s72e128urVK1VmsCXD9pV5Atrk+FeuH7x1Op3Ku3fvZLfbqaIU9TCdhPt8oVBQV2CReE+bqLk6ZG59Z9El+zH9ZZDIz/gUM0nkZVe/op5zyRgsGxxyTj5p8MMCpd2Q+DwpABJJZmHh/10LmhQ8+IrVjNn/fcKMC2T4ynOZjX02jsjyeOzfvjpdbVhXOdTFBDKqT65YBuvmYt0n8R23ByIlIns3t/N7PsHZEg2+nLXZbEqpVNLU4TwujDOfz8vZ2Zlm0ELcVKlUkmazqeAIeyafz0uj0ZByubxHsBHDhMB0gCS2DqXTaQVM9XpdBcMkApEP+PhAOKeExh077MbnOg8Yaz6fl7u7O+l2u3J3dydh+HhJaTqdVneHd+/e6W3asIbZAvDC2vxDGArWFmCW9xJijqy7HZgvxgxrCceYIJ11tVpV90nMU6VSkWw2qxf48p5hawoACY/VtT68LhZY8DrwnUVcJ6+xnT92Q0U79twy+LFrzvFFnMQBBam8Z7OZTKdTCcNQ2u22nJ6eqqJgt9tJpVJRMPTDH/5Q+v2+9Pt9uby83BOGAHBms5m8e/dOryHAPWzz+Vz6/b6cnJzI5eWlAm4LXuCKif3FChfX/sFv7BnsdayHpfd8diy9c8VCWEHUurFYYcal1HHVyb99wM7W6ztfh/JO3/P2/w/hyR9aXDz7uQAkKX/3CZI++cHWH9XeIbTxuePk9pC4BJcG8/cunsR7EkqYzWajdVk3aytb4dxZmmRBmFVYbLdbmc1mslgsNL6Wr/cIw1Dm87leaN1oNKRWq+mZZ0XtIfNzSImTx3x7gl2d2SIfdYaf088kwMdVb1JZn8snDX5cKJW1t/zd19Fukj7Zz6wg6KvLomkL7nxAwbYbBZ7s+/bvJITLRWgtUbCExgb7uubF1y/bNx/YcdVn34dwyvPFfXIF9UGLw4SKv3cJKTYwkusGmMnlcpoemPuPd7PZrDQajfd8j4vFot4q3Ww29R6Ui4sLmc/naqFiwJdOpzWbX6lU2rvbBab6yWSiMUx4P24P2eJiwHYNmMGAYXBSB3zHDAvCf6vVkn6/L9vtVm5vb2WxWEgmk1HwMB6P5d27d7JYLKRQKEiz2ZRyuazfW9dIWCxcgpNdUxY6sZ4McmBZQzpTBlU8Jwxmg+ApkQhiYbAu8FlHv22KVJvK2TJnbtOCDvxAULBWT6w93Ag5m5FLoPcpomxxASCm4egzxsr95/mHFQlJIWAdQ3KETCajySQQT4Rsj3ie09OLiGa/m0wmevGryOPdXkgUslgsNJ21j3ZBcOOsm7yPeG4AmhB3hwyWXJc9B3YuQZsQR8XzZN1VLADiwgKP3TO+NfUJ3PjM8jRf8e3ZJO/6+pqkWDrlAwK+91wAwUXvkvB/V71xgisXV/9d/Nb3bFwbUTQyqVAdVZg+M5DgDGOoF7SJ5xv7HEoHnG++507k/YtOXXsAwAe8lM8gzqzIE1+CRwW8LsbjsdKM1Wolg8FAk0AVi0XnfnXtlai54t++OXftH9fetRY2jJHngQEg99XVj7h9e+jew/cuWdel9PGVTxr8WBcZS+S5+A6mJQJ/WIU3josocQYfoG/7/iFE1Qr6KD5CyMX3jK0vysUDz0UxU/u563DHMQZL0Fzz7OqLZVx82K3WwzXvlpi4hGcUjtnB4WUzMwujEHz5hvt6vS7Hx8fqIhUEwZ5AnclkNNg6DPc1xplMRuNHIGhtt1upVCoiIpoqmPvt2x8+AmjnlucF4APWpmKxqJfA2XGLPGm1c7mcNJtNOTs7k+FwqJas9XotmUxG1uu1dLtdBT6np6dycXGhmjYAC9ALuDSye5LP9cs1FvhD8x09WCfElWUyGbXE4XlkQctms3pJKNK4o575fC7D4VDevn0rV1dX+j3WiPeYK3DWgm++xwj7j+8DA7BHBjW8j/Hgf85Yx8Iy9gkLz/iM1xXAxqVksAKa3UtW0EFb9/f3MplM5M2bN2oxK5fLe23jviSAIbZm8T1X6/VaQfbZ2ZlUq1WNH6zX6zIejzWtuIsmPDw86Plh8MuglsefSqVkuVxKr9eT6+trjUNMp9OaKAIXwvLn2LOoDzGMsEjtdjtNfoK5SqfT6saXy+X29jUUJQBT2DPWAh+GT/eC4V3MMVvA8ZuVGLyOltaibrsXovhz1PdxwpcP6CThpa5n7Dh843E9H9d/27ek7yQth/TL977rvSR95mfRDygrqtWqniebphpnn88gnzXITog1dNF11x7AXt5ut+qRgDhfe87DMNR4YCRLub6+lvF4rFZp8JTFYiG1Wk0+//xz9brgFPjoD//2zVPS+Yz73J5JtM1zlUql9pSTrgRBIvIe7cczLtkoCciJ6r9PtkhSPmnwwxPDCxTlC20FNJ9QnqQkIY5JCx8Am0+diwuV431XX1zgwvVZUiHPfh/FcNB/zLl1/XExvkM2ctxhskwzCijx/nE9m5QpJJ1D17z7+sWFhQkWoljzD2GM7whi8OyyELA1CcKObZd/x4FWFyG3hfcIQFw2m91z/7MpmnkcAEClUkld2uD61+/3FVjk83n1wUaSBGaaQfAYoJrP51Wb7tvbrn3BdUHIXK1WcnNzI71eT920KpWKZkFjN8RisSgnJycasI8YIGgaF4uFXF1dyZdffim3t7d7AIKtkFYA9+17ABd2R4NwjTpBixgYbDYbmU6nMp/P9XO+K4gZOM8fhF67x9iXHN/zvRw8t+inZcj4AZgMgsfU9Z1OR37/939fFouFNBoNtfyIPN75g9TXDAa4oI2TkxONwwLwwLpw5j3eA5hzTnVr3QW57zxX9/f3mnAEWlbEMmF/ptNpvYvMptMNgkDvUwI4weW3uPgWZxvzgPT3OF/cX+wrBkTsBoTP8MPjxLPYZ1ahY3lBFO2MAzZJ6Y3rPNi/7dl3Cca2PId/2eeTyBEf+oxL4I2aN9/YXeDBvucqScZr5YNMJiMXFxdSKBSkVqvtJSuI6jcsMLggmZMe8V50jZEtQplMRs7PzyWdTmvGWuahKHznIKw8SMvPslC5XNZYWj4zSfbOc2RNjI/nyzdufO9yewZfYj5jFVz8Y+u0f8fJFFFjTXIm48onDX64MPCxLkZx7+HZj9kXV3EJJdho+B7Mh7WqYDwI9EUKWNYw+9qPEtqfS7CTvGMPheszm7rykPZ8a+sbowsU+d79UMZ3CBOxjDYJ43IRM95DVvhkAMF9ZCGF96KLOPrGdsje8c0rwEGz2dTMcvYuKH4flqJGo6EXSWKM0Azm83nJZDKy2WykUCjovUssXDO4yufzUi6X91IXxxX7DFKwwz/9zZs3qmlMpVJSq9WkUCjsZeIDIwRQur6+Vvc2uEotFgvpdDqanQxJKRiw++6AsueE0y/jXQjyuP9pOBxKPp9Xtw2kE+/3+/L27VsZj8fvJR1ggMKAmuNJIDQEwfsuXDynrMllwdm6PwJg4D3ETxWLRb1kGBnalsulDAYDXe/FYqFJPBjsc39Bo5jWcrpqJDxgYYj3Krud2WyC9twzDYc1ttlsyuXlpdze3srt7a1aAJGWHqnReR1x4fKXX36pwlqhUNCsV9vtVtPx93o9mU6nqtGGxXSxWKh7I9MEzDUsyA8PD7qXIfQBBHPSC+uSaUG6jaGIEpw+ZrF01LUu9tmk/fIBq6h3k8giz52LKJnEAnDbh6h+fV1rgwIPh1qtpoojkf1LvNE3phm73U4mk4l0Oh1ZLBbSbrfls88+00uXLb1yjRM8AvG4DPCZruLvo6MjvU5C5DH7JOgKlBqIPW2323rdBPodx3MOkVHj+LSvLvs5K6zgnm/BaVQ7XC/zJt9ZjxqHCyTZeq37blT5IwF+rFDlI2BR7yUprkMSpf2wz7r+5xgSdlvCD3LUI13s0dGRtFqtvcxjWPTnagUOKZZ5u4i8S2vAFhV2lWGCFcUwfHPtI9pJAYWtz36WlBHFAUkXocDzth0LOnwAFn+zdtXF0H3FEgqsjY35SDLGqLly9dkKPrgfBnEO7J7gqieVSu0JbA8PD3sJC+BiBsGNU5jb8cHqlMlkpFqt7gljcYWFtpOTE6nVaqqdhJtAGD7d6I0YETAVJKA4OzvTGJThcKjAbbvdynA4VLcJuPrhMtAgCPaSJjAowhjxg1gvgCp8D8tPLpdT6xPAYxiGMpvNZDQaSbfblU6noxcF27bY/YoBhEvDx3uX6R/76XO8GmijbZOVRZiLWq0mn332mXz++ecShqEm9kC8zmg0UlDM68h7k936AJJ5LJxG3rffrSLCKiz4eVheOCFJrVaTZrOp2SBvb2/lq6++kqurK9lut1Kv1zV1L8Z5d3cnP/rRj+T6+lpevHih+342m8lgMNAzv9ls5Pb2VtbrtWq1kdlusVhIv9+X2WwmYRiqUuDo6EhT4iPbIrtvYj3Bp7LZrGw2G71HDUAK8+uj4c9VqMS961K+PPd9+38c2PHVnZR3JeVnPmE0Tvh1zYWrr/YM++pNUl9cWyKyd+44dpVlCtu3MHxKPrDZbDQu9vLyUs88zq7dB3aewZvQlstKg3kALSgWi/KNb3zjPZA0nU71nr5msyknJyd6RxvTiQ+dM1dxyRNRwIUt8ZAvAAKh2OD70fhs8zii2nDtbfssy5FJ9ucfK/DjIkjP3UBRi2GJWxSxTto++oqNNpvN5Pb2VpbLpQop8/lc5vO5+q6m02k1pcIVw7qTHDLGpJvK1u0bPwuXrPHleBOAHwg7OEzQoPr6G3dY+DnXPNixMgCzB4frse4qrv75+pGkWKHI7jXLUCzxcglZUW3Z/+17hwgAcc9HFUts8dsnNKNYbT2EZewtBh6I7wnD/fTBaAfWmlevXqnGGkQ/jg5gDNgjELxfvnypWvZKpaIXcyIgFsIqn4l6vS6LxUItEgAzcE2Ca9bp6am0222pVqs6/uPj4z13OsuceS4RgM/Kk+PjY2k0GnJ6eiq9Xk/G47F0Oh1JpVJqCYKrG4RkAEzUj7kEaGBm6AI/VmPL92TBisHWAwjVeBdgAXsG64n7nxqNhnzxxRc6h0hgsF6vNUMg4gmCYD8Oh/tlaQmPiRMSuGiOpS2us8ljwNxkMhlNXgLrS7Va1UQNnU5HJpOJJmtg4WsymchgMJDdbidnZ2fy7W9/W1Kpxwtgx+OxApFOpyOdTmfvvjCRR1e46+trefPmjSyXS+0PLINor9Vq7cWJQbEwm82k0+lIPp+XV69eqXIClw1jv+Oc2ftbkgpnrvOYhIa5AJDru0MAjK8/cbzVBYp97Sbh03F03/JxWx/zOctrbH9te4fwu7hilQdsOXR5lNh5RN9zuZxcXl6qIgGWf+t6a+eGzyyEe2v95Dni9/hzTg4Ab4RKpaKKOk4ew3W65sPuK56npHPq2uu2LqbbAJqp1GPWV3gq2KQRPlDs6qeVWWxfkshvFgwlORuu8smDHxQrAPJi+ibUdcCf0y7a4d+2RLWz2+1kOp3K3d2dXF1dyWazkUajoWmIc7mcao7n87mMx2PJZrNSLBb3BB6XkOw6nEn67ttQUUCPwQKYPQIAwXThYgOhFIwQQo/V9rv66iLkvuddn/OesO3ZYHAReU/TZAOcuU7u43MZlo/YRQlYFnCinqTzgmcZHLjGlmQMSc+TFS5dDMT2j99l8ADhGMQac8hWRZcgKyJ61xIL4b7z6hKeMP9wzwCYeXh40IB4uG8g9TJnTIOwjnGwBQVpUzebjZycnMj5+blafvn9fD6vWn7X3PKcQpjFPOXzeWm1WnqP0GQykevra5lMJkp3kDo9m83KaDSS3W6niTLwA0ZvXcHsWYMwwIIvPweBg9OP2/GwxQFCShg+xuhwMhAkhoCb33a7lUajIcPhUHa7nbrT2LgcK0xx2+xawyCZ96z9jM+UXQ92Nd3tdmr93+12MhgMZDQaaSwc9s5isVAlGDSw0+lUer2eLBYLKZVKcnl5KS9evNC5RxY5uM/BjZLdYsfjsbx+/Vpub281Rg3zi4QcyJSXTqel3W7reiPO7fXr19Jut+Xy8lLvTOr3+7o+mHOsD4MgnhvX33ZuLU1IwsNc9buE+iQCVRytc/XJN4YkdR1S4ui/a36ivre8k593rVGSeXQJ5C4Xblfd+PF5MNRqNSmXy2pdYUtG3L7gfvmUoq7ncG7xP5QFTNM4sdChc3RoiePNPhmPn8Pl6MViUesAcIs6Y7695dsrUcAnST1J3uXySYMfezj4cCbRqBwCfD6GZsPVTxFRxgVtcaFQ0AxDCCoFwxkOh9Lr9TR1osiT+wn7xEcRPkswoghBknFbwQB+38vlUrrdrgyHQ1mtViLyaBJutVpycnIis9lM1uu11Ot1abfbKjwx8YsiohZs2HG6tBtWuwWBh+OsoHHlbC9hGKoAhTogaNmMVQxA4sYQVeweZq3MIfMR14YLZLhAj0/wt+9FEcSocbrG5Gob7fC7YHgoDGAsg3Uxbhv/dEhBnbBk2stmYb2AoMdCNj4vFAraLu78EXl0T2o2m6ooQAyHyFMsV6VSkYuLCymVSprZzLr2YazIqFcoFLQvmUxGarWanJ6eysPDg+RyOaUlAFetVkva7bbMZjN1iYIFS0Q0cQP6b10Hed7Z2ou+uc4vXKcQy4K7OgAmEbODOByAS5tiHDFUIqLCSC6XU/Dgc8XifvO+cMXK+YRcjNfOAY+bXXmm06lmeoNbzNXVlVoWR6ORxi6t1+u9ujebjYxGI1mv17ofsMYiTz77x8fH8vbtW/UwAIALw1Amk4mMx2MJw1BdLBEkDh51d3enFqZisSjlclnbn0wm0uv1JJ/Py3w+16yLt7e3Eoahrg8uUUayBc5ElxSE2O+T0g5XHfZ5H/100UVfYfqT9PmofkUV1/O+PRlVt6UXLnASBeCi+hcFbrkuy6NdtMH2yf7NAARWSbzvAkvcD9smgyXfPHOb9vMw3L+rDG0mnTfXOF10NaoO3rNRIMFVLxRNUBIFwX7ck6s+lpN87bn2WhQw4v/j+p+kfPLgB4UXlxmSz5LA7z1HMLXvHtJnS1jAwDebjcYfnJ6eyunpqQYcI3NIOp1WX9bpdKqpe13jtQcGm9Eye5+bjIupx80HBBP0r9/va5AuNLjQ+o7HY1kul7JeryWXy0mlUnmP+Im8n+Eubn6j/oZgCA31dDpV4QgMmZ+DRhifcWAv4jkgaLE7x4cUS1Rclj3rviWyb7XxzZmPiMfNr09DhHctkz/kTLlAFArvWXvGo/pj+5CE2ON3nLDkUywwwGB3IgYCNnZERBQwoV5r8cDdEbCc4swy+IFgm8/n9/rJIHC326m73MnJiVQqFd3fmUxGGo2GJj3gGERYtCqViuRyOU0vjlgQAKRCoaDnCHTAzj8EbWQe4wttrRDCrn/dblfnhjOsQWGRzWbl/PxchsOhLJdLzfLUarX2aMpyuZTFYiG9Xk9Go5Gcn58rwGKLLp8t/LAAE3Ve0H+XgsmeY/apXywW8qMf/Ui+973vyXw+l/PzcykUCjJejmU6mUo6TIuEsncvF+gp6loulyIi6hWANgEWcbdXEAQa34P+IM32fD6XarUqn332mZyenmrGOMRLnZycyFdffSXdblf3DdZ2tVrJdDqV29tbefv2rd671Wq1tL9w5ZzP55rpEIHUPvrkU37EFZfwHlVv3OeHth9XooTp59QRNV7ed4cAOH7/ubISt2vHx8pb+7xPILb9sp9xXS5FUNTc2MLyURxv4LPvGpMPgETV+5y5dvXN9Xfc82H4dEGsiCj/ccmHrjaec05tccmhh8qmrvJJgx9XYYYlEi0A+SbQtxBxxDOJhsk+w+ZQBJXC3YDTDQN5ww1uPB7LYDDQQG0IyGCMuP/BHkgcZCs8+zbwIQSSBbP1eq2xSug73GTgtgFGmUqlpN1uS7FYfO9wudqKIxR2ri3RhaDw8PAgo9FIbm5uZLPZSL1elyAI9DdcTJbLpabGZW00hAK4fKDvnC7ZNU9J55PnAEAM47Bud3acnDDAB4aTFh/h9wkqUe6LvmLH4KrXVxjoWYZiNUb8t2sv+faXCyTZ5zlmjYVofA4g5BozAASvITNtdhESecq4lUql1OKC1OZoD+cfdcBnG+cM90DhbphU6jGJBEAMlDKIVUL9SBnebDalUCho9jjcLQUAZgNgg+Ap6QIy1nG6ZrQJxUS5XJZSqaQW5OVyqe2Uy+W9TH9IBHN+fi43NzeyWq1kNptJtVrd20+r1Uo6nY784Ac/kPF4rC6KSFOL59BXrAX6FkUTXQoFfMaKJnYzw3cAnTc3N3J9fS3Z42NphqEUs4H8Qub/IdIU+b8t/y+SW4eyDQIZ/g9FjF1faLphfYRVjOOTeGz4H0IOYrvK5bI0Gg21EGKNU6mUTKdTubm5kbu7OxER+cY3vrE3DgDF3e7xkmQAqCAIZDwey93dnfT7fel2u8rTYD3ynV9XORS4RK3dh8gAvuITBpPW8RygkUTOSULHo55JCpxc78f1kefJB35YnnHRYTsO5pW2jqh+utqMGh/LWjwG13wl3Q9JQNeh43HJSFHjse/YcflkbN+Yo9bfvhd1Ll28/ZDySYMfO0m+H9fzvsX3aSdcdXxovyG8QGAul8uawhduMNDCgmHhort+vy+j0UjG47HUajXJZrN7QgwLG66gOhbUXPPkOkxJ5gXAZzwey2QykYeHBymXy1KpVNTFAm58IqKZrDBOl3Bo24jri6tvliiB0SM70mq1koeHBzk9PRWRJ+EVwtJoNNrz181ms/rsaDSS6XQqx8fH0mw2pdls7t3lkqR/9m9LzHHZJIQLl8CN91jIiZqPuHmK6q+rjiSulFHFMjoWQn39sH33PefSHHE7ccXFhFzMlv/m9beCtOt9u/f5IlaXIABhl62ZfNZdtAzWJLSNNtAfCM3oM0AU4joymYy8fPlSNpuNVCoVBS2lUkm++OILyWQyeheGi0HCxa/dbst2u9ULW/EMAD7O0meffSb5fF7C8Cn1N2KWoIQIwycLEIKKb29v5c2bN5o5D+BtMBjI69ev5fr6ek+5hH6ylddacQ9lsKwA4NTeLDwAMOD+KdDFV4WC/L3vflfmxyJ/5xcf6/u//tN/JoVHT2f5u3/tr2mfGDRyHBXWF0DZ9p/BNPqLVNdwXwPNwVzB0oNLeafTqboFo124UZ6dnWl8GjL3AfTO53N5+/atzGYztVb5zoePb/to2HNKlNLlY/D8pHW5lDhJ6vQJha5243h4VNu27ucInbbPTP9YyWAzc1oAhs9Z+eWaXwY/1hITNRYfrY7ik+iLy8LPbfjkqyTFx298xSfjur53jdfydR5jHMBxgZok+8tVXPOZFBy6ykHg57vf/a780i/90t5np6encnt7q537pV/6JflX/+pfyXA4lJ/8yZ+Uf/Ev/oX8+I//uD6/Xq/lF37hF+Q//If/IMvlUv7CX/gL8i//5b+UFy9eHNx5O3ArxPN3XJ5DYD5WcWklcrmcJjhIpR4zaxwfH2t6a2w+uKLgEON7FLgdIA4Frg9BsJ/BIwzDPZ9Nlw+s3bxJwAYzdiQ4KBaLcnFxoQHd6MN6vZZ+vy/j8VgDcKvVqhSLRV0z1p7zbzuPSebafoa5Y6GLrTpHR0fqiohU43C1AVDC5whKxp0XCGpPuh/t53gPghFALVL94hm46oiIAsr7+3spFApSKpV0P7kE56i24/rpI5a8z+KKS4hhS5UryYSvD6jP1baL+No+JCkupudjQhacsluq7RP/b5mJS0DgvljXjiB4uuwTz7EVzsYCwQLBe8TWC0DAF6kWi0VVVCCLF8AK12Gtk+hjPp+Xs7Mz2e12ksvltP885iAINAtfs9kUEVEBGkogCNLslpLL5aRarcpgMJDBYKCuWXDZGwwG0uv15Pj4WNrttqacRT/Rb7iI2WQLLqHF9xl+cI5dmc2stUTk0YJXKZff24O2fgAbHj8Dbr6TCPXDfZLv5OE9FoahzOdz+fLLLyUMH+N+cKEq3A3n87ksFou9OEnsX9R/dHQkpVJJ6TnmFsk9BoOBZkG0l3tbZR3vi+cWn7Bqn0nyeVJBy0VXo4T0uH746o4am4tWJ+lDXJ8+VHZy0TOWO1i+4fOD53kMLi8IBtJR8otvjVz8xNZheQG3yZeoutqMAlC+eXLNVxRfT1qP63M8zzzDepJY13r+/lAZ266d67tDxpCkHGz5+fEf/3H57d/+bf2fhZJf/dVflX/6T/+p/Pqv/7p85zvfkV/+5V+Wv/SX/pL89//+36VUKomIyM/93M/Jf/yP/1F+8zd/UxqNhvz8z/+8/LW/9tfkd3/3d70a3qjCTFVk3z9TRN5zMYiqB78PReAWPNhFjNoAzOhh7UGSAw7SExF1wUKMCYRbtMOXIdZqNbm4uFBXFZQgCPTuBbhqIfCU/e+TjN3OE9aP878jCBupUlOpx4wrcJfp9Xrq1gJXFmiz+YC75jFOCLXPos/wjefYBpH3M6VB8IOAgDS6yKyFPQ2mj9gNgKC4vroYGO9juNaBEXS7Xe0vXEoKhYLGgy2XS9Wmv3z5Uvti95Fvf/oCQaM+s0zG9wzG5CrYE/Yiy/V6LSJPGXLYVdMKorCAsWugtYB9CMP20QR7Diwws4zZx2xsfQxCbACwCzxx/Ad/HiVkoLiYvMj7tDMMw73UyviM7y5i4OMCfBCY4VpnwYvtKy5aRRyVTWoBIQP3ZwBYbbdbzVYH9zooCE5OTvSMVKtVPaugqUgukM/n97LJudz4fGuI+cPawXpi6RnWjs91JpuRXTkn82OROZGR/9//5/8l/8e/8j+LiMgyG8h6s9Zzg32GWDHQeVjLAC5sIhcR0d8czLzZbNTyM51O5ejoSJMl4PJIjIvvPLJ8Cz9YhzAMFbiKiO4dkadkOTyHViC1cx1XohQWh9TBJYrH+EocePAJdlF9iOqXFcqf28+o5+Lq8QE+H+3Cb/Do2Wym7po4P+w67OIDvnXm4Pu4OcDzPrBklQ0oSMzC9JrPpp0zjDmph4hrXL6xcIxsEh5gz5cLCNo60DavgeXHzymWZ7i+d62jHVNcORj8HB0dydnZmbND//yf/3P5xV/8Rfmbf/NviojIb/zGb8jp6an8+3//7+Vnf/ZnZTwey7/+1/9a/u2//bfyF//iXxQRkX/37/6dvHz5Un77t39b/spf+SsH9cUukF205xC8QybPR2B8AqLrO4tow/ApwIwZB7RrsETsdru9QFH27YYrQjab1dvCQWRSqZQsl0sZjUaqAT0/P1c/fdcY7N/2kOB/tioFwaOGF7FL6DtbLpA+dzAYqLsFgq+TgjCeN1ef+Dt8jgvQut2udLtdjTviAwxmDlARhqFqLXEjOi7xw1gQG4H4Abu2Uf22AmUY7mtSEYw8m81UKMzn85p9azqdavIGpFsuFou6P/i2dlfbrrXmz1xCiG++uW5+xhJbCLKcWAIgEn2FQMXCdFQAKwModqeyfYorUSAlTqBwjdf2N6pNa3mJ+tsnYMStKT63jCSJ0OJijq45cI2VrVuu+bBzZ93P7LN8Dwf2SavVklKppPf6iIhmlwToajQa0mg01HqEmL71ei1BEKgVGm6AHMvFQkUUv7BKHHvHmaWbQfCo+DrOHcs/2H5X/sEv7tf30//f/1lEP/t/yz/Y/h/2wAJAJbL12RS/6/VaM1/hOwZDmEu4FV5eXkqlUlH6AeXbZDKRMAw1tojBFSeEYRDImnC2sLvohmtPRpWo/W2/T0IDogTkJO8fyrsO7cNz6ooC666SZOwuHmvrcNFf17M4J/Be6XQ6cn19LQ8PDxoXhrgzTqhiXVddJY7+2/nhfcuxmlFABfyG5TCWI2zblp89x0XeN+aodfHtAdccWXc3Vi6yq7VrX8TtN588EVVccrQPwCUpB4Of73//+3JxcSHZbFZ+8id/Un7lV35FvvnNb8qPfvQjub29lb/8l/+yPpvNZuXP//k/L7/zO78jP/uzPyu/+7u/K9vtdu+Zi4sL+VN/6k/J7/zO7xwMfkTiJ9EFNg6pN2nhBXcJDT5hxG5A/PDhYE3dZDKR6XSqAjfu6+ALQ4Mg0Gw6m81GEyKIiKYjHQwGMplMpFqtSjabVYDEWrs4AGTniLV+sOxUq1V1bbHuDKxNBPARefJF92kOXITKV2y/Mf7b21sNjIaQbNNRQmBYLBYiIgooceGgyFNmL8Rr2btLkpQ4YZoFJrgKlctlvbQN7jkiovFWvV5PLi4u9lIoRwndrDyIej6KkflAkOsccHsAd6PRSObzuVqydrudCqewHFrTOtrk/Y25ggWOtfa+sbvmPa48V8BJ0mZSIetDnjlUAIoS+JOAgaSMmD+zrq++/QZrOWhILpdT4A+LETLW8UWyEOwBxkFzstmsxirC3dXueV/feFwW2PDlsniWrXZMq+MK6NnDw4NkMhnJ5/NSq9Xk6upKU1LDGs1zBVCIc8e3zMNKhgtSkREQGUZxd1W1WlUXbQBEjg1izTPmhpUS0OLzHOE5FxiOmgM75x8CGKIUHKg77tz4QEKSfiWRYVyffSjYOrQkVeTE0Vy24sDVvN/vyw9+8AO9LJetKel0WpUbPAcu5UhU361wzvXAnRchBJDF+CzxD840e5TAa4N5FAonpHHtX9c8cjl0rV18PWrdrAyLs8tgkN2BuR0XX3PNAY+DeYcL3Pjq5M+s0iRJOQj8/ORP/qT8m3/zb+Q73/mO3N3dyS//8i/LT//0T8vv/d7vadwPgsBRTk9P5fXr1yIicnt7q8GQ9hm87yrr9Vo1eCIik8nE+yyDBgtIDgU+zz3gSdA5iu9dvntht9tp9iJcMFgqlaRWqynIwGV+6/VaVqvV3gWFIk8mWQj/s9lMcrmctFotzYjkykWfdI4wliAIVPsIDV8qldKgWIwHz7MmgQkKrx+3GUUsWFjyzTXStY7HY3l4eFDhBtYyWEjwPDRR+B/aTnbDwr0sLqEnyfzZfWQ1Lrx3j4+PpdVqycuXL1W4wzz1ej35/ve/L9fX1xqHVK/X9yx/LiJhBRXf3Nl597lLcXGtRxAEe0ARqYzfvHkjs9lMRERdO2u1mgpbEELtnKC+zWajd5QA0PMc+wT0pOfVvu8i2r73ogq+txYtjnuylkmUOGHNBz75+zgAGydY8jy44vRcZ5nd11xzZ61fvv0JpRCEaQa7aAdn9eHhQdM/o7BgBZqLe2g+++wzaTQaKuhzcgj0O4oHBEGwRyNAJ/hMcJ+hRBmNR/KPpv9n+cX/9X+V+bHI6T98fPY//vivy//0t/8XERH5P/3NvymFHyuo9aZYLEqpVNJkOcPhUN68eaN9gWvfw8ODdDodub29lfl8vqdQgDIKmd4uLi40IcVyuVTwAwEPihWsJYRAABwWbH1nADTWtw/+sEoUn4mTC7gcAuTizuHXUQ4BinFnP+45V+HYQJHH83h7eyuj0UhSqZS6wodhqIBkvV5Lq9WSRqOhfJfnyydA++YUdAv7FJf1DgYDlVvgSVGtVuXk5GTvnjK+uuPu7k7TylvLKNOZVCqlstsha/B1lajzid8AbcyLfHJ1HPCJ6kdSAJt0DL5yEPj5q3/1r+rfP/ETPyF/9s/+Wfniiy/kN37jN+SnfuqnnB2IO/BJnvnH//gfv5dowfc+M+BDSpKJO0SDE1eHbdcSPvahXq1We8kBcCM7Mqjh4BYKBWk2m6pVgEUIG3S73cpisZD5fC5hGGqKURxk66vtGmsUOg+CJy2ryJNPLly3wGQ5vmM2m6mWnn3ikwjjcUKrPXhIsb1YLFSzWywWpdvtqmaT3VtEnpJMsBsVBw1zXATmnIlDVP9cxe5jgFL0Bxdd4pZ0fI9U3aenpzIej9VKuN1uNTZM5AmwMHBhDZQFRb54NhBCHqf1q44aMwPf1WolvV5P7u7uZLvdqusgLnFkwZoBArcXhqEsl0u5vr6W5XKp7jrMpA4pcUDCB6SeU+x5wrnnZALWhY/fe46Q9DHAWlJFCQqD7yR9SfI5tJCwOHAKcMwXa2+DINhzZYNgwy4dR0dHUq1WpVQqqWWd93pcv1wAie8nYlcRgBcAdlxoG97daWY3lP/pb/8v+ll+K5ptDYqCIAg0nmm5XMpsNpObmxuZz+d6jrfbrYxGIxkOhwoaQXeRRhyJckDz0um0lMvlPbqBu3r4DFqLDs8HfiwQYo0yiovH+Ipdk0Pe5WIFZB/tjjpz9r0PBS8fQ8A7pO64kuS8H1ov9kM6nZbVaiV3d3fy+vVrmc/n8sUXX8h3vvMddeMEuAAoQeZblxIiSm5xjQVngO8Ig3vnbrfbS7aCC4gRnxyGj0rVXq8nr1+/ls1mo0oOjv/lvV4ul+Wzzz5TBaarX67/n1Oi5BDfnOB//Nzf38t8PpcgeFRuQ1HESh7UHUfjXTTUgiXfc/ZZV91Jywelui4UCvITP/ET8v3vf1/+xt/4GyLyaN05Pz/XZzqdjlqDzs7OZLPZyHA43LP+dDod+emf/mlvO//oH/0j+ft//+/r/5PJRF6+fOnUWvKPyOF+gC4iiv/t9/a7JITaFrtZ+PfDw4PM53Pp9/tydXUl8/lcRGTvwsEgCFRoh6BUqVQ0hehsNtMLCCFMIXMPm4/hp8rz6Oqr7bPtP/7HQed5A6PfbDYaS3N3dyez2Uwvu7PM07d2cYeMf+Pv9Xot0+lUlsul5PN5dd+ELzzmnN/l7Hqr1WrvMloLKMIw3LvckueM58s3Hv7B85wBCu5vLgZ/fHwstVpN7u/vZTgc6i3si8VCb2jnOcJ6cwCp7Sf/zYI5AyjXetiAd3s+rOvaZDJRpgarVq1Wk8VioRkDfWmH+fdqtZLhcCj9fl/6/b6cnJxolkGb1Yr7bD/zFdeZ53HgfzveQ4XmMAx1n+FdnHVXApckBN+eUdt2FK3zvRPXXpQgar8/BADZc7/b7fbiCa0fuiu+hr+3Fh1Yh2AVWq/X7yUrQHHNld0LAFylUmnPSozzDTc8ZP1Mp9Myo4sFXSUIAhmNRjIYDPQsIzi80WjIw8ODjMdjub+/l9Fo9F66a3Y/AyhBfCiSPsDjAs+KiJ4leA+k02mlLyxEMp3Aj42Bwnq43JvtWTuUj3OJE8Rcf/Ozrn3q2weu76L64tpTLhoSV3cS+pWkHlcffGcwaYmig1DUHh8fy3g8lm63K4vFQiqVinz++efy4sUL3TNw0V8sFjIej2U2m0mlUlGey20d2l/ExSEk4OHhQTNBsiVnsVjIaDSSXC4n7XZ776606XQqvV5PFouFKjpEnqzcoFPcV2RztX0/hMYeMk7XMy4eyGcYSupOp6MXaVtZhUsU0Izqj0vujNqDtoCOJS0fBH7W67X8t//23+TP/bk/J59//rmcnZ3Jb/3Wb8mf/tN/WkQefYv/83/+z/JP/sk/ERGRP/Nn/owcHx/Lb/3Wb8nP/MzPiIjIzc2N/Jf/8l/kV3/1V73twGXAVXiROCiNy3OIpo8AHaqNiRMkoG3kDCIiTxnToIno9/siIhqoyxfQgbEBbCCDG7T/OJwQeguFgvqIw1c1yTh937kOrdXyQpONtNaj0Uj6/b4MBgMReQTGtVpNfWqt+xnaiSNyVgsBBoxEEbPZTHa7nTQaDWm1WpJOp6Xb7b6Xmhp/8zjgUgjhhWNxYA2CGx3WNmr+ovYlj49juZAdiZNLQLBAjFWlUlEmYjNxoc8AFtZ8bwUWtuLxGvOPBTkc3AzQ4hM+t9vtXurcWq0m3/rWtxT8rFYrdTOwlh6eQ+4vFAJIo8upnzEWnzCDfqMenEsXo7H/2/WOEyC437zv4HOOtYN2nvuSpNh6kygMfGP10a+oNn0M0H5v15CZmD37rr5zv/kZl6DFv11jBR3lObP7gAvTbVsP3oP7zqtXrzSZANrhc5DL5TSt96Ldlv/nL/6i3N9v5f+eyspxJiP/9ldOJLVey3AwkN1kIkf/Q2ATEaVvcN+tVCqqdFwul+/FVCKoHPscZ+Tk5ESy2ayMRiMV8uCWh3M1m83k3bt30u/3pVAoSK1W0/EgYQnzYZ53+zlAm53DpEL8ocK+i8fFneukJakSgp9PCsyi6osCJy6B8kPLofX5hGN8DhlkPp9Lr9eTTCYj7XZbWq2WiIhabqHMqlQqCpRKpZLy2+eCY9AbZDG8ubmRbDYr5+fnUi6XZbPZqMCPu8Mmk4kmPkLK9vV6LZvNRjOuZrPZPcvxZrPRcIByuaxnjvmur3++8fnecYEAH8i2v1lxCxmj3+/Lu3fv5PT0VC4uLvb2Fd5jeStOYRC3VvZs+Pget4v/k5aDwM8v/MIvyF//639dXr16JZ1OR375l39ZJpOJ/J2/83ckCAL5uZ/7OfmVX/kV+fa3vy3f/va35Vd+5Vckn8/L3/7bf1tERCqVivzdv/t35ed//uel0WhIvV6XX/iFX5Cf+Imf0OxvhxTL2G1xMfGvo/gIVhJBBX3n+1ogoM7nc71Je7VaSb1el4uLC3n58qXU63XVwlmmfnR0JLVaTbWK3W5XL/uDFahUKkmpVNpzd3ONwY4zTvCxf+Mwgbh1u13VWPZ6PZlOp1Kv1zVA2brf2UMcBYhsX/hzAC+4gCATmovxsusbBGUwfWRc41TXq9VKhYt0+vHGeO5jHBi3+5eJBVzp2MVlt9spIEBQJgvreBd++nYt7u/vVasL4o2YBjAamOcBjtj1B+AL/tAMLqzWiO8iYrdHPLvdblXIPzk5kVKppIAJiTKYqLqEWewXdk20AI3Xl+fZuupZ9zLXuvAedBF2yxiSlN3u6TLJxWKhCgJoIMEso0AUt+8CFHHFJbwnfcd1Hg8RYNktllOUswUxjsHZ9bB/ow67Znz+fesYpWxxfY+64DYLYQpJD1jby4oWuCFnMhkZ1esSBIEqq8LwUQGTu7uT1ZdfqlCG87dcLmU4HMr19bVUKhV58eKF5HI5Fcgwf3B/RswBaEI2m9U4UgiiuDQWweiIz/vhD38ow+FQGo2GfPOb31SawWeRx+U6RyJPMVsur4OvS2h3AaDn1vVcGSNuP6HECcS2uMC869mo96O+9z1/SB9d34fhY7p6KGvr9bpks9k9fgHX0Wq1Km/evFFPgUajsdcX15itooN5M2SO0WgkP/jBD6Tf78uf/JN/Ut3iU6mU9uX8/Fxms5nG1dZqNd2zAD/ValV+7Md+TM+tiKi3i4iolRfu6GyZ9s1dnCLJ92zc/NsfhC1gLKvVSkajkdze3spkMtEsmmy9tmA2DtQnAUEu2m2//1D5/iDw8+7dO/lbf+tvSa/Xk1arJT/1Uz8l/9v/9r/JZ599JiIi//Af/kNZLpfy9/7e39NLTv/Tf/pPKiSKiPyzf/bP5OjoSH7mZ35GLzn99V//9Wf55Yu8Tyxdm8ZHeOPq/ZASJTRFPQeBf7vdynQ6lX6/L6vVSgqFgjQaDRWEguDJVY3rZ791aPHgYoYsJAA/x8fHTpPrh8yJHQ8zPgjXx8fHUq/XlWFCQIbVx2rQ4wClFUb5MjQI+pPJROeyXq+r5QyAgn1Y+WDBTWWxWMhgMJDFYiGp1GOWo3a7LUdHRzKfz5VoB8F+Fj6R9+964fWCcOCaX6zjarWS8Xis922IyHtgBy6FWE/MKwfN85zMZjO5vb2VQqEg+XxeisWiCkkAVQ8PD3oHFLRz6D8uXt3tdnsX6fLaI4jbxt0AsMOagfgBaPcwZiTr4H3BAIvd2fA8Eh2gX644Eyv82vgn7EteIzxv959L2LZWXJ9yBsW6aeG+Lri6vnjxQvcsZyTj9rn4PnOBsjhhK+r7OCEyiSDFyhFY6pCJzV5q6GKIcJnh+lxjYOBjz59vHHHz5eI7FqChbViWRZ5S6HI6fAAbuJ61221pNBpKA/Au35ez2Wyk2WyqZwRidTDWIAjUwo//4doThqFqrpE1Ekqher2uKfS3261mskQ/O52OzGYzOTk5kVqtpu/zevDa+SyioA0sREWdFdfa/mGXQ4HaxwR0SRQOvv4lAVUWMHxo8Z0zKBnhEo9ESfwMrIRHR0fqXTEcDjUZEc5EEgWJfRY8dTabyXQ61SstkGgBslYqlZJqtSpnZ2fqpt1oNPZkqKOjI1UI5PN5vbYEShDrZWOTTNm+usaSBFQmob0uOQTrMB6PZTKZqOwxGo3UkwS0y+fZwu369qj9Ow6scl32bx7DIeUg8PObv/mbkd8HQSDf/e535bvf/a73mZOTE/m1X/s1+bVf+7VDmnYWBgsiT4fI+hXz83EENI6hJ+lTEiLtAj0sPOF3EAQKVpBiGYKg1RhAiwFtmsjjfC8WC1kul8qU4MrAbdjN6utvnCDj+h/+5KxBRMDieDyW3W4ni8VCzcI8f/YAuPrJzzPYggC+WCxkMpnIfD7XbIO4wwPmaGsBQru4kG+5XOr8QlibTqcKFJCMQkRUIPGBGh5X1LxiLzPhBKDhoEoGmUHw6GoG5sHaWLQBzc7t7a2cnJzI2dmZgjhogEejkRJuWAwxLwA+w+FQFouFCkYMvBGIzvcygGiir/CTRtr14+NjdS3MZrPKGDj9ryWaOAciIsViUV69eqXpjIvF4ntWJ3vurJsf5kfkfcYUJUBwHWAkLgIed86wXgDty+Vyz7XRB2xc/Yzqe9Liau9jCnDYEyKyd88T2rFgBX3CHOEMW5cqrK11ceTEBnG0PslnPjrOa89n0wpnvD8AaPAcftidWUSkXq+rWzM0tUEQ6AXMsB5eXV1Jv9/fu+gU94V1u11N/10sFvU8IhFMrVbThCnIoMgB38ViURqNhrx69UrK5bJahqHE4ixWLuAKYGbdYnlerZLikHXyvfcx965t60PrPmRsvueSzEXS+pIAJFv3oWPAeWXFHdNOq7zDPsc+xB182H++9i2/xedW9kFCIShn2ROCkxggDmaxWOgZ5zPLsWx8djjpAcbnmvM4JZSrJFVM2fPIz2Beh8OhdLtdEXlKYW+zB1taZ9viObd0zvX3ISDPtT+/VvDzv7diF9v1YycoCRH4ECKWhODajckuA9vtVpbLpd4xg/Sjp6encnZ2pnE+/D42EAea42+4m+HyPgj6SPtqA2GjxuVD6fyMT1gJgkBqtZpUq1X1j83n89Lv96Xb7WpcE1tMfIQMQr1rjjFutAtgMh6PZbVa6Y3uDB75XRAmfHZ0dCTFYnHPCpJKpfasZyDCCLafTCZSqVQ0iYJvDDxvrn3B3wE0QIDj8dvEEgAeDA4YIAEcQ9Acj8ey2WxkMBjo2Dqdjt4TBYYDoo89inTaIOqcVQv3S4VhuOfKBsCDyxJvb2/l9evXMhgM5OTkRG5ublQgY0EQY3LNJaxGLIBh/ABjLrc53q8AddBcs5CM39Y6bdeI37HnxLr+WMEQ7ViwylkbmZna933nLup/Li7hwKWASEIbXYDA9Qz2JPYPFBRwx7JZKBlAYB9CyOYzz2eYAQ+fb5+S7Dm0n+uw1kkGd+gT6LJdR+xftrDy/sMYwjDUgGqcfyR8qFQqUiqV5OrqSgaDgQRBsDeXuAYByoHz83OpVCr6nYhIqVSSdrutijYGp1jLk5MTOT8/l0ajsaeoAACDgIqx8ZqDXsHKxRZaW+L40tcFZpKWqDP1Meu3Ja49O+eH1mHpJL/j+86263sGn/GaQ5nhollMXwEioCiAyzQDEN/4XcKyBV/Yw+AfoMf4nM85rCDMk9EG6mNZguvDZ/jbt/9985dkju13UXKoBUTw0oHiEx4ZTOtce8GCnQ+Vty1vw/NWqcX0Mmn5pMEPF0y6DbZESbIIH6sf3KYFAHZDgBHjMI1GI5nNZvpZpVKRcrksp6enUqvV9oJPbTtc12q1ktvbW+l0OpoKFfUi6xA2NJILWHcau9EPmQNsRhbYIWzATQN3E/X7ffUxFXkyYbuENpeQxgXClMijmx38c3u9nrpVQYi3GnUWkCFsAwxkMhmp1+tSq9UknU4rGIDQsNlsNKvSYrHQOgAIWOMbxeTtfuE5ZQEf3zMxBXhmMOC6RwCMA65tiC2B20u5XNbkELPZbC8bFvvoAyiw5RX7CCCnWCzKxcWFZhXkS1ihYQLIEhEZjUYKhqfTqcYkYb/wWHC3DxJnbLdbzXKXzWblO9/5jjSbzb1LHplJstWIA1Z5fdgFjrV3KByfhnPEzFpEFHz50gDjNytAjo+PVSOPTIg+psPWAa6T15sVCrwXo+hVEkBlP3f1j4t9HucVQbVwJcHdY1ZwwXog29hut9N5YovOdrvdix2C4AGhBNpMux6+viYRNuEayq4hzIdYIIiadzuPLus8u9qAjiFVdbPZ1LOLfY4+YY+WSiVptVrKU/Ad5jObzaobIpQJAI6YW/ARvtEeWe0KhYICVwavrNXP5XJ71lm7p5OUuLWJo6uHlqi9nUTGiAIHSfoV14YLjPjqTdJuVH1JBG5fYRkB9IkBvl1/0E+8y+npo9p0ATWmXdxuGD56GbCbNegN3mHPBZEnF1buk4iodwTkCAAjdi1HfbZ/SffDIQCDn7dyBbcJ18LT01P1EArDUPr9/ntytasuFyCJ6k/UeA8Z13Pk+08a/LiQLG9ofsalCYiqM0rD4UPcrs0aR3y4HbgqjEYjqdVqqkXDnRM2OQHetYIN0olD81ev12U+n8tgMJDpdCrdblcvjUQ/rKuJa058Y+aNDmbNxIqft+bjQqGgfuqs3WYAFEXAbP2saUGQ4XQ6lcViIeVyWS9ghXaHxwCfYwhISBv+4sULCcPHFOEAQsfHx6oJOTk5ke12K71eb0+Yz+fzzr5GETcW8jAeBjsQ2CBU8H7Y7XZqUdntdnv3lHC7rKXCeJHAAYH1INIQUAAY5/O5dDodWa1Wkk6n5fz8XMeJ/uPOg+vra1mv1woGIXCenJxILpeTTCbzGMD9P+5xwJwgRS+nILeCJAAMUnC+efNGttutDAYDmc1mUiqV5OXLl043I8zHdruV4XAo9/f3MhgMZD6fS7lclna7rdpFMDQEqgPIYK/CoppOpzWonGM0AGqwhrx+6A9oFieZqFarUi6XZTwe651OR0dHetkzAzjrnscChAWMFgTazy3zsnNn6+BnfUoJXz28HiKiNAoxW1wfK3bG47G8fv1axuOxvHr1SprNpiYvOTo60vOOM84uMbB4ssDFKeQtA49StFggfnR0pElGINxgXa2VybUmvC5x88/vY2+JPAZTn56eSjqd1gyKAPasWUdabQSLAxzxWBDzwICF6Sv2HdYGsZxhGEq1WtWzwgATYwRQm8/nsRc9HiLgcYkCKV8XAPpY5dD6fWfzQ0vcusT1J+o9e86swto1z1YZYM+JT7ngKwyesC/5UlW8C3d9AAB7rxjzGSSZwj1AoGdQjKRSqT1rJ58pnh/XvLnGEvW5bw58ch54FGL5MpmMhkywi62lk1x8nz+nxO0jy0sOafOTBj+28CGymrK48hxi4Vr0Q+phoQcWA77IFLdtI2CVD59tE0wGmv/pdCphGGrKyO12q7cWI900gId1M3sOccd8o5+bzUaDll3Ejpk1LCSu5A0iT4KeBV1RBxiCznK5VGEHaSZRH+5BgumcNe8ALwCh0LTChQR7DASh0WhIu92W6XS651Zi++WbOxYMGEha/2dolObzuWpnkTFttVrJ1dWV3N3dSSaT0Ww1EMQgzLOJHwkwms2mErz7+3tptVqqvUWs1mazkfF4LDc3NxKGoVxeXspnn30m5XJ5D6Qtl0tJp9PqAtjtdqXZbKqmGBf0Pjw8SC6Xk16vJ7e3t1IqlaTZbEqr1dJ5LhQKepkvxxbx3s/lctJqtRQ8IN0v72sIYvgflz1eX1/rXShYu91up3FKOJ+5XE5dTgFuYAHDfplOp3tughC+cQbsHQl2PwNUAbAul0t1RWLaYmkbu3JxvBILs9BeYl/ZmAyR/Utqbd9ssQKtb08nUSKhDuxrnFkucNvCfkdmKPb5x/mYzWYyGo2kUCgojYN1Y71eqyUTbiw+UMZ994EWno/dbqc0vFgsqlXDuuK4igtQ2nbjhDiALMSGsoszzib2azr9eGN9oVB4T8tux21Bm+0ra74B1Fl7jt9o/+joSAqFglqET09P1UXWKis+pCQBrR9St2t/P6dP9rPnAh/++2MCIF9JOvYohYh9zqVscMkPfKasoiSuH9YVFfXCG4avtABtCcNQeYqVU/AbVqPRaCS/93u/p9bVQqEgYRhq+EE+n9czwi6uFvz55umQ75PMh4vuQS7IZrN7SrSkcxwFtj4GQI+jzUnKHynwI/IUJO7SDPhKnAbDt+hJELf9jAkmNhmY8nK51EONSytx0RYTBn4XdeJQrlYrFR6Q3AAuR7CEzGYzGQ6HUq/X1YoBAmI3VNLCmhu43UG4xh1NWAu0xVYLFv65HhQLgHz9Y6FsuVzqZWgQApAxDS5fvV5PY14gQABA8i3naI9d6jhrGfzXg+Ap5SW+iyP0PmIPoZ3/n81mcnV1JcfHx3pHDsDbarWSd+/eyWg0Ul9+EDCuG+Pc7XaSy+XUygCXShFRKxnmFJqw2Wwm4/FYyuWygivMD/p6dHQkzWZT8vm83N3daVYeaMLy+byUy2URebTOoa5SqSTn5+d6HwrAM2vaeA+l0483z7948UIqlYpmNORYB/ZTxt5Kp9OyXC6l0+nI9fW1un8i1gRtQJBeLpdqfcWaIlMiLG1I3ABLEMAb/i4Wi9JqtTQeAmvB+/nh4UH6/b6e05ubG7VuYK+x1Q/zgiw8cMOEhhHzBUFURHTfc1wUC8h2H+J73qcsbESBG/wfRSd5b0HomM/n2k9OnoHnccZhxcG8MGCcz+ey2+327jPD/h2NRnJ8fCztdnsvlXsShmwBCj+PW9DhalwulzVG0K43/nfNN//tmz8fOMJcIEmIVaCgPrj+2VgDrKlVNtk+o16m1QDVfCGsC9Ag3vTy8lLu7+91jnyuwXZOfPOXpFhB6UOER1fdz60v6XtxQMnHS5LW9zGKa265HR+NQGH3c6sE5Lqxt3wyQZyygQvc2rvdrozHY+n3+3J0dCSlUknd1qBkRBY0EVEFF84dLERIkARrMLwmAH6gkOE7Ab/OvekqvvrxOcvS+NwqRVxr6VNwcTl0jFH7OkpGjyqfPPiJmhQQ8bh3ntvmIYcLz/MGB8GHiw+YfhAEe/fwcBYU9lEF40a9qIPvgwFIgrvR0dHRnlsUXBVE9jW/z50jMNbxeCwij4wOfuW2cKwI3nX9YJ4htLMLlAW5DCgRCAzBrtPpqMWrXC5LGIYyHA7l5uZGptOp5HI5GY/H6s+OtsIwVA0+zze0QZgzFFhB0BcIqjZJg2/+8NvGInF6a9wtNJ/PFdxhLyFDHdbXNe/oI1wroXnlixAxTtQL4XE+n6tLHScWYFcuaMHANPA5ngMogLYN90/BgsbuYVZ7zBpAgDRclLpareT6+loFZ94LPIe4PBipTVutlpr5AcyQzQ6ucQCJqANuquPxWPcjuw2yEA+LDyxxlnHAqnZ1daUpV3u9nsznc2m1WnuuUGwRhYvhbDaTYrEolUpFVquVDAYDCcNQGo2GCqSIlcHcIFYG4MNaW+y+xp7EO7y3ojR9vj3PZxcKB2RmHI/HCuhA9wDElsulzi1nH0LMJNLQwrKBuziQlOT29lb3E9wvMT8uRh81LqwDynq9lm63q2NiupTk3PN88j738RyumwEQf85rhv5i/FZrjvetJdEFtqxA6tLAu/6GYg4gDXPF9M3HWz+Ed38dgv7XVW8SkBcnOFph+mOXKHAc1y72o09OsvXz/sN5c8XsJinYY5aWlctlqVQqMplM5ObmRlarlVxeXkq1WlVAAxrDyl2Rp8QF8JaAazd4Shg+JkxARtXRaCT5fF69IZhO/EEWe64xjzzP1srGJQrw+5QYSftk64hTgvyxAj92Yn1AyMVEDq2b67QgxqV5cH1mFwmMAkI6hB64uUG4hfDNWkwwKAgHAB1wiwrDx4xAOITpdFrNrSKiGtBarbZ3UdchSNwKCDgsuD0cGYj4si8IMPx3knXBs3BZ4R8ReU8w5u9ZcFytVrJer2U2myn46XQ68vDwIOVyWbrdrrrGQChnyw/6y5pKl1DBpnErtNp94ts/NrHFw8ODZDIZveW6UqkooJ3P5xqjc3x8LKVSSS1R7OLGFrQgCPRyWawdgwW0ya6C0NBboMxB12jLZonC5xgbW+mgDYYWGP3A3rdzhTUPgqeUuYghKxQKCgitcMjCPqwDiA8CGIDrH8YPdypkI4NFajabyd3dncxmM7XSXl5eShiGMplMpNfryWAw0HsSisWinJ6eKkBibR9c54IgUJc7pBh2XWSMvTafzzWhR6lUkrOzM3l4eJBOp6OupJw1bzAYqDsh5hb1Y25xzmwsEeI6ELvFFhMfw+LzwcU+g72FGL3pdKr3m7F//WAwkNevX8u7d+90L4rI3r1m2Af5fF5dVDEWCDk4w9jzTFMxHhc9cY0BewyKDsSO2WdcfMPFH1x8LYrXgbZYLa2L/2F9+V22bsNtmWMzuQ3up6uvXFhpY+cT54rBFQM3287HEAp9wtMh73J/XLzfJazxO66xHdLv5/TTJeC6vj+0X7ZvPoBu+2D/t0pQ/M20xfJQkf3LrdFuknVlJQFoAwBLs9mUu7s7GY1Gejam06kqlaG4YjdOKOjy+bycnp5qJljEykJBGIaPiQM42c9ut5NqtbrnnWHn1zevGIvvu+cWq0ThxDD8DObhY5U4EGXpbRwoiiufNPjhgsVgq4BrYQ4lPi5mYn8nAVd2wVgwB+OHkIJDMhwO1WSKi/9w2SHcgkRE3bNgWp3NZpLL5TR+olgsShiGGsw9Go00MxmEK7ZQxM0D/xZ5IlSY8zAM9WJVCDEwD3O6YhZA7MV4EPxZC7HbPQa4Q7DGTemohw8tgCFy9jPDxw3LGBPM2MiExGMNw1BdmSDwcf+YKLM7EgoDvahi940VKhlc1Go1OT8/l3q9Lvf391IqlTTQutFoqJsWiC7mDkAb/yPwEmtigRE+43m1QMruCySKYFDE9wNgr+F5uHzCjQ3fQWvOe8DFqOGGFgSBJmFgjbQFwXzeIOBBQ4eYHgAQrN1ms5HJZKKgGZZMWGs2m4184xvfkJcvX+qld7gobzqdyt3dndzc3OxlAuMzAMUEznUYhgqsWBgEI4ICgO9u6XQ6CsRyuZxMp1Od9263K/V6XYIgkDdv3uh88n0xcBeEBWQ4HGoSBxFR5QsygZVKpfcAs4/++WiuZVpWCYSU/yjIYPn27Vu5vb3VmB0I7+jf2dmZfPbZZ5oEAc8Ui0X54osvFPRir2YymfcsuDjL6DPvWew7tIvfWF+2SOE561aMc+kCN2iDFSxRc8png2kGr4etxyUQY+2hPANtYCUC3mMaF0XbogQkS+OiBKlD9lYUH+Z+xfXdtvEc4JKk3q+juOSW59aBemyJAr72fdfZxw8UMKDPnMnNgh1WzoFf816M4hM+UMY0rlKpSLValcViodb6brerAAiXl+Li89lspvT+5cuX6rUARQxcyZfLpVqhy+WyfO9731OeAGWYTYLjGw/P54esb1Rhuoq/XUDX/kaf8NvSpA/pD8bKY+f9YfdLXPkjA34OKc/ZLFGL7DrYUYQaf7PmgFMgIsA+CJ7iR9AOBB8EqkKAZeEhCAKpVCrSaDQkl8upf3cul1PBmcHScrlUzQMz/DitkN3kLHSmUilN/9zv91XAwzvQtGJs0KhAqMO8oF0IeriwdbPZSL1e38tmZue/UCgoQAjDUC0ErPkOw1DvAQJxqtVqUq/XpVwuqx+/1TrwYYxaXxxQBgpRhQV+NueD4LOrGMACxor3cNkq+9JzfXHEyEVoWUAVef/eGu47frPvP7uvcb34DsCO4xBc58g1h+xGY+efx8MgjvsHgRufYS8iDgjWmlQqpYwKgIGzh2HPgokeHR3pvVLIHIQzagEakmZUKhXZ7XbS7XY1hofnwmo7RUTrhLtjsViU+/t76Xa7MpvNpN1u610s8FlfLpc6HwA+X3755V6SD3zPKb47nY6k02m5uLjQGC7OnuYqUXSE9zevFyxh/B3u7FosFntB/JgX3Bu1Wq3k/PxccrncHghB9sZaraZzjHPF8TFs7bPaaO4zj4UFKSiyLGCwNITnxKXltu88p9j34oRYtu6ygihO8HeBiTge6Hrf9exz+PXHEAp9Aqf9zAUC4sYZtw6+9w4pSd9xCdfoT5zc45vnJHIS5AS2MCNGOAyfrg7As/ixigkWiKFE8/EP32dMB+AJA9fxyWQiYRhKrVaTzz//XLbbrSpMQCPAl1khwkmcwCdgCUJilFartRfP6KINlh64PvfNfdRncZ9bHs9r4OPLVgbAZ672PgQQ4V0LfH08yFX+SIEfHnxSwclVB8qHotW4whv66OhIhR+kW0TsAHxNkQmKCQDqYfBxdHSkWeLCMNTguyAINMXpYrFQYAKtM2s3XZsoCWFHP/L5vIzHYxkOh3tCHASabDarF+7BnYtdzBhEcd2z2Uy63a4sFgslOjZzFawB0E5XKhUVMNPptGr7YXW4vb2V9XqtYOny8lLK5bJkMhkNgFytVlIsFnVdbD+hSQbxhWCWFPREFdQFAQ4aJczNycmJMgsRUWIKQBtlAY36jIEeA0wGGi4BAQIz+shugFwP73+4HrF1xsV4Xf2FQoDBoo/g4nxks1nJ5XLq351KpaTdbu+lXsdcItkB4mQymYzG5gHkI2sgZ5nDXkAsk4io1YifgXUMLlthGO65QbD1wlpYeN3b7bZ8+9vflkqlIl9++aXc3d3JZrPRbHjL5VLjsESe0jAvFgvpdDrS6/Xk4uJCLWDY49jPw+FQer2eZgDEd2jfV6IYJgstrOxAYhYohEDHxuOxWoR4T4mIDAYD+eqrr/bis0REhZDdbqdpZ3u9nvzoRz9Sn3uA2yAI1HKzWq0UDPOZxnmCUsmuJ4ATnx8Uexax33nvgp5YTaaPN1kAlrTw+eNzPp/PZTKZSKFQ2MtYafuAOuw5/dhCvO1vXPlQeutq07V/fe1ZQdUni8TR4I8xDm4n6bocAtAOEbRd/QL9w/zCAh8Ej4pf0GI+E/AqSaWe7uJDnVbZwJ+BBlhFGcYFueHs7EzvhwNtqFQqks/npVKp6MXeFpQwYGB6xv2EzAEPHc7gm2Q/2H34sWVUqwhhrwvuB/NpLuxVYt1r40oc/bJri3oZbB0yH3+kwI9ItKn1OXWgxGmSoggdvvdpAE9OTqTRaKjQyi5t0CRCywDtJRgytOXYhBAUOFMWb0Tc38A3cKNP1rUjCbHkcYdhqAJiu91WdyEAnOFwqGNGxq3BYCCZTEZOT0/3bgtn33trQcAFnQhwxzzgez4MiAHh/jLxq9frUq1WZTQaafA/QM5qtdJ0yCIiZ2dncn5+/l6QI2uLWcAHMRWRvQswo/Yo99MSbuwVm6EKa4t+sUCZVHvq27eWwLNmi8dj+83P2/Has8CZx3yCsmuO2JUI9YHp2LHb9Ufqagj16/Va+v2+lMtlqVarUq/XdV3h6sVnBuAyn8/LYDCQXq+n+xfZExnEILNiqVTai3/jeYYW0Y7d9ZkFP0EQqItnsViUVOox85mI6HiGw+F78wWggQQlSD0MWgBfeMTKrddreXh40JT8SMrCoMC1XklpJ8pqtdJ1KZVKarGCmwnWHgqNVCqlySlwttkdF8+KPJ7bwWAgV1dXUq/X5fz8XLW9mJvhcCjj8VjpJayoOONQ6LDFyAphbGFkLTArmKBIsclQWHhyFZdQFMf4WQi2c446cGnweDyWdrutZ9jumbg+JSlJeczHLl+3UtMWHzh9DjCxn/vAiKW5SYXPODnmYxQXOGHgs91upd/vSy6Xk9PTUz1LoHWw/OK+PhcfQmH5B0omxEnzM0y7oBjDeYVSCoojuExjDHyemQ5aOoDfsEYHQbB3WbGtj/+3c4V5dK130hK1f3idMIdMZ1xuhPyOq++Htm/rw/eWdiVRlLrKHxnw4xKa7CZJQmyjCI3rM5cWO0qIdAkfuNQQbiQQjlCsYM2WDgjXELRrtZpml7LBpBBmkP6afd7Z9Orz30+ymZEprdVqqVC2Wq00ZbB1ccHYq9WqapxtsgDMAW92jrHhNfURIP6bv+OLVlnTzQQX6YxFHgkjBEwADxBkJKeAYIT5hDAetT/wne8z+DsD+LCQZP1e8R40MJhH1uJEEQlrbWMgyj/WVYl/73a7PXcol0WW+4J9zc+5tDpRhB9jt/3kgjmBNQTgHPEk3W5XarWaJja4v7+Xer0ulUpF+4g5yufz0mw2VVD+8ssvZTwe77liIh04LARwvcS+Qf9xVq0QzWO3rosi76d7hhIAQKVUKkm1WlUrFywSbDXG/UZsgUUqdcxpOp1Wq1ev15NOpyOXl5eaRj9KUPcVXkvsJbSDpASIxUPCiSAIpFwuq/aVAQ0AGgQi3rd8TiDkI8MjP7dcLmU0GsmbN29kPp/vXWjMa4RshyKi681aaKZzfDEu94X3PFuVQC8smOT5YsHEfh4llMSBJsSaLRYLdUn2tc31PUfYjitxgpF99usQ1l3CYJLvXH1zzdshY0z6zKGCYBIw6+u/qx67J6LmCXs+nX68tqBWq8lXX32lyU6azaaIPPF1xFCuViu9lNsqX9BX8EvQBvYW8Y0VtJGBCdpHSAEsw0EQ7F1WykDLrjl7iyChDNxjRZ7uYrPutD7gY+fcNe8fUnxytJXf8L1v/1sedkj7to2oZyFDHNLGJw1+LCHGBFhCbQXguAl6LuFOSpRQWDhFJjdmajgM9t4Ey7RwWHExKgRwPMfWEMSNIBFCEAR7wcu+AxZFUNEvDlqEy8nx8bH66fOhQXvsosdCgGvOQLhY+86Cb1TfbF0ggJh3pKRk9yu491SrVQ3Cvr29VaEe6zWfz+X29lZ6vZ6EYagaKQg9nAghinjFlVQqpf307XM7Lz5ByEVMWXiy58UKZRDmbGIKFCvcu+rmNlkLznvbEk5X33w/rmewv5AQJAxDvacH1oz1eq0XpQK4VyoVefHihe5TCOmNRkPdO5fLpbx79041e6lUSs7Pz6Xdbms68c1m856Fjs8mA2aXIGv3C9YAShNcSof3EQfEF92yq9XDw4PMZjNZLBbqDshMBM8gS1qpVNJ03DjvDMzi9pir8N4Cbbq8vJQgCDT1NfYb0rcPh0MRebpnA3vOgjC2zkB4SafTaj1erVZ7WuXZbKZ3fwXBUwwYfnC3E9wFoYFm3oO4GXZ9Y3c4JKLgum3AM8dvYt05WyMDK+tK6jorlq6yqw2/g70PIAmliy2uM+birYcIZHHCjquujynw+fpyaFuu/vnqc43ZpeCx77k+dwmsSYodl91DrmeT1JOksEKnUqlIq9WSq6srBRi4wy6VekxYggvad7vd3oXYtt9B8HTX2mKxkNvbW5nNZtJoNDQLKhfLm633AOhgEDxaymFBYss3nmW+yPGSbC2CcpBlOdec85mK4+muM5hkr/LzTK/Y1RdrFdV2HA8+BAC59rjrfSvz/LEBPyLvH3hrnntOPUmLjzBYAc1VPwuV+Jvv2eCNw5vHfs9CJ8ehiLyf0pTfQTYSCJyslTyk2LlGP3FfCjTkEIRB7Jgp53K5vYwnrMG3bSF9N1sIWPPi0py46uK5geDNF4rieVwCintFut2uWguQ2WU4HMq7d+9kMpnIycmJprlkN0Ku8xBBgMEBCCknOuA5d43bJXzy2JlARxFgfMZufDD/c19Y0AQBjQI/dr0t0XTNm0vQ4/rikjKgz9lsVs7OzqTVaml69k6nI2H45K622Ww0xow1kWBuuBwPbqZw9Vwul8o8BoOBvHv3TqbTqXzjG99Qpoy+oF8uYdSCf7t2PHegf9biZv3QGahwshUXLWXLD+LNMMf8nQXjrnWzxZ4NKHpw6e1wOJTBYLBnTWk0GhqfBwCBeYbQ4arb1RbuV+O55yDmcrksjUZDQV8mk5HlcilXV1d6Z9jDw4NUq9W9caFuuOfh78ViIdPpVOPDcIkwskNxeXh4zBCFfYU1A61mq5y9E8tFw3ktmOegXgZnvCfwDu9Ll2eA66z6zrzI+zGlPhBghTqfAOjil1H1J5ENbL8tuI/a30nq/xDA5hNCffW66KB9J2rOfHzBtR4+WcXXV+wpeI1Uq1UZDAayWCzk+vpan2m32wp82u22vHz5UqrVqnNsWKvtdqvJXObzuaTTaX3HKpqCINAzxMo7ppWTyUS63a5ehQHwg+/hAYLsk5wdVuRJXkOblj+65umQ/RUFlHzrxcUnz/GZ9ClbfHsh6uxFneeoem1dlm8mKZ80+HEddiwUFulQU9jXVVwLzsKOjzjZjedjMvyeJTxWo4PPrHuXqx6X8MxjsP9z/ch6BZchMGY8C0YLQVTkfe0C/w1GjaBwrLFrHlzFxbDDMNTsb3An5CxP2WxWarWabLdbGY/HMhgMZDqdqlCTTqcVDMHtsNFoaIA8j9kFVnzEjeeUhUwWNFkA9b3vWheMG8IU6mMhAz94RuTJSobsZchoxQGr+LHMAwyO1wz9crkJ2LlxzZ/rjLBW3CWM28+Oj4/VgoNU8EEQqNvXzc2NCq2DwUDvcMGYTk5O5PT0VNOizmYzGQwGKrQjaQbuj0JMEd/9YPeo6wzbz61LF/YHCxM4g9b1EWsi8nSnD4AEnytOI48fgDYI33jWda64/7yfXcyQx4e7ybrdrtzc3Mi7d+9UiPjiiy/24qo4kNjGAtk1R7puPMeaWNDB0Wikd61985vflHa7rXdn7XY7vYNtOp3KaDTSZCjWaoO5wxwjLfrNzY30ej0JgkBarZbU63Vdy2w2K5vNRu/t6nQ6aund7XZSKBSkWq3Kw8ODpt9Ppx/TkcPVD+vJYImBEeYFGQdt3Cf6zxZenE92zeO5dQlvvKZWMMHZ8e0HXx0WMPlKUj7ga/fQYhVuzy1M6/4w3hfxn804/uqita6+uOgCFElB8Oi98vLlSzk5OZH1ei0/+tGPROSRTq9WK3VHxr1qnADKxQ8QO9jpdGS1WsnZ2dmess81Vux7KIRgse92u3J1dSU3NzcSho8XSMOlebd7TMRwc3Mj4/FYarWanJ6e7injma4+PDwoeLJhDnFr45OPXPPtK3EgKOn7/NsFdLi42nLxhrg+sazC9Ry67z9p8OMCAi6hPCnafG77Sb53CaH43PUZl6i+uzYAP88MwzIPMHwrnLvGcMjGYuGL37d9gXDGril2TfgduGTAr58vxUxyYPCbnwXwYtc3BgeZTEZqtZpasHK5nGw2m72U5KwBQpYpDmr3Hfo4AIR5ZJcwl5uLa+5ce5xBDgRZ3wWiPpCI4P/1eq3mf9TBwhesH+yOBdDKbXH8A1uQUJ9v31mg5nre9R0ERgTHI2V6s9mUSqWiFrujo6O9rEKDwUDy+bxMp1M5PT3VMcOKg2QH8/lcisWi1Go1FSxx1w4C9llYdZ11nhsReU876KNxLMiy24UFJwyGbFuoz+cWxUDWtSZshUVd/L3ts2uf4kxmMhl1R0RSlJOTEz1/cPfD+Hj8PEauly+XxTsMfsbjsUynUykWixqHKCIKmDKZjLTbbZnP59Lv9xVoYE7YKsa/Z7OZ9Pt9GQwGsl6vpdFoaCwZlC54frlcyu3trdzc3Oy5L5+enqol8f7+Xsrlsro5ckIVuPThbjiAWvSTgS/OtaXPFtTwPmGXTOttgHdZkOSzynuRhV7eI64zzAKPi576ztJzihWufHzR1w/f566+uWSEuHeTFhd9TFpnHNhBSSJ0xs0J8zJY46vVqioLwGPT6cfrMpCFkOOdWWnKexb7AgoDxDXCgspngl1NkZENn49GI/nqq69kOp1KEDzGHZ6dnUmpVBKRJwUHznk6nVaPAD6b9/f3Mh6PZbvdamwj+GKUHOM6J775TCLHHbK2TO9d3hS2j4e04XqW94uL19nf/GxSBYnIHxHwg7/t5NvnnouSP0bxCTlRhN/1bpSWySdAuz7jTezbMJYJcH1Rc+diXmzx4Xotk7Xfs1Z3MpnIaDSS1WqlgeRIVGCzpkTNCdeP7HkgsCCq6DMIbjabVZ9kdvWCsD+dTuXh4UFd3iBkRTHsJAUCGrv7od8i+4kgktQFkMEpeplosAYbfYeQiUx+uVxOhsOhXF9f691R0NaLiGqt4aKQy+U0TsnlismJHOwa4W9+h5+xNADuiywUi8h7/4/HY3VVfPHihWb4gbsC5higGPsPl5SmUikVgDEvSJuMC1JTqZQKond3dzIej6XX6+n+ZeHQFraG2VgPjIfng8+RnTteXxYMrLBg60ObYRi+p1m1dMGCK9s+j9PSav7BOrE1GFnryuWyghFWBDB9Z8Bh9xH+t67C2He73U7jn7CnsRYMmJAsA3QDZ4SBDwtUsATN53OZz+eSz+fl/PxcLYYWjAwGA7m+vpZer6e0JJVKyWg0kslkIr1eT2MeQL9Ab2ChRia+VOoxCx7ik6Dg4bnjGEd8h/ngdcZ+haUQ88bZM/k5K5TyWnDdVqByKTZcVmMuPn4UpRixz9n9bM9EknIILbb70vXMc4qP5/jOrE9GiOtHlCKG587Vjotu4SxBeVSr1dS9FZb19XotIo/u6Eg0YhMkMT0BncB3rPBjGoC/oXzo9XoyGAz0nclkIvP5XFP8w0KF/3ksm81GBoOB0q9SqSRhGOq1Ga9fv5bdbienp6eqWOW4bFuiQIVvbl3rzM/G7VMrc7ISNkoutH12fZekxO1911k91MvrkwY/IvHCrmX0X3fxteMjwvjMRQx87/NvFlJdGzBKSHG9m5TQRQmmlslFMZ4oQIr+wf+dU33X63UliD7Q6Os/Cz+w7EBAh1sLCh98ABAGHxAGIPAiJSa74Ty3MNHjYHTuU9z7XFhwhjXGWn5c+xBgD3Fc9Xpd5vO5jMdjub291XFDCEMCgO12q5n8oKG2rlL4215uavdmlDDiYnYMgjB21APhGBYq3N4tInopMNYVQjhb3lAHAFSxWJRKpaLAl2N6giDQzGC9Xk8Wi8WewMx7EWsj8n5cFv8woecYJ0sDXDSELRKYF5fg7vrhOi1DtoyHhVcX/bUgi/cCLBYAoyJPWRYrlYrWx3fwcNY71I/9wMDPtY843ge3tuN7uK/hWbjEnpycSL1el/V6/R6wx9mHm850OpWrqyvp9XoiItJoNBRcwXUP+4GDszOZjFxeXko+n5fZbCa73U4vecaexZ1lpVJJ45VWq5Usl0vdh9PpVHq93p5rI2IZQc9AS7PZrJRKJXVptbQV9AdzbZN38Nwy+MEPPx/FI7gOPIPYJ9ceQt94/9ni24PcH58Aeoiw6Gvf9jmqjz6eHMXnXOsV1e8kMlES2cA+H1e/pVGsZEF7uJS93W4r/+H3mK4zL+QzDaUogAUr4XjvsaJSRNTajDOHui4uLqTdbqvlvlKpiIioCyoUaPCM6Ha7eq4BfobDoXS7XTk6OpJWq6WXrcfJCj5QFDWv/HdSIO3aPxwnyuAH3/vkzqTtJXknCvhxXX9swI8FAjyB1jUoaXkOSDr0HWwwXlD0HYzABUp8QMe1sV0gydV2HJPwgaW48fnGGTUf3KZdO2jXRZ7icKCZjTroPgaCQw0gwJ9zfS6NNVtLwjBUQAbhxwqkdp19ffMx51TqMTUzLlqD37AVOF31WcCHfkNzFgSBBsiztYEtjBAMAcAqlYqMx2N1S0CMRLlcllwup65d1WpVTk9P3/PNRtYs9BcuTugbr1PUbxcTBegBYMGYoX0HaIVgDAA0mUxUUOaAco4jgaUMFh2OWXt4eJD5fC5HR0eqnQRYxbscrG77zetlU7fafWTnwAqhvIcZTNlYDlsXWynYPQz1QOiFEMsuT0npk10z3m9B8GSFwMWwzWZTxuOxnJ+fy/n5uRSLRc3ExlYb9N8KEZhfrBPqB1DgeUWQP5IgWG0sz3Mmk5GLiwu5v79X7S+PbbPZKJB69+6dXF9fy2q1klarJc1mU4rFol5OjHHvdo8xR3d3dzKbzeTs7ExevXoljUZD99p0OpV3795pAo3r62vJ5/MaR4a5hPYZlkq4CKfTaRkOhzIcDvesQ0jagDvmOIkCrOphGGrs0mQyUUBq70DCc7w3QQ8Ra8RrbsEv/mZgjsLxQj4gwWCLzwn2MAqvv+0D1t91puy+Zn5t9zj/7zsHPt7nKy7+6JqDuDoOedaOPwrcRQnlUf3g+YPiCfTLWhbtD/M33jvI0oq43maz+d54GKAj22Q2m5VCoaB7JJ/PS61W0ysuRET5GGJ/EYs0n89VWYuYQFaoIXbv7OxMlaZWzuB5w3h4buNkKjvHtu6495nuM1+yceK2/rjiO0OuZ6LkWn7uOf0Q+cTBj4h7AvjHV1wM+jnAx1Vvkv5GfW+FCJcvNv/vIkpx44si1q7+MGPwjSlK6Ikbc1SdfD8K7hXhIEEmZFFE2fW39WV1zYutE0SM95l1/bDEiuvxCe+2ACAcHx/L6emp+vgjnblPU8Tt8JjAIOCqBq21r9h6guDRJeHy8lIFYI6LSafTqnUOgkCq1apqt3gvQ6gUEdXw4fJWV6yIq192bTigG+53DCL43DBQ2u12cnd3J5lMRrbbrbRaLX1/NpvJ69evpdPp6E3c9nwGwZN/OIRGjA9plBEQb9OeYs644HNmPi4XN/zPTMkyJtTPc8o/EAZZ+EMGNPihY40w56wBtLSAFTdxe8ruLxR2eavVanJ2diaTyUSazaZaKtCWPasMWjEmZCTkfbJer3VN7FxwmnLfHkTbAC+w9KJdrPm7d+80SHq9Xsv5+blcXl5Ko9GQQqGggdQABGEYqivlbDbTeQCQR5uId5rP53J3dyflclkzX6XTaVmv12plqtfr0mg05OLiQt2ERqORvH37Vq6vr2UymWgcE9YClvb5fK5Kj4eHBw0ev7q6ksFgoPu9UqnsaeaRCXK9XmvWRwAJVlhhj8IVybobQwhGeni2knEdnNRBRPb6gufQB5YX+AwyrWTFAQO/KB5qeUfc/k9yRuLOkqsvh9Qf95zrPR9Pc/UrDuy5ACUKzpj1FrDPW8s5z8F6vZbBYKCuybDcIHmCpVegociEi+sJOL4TdJHjhTAWWHNOTk5kNpvpvX9MV2CNhdsszptrf1m6aOfxkMLzErVH7Hpi3mGNhwIF7/vAzKGyddRe8PUxSf+jyicPfrj4gM/HAjbP7ROXpIJ6FOFgAce1qV1ChYswJyXWcXPnmmu7QaNAETMeEXmPqKA+zufPQeC+eg4Zk00dHTU+2y8UMHMXoY46sC6GAuYMYRMxTpgHl9tbHIELw6e7TmCy5ztGbGwD9hkKBPhKpSLr9VrjGI6OjqRUKqlgs16vNfFDq9XSVOfQ5rELSyqVUgHPpn/2zY+L6VthCszIrhXAQqVSkXa7Lb1eT969eyevX7+W2Wwmw+FQL72dTCZ7l11C2GNBKgxDGY/Hkk6npVAo6M3gQRCoe9LV1ZVmA8zlclqHKyOZyD4gZ5BhwailJSwEcpyWjaWyBS6NYfh4OSoDCAZ7sIThHft9HF1z9cHuWY7NOjk5kWq1KvV6XZMP8L6BdQFzaK1atl8oAHicyhl7HZcO+pQ8OCPQCPMaspUNmZ9SqZSs12sVyDOZzF6sAn44Wxtc2/g8os9YKwDB4XCoQA5zgGQkOH8XFxdq4cFZTaVSmoQD2SsxV5vNRt31sN739/fqPtfr9WQymSgNgSsR9sR6vZbFYiGDwUAmk4lst1sdJ7Id4jwhLoLXAbQTF9FuNhsFi0xX2ZLpyhjKgjHWiVOQs9DLwqXlPVFCnv0sqUCWVEhz8XJXey6eGtVn+10Uf+b6XLwwCgBFlThezWvk8sDw8VJ+H3QklUpJo9GQo6Mj3Y/oN9NbFKTcRzIQ3nOu+cD34BE2DTbO+3w+l81mo+7RfC1BlDyG7y3YiyuufWHnyfUOjxf9c903yfQPvw+VtaPOTNRY4/Z4XPnkwY8FPHwwrGuHJRQfCxT5JtxFKFz9Rl95ozHRdQm1/Ix1m3lO/33ED8wIJUrA8W3GKK2Gb474e2bMIvvB67Y/vvZtidKmR43Pfu47uJYwRjEP7g8/z65MbDVwtef6m9vj/QIXQmiyIAxZoMrvMyATEb2YFpYWvmgSFivEFUF4wzhYwEFSgXw+vyeo++bMFgacIk93pvgAAn6Xy2W5vLzUe1cmk4kMBgNZLpfaj/V6LbPZTIXw8/NzqVarCq7gmoX0551ORwPLISz2+325u7uT9Xqt91nxPVWuNUe/kZqZ3ffYWoP32C+dz4vLNQ1xMlgvxK/k83l11RB5EjY4axwL/bDSof2odYpjbvw3siiC2bZaLc2MxEH96Lvd8zaNLawJnOUJl9eKiH6GvQvrAoQeHkMYPt3FBusGwDtcu5BRCm0C6CyXS3WvrNVquhYYJ69/GIayWCyk1+tJt9tVTTUyuMH6i/g0TrXNgAEAHxYhzu4GQDkajfQOM5xbxMMx71kul9LpdOTm5kaVAa1WS9O+Yw+mUimZzWby5s0befPmjdzf36ti4/j4WJbLpVpZV6uVuvNivnmvLZdLefv2rdzf38vLly/3xssupMiYBQsc1gB9Ykso1ohBE7vCMr2wtDbODfW5/DdpiQIeHxt0xbX/sUpcHy0dd827iycHQaCuqfl8fi9pAhRDKOxaZ5XKrv8ZOOFd9gbBvisUCnvJRMIwVIUB3o1KdPDcubR8+zl1gNegf3BrhxICwI3fs+A0am/aNl383iUzuwrLLn+swE+UQMnffyxgYNvxLWzU5nN9xuCHiTZr+CH0gND7hGFfn6KASdQYkn7u0yb52vERcJfQYV13+Dt+hwXDpP2PW0sfMIx63nWIo4Rx/t7WHeVfa/vmGhvPYRAE6mYG4hWGT5eS+oiPnSOAFQjmHMPD1i8IzKxJ4noQ1IpMe1botP3wjRnnBHf2LJdLBV68HhBgoYFvNBpydnamTBH9hlCES/fa7bZcXFxogGo6/ZjWHBp6uAOF4ZNLBFwCHx4epFAoSL1el3q9rq6GPN/WNS+VSql2nOfEpWGzWbd4DPYzThKA+QNIxQV9q9VK73MCY4E2f71eK2CFpp3jolx707XP+RkeM0ABhOByuax/w+LJlilLC1jQsHsZ4Gm9XqsVBfMLoR+WFXzmCkTGs4vFQoUcnIHlcqnPFwoFOT09FRFRkDEej2WxWOyllwbN57mBixmAM7JcsrvmcDjcO1cAZJPJRBaLxV6yDk7JjXMJHoL5YEFT5Ak4ok5Yik5OTqTVasnp6akCEo4RGgwG8vr1a7m9vZXT01NptVoa4wTBk90P0+m0WrUxD2i73+/LYrHQjItIJwzwdHJyIt/+9rclCAIdIzIsYq4YwEPzDt6KtbNnC9/bpCTWVdLlLu0qUTzO9X3SZ5KWONnnQ4CNVfRF1e/63jVmVni63nWdb5cskM1mpdFoON/ltcTzPB7E8oA3oG6mL0yHoj6zfB+0hfvrkg9s35Ks03MBjy3oSzablWazKalUSu89s2P6WIXnIk5+s2fu0L588uBHxB07kXRhkhCs5xKGqIPJ/WUzPQ6EyNMloBD8oY0DwWa/fK7PlighPcnY2Czs8rtNUlybNAnRtP1FXWCULNS6gAWPwQdEXYQpCRNygbSoPiQZn23bJ3hZQdPVlgtIiTwF+tr5c9UDUMHaLjB+EVE3ISv8WoEO7SHpAMYJEIFEDhasxBVWDECIOj09leVyqRplCIYAAhg3LqW9uLiQdDqt98dAAIbw02q1pN1ua8wVziQsP3DpgdWHXaqQsaxSqcjLly81PbG1ZmLcLKhxrBu+ty5d6Cszagh9nM6Y6+TPAfCQxGIwGMjt7a0EwaNrZDab1SxovV5PY1GQZh6CAYTqqHNs95hdYwAUdlc8OjrSC4iPjo72XJbYXYkD4zGPAN34jTXhS0D5klR2RcRY2ALC2uL7+3uZzWYSBI9WRLvnkZCk3W6r9Q6uYJ1OR+cXgpS1fGC91+u1pvhngLLZbGQ0Gr0naIk8AqfFYrHnFmjLycmJuhEul0sZj8d7rpw4U0iT3ev1ZDQaSSqVklarJd/85jfVLYhp62q1ksFgIMPhUFKplLx48UK+/e1v615arVYyGo2k0+nIbDaT1WolYRiqOxwAO9Zzs9lIv98XEZHJZKJWZsQWAuxg7TCfsO7gb4DAwWCgQehhGMrFxcXenTG8vmgfNIvpIPYM3rOxe669n1Rwda3Zh4ATtP8xiq9/z20/ri7mBbw3mZZYxSgDVaap2COozypOXADVWn4Y3LA3BRTRLqUMuyFb+dSnwLbFBX4OXYekewj1gp4iy2sqldJsuPYCc37vEFnO9Vkc6HG9xzQrafmkwQ9rXOyGxvciz1uMqI2S5MDaelwCNB9S+IOORiPNVgXCC80dAuiQG56tP0nAnmuOkozX1uGrxwq/PgHdMmsXeHXNU5wmxDc2PhhRGoWkxMQSY9cau0Cu6zsfsHIBACaYvjbRDpizqw0O4hVx+1Pb/tjPOLbCNUb+H++CUDJ4Y2um67xGnXEGi8zc6vW6bDYb1TRjzvBOEAQaf5TP5zWZBI+RAUcul9vL1sagAy5MQRDIfD7XwHCOw4CLEJI/sFuWj17h3COOCOvElmARUesFNN1gWBxHhTpBMyCMYxywbgHcvH79WvuQy+VksVjIaDTSFMz5fF4qlYquJ+aW++ZSIvC+YFCGOuDml81m94AE30eFd/Fj1xVWI8SkoV/oy3a7VWsc4sOs9UXkSfgFGGGXuPv7e+n1evL27VspFArqXsYWznK5rAkOILCPRiNNNgA3MOwrdl3E2tVqNalWq1IsFiWVesxQh/7CsoNEGyx8g19AMWFj6GDhKhaLyleQ4Q5rcX9/L9fX11IsFiWTyej9VK1WS87OzqTVau0pEqxFZ7PZSD6fl1arJdVqVfcwLDyLxUJubm5kMBhIOp1Wl1IGF2EY6t7DeW02m3JxcSGj0Ui63a4mtGBegj2OjHuIT1osFnJ3dyd3d3fS7XbV3fPly5fvuc7AQjgej5UGQMGBeBCmazhnlm7ZEsV7fLKC6xlfvS7a+TFKlCwVJU9EtR8HiCyfdT2PM2tpKvMErouVdLaP9rMoGoZnbDsuvm9lFlu/63/L9w+RZV2F99YhawJFi8hTspJDrFCuOqP6l/T7KDkxafmkwY/I06DZ7//rIgBxdfqEWtez7J5xf3+v2jXc6t1qtfa0WiDkMP0HQbB3sWTSfif5jPudZNPxd1GEKskh9hGAQ4sVkO3fbLq2/XX1IQqwxPXDBQRtSbpH4xjNIUzHBT5tPVHvP2d9fGAvCnT59pKrQDvFdxjZelA3rAi4MdzGRQVB8J41AQWC8NHRkQZwc3rs5XKpVgPcH2Uz2vFYIHQCwOEemTB8VHagTTBaBrmwwKDPEMbQJo89k8moJQVtlstlubi4kMlkIre3t9LtdtUlqV6v68WaSG6BeBF233OtreszXjcO8g2CYM+dDuNkQMd7AqABIC4MQw02htuTtYYh9SxcyGAJQxssGMHqx9YhCOb39/fS7/fl7du3Uq/X5eLiYi8RQiqVkkqlIhcXF9JsNjVlbqvVktFoJP1+X6rVqqautzQKcXiXl5fyzW9+U7MzYl8inqxQKMhisZB6va4WRmudsnOHsWFMiKGBlQjj3W638vbtW83mBnCUy+XU8wAxDmiXrcGYK2R9w7wBpOXzeSmVStLv92U+n6vVFAVWHBHRO4tg1eXMl9PpVK2xDJwQawUXzpOTE5nP53uxfJxJjoEcLF53d3dye3srqdRjwhlYwbLZrLx69UoqlYpsNhvdr8+RNT6Ex/nq+9jyjsjhIIY/iwIQvvdw/kTeHxPWiBUhLrBiFRpRc235PLeRpM8WyLjGFNUH1xij6vw6iksGwg8UZ8x/PmSvJQHTcXLIh5ZPGvxYwYl9cPknaV2HCHWHHCRXsYeU7/84OTnRwLhut6u+5el0WqbTqfrd1+v1vWw5rjae07eoOlyH1Fdv0s1rD8JzgYarMDHlex3YjSuqT/z3oeCRn4nSHtl6oghKErDKmqioZ31ANsm5SbpGccSR24oCRi5ia/eNJdb2O/zm99iKZtu2bbGLnYjsxUxx4DsLghw8DsHSMmlua7fb7d1JAdc8DorHz9HRkd7xEoahlEolTdbA91LY5AYMmMLw0Y328vJSrUf9fl+FVaRifnh4kFKpJM1mUxqNhibJsMK1b20xNrvW/H02m93rL+aZhRAAAAAdMGQI6biN/e7uTjMO4r35fC7dblezm3HsE4BWPp/X2CZcIsp75OHh8e4QWI+QOYrXBvPLiTeQZQ2AZbVa7d2v9fDwoOPJ5/NSKBQ0EUi5XNYU/xxrhOQNsEzy5b6cEppdclxngF0E+azMZjPp9Xo61wAzADQAUZaGQXAdjUby5s0btWCCb0EJUKvV5OrqSpbLpSwWCwnDcM/Kx2OpVqvy2WefydnZmVplLy8vZTab6TtYwyAI1LqJDHG5XE6m06mCOlhuOckKABc8MK6vr2UwGKiyYDabqUvr9fW19Pt9yWQyGvvkUuDE0XIGTUloZZLydQqMX1dxKUmgnMJeB1jncADQMa4nSu5IQutRrEeESHQKfNu2lfFcY/TxvD/o4gJsvs9w1pLOcdQ58J0Xn3zhm0P8torFqPJJgx9brCDFrj9J3//Q9lGscON7RkT04rjRaKT+xWAQIiKVSkV2u51m8ZnNZurTbcshWoco9O17J+7ZJFqOuGKFwg+ph8EAayp9dR9KNH395v8/dnFpaFzf+T5jkIA6DilJgKFv3XhufMTO1uFjIC7w5hIkXOvCWkEfAGOXKis48r4CQ8DewjMcg8DxAXYsDNagxYRrDYQ017whluji4kLCMFTrVSaTUcUIYi2Qla/RaMhut9N4Ewi9+Xxezs7OZLvdqhsVLuNEgowwfLSuwJoB8MMWM7s37BgtSOA+wN2XXZBYAAHDPT4+1tvaYX1Kp9Oaonw2m0m325V8Pi+NRkOFZVw6ijlC+1gjJN1YrVaaAbBare65a85mM7m5uZFer6exJAwkRUTHAeEaa4/LDeFqNh6PdX1gOQJwhZsV4lww/wCimDO0yy56nOWP9z4LB3jXWiL5vp2Hhwe9kwQxcLAUsfsngBUDLPT97du3CgSRHQ97GnMcBE93YrHiAOvK2enAE9FHJCDhc8oKUOxlWILn87muDWLd7HmHa+J4PNaLXNE+9tD19bUsFgtN6MA0wEVzosohfCKu3jheEFXi+voh/CyubktT8cMujeDhUBrAemnpios/WmAa10+m+WibAVDcGLkPzGdcvDhObvLxva9TznD1x9LuJGA9ad+sPJYE/Lj4zR8b8GMX3yX0JJn8j7WJXBs5qk3OKDQcDmUymUixWFQ/b+SKh5AxHA7VF3k2m6lWil0nfIjdh8YPEXytgBMnaPsIdZw2xPY7idYgqq+og9PQcpafqD58DE1MFNDwAQTfmH3EEp9zcgpum+fc1adD9sMh4NQyHRdgcb3j6mNUP+wzLhCEYt20uB4GOeyGg3FaAQfvchwKGCe7B9jLGW1BTAfiS4IgUIsOzj/aw/8snO52j5mNIGjX63Wp1Wp7lo18Pi+fffaZ7n8RUXcnWE7CMJRWq6WxQBDMl8ulrFYrCYJA053yvGD+fGO0Qgg/9/DweM8N6B7vbwACFnAALqCRx9zkcjkplUoym81kPB7LD3/4Q7m9vVULADLtVatV6XQ6stlsFASlUimlvdPpVN2Q4UK4XC613m63K/P5XIVrrC0EJPSP6TsuB8YeGgwGMhgMpF6vi4honBMAG1y9YGnAXVmYr8lkIv1+X7bbrQrxiCfjhBau84D5R9psjpfg9+B+fXFxISIi0+lUkyMUCgUFFhznhTXj/YofuCPCarRarWQ6nWrmSexDC9rYldXWC3CJvjN9wzmBpUpEZD6fy263k1KppElMmP5Np1N59+6dfPXVV5LJZOQb3/iGfPbZZ2p5W6/X0u/3lZ9w8hiAT3subDmUp3wMHvQx2og6267P+XvffFg+hv232+1kNpvJ/f39Xop60KH7+3vd864SxcNd/JWVMVAuuLxDGGBHgRC797lNyz/xmQUZ/OzXAXC4r7ZfrrVibwYUFzD50L4+59xEyQm+8kmDHxciZsHj0LrivnuOFseH4vlzBElDI9toNDTVbBg+BaCWSiVptVoyGAxkNpspMwLTQwYb17ywMOy6JZv7amMK2B/a1oW2WNMYRXhYqIl6xjUGZlLoBwte7LPP76C/SD0cBE/pwl0aDNd6RwE17oOdT0vIXG2xQGifscKla26TfGb9l11ZbESehB/7nWtsPvDoI9xxzM/Oof3bt8d8ddn++P7Huz7iz/uIGZrrWZc/tJ1j33qxWx0nD2C3KjzLGlFOagAwA3dY0EMIf8ViUduFwCkiGo9RrVa1b2yNEhGlGyxwuuiZa46jBKbj42Mpl8vSbrf34pH4XPAehuDOmetSqcfse7VaTWMoGYii3wAruPMDwg5cDcvlspTLZc16BysNBC/cCyUimqGM722CVQmfMUiFoI3YEaSzRtyZiGh8D5I1TKdTtQ4BCM3ncxkMBtLtdnUfQLGD/QALGvoEqzf+B6hzua0BLJbLZXn16pVUq1WNnYHSLQgCqdfrenEk73HUXa1W5ezsTJrNpiryEGczn8+l3++rZQfuheytwWfGJjXge3ystpetsfz+dDqV6+trWa/XGquFO4Ig8CKl+2q10hgjpPnd7XZqzePEDuPxeC8lu6XfvjPhOhe2WDoUVaJoYlLam+T9KOE0KQ1G3Uxb8Xu73cp0OpW3b9/KbreTer0ux8fHem6QWIatqrw/XO1anuLikwx2cFEwLLs2GyCnyQ6CQJOIMJ1i66x1w2Ze4pqjJAAiqdzieibJvrPzxDIgj4mf53Ysr3Q9Z9vEb99+ifs8ybyhfNLgRyTaJJbkcP9BF7uZ8Bk2E18MCQ0ZGAOyLIGJsCCATQUGCGLNQZy73U790PGMnT8O2oUGj9Mx4hmMwXWw8Qxr5Cxg4mIFfO6PFcT5c37X1Q+RJyK12+1kPp9Lr9dTTTPmzWZhsf3g71xt+IqPCXI5dE8meR7PWAsHBCq2BrAAgbW37gR2TBxb5wJqhxAgvId+WtCF/cwaVTzjUnC49k9Um67CLg4ugMjt+Ii+zyfat7/4TIm8f4FnFENjcMCf8bmyGb9sH/E3/8+XiQI8oG77vGtMvs8tWITL2unpqbpIYfwcb4P9mslkpFKpKJDBc6VSST777DOp1Wp6XxGez+VyUq/X1TJUq9XUvZgFacQ1bbdbGY1G6t4GsHRycqJWmkKhoOAAfczlcnsJN5CgAOASF+YCSPR6PQnDUK132+1Wjo6OpNFoKNAaDocKGHa7nQwGA32vWq1KrVbTe3AQ34IU1Lze9nxxwgcL6BGTc35+LrVaTWOgRqORTKdTzWYIDwV+n+OWPv/8c3nx4sWem2QQPGZG/OqrrxSk4UJIjJ95hnWrtGfSxyN4/MvlUu7u7mQwGOg+uby8VGUA9iHAMFJpz+dzjf1C3bg7plwuS6fTkdFoJK1Wa48PR9GXOEBkn30OaHIVCwTsd4fSbkvLDu0TeDbW6fj4WO7v76Xb7cqXX34pX331lZyfn2uWMcT4QMFjrY68R6L67Nov4DVI/f7VV1/JdDpVmoEzBfdPkadYOgbu6Av2OYMyK6MkoZ2+7+15jRt73LzYZ12f2dhLBn9Ji30/qn/PkdcPMXp80uAHm8lu4qTo1tbleydqUZJoY+I2LpgwUllzYRcCbD4O5EQd0LaxyZbN8kwswPismwCEXwgDFszYfvMPMysIRqiHLSw+qxybu9EGC4Q2aNe6weAzfgd1QduIOyZSqZTU63UpFovvEQ0XE+V1iwr0i9oDLiHatS9s+RBwxOAWmqwwfAoq5uehoeaYAU5Jjd/WYmTHaPvAgBHf+c6nfR8B5fiMtdQu0GX/jpunOAHFRRN8a+ZjGLZN3/9JBA/bHwtwfM9H9YvX1rr5WUtqlJ93FBOMEqzCMFTXFrjpuVxKmMY0m00FRQxeRERd56DFhzANwAR3V7jusfufyOPFpEjjXCwWZTqdSi6X0zZRH2KocEEvwBOEfghsKJhbJLBA7BXTOowR7mRwrQMtRQY+3FNTLpfl7OxME1twbFc+n1d3IVdJpZ7ugmK+gO+y2azGVZ2cnGjMzmQykaurK5lOp9LtdnW+MRY8i3ph8eHEPByLBqtSpVLZA7lsCcA+8e09n0CGhB3T6VRTY4dhKOfn5/LZZ59JpVJRcIq1wb7abrfS6/Xk9evXstvtNKsqUoSz5WE8HstkMtH4oyjA4qIfzxHyoubBArAkdNrW4arz6ypM1zabjQwGA7m6upJ0Oi0vX76Ui4sL2W63eoUBElfgXigLMHxtuGg1KwL4Yt3Xr19rVkacZyhRoHiBKyR+IIcgUcNsNtPMvAD02GMs0/iS7iQtScZu5yHqm1uoAAD6rElEQVTJPuT5YpnQxfttP5jnY89F8UqXvBVXDgXrtnzS4EdkXwjH/yLP04wkbc/+/xyhFZsBoCWXy6lGcb1eqyaPtQw4pKVSSVN/QmOG79brtUynU5nP57JcLvVdpOGFWwUuW4SgAdCDfiGrTxiGykR5EzPDtOAH/+92OxUq0D+MnX+DOOB7PmguDQlAEjSdnO3HHjSR/UBJ/NjL6mz9rvVLsreY8djnbb/sM1aLxc9x+7Yt13d4D3PKLjZg5EEQqKURvvF4D3uMUz3znLssP1FzFlV87zHw56B/9CdKoD60Pd/3PobgIv7424J7pk0+4eK5JWoN7OdRwqNrTixodf2N/5OsfRQYYyHd7mv0jwEGNLBQbqBgP0PQAOOG8CHySA+QVa5YLKoQgn1WLBbV8oH9jkt4YcHhpAZwb8H7tVpNarWaulOx9VlENIge7jr1el1dl3O5nBSLRZlMJuoqh7t2UM/JyYnUajVpt9vy6tUrKZVKasEAeIJFhq0t+J7pNsYCeo5kBLBe8V6oVqvyrW99S7LZrHz11VeyXC6l1+tJq9XSyw8BePL5vLqaYc5Wq5XOP9YJ8aroH9aCEzi46Byff5dgi3Ei49x4PJb1eq1A1oJeOydhGEq325X/+l//qwyHQ00mgnUPgkBBKBIpWMHwUDr0dQIMkQ+zFiX5/jnCKPgeACeAKsBOu93WO5qQLRBnkRWqSfrqax/vptNpmUwmcnNzo/c74VzgzkXwI5wZjjkCjdlutzIYDOTt27d6PQA8Tcrlsqa4R/tRgDmu3zzuOLkk6nnX2vFzmGeeEyvP2feSgDH8b3lIkn33HN7P5ZMHP1bbIxKtheT38Kyv2E0S9awLEbvq4AJmjswzSKUJIRW+0AAn8OVGBiJkBWJBEbdnT6dTzcQUBE8pSk9OTmS5XO652EFjAdCx3W5lMpnIZDLZExQAUkCwoDEDCMN40eZqtVImzs/AgsPgDofJaghY+wyXLMQ4ANDBJRBrAIaPOjhl72az0fd4fbgfvvW168xEywXA8Yy1Vtn9xIKR1XonYaC+Z3hOF4uFXF9fy3Q63dOqlkoldQFiqxbAuO1jkv0dB8js864xAZTC1YdjWFzF93lUHziuJuqdKKBln2MmwfviQwWbOPBh+8G/7edRdfue47MV9e5zxulifGzZ5T6wKy//sGsery9+s/X8+PhYTk9PlZ5agRruLUgdDjqFdxkkoG4IY9AUt1qtvfTHrGTJZDJydnam9zjl83m1ngAYlEol1WojkQUEKLguV6tVTYjDFxHW63VZLBZ7wM7OM8YKoAPlAvgC3PvYRfbo6Eja7bZaPN6+fasxMuhvGD5mHazX69LpdOTu7k6azaacnp5KEATqArjZbOTt27fy+vVr2W638o1vfEOzFrKCDV4DPAbX/uT9grWYzWbyox/9SH7wgx9IOp2Wi4sLOTs7k0ajsadtt+ebAQ7uQILFb7vdymKxUD4JcMuWNBss7+pvnID4nOJShCQRrJ8LYJIoPJLUATCx2WxkOBxqkpLPP/9c77dCCAD2I5LDsDwiEm1Js7SEaTT2GNxMU6mUnJ+fy+effy75fF6Wy6XKYHBXDYJA2u22ymkYy2g0kt///d+XwWCwty9SqZTe/wZrLcdruvjEIXwtqiSVKfg5lo3gPRMETxkUMWeshIgqrv3JfyflJb46Di2fNPhhQVLEzUTt83Gf8QJFTXIStO363grPYKjwiUYwK6dPZb9SaNagNRORPY0aLlhcLBZ7Lgdwl0CwIO7UsOl4YTkajUayWCzk+Ph477ZwZB3abrcym81kt9tpOlm+ZBEZoobDoTJWMFPcVQEmASaHDFKYJ7g9YR4wTvZph+YNl9qxAArGhGw/aM/l2scxDK41s6DFMhZ2G7FE1l7WFiXA+0DWIcUFPkDYu92uClG73WP69PF4rEISMoUdHx9Lo9HYI2wg5DwH3F5STZLtJ3/PcwkN2na7VS071pgDTm2ddv5t2741iGOavrWwNANCLGvHbP+SCCNJFTRRY/TNh6uepGDbd0aigCb3z0VLfUDHnjXsU66LmTTXhTOOvzmdNGgfC02oD/SQXYSRdIa/Z8UGPm80GrpXg+B9d2E8C8sKFDp8zw4LS7BagQ4CnKENBtqgg81mU0TEKRxaZRMu+IW1DIok/ozvswKvarfbMp/P9fLt5XKpbnK1Wk2q1ar0ej1VgGHOjo6OZLFYyHA4lNevX8u7d+8km81Ku93es8ajj/A6cPF1nzCbSqVkvV5Lp9ORr776SiaTiXzxxRfyJ/7En5BGo6EXEmMvWQsn6Fw+n5fz83P5zne+I7lcThaLhYjIXur0Xq+31xcAL3v3U5JzkYTOJxEw8ZtBnUuo9fXJRVN8NObQ/vvqAJ0E0MzlclIul/XcwouFY69w/uIUlj6+g7nAmkOmmc/nUiwW5dWrV/LixQvJ5XIq80DhC6sfLqEXEbUAXl1dSafTkaOjI70DKpvNasIUZJFE8gwXL006h8+VDez/Ufvx/v5eZrOZrFarPTmN95eP9/hA14eAFq7DKi4OqfeTBj/W9YbTfFof5kMCoWxxEQDfZmFG4yv8bhiG6kuKC/bCMFStEkoul9M7OAB+wFzZrYIzGlUqFTk7O9N63759K2/fvt27nA3mfGRTGQwG0ul0ZL1eqwaQXSBwz8PNzY28fftWfedfvHixJ0hAWwomE4ah3o4NIgKCgiBDBlAQcHu9nkwmExER9XvPZrNSq9U0KLnRaEgqldKMO3gWGkZkFrq7u5PRaCTlclnCMJTxeLyntcEP++LicCHNL+8r3lN8YaLI095crVYyn88llUqpawuvq429wTrafRbHQKP2GvYT9hb89CeTyR5A7PV6Mp/PNQUsQBDf/s7FxoRwn6L6a4VB/puFB9ypkkqlpNVq7Z0zl9bJCsooLsHpYxULVvE33KUwJjvODxF0XJ9jb0IYZqEY7VlA7RIKfIDUtms/s8zPgqQo4OMbk91v9qzwnrRMkPtugSkABIrNFAWBip9nIQtt8fnHZ0h+ALqMfqB+C9pBMyBU8TwgngkKIvSNLTKoC+3tdo+Z41yXbmIOcb5AMx8eHtTKFYahps7O5XIKPDBHAELValVOT0+l0+moizXmoFgsSrvdltFopFc09Ho9vRgWLnDj8VgeHh6UXwEAQhDFOoEviIhaCFyCD8BbEAQymUzk3bt3Mh6PJZVKqStisVjUu5LYksB7BiDy6OhIQRNinsCvwXtOTk6UP2Ed2Rpk19RVDhVgDy32XPjaT8Jjos6zrx1Le1xlu93uAYJMJqNnFJkq8RzqYlBs6b+vWJrE8gLiiYIgkLOzM/nss8/UsiPyFMuTSqWk1+vJcDjUBCbg/+PxWO7u7mS1Wsnnn38uP/ZjP6YZITudjnz55Zdye3srvV5P3cpxiTXHuiV15Ysbb9R7Ivu0mhUjkJ8gJ93d3cn9/b3U63WpVCp71wRwYR7CNJQVzS4ewGvh8jBxFd5XLhAXVz5p8IOJxSEAYbd+za4JOVQIOnSD+bQN/B2EJBB3+IkHQaApmeGiNZvN1Ee9VCrtuVyIPDFsHCSRRwaFu0Lw/2QyUf9nAA/e/PP5XGazmWSzWXWJwuEFc7y+vtY+hmG45zdtXSzgagaGh0MO4sVCOZg6Dt90OpXhcCiz2UyCIFDiA0aJm9xh5eILB2EVmk6nMhgM5PXr1/LmzRttr9fryXQ61XirfD6vQcqWoLL7DAs8sLShcFyKTXkKMJvJZHTfAgCG4b6LB/aGSxh17S2XIMoMAvsEoBN3nSDIOJVKqRZrNBqphfD+/l7XxBIw9DEKbLhAoiVSliCySyQugjw6OlIGCPAI4cKCD5820gr7LmHd9jEKfFjawm6W2GMcU+Jqx37may+pVssG/rrmOAq0+P73ga2ovkbt2yQCStxnh9JjOwd2L+MZu79dYJD/toAe58k3Dlt84+Lzz8IE6uffdq/zdz5hVOQRXJ2dnUmhUNDLPlOplIIXJD0A3WdgnUo9Jp4IgkDPJr47OTmRdrsts9lMOp2OTCaTPa05zghiIJBRDq7UDEigzANPsAoPBqIY83K5lLdv38r19bVsNhtNZy2ynwGT6RIDVSStEBFpNBp60S/fiYV5ymQyMplMpFwu780TK8miaM+h+yNpidq3H6P4lD5J2rc0yvJZAAnw+dlsppYfvA8PGN7nPOdR/eb+sgIFXi+4lyuXy+15l0Axi3ZxCe7Lly/1fVxAz3etIVlCvV7X+7nm87ms1+u9ZCGWPrvo/iF0M2oufKAWc8HK48FgIOPxWERE44M5lb6vPaZdUX1LOj5+PmqvJS2fNPjhACwQfLgoxIGfDyk+YUkkWmByCSOsTQPYgOZrsVgo40DaVgAN+H4DTIAwl0olKRQKeyABACqbzUq5XFYfck5lizpwd1CtVpOLiwsNzAXTgV97u93WezA4gQDGxTEbo9FIZrOZBvtVKhU99MhCxu/DlWI4HMpqtVKAgvnCTenpdFq63a7GJ52enmrgrcjTfRVgnJvNRokY5p0TOyCeCP0Ak5vP5zIcDjXlKX7QT8TOwGUEoCMMH61XrBnlbFaYOxFR10YEKqfT6T2LC7sAufaZC/jYvQdFQbvdlm9+85uqwdxut+oWCOKP/7l91GW1OBYAWYHZfu8Ddpgf/A1mAg04GKK1OCUBEK7yHLrgascKp9i7sOgihauv/aT0I6pPmA8AVbhjYC+yb3lc/VEM6zlMy/WOq+6PTadd9UftE5+wwe+4/o5q0+79JMW3L3xCHgMAfsenPUYd2WxWms2mxnTColKv1zWoHPSUBUXwWKQlhxaYM1rV63VJp9PSarVkPB7LaDTSM8D8CBYkKP7QFmgkrAE26Q7GZ9fk4eFBNdWwzECIZQWQS5mD/+FSGIahZriDQI6YjXw+r+PllOs8v4esuWv/+5QAX8c5+RiAzArsLrrmotsM1kVEQfBwOJTRaCSj0UjW6/XeHiyXy3syHr/rKxZgsFITfWJXfBFRjw8Ab+y5o6Mj9eoA3YVb22Kx0MQpIo9p1tfrtaRSKb0b6/b2VobDoYYvQHHqA8x2HqOUTHbM/J6tw8rIQfCosF4ulwr8oBCH8lbkSdEb51HF6xu3v318x77jG3MS8MvlkwY/IvuHCoQ5zu3s6+zLcxYOJl+4tOXzeU1OkMlkZLlc6qV2uOA0CAK9FwNMhVMVAzwh3mU+n0u325XxeKzuZ8xgdrudLBYLmU6nChIQG4KCecXBzmQy2gbfL8SgDvFH0CDiolb40YqIjvPk5ERvNUe80Hq9louLC2k2m5LL5fa0PicnJ9LtduX29lZ9dZG+FMwK/Z9MJtLpdNSaUSqVNCMRgCJftsda3O12K8PhUAaDgZycnOhliIivgoYECSTY+jSbzTTb0OXlpc4rmCr85uGust1upVwuawyY3Vtx2h2XsMZaaQRTVyoVyWQyejki7rbo9XrS7XY1rS6n88Q+4ayAHAfEZnMXEGIBjRkJE2MGWhBWeA9aQZI1rfifv+M5cgnrz9E0+d4H0+73+/Lu3TvJ5XLqu27Xxtbj65+dP582zQpx7EbFcVpJShKhnv/GuHifxdHCJIzOPh8lXMX1l99nhs1CE/c/DgjZutnaw+3FCTO2H1HjjXrO9sfWbdeH5wHnCxZ6xLugfrYo2vZsYgQAC7hV1+t1GY/HMh6P9bwDgMC9DLwE9WM9wM8BYABIXHOGv0GTYY2CMgoeAHC1A73nrH2gZeAt8DxAsh5cPC7yeMYGg4G8e/dOdrudNJtNqVQqTvnD1U/fd0mUE0mKFZKTPJu0Pd93ds8mKZb2s2JyMBio5YcVl9hDmHeA0CTjcJ0N7DORJ+s51hCygcudmF3DRESv0thsNnJxcbEH6KHkzOfz0mg0pNPpSK/X0xi5JOc47n9bfGDDBUTtZwD5TCuR8Q51JwklOVQmPnT/2Hb+2IAfu+FZ8D5U2xZXfAzR9Zyr+BgShEkcYM7udnR0pKmsEezf7/dluVxKoVCQer2uICYIAgUNSBk5m830QjoEu+PuCMSf8KHDIeUsbLbvYGCcUhYHgTcgmCasDXBvaDabqlUMgkBqtZqUSiUREY0rWi6X0u/3ZTKZSLValWazKY1GQ7McgWAFQSCNRkMGg4ECvM1mowGGADpHR0cym83k6upKhsOhBjwjax7iM2DOxnhBCGEJgRUKDBmgFZoRMHJOq/vw8CCTyURGo5FUKhWZTqcynU71M4BHEZFaraZzjP6wIIW18AlkzHwwR3a/wQoG0MN+7EiZ2+/3dbxYPwYXrAXjGALMh8hTLIPtF/5nEMXMB+PHM7Bc2jtouA4wKBZgmThz/bYfUcKGT+CzQi33dbFYyN3dncbDtVotuby83DsXtrjW1PV31Hv4DWvvcrlUYRZWSX4njk5FCf++Pcfz4bO8R40nCbiz4OI5hWmVbcsFavk73lO277af/N1z+4py6HiTAE92m8bnbBHxCSYsHFowhb/ZFRoxo9bSwoKnBZGgf7iwlgVJ22fbf7QJpUMQPMYA/fCHP1SaAyUVkjcg/gIWrXK5rF4L4EvwmgiCR+3469ev5Uc/+pGCONBG268ka3WoIBtXDlEMJHnPdxbtZ67zg/9d48R6sUUFPBnKUyjAGo2GKixHo5HerQTLW5wbluuM8g/ADIdNoCA8ga/VsG7GoP+IoYMCATwK1lbsI3i2BEHwnlUTddrPPlSmtWtmrcPMPx8eHtTr5uTkRMeGMYkku/uN6bXr2UMAj0uOTiKXu8onDX5E3k8fbIvrO98C+MpzCYmrHotQcWh2u526dnF8Aw5MKvWYwWY0Gql5Fe+hPlhLYAUBcgdR4YxFdmxWiOPNyhudMyHxe645QB241K7ZbKq5GnVC04i/UReEN9xZwT7bWHNoKNPpxwsB4bIHC1IYhmr9qdVqUi6X1SSdy+U0WQMTASYGGDuDPYC4er2u9yn1+33NkFev1xV8cepwrA2KtXotl0uZzWb6HZjzIXuL59z+bX8DXIOQMwEJw1BdLQFowAzYFxhxN+xSIiLKIKAltYImmIZlHmgHfecMXex2yWCdzwC0hphbjIs1g9wX3ru8p1Gf7bvLosxKDBHZUzxgbviuCF4vn+DhA128Pr41xhnngNxWqyXn5+d7aaCjiovZ+mgGWzzse4cI7Icw9ST1uugSC/Wuulz7wj7LdboAnq9vUfXgM/ucq3++sbqK7VeS9uy7UevIQMjuSZH3b1uH1p7bYDqLOsAfkJIcdNfGZDKtxt4Hr3n16pUUi0WZzWYaJA8axfQOCib0Gzyl1WrJYrHQqyPm87nGhuJ+pru7O5nP53pxLvORJN4nUYA7yRp9aHHtNZdw6etLlFzloxdRNC8MQ3VxBN9Fxtpms6ku+Eg7DhoHrxIGUVF9YjmMnwGIRbzrZrNROYL5G8dJY7+Cz7My0XojgEchxTUuXreW1bh5fk5x1eGi8zgDUMQC/Mznc+l0Ou+dOVedds4tjYzr5yF840PKJw1+fIK3i8G5/rZ1xbWFNuwG9W2EqLpwMNiMi/TDVgCEBajRaEi9Xtcgf+S+BzDq9Xpye3urWgoE8UPrBmsFMppw0Li1muFQMwiCwIziypRj5x1tcDY0dpuyWlh2wXJdqMmCsMhTcCR8bfE+9wEAi9OFgzghgB7CETNWZv5gwIVCQdPDPjw86BwPBgMZDocynU7VogQmDsIJgbhcLkur1dI6cLfA3d2d3NzcqEsaMjDZ9L6uvepjZNCi2X3HLi8swFtAzXEjIk/CPVz2EO/Epn1kGkTsgLUiAiyxVg/rgzVBLBaPzxLGMAw1/Szeh6DD1iMbM4X9hD7z/nOBNM5CaOeX+4QYNgBGvAcA5KJDmBv+zq411s2X8tfOES607Xa7yrzhHsL0xbdnXAIQzw3TP64Pn3G9vrgTrpe/jxLGDyksiMa16wJGPBds3bZKHwbjPHbL8Bkg+/pix4r6fePwvcffRc1bFF/0CbIolm67gJYdmxVMXYoXFHafw1UK4A+8Xrw+4JXFYlFOT0/VeoN77eBSDaEW7suw5oBOplIpaTQayl/hRgcXLPBOuFnDvY8zlWIeos6rnTfX+iTZ93F7yFd83z3nrEX1Kao+63rPro6VSkXvskJCCdBYeLRMp1MpFAoafxbXL9eeZzpWKpU0Rq1cLuudUGyZ4XPOZ5P5CernJB2QXSCPIK03yytxgNg3l1FjtXTBtTaWlyGGDwpYxK2CfzJd8u1h1M30M8k44vb9xwCDIp84+EHhzejy/U9S4g5qnHnv0AKhHIcCwX3tdlvjLJiwI1sIAkgRiIa7WODW1u/31d2m1WpJtVrVbFnHx8cyHo/37m1wMTkcWEsocHjZ5GuJOwtIzKBQWMBmoQnPQSiG5ccKznad2L0M1gjfQWQgZTU/bImyjD2bzUqj0dB4ouVyKfP5XEREicRut9uzlPCcoU9wQWq1WvLq1SupVqsakwV3xpubG9lsNpqRj+NdUGeSYoUvFrLRLwRhgpAhqw7cRgqFwnspvJEUAXsN9ysBgMI98/7+fu+SSMw/xouxTqfTvfTtlUpFCoWCrFYrBcA2WQDWKAxDvQQVaXmxBxAgC0tVuVzeO2+c7hb7yKYgt/vY7hle4yAIVLBCTBmYMubfMh0AY4BLAHEr7GLuuB58bgusjOv1WoEYXBx9fvEozKDsWNFvC3TsXNj6XEIxf4d6kgp6SQqvmS1Rwii/y0ILuwxyYhbUwRbLqD75+hIH+JIIyD5w+qElSoi2ICdJe5YfuMAvfwYFglXaoLBijM8vzl+r1dp7Bxp9CHjsDYF1h/ImlUpJLpeTyWSyp5SBW2k2m1WrKuiL5R0WUEfNkf0uSuaIK895L2qPibitzrZE7VXXs9wGgCaypVUqFXnx4oUqhUEvwUvBi3DprFW6WKs0j4PHgr8hY41GI5lOp9Lv99XrBPR6s9loRjfuk5Up0AdW1vJ3rExkb5yoMxW3Pr7PLI3g+vE9/6DvoG3gpyxDYFxJ9yjqSvpsXImzQCUpnzT4seZH/FifTR/S5b9dzOuQhYrTtLgOHLTys9lMM6elUk8XrLEABmINVy2ABKQGZYZ/fHws1WpVzs7OpFwuq2B+f38v7XZbibntH98l4QI/LIRZUy3a575w+lC7Jq72MT8ASC5zsD3IqNf1vQU73L4dm/VhD4Kn28hh4YHQDgsT/MSZKGMeeT+iLTDLVqsl5XJZM4HB9aLdbsvV1dXeDeHWuubae1GFQSXWFeAS+y0MHzOrdbtdmU6nqj2FOwEIP9cJTSiII9pBrFAmk9EMf2xhC8NHy0S/31d3ErTFVigATA66tIwEyQUmk4mEYSj5fF7C8DFYczweq2YN1jkANXbTw1ryPLOlB2uB9UM/eM/yHs/lctJut0VkPxjcBbi5bhTWElpaYv3aLXPkxCc4Q7AcsvYyCpD49hCK3XOW+dg67BmwbScRqHxtRz3nEiZc/9t3oL1lUMvrzS6WrtiAuH5F/e8TJu0cut73CZ1RAnfUusbVe0ixe4wVAXGAwOU6FDVPONv4n60xYRiqNhvAiuk29+3o6EjvQ8O1E6AHuDtORDRzKWfrcskb/LdvH1jh9GOWqL0T9yx/7hLK4+qLa4f5ODKNIWYXvJUBQiqV0vnGFQ0sXEfNY9RZ4Csg7u7u1KUOYQicwGk6ne7JXLYNBhMurxqbGMNFC3iukyoXbH2u95KcZ1hKwUdcAClpvTxOlxX7uWNE4bU+5P1PGvyIuNNdsiYuCTHxARj+/2MyABQAHQiNi8VC77yx7g4MbACa2ILCFpWTkxOp1+uqeUegfrVa3buPgF1pcCCh6bcCvWXy/L1rLpkooB3UwUTKbngb9+EjtNxnDma3/bDv2XFwGxDyGeBBgw5Bu9vtyna71buPlsulvHv3Ti+OtXVCyIU1pdFoSLPZ1BSxWD9cllYul2U4HDrBpWsvu4RG13PYL7Ay2bq3263c3t7KeDzeSznLgAOfwSUP8SRw3wuCQN0xx+OxTCYTqdfrGoMFwWEymegYcccI4t3AAEejkQyHQ1kul1IqlfY0v5yGFO6G5XJZJpOJbDYbub29lfl8rok+qtWqxmFxLNZyudQLfRm0I0U62ikWi+rrjznj+eF5RLpzAC3eZ3YfYt7tM+gLXCjQFruccgEABZjFWbMZDC2dtHvA/m/PCvcFY7DfsUbQus3a/enbw1GCo60vCbNzPcPvs2BiY9pAX0BreJ7iMov6xm611L5+JgUnSdpPOk+W17lAh2v+k9SP8wKQzldU2PW188afW+GS+YzlLxCaLZ8CzwXPZJdSBkD44T7sdju9Tw/WHhRWxLmEsSjhm9v4EHnjQ2WVuLp9NOQ5dXE94L8QtmFls3VDTgnDUK3cLnnC0g+XHGf/LxaLcnZ2pm7dd3d3Mh6PlXci65yN33T9WFrpAw4WHNm+fch6uuYiTlbA92wJ5WRQLsBn63StrT27dh89B9x9SPmkwQ8YLf62C+g6pFGExfW5iyG72olbPBcxh6AFf1Vk12Jiy+4qNhMb2gPBYEDCcQ0svNpDxgIc0H4QBOpWhzSgPOdoz/YFh9wKhCwIRQk4llC4hARuh+fVgjFuiy1ZLgKIZ1zgd7Vaybt37zRz3nw+l3Q6LZVKRR4eHmQwGMjd3Z0MBgNptVrevZbJZNQCgXgjxKsAHOBzl6ncrpurr67CoA5gDvcmsMB8dHQkk8lE3Q0RKMx1Y12RyQbCPjLqwU0O8Tq4KwB9fHh4vO290+nIYrHQjHuu2CBOL2pTmfIFeLBg4XxMJhNZrVY618jENxwO9zIG4vK2fr8v2+1WTk5O9OJcgFWAh3a7rW6AHKfAjGAymcjNzY3c3t5Kt9uV5XKpN2HzGvHZWC6XMhqNJJ1OS7VaVW0ntItMW5DRCGNnIYvvlILQBkCZzWZVUPMJjvZM2n3GtA37CH3hs8N0AdYzFHYrdYEqbteeT7v/7LmIKq52eA24vt1up3erIQsjzq2th++7cFlnfeeS+RULPVy3FSq5f1FCB4NN/v45wnScgOQDb3HtsCYZc8B709bvo9fcHvMMa0ll7wNbN/M9O3bsZ55/ft9lhXXJAHH0OkrmsP1NUg5Z50P3hk/APbS/rj3M/Jdjg9nlGbIEZBRYablNHpMF1Uyz+ezBewZAt16vy+npqVxfX2v8MTwQkIBps9lIr9d7z50Y9TOPQOHnrGutnZe4NYlbt6gz46I5dl8GQaCeAxzvyjQ4bv1dfbA8kJ9POraPAXxEPnHwg83j07b4TGz8t4tYJfnMVyf/H7UJsPnDMNSbtPmCSWQhw9igBYGWg9ODWgsME2IGHzazCNw70B8IsKlUStN8wv0OaXNxYRxnKrFMgF1s2P2N5wL9QmGtnQu0Yh6sq4nPp5b/ZzCF/7l+FhqYGN3f30u325W3b99KJpOR4+Njqdfrqh0KgkBdCDlDDe8X1A+LAFynOAkBBHwIhi5Xj+cIMFw/g1asB/oNTVqxWNQAYWQMxGWFqAcugPwZJ5FYr9dSKBT0bo/NZrOXanm5XMrd3Z2k02k5Pz+XdrutwfhwJcRY6/W6dDqdPUGawSH2IYJG7+/vJZfLyenpqZRKJd2juKBtt9upxnA+n8vt7a30er0917BKpaIC/Gaz2UstDwDEewVWWNzFdXd3p/ck4Tu0i/2B/TabzeTdu3d7jBiWMcT1rddrCYJA08Tj4jyXogFa0NlstqcMgcBgC9q0Vj701yohsP4QArLZ7F78IGs6uX/WSoa62GLL4+Bzys/Zfc1r4GLGlqnz8yL7Gn4oAVarld6HhoQeeAZ9QQrmdDqtVxHYfvFYGHBaYOIqcSDHtuXjM1HvJBHUDy0s7Nkx4wcZsbgdV38s747ipfy8D2Rw/yyfsP12teOixTZQ3VWPFcqTrL8tceDCCtn2nai19gncPnCbpO92DixdsAWWN8hCuKTdpeDkuEiWFxjsgJ/a/ccyF+Qd7g+shMfHx9JsNtWizp4ylUpFE+u8fv3aKXvxb1gGGSTZ/WfPu2ttfOvnmnvXHLO8FXfOMa/sAWOVx+zG7mor6n8ry1jecEj5EJr1SYOfKCaHv1EOFR59aDhpn+zftj7+O5/PS61Wk8lkosHkbNqFMMZZZ2CRgcYCLj2pVEp9UyFgQ9OGLCnr9VpyudzemHA4cKHbarWSu7s7yWQy0mw298y80FhPJpM9QcnOg4so2zm2zzOhtJ9BmESqS55DlxaPmS4K1+Xz10d9sBqkUilNlQ3NT61W0/ms1Wo6Pz7mD3BgLwTF+rD7hHUTjNqHSUA5z+HR0ZE0Gg05OztTAoZ2ptOppFIpubq60tTd5+fnOh8QXGDpQcr17XarmvC3b9/KV199JePxWBqNxh4xhhZtuVzqze5nZ2cKKJihFYtFKZVK78XMoB5+frvd6j1KlUpFyuWyprmFmyf88nE+AFTm87lan5rNplpfdrud9Pt9+d73vrcH5IrF4nsuqSKiioN6vS7L5VKtuHYvYk2Q1OLu7k5pAFxfYYGDCyGDVNAFbldEZD6fy83NjQwGAxmNRnoZci6Xkx//8R+Xs7MzKRaLe/vf7g2sLzLwcap1jjPc7XZ7F1tCK4qzCaFB5H0trgVj2B9sqd5sNmoRwPlAnThLVpBwCQougdrSFgZEy+VS3rx5o/GXIiKFQkEtpnhmMBjIYrGQcrn8Ho1jRo6+8DOWPth9YeuK+t/WF1dsGxaYcBv4sVrtuLpReA4gLIXhY3bG4XCoex5KDygAXWOMGpuL9/v66fo+Sm7Asy7lWpLiWhufy2PSYvsWJ9M8B2AdIu9E1RcHpvAc6DvOPbxg4HIO112RfZDLbqd8nvkMYt9BhoIsBP7P1mvUhVTPOPv4HH0LgkD5ACuYQMdcvNtFAzi5jT1j/LxLBuDiejdKCRAnC/P6M4Dld6POqA8Q+fZV1He2jSjQd4h8L/KJgx+R9xeVmWIU4oxCvR+DOMURE/4M8R6dTkcDwZH5ClrJxWIhs9lMZrOZ7HaPKUBPTk5UIMIdBGEYynQ6lV6vJ/V6XYPWAIgQF8EB8EzgIcANh0PN7Y5noZVm9yB2++B6oubV/u1iuNa/lA8h5pYtYbzuLkugFXgYMNl+gtBi3rfbraTTaWk0GlKr1faC8/FZv99XAdA1bghzNm4AY0J/MBasKwvavv3rY+gs5OJ/XBZ3eXkpuVxOTdtIYS0iMhqNZD6fq8CPfYIkBGAivV5Prq+vZTwe69hubm7UmsFgLgiCPb/pdDqtsTQiT+5U/DyDal5HXjfsS/QL4BRxLvV6XdrtthQKBRWuZrOZ9Pt9jW+6uLiQzz//XDM2saarVCqpFXQymWgcHdaULabtdluy2azWz0IT1gSC/2q1ksViIYPBQGOfELwLMHxycqJnYDabqZKjXC7vWZLA3AEsYf3pdDoasI25hbsgn7ftdqt7He52uVxOmTpcHwDYcB5g0YM77maz0SxIuBgPfcM+Qtp9AGbsY5x5l8UKbYThk7Yd+8BaheIYO86BPS/pdFoWi4Xc3t5qlqezszN1GdztdjKdTtUiBEUV+ukCL/YsMu1iGmfppaWJ3OdDgIHtA/52CSougcQ1HledUX3gWJrFYiFv376Vq6srSaUe0wqXSiU5OztTPpWk2DX28Rsf/3fRUcv3owCfbfsQAMrvP1fOOOS9KDmH+/Ih5ZC6XAAc647kP1BQIeENvGD4rEFBhPv64JrKZwdnDDwCck8QBJr0ggvOJxTKLNeAHyFzLmioi5/HyZ8uq6a1rLjm9Tn7xbW/fWeAn+Ozwu/w/y7a5RqvaxwfSsd8dR+ynz9p8MNaA5H3Nf0uIJPkoLom8kMAEd63yByCB77nZAYQRMMw1OwisERks1kNjocAgcDxo6MjmU6ncnd3J41GQ7WTsCiNRqM9LQcHfELDXKlUVGhBXyAAFgoFdfngIHWrEeCNziZUF+jhdUJwHTQsIDRBEOwJxy5h2dbPPxYcWVO8S8gAAIAbEe5aYpc+WCismZ3Hzu2KvJ92mufHztmH7jt2F2QQhsvjUHD3xcPDg1xdXcm7d+8UAOPCs/V6vXcrNS6WhcCMGKjFYqFCrt0fNoAVVhwIvXzhLae5tfOD+QNYyOVyeicErDcArLlcTq1uYfgUa7NaraTZbEqr1dKLCtnPOZ/PS7Va1TiewWCgt8FbUHt8fCylUklqtZrc3Ny8B8Ct4Iv5xJ1JGCvGcHJyoucOwjYsrbVaTUEj5hhui1BI3N/fy3g83gPSzKhZGGdLLqxbx8fHslgsZLVaaZwarEuYo9PTU1V+AKB1u11ZLBbSarWk0WiIiKg1a7fbqXXNCioYCwA2FDtYM7jYYs9AAYTzhvn2CaZ27/D5wF5G9sF0Oi2tVku++c1vqptLOp2W5XIpX331lYxGI3WJnM1mewDeBzR43m2/2HXbAhNrQeHfGA/TFm7LPmv5j50nyz9tn22b1iJiwQX4s4jIbDaT6+tr+f73vy/X19fKZ2q1mhSLRSkWi05AYsfwIeUQAYn3VVxJArg/hiCbpN4kz8Z9FvV5XEkyPn6G+w8Lfb1e1zjNbrcrIqKeBff396qkwMWznDCH9zEDn+l0qhnaoAiz3iO8d0FjQDO5oE6AKKZnrLR0ASO8z4pnkf24TTtXcSDDVw59xwdSMC7bLx/dTdIffs8lgx1aLC9JUj5p8IPiAztRE5GUaPCBSLqZXM+6gA9v/FwuJ/V6XVarlQok0H7gxni4e5XLZb2cDWMBIKpWq9Lr9WS5XEqv11NXFrjYIFtJEAR7d4DwwS2VSpLL5VSLnEo9ZipD8HYQBFIul9XFx86/ZZoMACyj5PkBAcxms5LP5yWTyWjaYhAr9JG11zamyCUc8EG1hIfXhQV1WAGgUec7Z3i+4E5lhXvf3rIHPorR8lzyeOxe4vm0woMlslh/CFYQYpBKHe5R8/lcLWsiogLiZDLZM+3DtQwAFRpxn+CGzxnAsiDFvsYuZgBNPCdsKJfLygT5OawL7/GHh8cLCgH4cKs4XPng9oWsdqnU0/1Edm0xHpxBgC7MPbtl8Nox+GZAWqvV9K4vJI0YDofyve99T66urjSJAwApCu6owBjgLsKuZphTgOF0Oq0ADKAF84C1ZKvxzc2NvH37Vo6Pj+XVq1dqmVmv1wqMrq+vVaED+oLMSRA2YL1CwbrAsnxzc6OAolarKShar9dKAwDyXMVF2+3ZsEIS5mC5XEqtVpPPP/9cLi8vJZPJqKAD69zbt2/l7u5O+v2+TKdTjQ9gQOk6h0yvMGYGydwvXzZNS9t8hQEuCv8d5SHB77qECv7MKrVYwYM24GYKgRWWUigqXOPx/W0/i5ufOFps5YWoOfWtp23rkPKc93wAI4m843vHxT8O7Y+tJ+l74EXb7Vay2axmW+v3+3J1dSWbzUYT0hwfH2uWzvv7e2m1WtJsNlXhY+sGUFksFnJ3dyf39/dyenqqF5HjvHJ6dAYnfEcd/oaFHomqALygMFsul0rrmMcyGOPkVqD/TB8s33fNtav4FAdReyWqDfSbU8a75Dgrn9g642RoS5cPGat9L2n5IwF+fMQ7SfEdVq7DCpe+epL2ketjf9JisSiNRkMeHh5UoBYRFfLC8PEuk3q9LrVaTbWjIqJuRM1mU91SFouFBMHTnSkgIiyk8p01IqLCEg41tDH39/cyGo3k4eFBqtXqXrwHa+atUMEWB3swec7YGoJAYqSSRhppCHc4jHAvms1me4KE6+Cx9oJduTCvIF4ABxyUa922QLSwfnwvjG3fJXS59oaLSCXZw1FEB3UxEIE7FQR6jA/MA3NrQQMsCUgNfXFxIaenp5rSGfNxdHSkgJ3XgxkKu/G5NEAAD+xCyWPDeoBJIOMcrBBYF86aCJcHAAJe993uMctXOp1WqxZibvA9JwuxmjvuJ8CvC3SzYMggBC5z3/jGN+Ts7ExKpZIK3YhVevfu3d7+Q72IpUGQbqVSUVfNfD4vs9nsPbANhgYQMRwOZTAYSC6X09vUccM69vXNzY0CsXq9vscAcUfUmzdv1DqM/bVcLjV+aL1ey2AwUHdHPltwvUQiCjyTzWZlPp+rEITEI3CZQlykT1jwFcvIscbr9Vry+bycnp5Ko9GQ3W6nNDMMQ6nVatJqteTq6kq63a5MJhMJgkCtgey2Z+cciTlg4eRrBdjtRWT/8kNLE+w5wOcukGX5GP9tvSaYBnP/mc64XHZ8NA7KIbh4IhlKvV6XRqMh1WpVMpmMNBoNdXtzJbfgOl18NqnQnhQ4RtV9KFhxySYuPhhVp4uf8d8ufuNqx1WX7zNbDhm35cMsG/jqZdpfqVTk5cuXqpyB/DKfzyUIAuXfjUZD2u22um9zWnP+sfIOFC/Wpdwq3XBuwdsQDwmlRy6Xk2azqe7UsL4vFgu5v3+8v7FSqexZdZBJFfyRXegtDXCtURR45Tn1laQ00sqoSd2L49Y4iSx9aEk6dls+efDDm5YPvsj+5vYV3jwu4ugiJlF1xT1jFwrtgqGjFItFFQhGo5F0u13VVOOCTFglUA/cZsIwVIsNhPiTkxM5PT1VDTY01Dx3yMQ1Go2k3W5Lq9XS+4IWi4UKzalUSrXgLPTb+QQxA7Bi4c/OFRMtAJ2rqyu97wVtwyUH9+u8efNGptOpWqs4RTJrdsCIEWALAZL/hgWAQQ0Cu6HBhtsbC58QFESeNOt2P0FQYc0wxy/45s+3Hy3Y8REdFAhlLLxzbA36dXx8rCmSuV4Q7vV6LScnJ9Jut+Xb3/62WjsYlHY6Hd2X9nyhHRt3wvvCMi70gwVVrgN7DOvhE/gYsGA8g8FAbm5uVGEAZoeMd/1+X0ajkSZ5YDDP9WK+2N2B5w9+7AyKQJvy+by0Wq09Rs5KBYBrnjM7nzg3pVJJisWijEajvUx+vCcwDriq3d7e/v/be/MY2barPHydqh5rrq6u6ukO7z0PMWBIHJuQAPoRAgEUnChCgoQYTJQoghDAxhDGSAwCG/iDWEHgyAhBFEIcRUAEUYgwCXGC7ODI4GDs8Dy89+67t+euee7uqvP7o/Wt/mrdvU+d6nufzfU7S2p19xn22cPaa15ra+GO3d1dKRaL6gHCnHa7Xa1yxIpcGF6FpJ2dnalAsLe3J6985SvVW9zv9+Xg4EBOT09lNBpJp9ORUqkk2WxWi7SwZRQ5Sq1WS1Kpq8qTGF+325XhcCi1Wk1zrOw6+xQh197htUAuGkq5QzFB3gE8FqVSSWkCtwv8QWlczD2uI+/Ax1NgXUaOFBsjeK1BsxBuw4IJKxysKHNINeaG8RR9xFxYwwOvD88f+mXzPpludLtdaTQaGspdqVTkzp07UqvVZGVlZeZ8Ki784lvLKB7rEqxc78ZpwydwMu5wH+MIhBxZwHPsG988ITFqrPZaHMHQNdY43+Xrcfrkeg+0G4YcRH7AMIfy82EYqpdod3dXw7XZUwmcBF+H9wdVNEVm1wJ94BxreLDX1tZERJT2HB4eajGd3d1dNXrgWAHQuMPDQ43qQfuXl5dycnIivV5PQ+bX19fV8+3CAx5X1Jq4rls5wjf3/D7vXfaug9aAFvi801Fg947tQ9R4FsG5OPDEKz8Au8iM2HE3n6/dRcDF2KK+z/fgNoV1npOawQAhkIPps/V7ZWVFqtWqFAoFFbRAVGAdv7i4kHa7reeQsPcIyhQsF2yBh3dA5OpwSVhR8F0GVji4TDEzS9ecgLmm01dloXO5nB6IiTCsUqkkmUxGRqORen1SqZTmSnAVKYyb+yJyXcgAwgPGCgsO5xJhbIg/xvxCMOr1ehqqCOLGyhcLu2DuLgYD5m/DSOYJcvy/ZeyMi2xdhnABAZ69XOgL8l7QH/aWAE/X1ta0LCm+DyWB8QBtWoGdvUDoD/CQCSuPleeDy3ZbRZ6t2K72UT2xXq/L8fGxEnok/7daLc1VGY/HmtfFIYM2JpyFXWZcUKisUANL5fr6unpboCRNp9MZXOa9g7WycwOPEvrC5dMZN/CDfYDEYpy7BCMMh2FiP7KQjD2AvTEYDGRnZ0de+cpXSrVaVZxG+BtymOr1upRKJfVyWyUEhgYuulCpVJR+NRoNGY/HM4qYLTTigiiLI/oIrzOEIHj8sHdhHEDRChbakBeEoggiMpMv1Ww21ShVKpU0tJLXBoIdrNtszME1znlir6IV/jBHvJfxPoQt0Gd+Fx4q3lc2fI5xkvGM9x++hcqDQRDI1taWvOIVr9BiPNiPUPRdCqoNfcU3eF3jrPuivDxOm4s8E0eR8ClarnsuhcuGUc77dtS9ReYrSlD1zT0rjfifZQfkNVu6zRVfkSvGvI7bZB7Me8rm41ivPAriYGx4H0cnBEGgeY3YHysrK7KzsyNhGMr+/r7iLcaVSqXUwAzlqVqtqsGLabsdS5y1sOvuUqKj5GGLZ+DbCP/jdi3O3kT54HcfpQ2Aj1b44IlXfiyx5B++fxOIssBEWUhu8k0gPix0HG+KAw7B5KCs2JhsVIDj9hipUqmUJjCPRiNlfAh/YeEcFk9YYYH8k8lEzs7O5PDwUAaDgdRqNSkWi2rBtYIg4mL5IDtsKjtPPJ719XXZ2dmR8Xgs7XZbGo2G9gXCIZSkyWQilUpFKpWKnkvEhAO/4dUZDAZyeHgo9XpdiWMul9PqVNz/QqEgmUxGK+jV63UV7m2FLBFRAsmFLNhb4BIm0D9OlsT1RZi8BRfBg4CJ/xnPgAcsjPDaMGFhxQWCPP62Sh9wz4ZH2oIVjBccWsbhkxgDM0q8xwKUSygAbjNDgVCIMKNer6ceLoxvfX1d47qtwsZWclYcWQliXOQ+wgqPEDMoFph/GwbkmwNcgzcL17hYBNNDxkUI1Qh1zWQyGhrIewEej9XV1ZmQvel0qoaQ5eVl2drakq2tLVlbW1OL/vr6uty6dUtSqZTcv39fxuOxjEYjDddjfEXVOlS2RBEJHFALhTQMQ10jNhhYXHcxdKuQw+gDizA8ZhwuChoYBNdVn3h/gD73+30t+oEcqlQqJa1WS46OjmQ0GsnS0pLs7e1JJpPRdWdcgtcLoTHoM/Ymfm9vb8ve3p7SVig5YRhqWHK321WeAOFL5IrPoDoo0xUYg7rdrirmTLvRRyie9jBb4CSs2NPpVBVsEdG8PPY0g+exB5CB+2fv4Zv2OX7XRUMtbszj71FtRoGd23l/R/XZ9axLCLV7/aZ9jwJfO8ARC75nXTKAyHUBAPwGjgH/mTaykmF5ADzmwFvkE8NzIfIwXYVBAikB4FUwSqPQ1NbWlqyurs4YpbLZrFSrVWm32zIYDOT09FSNNqurq+oJT6fTesYdR+i45ihKlo2r+Pvej3oPcwODiMis4cO2vyhYxcc1zrjt4915kV4MT7zyI+JWgBa1uNwEohQg13Xf9/g9ywitwARmze9aBOd5YMu0iKjlEgnW8DSlUldFDQqFgrTbbbVSIpcChAXFE3AyfblcVqEIhA+CFapl4Ts+BZHHAIKFwypHo5EKIzhtHW5kWIFWVlZkb29PY8chiFtBFXlMl5eX0mg0Zu5vbGzMjENEtNz4xsaGKoI4g6lQKKiQgGpwCNHp9XpSLpdVMEBeglUILCOGp8l6CXi+LC5FET8QKfssFxIAYed7IqJKMYcTsPUb93lMLPzbogoiMnMPAhR7RRgPoJSxws/f4GdZwOf9wt929REK9lNPPaVrh3nAtyFsI0QLeGW9oq4x2nKpuA/gPc45fq61Z1rAOGAVPKsIML652pxMJjPl4jFv8Bxj7peWlmZyqtgrB+XJnmMFehEEV8UCkMh8fHw8k5fEjAuCM/KzSqWS7OzsSKlUkiC4srZif8MDw8YOlxBrGbVLmAQtYeMS5oTxMQgCDUnDPHBeHPoNLzK3M51OVfno9/szghVbnpHQfXBwoEYt7EW7Xig2gtBVWKAvLi7kxRdflHq9LsViUZV65GCVSiWp1WqSSqVmDFdQKlEGno9KYI8UFE/k7bCHCrQS7zSbTdnf31dhMggCLc6DqpBc1t61hpZmRkGUMjNP6YgD3PaiMoTlgT58nPdt35623/LxjXl9i2rbNb8ug9M8cAnl1vDHtJ15AdPfqG8i7BK0vVgszlRnFZk9ZBV8rlgszij6g8FAlpaWZGNjQ0RE9xBkI9BnHCUxGo3k3r17cnBwoDwVOctQnPb29rTwAmgLg5UPFlHI46x3XHDRz0dt34ebrjFGKUf8DPPGOPBEKz++DShyrQFCw59nefBtaJ/VyNVWVN+ixmC/DcEB3+fQEHYLs/cEv+0mYistkBYhdUi0Q34GwuZ6vZ4cHh5q3gCHtSFfSET0YEiUCWarQBBcVQFDu3zAos8yBMUOBKJQKMjt27c1RAJCGJQJVMdaXV2dKUHNXggAFJlqtaohb5hrEdG5YMKK4hLoN+J4Ly4uZHNzUxl9EARqAYLFGiElOLuAFQyAFVSh/EAQ4OethZvBh3suCypip7kaGKy4IiKdTkcGg8FD7bIQLCJa1EDk2kqHuWfl3AqlUAogxLH1n/cq+uWaN1Z8mEECtyxDxHMQsmC1R4JqpVKRbDY7gzfwBE0mE61ghupUTDM47EjkWrFkhRFtWmbN4+JwMl4/XIf10gqCLCyw8uJSfJlW8F60VZL4fcY7rAfTEigrqPqIvyEcQ7m9vLzUs3EQVov2OUwQ+S6gRXfu3NE8xjAMtQy4iGgYHrflAsYV19zz/FqF1TJm9hKh76wwIfQWz0BhQAgfFGo2EDC022154YUXVFnAQaDAM3wPB0Ai7wjXsP6np6dyfHwso9FI1tfXNXwYexvPwpADuor8rcPDQw3JQcgihEjs3XQ6Ldvb25qzYMOioUg1m03pdDpaMGc8Hs+EDGWzWbl9+/bMOlmlfZ7QHsXH48CnQ/Hhd+zYXIKd71lff+fdi5JR4gjYPnApMYu8a8fOgizvO9d3XMoky0Ln5+dawr5UKmmuGfIX8R57gUREI0mm06kWW0CVSvZ0ilzTfNDfdPrqiAWEE4/H45lDqnd2dmbOt7LzaOfDRYd8a+1bY5+CPW9fsdGNaR2MMS6Z2dWPqG/w377+zNvjVu6PA0+08gMCycyY71nlxYJrAjmMxIeE9rdtK2pzusbg+hb3wxIlu9C+79mxMmOBUMUWXjCicrms8eKIWRe52uQofwzrBZQPFj7QHzBuzrfhUCU7LzxeKAIbGxt6VhEEVhBDWFfRf85rYQFZRFQBw8nNiOuHIoUyz3zYHs4QgKUTQhoszrB4bmxsSCqV0upgrCCurKyo29sX1sEEBsqPtUzx+rrmy1pjLE6AcHHVG7a0gwE0m009yJIJPYeV4TyXfD4vQRDoSdhheHWeFOdAsSDNXpEwvD6jBwo7e0L4YEwGK8TjGmgAe/Pss1apwHqmUim1BqJ4AxQfCMb9fl+y2eyMMgKGx20jLBNhEtZTg/c5bIO9vba/HHZlFQW7xpYpWFyx+IG+Ib+F559xk3Ow+D7CBRHWdHl5qUm+GDsMLSiTfnp6OqM0sOIfhtc5c1x5DgUo8E2EIAJPLBO28+C6x3sLyi4UbVZqmWaiLcwF8iihxGC8wHO2JqOS3eHhoYRhqM/xep6fn8vh4aE899xz0u12pVqtyvb2tmSzWfX2rK6uatVFlN/nELIgCKTX6+m5SsgnwxwidPjs7EyWlpakWCxq37FO9Xpdzs7OJJvNysrKip7txRUSRUTzmDY2NmRlZUXpMSpaYS9AEZ5MJjIYDLSADQpisFctSgHC+vnW1QeLKkQ+Ps14GvVe1PuuvYv/o3h3lFDra2teP+N8y/VslALoE+AtMA2x37Xz6KLhlkYxrjAewfiYy+WkWCxqqJrPCMWGZuxjeHk4RQA0A3yeQ2hB35D3CK84F3dZW1t7yJAWB0d5jC75NgqPfHQxCu9wH/TBpjDEVTbiKC/zcNrXv5vCE6/8sIAl4ieI8xY47qZdpG+2n/P6AIgK4wC4hGjfc65vWIBgu76+rqeaI8aVc1yGw6GeFYRKcBCCwBw4dMr20TcPvJGs5Z6tnrzpWellXODx4hoE3Fu3bkkQBDMW1fF4LEEQaD4DvBEIs4MXAsoRPABIcEY8LzxKuVxuphITlCV4PFwMHf3O5XIamsJC3TyXLsbowjuEtkDYODs7UyWPEy1RwAHVzVBcAn1B2GCj0ZCTkxMVjiDcjUYjOT4+lna7rXMGoQmeO5zGjWeh2GKuwFRQzAJr7bMysUWKccGHaxgrH3rKlntW1iAQQ1AFc7MCMX8LfRW5zt9jPLbFEPAc4zDjOBQSMFUObbNjZMXEen98jBLjB1MG42amBqXEFicQET1AEBXZGo3GTPGAfD4v6fRV2X1Y/pHE7BoLvssFG1y4DnzlcQBcwpuP6eOHrbe8Blagwl61uGcFIRzUDGEJB6PirCIUuGDLL3IRT09PZW1tTba3t+Wpp56SjY2NmVyfBw8eyOnpqZ6DAhqN0EkcTouzdHZ2dmR9fV099K1WS4bDoXQ6HVWgELYGrw3yLEHXy+Wy0jFUSdzf35dmsyn3798XEdGz52BcQi4k5ldENGcCuZQIE+SS5S6lxwVRAqNPaXIJfHF4vUuh8Ckki8A8pW2R56P64upr3LZ8bUcpQb5rcZ6xgjBft89EyUgiVxEfOIwZhXpYgXXJZixL2H3PeYAu/GPZBdXo2CMEWipynSdojU5ROMbz5sN/S7ceBXhPIqecDVWuueN3GeIqxC5FmP+2CqCrjTiwsPKzv78v3//93y+/8zu/I8PhUF796lfLL/3SL8nrX/967eCP/diPybvf/W5pNpvyRV/0RfLzP//z8nmf93naxng8lu/93u+Vf//v/70Mh0P5iq/4CvmFX/gFuXXr1kJ98W0A1+b0vW/fcb0fZX1ytfM4EC+OJcBaaS343vcJhRBA8/m8ntXBOQD4H3lACOdyCYMYA4dExWUOdi2sgsM5K7BK+CwFHN4DBQiFGKwSxXHrHDYJLxH6wiErcGfjUMrl5eWZM5hyuZzs7u7KZDKRXC7nVAbRLsL3ELfPhDkOPrgEcowPHiWE4TSbTU2QD4JAPTBheHWWVK1Wk62tLS17fHl5Kfl8Xg/iHQ6Hsr+/r6Wvz8/PJZVKaRlPEEeUJ4WihIRnVAhDFS/koIXhVbI2ksaxxj5LFysuYRjOeDHsc5gbKKRYOyTZQ4lD7sdgMFArONYayj7atMIaGBksZVBsuO8cIidybSTgdvgdZrjssbJCItMt9oDxPTBxvMuVGMfjsRo2GHfY+4P9hjnH3E2nU80ZBI7AW8Fn1qD/mCu7T/m7Ublv86658MWuFeiZNZzwWkQpjYwD8JRzwRIo/PCUNhoNERGtdAdPCdqA12U8HsvOzo6Gx8AQA5zZ3NyU+/fva15QtVqVra0txYvl5WX1mGcyGalUKlIul6VYLEo2m5WTkxP56Ec/Kq1WS8PYMGegCehLKnVVaW9nZ0fzGIfDoSZv379/Xw4PD2V9fV3u3r2rhyRjz0+nU/UypVJXVe5e9apXyd27d2VtbU3PhcJcMD124W4ciKs4cduud60Q+ji//7jgJgqXhUX6G/W9m7Zj5zlKbnFds3zSGoAQlon2WRmPGgvzZqatLjrN/cMznB/LUSlMa1x0nNuYNw+Psk984JI5lpeXdZ/CMAXjqUveflTjRZz+2TVfZI+KLKj8NJtN+ZIv+RL58i//cvmd3/kdqdVq8qlPfUpKpZI+8zM/8zPysz/7s/Irv/Ir8upXv1p+4id+Qv7m3/yb8uyzz2oJ1be+9a3y27/92/Ke97xHKpWKfM/3fI+88Y1vlA996ENOS58PGAGt8DBPAYrSHvk9iwSuyXVp4XG0XGwCl7JkN5mPwbveiwMuQRmWT64OZBUOKELYAPgeC6DzlEffxrbjwXOs3Ng253lErFUC7mdWyrgoBL7J40XxBl4zCDlwBeMkeghtIqJhgzhfCRZam9uBPsDrhn7a2GLGxTi4wXO1tLSkbnd4dERkpoofK4g45BHW4nQ6rcnnEGhGo5Gcnp7qnCKZNJvNqvDb6/U07AXV86AE9no9uX//vuY2oJAFzmMQua605kqIxrjgbeR5gdDuAvQVZ1odHh6KyMM5JDif5sUXX5zJ/2Ia5dpHwEsoV+irVUi4r6zQuNYbQiGUB95n/A7mgkPUfB5ini/OBWPDACsrvB95L0CQyGazcvfuXdne3pbBYKAlYSeTieYB4WR0GFfQZ+xx61Wxe9sleFhPscUR7re953qe+xMlJPM8cHv83sXFhRwdHcm9e/ek1+tJqVSSu3fvys7OjuJbKpVSJRLhqDhrKAgC9Uxz2O3S0pJ6YJC/g74g54CVbKugioiW5MY7IqL0fTgcymg0kkwmI5ubmxoujPLCy8vLMh6PNfyOcQ3KF/qIENleryfValVe8YpXyPb2tiraOCgZuGDnM4pX+MDHe3y83MWT7F6079v3ooQ5n4Ab1dfHCXG/sYjy4ZpL3xhd7UYpM/P6x1EiPgGY+QK37/K0+L5px8X02CcLAqxHmO9bAwt/g79jr7v+912fp1z4vsd95SgGhOrZ0vZWlnHJcXH64MIV198uXHPtr3mwkPLz0z/903L79m355V/+Zb321FNPzXT+ne98p/zwD/+wfN3XfZ2IiPybf/NvZGtrS37t135NvvVbv1Xa7bb80i/9kvzbf/tv5Su/8itFRORXf/VX5fbt2/J7v/d78tVf/dWx+wMmaZGe77vARazmbYS4xNb1v1WKfAvu6od91i7+PAT39dM1Vyx0uOYWjImFIyuAxEH4qL653nflfbAAaueBCQze5/kE8WNLbxQesKDJghGHsMFKjfdQsYo9ZSIPH2xqXcgIiXEJuTxe+z+PndcFfczlcloWF5XLOME/DK8POOWD10REk6r5ZOylpSXNK4BHZ3d3V0v8np2dicj1SfVIYs9kMrK1tSWdTkety6imxjkDw+FQPUEcHsR5L8jT4jlhVzzWmvfL8vKyxn4fHBxIvV7XtqHspdNpDQ9sNBpqxeaSvDYB1zJdeNqwN4AfbHHEXuMYaruurNzzMy76AMC6w4PFbTCuI9xpfX1d88CQjI89hvkbDodaqADzyB5TeO5QRQyhb1xUBXgeBMHMocQuIwv6ivHw2KKYXpSwFcUfmMbZUDx+F3SD559zGrHeuDcYDFTJXllZkVqtJru7uxoOiPag/IxGIz1JHuWh8QwMIsgphOKJNUCVN5TbFxEtKy4iml/T7/d1rZHvB2MBPMDIF9ra2pLt7W3JZDL6Pew7zoFj/hAEV2HFq6ur0uv1Zqp1VqtVqVarmieIoxBAg+ZFM1jw4b/FEd+9qHairtvv4dkoodXXn5cCbsKHFxUe5+2vxw1Me134Dxy2dBLHeLBBzNJEH0TRHmvI4t82DD2Kbtm/7ffnKYQuWEQBse/wt0GLETKPkH7Qd18b877nk1vnXZ+nsC0CCyk/v/VbvyVf/dVfLV//9V8v73vf+2Rvb0++/du/Xf7JP/knIiLy/PPPy9HRkXzVV32VvrO6uipf9mVfJu9///vlW7/1W+VDH/qQXFxczDyzu7srr33ta+X973//QsqPyGzoxDyi4pu4KO1yHkQpWFEbxz5nlQ1m/FawtWPhfviUrjhjsMqCnROMwaXooP9R43ddjxqLvecbo08I9LXJzNqGBrEgYPto5wDXmeDyPETNgW2Xw5q47DErMlHzYteA5wpeGyhXEDzBFHgsEMbh1YPiwjlg5XJZRK7O7EB+FMJdYPVNpa7yx3CYI4eDFYtF2dnZ0TwIWJXQpzAM1fI9mUxmvG48h1CmkHweBMFM5ToXrkB5R9Wwy8tLOT091WRz5CSl02mp1+t6GHCtVnvIW2bxgveR6ywY9JP7w8qPC0+sR5vv455rP3IhCWaEjE9BcFWsolAoyOnp6UwFPySwozoXckwQHsi4Da8iPKrwBMKij+8sLy+rJ5C9YlBosQ98+9sqm3Y/2Dmw79h8QN6nVlCx/eD5t4VVuKw75yP1+31VoIMgkO3tbbl9+7ZWm2JvKwQNFAs4OjrSfYHKSnzeG/JxOAYfHjZUZsOBq91uV40xCMFB4QPmNxAmUQULZzvBI4u+QiDiojkcLsxhmjAAAU/W1tb0e1bpYR7I6+TjQz6I4ifzwPI013X8tkK2Cx/j9C+qnzeVQ3zfjst7La9y8d6oPluaGKefPoXVAivpMOBw9IZPhotzELIFHsc8WYPplMVp1/s8dutF9sl53C8X/rmej8LLOPsIBtnV1VUt4oDcRd/hp4vsOV/f5oHr2UXeX0j5ee655+Rd73qXvO1tb5Mf+qEfkg9+8IPyXd/1XbK6uipvfvOb5ejoSEREtra2Zt7b2tqSe/fuiYjI0dGRrKysqADFz+B9C1zSU+SqHC/Abhiftj1vUlwCJsM8ghvVpu2niChDA7MJgkCT5F2KApgbGJgrl8b+LSIPbTxXX1gAdyGwSxjBez7iD2ZqhfcoL8u8jcv9df0d9a5LWWCCY+/75soK4Bgrj9v1PQuYa6tkwULFFmgfDsUhlBBkUKhhaWlJz16yuVPsEbNEjb0EaA+KBCenw+qM8LbNzU0VciBsoXLO7u6urgPGyrlHCMXi+GIOd8BBjQjDZE8HK3R4XkS0JDMqCaI6HU705kp+IPC3b9+W3d1d2dzclJWVlZn8F7umEBBRUAPCMdYI90VEKwlBIIQ3yRXmiTnnnJ8wDLWYBBSrdDqtYYaszNp5gOJRKpU0F2QwGMiDBw9kbW1NLfvo0/HxsdJd9nKGYajeQuAEihogZ0vkWhkAfoRhqOPhcYJmcCU+/Lb0zSp1FhYR4HgvYhy8prgeBNcnxTPNYvzFWqK8N05zv3v3ruzu7mpYMeMxh8fA6wjlwtJfVE1Dn/hg7Hq9Ls8995wcHh7qgarsVcZzyPUDzwE+A6dErsJAQTNclTTBw5A3ZNcDY2NPIuYWhVBYmZqntPjCWG8K8xQBFqh978VRxvhZF81fVOib134cwdm+47uP/+Mocvw31tUnf/nm1ddnxhPwBi5VzX0ADbXXfN9jnGYZiD1LIrNHkPD7tg0A2nLxCu63lT3j4IJLvvDJMq534yhKjKfs6cU6+PbjojK0a31cMryvffxv0wTmwUJPT6dTecMb3iBvf/vbRUTkda97nXz0ox+Vd73rXfLmN7/5oY5z5+YRh6hn3vGOd8iP/diPPXTdJ3jjGv/2Tbp9PgpxXH2MK7CLzIZM8QYFI2JBxcW4OS4ez/M32eLG8d5WEYKg6iMKUQqj3ej2f4zNxbT5b7zjCm1ZVMl0wTzCbwmAr683+dYi/bc4ZRVKnxI273u8HqnUVdEGtrrCYsshAbxuLuESRBxCDJQIXkcYNjKZjArRUBhwinUmk9HT5dk6xn2Ax+n8/FyrxGFOsD4rKyszHi1uwzU3uI4crs3NTU3uHg6H2g8wQVi8cCYJn3dl27ThafBsMFMFYK4QZghPn2s+8B4UJRZ0mYZYHEBoItbLMljQEIRLIYH95OREwjDUhPzhcKghWgg/ZAUM1+GVgKEKFn9WAvr9vuaecNgcV1lj5YzXweJklEBm94Hd87x2+CbTVNdcYh0xHqwJV2zCGDB+HIJsK2PyWWw29j8MrwqOFItFyeVyqoxAEOMS+viNNURVuQcPHsjh4aHm4KEkN7xEKLyAsEvsfyj1WA/gJb6J9bBCrV0LnmdeN9AJXlsXPKq8YGEej7b0dxEhNKo/cfvnmr9578e9F0exskqTb7/Me5//n/d8XLB8DAaBVqsl3W5XVldX9eDRqD7P4wmMx2EYqjGN8+2ixoI2uYAMy2o+WYrHdxPwKQ3zIO562fGxEWSR78x73kenXe/bvrPMtIjstZDys7OzI5/7uZ87c+1zPudz5Nd//ddFRGR7e1tErrw7Ozs7+szJyYl6g5Do2Gw2Z7w/Jycn8sVf/MXO7/7gD/6gvO1tb9P/O52O3L59W0Qe3uiPA6G4PZFZBPAtphVYfYtgcxAmk4m0Wi2tpoXqV9w+54WgqpYtmcthB9wnZj68EflnHsL4iLoVjnmMLmEP9+w3Xd4ggO+6a32jNsI85SbOponD3G7KsOLe9zFKFzAB5sR1nLyO+2x59QmIrPwEQaDKD4dK4jcL1LAac3tszcc7/E0YASB8cVgR9yOfz8ve3t5M9TYIi3YeLJ1YW1uTarWqHh5UJgPAw4rCD1ym1OY4cDgVe6QgGHNFRBZ219fXZ0qvYn3wPBRT5Gnlcjn1GvA+clmSIfBirWxYBZ7DWBCmhnlCnhpyP/L5vLRaLWk0GqroIHQJnkSUKIcniXN3UMa50WioYri9vT0jXGNcWHM7H5hjH67HBReNYWWQlU4X8+dx4Qdl3cfjsYaUdbtdubi40AR/zC+/z6F/IlfCU7ValVe+8pVSqVRU2IAhAEaEVqslFxcXUq1W9byt8Xgs9Xpdut2upFIpqdVq8tRTTykuYj2BE2xsYx4CXER/Gd9570YJmpZucBu8DnGFa/7bR9cXEXz4+z7e4uM9cdr9dEKUILsor5unOPiuWxnJKlSLyGM899a40+v15Pnnn5dPfvKTcnFxIZVKRXK5nBZQYflvEWA853G4yvuLzB4hAuMBK0k4JkFEZhQnl+z0uPFlUeV3kTbj7Iu412+6r3x7HoaZuLCQ8vMlX/Il8uyzz85c+/jHPy53794VEZGnn35atre35b3vfa+87nWvE5Err8b73vc++emf/mkREXn9618vy8vL8t73vle+4Ru+QUREDg8P5U//9E/lZ37mZ5zfRTy5BQh1FpFeKoSySOX7O4rgWCtYGIZadQcHS0LAsVazyWSiZYRRtYdDNIIgUGuFiMwID8xwkV/BuRhRc8YMwscoLAFmF7VdI37ON79WyI96Nw64FAdXu/xsnOdsX+Ypk3YMjxNPXXPMQhv+xw9CzBCawv1y9ZdDyXzCNOe78LqzkmAFIOutYVxlwcwyVniVuGCAj/hZ5TyVuqpql8vlZvIUIODByg4LOzM2Ho8d/+rqquzs7MjGxoZ6RFzME2Wzi8Wi5nXw+th219fXJZfLaX/QR8wdv4M1gHfNejOYXkCgXl5e1nLJhUJBisWizgHOujo5OZFMJqNVv9BGLpeTTCYjnU5HWq2WVixDeNhkMtFzYdrttp5bY/M88Dc8KrZIRJT1z47LB3Zv8A+8a0y/IPwg3ANn7QAfrMfy/Pxc6vW6tFotVRy3trb0oFG7D4GP6DvOItnb25O9vb0ZxRnGr1arpQnIqBoncl12HOFuu7u78swzz0gul9P+jsdjaTQaM3PO38dvLtPOyiCMKNwvH2/E2qNAA3v6GGdd62ZxmsF3z2XkcPGQebT9UYTFm9Jz13s3Ub4e1zge9X3b5zhKlWtvilzTs8vLS6nX6/KJT3xC7t+/r/TbHtQeBYwjlm/jOzBmjMdj6ff7unfYgMglnvFt/A16y2HY9tm4MocP5uGEa4xx2nIptFF46OJVFnzrHHXd1a7th+3rovi6kPLz3d/93fLFX/zF8va3v12+4Ru+QT74wQ/Ku9/9bnn3u9+tnXrrW98qb3/72+VVr3qVvOpVr5K3v/3tkslk5B/8g38gIldJ0v/4H/9j+Z7v+R6pVCqysbEh3/u93yuf//mfr9Xf4oK1NrgEaPyOS0CiJtASahfBdyEP98EucCqV0upWEFb4GSu04ZTui4sLWV9fnynbfHFxId1uVw8ThKAEaySEuWKxKJubm1qO1JaDtGNmgTMK0XkN2BoNS7wNE0H7sIByCFyczeuyKtlrVvhmATFK2bPfXoQ4RRGLeW1GCXhRDMT3LStM828rvLjm0zdHruu28g5bfPkdzi+w+8J6Bl0ED8KpzWfhg3atB5RxC/gO5R/PsIKD0Du86/JgudZhbW1ND9LFN9AnHi9yfQqFgubL8PgwTyJXAmetVhORK/ppD4R0ec5QTprDz2yuDvI1BoOBBEEg1WpV8zxQyhgKXbfb1XBHLj0eBFc5XFtbW3J5eSn9fl96vZ7U63XN7+GKZ1AI1tbWZjzEdl5A16Jw8FGFM6YBKNQAnADNwvyBxuI8HyiXCPsE/YJy8eDBAz1k1IY1WqOAyGyuE7xunH+Gb08mEymVSlIul2UwGKhCjHw7WJxxSDGMafgeyo3bubNhm5xT6qJDvHYsFNrnoDBibFCoHiXkLS7EEdosH+f7i8BN5AtL/2+i7OC9l0Jhm8eDo/iEpeG++3EUWODmaDSSk5MTDSWF1xh71SVfufrvWwPe5/V6XQ4ODtTQcHl5qRE5k8lV6Xiu8gjFifPguGIpP4Nvwtg2j75FKUqPgrtxZCumAYxnUUpmlAIeJafwM66+2T7Y9hfdNwspP1/4hV8ov/mbvyk/+IM/KD/+4z8uTz/9tLzzne+UN73pTfrM933f98lwOJRv//Zv10NOf/d3f1fP+BER+Zf/8l/K0tKSfMM3fIMecvorv/Ir3rhKH7iQQmQ+U1xkkuZtzrjvWbCMnxUQ3LOWXRFRBQd/i4gSgU6nI6enp1pmGBZBnNiNw+lqtZoEQaBWXAhHPsUrDnKC8MBqAgZrrYQQIjmEit+dp1DGmVvXs+gz9wWClk3kdTET13hdG8+lQLj6Ytt0KZj8v89rgudceGkFGjwH5YBPbBa5xjuXYGIJjo+52PWzwoWPMPLcsKISpZBZjwB/y86/LzTMKkn8XcxVEAQzlmvuM68PlCUIm+xR4vnHvkDJYKyBTSbF93FWFM5HYi84K41YVygsuVxOQ+fsfGKf9no96fV6qhzhYEwYShD7PhgMNF8H3rYwDGVlZUU2NzdlOBxKv9+XRqOhJcwvLy/1OrwROHQT3ggLCJdkhcG19j6ct8Bz7uMXQXCVowVFBsIN7vN6QqhBKCJXW+v3+3J0dCT7+/tSr9c1tw1hZxwyafGV6SNoJAp5IJQynU6r4oX3+MwNKBqpVGomOZlzQdEHpjF2vngPsjUdc8BlhoHLnMdjQ4VYsXXltz2KsjNPYbhJ2y5Bfd7f9r04isy8NbhJ3+PyynlCcxweO+8ZK0Ms8h2mU0EQaKrEycmJiIh6j2EIBv3jdxeRE4DzYRhKp9ORF154Qe7fvy/D4VDK5bJcXl5KsViU6XQqnU5HLi4uZHV1VSNw8D6ic46Pj6Xf72vBHxGZwX8+iJuNDa45sv2cB1ZZiasgROEs2vHJIY8qc/tkgXly16PAYuURROSNb3yjvPGNb/TeD4JAfvRHf1R+9Ed/1PvM2tqa/NzP/Zz83M/93KKfd36PwbWAcYmItRr4BHzbZhzt1oIV8GwSKYfdcGw5klovLy9la2tLLeC4jrAT5AiAAcIKi3hwJKbDuohvRo2DGZVPSYF36uzsTAUvzA/yAxAOA+uxdSn7kN8Kw4usMeZoNBrNJPfaw0vtN+JC3A0ZZ04xNlZGIBgtsvmZgdg5tZ4QEXEKRS4i6hIicY0FcIyBn4tSrFhQQluuNuYR6bjzYvHd5nkwPvroAfcJz7ly3ljohaKBkDcYKbgPLDhCmITSw4qW9Uah7Xw+Lzs7OzIejzU8lsMHw/A6kR7V9M7OztSSibYHg4E0Gg25d++eHB4eynQ61TNc8P7a2pqWLoe3yDLdVOrqcN1qtSq3bt2ScrmsSgVKqQPHuQiEa00XYaRR93iuEVp9fn4u7XZ7xjAE7zwO9R0MBlo9EXk08G698MILcnJyIisrK1KpVGRzc1PCMNSCGsAPDpmzXp8wDPW8H3jvkfODw0dB63O5nJTL5RmjDhRrjJH5C9pgGsC4xsINV2pjzyW3yZ4xnmNr+LAK5jzFIYrOLUqfmT/52otqy+KzbW8RReWlFuhuAlZYRp9u0gb+BvjGZmk9Xxe5lo8gFzSbTXn++efl9PRUMpmM1Go1PQwbUS28l1xjiJpj4DiOPrh//740Gg1ZXV1V2plKXR3f0Gw21bhTLpcln8/rfsCxAM8//7zm1gLnUcBERKTf70s6ndaQYdt32387V5bn2PVz/fbNtUthBn3gPln+sQje3wSvfDK2SwaYt8ddsLDy8+cJmMDyJNjEtzgT4hOq5hFq1/9RYL/BQhIjnYjMWP9Y+RkMBirMB0GglkJYZxFnfuvWLT2Re2NjQ1qtlpyenkq73ZZ6va6hbzjvJK5VAf3n+Q2Ca0s6V3fiDVQoFCQMQy3FC8syExcOYwKjdTGbOP1E/9AuHw4IIQ35T+g7W5AAi26sqP7ZTex6lnEYQg/whIXTuDCPIVjlhp+zRNT+jWeZgdq9ZAlvFDPkvxclsIsCf8M1zpsQajuPLoDAiENjEcKBdbb4hz66PGIAtqYjj2tnZ2fmO9ZTls1mZWdnR+r1uty7d09efPFF6fV6Ui6XFf96vZ40m005ODiQfr8vW1tbUiqVNBQLHh0c4BkEgVb6m0wmksvlpFgs6n7b3NyUarWqig/CViAgBEGgYXHskXThQRyB2Yd3jPNQFguFghweHsrzzz8v0+lUyuWyLC0taWnuTqcjx8fHagXe3t5Ww1G325WjoyNptVrqqUMVKniRQAsnk4kanbiSHQpgwIO2sbGhZ0tdXFzIYDCQTqcjR0dHcu/ePRkOh/LUU0/JU089peFuMGxNp1Pp9Xp6xg/O2EEuA5Qll7UcPAUKFMJJcd3FX317leecqxXaUOt5CgivmW3XPuNrx0Wf4nzX17aPds9T3ubdi9uXeW0tAnFotIVHkYPmtYV9iVDSw8NDefHFF2VlZUVe/epXy9bWlhweHmopeQ7ltIqYDycZd6G8DAYDNXCsra3J008/Lbu7u+qlL5VKmsPYaDS0IqbIlXEXFTNxThfCd0EPoajh/DhWfEQePtjZpZjYv7GPfXzVzq+Pbtq9zL/Zg7xoSWnXd3n+XXgTtb/jjnMefNYoP757+DtueyJ+S7Tvefv3PAuDyMM5J2COsHQg7jwMQ3WX4nlOzobFDbH1k8lEyuWybG5u6hkN8PJUKhXJZDLy3HPPqYIyGAxkfX19Bumj5swSW/sO7oNRZzIZZXjYNLzB2cLps2L4IK6gijYnk4kqfv1+X6tnIZQIClzUd+bBogzAp9jxXHAYjj0Q036T18IlCPK+iFJ2bBt2L7gYiIg4vXcu8H2HE0Tj4IBvHnxzsCjMU76sMSAKeDzs6YVC7lJSLb3g/9GmFea4Gh7yopB3weuFEuIbGxtycnIip6enGqYGpnx6eqoHZi4vL0u5XJZisajhVpzTBE8JH8YJLwdoFvYbn9mEcaJPOCOKy8byb56XebQ2SvhhnMvn81KtVuXs7Eza7bZ86lOfklwuJ+vr60ofB4OBnr9TrValVqs9lFeJeZlOp9JutyUIrj09XCUPtBnrD09gqVRSGrWxsaHWYhx+2mw2NbSZqyIC0CaerVQqOu9hGEqr1dLiOogMwFwxDwqC64qOnLPDOAdgXubax0hIR+ieb19bBcol6M1TPuz6u67dRLDnPmOebB/jfD9OPxaVVx4HRPGNlwJce9nSMeBKu92Wo6Mj6ff7cvfuXXnqqackn89Lu93WvWELcPA3XHhk/2ahHnmJxWJRXvnKV+q5dLiP8+uazaZ0u11pNptaSh4HDCOEuFwuawiyiKjhF+0jlBk0NGr+o2TRRfHQKjd27vEbNByGeOv5iQs+/HLJzfP2bVQbi8ATrfyIPKwJYmI4nvgmyGTbw9983dVeVD/t+9xPkWuGEQRXFn8c8GiVH4sEyAOCp6VUKummWllZ0Rh+/G40GtJqtdQyWCgUHoo59QnOrvFjbBxGgVA7hLqsrq5qCVz0GZaWMAzVEsrKjytPwyUU+zYLAO2cn5/LwcGBHBwcyHg8ls3NTdne3pZisThjOWFv0+MEFy5Zhc8+jzAcVPmDJSlqzC4F1qWg4vu2P64+2zm3ggCH6PG5MiIPJ0e69ija5HNHbBhAFLj21iLvuQiqb87mfT/uNy1++5JfbT9s30QetnZy8i4XggDAQzSZTCSfz8vm5qaWnM5ms7K6uqpV25Djgz2M8DtbuCKbzWoRAKwh2kRlQYt7oFHob6FQkPX1danVauodisJNhjhrbvEYRqRcLqdesEajoXtPRDSvYDQaichVvsH29rYqD+yVxZlW3W5XptOpNJtNDU3mghFc0Y7DIMvlsuzv70uv15OTkxMNAby4uFDP/dHRkSovyO3B/K2urkoqldLQ442NDQ2Lu7i4kKOjI1XK8GwQBDMKMocjB8H1YaZYR8wZ9ivGzRUAWbHHYaYofe9aE9d6Rq3rvH17E7ox7znOQXN5YW8yDtsPy2c/HYrI41J8FhWI7bfxm+d6MplIp9ORTqcj6XRaQ/XZiwpegnd9fGOeHBgEgYYho4hLuVzW/ZBKXZXsz2Qysr29Lffv35eTkxM9NgG4ACVhe3tbXvGKV8jy8rIUi0VJp9NaEEZEtLAMPLZRffTNHc+5j07a8bvwi99h4yN4CM7DE7mOVGCPlatvrm9zv6P+jxqHaww3wdsnWvlxLRz+jzsZrg07T7NcVPHxvcOFDTj+HGFZrVZL20UsOOcTgHEhlwUKDpcADsNQlaLl5WXZ2NiQarWqSocrWdASYDtG12ZjxYHDx/L5vGxtbWlMPfo1nV6VhcW4mBGjTZsczPNm++lTzlxWDAhkzLTnERAXnvjmwwc+RcMqsyzgjkYjqdfrGmPMyZX2WV8frMDp2y/zxmxDNEWuD6PkxH4IU2jTKn1YBw6nwbNcYjdq7u344ozdBbZ/FtjjEmePR7Vn1x3/s8WPlRTXethx+pQgm2dk877wTcSdI4EYce0YM4R55Ppsb29LPp+fyfmBkIJ38DzCWVmgYcWP+4j/ISTAIMGlpV1zgmu+veR7h+cMykepVJJaraYKGR8HAOUjCAKpVCpSq9XUy8NHCSCEFsVoYJVmZX5lZUXLX7NCCu9QJpORbrcrjUZDvS3j8VhDicfjsVQqFdnd3ZVKpSJhGKr3CIoscoI+/vGP63qF4ZXnB2FwqVRqxpoLRQU5Q1gvK+TwfEIphmLDXj0uZ87V9B5FyHbxZRfd9D0Txddd3+H3QdMsbvn2fRQNm4eTUX104fXjUFoWbWOeMeIm7zGtELmKaGk0GprHDK8zcJILeLhwNU5fmA5AwRIRqVarMxXc+HBjFDHodrvS6XQUx0VEjTzIceP8RRRKQSQMnvXhhuWdUfPoooE+3uWimcyvuU/n5+ca5gfjzbx5juJ/rrHwe/Y53zjnXZsHT7TywwsUJbRHvXsTAhKXgM5rIwiurIvIRWEiNBwO5ejoSBWEzc3Nmf6yUAamdX5+LsViUQV65AWxMgLkhVUVSXosUPNZFPjtml9GVBamIMCBMcIajG/x3PE5KniPramsFOJ6KpVSKyw8Y4wHIFYsVNpT2SHkwWqKueB3IJSxwM6EwSewuggZP89jsvPrwrFeryedTkdyuZxMJpOZc6DsNxhc//M8+XDfR6Qg0DCT4XAB4A2UW4s3rODgzBIIbVCGuVAHLO8+wZfnLOoZF0Qpg655imI8LmLN43Yp664+W4HKNx6rMPIYWLmI+gb6JXJlWNne3tZS+xBSWXiFhRWeHw4z4bZZyYIC4JpDHhdi4cMw1FA9pkWuNfLNDY/ZJ4ziGnCUvSZQStbW1rSaG/rX6/Xk4uJCstmsFAqFGY8VFEPMAXL1IDTDoIXwQeT7sKcUCli1Wp3xCsFrAwUD+Vw4Twq0Z319Xba3t6XT6ailttvtal4WjD18oO1gMNADftFn8AjQW4wJ+It+Ye+j7DcLRKDToKkwygHv4ghOcfjxvL3J124iILn2oksB8tFgfi/qnuu+ax7mteH6Pw4sMudx2olqyzcGG/6FQ5Nh+Nvb21OPMPDPhs/aKmquflh+xPQgnU5rHjTCXdnYDLrYbrfVGAEexvKCiGhu3dLSkvYLIaAiMrOHmB4vMs9x5M+4+MH8iSt8npycyOHhoQwGAymVSrK3t6fv2JzsKAXftZd8/DAKH6PkKxtlEgVPtPID4IGzddGlNS7S5qMSgijAAoO5saAhIqoo2JPnbR9FrkNYWIGyQpjItYKSyWSkVCpJEAQzByyygB8lbPiEbEZYJhgc/229XBwGwc+yV0tEtOoKksIxXghKUIC4ff4m5gaHS6ZSqRkXOm8cu7l4PCysuMK2wPRdzHEek3at1XQ61ZPjsTYsfKC/vAdcBNEnBPP9qDVHWWQR0SRwEVFBmYtdoC+ci8BjgtCH6mAQkkajkeZ7uCrg+Ai9ayw8n5apWKVpnnBh37Hf8r1zE8bku2bbtIoPfnzrz+8zPmLvoCQzrxufUo51QO6IPeTP9ds3Fy4cRH/4/KB5cxL1PQu+bzKjXV5eViMTaCJo0fr6uuTzeRXm4UkB/oKmwODU6/VmQjjxHXhdNjc3ZWVlRekbvg/hAuc5QXBC6BhoGMLZuGQ4ru/s7MhwOJwpqgClh6sLYs/CCIHxgj+sr6+LyMMCDn5Pp9OZNlkYZZovIg8VlsG6+fZ2HMHZpYQsihc+8AnoLkOH611fn3zf8NGXRSEO7Xhc8Dj7y/sQe2Y0Gsnh4eFMhbdcLqdywGg00vB69mByu/O+aceCqnGQiyA/AKbTq0IiR0dHUq/XZ0JaYQhAHiTK0i8tLakhhGkB6DUMPPYcNttHF72MUiJcY/ZdZxliOr2qXvngwQM9JuXs7EzCMNS0BReOW1hEhsaz8955nHvmiVZ+GElY8FtkQuJslscBFlGZMfA4+Fk+L8EXCoNn+QwJ1xywUJ3NZqVSqWiYSTabnQkH4+d9/fMxK2weW82H33P1084FmCsskxcXFzOHwELwANEB4UHYBbfLghoq4SEcr1gsisi1pZKBhWbML+ejgFCywsmb2I7LtX72e5zPg7mCRVbkmjHYM0N4zSxRiCPcM/Dz8OChAtV4PJalpSU9GBMW8nQ6refAQBDkAw3RJz4E7sUXX5ROp6Nzf3FxIbVaTba3t9VK7Fob39gWARfhvCkhjdPOTWgS/x+1pi4le54CxO9ir7k8mzaPA2FgvN/5+4y78xRL3ssuxc3it68dez3OXgMAr7DXIcgw/YUgz4c0i8gMjeOcF3hn8R7ah0LFAhIr52EYamhyqVTSIiwccgPahtBm0DeMBSW2cZhpJpPRvBzkavH5T7u7u1pUIQxDyeVymusAA4QVsHhuoBSiLy6DEIcQgk4zvjG8lHzYRR/jfI/337y9zvjv4gsis3zFtbd9/Z4Hj0ILb/rOvH7Pa9vyL/CI8/NzabVa0mg0NC8RId8iosYy4BuMoTaEmNtFv61yYe+JyIwiwniKftXrdbm4uJBCoaA5zRxdA/kEBj54gBANc3FxoVU5ubCLS3F30Vr7vG9e466tXc/RaCTtdlvG47F6ghHCC3oT9W2fUSAO2H0apVxx3xf5hshngfKD35Zp2w0QBxbRVPH8ozwXhSCsKLg2Mb/PYW0Qjn3fC4KrUrKVSkX/xj0Oa+LnfZvOKnTcDqyVHJNr14uFNX4XbV9eXkqz2ZR2u63VmCBoT6dXBw72+30pFAqyvb2tihCHr0GBghCBcA+r7HHuAQuDNu6dvRtheF3JCDHtIA4s0LiEMdcGx30OxeP15TmH58cWquC27TddSqzrOb6PeRsMBnq+VCaT0bXlkJmTkxMJgkDDdpALwOEw3H+EGl1eXkq/39cywcPhcGb+XPvHCvo8hy5cjcMofP8vAq5v2WuufRO3b/aaS6BisOttv22/j/AsVlZZkYWA4Wrb1V/XPrfftm3Y57nfUd9xjdmC7YNrHCzEYE58HkgblgtlCZ4hxj/cxzy6BC94XoLgujoa5hv7bTqdzlimQRsQZpjNZuXu3bu6v0C/VldXZTQaydramobAbW5uqvFrOr0q742CF1z50npzptOpFong3CgWTvH/xsaGrK6uqkLnWr/HAS6c8j0Xl8+78M23f300xrXvXff5b5/gF0cYBMQZ46MoPnEgjhDuknm63a6cnp5Kv9+X9fV1qVarGhLLfJqjOqAExcUD+20A4zj2Do7KaLfbsr+/L41GQ/fP7u6uZLNZbQd7//T0VPfSeDyWUqmkz62srMyc74Y5cinmlv7FoaU3BdAgVKNDCfEgCKTZbKpch3nyGWDRVhTvszBvX/pwiWWARebhiVZ+RNyhQyJ+i6SFRQghv7Poc5bJMaKzoItNB0UGbl3eiHZsNsQMwPfwv4g8VHWHDya04EJuFsT5OtqAggB3NCtEeJbzijBWBowdpzqfn59LPp9XC0S73ZaDgwM5OzuTWq2m97h0K6DX60m73dYk4k6nI0EQyDPPPCOrq6szh0C6BBKumsUHsqLQBN6BQOI6w8JFyFjJ4nnktQGBhzDB64FkcKx9GIaa68Xrbf+eB0yo2JuKcWKu0IfRaCT9fl8ODw/1W6VSSQqFwsy5IDzO1dVVqdVqaqE+OTmRfr+veOJT0ixxBbGOGkvU/n8cgL7O60fU//Mgik65lFpWiiydsUqPfRZtAt/4zB2Xgmn7Ytt1PetTEG0bvvd9340DPqHS1R7TaShD9r5V8EAror7HijsLWrx3+ToASigXFLFzjoRsm3sHhY4TriHUwaC0vr4+o6C4cAL9LBQKyktgdOJ5gBGKj15YXl7WkFmX4PlSQ1zFwXfP4n4c2hIlIHKfXPthkbmJ2lOuZ6Ngkb0XB3x7wP7GnsC5VuPxWM+twhmGOKuKDQmWzrnG6Vo7pt2uucY+ERFptVryyU9+Uu7duyfdbldD8crlsla4xN5cXl6W8Xgs9+/fl0wmo14TVNgtFoty584d3WtcIdXHK6wCxPeiwMdL7f+Y+3Q6LaVSSXNzcXDrYDCYMRjPw895is6856Ku23HdBE+faOXHTgIT3pda2FmkfReCcX6JFbjZyoawJ74GcAnOVhBjxswMFUI9Mzi8y8I794tDIOx48APvEcd/2+/yu65wJlg7QSx6vZ6srKxo+VhUH8Fp5+12WxqNhqytremBjowH5+fncnx8LGdnZ9JoNKTZbGruz2g0knw+P7Px0f/z83MVRtrtthweHmrFNYTLoWAFEoVhMbUJ4a5zCFyhRnzYI+YMyg+UHcwPW2XYqmxLTQPiCnx2TcPwqgAHzi9YXV1VazEfrFgqlbQqTL1el3K5rIU10D7wbm1tTTY3N2U8Hkuv15PT01Mdjy24YftrmRiHxVlGYXHOBXY/+/a363qUAmaFUtf8R62Jj8ZYGsd0gMMyOfyU2+K4c+xBDqUEAO8gAPD+t7HriwpprjnyzYFL2IxaI9dv3/cxXpeSyMCeYJcwgd+cH+CivXbt2HgBYEMQrmMdEdrr4hM8PnjwJpOJJmmz8Qk5lNw24zHTe9tfGKtshU721vJYUK7bFsoALZtHl+KCi2fdFOzedeEh3+frdr/H7UcUPi/S77jj99Ejn9DpG+ejAuQGkeuiAqy4TyYTPVwYBUmazaYMh0M1Dnc6Hel2u5pbxm36xoF9gj4w3bS5x4PBQPb39+XjH/+4tNttyWQycuvWLXnmmWc00iEMr0NQkYuXzWY1WmVlZUXOz88llUrpgcnwtKK/vAa+dWQ6sijt9QHmAvOwvLysqRHYszhYmWmWneN5/eG5v6niFLX3FoEnWvmxwAgDZu6aZKscPSqxtIKTvWbBIoAVjIBsqCY0GAw0Uda2z78R9sWCH3/TJdTacfAGtlZIG07GXhYwWe4/rPiDwWBGoUHoDBgtC+62Hzhfo9PpyNnZmfR6vZnNiVwYlPq2RIxjbVFaFhXnOLSFx4kSlOj3ysrKTM4LjwuHtOIwM1iB7JkmEPIRa8+HQEKw5DAVzCMIMeaBQ3B4HBBUIdjAkmvDzVz45wKsbxAEOhetVksuLi6kWq3Kzs6O5hOMx2NpNBqaOI1wRJeVCN9GqEw6nZZ2uy0PHjzQMfF+wFr69ibjOvDSeket0mSFNduW639LI1z/+951PR8FPtrEdMsqPpw0y9XzsN9sLhkL+ohR55AR4DcUWwCEYmt08fXfNV6XcuOaKx63C3y0nRUNXHPNv8XJqDX05b6w0mDpqlV22AMQh0/42uB3eX9zuyxMslCFa6y0MM+0CpAF0Grc4zOGGK9YkMLzoNXcN9/6xlGIfApzFCw6/3H7Y3E2qv15e8JeZxyL06dHFYYXwU3f+OLIRPy/NdbCyIawfOSU9no9PfAX/K/X66mHBSFo/E1rqGGDbBiGTmMh+B9478nJibz44ovS6/VkeXlZ9vb25BWveIVsbm6KiKg3M51OazVIRDfgzEU81+/3ZTAY6Lk5kAf4m5Ym8ly6lCGeTxffmge8L1DoBjIljBzoK56Posuufvn6z32+qSzOtC0uPNHKj28BWBgAcvOkx0WMKO2TwQru89rkPBIXgDlAKEEteXg1+H3L7O119izYvBEAx3IPBoOZ81dcgmQQzFZlYkWGPRUQZvv9/kMCCYQuEDdWyrjEqshV1al+vy+np6dSqVRke3tbFRmcqsznTDDgHBOUoe33+zKZTPQgQzsfPFfD4VCGw6EqMwjtELk+0b3dbqtSUiwWZW1tTSugQUk6Pz9XS9XS0pKsr6+rQgdLEJQWEZFMJjMT1oJkTigXUEbq9boMh0OdT5zXgnmJU0JznuCJdxFqiOILODx3eXlZ1tbWdKyNRkMVURaA2JvI3iIwOS7ry/vUCkrcZ2ZmvJ9s+KIlrJzI7mMcdl6sN8AlJLsEX/sMj8UKrlHtRq0fvKwwQGAPAXc4/4JLyzOcn5/rQckQLkajkZRKJclkMpLP553v+fq0yPUoiBIKF23XKj6+ttjD4xI04giF9jfes+G9/Nw8QTlqnD4cnPd8lOA0D2wYJY+Tv8PeSF+/5q2na96tsOT6+6bgU6zi4LZPwHM9F+c7LOe45uBxwSJtxd0Di36fw+Pz+bzcunVLVlZWlJ/xmXy5XE6Wlpak2+1KvV6Xbrer/Nm1b8ALbWQL73nsTxiVLi4u5OzsTD72sY/Jc889J+fn57K7uys7OztSq9VkeXlZ+bqIaLl88OPNzU2VlVD1bTwey2g0kqOjIz28lQumxJm7eTxhUbDzxbyJ+TLmKOobN1VcFnnXp0iz530ePNHKj0g0YbAMLA5BtMQ/ihm42o36hktZC0N30l4YXlXeyeVyWmYY57vYhHgrJNpQCJclzyXwQ1npdrtqYbHuXyA+yrIi1wbf4FC3i4sL6Xa7cnh4qP+DCKyvr0s2m5VSqSRhOHvIqbUIwTKSz+cln89LpVKRra0tHR9KraIML48T/SwUCpJOp6XZbEqr1ZJutzvzLQ5BA4Gs1+vSbDalWCzqqc/Ly8s6ZiggKAM5Go10jOl0Wrrdrp4P0m63Z0JW4K5HqBevfy6Xk3K5/FBIIJS3bDar3z46OtLwkWw2K3t7e7K3t6cVnlz4G0egdF23IXhQclZWViSbzUqv15MguDqYFUULrCULY8fa+nDXromdB/YuYk9Yb4RV+rEHbJiYHWuUYBxnvvCsS7D03bPMGIKRK9QU96AwouwrcjYwLswTcvqQq2bnCPH0R0dHcnx8LMPhUJrNpnQ6Hdnb25ONjQ2pVCozyfeLCMmL0F/bN9vGvHbiPudSVO2PDTG2bc4TSK0ysMi+47VxjZHnx+KOxX2fMjBP2ZoHNtTU1S82Stj5iFKCfAqQfdY3tsehALlgEeUj7vddfM/3ftR4FwXfXEfhaRyF2gdRa2JllLW1NeXxKJzD+bY4Yyefz8t4PJZsNqsVCjl0jf+GIA8+JiIPVbPkkLcgCKTf78vx8bHs7+/LaDTSw4Wh+KDP2KdQfrLZ7Ex1SNBr5NyxsbDRaEg+n5/xEPGc2Tl+KfDatm/3Mu4xP7deaFd/X6o+uq65eGUUPNHKjxWSWXDCfRZ++F4cohUloPggDtG1AjpCVBCmInJVDaRWq0kQXFXZ4HGiVCpX+2HGgh8b3uCK0eQxp1IpGQ6HcnJyol4JHg+E+svLS42rhfUFhAWeCWzudrs9M3/oO8KoQNwymYyIXHsFeK7X19elUCjI1taW3Lp1S0tLXlxcaJlVWIZ4bvE3l8EeDAZKtHhzMyOHBwmKSzablXw+Lzs7O5LL5ZQYDwYDPYcDxBieM7biIGwRVnec8lwsFlXwbDabcnR0JKenpzOHF/J4UG0mm83K5eWlxjdfXl7quk2nUz2nwwrQUXjsU+RZcGPFw+YgYZ8hPM+GvKF9ZnKMyyjUYMNx7J5l5QUKIyv7bJ3yCeqoVIczSqB88rjxPShZHDZmwe473pOud/iexVduA8/aNcDf0+lVxcOjoyPpdrvqhYPiPB6P5eTkRMM3UTHJMjYb9w5DxGAwkHa7rWGq9nwp31w8CvA8Lgo8j762ed75GywQudaAlSHXHuE5AV7asGF+3rbjgzgCqsWjRb7B7S+qjMQdAz9r92KUID+P39o1fKkUnkUgyuBh/2f6Zp/nNbXv2O/dZMw3VRh9Co4LH13/22+4xgOegrxaS8/T6atDhXFO39ramhpEUSmR2wdPscY75vXcR+ApjM6NRkPziW7fvi1PPfWUVKvVGYMwaAeMn1xBkaMncOYW5zXxgchW+YiCR6W1rm9YXLP8jBW9m3yPv/E4wCpqi/TtiVZ+OIxLZBbRXQLFojCPUEcR5ahnWBCEJQNhVqPRaMa7gJAiWHDBWFmgd33TRUQZcVkxYsYH9ysIAwDvYRPY32xR5hCcTCajXhd8g8tB8wa07lT0C2df7O7uSrVa1TA0lK6G4sQbFfMCYiciM0mUmHcrWLoEzDAMVQHC2RfoPw4WTKfTcnFxIa1WS71ECK+r1+uyvLws5XJZisWirisUyU6nI5PJRI6OjrTAg80ZQvGHZrOp4WYo/R0EgTQaDXnuuefk5ORECoWCzjmXmnYJMlFCDytO/B7mGIoBwiRZMWFLm88DizbsPgZOuMJV8Q1UoYFgzqGSCKWzB2ZiPYfDoTIi4AQng0PQDcNQq/khFNHGizPwfuJCA1aJ431k59yui88SGARXhTzq9brs7+9Lp9PREvZ4t9VqaWUilDeuVqszOXZssbxz545ks1ktsFKv13UsIg9713wQRf+iGLYVQKLe8Qlhru+yEOkTLIADeIatzMC3ILiudOhSgIIgmKlyiTkH7Ubyv11Ty6/suCy+ueY0SvGLUmDmCVA+Icz1nvXw2LExfba09s8j+BQYSz/xjF27KBx1raHl5VFt2e8uKig/iiDqU+hs23GFc/scG6vZwMthk6lUSiMy+v2+5HI5rSbIURToH/YmohJwbiBybJnup9Nppa337t2TBw8eyHQ6lWq1Knfu3JHd3d0ZOoCwbnwDdJVlJswRh3yLiIawcyVZu59ditnjBisnszMhDMMZgzZy95iuxmk/Dsyj61Hv8RlEceCJVn5ExIkUrAVaAgaIYggugr1IP+ICFAxsBOTHwJuB3BB4IcIwlF6vp+FEbA2JI9AyEjMjhnAzmUxUmGdFgQU+APJ1eONbgQBt1Wo17SfaRR+KxaISIN5IELogSCO0LZVKaUIe+s3hUTY3Q2TWqwPBBqUp7fygLRRKYGLYarVkMBio52U0Gsnq6qpsbGzI8vKy9Pt99Sqhn61WS3q9ntRqNU3gREluzCmqn62tralQD08RK4j4G8UeVldX1VuICjj37t2T4+Nj2dzc1GprPI92vC4c4TXEOKwwyVYtEJ3xeKwFIVzfcjFNn1DqEga4LSiDKI+NOQfewXgAHOVv9Pt9GQ6HMxXrmNnAy8FeTJHrxFQQf44vh7WSPX5QsLioBoAJNZRwVjQ59M9ah2GcQP9wLZVKqdeNvXFIDMYp6Mgl5DZxOGahUNB8NAjubKhA31iIRT9dODQPWMnj93zKuv2Gj+5ZZm7BKuQorgIPJJ9DhdK6wAuA3ROgLVgXrrSG/Yw2mGbZMbDxwDU25m1R/ClKoXK9t4jgYQ0V9nu23y4hjt+3vMPXH7u+rjaYdqAdpqP8LRet4j7Y8fjAjtn2fVEB0Tdu17U4bVvlbBGjhOv+InJOlIAchbsuvMW+RVg3DIkoxw8h2CpQ0+lUWq2W7O/vS6/X04I7LDOwBxx5uvfu3ZN2uy3FYlFu3bolpVJpJi8Isg/oBd7H/rb4yoWI8BxKSLv2c1zDQ5y5te1GtY2553Hhf+aX3EeXzBxHjnY977ruohGYY6RovGw8P/MWz/dMnPZuqoH6+sYEkX+QL5FOpzWBHkIyvj+ZTOTs7EzOz89lMBho2VBfiJ+LMWLjBUEg3W5Xr8GTgbZg4S6VSjPzwO9jPDgoT0RU4OLvraysSLlc1qRFkYfzPDgull2//Ay+zQIXW4HQrm8dQODwPJQpe54OM2kIPuvr67K0tCTtdlvCMNST1dmaG4ahhuYtLy9rKCCEHs4DwvghiOKU53K5LKVSST0N7FkDMYfShjA/DnsLw1AqlYocHBxIv9/XHBCM30WgLF66AMQOfYDnBEo4xjAYDOT+/ftyenoqFxcXM54Xl4CLOcY1znuz/UT/gKej0UhOT0/l4OBgJskVRBrx4rVabcZ7ir6enp5Ku93W8tzMAPk7iMnGeROoJATFF94ifB/WQLSFYhTAJShHo9FIvVZgwHZvMFNFeCArceypYEskDpSEkrO5ualKNBivS9nEXkRIZz6fnzFK8Jow3rCwYZ/h+eS9ZWmjxU8XvjLMuxYlbNnnYdhAdUIoKKy8jMfjGboLvOVx4ZuTyUSrIsKw1el0tGBNPp9/iEm7lAOmfywEMm1guu0yHlhB5ibzGjWfiwpmVhBy4YFtg/sOsAKOrx1Xf2wfmKdEtWcVB5+isqjMwGOz/bDPzJNJ7LhdgnSUABrVx7gQp5+LAM85aCtwHzLG6urqTMEA3jdM90ajkebo1mo1LUyAPYS/J5OJVpfFIau3b9+W27dvy8bGhhqUWAni/oI2c/VZjjRhno7qb7ZSLc9nHHr2qHNs6S/+tvKVjXywdMa39xbBBxctjILp9PpYkpeV8hNF0G+CNC6NNu7zUeAjmDjpF4d3ccnEIAg0NrTT6Uij0ZB0Oi137tyRYrH4EPPj0DgITSAYvKmGw6EEwVUyH7s38T0weMt42IoC7wtb1GzJSFhmUIwAXorpdKqEiq0uduOxVZ6VFxeRsHPtm3/2glgGyApHGF4fFjidTmc8DMvLyzp+9A15NnwyOtYDuVNcjc4K9/BWoJQ3Vy3Bd6FgIa4ZStXKyooUCgWpVCqyvr4u4/F4pmKfS7iMi6dYV/yNsp+p1NUp0NPpVNf23r17Uq/XFX+5Mg++zYyLr8Nr5CKgjF8iokpJvV5X7wrnqaCYRSaTkUwmo6GBqVRKwxkajYZUKhVVEjikDWPF4W6tVkuCIJBaraY4joo9QXAd6gQmDPyo1+sSBIEqYGgXniDgBvYVKgpi3MAxKGIwlMArJXJ9WGw+n1cBHft5Y2NDVlZWZDweS71enzFAAD+tgow5hmeU95uls1b4Z0HSxbyskolrjHfsxQPu+4RblwLvEmJd74MGLC0tSb/fl7OzMzVwYD/DAw7am8vl1PjAggzaDIKr80BggEBOIqzHd+7ckUql8tCe5LmElw1GIR4f8NPlaXeBS7B3zYd956UQtFwCMdN117McOsTvME1gg4ALWDhD2/a6xUVcs+1GCXdxwfWtRdu6yRoxD/cpj4sInK77cXnMPHC9z3scuAEeBPkCY7PectBXnDcFT65rHhC+3u12ZTQaSTablVwuJ69+9atlY2NDwjDUqqvIe2ZcWV5elk6nI61WS/k9jMSYM+xf9MN6fRi/H0WJjMLduO9aGYLlIx+u2D23aF9tW/zbR8t89CIKnmjlR2RWAeIfKyw/LiRCm3Gei2qPFYRsNiuZTEZ6vZ4KyRDIoEBA6cBBnjilG2PFpsTBdlaQYOUCuUUQHBFOxoTFCjiwmrNQgrGAuDAR5ZA86yoFI4fCZueGN5rNncA3XEwxzhpweBZXHYO1F20FQaAJ8fA2tFotOTo6UkEWwhPO98lkMioYwZNxcXGhFnpb+YyVuCAIZGNjQ9bW1iSfz88cDioiek4RktZBpDncCjkGqLTGuGGtSS6ctH/zXAMnRqORHB8f68GzUDLS6bQq01xpjHHErhGYFHvIrALM68suboSDlstl9ZpdXl7K/fv3ZX9/Xw4ODtRDVigUVBG7uLjQmG9ee5eALnJlKECpdvYUDodDabVasrq6quGq6+vrWhK60WjI/fv3ZxTmXC6n+7jT6cjBwYHiGZQOeHiAQwhFzeVyeg+4igPnIDBDyUOIVTabVWUYzHw0Gul+twYHKxi6lBTGEcsI7V5lYG+JD5j+RPWD8WkRmos28ZvpTLfbleeee07xent7W79xdHQkjUZDtra2NAmb2wW+YG1BhxEqB08jrMZ2zDyeyWQyE37Hio/ItcLKYc9WEMG4EH7HipRrn/O8zKMNUdfmzT2PI6oNl/CE91y8yfc9xh/8H/UN19y4BDyeK58ssAhu+pTAee9EAQvl+B8QZ97s3z6FxL5r/36pgI0U6+vr6u22fA84l06nNWcXvBP83hob4dnHe8PhUBqNhvIphOunUinNH4Ucl06nZTAYyPHxsUaYoABNEAQqO+A8PNBqV37q45yrqP9dzzNtBG1j5Qx9dNF63LupzG2/E/WcyHVkBQx/ceGJV34AFnF4URZZhHmLFkUwo67Z61hczvdAKFEQBCqsYWE5PpUrY4lcW9lF5KE8BWx+eAkgLEFYs4oiEztGJFf8Ks+VC1nZjcwhTa75dFka8D+H1fgY2TzAe/CusZLI93nsyEdaW1tTInd2dqYCxXA4VKvN2dmZhqXhvJ4wvD6jB/PBQiP+RvxyGF6V/M5ms7K2tjbjXYJnCASW+4xvQWjGPevd4rWeN088p1B80WdUFWP84b7jnBh4y4CrrFxawRntWzyxRBj9CYJANjc3NbytUCjIcDiU8XgsZ2dnUq/XZXV1VTY3N7UyHgRLKA0W9wGszANfsH+C4Mrrc3x8LK1WS2q12ozVEQxtMBhoIivOgsrn8yqU1ut1efbZZ+Xi4kIrCGJvg0murKxIt9uVlZUVuX37tuYCIlQL3gok10PJg1cKc89zsrS0pOdRsTDKc8zz7GOceBfPokiCxS87v8AFeHWt5d4abURkBveYEbtotU9Itc+wxzkIrowwg8FAwvCquAXWlA8kRPiayHVhGCjRoFNBEOi+QNgglHWUHOc9ib5gD/Gh0KDz8ApCYIPABGbPghuvIcL1bGizTyi28/dSCLGu71nB2dIHDhPid5jWMQ5hXVlRtLjCVmLGWZcw5+J9jzLmOPfjyC7zZBWf0mLH6KO3cdrivt5E3vKB71u8d+HNQeEDkWvewLQpCAI1hMGojP1qPdHAC8hll5eX0uv15Pnnn5fV1VXlxZVKRU5OTtQ7VC6X1fiEPNPT01OVBSC/gQcNBgNpNBoynV6dDwiPPs/145hD/h1nfn3g8tjPkyd845injEXJhBbXgAcIMX5ZKT8+LTRKc1xEuXFdi2IQcRGKmT+EXwBvznQ6rdYNMEKUB4blHaFqqVRKD99EgQQwYHhtEJ4D4YrnzUXEfGEH/DcjJ3sa+BoYuLUccDsuomxjTO2GiJp7Hg8zRFYOuW0WRKbTqYZM5XI59UxgbdbW1tQLcnJyIo1GQ8rlsmxubkoul5v5nlXeXMyG156FGoQKBkEwkx/lmgsu2+kKLfMxNhdYZRBCVzqdlnK5rPkvEMTPz88lk8nIZDKRk5MT9TTYfrrWzV73CYj4ViqVkt3dXQ1NAoMRET18FSWeuRw25hOKL3vdrNDMQhfGBw8eLHvIA7p9+7aEYSgnJycyHo+lUCjIxsaGhr7B2wjGCk9Ro9HQfcqMGX1GqVV8N5/Py+bmpgrUp6encnx8rGGQXOmGvW6TyUS63a4cHR1JqVSS8/PzmTA81/g5JM7uEaYX2NcYH4cPssANWgZrKJR++00oUewNY8WCFQWL33HoPfYl9206nao3sFKpyJ07d6RarUqhUJDBYKBzhfO8tre3JZPJSC6X0/2NtpBvNplMJJfLKa5hH7vCB0VmT7AfDAYaLoNzmyaTiSr3o9FIeYIdI/8GnkH4w1rasCBeW9e8WeUE93y8zkXf+Z697uM7+OGDegGsNLu8ytgPVsHG+mNv41meD54X/I3nXfzSjtE3H3YO7d9R78wTYKPkFjxneW+UQhPVlsjDCqPFn0VkL9cYfAoY05bl5WUpFouSyWSkWCzO4LadG+xx7EfmC3gWeIGqmCsrK9JqtSSfzyt9wF6aTqfS7Xbl/Pxcw7+5T6VSSXkgQo6R74mom36/r2W6C4XCDM/hebkJWBnNNc9x1t613mjLhlD61sx+0/cN3zUrF7i+x4bfuPBEKz+oyGUnZ56A5xK+5kGcZ+KAFfJTqeuT7mEdYBc/rBvI9RC5LhLAVopCoaBC+snJiVa7wjdZMUK4GyfhuRgdjxvXXQIRnoOQwgnoCAVxVTOx3hxc8801b0AXw4uac7vROeQHgibPJyytUBhh7UGVmHQ6rWGKsArDSozEaRFRzw3PFVulQEDYQ2SFTbzHYVf8nB0jEwFrtWSl1ALmws4te2SWlpbk1q1b8spXvlILPMCbAs8CGEWn09GqapzQiXbxwziD/YwfrAFwS0S09DlKm8LL0W63RUR07i0uYZ3B/JjJ8HhZWYLXlC2K5+fnGlqI6+vr67K9va2GCBggIMwjDIrPFQLD3NjY0LOduIw78ApnQG1tbcmdO3e0uMFgMNBvYN3tngJ+jcdjPbhYRDSsjj0HaAO5V5YBWc8BlJnJ5OpA4Ha7rcwb4aAoyIHwWqY73BbWsdfraQgJPCu8F9EHVoIWod+M+xhTt9uVk5MTuby8lJ2dHXnFK16huTnw7iJRGviMPjDOsOCEvdJqtWY8EC4vA+ZiMBjI4eGhCkcoPHF+fi7dblfD5zqdjuzs7CiNZ9zEvKRSV6G6KAiSzWadVQethdzSE+yFecIyC6b2uksw5m9i3vhZhMBivw0GA30XoaAw4Ilc4zN448XFhfT7fRmPx7K1tTVT6RA5mNi/NjcRa4U1Bn3Ce1DMmVfbeYkruDIP8kGUkmXlCZ8gaY2YaDeqn7ZvLgH4UWHRNvA86BhHIAD/mbeDZzYaDTk5OZHhcCj5fF6KxaJUKpWHjInAdxR+2tjY0PP1UOQAXnPkTsNzIyKKT+VyWQaDgZydncloNNJ87clkopEAMBju7Oyo8hZX8YlSIvG3D6d8+9e+h7GAT3DOclT/fLg4z0DgU4Jd7XJ/8XtRXHqilR8XWKFx3iLFIT549ib37Lf4bzAeuO1AaJmgpVIp9dTA7coMDpbUUqkkuVxOTk5ONPQGieismPR6PT0TBOfF2NCJuOO0G4bHBw8VCzl2TSxD5LVwMUwm4nE3im8dODaY55q/BQI1HA6lUCjI2tqaZLNZ9bJBsAOTHQwGaqm3pz9bwYDHib5CMEf8Ko/PMkCX4mPxi+/7wM4jCzn8g3lfX1+Xzc1NFb4ghOOgWlS3Oj09lUajIb1eTyuq2X3G1l37fRdxgxAPZQd9wiF0sJo3Go2ZhNZFiTE/z/1iJcx6hTB+rkoIowWf5cCMBfNZLpelWq2qRwHvo0z60dGRdDodtSQihM8ejGxpDH7gmeHn5gk9LBhCOGSPAeYC3s8XXnhBms3mzNwhPBJnWNRqNXnqqackn8/PWOQhSA6HQzk7O1PvnYho8Q6sOQQThIm6aIVvTfk5MPMwDLXKZhiGUiqV1OsD2pnP59WSiwOLGR8Yl+CphyLKeTt2fXiuRa4Euna7rSXz2ZsmItLv96Xdbku325VisThz+CyUBLQLS3er1ZLz83M13LDCzuvNf1uB10W38Kz1ZNk9w7jGAriPFrInEQoMcB/rD3yqVCqysbEhxWJRhTSsC8KVptOpVr8ET0LbmFvwKA6nZNkACvJwONSQyChFkOcxDsx71ke3fLSb23S1PU9wdvFoS49d/ffxYlc7NwHL7xhcucMi1waw4XAo3W5XQ9Sq1apsbm7q0QUWpyGT4czFcrms+BcEgXpuRES99ugHFCIcZt5qtWaOxrCKUqFQmIlesHM/j7ZFzZVt07eurvc4Ion3hd3XrvZdEKWg30S+9uF9XHiilR8XE4+jyDzuPixyzypcCAeBUI13sImAgKgY5QqdQGnqWq2m3oeDgwO1NgRBoJbkwWAg0+nVgV1IfI6r/Nj+2zGiv7Bwzkty9s0PrqMNtphGEVgGF3F0eR1Y+BK5tvqNRiPNk8hms3Lnzh2t/oRSzqVSSYV/CKZ8QCmAhU98D99iQRPVXxA2Z4U17rNLsLfKj2uufQqsfY/bYw8hLPrsHRMRteovLy/L4eGhHB0dqTdge3t7JnfB1Wfug8UX4Nv5+bk0Gg05ODiQ8/NzDbtrNBozykG329WzbVxz41Ik7ZzhOkIZsDcx71xWdTgcatIqh8eVSiW1wKO0Or4DRbdYLEq1WpVarSbFYlGtg5iv7e1tef755+Xg4EANG7lcTgseoDqkDXPktUWcOe/xKIUQnj4wewjwrqpEw+FQjo+P5fj4WC4uLqRararChbFAYcDBgghVwfyFYage6wcPHkgul9MzqqDMHh8fSxhe5ePcunVL3+fQizhKPj/HOUWwJEMhQrECCDK7u7tyfHws3W73oQNx2UAAZYTP6HIpndxX0N9er6fCEEInMT7kAYqIWrpZmeay66AnnU5H6vX6zOHY6EuUUYXnk+fKpQhZ4HfYwMTGCpfwhLkHzkBhgVEDXksoeFCA0TeuUoo8u0ajoV7Si4sLDWMELR4MBhpOzkoQ9z0Mr4ph3Lt3T8bjsezt7Wnu3jwr/eNUgBgWUSAwBvaSzsuLcCnp88boUpgW6bOLBuM9u88s33D1leksQrURlo2UASjSbAxgfsAeQfyNeUTEDssl4G94HrmV1WpV9yf2ASqNgk88qsw6Tw7lufHhmk+us3IYy3kcau2isS8F2LHw9ZdNzo/Nb7ACYtRiRE2gfWcRYhP1vE8xQ6I8vDA8Nmwq5J+gyhX6x+WWUe643W5Lr9eT4XCoFkjEjMMijfwCy9Dm9RX3fGME80fb/OMiXHZjckI0WzV5bm4CjBv4Fq5bBRAMGBW7SqWSVorJZDIalgSCiPh7lLcVmbUgTadT9SKhD5zEDWETShQ8TDw/LNxaIs/rBeHF7gO+71M60W9fOKKIzBzaaUPHgiCYqXrDh57yidjcZ6vIc1/5OvCn0+nIiy++KN1uVzY2NvSAWeT+oJgBrL5YTzsX9rsWeO9zTl0QBOqZwGGprVZLvRwis4efogIcwjPYM4Rw1Wq1quOAoArmCkszLPtcGILzwSxu+AQE13gtPkDRYeXHxtFD+BsMBtJsNuX8/FwKhYLs7e1JJpNRZQcW99PTU+l0OrouaBdjhcBbr9dlMrk+QwsnssOoAAUrKjw2amwWzy0NxXU+mwtePT5I0Roa7J5kugKw7+L+ysqK0uZsNitbW1uytbUlpVJJ17dQKEitVtP+wVIM6zFOtocwgoNqu92u0jM+4HqeMcAqdDZsCvNl+a6PtvM8Yz+yICkiOoZGoyGHh4c6tkwmowc6swKOvY4DsBEGB2/k/v6+lMtltbZnMhkNQxSRmTlHsRDMDcYBvtlut6XZbEomk9EDq1lBuqmsEBfiKiMAH/928ZA470QJy5ZWzxOC5ylSvv7hGZfBJqpt4Bzyahi3LV7jfTa4Wj6I9mxUC+4zn2PDmeWtkANEZCbkPQ7M4+E+uhc1R5auQW7EWDlkmRUh3/ej5MdHGWfUs4s8/0QrPwAXM7fx4HZh7bXH9V173XWNhTwQYngScKgm+g9hOp/PS6VSkX6/P5PTgLGura1pkjXe5SIIsMQibIRjpaOQ1DVm11zyGLHhbflGl8Dg2jB4Dl6vMJw9I8c3/1HA32LBxAqLrCCwRbbdbkuhUFCBCHHgFxcXKuiB8LGQsba2pooAEi5FZEbggvfg7OxMGo2GHg5rN7NVYPgH82XHYsceh3G4CBqIH4QYJuZ4BoQdFe9cQpVv7azQ6AIIyKenpxqKCE9UEARa7hslt8Go7HftvNhnsH94XRlXUFkNnr5cLiedTkfzEvAd4EOxWFSDA4f5Ab+RjM7V/ThvBvd5PSDo+hg/rvPvqP0CfOW1ZAE3CIIZwTCdvioB22w2pdFoSBiGsrW1Jc8884xkMhn1YsJzg5wweOfgKcT3JpOJCuwiIkdHR+oBRdU+VLZDHg6HhkaNjekV/2b84HGzkI7qhaywcSiIVQy4fZcA4lKcoNgiXDmfz0s+n9c1Bt2uVquSyWS0dDlwEwYWhNwisRpeE+RTgTdwmz5lDmNG264QP1ZcXEoOew1BL5m226IcYRhqJcVmsymFQkF5IkKoMU6E1na7XfXAI28IuRZnZ2caLl4oFLRCHpQshBmmUimtpMj7nAXV8XgszWZTOp3ODP3j51xrvAgs8k4cnu3qh0vBsH/7nveBC39suy75J6odq1CxomJlD36HaRj2JwR59n673nXNFxuaQS9YbuNnrEEG/bWFNbhP/JxL0Zsn0LtkKr7uatd1346d+8R7HIYWn0HkcYCLXtsx8Jzz9xfpw2eF8sNgFRufguJiTHbCPx2ADQsXKaxUYBgiorGjW1tb0u/31bKOZyBwp1IpPQ+Ez6iB0B2G13H4CMPBpr5Jv33XYM3k0KAoomiFUPSH3a1MBOJafX0AjxIL2dwmrIsoKwzFBKEWKGmJs39OTk70UDNuC8/ioMl2uy2lUkktKCAsKA1dr9el1WqpZdtVzIPn2QpuVnGIWtu48wccgwLNAjz+hrAERQ/rhj5ZxhKlBLusSSyQDQYDGY1GGlaAs1fgXcPPwcGBMyzFJfxaxoH/odjakKHl5WUpFAqahzAejzXPCPsZh9ohxMbmqfBYwzCcCR+A0s1eVAjlzDhdxTR8gpfFlSjmyHNjven8HopaIFyrWCzK8vKyJqRns1nF/0ajoT8484aFE+QwYW3Pzs5ERDQ8F6Vlcd4G5oI9tvNwmnGNlS4eK9YC64fwQoRhhWGo+9d6WC0jZm+Lay7Rbyg+R0dHSqtRWZHxA+FurVZL7t+/LysrK1IqlaRQKOh5YqPRSJaXl6XX680oP91uVw9pxd6F8mjnCPkJl5eXGkrGyh/Tyul0qso5FCvkULDHEHMB/MY13u9QbBFGitwM8DQYYFBBC1UXl5aWpFKpyPb2tkynUzk9PZV6vS5hGEqxWJRarSblcllEroyMq6urqpSjUA0brzAu7BlUXYSnifkU/nZ5CRgnLQ2ap1DMw2GfXOPaAz6Zx9IDq6C43vGB5ec35c8sB1iF2h4ZwcYDACsrlrfwHrf3rQyC562nxhoB0DcXf2b+wrTeGuXsmOPOeZQMNu8arsfBV/QPXnAYG20FxigF2rYV1a9FwGV8iQtPvPLjEpx8QiKe53u4dpOFiGMR8fWXv4ewNpSsBUNnxEIJRZxSDEGKrdJIzkMCHZSbTCYzE2LFc+US/qLmwhJS17uwwIPRQjFjIcFHpJkpspU1jiAfx0KC+ea6+645QNx+Op1WRolNDyFiOBzKycmJnJ2dyXg8nvF2iYiezbO8vKwVuyqVilq0QUhh8W61WjIajWbyk7h/1iPCHgRLZHncltjMY76WEfK6gAnBMgxLM4RxKAO8Hq75xTq4hAIfc4eCE4ahZLNZqdVqsrGxIYVCQfs2Go3k8PBwJnTSJ3gwE2SGxaFYPG7MNQ4srVQqakyAZZjPckEY43A4VI8uks7tXFvGi/HyGvvWNYqBAcddRRH4XWvhxFoGQfDQtxnPUIAC1fc4Nh5GEIQcpdPXZdEhMPBYMf+gWaVSSUNOoVy1221ZXl7W9vBOFNg55nFAuB2Px3r6OyslqVRK2u22HBwcSLPZnAkDwbO4xriFcUQJyEEQqALS7/el2Wzq3LuEUqxJp9ORw8PDmVLaOIix1WqJiGi+T7fbleXlZTk4OFBlBjmk5XJZeQTznV6vp2PlEGlUWOPKaTD4wCLc7/c11A55rNiXtloWqgCGYThTPAbnVqGaHaqWwii1vr6uYaIcdon90u12pd1uazQFwkbDMFTcERE9KJyNg2ys4dwgeOWwtlz0xCUQL6rcxFVmfLKKa0+73vPRCte3bHu2T1FK2E3a8z0DnoIqtXxor1WKrCI0jza6vh8lD3L7rNywIcS1FqAFls7zMxasIdM1hkXA9U1LZzA+jiIBPcL5RajeCqOga82j+sZz5MIp21fbZ9znNWQFNi480cqPZcgi811f8wjASwU+oQ73gGxgpryYGBPO9wHzZeEMyg8fhorNaT0Srh/0Y9HxMEBIQxhCKpXSDeNSRPk9Bu4nl3fmaj4cQhEH8Cy8Yogj5/wdHtfq6qpsbGzI9va2liceDodycHCgiiUYL0IRIajBEooa/hsbG3L//n0NjUIuQxheWVlPT0/1jBh47CyuQBn0bXjMCxiDFVh9a+iaf1yzgjDewfPshYCQDc8M5pDxEO3afYtvcRyxVZxEri3D8KTgcDusIxQXWyTDjtFFKPE3Qhm5oAPmAT9QgMrlslQqFVldXZVOpzOjnJ2fn6sAurKyItvb21KtVmf64mKk2DcApgc8l2yl5v7b9cX6WKaP9tjjxH1xKT8upRH5OJlMRvNzsKb2MGbgDP/msaF9eMKh3NoDn4MgmAnBtAqtTwCxgHmE12Q8HsvR0ZEUi0UNcR2Px3L//n158OCB9Pt9NSwB19gT4PoO4zbmkT36qFIGDwT2DD9rlXh4kZlnoBJcq9WSMAy1ahzy7lDsBoeeXl5eSqFQ0PWG8nJxcSFnZ2fywgsvzFxH2XIUyYFyk0ql1AAwHA5lf39fTk5O9IBoKA7NZlNarZZ6r0A/0+m0GgaCINC9B+MZcBTrhIpZqOaGEEoAcidBI3K5nCq4UJ7wG0o5wluxJmF47bGFRxKeb3uAON7DuFxCWZSC4IObKFC+56OEef7eTcBFF+J+d55yBNrR6/X0cHHkT+I+6LWIaDVc7LdFYJ5MEnXN5Xli2mvft7zHtdbzlId5EAfvXOvGOAx5EoaOarU6I99ZXuXrm0vxtvuD7z1KJNIi6/5EKz8MVhB0TbT9m6/N27Q+xvY4+i0iDwko/A1m8OgbJ8y7cj1cY8bzvkS1RfvMwEQH8dVhGM4kec8TSPg+hEycTo5S02CGLExze1EEBowW5yHxIYFWOU2lUlIsFmVvb0+rTnFoBASKMAwll8tJNpuVnZ0dKZVK6v2BhXJ7e1uGw6GkUilptVp6/g2EWYSnIG8LHkCsLSu87LFzWZKhAKEPLGQuusZoz/6MRiPNb4GXhA/TRbUz5JbZ/CYW/tEmW/RYqWK8t9fQT34GQo7FS461tmN0jRvCFoctMY4hBDCfz2teDqziSLpG/hHwxUXUWdGwTIj3N88L98O2afEfQrqIzOCPb73tPnKFneI+PA4I//uzP/szaTQaup4wEqTTaTk7O9Nqb1Y4ZJqGkLlSqaQCNIRX9ohY44dL8MR1e5/HgPmDwvDgwQMJgkDK5bIUCgVZX1+X09NT6fV6EgTBTBiYpaeseFmDD57jPmH9gR/wePgECuAw5gPKCeeGgd6yQUdE9GgDjjJAmCoU1VQqpTl1vV5Pq5p1Oh0Jw1C/AZpXLpdVCQqCQLrdrhweHsr9+/elVqupQtRqtTSfsVwuq1CF0D4oOaDPOzs7SlMxFtAKCLvwqgJfMG7sWzamYJ4wr1xCHGGajOtov9PpqJIF3ARNgIFjMBhoUQbMJdaIval2LaPAtz/jgH3OZWzke3Hbs3vK0hmX7LII2PdSqas85svLS2k2m/LCCy/IxcWF7O7uasgsDC8rKysP5RAy74sru7kMJ1HPc/gm/29pKP/tuuejXb7vxgVL6+w9F25wuDo/A+UHeyaOt93VFx4/r9UiSrMPx5jGxoHPCuWHBTVm4uwGdQlMrnZcGnDUdy3EtXS4NoGrH9x3e90iqN087GZFu3GUnijksxvKCmKsZIBhsZDh2uAugPIBxohDx6zFe1ELGZKncRAZh2CgPfQTJ7iLiArxCBnB38h1QcniYrGoeIecn42NDU307nQ6amlm5g6BIJfLzSiMsIJGEXOeWy42wXvBEh+XMOsj8HgeQjDOM7Jhd5eXlxrmlUqltEIeiCWHXlk8hJKHftu1wH7G+DjUjivsQSgEzuGe9SwEwaxVnXEUAhAEbuT+oA8Iz8H6gyHAygzL9HA4lPv37+sBeyiTy2Gt6CML9phz7g+KSECg5fXyCVdgzL5yrnZ+udAKnnd5ETGXLBC2Wi158OCBJoSzlzoMQ2k0GjIajSSfzz9ErzAfSMrHvoGHhcP/eJxQ7lxGgLiAZ9EO1hRV53DODARqzofBXFglB/hsQ97YC8bfRU4dV5izY+U5sEob9tru7q4q44VCQZ599llptVqysbEhTz/9tBZRgbCOfclCP6qkTSYT2dvbU0MRQvtQkhwhnqhKibm4vLzUfK3NzU01ACBsDCHbvV5PGo2GLC0tzZz7lMlkZoxn2KfoNzxGyLOcTqcaGmd5HegwW6n5f6wTcm1hMMI8tNttDW1GOF6/35ezszP1Zg0GAymXy3quCxQju8d4T8ZRbqJ4M7flezau0LyoYjavH1HyU9w+sSzX7XblwYMHcnBwICsrK1IoFHRvIRx9eXlZarWapgQsIgDH7Y9L7mKPIGgHG6JdNGvedx53Xxd5z/aBD5cGXwPdZ5mDIUpxjNs3+5xPZoy7F3zwWaH8iDw8ES7hwGr2cRSgKFgEyVwKiMtK4CMeLDBwXznWFP/zd+YRSN8z84iWy0rCDFnkYSHORZRcFgJ8GwIUBGx7RoydL1f/8DcEQZzaDMsin5kBoov2YNlfXl6Wzc1NERHN2xiPx1rxa21tTTKZjIa8wdoOYbJUKqligBjldDotuVxOLbFheJXnUKlUpFqtatlml/Jjx8mhQ6hoZKve3ITosFULgsFoNJKjoyO5vLzU3CdYw9Pp9EzxByRjoywvBDX7DawVn4XDSi4rBRBSLi4uVNGC4DSdTvWgU/SbQ/bwfawLFA+uGgb8GwwGGjqEWH8APB7Ij4BgNh6PtW9giAjbgBUZAKZpQ8yYaULYhuCJeXYpL7yGaAfrh6IN9j57tKzxhPesyxNhFRIIsaiOBgEFSiBw3uIk/ueQIuAy95/HhP5ZGsdjsXPDCp01CCBHDUrD9vb2zFk9hUJBcYLzUjA/1gvF68OCNyuXYXgd0gt8Qt6JFUTwPuc48Zhxv1KpSLlc1jnH3tzc3JS9vb0Zow36jt8Q5prNpvR6PSkWi1Iul6VWq8nKyooKQsPhUC4uLuSFF16Qs7MzPcOEFVhUmjs9PVVlH4dKIlen1+tp0YadnR31pGJ/i4jSP/QxDEPt4/7+vlYGhEKFOcOhkwj5Aw+x+wxCcyqV0n7hOZwThCqFwGEcf4BQV+ANGy8sDtg96lOAGHz02iVH2PZvClGK2Twe4lLyXLzd9azrW0FwlXNVr9el2WwqD0aFTxGZiUJoNpuSzWaVP7vCn3zf9ymeTBN53sGj4H0UkRkeyIY2PosLdM3SUysvPY61tOBbVxfN5D5ZJY5pEB9fgWfn4YhPDp23Jr5rdiyLwBOt/LjcyjyRnBfD92+qHVvwab1xkDdKeLFWBiCgC5iZupQpX/98ApN91tcG/nYJ2K7NZN+NQm6XcsrCG/9mQuL6nhX2UqmUKj0QJDmmHm2AmUFJYaEdBR0Q5gSCZivwQdiGtZtLZaMaHqyJYMB8OjwSjovFopyfn2uCMfrFoWz4HhLMmZH78N01zy7Bi2Pwe72eHB4eSqfT0YN3QfRhqceYmVFBcbV4D0EaeQP2TAQryCPEB/1YWVnRHI3z83M5PDyUg4MDGQwGOu88T3gfuUnI0YGiDYZ6dnYmx8fH0ul0Zs5UAWCNkMTNFkdY8e08Yq7hPYBg3+12tYpjKpXSogmwbqKoBJe8xlim06la5pkRIXcCnhmeA2a2vBboI4eVWu+yNWRg7orFoh4+OhqNZpRXVOeCoQBKBecsYhwYl6XtFkctvbNj47lnnLM0geetUqnI008/La961at0b6PAQr/f18NWkVCP8Bt8i8NeWKnDHHHVNA7DRD84vwvGHn4ebXMBC8wjlIelpSUZDoc6B8vLy5r0v76+PlO6HfQJ+IzqlaBF1WpVdnZ2JJ1OK45Cydrf35dmsyn1el1pM/Km4DW9vLzUQx5RtAI0BJXtkCfGBUWwJrbaJUKEDw8P5fT0VA1QOzs7Ss8RhoeCNPC4Y/6xL0WulKZarSZBEKhnX0SU1sIoBeMIlDqsJww7tVrtIePcosrNowq8lvfG+Wac+4wjN2nTBb6x2r0L5WI6vTou4M6dO3rGEqr+BUEg+/v7WpGV+avd/48i82EegKOoANhut2fOaISBLgiuz6FiWQAeTZFZnsBeWJ6LOIqybw5v8o5dA5dcyHTIZTib15dHWYd5CtAi8EQrPxYxrFA1T9j+dPXL932fxs2Iz4gFBhDHguFDyCiIIpxx2nH1y6cs+fpswSqIPgXTKmJRfeTwSFdffUQTcw9PAwRmPOsKyQvDUCtVudZQRNQ6CqKK0+VFREucwwJt87t4XOvr61Kr1WQ8HmtsvUvJduGc628QcyhU+D6KMoDhQ7hAGcxCoaAnasPD4sJVVs7W19f1FHt4CHhNkUu2u7uroSdgdt1uV7LZrPT7fXnw4IE0m82Zim3sSVldXZVcLqdeI1h0kWgOS2Kj0dBYf4RG4oe9RoPBQNcOno4guA4JQy4Q4wnCJUajkTSbTTk+PtYwLwhhsKKjAiDWAIIYx5nDIs8KPfAM50vBAmnDJ+3+Y08U2re4wwodhMNarSavetWrZHNzUyt7cW7E8fGx9Ho9td5iH9m9wvPsgyiBwEcffM9hvEEQKH5tb28r7gCvkdtxdnYmJycnsrm5Kbdu3dLka/SJhSRW8NhzY/vAcwnFhw13WAsbJolxAu+4FD3a53wgKMsANiBBsUClNigrw+FQw81wSGS/3xcR0cpuWGf0Dftpb29PnnrqKaUbmAeECuMIAM6r4/GCfmEsg8FA9vf35ROf+ISWuL5165bcvn1bQ07R92w2K+12W+r1ulYNZOMM72PsV85VvHv3rh5BEASBHBwcyPn5uezt7ckrX/lKVfJBl0RE+QLDTeWOm763qMDp4oEuQ2bc73K/475rBWg27sHrWywWNd8HobjAnfF4rIco5/N5p1f4JsD9Yro5mUzk9PRU/uRP/kS63a5sb29rZVfQbxjWwM9RgEPkOqKF6UMQBDM84nHAvPH7eLLrvs+QZN/H9TgKrpXXXW3a+67+Mt4ssm+eaOWHkRz/88QzE//zBD4h3/6IzLqB44zlUTe8q71534hLWONaxaLamPdN13OMI66N5ttwIg+fGyByneQPZmvbYKWWk2ld/eJcADwPAQBeKljCUTnPpWTB4rS9vS0XFxd6NobI9T6ZN3cW71gQgQcKydJsyQ7DUE9ZxwGCCCtkvHUxRrwPqzDG5yrQsLa2JrVaTXq9nlZTe/DggXS7XalUKirEcige5+2wJw3nhBwdHcn6+roKaAhpgkIGIQ3j4MpgsIRDOAzDUAVBhAeenJxIEARalU5ENIcISlCn09EDGXO5nH6j0WhIvV6X8/NzVSi5EiAYJhQMKFwAKKZcYIPj0gGuMAxLS3nN7H5Cjh9+kPcGJW48Hksmk5F+vy+5XE7y+fyMksY4ycaJlwos7cKew9xAicC+QnEAWGbr9bq0223932XEssKCizGzoMk5KCyc2zBRCHs2jJHD7zgawIbLcVghGxYQ6oXKldi7/C2uJIn2WODHs8D3arWqRhj27KBy3OrqqpaotnOCecG3oUC/+OKLWhkTFRTX1taU18NLnc/ntT/dbleWlpbUQ4ocPXiWrEAHbz9owOnpqRqB4BHDYbOsrMYR/hbBUVcbUbwq6plFYRE5IkoWiBJqfe/gGvZkqVSSzc1NNSBy0YlSqSTValWNEqurq7K1tfWQ5/imchG/A1qPc+T29/dlNBqpNxR7IZ1Oa04bqh1eXl5KqVSSjY0NrZbW6/U0LBM00Scz3RSixh1nbSxYGeFxg0/efCm+90QrPxZYkGSL5TyCcZNN4Xr/Ua2RDNZ6Z0NUXG0/DuRgAQftRxHXeYqPfZcR2UcoXW0tMt8Wovph+8BCgx2LFRIhcNg+WqsTBCxr2WKhhb8BQRsKDaz9XGXKjglMO5PJqMXaRUjnMWZmGvx+Pp+Xvb09EREpFoua6Iz+IIka+QFgFDZ5G8AW2CC4qqLFZUwxRvYaIZyuWq1Kr9dTpQYHNrJwf3p6KiLXpaLRx0KhIBsbG9JoNOT8/FwajYasrKxIv9/Xec/lcnqOT7vdVus5+gsBq9PpyNHRkR6Ai3AHhEQ0m025uLiQQqGgB4BavIMF8OzsTMIwVKFqOBxq6WIRkY2NDdnY2FDLInAD518Mh0M9lwbzNhqNtPQwErPZs+bCecbdOIoIPFuoygYc5KpZECJRFAJzyYIuC+43pWXz3rF7kpUBeDOhxPJBnevr6xKGofR6PQ0P41wzNoDwHheZLdtv7/FcM46jLQD2UhAEMwouK9wWoAhAyGe8sHscSg5CxFZWVqTdbksmk9FQzDAMNZyWzyJDjqGIqDKP83Vg6YYlXETUAwVvKO8pnh82HIXhVUn1Bw8eyP379xWX9/b2dE/wmqVSV3mW8AKl02ktRY+wNxhxsLexBmxYAj3B3EOpQtg0jBk2r3BR3H2pFKWbQlxhcxG5KUo2sgYW/A9jV6FQ0PxYLkGO9YGifnJyokYKGOHs9xeV9bhvUP5R3AW4Dg87QkpheOt0OnLv3j3pdDqyvLyseX0o8X52diaj0Wgml8ni4E1o4aPgQ9R76BeH4tr37FrafsX9lk9eiwJrgJoHnzXKD1vN8D8Lp4/7W/b/m1hJfJYdJsQcFgThl8FaBn3txu2T6/pNCAY2oCvM4nExh6hNbhUk17xH3WOBhdeEiZEVWPg9q5TaOXQxS54v/q7tg0thY2DLrG3LBVH4i/cymYwmghcKBY2Hx3ew31Kp61LkVoFy9TuVSmleQKFQ0Dh6fhbtwztUKBT0zAHktmDcyG/AAYg44JctvoVCQWq1mnS7XRUoIdiura1JuVxWhQhKCYckoFIgzoVBiAOESHiP4K0rFAozIWsY9+rqqhSLRSmVSjKZTKTVamnIHleYs2GEKB6QzWY1/wRVj1Dtq91ua14GrJNcBdC1zhbYmMTrAMGD2+RcDT4TBWezoFgAqiVCQLF7ia3odg/4+mz3LF+LArvv2QOLvchhKSLXhypaAYXB0giXgMfX+LwgzgPiNnANXkdWYjBvWDNbOZANgjZsliucIVwRxTlOTk6kVCqpYaFUKsnS0pI8ePBAer3eQwYheKVY2WWBCf2HQsFzyTSQ+Z/IlUfp7OxM6vW6XFxcSD6fl52dHdne3lYvI5Sl6XSqHhqEkq6urmoJb1SIA61ByDFojs3JYqEWJbX53DyfMcoaF+JAXGUjSoZYlFfHhah2XXsurkzikwlA18vlsuIp8ALeWc4jhWJrjWqu7y06R6D5yNHFYcLwCgdBoEV2YIxAf1ApEgdiY4+gQM5oNHqokujjwpe4Y/U9Z3k39piVbSy9ehxgccnXPvcBcxgXnmjlh4VBto5FCYp4T8SvfLj+nidkR4GL8UW1xYwVmwWC07z244IdmyWsj6JAxUFcIKsNyZrXP9dzcQUdK2jNszzY5+w8ceKwVTA49ITbsOOCsMICJhgvM1V8L47ixu9HEQPXnLqUVRHR8C/kQPD4GG/ZKjePaIGYoiIVmAwr+S7BNpvNquADpQgKTxAE0u/3JZPJSK/Xk2q1OpP8urS0pIyo2+3OWIshtG1tbUkYhlq0IQxDTbJlbxNXFYLXR0RUOcEht5ubm7K5uflQqVB8686dOzPCIWLFoUCtra1p2WARUc9esViUVquluU5hGGoYUbvd1vDDSqWieVHogw2dBC7iHuOxDe3kUEWEhAHfwMjZ6trtduXFF1+U0Wgku7u7ajm3NAc0HMqUT4Dhdyy9jkMP+HuWeUO5QxtsSLi8vNTxQaGwOWUWV+fRAOwBVrKwFqwAMD/gPvB6cAlapieWD/IcsXcWyghy3TBmlP9GCCfK3HMpc3yfvZLgWfacKeQeQdlyzSGHTJ6dnclzzz2nhohisSi3b9+WZ555Rj3QmBNYzyuViu7TYrGoBgqUr768vJRWqyXZbFbu3r2rYW48T8Bp9BFeIt4/PuPqPB7/KPzVXrf9fhQFyO6hRft7Ez4d1TaHgPJxFOy1hdebz1tir+Ei4BsvZMt+vy+tVkvOz8+1QmC/31ecwrvAnUwmI+VyWf7CX/gLcnl5KdlsVorFovKIdrutZxRF4ZPtY1zZJS5Y2cZnjODwUtAgV38elxIepx1Lb+PCE6/8MDDjcAnV9nnf/1FWO9d78yAKGS3jBUNFmMBgMJgRtKxQHiVcLtJn15hvson4W7xpRGTGAulSTO2mc/XdpZS4wBU+Yt939UFkNpnchonwb5dCB2DPDt+3Ah0Eb9+8M/GZZ6EJw9kcJB9+gHlzH3xj4W/zKey8rnZ8Lm+knR+rNNkwVdc8cf5UPp9Xqy8Lo4BKpSKlUklyuZyG30AxwCGanE8FwR2V1YLgqvrX3bt3VRFCX1GZDmerQDDCvCInCYwPJb9Rahh7AF6sW7duSS6X0xLFCOlDSBG+h5DC6XQqGxsbcuvWLQnDUM7OzqTT6UgQBJrLtLy8rAnCIiKtVmumkp5rX3C+CYRXDvezeIXiFvl8Xs7Pz6Xf76tXEKWGcXDon/3Zn2ki/N27dx/a58AbhLLY79l+s6LP1+z+5t92/3AuFyt5KFPPSgkUS6w15ooVRR4LGyzsvLF1mu/jGeAiK6joCzyC8JCBJ7DnCHiKvriqpvH88hhFRD2bd+7ckWKxKGEYqqFARNRzAy8qjBXIqwO+2tBb9A+J7MjdwDPcdygdzWZTw91Q1GN3d1fPIIJAZt9Fu5lMRkPUULmu2WxKp9ORk5MTabfb6u3lA2yZVlu+5LrPa8w0i/eXCxZVgvgdF/90yTBxvmHpcZThwdcfV9/iyBAuvm/nEeuJaoE4NiIMQzk4OFBFdmNjQz3LtgKmq7/cVwt4F3u91WrJvXv35Pnnn5eVlRXZ3d2VpaUlefbZZ2c8mBgzeMvq6uqMJ3JlZUX3MBdNcYWv2rn1CflxZMx54FoD/j6McsidddG9x6n02O9Hybnwxi6yn55o5cducBagcB2wyOL7/rfgQsB5beIaiI0VevE8TpjudrsaQlAoFDT8hr//uBDO9tc3f/OQnAV6a5WE4MAb3Rc+8rj7Dssmewgx5yw8sMeFLbxxv+d6bt7YbFv4n4UrFzP1MVh+X2S2ZLEV2OYRGH7Ovu8bXxwcsc+42vEpgRBc0R/kGWGsHM7CZYO5DT5/KAgCyWazWn4X4WrAAeQ+iFwRWuSucPnyILgOoYMShcIPyLWBoMZJ10gC57/Zgo49jzGk02kpFosiIprvhDAMeIl3dnbkzp07eiYV4uIxfs5T4DmHcre6uqqCI/YH5g/zgHnBXEPxw3Pn5+dydnYmBwcH0ul0Zoo1uNYXYY0QmhHGYp9jfLG44toPVhGxylQ6nZ5REECvuE0O50MuDfpsQ+DwwyFR+IYtkODKxWEPKpQtkevzgCCAuIRtphVonxU1VnT4WdBG7J3d3V15xSteoec24SwkVNaC5xIeSXikwjCcycFzeZKh/EDB477AkoyQoRdffFE+9alPSbPZlFwuJ7du3ZK7d+9qOCvvZ5HZcttYI5Sjh8GjWq3KgwcPpNVqabni4XCoeUJMSxjvsIZYI5dy7YK49PVRwK7pvDYZ1+cZD6wCaO+5+hK3z7b9eXM5Go3k9PRUXnzxRfX2nZ6eSq/Xm6lICnnQGujmzYVdK9BonPH04MEDOT8/l9u3b8urX/1qNSphr+I9NsoghA+hezbigGmN5YH2mk/xfdxgDV4I9+v1ekqj7dELN+3To+L+Tb/9xCs/VkuNI2i62hFxT+CjaLOufvis4syoRK4OeEP5xkKhIJVKRct5ziMQ88Y0r89xBVdX/0Vmc0DAfCCgwhUMgsIEykX8XIR3ESWVx8FuZZd1mQkNDsjDqdG++YhSPlzzFAWuebfzwW0uwkhdIXOLQpSy7RrrPPx04VpcvLUKmMj12UycSC3y8BlRzBDxDuYHB8RCyOUS5RxKAc8NYsFZuYSnCQwP+4IVDi7QYIU/Dq/jUCIWqhFvvrW1pecescJeLBalWCxKOn115gUnd/v2kt0fUNrQdzwPYR6VmLa2tqTdbkuz2dTzinDOytnZmfT7fQ03rFQqqnRyyChonw2rtDgSh+bNu8/eZ3gs8DfmHXOA+e73+1Kv12U8HuuhxmjLJTQCnzAGxhPMNSs/mFNLh3hd4BkEPXUJSfwu5pSVJ4zNVpXj/VgoFOTu3bty584dTSCHANftdjUSAaXBYTRgo5GLz+E6xoL8Bu5HKpVSZavX62lJ++XlZblz54685jWvUZzHnuQxLC0tSb/fnzk3i71A6XRaQ1mPjo6kXq+rt5TnEv1lxRaeNvvMInTY0rdFeYSvfav48DfitBNF26MgzvM+eWIRpRDzhENuj4+P1VCDAgKFQkEr/3H0Rpw5tsoXf3t5eVlarZbs7+9Lo9FQJbxcLkun09GcOQ7vxP6CAQdVB0WuQ2jRPxGZMYzw962MexN8uYkMyKHzOFD88PBQS8ej8ivPk21j3po/DrD7cJH2n2jlB+BDmHmLPm/R5iFb1P0oQdD+zdZ5bAYwB1RzYsHOhimIRBNRF6FeVFB3CaU2xMJaE7GJEC4BZmWFG44bj/o299V1L+pdjtGG4IBKLdxXzBFyLhBHHATBQ25pH8PwKRk3IVpchpfbtd+wwhCvKYQxEGX8b8fh+r7vf8YX336J2oNx1s2FkzbMh+eCxxVFAyDAiFyHNuIa8IA9lXjOpZiz0sMKDARPrtDHDA8hbQhnhWCKMeHbPAc2hGppaUkVjVKpJCIyo0xxgYi7d++qsmLbRb95TtfW1rSqnyukAP3b2NiQp556SkNPcEbVdHp1QCsq0OVyOanValKr1ZRp2vwUHCwJ+uDzuLpwhSGK6VpjCOgse+6wXvDq9Pt9OT4+lsPDQxmPx1p2l0MuXVUfsQ54xgqZwFcoAPD+Yd8znUcuWL/fl/F4PKM0AOf4+8APzl/i+WEBh/dREFzlvcFLwmWk4bFMp9OaN8dnj9m5dvE8rCkriNgnXGnv5OREnn/+eT2w+NatW3Lnzh3Z2trSHDNWGrGeMBrW63XZ2tqSWq0mItdhg5PJRD2WmUxGD5m2ieb4m71lVtlwGe18OGnn/3HAoyhOLqOai765vneT/sfpp51few+4ghxIDleGwSeXy83kZfp4cBRfYjoOw2e/35deryej0Uj29vZkc3NTREQ9oqwkY59gf04mE+l2uzMHPAP3rbfINWbLX+LOZ1zwzTvoDhQ/GLJgELMKh0sOiGO0ehz9ftkpPxBaePLtBFgBNY6Ab6+5BPMoAh8FLiLD/cPf2HjYRPxjrd5WKGJwuX19SOmK9Y0idHYzMrOH8HV5eSmdTkcajYbGil5eXkqlUpmJued37Vy5hGn+jm/e+T226sLjxKVY8RyeHQwGGsKD83XmEX7fho+7IfEeE83RaKSCBxRfO/d2TvgaV8WBUO6KLbZz5sJ3FtZcY7LepTjGh6hnXIzZxtvbObDv+tritbLjgXUcew044WqXv2/XG4I0BDUIosgXAm5BYcGzWCt7DW1zfyA0Akc5pBP0AoI6FHk7X4w/CNWr1WqytrYm29vbD4XMcV9WV1fl9u3bUqlUpF6vqyUUHl6EB04mE7l165Z60mxI13Q61YMCYdXnb0YpNK71t2uD9eRrrGSk02kVupEnFgRXHuD9/X2tnLe8vCy1Wu2hQhq2X4zbtoiD9TyKiCo+MHjxMwgnbLVacnZ2JsPhUJUbNtgwHoJeuDxEnKMGHGMaA4MVwuxGo5HmKrAyhvwj9nIBhzjfx3qWMCbGXyhV5+fnUq/X5ZOf/KT8v//3/xSfcL4OxsTK0/n5ueLY0dGRfOpTn5Lz83PJZrOqjLOSh1BYketKe+zRcYX8sIEA32fvwqLwuITBeftiHm+MkoteKmHbfsPirt3zuD6dTmVtbU1u374te3t7EgSBNJtNSaVS0m63ReQqXQBhWTwGl+IWpQCBBotcFWx54YUXZH9/XyaTiVQqFaVjyG9kHGGYTCbS7/fl6OhIisWiKu48TtAR/LARPKqfjwLz8AKGIZTrRqhrEAQyGo1mQkNv8p2bgAsf4/IAFzzRyo9PuHQJ5XHbimMR8L07D6xyZttjQQcCzfr6+ow1lJkZC1ZWSOLQM7Y0cF6EJTSWCFmm5hq3Ffb5GoTt8Xgs9XpdRqOR5HI5KZfLM1Zx+75POLV9cP3vwwlYcLFx0+mrg+zYgsjvoVRwPp+XTCaj+R8uRWMRiFJ8+RoLLwi/AzFmS6Sr79y36XSqpY6hTNvkzLj9xvcwf7DUuoRL+44dnx23iylF7W9fPHec8Vg8cYXoMAOKEhBceMnPWSEWe7tcLsvFxcWMFxTfskowt8v7Es/z/4iDB0AQZaXH5lnwvCCUBAm68BRxyJ5LIZlOr863qNVqKuin02nd8xcXF7K5uannFHGOSxheeTZxDhFyg7hfvvl1rYNPqeU5xvyKiIbhtVotefbZZ9Wjls1mZTKZSKPRkE6no2WTcS4HrLiu0u5W+YGSa2kIDHgI0er3+9LpdKRUKintRDlzzjkCfeB9zrgGzyPCK61CzryI+QcEMeTOpFIp6Xa7Mh6PJZfLacno4+Nj9fygHDHPAVdtZKUIAKUDyhb6eHl5Ke12W/M4giCQWq0mu7u7sr6+PjNW5m/4jVLzmN/Ly0tV2pjewZMGxcfSM1YK8QOeZveP5b3zwKdoLMJP5gnuiwqCVia5iQzF781Tpubds8oPex6R+wyjHoyUjUZD7t+/rxX+2HMcJXe5+A2UnzAMZTAYqGGnVqvNnLeGUEpEt0ApZq/tYDCQw8NDOTk5UZrDRqtaraYeKxuOH4UX85RTn6I3D884oqfb7Uq325VUKiXlclkGg8GMscRFY6MUzDg4HoVvlrbyHlwUnmjlB4AJiWuB8QlV9n7URnZdd73nIibcbzwHggprHiywsKAiF8EqCxzKJTJb5Qwbn61sEBz5my53q6/fQG4WPi3y4zoYHL6FDcMVpCyR882Va35xzdVflzDUbDbl9PRUxuOxxo2jVKrdxKhUBSaJpG5LmGzf7Fy5BHteA5fywuM4Pz+XVqslQRBoqJSdd2bstk225I7HYz0rBuvCBNYK2pb4Ak8gFMGKhbhmeAhYaZ5HlKP2Is/LTRRN+w37bd9zLBDyPR89iENHeD6CIJBSqSSXl5daNccVQuMKTYzal9YSzYIcew1tKBnPLxsGUJ2Ird0W/5nZ85k/LOhubm7OCArsvUQFuFKpJLdv35bhcKh7DUoF6J4PXMqxTxmyz0Fpg9DPuSg4nb3b7erJ8WF4VUYZChoXSnHhO8J0uFANz18QBKpQ1ev1mZLSqVRKBoOBKh9QZPAtpttsEMFaoRAB5hLPYIyoHoh5gcUcCthgMJC1tTUtTiAiWiXt8PBQCoWC5vrwWnD5bJ8Ah2usoCEvol6vq8BVLBbl7t27srOzo7SaC2Gw4gJhmL+FUt14FnxoOBxKt9uVi4sLWV9f1/UEP8UYMLdQkqAYAndwbZ5McVOI4olRcoqPV0a1wT++dx6HkhZHQbJKPa5zDg28xdVqVYbDobzwwgvS6/Vkd3fXyTPiKnBoNwiuzu85OzvTM+PK5bLkcjntI88f8ITpFnCKw+dR7IDPcguCwJnT/bjxyQUu+QRKWBAEsrm5qWM5Pj6Wfr//UCholMJjwaeEup7x9dH+PS8ywwVPvPLjEx4txJmUuJsD7VkkjbOoLs2Vw2I4Hh+MhL0T9rtYdAgUHJ/PteNBsJFnwG2iDVcYoR0rv2O9SOgHCxsgVhinPSDOJZDE/dslsLuEdnxvNBpJo9HQal6DweChw2N5nCBOrhwrl3ViHg7MIxDoM+aT421heYUSzMQHgoZLGbq8vFQBDmFWzFjmAcYJSzIrssCtfr+vYYRYX+6Dj0g+CmFfZK9GPe9iMFZZmqfczFOu7Puw9iGMw1riRWZDCG0fXHjnGyszBVeyNv/GdRb0rEDkUpCD4LrIhH2GD0Bl4ZP3GcIw4enE83aPRQlvLrDjsvsPfdrY2JC7d++qIoSx4+yQXC4n6+vravGF5xo0ldu3/UEoH3KnsMbYO1Bm8vm8bG5uSrPZVKOLiOgZJigfvb6+LtlsVgU0PmsHihR4ASzS5+fn0ul0NG9hMplItVrVimlBcJ3jVSgUpNVqSb1elwcPHqhABuXk4OBA7t+/L51OR72JmGusHTzMGCtHJ2DeIRxyMQ6E2TSbTd0b1WpVdnZ2JJPJqFDJCpv1IKJNFKzh5/B/EFx5C1CIA4o+4wxwj+eSeSsEXTZiufZoHBo375k4NOVxCclRfCkO+J6LMx8+umSNNaz4wvu4srKihQ9sqGdUH3x8AcbdTqejBtNKpaI5Z3y4toionMZ4sbS0pDmOe3t7ujehpOMQ7WazqRE+3CfQhnmVZuPAIuuHZ5eWlvS4iFTqqtQ35Dk7h5bffzogzr6Igide+QFYBSQKfJaoON+I2xf+20c8LLLg0Lfp9OqQwqOjI+n3+1Kr1aRSqSiz5vA3MCXEgfN9m3QHgRrMCc9CwBe53vR2LPybS+7iIDtOYhWZrZGPqlRw6zLR8BFFn+KF31Gbz7YxnV6fQQEPCG9itlJiTi3DjiKo85ieT1i1febfIHqDwUDPooBAxAKUnSNWnpaWlmQ0Gkm9Xpfj42M5Pz/X0CL7zjzBEs/g7I3Ly0spFouyvLws7XZbBa9yuTyTVxRXQfQJ+j64CYH1CfD2msU9q8S53neBD19QoMBajnn/uL4VNS5Xv+z8WpxxzQXTCtu2VR5YsLVzx22yIgU6wfchMMCzCU/AIkLXPHDtNRRsgOIehqEUCgUNQYHCEIahlEolPc+IcwWZNlgDSTp9Vba8WCxqGKFVCHgeucw3lKPz83PNvarVanJ2dqbheMgTwg88dGwVR5gKStXW63UREbVic8n1SqUiGxsbeo7K/fv3Z+hJEATSaDRUWENBBDZyoQQuKz+YfyhRmDMU5ECO1/n5uSaVs7GFIxWQEwUBk/cLKhRms1np9/uajzQcDiWTychwONR1QyVVCM9cBdGuJfqAiAW0wUYC/rF4wLju+nseWFptr/m+4do/Uf+7DHyPC1z0Bv/7eA/kBD5kFngBXGK6BuMFDMhoxzd3tmgO7sNojOgPGPc2Nja00ML5+bnKPoyfKICwtLQkm5ubGkJcq9Vm+h2GobTbbUmn05pPCA84PES+NRZZ3FA/776l4TgSBIaeMAyVlgBP4D22RlQf33uUfvrk6EX4pIUnXvnxCVP4Pwp5Hufmnifg+u7z/zgrAXHm+/v7MhwOlcGwh4XHPR6PpdPpSBiGD7lXR6ORMrMwDCWbzWqoAFtl+QArjsPGGFjxgCeJmTYLK2BSItdnrqA/IFC2HLGdS46xtvMLJs/lIdkC6JpfvMcx7zyPjA8YL290/sF7LLy4cMCOid+zffT1l8sd277x/3Y8PLfD4VAajYYesgliZgXRqD5jffv9vp7bUqlUZH19XY6Pj0Xkaq05F4Jj8+0Yfd91Ce32HZ/C7Oo7t2OVemu1tXjOQmQUrnKb82gKC4Es4Nl2XCG8PjxzKT2W7kT1k5/x0Rg7Llsdj9fazifG6lPW8TeEiTjjvAnYb04mEz3gEvOdy+X0gNbV1VXZ3d2dMSCBttq+2/5BGM/n83L79m2p1WqyurrqFMRSqZRks1kpl8tKk3EQIs6fQbGIMAylWCyqFxdKEq8dch7y+bxW3EOVOAiRnGsGGl6pVGR3d1c9RSj/jGfgfdrc3JStrS151ateJZubm+q1CcOrg2/X19dVGcN1jJO9VCiXDcXj8vJSRqOR8qbxeCzHx8eSSqWk1+vpmVp2PWu1mrZXLpdlY2NDms2mjEYjOTg4kHQ6LVtbW1o5dTAYyL1799SAgxBopqtQrli5heUeYYjoC3KRGKxR4FHBtQ99AqG973ovLjwOOSlqP8/re7/fl3a7LcvLy5LL5WboCvAexTc4h9LSMft9xk2OSBG5XrvhcKheWBgjh8OhKu2g3SsrKzIajfR5KDw7OzuaM8lzCaNzLpeTarUqo9FIjo6O5PDwUA0mrvmKgrjPxqWtnEuH/rCX2eYO+tpy0Xlfn3z3LA7fpB0XPPHKj8jDlhrfffwtEi8Eyf4dtci+duJ8iy31IjKzwRAfykjG+T3wDvR6PY1vZubR6/U0lGA4HGotfIS+cT16JA7iGveZBZvp9PoEcjBbrgR0fn6uAjtiZ5GIisRfjMNaorGhmGmCMYKBIpQDsfTWc8Prw54b5KlAOMDBkwwczuWyktu5wHpa4diuues5FwHi9mFJwsGG/E3+sQYA/B8EgZbHxfxx/oZLGLXAfWLCd3l5KYPBQE5PT+UTn/iEFAoF2d7enkkwjrvnor4fxXzjEEHLABmP2ELoaht4DMHPKpquebLf94HdXz6ciLrH37LKjn0+ai1wzYatuQR1CAs8F6AXwBNcA2AOWRmyCpLdT3ZfxgGreLnmjL/BzHt9fX3mrA7QY66YxnuY37drBOPPZDLRAi/I3+SwP+5rNpuV3d1dHTvo3HA41NxEeKi2t7dVCRIR9WRjXqHQVatVCcNQPcA4nwhKwtLSkkYawCCWzWZlY2ND8V3kKu8wn89LLpfTcbFCB0in0+oRQj4RLMg8R1zhLp/P633OgVhbW5OlpSXlS2dnZ8rjsHeRT1Uul5XXQKA8Pj6WXq8nL7zwgmSzWS10gwISjUZDCoWC7O3tyc7Ojio/8HqCRoRhqIJuo9GQZ599Vj3nmGOsjY/+u8BF1x6XUOdqzyeEYqyWn8RpN26/fHzG9sm22+v1ZH9/X1qtluzs7MxUimQ+BzmHj9Rw9Zd/c1ECngO0z+e9Qd5BxTMU+YCcEASBDIdDOTw8lNFoJJubm7q/oBhDjoOyBONvoVCQWq0mrVZLDRVWKXTN8yKKkaudKBopcr1H4TlFn3mvWuU7bp+ieBz/H3fcLtyJA0+08uMbqCucJO67URCHMNjn+bfrHhgpQmEuLy/VRY9zM5hZu6wZiJXu9Xoa6wymBAvhaDRSBQiuYRBxPIuY2WKxOJOEahWv0WgkZ2dncn5+LtVqVRkV9w1K2XQ6lZOTEzk4OJCLiwup1Wqys7OjuTYsSGB8CPdArDuStVOplCptqHyE6lBWmGChHT8INUqlUrK1tSXFYlEZLAAKJQikS0hkoQCCHltroCSIzB6iCW8V8JJjxtnLhvsguhwOCYsMC5pg0hwyw3iGuWJvEc83frsUOitMrq+vS6VSUUV9MBjIcDh8SDlgy9G8fWO/57sfl7i69jzahhDI13keOZ4c8w8FnnED/1uXP/oZpbBZAYAVg0XBMh+fADaPmcYReKySjd9sJUdb9tv8vw2NdSlbdi7iKJeub7raZDqFfQDvh4jM7EsweZFrHOJ9xNd5HFCcoUAxHUAbTKsQ/sVx/mtra5LL5dSYJSJSKBTk6aeflslkoh51Vnwmk4mG3iBkBUoPPDdojwUc0FyE3uAQQ1i0kZMA4Syfz2vFKyiK2WxWQ/yCIJhRJO0apdNpyefz6nWDMMrVvED7UBAiDK9Cb4AzUMSQN4dxo23kZU2nU83xQenubDYrm5ubcufOHc1rwlywRxjru76+rgUpVlZWZG1tTRqNhvIVVhYtLsfZW769Ou+9qLZ8RgxXv6Loz6JyT1R/owRaew8loofDoWxsbMwYK/gHOAplg8MT2RjDewuK9ng8VuXVhqVBJkOC/2Qy0aqL8KJyoYwXXnhBzs7OZox/qHjJRRAg08EDu7Kyovm98LayDGHn6CZ8Imr+XcAyCOYRBnkbMcFRNyxPuNq047FjsvzAp1i5FFzQj7jwRCs/IrOMbJ7lxSoOL2V/7LUowgIAA0asZbFY1Pr1rlAtwMXFhQyHQw19m06nsrGxIaVSSRWd6fQqj6jX60m73VbGw4mcFxcX0ul0JJ/PzwiInKgM1y8EcoTpIZwKfYWnZzKZqPfp4uJC8vn8TKllnjMwtMvLSyUGcLuCmKyurmrpSTAhVB1jgZ6FWlj8wCxB9OAFYQEI8we3OEIB2ROE57m6ECsmWFesO8bLib4YD/rIhAXX0Af8WGEF37EnS+O6bYeVOVsdCvhncdMKvblcTq1wmMsHDx5EMvk4uD/PEjVvz0btfViKwSRhQWcrL95jCy7W2CquAJfiEwU+ZuYaw6I0Ko5C4/p/EUbK62PHwvSJn3W9b9uK+tYi/ZoHLvrPCnucftk1smNioYxzLq1Bwoev2K/sFRe5xjUk6HMojg3nRHvZbFa98lDsQB/YGMK0AJ4hWHmxZ6CcgR7igGjOQ83n87K3tye1Wk0FQPQd7UNAQehepVJReri2tia7u7uSyWS04tx4PFYPy3A41Bws0Gp4mtgrHQSBGskmk4keaLq6uirNZlPzUPf29mR7e/uhgyeZbotcGSbxDXi1EC7ORSvsms0DlzC6iHIQt33fNyzecX9cwiVfX6QvLmOI6z54KOd6sVcZewreP6wbPCYw6HLRJv4NfIBHCYejBkGgchK/gxDPMLwONcVcYL3tXuVwZnhWOUoGP1xIA0Y2yChR9CzOvUeRb5n+2blzGat53GwYAkThs70fB/dddNqnA8yDJ175AQDpRB62fsxj8q77j6Jhu9rwEQDuK4Q0MCycCOwTbHAdwi08EIiP3djYUMUBlX/u378v3W5Xms2mbGxszHwvDK8sa61WS5NZ+ZRwtIEqR9gM3D/2ZOCHD8gD0WBCICIzFZZQBeX09FQKhYJks1ktqQqFcH9/X8/f4cRbDrNAIYhutyuHh4eyv78vp6enKmDwQauuTYbnQMCsAoL7CL3j80lYqOJwGtzD2G0RA5scjm+yIM7rDSsWvJ1IfrZCPQsgLPgwU2BlwIW7EFw2NjYkn8+LyFVoApRPnj8eK/+2MM+i5bMI2b1g147fYebabrel0+lItVp96HR6vAeLcbvdlmazKSKiVvZHpQm+PkfRCte7izI633NoK6q9KMWUBVyRxXMdFmGOiyjFViHzMck4dN8lpEYBP+sL30ObVujE/9x37H88z9ZNVlzwHvYxaK890NQqafgf3msW0JaXl7UCHkIAQcvwbSh51WpVisWiWtKtR5Dpc7ValUqlosc4YK7K5bKUy2U1mAVBoEngo9FIBVY+NHZpaWnGC49cRD5LCG1Xq1UZj8eyvLys7dqwad4PKysrWuIcYdvsIUSOYxwlJi7OPAr48DoKfIrN49gLtl9R+x2yA/gg5BIUr0BEC3sqm82mHB4eSrfblWw2K7VabebIBduHy8tLOTk5kU9+8pMyGo2kWq3q4blcRfXi4kJxBPgFXOYiIzA4X15eSqFQkN3dXa2kuLy8LIPBYMY4yV4SlhGgADEPfly8Zh5w5IFLybDyKeQWHFMA2QDy3Txw4YArly8OPMq++axQfuZpj77rPiHipUK6qD5YJOOqbXEsOGCOmUxGisWieo5QRAEJtfV6XU5OTqTb7Uq/39fDO8EkR6ORtNtt2dzcVEIDy0UYhtJqtdT1m8lkZs4gQl9SqZRayqbTqVrrmCnjN/qOkK3RaCQnJyd6KGqhUNA24R2BhwSV0CqVijJoDp3jvxFGiOT8vb09jRGGkuYS/EHYoBQilI+FCVgDoRCwtwBKBXJ3wjBU797q6qqMRiMNw8AhihxexcIlK1xQQMEE0B8QcbbKsNCD9jgenxVAzDULRQBeP3gGMRZAlLJjhXuLE/aZeQJ7FLhownR6Fb8MRoV1t30Ow1CTrR88eCCTyUT3gxXubyIM2L7dhNHdVOmZRwftNcYZfp+vW8Exqi8uemvfizsXPhxx9Ztx2yfs2THO+zbGzIYEgPX08DtW2XT1I0oAZa8vBEX8b0NQ7O8oIRRtMM3hvcMHOTJtAS2CsY6LGlgehTBCKB24bw0yuVxOq+pxGBILnpgbm5+JMD/rmQFNhVKEwhLcVx5XOp2WQqEg0+lUczfAZ7AO+Xx+JoTQxUPsmsZRuO07i0LUey6axfw4am8+CkThNN+HIW9tbU3y+by0221ptVqSyWRmQrgvLy+l0WjoOXi7u7ty9+5dDXkUefhsQ1xbX1+Xfr+vof7AA94/8K6i+iO+CcN0Op2Wfr+vPLdUKsnTTz8tu7u7GoqJvD3gK3tPwPvsfmNv10upCLhwAHPF+4nlS1vwgJVV7IGb9iFKMbZ9tH/j/zjKF+CJVn6sm9kyFb5ur0VtxMe14aMEQdezNhSMkQzXXMwL70IAr9VqmrcDppRKXZ3QWygU5PDwUKv/4DvwAKF4AurTw5uBTdztdpXYINmTFTUQD3hjUMGnUCioZYPLILNQn0qlNNxtNBpJqVSSzc1NbYeTzxGLC08UFCgOvYNChdCJ7e1tVfpAyMDkWPlhZQH9gUeKn0OVvU6no3MPpo7qM8hd4jKzsLDCo9VqtTRE0brtWUlAyAmSdjmPBWOBZRJKH1uWMPfsYrehNRifyyOCv4MgmDkNnQULgCVkLDDx/1w1kImu9eRym7795HuOGTtXBuL55f2FfiAxulKpKCNkg4SdE/7bXnP109X/xyls2G+5lI8oIc3XXxbifYJSlFJi77sUFRceuPpn+4C1cfEGQFQxhUXmn9fZ9tk1Np8w48IPFohYWOJvu/pshVhWtli4tHzEF7bo8uixkBQED+dFoX37Dtpio5QdC/qJNuFlcXnCWGlBG9ZLxnPItBvftd4pnlPwEPA4GKfsHDAPs2341juOoLqoUuQTCvneov1z4cS8fnC7UfTA13+Ra/6N0uuoWgtex+fXXVxcaPGKcrmsdJ55Eu8p5BHz/rX7Ac/afGBUJkQY9PLysoZU5vN52djY0ENQu92uHB8fS6PR0GMgyuWyFrKCN4n3Ahu+5ykTj8orfGtr6YXFKz4ImvdfVH9c+Oib80X7flN4opUfF/Hje2zFcSF6XEYU9b9PUJi32V2CA/cLVitui5GStVwIsUg4LZfLGp8dhqEmy0K4FhFNoGflZ2lpSQaDgZ7lsrGxoRsb/YGygZKmXFefvQsQkFHuNZ/PawgRM0KRa8aKbyCfaG1tTc/HGI1GSnCQBHx0dKTMB0SKGR0ICRJmgyCQVqullj8XcbECGqq8YKxwkXPyY7/f1ypMiLOHcoH79Xpder2eKqQQwHHw6mAw0ERjrBfmCYoalJZ+vy+NRkPzlhDzPBwONb7dh1PD4VDbEBF9FvlNOPfCMjC0xcKQzTdgAcCGHLjmGsqYFV6hyFslwgVxhQjgGJf9jdr/WDvgHZRHF57beXEpMXFpjk+pco03igHME45cz84TdFz3owSiKGUuShhjvICxwzVuK/Sz0oO1YuHWhne4xjCPqVqhwKXc+NrF/zavzK6zxa0oXLI8jhUefMsKMz4lmH/b77gEId968PhtiDMLdVgT1zdgKbfhNFE807VO6BOHF7Ny5hsX07G1tbWZnBB42jG3lobZ+Y6CKHx7FAHPh99R7cfdB757NxFiuU1eM3hFcrmcbG5uSrfbVaUARzYgpxgh/jiA1O4JkWsjChf9gDxh18saXux1EVG+IHIlV3GuXCqV0miRs7MzOT4+ViNyoVDQCBt8F/QO0SCu4w98c22vxaFfrv/nrT3vbTZgY16YFvn6N68v82ARXhIHnmjlx2rsPOEQzHxuMLvocRZrEYhCKstUrGcHxJ4ZByOXZQTMcNjzwYIzC9KWKYGooAw0QrGYKMCFC28Gn+iOzW77BAaGuHGR2Rh1l+bPlnkI5GgLBKbT6WgODpgSwhhsCAhCF1AY4fT0VNrtdmxBDnNaKBRkc3NTqtWqiFwTv7W1NWm1WlpJCDHmIiKdTkdardaMtwkKIVz6UERwoNpwONTzDMAEMPc4oR3jZmG83+/rt6rV6kxiIod7tNttmUwmUq/XVVlCgjISmxHGZ+eElRuLGzznIJCWAVthAzH8YECp1HUZc66g51qbqP3K+wxCCtzySJpmrx9bCNk6DfzjcVt6YueHr/toDzMS21du0wqEiyg0uGf3mqsP9l6UUMTv2+9bxYLH5wIroAI/oHTCk4sfF822Y2OaB5znQ32xB11ztygTdeG/Ff5tn61X19JB15y5+mnXzecd8+GHrw+u8bkUIm7b/u0SFgFRBknbHt+zgpXrfVf/7DzZ533zY8N++H14gTnUJ44cERe/FhFi5wnIrnWJ6uMi62vpV5z+xqFh/D+McaAFHFnBR1YUi8WHjHaucducWi5KYp910RuMmelSEAQaksl8Fzm4YRiq4XI6vSoG1Wq1ZDqdSqvVkoODA410KZVKMweHWtx3rYftt+u+D3gP+d5zGY180Q9x8JL7ye/asfn4kt2/N6XfnxXKDws4Im6mwr/ntclt4O+bgI942L74iJ1l7jZ2mUNwMH7e2CIPE3FrzQBSI7Z1Y2NDBoOBdLtdGQwGmrgXhqEKjizE2wpY3Hf2wKAvNj47CK7P8OHcEZxIjphrPItY7uXlZalWqw8JRr4QQRREsGW5o9YtDK/izGu1mjz11FNSqVQkn8+r4L62tqZnbPR6PanX61pE4fLyUk5PT+Xw8FBzTFAGFpWTCoWC5i09ePBAzs7OpN1u6zNYRxCb4XAog8FALVjr6+s6njAM1dK0vb2t3jH2UiCfCwQVhBjhg61WS8e8tbU1YxXzMT/rBcE1AFtH8T+E07OzM2k2m7K8vCydTkey2ax6HrHGqFTIoTr49jwmbokoQiWazaZ6voAzYGg2GdXiLeep4Rm2UnMFId4fVjHitbV7nMfnEoRdAh7nafHaYPx237NQyc/Z9eXvuWiWi+G5mDXf913nePLRaCSTyURz/HyCHNMGrrwEz6vIVdUmeJQRr4/vunKA5vXXtZ5cDMUnQLm8F7jnUzB8YIWWxw1xBHCAS8lY5Dv2m1F8E9ce1/jnvW8NhpYuvBTfnAeLCLauOY163ieI4v68PsUZW1zFDnQLRk8YxILgKiwSxS1QGIHzwHxCOOQYPibD8sm4cyVyXQSA24JnJJPJSK1WU8PmaDSSbrcro9FIXnjhBZV9Tk9PJZ1O69lZfP6Wi2b4lABX/3AvipbN+9+O1fXdm+zFeWOyEIfnLwJPtPIDsMzd/sTdwLbNmyo9rjYWWTSMwwosuOeKL+ZYUW6X/4fQzCUdQdSD4Ko86MbGhtTrdWm1WtJoNGYOocOZLij5icpyDJY5uAQu37hFRJMPJ5OJtFotOTk5UWUBZVfhImYhE8SRS0UyU7aKYpSlAYIplK2NjQ21PiHEEMpiqVSSo6MjaTab0ul0ZDQaSSaT0XLc9XpdMpmMlEol2dvbk62tLf0+Dg4rlUqyv78vjUZDlRd4s9BneM/4gFqMDYUUHjx4oGsHgdGW68Y4cQo7lMfp9Or8psFgMKOksaWWccpHJHGfFVIIniKi8c5Quo6Pj1WxKxQKGt63urqqIYDsBbUwT2Dl/6GcwGuIsbH3h5URKzzw/y6BiL1FNsHVJYTgeTZcIDzHZcyxY2JFDJZG3s8Wp1300AUuJuNrzwoZPsXJgkuhSqVSMhwOVSnmPDpX+JbtL2gdSv/3er0ZxaTX68nOzs5cOsRj8fEObgN4xcqUZeZWGbXjt31aRAC7KbgUj5u+LzKr4EUJ0fyuFaJ8/8f5/rxn4tAPvm75iDUksuEhLliZ4FFlDLQTdc0lILv27iLfcq2nTxifJ9BG9Z0VGt5HyLW5vLxUHuHDKe7DYDCQRqOh/AYVB0UeznubB4g22djYEJHrc7VAw9PptNRqNUmlUvLgwQONmrm4uJB+v6+Fm2Dg2dra0kp16LM1Prn2lY/OxlnfKH5p5UMYvC1fugkOz9u78/i667m4iivgiVZ+XMiNHy5fifs3bdsH8xj7PAbgesclFPgsEj7GKvKw4jGvDxDGi8WiFItFefDggbTbba0Uhw07mUz0FHBYUH1EwwpCLIDhPlvTwzDUw+eQ4Fiv12U6nUoul9Ny11ztDIfxcRlJGyLB7ul5xJnnFEoCvF9BEGiuCJS0QqEgq6urKsyzMHtxcSHj8VhKpZJUKhXNX4LgHYahKpy5XE49Pzh4TeRaEUb58lKppNVsMDac3XTv3j2p1+vSaDQ0sRJWKDAMlKKFAow4Y3iVut2uWqcgdLpieV2CIO89KKGsyMPzgnlCOVNYuaAMdDodEbk6U8hWk+NvLrJHWUkArvE6sIDDeRjcfx4zcBCA8WKu4M1EhTiXEgmhGUooe8mAyz4FCFY4kasQTJsoa+meT3lJpVIa2sfGFuvRw7PcD2auNiQX4FLEAMw88c1+vy8vvvii7O/vSy6Xkzt37sjm5qbkcrkZOmMFAuDaeDyWer2u4a3YsyKiXjkfrWCc8fEN/i484vBUiYhes+3CW455jPKY8/zEBZ9QGvWs73++vqhgw89HKb+PU7mzfMX1vg8HXX3lcfM6WuWHaZ7POOPqj+3Xoyidlqf5hGPfeHkPR/Xfh6tRxgE7R1GCtus6DJCu4jqYb1SkdY2T/0db4HNBcFWwaWdnRzKZjNJ99gRHzQXziFKpNFMCnQuArK+vS61WE5GrQ1uLxaKEYSh7e3sSBMHMESUbGxs6PjZs+fZ21F57VKWa22LegGqO4FEcmWHp+U2/Z6/dpL048EQrPww+5cAluM1rJ6rNOO3cFBH5e1b44NAxfo6FNhHRuFNcZ+HJNYYwvA6/wSndOPEaifRI/sYBkYVCQTc8NisLIa6+8T2eH7yL51E4IJVKycnJifR6PTk6OtK8m263q3lJAHY327Nq2NsDYROeI/Ye+QR8xO36CBATA4TAsReBD8qDyx7jR8xxoVDQcD4IokyMUfYzl8tp5T4of7AeIawP52PAIgZLUxBchf6VSiWpVquyvr6uY0HY2cnJiVrIe72eertcSqxdaxZ6OeeCc3dOTk5UIC0WixrfjPyOXC4nvV5Pzs7ONI/KKg2uPeO7bo0D6C8UQj7TAVY83Mf8ctgm1iwMr0ph93o9vTcajaTf7+tY1tbWpFKpaP4WC9PANwjNwE142oCjmUxGK03hXZ5zhEeg3CpXImJFgT1LOCTQ7kGEcWI8HMbFSpgNC+T5xHpbQdQKQXwNgLkdj8cyGAw0vBO5h1gHpi14jwEHGJ6dncnFxYWUSiUtUMJ7z0fbbdsugYP7gmqNnU5HUqmUWm5ZWBO52hPAMzunrm88DuXAN0dR7d1UaIpSLuJeE5kdO+OIi3+5hKJFFUoXnuI69pD1CovMFq2IqsoV1b9HFVBtu6754vl0KYjz+uFbV8sz0c4iSrgPLE9hWmbxw8pDUcrWdDrV4kc4rLtUKmk7bDD2hTTy+MD3EQmDdkDPmW6XSiUpFAparAHnxoHepdNprRLHR2VEeRXtmvjmfBEDhG//YD5hYGPDIT/H9HWRfrtwM0pmtc+55JB58EQrP7woromC0uASoBYh9L4FXvQd2z9+zj7PRAcE2CpEAFgHWPDg+HkW4Cyi8caHNwPhRhDoUbkEHhgQD6v187iskOMjYDyf6EO5XJ4JDUPpa1RLExFpNpu6tghN49OfRUQtKJZhwfJqra8uYsqeB1dIHfedDzPlexyPzFWoQBwhLEPRsEoZlB+EskGhgXcJ70ynU+n1euqhA25ACMtms1IqlVSgRulx651pNpvS7Xb1TAO7ZhaXWTmwuI5vd7tduXfvngyHQ9na2pLNzU2p1WqqfKCIw8nJiRwcHGgZcS6ugfnDtzjfw+4dxjc8x//zOvC4kK8F5QTzgzEC53q9njSbzRkchcLGzBBzzpWiMJbxeKwKZy6Xk9XVVS1skU6nZWtrS9ceHgW795GrhQIasJKijD0rQ/C0Ac/xP5RdEdHiAMBnxh+EaULwB75AWQPYGHobkmxxB/QZShTjPtphzxqH9wFAr+r1uhweHqrHdXNzUzY3NzWsE32+CVg8g6fp8PBQPvWpT8nl5aWUSiWdHyj02JuZTEZpm61m6FpbgN1PLr7FilYUr/Ht3agxz+OTPl7oEpiZbuJaFC+NEtBcyp1LQPIpgSysWn6EH/ZIszDONMnSRRdNwv04ssMiELU289bN4oOdA1db8/puPWBxBNZ5CqyrjyzTRfXJ8qS1tTWp1WoawQL+4xPa7ZqykM28yMo9eBZ0C0Zp5iUiVwas9fV1bQN98fFa27d5SkPU/MRVljAWNqKxPOpqK44S7FLY49IC/q5r/uPAE638iMwSFBcS+CY/7sazEEV4fdejCIdLmfIxCYCNK4c2bq2yvnG7FCAIeaiugkMg4U0Jw1AFLJxJA8bA3hbX+FxzxuNjgoYQFQiDm5ubKlheXl5KPp/X8tPtdltSqZTW94c3g93iLETh2zxPHK7jWgc87xISWLnhEpX8DXYVW+svE1PrgWLmy4SH/8acccgUKuVh3VCTH4otCBe8DmE4W7nm8vJSFSiLdy7FlueVf1igQEGITqcj6XRaS3pns1kNecNhq6urq7KysiJnZ2dydnYme3t72m9WsjC3tm+MZ5ZYYi4wfgj3Fj+B01yQgOc+CALp9Xpyenqqnrvz83Mt0d7r9fQbqEIEIR/zAw/bgwcPZDgcSrlc1gIarVZrRsBPpVIz1f2YCfX7fTk4OFA8LBaLWj0QfcXhlAjhxHg4bA7nRpXLZR37dDqVwWAgIqJrwB4ktoxD2WKviFX0WVjEbxS2gMcLHjDkJmLebDVJrD+EizAMNV/o9PRUyuWy7O7uys7OjhSLRVUwbSini+G6cJ7/531wcXEhp6en8sILL2j5XYwHeI1vVKtVuby81Nh+nife85bmMx5bIczH+xis8s/9j1KM4ghgdo6iBCqXUOYSWlzKhH3Gdf2mSgX3i3kZ0wkA8NCG4tr+++Y6rgIUZ07jrMujKFtRykAcodz+bduIen+Re/wNi1Ou52HQ46qPi4xzHn7avcnv2eqADK7wvTjrd9M1dvWPx8HX8SwMx4i0sfQcbcQJH4wLvnXEvTiKlgueSOUHgwSTRpgKQk84FEnkYWsEII6W6VMkHpfyw/dFrmP5e72eDIdDGY1GmlOCxHa8k06nVdDB/V6vp8gJgOCBggGj0UjS6bQMBgMNLULpSCDa0tKS9Pt9OTw81LNo+v2+hnWg1LOdHxaGIWChUAIS3VE1DtZaCHTT6VQ6nY6EYaiCCoQuhHBBYD47O9Pk/nq9LoVCQcPObAgOhBAckgZBFYek8doEwVVS5Gg00pwdlICGEMZCIAowQHFDTgtXLbu8vNQDYtEfKEWpVErXBInaCO3D2mJM6DMLb9j86DPc6L1eTz0UUCjxP/YFrEwQ9mHFh6ICBYjD8EAA4Q1Epbh0Oq3eOShhbFXtdrsaGoSKa2F45aHAuRkrKyszlefS6bQeIIu9wUJTFFFkgg16gDOO4F1pNps6JhDylZUVPdgW8484cXhFut2uNJtNabfbM+c7IMcKeVdLS0uytbU1kwgLBohwzm63K+fn54rnUCoajYbuWT6jBJ4+5ErV63W5f/++TCYTKRaLMhwOpdFoaFgolJhMJqPeTswLcOv+/fvy4MEDDQEBPmHPplJXFZeQd8Px6BD42+22hupBweKDiVGsgxVWKEqgXyhGAaPH+vq6rK+v6/7B3uM1hzcnlUqpQtpsNjUsF0YaGAUeRRjk/Ya1arVacnZ2Jr1eT8cOoxH2AQ5mxDUodhCE2FvsCiVyfZsVpSglhu8zH7LGnJsoP3GVDts322/ui33GCra2PZ4TniPbZysgWWHNKtWuPYD1XF1dlTCc9UZGzck85dTXV9/9ec9b5XiRtu11nyI+T/DH/z6jYRRYnPc94xqba4/gHhtLguDaKOSaX1/brnmNI1v61tCFy/PWzPeteXhigWUI2ye7H6AowljJMhSHhXKf5uGgb1yWVvF4omgR8tLjjF1EJAgfl3r2aYQHDx7I7du3P9PdSCCBBBJIIIEEEkgggQT+nMD9+/fl1q1bkc88kcrPdDqVZ599Vj73cz9X7t+/L4VC4TPdpQT+HEOn05Hbt28nuJJALEjwJYFFIMGXBBaBBF8SWAQSfIkPiDLZ3d2dm8/4RIa9Ic9DRDQ/JYEE5kGCKwksAgm+JLAIJPiSwCKQ4EsCi0CCL/GgWCzGei5+XbgEEkgggQQSSCCBBBJIIIEnGBLlJ4EEEkgggQQSSCCBBBJ4WcATq/ysrq7Kj/zIj+gBigkk4IMEVxJYBBJ8SWARSPAlgUUgwZcEFoEEX14aeCILHiSQQAIJJJBAAgkkkEACCSwKT6znJ4EEEkgggQQSSCCBBBJIYBFIlJ8EEkgggQQSSCCBBBJI4GUBifKTQAIJJJBAAgkkkEACCbwsIFF+EkgggQQSSCCBBBJIIIGXBTyRys8v/MIvyNNPPy1ra2vy+te/Xv7X//pfn+kuJfBphne84x3yhV/4hZLP56VWq8nf/bt/V5599tmZZ8IwlB/90R+V3d1dWV9fl7/+1/+6fPSjH515Zjwey3d+53fK5uamZLNZ+Tt/5+/IgwcPPp1DSeAzAO94xzskCAJ561vfqtcSfEmAYX9/X77pm75JKpWKZDIZ+Ut/6S/Jhz70Ib2f4EsCIiKXl5fyL/7Fv5Cnn35a1tfX5ZlnnpEf//Efl+l0qs8kuPLyhf/5P/+n/O2//bdld3dXgiCQ//Sf/tPM/ceFG81mU775m79ZisWiFItF+eZv/mZptVov8eieYAifMHjPe94TLi8vh7/4i78YfuxjHwvf8pa3hNlsNrx3795numsJfBrhq7/6q8Nf/uVfDv/0T/80/PCHPxx+7dd+bXjnzp2w1+vpMz/1Uz8V5vP58Nd//dfDj3zkI+Hf+3t/L9zZ2Qk7nY4+823f9m3h3t5e+N73vjf8oz/6o/DLv/zLw7/4F/9ieHl5+ZkYVgKfBvjgBz8YPvXUU+EXfMEXhG95y1v0eoIvCQAajUZ49+7d8B/+w38Y/uEf/mH4/PPPh7/3e78XfvKTn9RnEnxJIAzD8Cd+4ifCSqUS/uf//J/D559/PvyP//E/hrlcLnznO9+pzyS48vKF//Jf/kv4wz/8w+Gv//qvhyIS/uZv/ubM/ceFG1/zNV8Tvva1rw3f//73h+9///vD1772teEb3/jGT9cwnzh44pSfv/JX/kr4bd/2bTPXXvOa14Q/8AM/8BnqUQJ/HuDk5CQUkfB973tfGIZhOJ1Ow+3t7fCnfuqn9JnRaBQWi8XwX//rfx2GYRi2Wq1weXk5fM973qPP7O/vh6lUKvyv//W/fnoHkMCnBbrdbviqV70qfO973xt+2Zd9mSo/Cb4kwPD93//94Zd+6Zd67yf4kgDga7/2a8N/9I/+0cy1r/u6rwu/6Zu+KQzDBFcSuAar/Dwu3PjYxz4Wikj4v//3/9ZnPvCBD4QiEv7Zn/3ZSzyqJxOeqLC38/Nz+dCHPiRf9VVfNXP9q77qq+T973//Z6hXCfx5gHa7LSIiGxsbIiLy/PPPy9HR0QyurK6uypd92ZcprnzoQx+Si4uLmWd2d3flta99bYJPn6Xwz/7ZP5Ov/dqvla/8yq+cuZ7gSwIMv/VbvyVveMMb5Ou//uulVqvJ6173OvnFX/xFvZ/gSwKAL/3SL5X/9t/+m3z84x8XEZH/+3//r/zBH/yB/K2/9bdEJMGVBPzwuHDjAx/4gBSLRfmiL/oifeav/tW/KsViMcEfDyx9pjuwCJydnclkMpGtra2Z61tbW3J0dPQZ6lUCn2kIw1De9ra3yZd+6ZfKa1/7WhERxQcXrty7d0+fWVlZkXK5/NAzCT599sF73vMe+aM/+iP5P//n/zx0L8GXBBiee+45ede73iVve9vb5Id+6Ifkgx/8oHzXd32XrK6uypvf/OYEXxJQ+P7v/35pt9vymte8RtLptEwmE/nJn/xJ+cZv/EYRSWhLAn54XLhxdHQktVrtofZrtVqCPx54opQfQBAEM/+HYfjQtQRePvAd3/Ed8id/8ifyB3/wBw/duwmuJPj02Qf379+Xt7zlLfK7v/u7sra25n0uwZcERESm06m84Q1vkLe//e0iIvK6171OPvrRj8q73vUuefOb36zPJfiSwH/4D/9BfvVXf1V+7dd+TT7v8z5PPvzhD8tb3/pW2d3dlW/5lm/R5xJcScAHjwM3XM8n+OOHJyrsbXNzU9Lp9EOa7MnJyUOacwIvD/jO7/xO+a3f+i35/d//fbl165Ze397eFhGJxJXt7W05Pz+XZrPpfSaBzw740Ic+JCcnJ/L6179elpaWZGlpSd73vvfJv/pX/0qWlpZ0vRN8SUBEZGdnRz73cz935trnfM7nyIsvvigiCX1J4Br++T//5/IDP/AD8vf//t+Xz//8z5dv/uZvlu/+7u+Wd7zjHSKS4EoCfnhcuLG9vS3Hx8cPtX96eprgjweeKOVnZWVFXv/618t73/vemevvfe975Yu/+Is/Q71K4DMBYRjKd3zHd8hv/MZvyH//7/9dnn766Zn7Tz/9tGxvb8/gyvn5ubzvfe9TXHn9618vy8vLM88cHh7Kn/7pnyb49FkGX/EVXyEf+chH5MMf/rD+vOENb5A3velN8uEPf1ieeeaZBF8SUPiSL/mSh0rnf/zjH5e7d++KSEJfEriGwWAgqdSsKJVOp7XUdYIrCfjgceHGX/trf03a7bZ88IMf1Gf+8A//UNrtdoI/PvhMVFl4FECp61/6pV8KP/axj4Vvfetbw2w2G77wwguf6a4l8GmEf/pP/2lYLBbD//E//kd4eHioP4PBQJ/5qZ/6qbBYLIa/8Ru/EX7kIx8Jv/Ebv9FZQvLWrVvh7/3e74V/9Ed/FP6Nv/E3kvKiLxPgam9hmOBLAtfwwQ9+MFxaWgp/8id/MvzEJz4R/rt/9+/CTCYT/uqv/qo+k+BLAmEYht/yLd8S7u3taanr3/iN3wg3NzfD7/u+79NnElx5+UK32w3/+I//OPzjP/7jUETCn/3Znw3/+I//WI9neVy48TVf8zXhF3zBF4Qf+MAHwg984APh53/+5yelriPgiVN+wjAMf/7nfz68e/duuLKyEv7lv/yXtbxxAi8fEBHnzy//8i/rM9PpNPyRH/mRcHt7O1xdXQ3/v//v/ws/8pGPzLQzHA7D7/iO7wg3NjbC9fX18I1vfGP44osvfppHk8BnAqzyk+BLAgy//du/Hb72ta8NV1dXw9e85jXhu9/97pn7Cb4kEIZh2Ol0wre85S3hnTt3wrW1tfCZZ54Jf/iHfzgcj8f6TIIrL1/4/d//faes8i3f8i1hGD4+3KjX6+Gb3vSmMJ/Ph/l8PnzTm94UNpvNT9MonzwIwjAMPzM+pwQSSCCBBBJIIIEEEkgggU8fPFE5PwkkkEACCSSQQAIJJJBAAjeFRPlJIIEEEkgggQQSSCCBBF4WkCg/CSSQQAIJJJBAAgkkkMDLAhLlJ4EEEkgggQQSSCCBBBJ4WUCi/CSQQAIJJJBAAgkkkEACLwtIlJ8EEkgggQQSSCCBBBJI4GUBifKTQAIJJJBAAgkkkEACCbwsIFF+EkgggQQSSCCBBBJIIIGXBSTKTwIJJJBAAgkkkEACCSTwsoBE+UkggQQSSCCBBBJIIIEEXhaQKD8JJJBAAgkkkEACCSSQwMsCEuUngQQSSCCBBBJIIIEEEnhZwP8PaX1acj+//zIAAAAASUVORK5CYII=",
|
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"text/plain": [
|
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"<Figure size 1000x1000 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
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}
|
|
],
|
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"source": [
|
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"#Invert the binary image\n",
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"binary_image = cv2.bitwise_not(binary_image)\n",
|
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"# Calc connected components\n",
|
|
"num_labels, labels, stats, centroids = cv2.connectedComponentsWithStats(binary_image, connectivity=8)\n",
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"\n",
|
|
"# Plot centers and bounding boxes of connected components in the snippet\n",
|
|
"plt.figure(figsize=(10,10))\n",
|
|
"plt.imshow(img_copy, cmap='gray')\n",
|
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"for i in range(70,71):#range(1,num_labels):\n",
|
|
" x = stats[i, cv2.CC_STAT_LEFT]\n",
|
|
" y = stats[i, cv2.CC_STAT_TOP]\n",
|
|
" w = stats[i, cv2.CC_STAT_WIDTH]\n",
|
|
" h = stats[i, cv2.CC_STAT_HEIGHT]\n",
|
|
" cx = centroids[i,0]\n",
|
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" cy = centroids[i,1]\n",
|
|
" # Plot bounding box as rectangle\n",
|
|
" plt.plot([x,x+w],[y,y],'r-')\n",
|
|
" plt.plot([x,x],[y,y+h],'r-')\n",
|
|
" plt.plot([x,x+w],[y+h,y+h],'r-')\n",
|
|
" plt.plot([x+w,x+w],[y,y+h],'r-')\n",
|
|
"\n",
|
|
" # Plot center as cross\n",
|
|
" plt.plot([cx-5,cx+5],[cy,cy],'g-')\n",
|
|
" plt.plot([cx,cx],[cy-5,cy+5],'g-')\n",
|
|
"\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 170,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"ename": "IndexError",
|
|
"evalue": "boolean index did not match indexed array along dimension 0; dimension is 700 but corresponding boolean dimension is 699",
|
|
"output_type": "error",
|
|
"traceback": [
|
|
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
|
|
"\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)",
|
|
"\u001b[1;32m/home/elena/Documents/Projects/kassenzettel-django-react/testings/linedetection_paper.ipynb Cell 4\u001b[0m line \u001b[0;36m1\n\u001b[1;32m <a href='vscode-notebook-cell:/home/elena/Documents/Projects/kassenzettel-django-react/testings/linedetection_paper.ipynb#W3sZmlsZQ%3D%3D?line=10'>11</a>\u001b[0m \u001b[39mfor\u001b[39;00m i \u001b[39min\u001b[39;00m \u001b[39mrange\u001b[39m(\u001b[39m1\u001b[39m,num_labels):\n\u001b[1;32m <a href='vscode-notebook-cell:/home/elena/Documents/Projects/kassenzettel-django-react/testings/linedetection_paper.ipynb#W3sZmlsZQ%3D%3D?line=11'>12</a>\u001b[0m mask \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39mzeros(binary_image\u001b[39m.\u001b[39mshape, np\u001b[39m.\u001b[39muint8)\n\u001b[0;32m---> <a href='vscode-notebook-cell:/home/elena/Documents/Projects/kassenzettel-django-react/testings/linedetection_paper.ipynb#W3sZmlsZQ%3D%3D?line=12'>13</a>\u001b[0m mask[labels \u001b[39m==\u001b[39;49m i] \u001b[39m=\u001b[39m \u001b[39m255\u001b[39m\n\u001b[1;32m <a href='vscode-notebook-cell:/home/elena/Documents/Projects/kassenzettel-django-react/testings/linedetection_paper.ipynb#W3sZmlsZQ%3D%3D?line=14'>15</a>\u001b[0m xy_coords \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39mflip(np\u001b[39m.\u001b[39mcolumn_stack(np\u001b[39m.\u001b[39mwhere(mask \u001b[39m==\u001b[39m \u001b[39m255\u001b[39m)), axis\u001b[39m=\u001b[39m\u001b[39m1\u001b[39m)\n\u001b[1;32m <a href='vscode-notebook-cell:/home/elena/Documents/Projects/kassenzettel-django-react/testings/linedetection_paper.ipynb#W3sZmlsZQ%3D%3D?line=15'>16</a>\u001b[0m \u001b[39m#means[i] = np.mean(xy_coords, axis=0) # Is equal to the centroid\u001b[39;00m\n",
|
|
"\u001b[0;31mIndexError\u001b[0m: boolean index did not match indexed array along dimension 0; dimension is 700 but corresponding boolean dimension is 699"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# Calculate the mean vector and the covariance matrix of the pixels in each connected component\n",
|
|
"means = np.empty((num_labels,2))\n",
|
|
"covs = np.empty((num_labels,2,2))\n",
|
|
"eigenvalues = np.empty((num_labels,2))\n",
|
|
"eigenvectors = np.empty((num_labels,2,2))\n",
|
|
"\n",
|
|
"img_copy = cv2.cvtColor(img_snippet,cv2.COLOR_GRAY2RGB)\n",
|
|
"\n",
|
|
"labelsForDelete = []\n",
|
|
"\n",
|
|
"for i in range(1,num_labels):\n",
|
|
" mask = np.zeros(binary_image.shape, np.uint8)\n",
|
|
" mask[labels == i] = 255\n",
|
|
" \n",
|
|
" xy_coords = np.flip(np.column_stack(np.where(mask == 255)), axis=1)\n",
|
|
" #means[i] = np.mean(xy_coords, axis=0) # Is equal to the centroid\n",
|
|
" covs[i] = np.cov(xy_coords, rowvar=False)\n",
|
|
"\n",
|
|
" # Calculate the eienvalues and eigenvectors of the covariance matrix\n",
|
|
" eigenvalues[i], eigenvectors[i] = np.linalg.eig(covs[i])\n",
|
|
"\n",
|
|
" #Sort the eigenvalues and eigenvectors\n",
|
|
" idx = eigenvalues[i].argsort()[::-1]\n",
|
|
" eigenvalues[i] = eigenvalues[i][idx]\n",
|
|
" eigenvectors[i] = eigenvectors[i][:,idx]\n",
|
|
"\n",
|
|
" #If eigenvalue1 / eigenvalue2 > 15, remove the corresponding connected component\n",
|
|
" if eigenvalues[i,0] / eigenvalues[i,1] > 15**2:\n",
|
|
" labelsForDelete.append(i)\n",
|
|
"\n",
|
|
"\n",
|
|
"#Delete the connected components in list\n",
|
|
"labels = np.delete(labels, labelsForDelete, axis=0)\n",
|
|
"num_labels = num_labels - len(labelsForDelete)\n",
|
|
"stats = np.delete(stats, labelsForDelete, axis=0)\n",
|
|
"centroids = np.delete(centroids, labelsForDelete, axis=0)\n",
|
|
"eigenvalues = np.delete(eigenvalues, labelsForDelete, axis=0)\n",
|
|
"eigenvectors = np.delete(eigenvectors, labelsForDelete, axis=0)\n",
|
|
"\n",
|
|
"# Plot eigenvectors and eigenvalues as ellipses\n",
|
|
"plt.figure(figsize=(10,10))\n",
|
|
"print(num_labels)\n",
|
|
"for i in range(1,num_labels):\n",
|
|
" cx = centroids[i,0]\n",
|
|
" cy = centroids[i,1]\n",
|
|
" \n",
|
|
" # Plot eigenvalues as ellipses\n",
|
|
" cv2.ellipse(img_copy,(int(centroids[i,0]),int(centroids[i,1])),(int(np.sqrt(eigenvalues[i,0])),int(np.sqrt(eigenvalues[i,1]))),np.rad2deg(np.arctan2(eigenvectors[i,0,1],eigenvectors[i,0,0])),0,360,(0,255,0),2)\n",
|
|
"plt.imshow(img_copy, cmap='gray')\n",
|
|
"plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 143,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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HYtGiRaYTfaZfUlKSWX2e1bBhQ6NFiTXUrFlT79Uyfdzc3NClSxezVqqbNm2atqDs0qULFi9ejLCwMEl969evj82bN6NatWomn6tr166dznNsISEh2LVrl8k5XF1dsXDhQgCAs7MzKleuLCk3KjlY/BARERWj6OhoHD9+vMDx0aNHIy0tTfI4J06cwJYtWwyeT0tLw9q1a/We27Vrl1lzWSonJwfTp0/Hb7/9ZtazH1u2bDF5BWz79u0GryalpKQUy7MmCQkJ6NGjB65du6Y9du7cOSxcuNDs2wRPnTpl1WdyioKDg4PZiyf0798fISEhktrWqFEDHTp00ClKnJycMGDAAL2LdzzLzs4Orq6uZuX3NCkrKcpkMu0CFUFBQXjrrbcsno9sgwseEJng4+Ojva+8TZs2ePfddyX1u3Hjhs5tE0II3L17t0Q//ElExSMyMhIHDhyAt7c3EhISsGrVKty4ccNkP41Gg4cPH0r+6/6GDRswduxYuLm5aY/l5OTgu+++s3rxo9FoMGLECKxbtw6ZmZnIy8vDRx99hI0bN0r+/15ycjJ8fX2xfv16k8XPjh07EBUVpXMrl0ajwYYNGyQvc20NJ0+eRPv27bUfui1dVjo5Odlkm9GjR1s0NgCkp6cX6rkt4L/9hnr06FGoMYypWbMmmjRpUuB4jx49MGzYMJMLDDy5ImMpHx8fTJo0CVFRUYUah0o2Fj9EerRt2xZ16tQB8N/mc+buPQH89xehpzfby83Nxfjx45GTk4MNGzYgMzPTWukSUSlz/vx5dOzYEYMHD8aECRPw+PFjSf1SU1Px3nvv4a233sKPP/5osv3ly5fRt29f9O3bFwMGDMC+ffuwe/dus5aUNsfOnTshhMDx48fN3isH+G+T0FdffRXHjh0z2TYvL0/7cP0bb7yBq1ev4ueff8aHH35Y7M9NXb9+vVD91Wo1hgwZYrKdqQL51KlTuH//vt7ieN68eTh//rzFOVrq7NmzxXb7ZWGXWre3t9e7NxaVMaIUSk1NFQAYDKuFTCYTffv2Fbt37xa7d+8Wd+/eLdKf4QMHDoi33npLODk52fy1MxiM0hV+fn7C19fXrD4ODg4iLCxMVK5c2eb5F0W0atVK1KtXz+x+Q4cO1fv/aI1GI8LDw4s8bzs7O/H555+LGTNmCDs7O6OvLyMjQ1SvXt3kmIcOHSrwev7++29Rp06dQuerUCjEjBkzJP+u02g0YtasWZLHb926td5xcnJyhKurq8n+8fHx2j7ffPON0bY//vij3rkWLlxotJ+bm5vIycnRtp8wYYLNfu4ZBSM1NdXkzyWLH0a5jooVK4rw8HAxfPhwkZeXV6w/x3l5eSI+Pl40aNDA5u8Dg8FglMcIDg7W+/9njUYjfHx8LB43ICBAhIeHixdeeMFkW4VCIRQKhdE2crlcODk5CZlMZnI8b29v8cMPP4jExEQhhBBnzpwxu1g2Fk2bNhW3bt2S9Hvu2rVrwt7eXvLY1ip+srOzxahRo4y2nT59usjPzy8wF4uf0h0sfhgMI6FQKMTWrVtt/eMs/v77bxEYGGjz94PBYDDKW1SsWFHExMQU+P/yunXrCnVlPiQkRNy9e1ecO3dOBAQE2OS1tWvXTgwdOrRI5m/VqpWkD5ljx441a1w/Pz/x888/Fxhn4cKFkoqoJ8XP3bt3TRaKzs7OIisrS+9cxvqx+CnZIeXnkqu9Ubnk6emJjRs3WrT/gLU9//zzaNmypVV2bSciIukePHiAXbt24dSpU7h16xauXbuGU6dOYefOncjKyrJ43CeLIOTm5iIqKkpn9bLisn//fqxYsQIXL160+ti//fYb6tati0mTJhV4jujmzZs4deoUxowZg8WLF5s17t27d7Fnzx6dhQ0ePHiAHTt2mLVn0tWrV022yc/PL/SzWlQ6yYQofUtPpaWlWW2XYiqf+vbta3SJ2OL2+PFjeHt7F+qXbVkhk8nwwQcfmLUvBPDfKk9ffvkl30MiskjDhg2RlpYm6YMz/R8PDw+MHTtW+/WOHTsKvbDC9OnTMXnyZGRmZqJfv374/vvvJfWLiorCK6+8goiICCQkJJhsX7duXWzZsgUNGzYE8N+CIhEREdizZ4/BPkqlEmvWrEFERAQAYOLEifjyyy8l5UdFLzU1VWd1S71MXhsqgXjbG6Mw4erqKq5evWrrH2Mdt27dEo6OjjZ/b4ozfH19hb+/vwgODhZ//fWXOH36tDYsff7q3LlzYuzYsUYfHGYwGAxGyQ6lUimCgoIkPTP1dDg6Opr9rNaXX34p7t27J1JTU0VYWJikPq+//roQQojTp08Lb29vm79fjP8LKbe98coPlTseHh64f/++du+ekqBjx45G/9JUVoSFhaF69eoAgFmzZhXZv+MpU6bgp59+wtGjR4tkfCIiKjtq1KiB559/XvLv4YYNG2Lz5s3YtGkTZsyYUcTZkTl45YfB0BN2dnYiKirK1j/GQoj/VhTauXOnqFSpks3fl6IIuVwuVCqV8Pf3F7GxsSIpKanY3ts5c+bY/PUzGAwGo2xGgwYNzFrJjlE8IeXKT8n50zdRMVGr1di9ezf69+8Pf39/m+byww8/oE+fPiZ3rS5tvL290aRJE9SsWROzZs2CTCaDo6OjrdMiIiKyirNnz9o6BbIQix8qlw4fPowBAwYgLCwM48ePL9a5hRC4desWPvvsM+zcubPMFD4ymQzNmzfHW2+9hapVq6JDhw42zUeUvjt6iYiIqIix+KFy69dff8WRI0eQlpaGPn36IDAwsMjmSk5Oxq1bt3DixAlMmzYNeXl5SE5OLrL5ipuPjw+2bt2KoKCgEvE83s8//8z7sImIiKgALnhABKBChQoYPXo0nJycMHHiRKvsuXPv3j0sWbIEAHDq1Cns2rWr0GOWRO+++y66dOmCVq1a2ToVAMBPP/2EiIgIPHz40NapEBERUTGSsuABix+ipygUCp0rQEOGDEG3bt0k9//888/x559/AgCys7Nx6dIla6dYYvj5+WHkyJGYOHEi7O3tbZ0OgP+u+Lzxxhu4f/++rVMhIiKiYsbih4iKRKdOnfDdd9+VqEUM9u/fj+7duyMjI8PWqRAREZENSCl++MwPEZmlU6dOWLVqVYkofNRqNVJSUjBkyBCcPHmShQ8REREZJbd1AkRUenTu3Bnbt29H5cqVbZ0KMjMzMWbMGFSrVg0xMTG4e/eurVMiIiNCQkJsnQIREYsfIpImLCwMq1evhlKptGkeQghs374db7/9NpYtW4bs7Gyb5kNEpsnlcqxZswahoaG2ToWIyjne9kZEkgQHB6NSpUo2mfvKlStIT0/HvHnzcODAAaSnp+Px48c2yYWoPKtWrRq8vLwAAP/88w+ysrIk9atRowaqVq2KoKAg7N27tyhTJCIyisUPEZVYjx49wrx587Bx40Zcv37d1ukQlVv29vaYOHEievTogZdeegkA8M033yA2Nha7d+822X/KlClWX6iod+/ecHR0xPr16606LhGVbWbf9nbo0CGEh4fDz88PMpkM33//vc55IQSmTp0KPz8/ODk5oVWrVrhw4YJOm5ycHIwZMwZeXl5wdnZGly5dcPv27UK9ECIqWunp6UhISCiy8ZOTk3H79m3Ex8ejVatWCA4OxiuvvILp06ez8CGyIWdnZyxbtgzTp0/XFj4AMHz4cKxduxbNmjWz+pwVK1Y0el6lUuHNN9/E4sWLERERYfX5S4tZs2ahatWqtk6DqFQxu/jJyMhAUFAQFi1apPf8l19+iblz52LRokU4ceIEfHx80K5dO6Snp2vbREZGYufOnYiOjsbhw4fx+PFjdO7cGfn5+Za/EiIqUosWLUJAQAB+/fVXq4154sQJLFu2DMuWLUOrVq1QtWpVVKtWDQcPHsSZM2dw8eJFq81FROZzdnbG8uXL8fbbb+vd/NnLyws9e/aEQqGw2pxBQUE4cOAA2rVrZ7BNz5490blzZ7i4uNjsdtyS4LnnnsPKlSttnQZR6SIKAYDYuXOn9muNRiN8fHzErFmztMeys7OFu7u7WLZsmRBCiEePHgl7e3sRHR2tbXPnzh0hl8vF3r17Jc2bmpoqADAYDBuEv7+/6Nq1q3jw4IHIyMgwKx4+fCi6desmwsLCRFhYmKhTp47NXw+DwTAcVapUMfk7OT09Xbi5uRkdZ926dUIIISZOnGi0nZ+fn/jnn3+EEEJs2rTJYLs333xTO//YsWMlvx47OzuhUqmEUqm0+D1xcHAQjo6ONv/eKBQK8cMPP4h9+/bZPBcGo6REamqqyf9nWXW1txs3biAxMRHt27fXHlMqlWjZsiX++OMPAEBcXBzy8vJ02vj5+SEwMFDb5lk5OTlIS0vTCSKyjdu3b+OHH35AlSpV4OXlZVb4+fnh+++/x549e7Bnzx5cvXrV1i+HiIxo3LixyTYuLi5YsWKFVeZTqVQICAgwq09gYCBUKpXJdkqlErNnz0ZycjJ+/fVXhIeHm7VfmUKhQKdOnbBz506cOHEC4eHhcHV1NStXa4qIiEDnzp1tNr+1hISE6L2qSFRUrFr8JCYmAkCBPUAqV66sPZeYmAgHBwd4enoabPOsqKgouLu7a4P3txLZXnZ2NrKysswKLktNVLp8+umnkto5ODhYZT653PyPJUOHDoW3t7fJdp988gkiIyPh5OSEV155BTExMZg6darkeSIjI/HDDz+gY8eOCAwMRExMDObMmWN2vk978jzV8uXLsXz5crRr105yIaBQKMx+v2QymTZszcfHB8uXL8d3332HFStWcB8oKjZFss/Ps/+ohBAm/6EZazNp0iSkpqZqIz4+3mq5EhERUclQVCu3RUZGYuLEiQWOd+vWDb6+vib7V6pUCT169CjwbFN4eLhFf5B94YUXMGPGDFy7dg3Dhw/H0KFDMXToUHz33Xc4duwYqlSpYvaYpvj6+uLQoUO4c+cOrl+/jvr165vVv1KlSggODrZa4fTDDz9g6NChqF69OgYPHoz//e9/Vn12jMgQqxY/Pj4+AFDgCk5SUpL2apCPjw9yc3ORkpJisM2zlEol3NzcdIKIiIhsLzc3F9u2bbPKWBUqVLDKOE+rXLkyunbtCnt7+wLn6tWrh+HDh5sco1evXnpXtfP19cX48ePNyqd9+/Y4dOgQPvnkkwKfe9zc3PDyyy9j27ZtVr3LxcfHB1u2bEGLFi3g6+uLGjVq4Pvvv0ejRo0k9R85ciTWrVuHY8eOoW/fvoXOp0OHDqhTp47Osc8++wwuLi6FHpvIFKsWPzVr1oSPjw/279+vPZabm4uDBw9q/6fRqFEj2Nvb67RJSEjA+fPni2S5TCIiIrJMcnKyyTa5ubnYsWNHMWRjmUqVKqFVq1ZFNn5ERASaNm0qqW1wcDA2btxosshr1qyZVYufbdu2oWXLljrHnnvuObRp08bkrXOjRo3C3LlzERYWBgcHB7z55puSnrEypl27dnrfA1NLnBNZg9nFz+PHj3H69GmcPn0awH+LHJw+fRq3bt2CTCZDZGQkZs6ciZ07d+L8+fMYOHAgVCoV3njjDQCAu7s7Bg8ejPfffx8HDhzAX3/9hf79++PFF19E27ZtrfriiIiIyHIDBw60ybw5OTn45ZdfbDK3uby8vCQtfCCTydCzZ0/JS3OHhoZa5RazFi1a4MUXX9R7btasWQbvugH+Kxw7deqkszBEWFgYXn/99ULn9Sx7e3urLZxBZIzZxc/Jkyfx0ksvaTc6e++99/DSSy9pH4qcMGECIiMj8c477yAkJAR37tzBTz/9pPM/hnnz5qFbt27o3bs3mjdvDpVKhdjYWN7rSUREVIIkJycb3NcPANRqNWbMmIG8vDyTY/3zzz/49ttvJc2bmZmJdevWGZ3XGnsDajQaSblbg1wuxzvvvCO5/aBBgyxaAOJZb7zxBjw8PCzqW716dYSFhRU4rlQqC5kVke2Y/a+qVatWEEIUiLVr1wL47y8bU6dORUJCArKzs3Hw4EEEBgbqjOHo6IiFCxfiwYMHyMzMRGxsLFdwIyIiKmFycnKwe/duJCUlFTiXlZWFyMhIzJkzBxqNxug4p0+fxr1793D9+nWr5LVt2zb88MMPktqmp6fj0qVLes+dO3cOX3zxhckxbt68qfc9MIcQAsePH5fcfsCAASV28/f58+fDy8vL1mkQWaRIVnsjIiKismHv3r0YMGAAhg4dikOHDuHmzZsYOnQoBg8ejMWLF5ssfADg66+/xsyZM022E0IAABYvXmz0g39+fr7kwuDff//Fhg0b9M41f/58qNVqk2Ps2bMHcXFxBs8/ydsYjUaDzz//3GS7J3JyciS1kzK3IRs3bkRqaqrZ/RwcHErEctlElrCzdQJERERUsu3btw8A8O2338Le3l7SQghPE0LoLHRkSJ8+fdCpUyfMnj3b5If6mzdvQqPR4M6dO8jNzTXadv78+XjxxRfxyiuvoGrVqjhz5gwWLFhg9Na6Zw0bNgzXrl0rsKfR6tWrcejQIUljPH78GPfu3TP6nE1OTg6mTZuGEydOmBwvNzcXw4YNM9omPj4eeXl5ele7O3z4MDIzM00nbmV37txBTk4Ob58j2xClUGpqqgDAYDAYDAajnIaDg4NIS0sTY8eOldwnODhYTJo0Sdjb25s9n729vdiwYYPO55FHjx6J0NBQs8Zp27atSE5O1vv5Zu/evWLUqFGSxnnrrbdEdna2cHFxMdk2Pj6+wFyXLl0SDRs2NNrPz89PHDx4sEDf/Px8UalSpUJ9/65cuVJgzKFDh9r854pRuiM1NdVkHcHipwyGTCYTr7/+uggPDzfazsHBQfj7+ws7OztJ46pUKlGjRg1x5MgRcfr0adGgQYNC5+rs7CyWL18uli9fLpydnW3+3jEYDAajdIRMJhOBgYHCy8ur2OZ0d3cXwcHB4ty5c2LmzJkiICDAonFat24t4uPjtXHz5k3RvHlzswoKT09PsWHDBkm/Ozt37qzzofDOnTuSc58xY0aBz2HJycmiQoUKhXov//zzT50xc3Nzhbu7u81/rhilO1j8lNNwdXUV2dnZYs2aNcLR0VFvG5lMpv0fWmRkpMkxlUqlWLVqlc734e7du6Jx48YW56lSqXT+ijZs2DCTfUJCQiT9D7dz585ixIgRom7dujb/fjAYDAaDYevo1KmTWLp0qVi6dKlZf7zs0qWLePDggc7v/4EDBxY6n3r16umMuWfPHuHk5GTz94lRuoPFTxmKDRs2iN27d4vdu3eLcePGCZVKZbCtQqEQM2bMMHpZ+oMPPhC5ublCCCEyMjLEkCFDjM5fsWJFoVarC3wv5syZI+RyuUWvydfXV2g0Gu1YZ8+eNVrY1K1bV1y5ckWEhIQYbFO5cmWxe/du7S0Fp06dKvSleQaDwWAwynMcP35c5OTkiOzsbHHgwAFRpUqVQo/p7OwswsLCxG+//SY6d+4sfH19bf46GaU/WPyUkQgKChIPHz7Uvn61Wi1SUlJEs2bNDPbp2bOn0Gg0olOnTnrPP3vf8ldffWU0B0PFT15ensVXf54tfoQQolu3bgbbh4SECCGEuHLlisE2ffv2LZDjL7/8YvF7/8ILLxgtNAGIOnXqCA8PD5v/nDAYDAaDURShVCpFt27dROPGjYWDg4NVx7b2eIzyHVKKHy51XQq888478PT01H6tUCjg4eGBCRMmGO0nk8nwySefSJqjffv2qFu3rtm52dnZWWUTticmT55sso2x1WH09a9fvz46dOhgdi4BAQGIjo6Gr6+vwTZVqlTBli1bsHbtWrz11ltmz0FERFTS5eTk4Pvvv8fx48dNrqxnLmuPR2QKi59SrEOHDpg4cSLs7AquWP7w4UM8ePBA8liBgYHw8fExeF6tVuPmzZuWpGlQXl4ebt26ZdUx9alcuTIaNGhgdj9fX18EBgZqN/DVJzY2FiEhIejatSt69Ohh8S7aRERERFT0WPyUArGxsXj8+HGB446OjoiKikLFihULnPv111+xa9cug2Pu2LEDWVlZknNITU3F1KlTJbeXIjk5WdKmd7am7/0FgLCwMNSqVUv7dZcuXdCqVStJY37wwQeS2xIRERGRdbD4KQV2796Ny5cvIz093ax+Dx8+RGBgIAYNGlTgXExMjNkbm2VkZBQomFavXo2zZ8+aNc7Ttm/frrM5nLkb5z3LnKtdhRUWFgZ3d3fJ7WUyGfz8/BAVFYWoqChER0fj559/1rmlkYiIiIiKDoufUkAIgUaNGqFfv34FPtz/9ttvBouY8ePH4+bNm7h7967eMffs2aP9+uzZs3rbPW3nzp149913tffnbt68GbGxsYXaHfrBgwfYvn071Go1Dh06hN69extse//+fZw6dQo//vijwTYDBgwocOzevXs4ffq0xTlai6OjIy5duoQPP/wQdnZ2qFy5Mtq0aYPvv/8eVatWtXV6RERERGWfhMXVSpzyttrb09G1a1eRnp4uMjIyREZGhhgwYIDR9o0aNTJ4ztPTU2zZskVcu3ZN8mZnMplMtG/fXoSFhVltPX65XC46dOggqlWrZrJt3bp1haurq8HzTk5OYuHChSIjI0MIIUROTo74+eefLcqrdevWQggh/v77b73nFyxYoPNzmZeXZ3RjWScnJ21ezwoLC7PK+6hSqXSCq+gwGAwGg8EoL8GlrstgyGQy4eTkpA2FQlGo8ezs7IRSqbT567JmKBQKUaFCBbFjxw7RoUMHi19fgwYNxLVr18SaNWv0nh82bJjIzMzU/lyuW7fO6J5HRV38jB07VmRmZurEzz//bJX9GBgMBoPBYDBKerD4YTAKGU2bNjV6penGjRtCCCHS0tJEy5YtjY7l5OQk0tPT9f5MF7b4GTJkiMjOztY79s8//2xyr6I+ffoIb29vs+eVyWRCJpPZ/PvEYDAYDAaDweKHwSjiCAkJEXFxcWL//v2SioDw8HBx//59nZ/n+/fvG92w1ljI5XIxZswYnStQz1Kr1cLT01Nvf5lMJt58802Rnp4u7t27Jz7++GNJ88pkMjFo0CBx9+5d8ccff3BnbgaDwWAwGDYPFj8MRgmMTp06iaVLlwohhFi6dKno1KmTxWO5urqKnJwco/9etm3bJhwdHfX279Onj84VoyNHjoiqVauanLd///468x48eFD4+fmZ7Ne7d29hZ2dn8+8Bg8FgMBiMshcsfhiMEhpOTk4iKCio0ItGuLi4iISEBL3/TjQajdi8ebPBqz4ARHR0dIF+Uq5C7dy5s0C/I0eOGL361atXL/Ho0SOxYsUK4ezsbHR8BwcHMWnSJLFv3z7h4eFh8+8Xg8FgMBiMkh9Sih8udU1kA1lZWThz5oxZG83q8/jxY3Tu3BmXL18ucG7btm148803kZKSUqg5pAoMDETLli0Nnvfy8oK7uzuGDBmCiIgIo2MFBwdj5syZaN++PXbs2AF/f39rp0tEZqpevTqGDx8OlUpl61SIiCzG4oeolIuLi0Pv3r3RsWNHnXjnnXeQn59vtG9OTo7O12q1GhqNxqI83Nzc0L9/f0ltx4wZY3BzV5lMhilTpmi/bt26NTZu3Ag7OzuT48rlcgwfPhy7d+/G7t270ahRI2nJE9mAQqGASqWCo6OjTeYPCAjAoEGDIJdL+yjw8ssvY+nSpXBzczNrHoVCARcXF0ydOlXSv2MioiJl9j1nJQBve2MwrBPOzs7i0aNH2n9bX331ldHlup/EJ598ItRqdYF/mytXrjTYZ8SIEdp2Go1G+Pj46G0nl8vFvXv3dMZNS0szuWeRTCYTkZGRIi8vT9svISGBzxgxSmQ0bdpUzJw5U2RmZorTp0+LOnXqWDTOCy+8IMLDwyXv1fZ0XL16VeTl5YkRI0aYbKtSqcSjR4+ERqMRXbt2NWue7t27i6ysLJGfny9WrlwpXFxcrPIeymQyERYWJsLDw02uaMlgMMpH8JkfBoNhNORyufj888+FRqMRd+/eFY0bN5bUT6lUirS0tAL/Nm1Z/AwdOrTAct/Z2dli6NChNn+fGYxn48CBAzo/q8eOHTNr1USFQiHmz58vzp07J4QQ4syZM2YXUPHx8UKI//5IYGq1SpVKpV1V8uTJk5LncHJyEnv37tV5rUuWLLHKezhy5EiRm5srhBBi7ty5Nv+eluXgtgaM0hIsfhgMhslwcHAQvr6+olKlSmb1CwsLE0lJSdp/l3l5eWLy5MkG2/fs2VP7P6WiKH42bNig9/8XmzZtsvl7zGA8CQcHBzFlyhS9qzSeOHFC8jh16tQpsG/YtWvXRK1atSSP8aT4SU5OFtWrVzfa1tLiZ9u2bQVe5/Xr1wv9Pvbq1UtkZWXp/P/n66+/NrmYCsP88PPzE3/88Ye4e/euGDhwIIsgRokOFj8MBqNIIywsTHvb3Jw5c0y23717txCCxQ+j/EaNGjUM/m67du2apDEaNGigveLzrHXr1knO5UnxI4QQy5cvN9r26eLn7t27Jjd1fhL79+8vkGNhix+VSiV27Nih9/U3adLE5t/jshRVqlQRhw4d0r6/OTk5IiIiwuZ5MRiGgqu9EVGR2rNnD5o1a4bg4GBMnjzZZPv3338fCQkJSElJMbiwgkajwbhx4wr0y8vLMzr25MmTkZaWpnNMCIGHDx+azIuoJPD398f7779vst2LL76IwMBAvedUKhWcnJysnZoOX19fvPbaaybbRUREoGnTplaf38nJCV26dNF7bv78+ZDJZFafs6Tw8fHBu+++i4MHD6Jq1apFvlhGgwYN8Oqrr2q/dnBwwNKlSxEeHl6k8xIVJRY/RFQof//9t+Rluy9evIjQ0FB07doVSUlJBtsdPXoUy5Ytw61bt/DNN9/g999/hxDC6Ni3bt3Crl27dI5FR0cjMjJS0usgsjUHBwf4+fkVaoxevXqhY8eOZvcrioKhUqVKcHFxsfq4xtSvXx+tWrUyq0+jRo0wYsQISQWdtTk4OKB169aS2jZr1gznzp3D3Llz8dprr+HWrVv46quvYG9vXyS5yWQyrF69usBxd3d3VKhQoUjmfFZoaGiZLmbJNlj8EFGxOnv2LA4fPmy0zc2bNzFy5Ej07NkTI0aMwMWLF02Oq9FosHjxYmRmZmpj8eLFJpf7JiprLPmwaOqPC6WFq6srBgwYILn9+vXrsWXLFixduhQbNmxAixYtzJpPJpNBpVIhKioKkydPNnsPpKioKKxfv95k4RUUFIRNmzbBy8tL5/iIESMwffp0s/Lt2rWrpNepVCoNLoOuVColz2kJmUyGfv36Yd26ddi9e7fkApFIChY/RFRinTx50qz2R48ehZeXlzb+/PPPIsqMyDKZmZk4f/68rdMooDj/un7s2LFim8uYBg0aoFOnTnjuuecAANWqVcOPP/5oVgHUq1cvJCcnY8KECZg6dSru3buHihUrSupbq1YttG/fHv7+/kav+MlkMoSFhaFGjRoFzsnlcoSGhuo9p4+Pjw+2bduGXbt2mbw9ct68efD29tZ7bv78+QUKMX1UKhVeeOEFSbk9rW7duli7di28vb0RFhaGmJiYYr+KSGUXix8iKjM0Gg2ysrK0YemGrURFJSkpCcuXLy/UGMeOHTP7DwP6PH21x9SVn9zc3ELn/cS0adOsMk5hBAYGIjo6usDtW66urpg4caKkMbp164ZvvvkGTk5OkMvlkMvlcHZ2xpgxYyT17969u8Fnt55mZ2eHSZMmGTwfHByMzp07S5pz7NixcHBwgIODg8m2xto4ODiYLJh79eqFNWvWYMuWLZg/f77kzXQBYNy4cTob4qpUKrzzzjuS+wP/FY3WKOp5213Zw+KHiIioGK1evVrvrZ8HDhyQVBhcvXoVBw4c0HtL58OHD5GSkiIpj6dvDzP1AU+tVuPAgQOSxjXm9u3byM7OLvQ4hVW1alU8//zzes+1a9cOERERRvurVCqEh4fD09NT57hMJkP37t1RuXJlo/2VSiWqVKliXtJGfPbZZ5LG69Chg9XmNCYkJARr1qxB79698eKLL2LQoEGoVauW5P6hoaE6X8vlcrRt21Zy/2bNmuH27du4fv06mjZtKukq1bPzBQcHY/369bhz5w5mzZpV5ItLUPFh8UNERFSMMjIysG7dugLFy+jRowusWGjI5MmT8fjxY51jmZmZGDJkiOQi5emVEIvimZ+jR4/i+vXr2q/j4+PRt29f3Lx5s1DjZmZm4vvvvy9cckYolUqTt1jVr18fb7/9tt5zDRo0wMCBA432r1q1Kt59911LUyzA3d0dCoXCaJuWLVvC19fXanMaIpPJMGjQIJ330NXV1axnk/SpXbs2mjRpYrJdy5Yt8d1338HPzw81atTAn3/+iTVr1sDV1VXyXCqVCkePHsWbb74JX19fTJw4EZ9++mlh0qcShMUPERFRMVu9ejUaNmyItWvX4tVXX0VwcDBu3LghuX9eXh5GjhypvZJy+/ZtXL16FT/88IPkMXJzc7X9Hz16ZLJ9dnZ2gYLLmOPHj6Nr1664d+8eUlJSEBcXhyNHjkjub0hWVpbB16nRaLi8vQEtW7aEj49Pkc8jl8vRp0+fAsfDwsIKXNExR61atdC4cWOjberWrYvo6OgCRV6nTp1Qs2ZNSfM4Oztj8eLFBW77e//99zF+/HjzkqYSyc50EyIqKs7Ozujfv7/2lpPffvtN0spmRFS6aTQanD17FoMGDbJ4jC1btiA6OhrvvPMOFi9ebHb/ixcvomrVqhg5ciSWLVtmsv3+/fsRHR2Nrl27Sn7m6Pz58+jYsSMcHBxw9OhRs3M05PLly7h+/XqBW6kePHiACRMmmOx/69Yt/P3336hfv77e88W5+t3Vq1dx9epVg+c1Gg327duH119/vdhyKgoeHh4FbhO0th49eugt8GQyGdasWYNGjRqZHGPAgAF6Vwx0cHCw6q2KZEMmt0EtgVJTU22+gyyDYY1Yvny5zs/2qFGjhEwms3leDAaDoS8CAwNF8+bNbZ4HABESEiIePnyo8//QW7duCblcLqn//PnzhUajKfAZ49ChQ6Jq1apG+7q7u4utW7fq/Yzyzz//iFq1ahntX6dOHW37TZs2mcy1TZs2Rj8X5eTkmMz5008/1bZPSUkRTk5ORtsHBQWJlJQUvfN99dVXwsHBQW8/hUIhkpOT9faLiIiQ9L35+++/9fYfM2aM0X7x8fEG36NTp05JmnvUqFEGx7hx44YICgqy+c8+w3CkpqYa/P49wdveiGzo5Zdf1vl67ty5klftISIqbufPn7fKrWvWcPLkSbRv3x43btzA48ePERsbi44dO0pe5XH8+PFISEjQOZaVlYXw8HDEx8cb7Zuammrwak1KSorOs07WcP/+faO3RX744Ye4ffu25PHefvttkxtTnz17Fjk5OQbP5ebmSp7PXKYWnLCVGjVqmL14ApU8LH6IbCQ8PBxVq1bVOebg4IDVq1ejU6dOBvt1797d6KV3b29vLF++3OylRYmISpuTJ0/ijTfewKBBg9ClSxez9lDKzc3FBx98gJiYGAghcPDgQYwaNUryc007d+7E7du3dW6Ry8/Px8KFCyXnkJmZidWrV5tsd/bsWbzxxhu4f/9+gXPnz5/Hvn37zLpVLy8vT1I7fWOeOnXKZAFsTi76GCq6CjNuYXOiMsTktaESiLe9McpCuLi4iHPnzun9GV+yZIneWxKcnZ3F6tWrRVxcnMFxjxw5IoQQIi0tTdSpU8fmr5PBYDBKcri4uAhfX1/h7u5udt9KlSoJX19fsXLlSrFgwQLh6+sr6ba7J7e9nTx5UigUCsnzNWrUSMTFxYn09HSRnJwsjh49KqpUqSKp75Pb3jZs2CCUSqWkPi1atBAJCQna3035+fli9uzZJvuFh4cX+L328OFD0aFDB0nz2tnZiZkzZ+r0P3jwoFCpVEb7/frrr3p/p2o0GhEYGChp7tdff12kpaUZ/Azapk0bm//MMgyHlNveWPwwGDaMDz74QO/P+IEDB4S3t3eB9k2aNBFC/Hffsb7x2rVrp3Ov9ZYtWyTlERoaKqZNmyamTZtm8r5xBoPBYBQuKlSoID799FNRvXp1i/oPGjRIdO3a1aw+r732mrh06ZLo3LmzWf1at24t7t27J4QQYvny5ZKKtapVq4rff/9d5/fa5s2bzZq3efPm2md41Gq1GDx4sMk+DRo00Ps7NSYmRri6ukqee9++fQY/g7L4KdnB4ofBKOFhb28vZsyYUeBn/JNPPtHb3lTx88UXX+iMk5KSIsLCwozmEBISIpKSkrR94uLiRMWKFW3+3jAYDAbDulGjRg2L+tWrV08EBQUJFxcXyX0mTZokEhISRHp6urh48aLJRSD0RZ06dcT7778vRo4cKemKmqOjo5g1a5a4e/euEEKI5ORksWPHDrN/pwUGBorc3Fyd36dqtVosXrzYrPeAUfzB4ofBKAXRokULsXLlSqFWq4UQQiQlJRksWMwtfoQQol+/fgbnlsvlYtasWQX6rF271uLXo1AoxODBg8Xw4cOFs7Ozzd9fBoPBYNgmvL29Ra9evYp9Xg8PD7F06VLRoEEDi/orlUoRGxur83vR0O9dRskKFj8MRikJhUIhOnToIMLCwowuIxsSEiJyc3PFxYsX9Z43t/ixt7cXjx49KtAnPj7eouVs7ezsxIwZM7SF3MqVK4W9vX2RvGcymUyoVCqTy7U+CblcLkaOHCmWL19eZDkxGAwGo2xE5cqVRefOncXBgwdFWFiYaN26tc1zYpgOFj8MRhkLmUwmBg0aZHAhg7feekukp6fr/HuxpPgRQpj91zqlUinmzZsn8vPztWNoNBqxfv16SQ8SN23aVISEhEiaKyAgQAwZMkRkZmaK5ORk0bhxY5N9WrRoIfLy8oRGoxHR0dHC09PT5t9PBoPBYJTsMLSfEaNkBosfBqMcxtObwx0/ftzoim9yubzAijpP9OzZ06x5fXx89G4YKIQQwcHBRvu2atVKxMfHi5s3b4oWLVqYnOvZW/WuXbsmmjRpYvR1btu2TadPs2bNrP7ey2Qym25SK3V+KW3c3d3FN998I4KDg7nxLoPBYDBKRXCTU6JyqG/fvrh9+zYuX76Mn3/+2eBGfACg0WiwY8cOJCUl6Rz/9ttvsXv37qJOFQBgb2+P0NBQ+Pv7o3r16oiJiUGTJk0Mtg8JCcGoUaN0jtWqVQtt27aFQqHQ26dWrVoIDQ0tVJ6Ojo748ssvERQUpPe8r68vDh06hDt37qBt27aSxmzQoAEaNmyIhg0bFtjzyRwKhQKRkZG4c+cOvvvuO5Ptt23bBj8/P73nHB0d0bBhQ8TGxmLYsGH45Zdf8MMPP6BSpUoW50dERFRimCyPSiBe+WEwjEeTJk3MWkK1ffv24uHDh0KI/57TMXcJVcDyKz/+/v4F2h87dsxg+6ZNm+qdQ61WiwoVKujts2XLlgLtzb3yExgYKIQQYt68eXrPT5kyRTv2unXrhJ2dndHxunXrpnOL4oIFCyz+fnt6eoq8vDwhhBA3b940+dquX78uoqKijL7OZ+3evVu4ubnZ/GebwWAwGAxDwdveGAyG5AgICBBBQUEmN5EzFHZ2dmL8+PEiKytL+281NzdXfPnll0YXJbBF8ZOWlib5+aIn8aQoSEhIKHAbWL169URiYqJ2/KysLOHv7290vFWrVunkdP/+fdGpUyeL3vunix8hhLhz547R/ZquX78u7t27p3clJEPFjxDC5GtiMBgMBsOWwdveiEiyixcv4syZM8jMzLSov1qtxuzZszFhwgSo1WoAwJw5czBhwgRkZWVZM9VCW7p0KU6ePGm18ZycnFC5cmXt146OjliyZInB9jVq1EBAQIDOMS8vL3z33XcICwsrdD5+fn7o1q2b0Tbe3t5QqVSFnouIiKg0YfFDRFa1ePFidO7cGR07dsS0adNMtk9OTsaCBQug0WgAAEIITJ061WD7ixcv6n2uJScnB0IIvX1ycnK0/3379m2sXr3aZF6FJZPJDJ7LysrC48ePCxx3dHTE8OHDDT67ZI5nn4uSSgiBvLy8Qs9PRERUErH4ISKr0mg02LdvH/bs2aNTdBiSnZ2N9957D1988QU0Gg1Onz6NP/74w2D7R48eITY2tkDxMHr0aKSkpOjtM3LkSOzfvx8AcODAAVy6dMmMV2R99+7dw65du/S+P40aNUKLFi2KdP5jx44ZPPf333/jrbfewqNHj3SOnz17tsRdwSMiIjKbyRvjSiA+88NglL2ws7MTgwYNEnXr1pXUvlevXiI6OlpkZGSIESNGGF3SG4Dw9fUVQ4YMEa6urhbl9+RZmLt37xZ45qdixYoiJiZG5/9TMTExRseTyWQiISGhwP/fvvvuO7Nzc3BwEMuWLdMZx9BGuMB/z3cJIUTTpk0NtunatatYu3atyMnJEaNGjRIBAQE2/xlhMBgMBsNYcMEDBoNRpsPZ2Vn4+PgUy1x2dnbi3XffNbgP0bBhw0RmZqYQQojMzEzh5+dncswWLVqIuLg47SIR+fn5Yvbs2Rbl5+joKL7++muhVquFEMaLHzs7OzF27FgRGBhodEwnJyfh4+PDfX4YDAaDUSpCSvEjE8LATfIlWFpaGtzd3W2dBhGRjvfffx99+/bFjh07MHv2bO3CD6aMGDEC3t7eyMnJwZw5c5Cfn2/R/HK5HAsXLkTt2rURGxuLxYsXWzQOERFRaZSamgo3NzejbVj8EBFZiZ2dHXx8fHD79m2b5eDs7AyVSoX79+/bLAcqvRwdHeHl5YW1a9fCy8sLo0aNwpEjR2ydlmQVK1bEgwcPbJ0GEdmIlOKHCx4QEVmJWq22aeEDABkZGSx8yGKtW7dGfHw82rRpg6CgIOzatQuvvfaardOSJDg4GL/88gtat25t61SIqARj8UNERERwcHDARx99pHPMw8MDAwYMkLz8ulwuh0qlwrJly7B79240adLEolwcHR3h4OBgVp+wsDA0aNAA69evR9OmTSX3s7e3h5OTk7kpElEpxeKHiIiI0LhxY7z88ssFjg8cOBBt27aVNEbDhg2RnJyMYcOGoWPHjti3b59ZhYizszPCw8Nx5MgR7N69G35+fpL7PuHv7w8fHx/J7T/44AOcP3/e6N5cAKBQKNCwYUOz8yGikoXFDxEREWHChAlQKpUFjisUCtjZ2ZnsL5PJMHbsWDg5OWkLCXd3d2zevFlyATRr1izExMSgYcOGaNu2LVq2bGnei3gqFymqVq2KXr16mbzK1KpVK6xcuRLffvstvvnmm2J/7ljq6ynK/uaMUadOHSxfvhyVK1cu0nmILFI0i1EXLS51zWAwGAyGdePZvaqeFh8fLxwdHY32r1Gjhnjw4IHe/gMGDDA5f5UqVcS///6r0y8pKUm4ublJyn/SpEnafgkJCcLZ2dlkn169egkhhGjTpo3RdiNHjtTJa+/evZLfV4VCIYKDg8WGDRtEy5YtReXKlSX3rVChgmjcuLH47rvvRMOGDYWDg4PkvjKZTAQHB4uVK1eK33//XTRs2FA4OTmZ9TOhUqnEvHnzxN27d8Xdu3fFa6+9JqnfgAEDhBBCdOrUSfJcderUEVeuXBF3794VrVu3tsm/AUbpD+7zw2AwGAwGQ1IYK34yMjJMfnBevXq1wf47duwQKpXKaP/Zs2cX6JeXlyc8PDwk5f908ZOdnS1cXFxM9omPjxdCCBEcHGywjZubm9i9e7dOXnfu3JFcCAwfPlzk5+dr+37wwQeS+qlUKrF9+3adeWvUqCH5+/nmm2+K3Nxcnf7GXqe+CAkJ0em/cuVKoVAojPZRKBQiOTlZCCHE1atXJc+1detW7Tx///23zf89MEpnSCl+zLrtLSoqCi+//DJcXV3h7e2Nbt264dKlSzpthBCYOnUq/Pz84OTkhFatWuHChQs6bXJycjBmzBh4eXnB2dkZXbp0sfkKSURERFQ0unbtatGiAnZ2dpg3b14RZAR4enrCzs4O6enpRvfkcnNzQ8eOHXWO+fn5oXnz5ibncHFxwYABAyCX/9/Hrffeew/Vq1c32dfJyQldu3bVObZw4UKT/QCge/fuWLRoEezt7S3q/0SlSpV0vu7Tpw+8vb3NGkOKTp06oX379tqva9WqhTFjxlh9HiLAzGd+Dh48iFGjRuHo0aPYv38/1Go12rdvj4yMDG2bL7/8EnPnzsWiRYtw4sQJ+Pj4oF27dkhPT9e2iYyMxM6dOxEdHY3Dhw/j8ePH6Ny5s8Ub+xEREVHhPPm9XtLUqFGjSMadOXMmfHx8MHfuXJw/f97s/k2aNIGnp6fRNoMHD0azZs10jvn6+qJbt24mxw8NDS3w/EtISAgaN25ssm+FChX07nVSq1Ytyc/UyGQyrF69WueYi4uLWQWUm5ubpOe9PD094eHhof1aqVRatNgFkRRmFT979+7FwIED8cILLyAoKAhr1qzBrVu3EBcXB+C/qz5ff/01Pv74Y/To0QOBgYFYt24dMjMzsXnzZgD/bT60atUqfPXVV2jbti1eeuklbNy4EefOncPPP/9s/VdIREREJq1cuRK5ubl6z+Xk5ECY2BM9JyenKNKSLC8vDxqNRlJbhUIBe3t7aDQa5OXlWTRf165dTX5AN1RojB492uT477zzjs4VIwDw8fFB9+7dTfY1tICDTCaTvIS4UqksML+5KlWqhNdff91oG1dXV7z77rsFjr/++usICAgo1PxE+hTqpzo1NRXAf39hAIAbN24gMTFR59KlUqlEy5Yt8ccffwAA4uLikJeXp9PGz88PgYGB2jbPysnJQVpamk4QERGR9eTn5+PkyZN6z7399tvIzs422j8yMtLgBrt//fWXwcLqiQsXLuDx48fSktXj66+/1v4x1pQ2bdpg4MCBOHfuHL744guL5yyJvL29Dd4q6Ovrizlz5kgaZ968eUVyi9uzHBwcEBQUVOB47dq1da4GEVmLxcWPEALvvfceWrRogcDAQABAYmIiABRY2rBy5crac4mJiXBwcChwqfjpNs+KioqCu7u7NqpWrWpp2kRERKRHbm4uZs2aVeD4wYMHJRUVxq68LFiwQOf2d33Wrl2LhISEAsdNXXF6Qq1Wm3XlR6FQQKPRSLrVT2oOJYGpqzvPPgdkiLmbzBKVFhYXP6NHj8bZs2exZcuWAueevcwrhDB5j6mxNpMmTUJqaqo24uPjLU2biIiIDPjll1/w2Wef4Z9//kFCQgJOnTqFffv2Sfq9q9Fo0KtXrwJ/yNy1axe+/fZbSfNfvXpV52u1Wo0hQ4ZIzv/KlSsm2yiVSixfvhwAMGDAAJPt7969i48//lhyDkRUspnetUyPMWPGICYmBocOHYK/v7/2+JMdlRMTE+Hr66s9npSUpL0a5OPjg9zcXKSkpOhc/UlKSirwUOATSqVS78ZrREREZD05OTmYPHkyFi9ejHr16uHgwYNm9T98+DDeeOMNhIeH491338X69esRGxuLrKwsSf3Hjh2rU8Bs374dd+/elTz/8OHD4ezsjIyMDIO32clkMu3tVCkpKSbH1Gg0ePTokeQcnvbnn3/ixo0bqFmzpkX9iagImFwM+ykajUaMGjVK+Pn5icuXL+s97+PjI7744gvtsZycHOHu7i6WLVsmhBDi0aNHwt7eXmc997t37wq5XC727t0rKQ/u88NgMBgMRskNBwcHERQUJGmvnadDqVSKoKAg8e2334qGDRtK3uPn6ahQoYJwd3c3eH7+/PkiPz9fzJgxQ9jb20sac8CAASI7O1vns8jChQtNbvwKQGzbtq3A55jQ0FCT/X744YcC/fLy8sSHH35otJ+dnZ2YOnWq3s9PSUlJomrVqpJe86pVq/R+zlu+fLnRfgqFQly6dEnb56uvvjLavmLFikKtVuvNt2nTpjb/WWaUrrD6JqcjR44U7u7u4rfffhMJCQnayMzM1LaZNWuWcHd3Fzt27BDnzp0TERERwtfXV6SlpWnbjBgxQvj7+4uff/5ZnDp1Svzvf/8TQUFBBn/4n8Xih8FgMBgMhiXxpKgYMWKEWf3effddnc8pkyZNktTP3d1dZ7PRP//8U3h7e5vs5+XlVeBzkdTNPwcPHqz389OdO3eETCaTNIa+4ictLU0olUqTfVu0aKHtY6r4cXZ2Fvv37y8w16lTp8za1JXBAIqg+DE00Zo1a7RtNBqNmDJlivDx8RFKpVK89tpr4ty5czrjZGVlidGjR4sKFSoIJycn0blzZ3Hr1i3JebD4YTAYDAaDYW7Y2dmJ2NhYceLECVGtWjWz+ioUChEaGipiYmJERESEqF27tuQ5Q0NDxe7du0Xv3r1FrVq1JPWzt7cXs2fP1vn88/rrr0vqW7VqVXH06NECn5+GDRsm+fUuWbKkQP/79+8LBwcHk32bN2+u7WOq+AEg+vfvX2CuqKgom/+8MEpfWL34KSlY/DAYDAaDwTA3Bg4cKHJzc8X06dMtHkPqrXLW6NeqVSsRGxsrEhISRExMjKhcubLkvh9//LGIiYkRN2/eFKmpqSImJkZy4QX8dwvivXv3dD5/derUSVLfgIAAcfXqVZGRkSEGDRok6XXeuXNHO096eroYMGCAzX9eGKUvWPwwGAwGg8Fg/P8YPHiwyMjIEM7OzjbPRWrI5XLRtm1bi/s3b95cdO/e3aK+H3/8sfaz1y+//CKqVKkiue8XX3whrly5Irl9dHS0dq4LFy7Y/H1nlM6QUvzIhChFi9f/f2lpaXB3d7d1GkRERFSKqFQquLm54d69e6Vq7x5bsbe3x7vvvos+ffpg69at+PLLLyX3dXV1hZOTE5KSkiS19/Lywo4dO+Ds7Iy33noL58+ftzRtKsdSU1Ph5uZmtA2LHyIiIiIiKvWkFD8Wb3JKRERERERUmrD4ISIiIiKicoHFDxERERERlQssfoiIiIiIqFxg8UNEREREROUCix8iIiIiIioXWPwQEREREVG5wOKHiIiIiIjKBRY/RERERERULrD4ISIiIiKicoHFDxERERERlQssfoiIiIiIqFxg8UNEREREROUCix8iIiIiIioXWPwQEREREVG5wOKHiIiIiIjKBRY/RERERERULrD4ISIiIiKicoHFDxERERERlQssfoiIiIiIqFxg8UNEREREROUCix8iIiIiIioXWPwQEREREVG5wOKHiIiIiIjKBRY/RERERERULrD4ISIiIiKicoHFDxERERERlQssfoiIiIiIqFxg8UNEREREROUCix8iIiIiIioXWPwQEREREVG5wOKHiIiIiIjKBRY/RERERERULrD4KWVq165t6xSIiIiIiEolFj+lSOvWrbF161Zbp0FEREREVCqx+Ckl7O3t0aVLFzRo0ACTJk2yeJyKFStaMSsiIiIiotKDxU8p8eKLLyIyMhL29vaoWrWqxeOsXbsWoaGhVsyMiIiIiKh0YPFTCnXq1AmNGjUyu1/Xrl3xyiuvYPXq1WjdunURZEZEREREVHLZ2ToBMl+1atVQqVIls/vVrFlTe9tblSpVrJ0WEREREVGJxis/5ZRMJrPp3Lacn4iIiIjKJxY/5dS8efPg6elZ7PNWq1YNZ86cwZ07d9C9e/din5+IiIiIyi8WP+WUh4cH5PLi+/bb2dnh448/xvbt2/Hiiy/C19cX69evR5cuXSwar3Hjxpg2bRr69Olj5UyJiIiIqKziMz9ULLy9vfHxxx/DyclJe8zFxQWrV6/GkCFD8MMPP0AIYXIcNzc31KpVC9u3b4e/vz9SU1Ph6OiIDRs2QKPRFOVLICIiIqJSjld+qFgsXrxYp/B5omLFiti0aZPec/qMHz8ef/31F/z9/QEA7u7uWL16Nfr372/VfKXy9PTEiBEjMGDAAJvMT0RERETS8coPFTk7OzvY2Rn+UZPJZFAqlcjMzDQ6Tt26ddG3b98Cx+VyOebPn4/s7Gxs27at0PlK5eDggJUrV6JHjx64f/8+tm3bhuzs7GKbn4iIiIjMwys/pURqaiouX75s6zQs0q9fP3Ts2NHgeScnJ6xatcrkOG5ubqhTp47ecx4eHqhdu7bFOZrLy8sL0dHR2kUbKlWqhB07dsDHx8escRwdHREeHo6wsLBifQaLiIiIqDzip61S4tq1a4iOji7UGFKeqSkKcrnc5Ad7e3t7o+dlMhnGjh1rtE2PHj3g6+trdn6WeOmll9C9e3edJbvDwsLwyiuvSB6jS5cuWLVqFWJiYhATE4OVK1eiRYsWFudkjeXDuQw5ERERlWUsfkqh5ORkpKWlmd1v5cqVOHz4cBFkVDzat29v9HxISEixLN9tb2+PFStW6D23ZMkSqFQqk2MEBgZi06ZNeOONNwD8d2vgoEGD0KFDB6O3COrj4eGBDRs24M6dOxg5cqRZfZ8WGhqKO3fu4OzZs7wKRURERGUSP+GUIr/88gsSExPx7bff4o8//jC7f0ZGBnJzc4sgs/JFJpOhQoUKes95enpKunIycOBAuLi4FDj+ySefYMyYMZJzUSqVWLZsGfr37w9fX1/07NkTXl5ekvs/ERoais2bN8PX1xe1a9fG1KlTUb9+fbPHISIiIirJWPyUIgcPHsQvv/yCmTNn2jqVcq1ChQqFujVMJpMhIiLC4PknV4OkWLRoEXr37q39uk2bNtiyZYtZ+YSEhGD9+vXaq2ZOTk6YPHkyWrRowVvgiIiIqExh8VPK9OvXD7dv37a4/759+6DRaPDrr79yZTILLVy4UO9VG2upVKkSGjZsaLJdYGCg3gKlVq1aZs3n6uqKSpUqFTi+YMGCIn2dRcHHxwdBQUGFHqd79+5o1apV4RMiIiKiEoXFTzkzd+5cfP7551i1ahUyMjKKZc79+/fj6NGjBs/n5uZi1qxZxZJLSTBq1ChUrFjR4Pnq1asbXR3vif/9738ICAgocNzHxwdDhw6VnI9SqdR7vLRd9ZHL5Vi/fj2io6NRpUoVi8aQyWTo168fVq9ejQ0bNqB169ZWzpKIiIhsicVPOaNWqzFt2jR8++23xTbn7du3ce/ePYPn8/Pz8ddff5kc5/jx40bPX7x4Eenp6WbnV9wCAwMNFhxSOTk5ITAwUO85lUqF559/XtI49vb2WLdund5zcrkcISEhFudY3GQyGRo1aoSAgAD873//s2iMevXqYe3atfDw8IC/vz9++OGHUnf1i4iIiAxj8VMO5efnIz8/v9DjmHNl4JtvvkFOTo7Z554QQmD69OlG26xfvx7x8fGScyrNKleubNbVHWMMFWJ2dnb46KOPrDJHcfv0008t6jdu3Did1facnZ0LtYIeERERlSwsfshsrq6uWLp0KX799VfJffbs2YNevXrh/v37OseTk5Oxfft2ScVYVlYWEhMT9Z57/PixwXPF6caNG9BoNLZOgyzUoUMHna/lcjnatm1ro2yIiIjI2lj8kNlCQkIwYsQIvQ/JG7Nr1y689dZb2j2KvvnmGwwaNEjy3kMXLlzAG2+8ofcWugsXLmDNmjVm5VMUJk2ahKysLFunUe5VqFDB5L5QJZlMJsOECRMwbdo0i5YuJyIiIv3MKn6WLl2KBg0awM3NDW5ubnjllVewZ88e7XkhBKZOnQo/Pz84OTmhVatWuHDhgs4YOTk5GDNmDLy8vODs7IwuXboUavUyKl327NmDV155BcHBwXj33Xexa9cus/r/+uuv6NWrFx49egQAyM7ORnx8PEaPHl0E2RaNzz//vMAVsKfl5eVZtIkt/R9Lip8JEyZYvFCCNTk5OWHOnDmYOXMmPv30U3z77bdwd3e3dVpERERlglnFj7+/P2bNmoWTJ0/i5MmT+N///oeuXbtqC5wvv/wSc+fOxaJFi3DixAn4+PigXbt2Og+hR0ZGYufOnYiOjsbhw4fx+PFjdO7c2SrPoFDp8Pfff+PMmTMWXyE5fPgwunfvjmXLliEyMhLVqlXDyZMnrZylYQcOHEBeXl6B45cuXcLNmzdN9r99+7be/k+cOXMGCxYsKEyKZIEqVarAwcHBKmOFhYUhNDTUor6hoaF47733oFAoAACtWrXC1KlTzR7H3d0dI0aMwMCBA0vdyn1ERERFRhSSp6enWLlypdBoNMLHx0fMmjVLey47O1u4u7uLZcuWCSGEePTokbC3txfR0dHaNnfu3BFyuVzs3btX8pypqakCAMNG0bJlS5GRkSF69epl81wKE3K5XGzdulX06dNHyGQyyf0cHBxEUlJSgZ/LpUuXSuovk8nE9evXDf58//777ybHqFGjhsH+Go1GzJo1S1Iu9vb2IjEx0eBY+/fvt/n3SWooFArx4MEDbe5z5swxq//8+fP1vgf79u0zO5fY2Fhx7949ERoaalY/JycncfTo0QI53LhxQzRo0EDyOPb29mLr1q1CCCEePHggVCqVzb8/DAaDwWAUdaSmphr8TPOExc/85OfnIzo6GhkZGXjllVdw48YNJCYm6txqolQq0bJlS/zxxx8AgLi4OOTl5em08fPzQ2BgoLaNPjk5OUhLS9MJsp3ff/8dXl5e2L59u61TKRS5XI527dphw4YNZm0Mmpubi44dO+LGjRvaY7t27UJkZKSk/kIIvPHGGwbP9evXT3Iu+ty8eROTJ0+W1DYvLw9vvfWWwVxOnDhRqFzKM29vb1SrVs2sPnZ2dnjppZcKHK9Ro4bRvaGeVrFiRWzatAmvv/46gP9uAdy5cyf8/PzMyoWIiKgsMrv4OXfuHFxcXKBUKjFixAjs3LkT9evX1660VblyZZ32lStX1p5LTEyEg4MDPD09DbbRJyoqCu7u7tqoWrWquWmTFWk0GmRlZUEIYetUrMLe3t7s24JOnjyJ/v37Izk5Gbt27cLbb79tcrnup125cgVDhw7FrVu3tMdOnz6NYcOGGX0e6Ink5GRER0frPafRaIzeVves3Nxcvcfz8vIQFRUleZyyqjh/zkeOHKmz1PbT3nnnHe2tcMa8+OKLeP3113V+ptu3b48WLVpYLU8iIqLSSv9vWSPq1auH06dP49GjR9i+fTveeustHDx4UHv+2Q+RQgiTHyxNtZk0aRLee+897ddpaWksgMjm/vjjD7zwwgvIysoye3PVBw8eYOXKlfj999+xadMm5OTkoGfPnpKX6378+DH+/PNP9O3bt8C5AQMGmJVLeno6kpKS4O3trXO8NC7bfe3aNVSoUMFq4+Xm5mLYsGFm97tx44ZFRVPbtm0hl+v/m1S7du0gl8uNPh9pZ2eHVatW6T1Xo0YNKBQKPl9JRETlmtlXfhwcHFCnTh2EhIQgKioKQUFBmD9/Pnx8fACgwIe3pKQk7dUgHx8f5ObmIiUlxWAbfZRKpXaFuSdBVFgajQZbtmwp1BhJSUlmFz5Pu3TpEkJCQtC8eXOz9yk6evQorl+/rnNs//79uHTpklnjnDx5Eps2bSpw/JNPPkFGRoZZY9lSfn6+zh9JrEEIgYcPH5rd77333sPHH39crAtxPPHslfUnPvvsM7i4uBRzNkRERCVLoff5EUIgJycHNWvWhI+PD/bv3689l5ubi4MHD6JZs2YAgEaNGsHe3l6nTUJCAs6fP69tQ1RcNBoNJkyYgODgYJ3bz0qL48eP4/jx49oP5wkJCdi5cycePHhg9lhz5szByZMnkZqaCo1Gg/Xr1+v8Oy0PHj16VOCqyMOHDy26gqNWqxEVFYVTp05ZKz1JPv/88zLzxyEvLy8sW7aMBRsREVmXySURnjJp0iRx6NAhcePGDXH27Fnx0UcfCblcLn766SchhBCzZs0S7u7uYseOHeLcuXMiIiJC+Pr6irS0NO0YI0aMEP7+/uLnn38Wp06dEv/73/9EUFCQUKvVkvPgam8Mxv9Fo0aNxJIlS4SLi0uhx+rQoYOYM2eOkMvlNn9dlkSLFi20/58wd7U3AOLGjRs6/6/p3r17seb/5P+l+jxZLdNY/y1bthjsn5ubK9zd3W3+PZIa69atE0IIMX78eJvnwmAwGIzSEVJWezOr+Hn77bdF9erVhYODg6hUqZJo06aNzi9rjUYjpkyZInx8fIRSqRSvvfaaOHfunM4YWVlZYvTo0aJChQrCyclJdO7cWdy6dcucNFj8MBgMveHp6Sm2bNki1Gq1mDlzptn9L1y4IHJzc4UQQsTGxorKlSsXa/4sfv4v1q9fL4QQ4p9//hFVqlSxeT4MBoPBKPlh9eKnpGDxw2AwDIWdnZ2YOnWqsLOzM7uvUqkUffv2FRs2bBBKpbLYc2fx83/xpPgRQoh69epZNEabNm1EQECAzV8Lg8FgMIoninSfHyKikkitVmPq1KlQq9Vm983JyUF0dDTefPNNs5YutxZh5PkiY+fKOnOXogeAPn36YOfOnYiOjkbt2rXNns+SOYmIqORj8UNEVEIMHTrU4L5LQ4YMMWv/prJk/fr1ktvKZDIMGDAAK1euhKurK4KCgvDTTz+hRo0aJvu6ublhxYoVuHPnDu7cuYPu3bsXImsiIiqJWPwQEZUQz24D8DRLltx+2vbt25GdnV2oMWzFnL2b7OzssGDBAp1V4mrVqoWpU6ea7NusWTMMGTIEvr6+8PX1xZIlS3gFiIiojGHxQ0RkZbNnz4afn5/Z/TIyMvDhhx8WOL5x40acOHHCZH9jS3Pv3LnTJrfyFbcKFSro3Si2S5cuaNu2rcF+Dg4OmD17ts4xLy8vREVFwdHRUdLc9vb2+PDDD3H69GmcPn0anTt3Ni95IiIqcix+iIisLCAgAHv27EFAQIBZ/TQaDX799VdcvnxZeyw9PR0xMTF4/Pixyf6RkZF49OhRgeNXrlzBtWvXzMqltFqwYAFcXV0LHPf09ISHh4fBfnK5vMCtcXZ2dpg4caLRoulpQUFB2s2/g4KCsGXLFiiVSnPSJyKiIsbih4ioCDRo0ACvvfaa2f1Onz6NPn36IDExEZmZmXjnnXfw7bffSuor/v+m0886dOgQ4uLizM6lrBk/fjycnJzM7jdx4kSTRYxMJsOUKVN0jjk5OWHSpEmws7Mze85nOTk5wd7e3qw+Dg4OvG2PiOgZLH6IiEqY06dPo2bNmvDy8sKmTZsk91Or1RgwYIDOsYcPH2LMmDHWTrFUCg4OtqgQadSoERQKhcl2ISEhOl8rFApMnjwZERERZs/5rOPHj2P69Olm9Zk5cyZ69epV6LmJiMoSFj9ERCVQdnY2srKyzF7i+ty5cxg2bBiSkpKwd+9eREZGlsqFDtasWSPpVr/iYukVFLlcjrffflvvrXhS9erVC0qlEt9//73kPgEBAejQoQOWL1+Obt26WTw3EVFZw+KHiMjKhg0bhr///tsmcycmJmLFihV48cUX0bt3b2zYsKFU7hF06NChErNAg5OTE5YtW2Zx/9dee03yognPcnFxQdeuXSGEwLFjxyT38/f3R2BgIDw8PPDyyy9bNDcRUVlU+BuRiYhIR0JCArp27Qo3Nzeb5ZCUlGSzucsiY4slFKXg4GD079+/wPNERERkGV75ISIqAlevXsWpU6dsnUaplZ+fj8jISFunYRVyuRzz58+3qG+lSpUAAJs3b7Z4/iFDhiAwMNDi/rYgk8nQr18/nDx5UtIGtUREUrH4ISKiEunPP//EmTNn8OOPP0ruc+DAAeTm5po9l1qtxv79+83uJ1WtWrXM7mNnZ4eVK1cWem5vb2+oVKpCj1NcgoKCEBkZiXXr1qFRo0ZYs2aNrVMiojKExQ8REZVI165dQ9++fTFp0iTJfdasWYOsrCy953Jycgw+/6RWq7F8+XKL8iwq7733HlxdXbFq1SrcvXvX1ukUC5lMho4dO2Lu3LnaFfYaNGiA3r17m73ohEqlgkql4nLfRKSDxQ8REZVYFy9eREZGhuT2Go0GJ06c0Htu+PDhRleQS0pKws2bN81NUev48eMW932Wn58fOnbsCHt7e/zzzz/IzMy02tglWe3atQss6V2hQgVs3LgR1atXlzxOs2bNcPv2bSQnJ2PgwIGoV6+e2bm4u7sjPDxc8ia3RFQ6sPghIqIyIz8/HzNnztR7ztTtcKdOnTLrFrunCSEwY8YMi/rq89prr6Fly5a4cuUK9u3bZ7VxSwN9ezHZ29tL2mvpifHjx8PT0xNOTk5YvXo1+vfvb1YOMpkM8+fPR0xMDNasWVNqrx6V1ryJihKLHyIiKlOOHDlS4FmZbdu2Yffu3Sb7xsfHIy8vz6J5MzMzkZiYaFHfpykUCu1D/keOHMH58+cLPWZp8dxzzxk8t379eklj9OnTB6GhoTrHIiMjERQUJKm/u7s7Vq9ejTfffBPAf1fhli9fbtPVGy2hVCqxZcsWeHl52ToVopJFlEKpqakCAIPBYDAYeqNDhw5i4cKFQgghMjIyRLdu3ST3jYqK0vmdk5eXJwYMGCCp74wZM/T+3jp69Kjk+T08PEReXp7Iy8sTnp6eFr3+tm3b6szfuHFjm39PpMTly5cN/u7/559/JI0xcOBAvf3nzZsnqX/nzp319g8NDbXoNfXt21fI5XKz+w0ePFhMmzZNvPDCCxbN++abb4rc3FwRGxsr3NzcbP69ZZTuaNu2rfDy8rJ5HqYiNTXV4P9DnmDxw2AwGIwyGUqlUgQFBZn94dHR0VEsXrxYCCFEenq6uHLlinB0dJTU94MPPhC5ubkFfm+ZU/ysWbNGCCHEhx9+KBQKhUWv3cXFRWzevFk7f3kpfjw9PcXNmzf19k9ISBAymczk9/7vv//W2//cuXPCwcFB8msJCgoSp0+fFo8ePRJnzpwRcXFxkoqQRo0aidOnT4uMjAwhhBA3b94U33zzjdnv5Q8//KDN3d/fv1DfFx8fH/HXX3+Jpk2bmtVPoVCI0aNHi99//11UqlTJ5j9fDMuiTZs24t69e+LXX38V7u7uNs/HWLD4YTAYDAbDgggLCxNLly4V/fr1M7vvrFmzCvzemjJliuT+v/76qxBCiIiIiEK9hvnz52vnLy/FT6VKlUR+fr7e/lKKH5VKJTIzM/X2T09PF0qlUvJrebaIys/Pl/Q9vXLlSoG5L168KAIDA816L61Z/AwfPlwIIUS7du0k92natKmYPHmyNofjx4+LOnXq2PxnjGFetGnTRqSnp2u/j3PnzrV5TsaCxQ+DwWAwGMUcjo6OYsmSJUIIIdRqtUhPT5f8V287Oztx6NAhcfDgQeHn51eoPMpj8fPkVkd9pBQ/np6eVil+Bg4cqPOB8YkjR44IOzs7g/2GDBmiveLzrAsXLojKlStLfi+fLn5q165t8ffE3t5enDt3TsTGxkq+7Ukul4u5c+cWeA0nT54ULi4uNv85Y0iP9evX63wPb9y4IRo0aGDzvAyFlOKHCx6QTVWrVg3h4eHaeO2112ydEhFRoWRnZyM2NhaxsbGYOnUqvL29cf/+fUl933nnHTRu3Bi7d+8u9N4+58+fR1ZWFq5cuYJHjx4VaqzS4uWXXy5U/1WrVsHJyanQeQQEBMDFxaXA8aZNm2L06NEG+z3//PMGN6StX7++xblt3rzZon4A8NFHH+GFF17AzZs3kZycLKlP48aNMWbMmALHg4KCYG9vb3EupUmFChUQHh6O1q1bWzxGnTp1EB4ejuDgYIvHUCgUaNSokUV9fX194e/vr3OsRo0aqFixosX5lAQF15MkKiYeHh7YuHEjXn31Ve2xU6dOISQkxOBGhEREpcGePXuwZ88es/spFApkZmZi7ty5hc5hxYoVcHFxQYUKFXD58uVCj1ceWOODee3atQusNveEXC7Xu5T3E6aWph47dizee+89s3NSKpVm93nCwcHB7CWzFQqFwddZHpbfVigUWLJkCfr06YPU1FQMHToU3333nVmfbapUqYItW7YgJCQEly9fRkREBP766y+zxpDJZBg7dixGjx6NAwcOYPz48UhNTZXcv3nz5oUq3kosk9eGSiDe9lY2Yv/+/QW+t7m5ueLu3bsWr27DYDAYpTWqV68uUlNTRffu3a02pp2dnXB1dbX5a5Maxm57i42NNdn/6NGjBvtLue0tNjbWYH+pt701bdrU6GeYDz74wGA/fbfKPe3ChQuS38unb3s7ffq0Rd+P4OBgkZ6eLuLj48160H3AgAEGX8POnTtt/nNWlOHp6Sm2bNkiNBqNzs/OhQsXJC9gUrVqVXHu3Dmd9+3hw4di8+bNkvPw8fERd+7cEdnZ2UIIITQajWjRooXk/nK5XHzwwQd6v4etW7e2+ftsKHjbG5Vo+jYTtLe3h6+vL9566y0bZEREZDtpaWn46quvcOrUKauNqVarkZ6ebrXxbGncuHG2TqFIOTg46L1Vzpbs7Ozg4uICjUYj+YqBQqEweuWyQoUK1kqvxHF0dMQ333yDvn376lzhcnFxQc2aNdGjRw+TY9SqVQvfffcdAgMDdY57enqicePGCAkJkZTLgAED4Ofnp73qJ5PJ8PXXX0t+Lc7Ozvj8888lty9NWPyQzURHRxu8fBsREVHM2RAR2VZKSgqmT5+Of//919ap2Iy+50SsZdy4cYW6pfrhw4eFviU7NzcXjx8/LtQYxUUmk2HhwoUAivb7UpY4Ojqie/fues85OTmhS5cuJseoVasWGjdurPdc7dq1JT3X5ubmpt2k92n29vZwdXU12b+sY/FDNpOZmYlDhw7pPWfJvfJERFS6Xbt2rcjGvn79eqH6jxgxArm5uYUa4/jx41i2bFmhxigurVq1wgsvvIATJ07g5MmTtk6nVOjQoQPkcsMfrevWrYvatWsbPC+Xy9G+fXujc7z66qtwdnY22ubdd98tcOUIABo0aFDmr6BKweKHbCY1NRVvvvkmunfvjpSUFGRmZiIzMxNr167F+++/b+v0iIiomN29exfLli2DRqPROb5ixQokJiaa7J+dna33eHR0NK5cuVKo3KRe9bl48SK+++47vecM5QcAGo0GarXaotyKQv/+/eHq6ooffvih0CsPlhcjRowwWvyYum3Nzs4OI0aMMDpHREQEPD09jbYpD4tKFAaLH7Kp+Ph4fP/99/Dz84OXlxe8vLwwdOjQMnOPOhERSZeZmYkxY8bgjz/+0B578OABdu3ahczMTJP9+/fvX6BwAoCrV69KemYlLi5Ob/+bN28iKSnJZH8AePToEWJjYwvc3pafn6/3VqQn/vjjDyxZssTo2MeOHZOUAwCcPHkS+fn5kts/zcfHB9WqVcOjR48KXTRS8XJzc0O9evWKbPzr169LXrq/pGLxQyVCdnY2srKykJWVVaL+8kVERMVLrVZj0aJFUKvVUKvVGDlyJGJiYiT1TU5Oxrp163SO3b59G99//72k/l9++aXeqzM//vijWQtRrF+/Hrdu3dI5tnr1aqSkpBjsI+XKz/Tp0yXnMHv2bGRlZUlu/7QmTZqgbdu2uHz5MrZt22bRGIboKy7JemrVqoW+ffsW2fg//PADzp8/X2TjFwcWP0RERFSibNu2DdWqVUO1atUM3kKmT3Z2Nnbu3KmzqWvnzp0RFxcnqX9WVhYiIiJ0NvP8/fff8dFHH0nO4YlWrVph5MiROHXqFObPn49x48YhJyfHaJ/bt28bbHP79u1CP3MkhVwuR61atSCEsPrKq2q1GoMHD7bqmETm4ianREREVKIIIZCQkGBR39jYWAwfPhwBAQEAgBs3bpg1b0xMDN5++21s3rwZJ06cQEREhFkbQz5x//59LFu2zKwFDubNm4dRo0bpfSh+zpw5xfLsjZOTE2bOnAkARq9UGaLRaLBlyxaMHj1a73lLxqSSISUlBXv37rV1GoVnciegEoibnDIYDAaDwSjKeOGFF0TlypWLfd6AgAAxffp0kZOTI4QQ4t69e6JZs2bCy8vLrHFkMpkYNGiQSE9PN2tzyyVLlgiNRiOmTJki7OzsLHoNzZs31/v5beLEiZI3+iyN8d133xn9/JqRkSHCw8MN9re3txfXr183OsbDhw+Fr6+vwTGCg4ON9v/kk08kvRYXFxeRkJCg0/fYsWM2f49NhZRNTln8MBgMBoPBYJSwGD9+vFi6dKlo1KhRocaJiIgQHh4ektv/+OOPQgghBg0aZPGctWvXFqdPny7w+S0iIsLm72tRhqenp8jLyzP4+XXDhg0mx2jbtq3Rz8AjR4402t9Y8ZOUlCTCwsIkv56GDRuKS5cuafsHBATY/D02FVKKH972RkRERFTCzJ492yrjbNmyRXJbOzs7KBQKHD16FPv377d4zmvXriE2NhZ169aFk5MTAOCnn37CwYMHLR6zNNBoNMjOzoaLi4ve81Ke2crPz4darYadXcGP6IVdDv3WrVtm7aN46tQp9OnTB3v37kVMTAzi4+MtnrtEMVkelUC88sNgMBgMBoNh3Rg6dKjIyckRkydPLvRYdnZ2okaNGiImJkZs2bJFODo62vz1FUcMGDBA72fXvXv3SnoP5HK5WLx4cYH++fn5YubMmSZvGzR25efkyZMWvSZHR0eLb4Es7uBtbwwGg8FgMBgMSTFixAiRnp5ebgqVoohatWqJo0ePCo1Go/3cunfvXuHj4yN5jKZNm4r79+/rfPZdsGCBpAKkYsWKIiYmRu/n57feesvm709RB4sfBoPBYDAYDIakUKlUZn1IZ+gPDw8P0a5dOxEXFydiYmKEm5ub2WN4e3uLcePGibi4ODFr1iyzCtKpU6cW+Ox88+ZNUbFiRZu/N0UdUoofmRBCoJRJS0uDu7u7rdMgIiIiIipRWrZsiejoaPj4+GiPDRs2DCtWrLBhVsUjNTUVbm5uRttwk1MiIiIiojLi4MGDOH/+PABACIGdO3di+/btNs6q5OCVHyIiIiKiMsTDwwNRUVHIzc3F+PHjJa00VxZIufLD4oeIiIiIiEo9KcUP9/kpRerVq4e6detqv05ISMDJkydtmBERERERUenB4qeUqFatGrZs2YKXXnpJe+z7779H9+7dbZgVEREREVHpweKnlFCpVBBC4NSpUwCA7OxsjBgxwsZZERERERGVHnzmh4iIiIiISj0udU1ERERERPT/sfghIiIiIqJygcVPCWVnZweVSmXrNIiIiIiIygwWPyWQo6MjvvrqK8THx8PJycnW6RARERERlQksfkqgKVOmYOzYsXB3d8fixYvRokULW6dERERERFTqsfgpgTp06AAAUCgUGDRoEDp06AB7e3sbZ0VEREREVLqx+CkFPv74Y3h5edk6DSIiIiKiUo3FTykgk8mwYMECi/o6ODjA398fsbGxOH36NMLCwlChQgUrZ0hEREREVPLZ2ToBkqZWrVoW9WvYsCH+/PNP7dc//vgj4uLi0LdvX1y9etWsserUqYO2bdvizp07iI2NtSif0szR0REDBgyAEAJr165FXl6erVMiIiIiInOIUig1NVUAKLNx6tSpAq/5r7/+Evb29maN4+joKPbs2aP3PYyLixOurq6SxrGzsxNfffWVOH36tBBCiOTkZLF7925RuXJls/JRqVRi7NixYsmSJUKlUgm5XG7z91pq2NnZiYULFwohhNBoNGL27NnCzs7O5jlFRUWJ3bt3i7CwMJu/RwwGg8FgMBi2jNTUVJN1BIufEhj6ih+NRiMmTZpk1jjLly83+B6q1WpRsWJFk2M4OzuLFStWiPz8/AJj9O3bV3IuzZo1EykpKUKtVguNRiMyMzPF8OHDbf5eS433339f5z3Iz88XixcvFk5OTjbJp1WrVmLJkiXanLKzs0VERISoU6eOzd8rBoPBYDAYDFuElOKHz/yUEjKZzOwV3xwcHAyek8vlGDVqlMkxqlSpgiFDhkAuL/ijsnTpUnTv3l1SLhMmTICHhwcUCgVkMhmcnJwwZcoUveOaUrFiRUREREAmk0Emk5nd39nZGcuWLcOyZcvg7OwsqY+dnZ1OrnK5HO+88w4qV65s9vzWsHjxYowcOVKbk1KpxObNm9GzZ0+b5ENERERUGrD4KaPCwsLQu3dvg+dlMhnatWtncpzatWsbPOfh4YHGjRubHKNixYpwd3cvcLxy5cqYNWuWyf5PqFQqzJs3D3///TdWrlyJO3fuYMWKFZL7K5VKTJ8+HVevXsXw4cMxfPhwXLt2DTNmzIBSqZQ8ztPWrVtnUb/C+PDDD1G3bl295z7++GPUqVOnmDMiIiIiKh1Y/JRAmzZtKvQYKpUKTk5OhR7H1CpzLVq0gL+/v9E2Xbp0QatWrQocl8vleosiQ2bOnInIyEh4e3tDpVLB19cXzZs3R3BwsKT+/v7+mDx5Mnx8fLTHKleujE8++QRVq1aVnMfTnn/+ebRp08aivpZyc3ODnZ3+tUpcXV0Nnnuao6MjpkyZgsDAQGunR0RERFRiFar4iYqKgkwmQ2RkpPaYEAJTp06Fn58fnJyc0KpVK1y4cEGnX05ODsaMGQMvLy84OzujS5cuuH37dmFSKVO2bNkCIYSt05BESvFjTM+ePfHaa6+ZbCeTydC3b98CxwMCAhAUFCRproULF1p0zphKlSrhf//7n0V9LeHg4ABXV1ejbUztCTVgwACcOHECU6dOxa5du7B+/Xq4uLhYM02b8fPzg7+/v06BawuzZ8+Gn5+fTXMgIiKigiwufk6cOIHly5ejQYMGOse//PJLzJ07F4sWLcKJEyfg4+ODdu3aIT09XdsmMjISO3fuRHR0NA4fPozHjx+jc+fOyM/Pt/yVkFmEENi3b5+t00DFihXh5uZmsl3Lli2hUqn0nmvVqhUcHR1NjmFsuXBLlxIH/ltO3Nvb2+L+5njppZcwevRoo23Wrl1r8Jy7uzu6dOmiveJTvXp1vPnmm1i9erWk70NJVbt2bYwcORKXLl1CfHw8zpw5g6ZNm9okl4CAAISGhmLZsmU2mZ+IiIiMMLkkgh7p6eniueeeE/v37xctW7YU48aNE0L8tyKZj4+PmDVrlrZtdna2cHd3F8uWLRNCCPHo0SNhb28voqOjtW3u3Lkj5HK52Lt3r6T5y/pqb0qlUrus8tM+/fRTyWP4+PiIn3/+2eB7KHW1t3Pnzpn8fjRt2tToGIMGDTLav3PnzibzWLlypcH++fn5olKlSiZzSE9PNzhGenq6GDRokMH+EydONPoaGjduXCw/G02aNDH+zRBCXLt2zWD/OnXqGOxXv379QuXm6OgoVCqVUCgUxfrvpUKFCuLEiRMFXs/169dFo0aNijUXAGL48OFCCCHu3bsnQkNDLRpDJpOJqVOn2nw5dQaDwWAwSlMU2Wpvo0aNQqdOndC2bVud4zdu3EBiYiLat2+vPaZUKtGyZUv88ccfAIC4uDjk5eXptPHz80NgYKC2zbNycnKQlpamE2VZTk4Odu3ahaSkJIvHSExMxK5du5Cbm6v3/F9//WXw3NMiIiKMnr969SpSUlKMtomPj0diYqLJuYrS888/b/TWLhcXF9SvX78YMyp5tmzZYlE/V1dXhIeH48SJE0hOTsann36KJk2aWDk7/WrVqoWffvoJISEhBc7VrFkTu3btkvQMVFHw9vZGtWrVLOr70ksvYdy4cRg3bpyVsyIiIirfzC5+oqOjcerUKURFRRU49+QD7rPL/1auXFl7LjExEQ4ODvD09DTY5llRUVFwd3fXhqUPp5cm+/btw/Hjx3WOCTOfA1qwYAEePXqk99z8+fN1bkU0xFSB9O233+LSpUtG2/z88884duyYyblKsr179+LatWu2TqNIWbLinUwmw9y5cxETE4PAwEA4OTnh008/xaeffloEGRbUpUsXNGrUyOB5T09PDBo0SPJ4fn5+WL58OVasWIGBAwdaIUPLjB07Fh4eHujTp4/Nn18iIiIqS8wqfuLj4zFu3Dhs3LjR6DMWz+69IoQwuR+LsTaTJk1CamqqNuLj481Ju9QaNmwY/vzzTyQnJ2Pnzp2YN2+eWf01Gg169+6NU6dOITs7GwBw5coVzJ8/H9u3b5c0xrVr1zBmzBg8fvy4wLkrV67oLYL1uX79OjQaTYHjGzduxP79+yWNYUtnzpwxeGWyrKhduzY+/vhjs/p89tlnePvttwscb9OmDT7++GOz96YyR7Vq1TBt2jSjbZRKJXr06FHgjy36VK1aFfv27cPQoUMxZMgQLFmyRGcvJUtUrVq1UFeeXn75ZXh4eFjcn4iIiJ5h8sa4p+zcuVMAEAqFQhvAf/enKxQKcfXqVQFAnDp1Sqdfly5dxIABA4QQQhw4cEAAEA8fPtRp06BBA/Hpp59KyqOsP/PzbHTq1Em4uLgUaoyRI0eKTz/9VNSoUcOi/r///nuB78OkSZMk93d0dCzwzE16erqk530AiC5duhh8Zmf79u1CpVIZ7d+2bVuRnJxs8GcqOTlZtG3b1ugYXl5eIj8/X2//svDMjxBCfPHFF2blo+/ZtKdVqVKlyN6LGjVqmHwvnujbt6/JsY4dO1agn1qtFkOGDDErryfP/Ajxf89Bmvva1q5dqx0jICCgWH62GAwGg8Eo7SHlmR+zip+0tDRx7tw5nQgJCRH9+/cX586d0/6i/+KLL7R9cnJy9C54sHXrVm2bu3fvcsGDEh516tQR7777roiPjxe7d+8WQUFBwsHBQXJ/mUwmBg0aJOLj44VarRZpaWkiLi5OyGQyyf0TExP1/jy89dZbksa4ePGiwZ+pS5cumeyvUCjE5MmT9fYvruJHpVIZXfxBCCHCwsKMfh+NMaf4adasmbh//77R8YKCgorsvbBW8WNnZydOnz5tsG9aWpro06eP5LysXfy0aNFCcr8KFSoIf3//Qv+xhMFgMBiM0hhWX/DA1dUVgYGBOuHs7IyKFSsiMDBQu+fPzJkzsXPnTpw/fx4DBw6ESqXCG2+8AeC/pXYHDx6M999/HwcOHMBff/2F/v3748UXXyywgAKVHFevXsW8efNQtWpVdOrUCWfOnJG0YMITQgisWbMG1apVw5dffol+/fqhUaNGZj3HtGfPngLHbty4YfKZI2P9pZx7Ij8/H/v378f169clzVcUMjMzTS6EcePGDYPn0tLScPToUavk4urqanJPoTVr1lhlrqLUtm1b1KtXz+B5V1dXdO/e3WZ7Ia1bt05Suzp16mDv3r2Ij4/HmjVrSvXS5UREREVG8p9ODXh6qesnf+mcMmWK8PHxEUqlUrz22msFlkvOysoSo0ePFhUqVBBOTk6ic+fO4tatW5Ln5JWf8hmNGjUSGRkZQqPRCCH+W0Z98+bNkvurVCqxZMkSkZmZqf1ZyszMFEuXLjV529zT0bhxY+1tmxqNRmzYsEG4u7sX2/tQr1498e+//+r9t7F69Wrh7OxstP+4ceMM3r5nzpWfDh06mPy3+tdffxXZ+2CtKz/btm2TNEa1atUk5WXtKz/Xr1832b5ixYri5MmTOvlu2rRJ2NvbF9vPJYPBYDAYtg6r3/ZWUrD4KZ8hk8mEk5OTWLhwoYiJiRFNmjQx69Y74L9bnCpWrCh27twpdu7cKby8vCzaSyUkJETExMSIxYsX22QvFkP7L02YMEHSe6DvGS4hSlfxU7lyZUn7UMXHxxu9dUxq8fP6669LyssWxc9PP/1UIF+NRiOio6NFhQoViv3n01rRoUMHUbt2bZvmUK1aNVG5cmWbvxcMBoPBMB1Fts8PkS0IIZCVlYUxY8agS5cuOHbsmFm33gGAWq3GgwcP0L17d3Tv3h3JyclQq9Vm53Ly5El06dIFo0aNsqh/YS1atKjALYNXr17F3r17TfZVq9V6V94DYNZtiBcuXMBvv/1mtI0545nr3r17WLlypcl2hw4dwuHDhws9n9Tlu4vyNRuib5lymUyGPn36YPHixVAoFMWeU2ENGTIEP/zwA3r27GnTPEJDQ7Fy5Uo4ODjYNA8iIrISSX/yLGF45YdR3kOhUAhfX1+xatUqERcXJ/r16ycqVqwouX/16tXF1atXdf5dXblyRbi6upqVh6nV3gIDA4v0fXB2dhZHjhwxOL9arRaff/650TGkXvk5d+6cpJxUKpXYv3+/EKL4rvwcPHjQYN4ajUYsXLjQ7BwCAgJE9erVbfLz3blzZ+3tqWlpaTa7+uPt7S1SUlJEdna2eOGFF2ySA4PBYDCkB6/8EJVR+fn5SEhIwODBg9GoUSNs2rQJDx48kNz/33//Rbdu3TB9+nTk5ORg7969mDt3rqSNb5/2448/IjU1Ve+52NhY/Pvvv2aNZ66MjAysW7fO4JWstLQ0TJkypUhzeFZmZqZ2X62SQCaTmbVXkLe3N6ZNm4YDBw7g+++/x+TJk4t0v6ZnKZVK9O/fH05OTgD+W3CiMHslFYZcLoe7uzuUSiVmzZplkxyIiMjKJP3Js4ThlR8Gw3oRGBgoKlWqZHH/Z/f1EuK/RU369+9fLPnL5XIxevRokZGRoZ0/MTFRLFiwQNKVp2XLlmkX0TBG6pUfACI2NlYIYfmVnxo1amgX1SjslR8hhHj48KFo3769pLl//fVXnb4ajUbSQhrWCnd3d5GTk6OTQ/PmzYtl7mfDx8dH+7MRGxtrkxwYDAaDIT2kXPmxzZ/TiKjEOH/+fKH6h4eH45NPPkHPnj1RqVIl7N27F7t27cLGjRutlKFxGo0GixYtQkZGBho3bgwAmDp1Ku7duyep/9ixYxEREWHVpaF//vlnhIWFQS637OL6rVu3rPosmaenp6SrPy1atECDBg10jslkMgwaNAgnTpzA0qVLJc8ZFhaG6tWrA/jv+aydO3ealfPT1q5di+eee87i/kRERFomy6MSiFd+GIySF82bNxdhYWHC29vb5rmYEzKZTIwfP97k/3d69uwpeUwnJyftsyKWrBQml8tFUlKSEMI6V36EEKJ3794mxzH2DFdkZKSkTYmrVKkiYmNjtfkL8d/m1m+++aak/vqu/Fy9etUmPxtPX/m5d++e0Q2EGQwGg2H74DM/RFRsjhw5gj179pjchLWkEUJg3759RjeHPXfuHA4dOiR5zKysLHTu3Bm9evWSfAXq2ZyOHTsmuf3x48eLfJW5L7/8En5+fibb7dixA507d0alSpW0x9zd3bF69WoMHDiwCDMsWt7e3qhWrZqt0yAiokJi8UNE5d7Zs2fxxhtv4P79+wXOnT9/Hn379tV7zpgjR45g165dFuUjhMDnn38OAAYXc3jazJkzkZ+fb9FcUtnb20Mmkxlt07VrV9SpU0fvOTs7OyxYsAARERFFkZ5epvItqZydnbFs2TI0adKk0GONGTPGChkREZUdLH6IiAAcPXoUYWFhuHv3rvbYpUuXEBoair///rvY84mLi8NHH32EPn36mGyrVqtx8+bNok/KiMDAQGzcuBEVKlQw2MbFxQXdunWDq6trkebi6uqKpUuX4ujRo2jYsCGcnZ2LdD5rGjZsGK5evYrhw4dj9+7daNiwocVjzZgxA7Nnz8bEiROtmCERUenG4oeI6P+Li4tD7969MWXKFEyZMgXdunXDnTt3bJJLXl4eoqKiEBcXZ7Jtenq65E1YjTG2dLkpDg4OcHFxMdmud+/eeOWVVyyaQwq5XI6vvvoKI0aMQOPGjREXF4eoqKhScRXI09MTPXv2hI+PDwCgYsWK2LlzJ5o1a2bReG5ublAqlejcuTOqVKlizVSJiEotFj9ERE85cuQIpk+fjunTp+PixYu2TkeyPXv2ICQkRO+zS5mZmcjMzJQ0hqHiZ+bMmRY9v2Su9PR0fPzxxxb3r1SpEvr27atz7J133sGcOXO0eweVVJ6enmjfvr3OsWrVqiEsLKxQex21aNGCxQ9ROefh4WHxCqRlDd8FIqIy4NGjR4iLi0NoaCjOnj2rPZ6Tk4PRo0dLfv5oz549eo/fvn0beXl5BvslJydLukplikajKbA57o8//ii5/4IFCwrcVqdQKPDee++hY8eOhc7PFj755BPUqFHD1mkQUSk2a9YseHt72zqNEoHFDxFRGXL58mX06dMH169fR2ZmJj744AOsXbtWcv/x48dj9erVyMrKAvBf8XT48GHs3r3baL9bt26ZbAP893ySqcUZnm6Tl5eHBQsWSMzeuAkTJph19SclJQWLFi2yytyFNWXKlEL1d3R0tFImRFQa5eXlFfmqoKWGycWwSyDu88NgMBjGQ6lUCicnJyGXy83ua2dnJ3x8fMT3338vWrRoIRwcHCT1i4iIMLnHwtKlS03mpFAoxKZNm8SDBw9Enz59JO0P9CS2bt1qcO6cnBzh6upq1nsxbNgwbf/hw4cX6fesVq1aBnO/dOmS2ePNnz9f2//WrVsW/SwwGIyyEfb29jbPoTiC+/yUckqlEosXL8by5csl7c5ORPRETk4OsrKyJC2V/Sy1Wo3ExER069YNhw8fRm5urqR+W7ZsQWRkpMG/Lj548AAbNmwwmVN+fj5WrFiBgQMHYuvWrWb9tdKctqVJ5cqV0atXL4v7K5VKK2ZDRKWNsduWyxsWPyWQvb09Jk2ahJs3b+Kdd97B0KFDsXv3bvj6+to6NSIio9atW4ehQ4ciLS1NeywzMxOnTp1Cx44d8ccff0ga57fffkNsbKzZ848dOxbp6elm9yvp3N3d0bRpU1unQURU6lm+fAwVmcjISMycOVPnWLNmzTB06FBMnz7dRlkREZmm0WiwatUqZGZm4rnnngMA3LlzB6tWrSqW+VNSUiy62mXIyZMncfnyZdStW9dqYxIRke2w+ClhXF1dMWDAAL3nRo4ciejoaFy+fLmYs7IOR0dHTJ48GZs3b8aFCxdsnQ4RFaEtW7bYZF61Wo1Ro0Zh2bJlBfYdevjwodmF0alTp/Dnn38iMTER3333nTVTLSA/Px+pqalwd3cv0nmIiMoz3vZWwrz33nsIDAzUe87Hxwc9e/Ys5oysQ6FQYObMmfjoo4+wd+9ehISE2DolIiplOnToYHKzUiEENm3ahLffflvn9rfLly+jU6dOyMjIMHveYcOGYePGjXjw4IHZfc3x77//Ytq0aUU6BxFRecfipwSpUaMG+vXrZ7TN4MGDLR7fzs7OZhtcubi4YPjw4QAAf39/hIeHWzyWTCaDg4ODtVIjolKgc+fOWL16NSIjIyW1//bbb9GlSxesWLECiYmJ6NOnD06dOmXR3Lm5uVixYoVFfc2lVqutdtveN998g6SkJKuMRURUVrD4KUHat2+vvUfekDfeeMOisVu3bo2FCxfi1Vdftah/Ya1YsQIqlcoqY/Xo0QOzZs2yylhEVDrs3bsXy5Ytw7JlyyT3+e233/DOO++gZs2aOH36dNElZ0VLly7FkSNHrDLW33//jczMTKuMRURUVvCZnxJk8uTJJtvk5OSYPW737t2xevVqeHh4wMvLC4cPHza5yaC1WfNKzZQpU6BQKFC/fn38/fffVhuXiEoutVqNGTNmWNRPrVYXQUZFo7TlS0RU2vDKTxnn7OyMLl26aPcJateunUW3vikUCjRs2BDBwcFQKBRm9a1YsaLVHuCdOHEinn/+edSvXx/+/v5WGdPWvLy84ObmZus0bE4ulyM4OBgVK1a0dSpENjVw4EBcvXpV51hOTg5u375t9ljPjkNEVN6x+CnDZDIZoqKiMHDgwEKN07x5c0RFReHkyZOIi4vD559/btZ+E126dEGrVq0KlcMTLi4usLP774Jlnz59zC7EShpXV1esWbMGzZs3t3UqNjdo0CCcPHkSXbp0sXUqRDZ169YtdOvWDefOndMe+/fff/H111+bPZbUZ6SIiMoNUQqlpqYKAGUqPD09RUJCgtHXvWTJEuHo6Ch5TLlcLpKSknTGePTokbC3t5c8RvXq1cXdu3cL5HLnzh3h5+cnaYxBgwYV6D9t2jSL3qcZM2Zox0hPTxdKpdLm37vCRJUqVYQQQoSFhdk8F1uFQqEQw4cPF2lpaUIIIW7evCnq1q1r87wYDFtHtWrVRL9+/cS0adNEQECARWM4OjqKmTNniu7du9v89TAY5kbFihVtngOjdEVqaqrJOoJXfkqIzz//HD4+PkbbJCYmIjs7W/KYLVu2hJOTk86xffv2mbWSULdu3eDr61vguJ+fH7p27Sp5HDKuffv2pf4qlqV8fX2xdOlSuLq6AgCqV6+O9evX2zgrItu7desWNm3ahClTpuDixYsWjZGdnY2PPvoIO3futHJ2REVv8+bNaN26ta3ToDKGxU8JsWTJEqN7SJw/fx6bN282a8y33nqrwCZ/y5YtM2uxg9GjR1t0rqSys7NDpUqVEBMTg5iYGIufL5HL5VCpVHB0dLRKXkOGDCnXy3c/u3eLqb1ciIiobHv99dfRuHFjrF+/Hs2aNbNJDuX593JZxuKnhDh//jwOHjyo95wQAuHh4WY9uOrr64uqVavqHLt+/bpZm/TVr18fzs7OBs+7uroiICBA8nhPpKWlWfxXzMJ65513cOvWLYSHhyM8PBw//fQTatWqZdYYISEhmDhxIpKTk3HmzBmL3gP6P02aNClwzMPDA3Xq1LFBNkREVBLUrl0bHh4e8Pf313sHSnGYP38+OnXqZHY/mUyG0NBQhIeHG/0cVRoEBweXvSLQ5I1xJVBZfOYHgAgKCtL7etetWydUKpVZY/Xs2bPAOPPmzTNrjDlz5pj8XkRFRZkc59lnfs6cOWPxe1SYZ34qVaok/vzzzwKv4ejRo8Lb21vyON99951O/7/++kvUqlXLotfz5Jmf9PR04eTkZPOfQVvEmTNn9P5sTZo0yea5MRgMBsM28eGHH2p/H/Tq1avY5w8ODhaXLl0S9+7dM/u53GHDhons7GwhhBALFiyw+XtpaTRq1Ej8888/wsvLy+a5SA0+81PKXLhwAR988AGysrIAANeuXcOyZcswcuTIQm9Ul5uba9EyqWWJm5ub3lXqmjRpInmp6d69exf4K1BwcDB2795d7LdqVapUCQ0bNkSNGjUsHkMmkyEoKAgNGzYse3/ZISKiMmHRokUFbuMvajVr1kTdunXh7e2N4OBgyf26du2Kr7/+GkqlEsB/d5xI2cexpHFxccHu3bsREBCANWvW2Dodq2LxU4Ko1Wp89dVXGDduHKZMmYLQ0FCrFD4A8MUXX+Crr76yQpaFt2nTJpvM279/f4vOPc3JyUnvcz4VKlQo1uJn1KhRWL9+PeLi4rB7925MmTIFKpXKrDECAwMxffp0HDt2DHFxcZgzZw7atWtXRBkTERFZxtPTs9Q8C+rk5KSz2JRCoUBYWBiqVatmw6zMJ5PJ4OnpCeC/zzhlCYufEmjFihWYPn16oTany8zM1BZNaWlpFq2elZqaanSncbVajdTUVJPjZGVlaVepS0lJwYYNG8zO5Ym0tDTk5eVZ1DciIsKic094eHhg6tSpes9VqFABn376qUV5mcvNzQ1jx45FaGgogP+ezZo6dSqOHTuGcePGafdBMkYmk6FVq1b45JNPtH+dGjNmDDZu3Ig2bdoUaf6lgVwu1/5P3xwBAQGYOXOm1RbCICIi23N3d5f0u9XV1RWfffZZgeOvvPIKGjZsWBSpFQsHBwftiqxlgskb40qgsvrMj7VjzZo1Yu3atSI0NNTiMa5cuWLw+/D3339LHmf06NHi2rVromXLloV+XWfPnhVCmP/Mz8WLFw2+lkuXLpns7+XlJfLz8w2OsXr1arNfi7nP/Hh7e4s9e/YY/fchZT8QT09PkZeXp7d/enq6aNOmTbH9nJa0Z36Cg4PF+PHjxe+//y5q1KhhVt+4uDghhBBff/21UCgUNsmfwWAwykI8/cxPTk6OcHV1Ldb5u3fvrvM7qX79+ib7eHh4GPzdmpycXKp+L7i6uoqcnBxt/hMnTrR5TlJCyjM/pstYKrW++uorXL58Gbm5uRaPYWxfIXP2HFqyZAkOHz6M06dPW5zLs3JyciCEsNp4pUHNmjW1V3wMeXIlxxhjVyZcXFwwYMAAHDhwwOz8bEWhUEClUmHlypVwcXHBuHHj8O+//5p9lbBq1aqIjo5GvXr1AAAvvfQSbt68KalvRESEdoW6oUOHYtKkSdrn94iIqHQr7G13peW2vfKAt72VYefPny9U4QMA4eHh+Oeff/SObc4mpxqNxmqFz7FjxwAAAwcOLPTrK4u2bNliss369euNXsKvWrWqzZYWNZednR2mT5+OpKQk9O7dGx07dsT58+exadMms+9Tbtu2rbbwMVfdunW1C2coFAo0atTIonGIiKjscXBwwEsvvWTrNAgsfsiEmzdvom/fvnj33XeRn58PtVqNcePGISIiAvHx8TbJafr06fjll1/w119/mdVv4cKFFp17mrWvNKWkpGDjxo1WHVPKlR9TbVq3bo3mzZtbKyWj9L33N27cwJ49eyT1d3Fxwfjx43WuZimVSrz++usIDAyUnIdMJrPac1tKpRITJ060ylhERFT6PbkrgWyPxQ+ZdPbsWcyfPx9Vq1ZFtWrVsHDhQpw/f95m+dy5cwfdu3fHnTt3zOq3d+9ei8498fDhQ7z//vt6z6nVavz7779m5QP8tzDFkSNHzO5Xluh77+/fvy/5SuGqVatgb2+v99zq1auhUCgkjTN9+vQCGwOXZi+88AIaNmxY6jfYI6LyadGiRYiLi7N1GlQGsfghSYQQSEhIQEJCgs2fs9FoNEhLSzO738OHD7Fv374Cx/ft24eHDx9KmvfRo0cGx54xY4bZOZnr9u3b+P3334t8ntLE2KpsVapUQY8ePUyOUaNGDbRv316nUDp9+rTeWz6lqlevnsW3vslkMkyYMAEtWrQwu2/16tUxbdo0/P7774iLi8OiRYswbdo0vPDCCxblQkRkC48fP7Z4dVciY1j8ULmRkpKC7du34/bt23j48CEePnyI27dvY8eOHZKKHwCIiYnBtm3bChSA48aNg0ajsSivx48fY+zYsZIWkLhz5w4OHz5stM3o0aNNjhMZGYn8/HzJORale/fuISoqSvu1EELyrQH9+vXDyy+/bPC8o6MjunXrZnKc2rVro3HjxjrHTp8+jYsXL0rKQ5/nnnvO7OJHJpPh9ddfx19//YWZM2di27ZtiI2Nldy/UqVK+P777/Hpp59qi8KBAwfi008/xffff1/smwQWhpeXFw4dOiR5+XYiImv65ZdfEBMTY1YfjUYj+fME2Q5/o1C5smLFCqxYsQIhISGQy+U4fvy4Wf1TUlLQr18/3L17F23btsXp06fx+PFjHD161OKczH3m59ixY0hJSdF7xePYsWM4deqUyTFu3Lhh9Are5cuXC7XPlDny8vKwb98+eHt7Y+DAgTh06BAuXLggqW+lSpUK/YFeLpejQ4cOOseys7Px22+/FWpcS/To8f/aO++wKK7v/58tLCwdAemKJZEoEQJEifJRiRW7sRJ7bBg1tthiwRJLjEaNiRrUWLAQaxQVC/bYUBDF3hURRKQqdXfP7w9/7td128yyu8PCeT3P+3l07px7z8xeZvbsvffcb2Dbtm3yL/tubm4QHBwMTZo0gfPnz2u0rVu3Lmzbtk3tTuS1atWC9u3bw44dO/TttkrCwsKgZs2aAPAuwN27dy9j29q1a8PWrVshODgY/ve//8Hhw4fh7t27hnKVIIgKSlxcHDRu3Bji4+ONnuAoLy+PdSCTn58P48aNg23bthnIK0IfUPBDVEmuXLmis61EIoHx48dD/fr14fHjx0ZPZ7xv3z4YNmyYfONaS0tLKC0tBYlEAv/88w+8fPlSax1v3ryBxYsXw5QpU1SuiTl9+rRe05Jr4/Tp0/Dff//Brl274MaNG1BQUGC0toVCIYwYMULh2KtXr8q1Ga+ujBgxQmmUw8nJCXr27Kk1+Pnyyy81joIJBAIYMWKE1uCHx+NBv379oE+fPgAAsHjxYrh48SKUlJQwugYPDw9Ys2YNNG7cGJydnQHg3ZcIa2tr2LVrF6O/l8DAQAgODpb/n0kSj4pKaGgoWFpawsGDB7l2hSBMjkWLFoGVlRWcP3+e8TOIa8rKykAqlTJeb1qRKSkpAZFIxLUb+kfrTkAVENrklFTVxePxUCwWY7Vq1XDPnj3Ytm1bFIvFKBQKGdchEAhw586dSn9fWVlZaGFhwfk1MlHnzp0xKytL4/Ni69atGusQiURKm6I1a9aMtS+RkZFKbQ8fPpyxvbe3N169elXlNezbtw+dnJzU2pqZmeHixYu1PjuvXbumdePWwYMHK2zSV1JSgufPn2e04Wu9evXUbiZcVlbGaDNhAMCePXsq2N68eZPzvqaLrKysMD8/H4uLi9HZ2Zlzf0gkU5RAIEA+n89J22PHjpVv9NmgQQPG/sbExKh8DkZHR3N+P9koPDxc7ntl2uSUgh8SqQorNDQUhw0bhkePHsUXL17gsGHDsH///sjj8Tj3jalOnDih9lnx9u1bbNmypUb7j4OfQ4cOYfXq1Vn7ERAQgE+fPlVon03wM2bMGI3PvdDQULW2Dg4OancV/5ixY8eqrSc8PBwLCgpU2p09exarVaum8Rrmzp2rse2nT58y6lsfBz8PHjzgvJ/pImtraywuLkZExDlz5nDuD4lEYq+ZM2finj170N7enrFNy5Yt8e3btwrPsYKCAq3vo4qmHj16yP2vTMEPJTwgiCrMyZMnYe3atdCjRw/w8/ODtWvXQnR0NOcZ/djw6NEjtf7eunVL69odmUwGDx8+BIB3a30OHToEmZmZrP1ISkqC169fs7arKNjY2EDXrl3VrqEKCQmBgwcPqt381tfXF8aPH6+xDQ8PD/jrr7/AxsaGlW/e3t4QGRnJyqai8fG6MoIgDA+Px4Nhw4ZBv379dK5j0aJFMGDAALXZXlVx6tQpuHXrlsKx27dvc7KWtDzk5ORAdnY2vHnzhtGUelOBgh+CICA/Px9evXrFtRs6MXHiRJBIJCrL3m/OqwmJRAKTJk2CuLg4mDBhAvzxxx+GcLPC89VXX0GvXr00nhMcHAwREREqy0QikdbkEwKBAIYNGwZfffUVK98EAgHY2tqysgF4t15qzpw54Onpydr2PYGBgfDpp5/qbE8QBHdYWFjA8uXLy7XfWVlZGbx584aVjVQqhe7du8P58+fh9evXEBkZCT169KgwWVaZcvz4cYiNjYWpU6fCxo0buXZHf2gdG6qA0LQ3Eon0Xnw+H0ePHo2pqakolUoRETEjIwN///13tLKyYlSHtbW1xjU1TBUSEqLwrGIz7c3JyQkvXLig8pkXHR2N1tbWam3t7Ozw5cuXWp+dCQkJaq+zTZs2jJ6/GRkZ6OPjo2QfEBDAyB4RsU2bNhrvxcfT3hARly5dyvhempub45w5c/D27duIiHjv3j2cO3cu689z27ZtmJqairdu3dJpHdyH096SkpLQxsaG878XEqkqaeXKlSiTyXDEiBGctO/u7q7yeWlK8vLyQoFAwLkfTEXT3giCqPTIZDL4448/wNvbG5YvXw5r1qwBPz8/+OGHH+Dt27eM6njz5g1kZWWV25cPp+A9ffpUadqDJrKystRmucvKytL4y2NeXh6MGzdOaxsFBQXlvk4XFxewtLQsVx2GpkmTJjBr1izw8fEBgHd7LrVu3Rpq167NuI7AwEBo2rQpeHp6gre3N/D55XtdfvHFF4z24CIIQn94e3sDj8fjrP0XL16Ua7+4ikBqaqrJjVhpg4IfgiAqBVKpFCZOnAgjR47kbG7y69evYcWKFSCVSuHKlStaN6T9mPnz5ysFORkZGfDXX39ptT19+jQcO3ZMbXlhYSH8/PPPrPxhw4MHD2D79u1azztw4IDWvagkEonOL1uBQAAzZsxQOh4cHAzbt28HsVistQ5vb2/Yvn071KhRAwDepdqeOnWqTv4QBEEQFQsKfgiCIPRESUkJ/PjjjzBz5kwYNGgQa/vTp09Dx44d4cCBA1BaWgq3b9+G2NhYRr8cvnjxArp27apyUe7z58+hY8eOcPLkSbX2mZmZ8OTJE9Y+vyc/Px9iY2MhPz9f43lPnjzROvq0f/9++Oeff3Tyg8/nQ2BgoMqygIAAhf2D1NG6dWv45JNPFI7JZDKd/CEIglvK+2wjKiGMJ2lXIGjND4lEqszi8XjYr18/9PPzY203YMAAHDZsGL58+RJlMhkuWrQIW7Rowch+5cqVjJ7BAQEBausYPHgwymQylXZZWVnYpEkTRr5s2rRJwZbpmh8zMzPMzc1V6/vRo0e11pGamqpgU1hYiJaWlqw/xw/X/CAiTps2jfO+RSJVJcXGxmJsbCznfpCMJ9rnh0Qikaqoqlevjm5ubigSiRjb2NnZ4alTpzQ+f3/77Tc0MzNTWwefz8chQ4YovIDevn2LiYmJ2KhRI8a+ODo6YnZ2trwOCn5IJBJb/fLLL+jm5sa5HyTjiUnwIwSCIAii0qHLXkV5eXnQq1cv2L59O3z99ddK5RkZGbBv3z4oKytTW4dMJoP169dDYWGhfOpYWloarF+/npUv2dnZsHXrVhg9ejRkZ2fDkSNH2F1MJYDP58PkyZNBLBbDihUrIDs7m2uXCMKkmDJlCtcuEBURreFRBYRGfkgkEslwcnFxwRYtWuDr16/lz92cnBzGU9b0paCgIExNTcVWrVoxtuHxeDh48GC174/t27drtJ82bRqWlpYq2IwePRp5PB5r//l8Po4fP15eD5uRn7Zt22JycjJKJBJERIyPj0c7OzvO+waJRCJVZNHID0EQBMGaly9fwsuXL6Fz587yndFjYmLg/PnzRvXjypUr4OXlxcoGEeH8+fOQkpICn3/+uUJZaWkpjBgxQqP9kydPoKSkBMzMzADg/3Zlx/+fwpwNMplMp4XWIpEIunfvDn5+fvJjLVu2hJ07d8LAgQMhPT2ddZ0EQRDE/4fdmEvFoCqN/FhaWqJQKOTcDxKJRDIl+fj4YHp6usK7Iz8/X+Nmse/1fs2PTCbDlStXlsuPbt26ydtnOvKzZMkStUkjQkJCGNVhaWmJo0aNwoMHD+KQIUNQLBaz8pvP56OlpSWuXLkSDx48iE2bNmV97UKhEC0tLeXiuk+QSKTKL0p4YOIKCQnB3NxcXL58OZqbm3PuD4lEIpmSoqKi8NatW1hSUoKxsbGMs97t2rUL7969i5s2bWKVMEKVgoOD8dmzZ4jIPPg5efKk2vffxIkTtU7BE4lE+PLlS/mUubKyMkxPT0d/f3/Gfvv5+WFhYaE8CMvPz2cceAEAisViXLVqFRYWFmJhYSEWFBRgeHg41q1bl/N+QSKRKq8o+DFhNW/eXP7CRERcsGAB5z6RSCSSqcnPzw/79evHas1OtWrVMDAwUG8+/P3334ion+AnOzsbBQKBRvuRI0cqrVtCRLx7967GNOXvxePxcP369Ur2T58+ZRwALV26VKX/CQkJlH2LRCIZTBT8mKhcXFwwJydH4ZpLS0tx/PjxnPtGIpFIJHZycHDAVatWMZpyB1D+4Gfnzp1q7dPT09HKykqj/S+//IJSqVSl/dChQ7X6P3XqVCwrK1Prw/Xr19HT05Pzz4VEIlU+MQl++MCC2bNnA4/HU5Crq6u8HBFh9uzZ4O7uDmKxGFq0aAE3b95UqKOkpATGjBkDTk5OYGVlBZ07d4bnz5+zcaPSIxAIwM7OTuGYmZkZ2NjYcOSR/ujQoQPMmTMHQkNDuXaFIAjCKOTk5MD3338Pb968MXhbfn5+0KBBA7XlDg4OwOPxNNZhZ2cHfL7qrwedO3cGa2trtbYeHh7QoUMHEArV51P6/PPPYcKECRp9IAiCMBhaw6MPiIyMxAYNGmB6erpcmZmZ8vJFixahjY0N7t69G1NSUrB3797o5uaG+fn58nMiIiLQw8MDjx07hklJSRgaGop+fn7yuclMqOwjPw0bNlS52DU9PR0//fRTzv3TRY6OjtilSxfMyspCRMSMjAxs3rw52tvbc+4biUQiVST5+/urfSdqG/kZMGCAxvenTCbDNWvWaGx/zZo1Gu1dXV3V2jZq1IjRezwzMxODgoI4v9ckEqlySe/T3iIjI9HPz0/jA3HRokXyY8XFxWhnZyd/kObm5qKZmRnGxMTIz0lLS0M+n4+HDx9m7EdlD34SExPVXrufnx/n/umivXv3qryev/76i3PfSCQSqSJJLBarfSdu27YN+Xy+WlttwQ8i4uHDhzW2b4zgBxExNDSU83tNIpEql/Q+7Q0A4P79++Du7g61atWCPn36wKNHjwAA4PHjx5CRkQFt2rSRn2tubg7NmzeX7w2RmJgIZWVlCue4u7uDr6+v0fePqKiYmZmBQCDg2g29IhQK1U6BMLXrtbS0hJkzZ8LBgwehe/fuWqePGAoejwc9evSAgwcPwowZM8DS0pITPwiC0D9FRUWwbt06kEqlCsf37NkDo0ePBplMZtD2S0tLddrXiCAIwiRg/BMNIh46dAh37dqF169fx2PHjmHz5s3RxcUFs7Ky8Ny5cwgAmJaWpmAzbNgwbNOmDSIibt26FUUikVK9rVu3xuHDh6ttt7i4GPPy8uRKTU3lPLI0lKZNm6Z2fwdE3UZ+fHx8sFOnTtigQQNOrmngwIFqF89KJBIMCwvj/L4zkaOjIxYUFMivpbS0FHv27MmJLz179pRnc5JIJFhQUICOjo6c3yMSiaQfCQQCnDx5Mp47dw5v3ryJ+/fvx8GDB2u1Cw0NxRcvXmh8l2sb+RGJRErv8vdoG/n59NNP8f79+xrbfw+N/JBIJH1L7yM/YWFh0L17d/j888+hVatWcPDgQQAA2LRpk/ycj38JR0Stv45rO2fhwoVgZ2cnF9sdv00JkUikt9EEHo8Hv/32G8TExMD+/fshJiYGfHx89FI3G4RCodrFswKBQOPCWENgaWkJa9asgaioKIiKilIYidTEmDFjwMrKSn4tZmZm8Ndff0HXrl0N6K0y3bp1g6ioKPkO9AKBAKysrGD06NFG9YMgCMMhlUph8eLF0L17d+jduzd07twZNmzYoNXu5MmTcO7cOY3noJZRndLSUvj9999Vlm3evBny8vLU2t67dw927Nih1c/4+Hi4c+eO1vOIqgmPx4OwsDBYu3YtDB48mLNZFkQlhdHPMxpo1aoVRkRE4MOHDxEAMCkpSaG8c+fO8jnIx48fRwDA7OxshXMaNmyIs2bNUttGVRr5iYyM1Hi/2Yz8eHt7K93rZ8+eGXWTOWdnZyUfPiYtLY317uPl0Z49exTaz8vLQ29vb402Li4ueO3aNZX+r1+/3mi7l/fs2RMLCgpU+vF+9NVUVbt2bVZ7sZBIJNX69ddf1Y62l5SUoJeXl9Y66tWrpzSCdPToUUbPOhsbGzx48KDaZ35JSQlt3UBSK09PT0xKSpInyyosLMQnT54wThVPqtoy+D4/xcXF6OHhgXPmzJEPhf/yyy8KDzhVCQ/++ecf+TkvXryghAcfSJ/Bz8aNG1XW8c8//xjtelxcXDRO40N892AzVvAAoHoPDW0B4ZQpUzReQ6NGjQzuN5/PV8iu+DGmHPw0atQIb926hf369ePcFxLJ1CUQCDAqKkrlcyI6OhpFIhGjepo3b45LlizBhIQEnDVrFvbp04exD3Z2dnjo0CGVPsydO5fze0SquFq2bJlSn5FIJDhs2DDOfSNVfOk9+Jk4cSKeOnUKHz16hBcvXsSOHTuijY0NPnnyBBHfpbq2s7PDPXv2YEpKCoaHh6tMde3p6Ynx8fGYlJSEX3/9NaW6/kD6Cn7EYjHu2LFDZR2xsbFGCzYqWvDTr18/lSMncXFxGu20BT8XLlww+KjFnDlzNG4caKrBj4uLC6ampiLiux9IunTpwrlPJJKpKyQkBFNTUzEjIwMREV++fImpqanYrl07VvWYmZnpvCGpk5MTBgcH4+PHjzE1NRVTU1Nx3rx5aG5uzvn9IVVMBQUF4atXr1S+4woKClgF4OWVhYUFLlmyBJOTk3H8+PEoFAoZ2zo7O+PZs2cxOTkZ/f39Ob+v5ZGDg4PGDJMVTXoPft7v22NmZobu7u74zTff4M2bN+XlMpkMIyMj0dXVFc3NzbFZs2aYkpKiUEdRURGOHj0aq1WrhmKxGDt27IjPnj1j4wYFPwzq6datm8Z6jPULe0UKfmxtbdXufP7y5UsMDg5Wa6st+Hn58qXBHw4bNmzQ6IOuwY+7uzv6+voava+/l6enp8J1MFnUrU6urq4mmw6eRDKE3N3dcfXq1Vqn9pJIFUGhoaEa33Njxowxih8dOnRQSvlev359RrZ16tTBS5cuye0yMjI0fr+oyKpduzaePXvWpBIqGXzaG1dU1eAnOjoabWxsGNXTvXt3jfewKgY/derU0ejHr7/+qtZWW/BTUlKC48aNM5jvwcHB8tERdegS/FhaWuLx48fx1q1bGjM4GVLr1q1TuA5dgx+xWIxHjx7FadOm0dohEolEMkGFhYVpfM+lpKSgs7Ozwf04cuSIUts7d+5kZDtw4EAl2+XLl5vU6AnAu3fq+yBuxYoVnPvDVAbZ54fgjvv370NBQQHXbhAqEIlE0LBhQ4PV7+rqCp6ennqvd82aNfD111/DZ599BqGhoXqvnwlffvmlXur5888/oXXr1jB37lyoU6eOXurkkkaNGnHtAkEQhNEwMzNTyB6sCl9fXxCLxQb1w9vbG6pXr650vFmzZuDr66vR1s7ODlatWqV0fNSoURAcHKw3H42BUCgEf39/AAAICgri1hk9Q8FPBQM1pCDVVFaR0ea3qV6XqdO4cWNo2rSp/P+zZs3SqR4ejycXl7xP/a0ptbqpMHjwYFi0aBHXbhAEQRgVkUjEtQvQoUMH+Zf+D6levToMHTpUoy2Px1N5DUKhEMaMGWPy76bKAn0KFYzffvsNbty4oXQ8JSUFli1bxrie7OxseP36tcqynJwctWX65tWrV/Djjz9qPCciIgKKioqM4k9l5sGDB4zPtbOzgwMHDkDt2rXL1aaXlxckJydDWloapKWlwcaNG8HOzo6x/aRJk6B+/frl8kEVpj7y07x5c3BycgIXFxeuXSEIgiD+P9WrVwcbGxudbNu0acP5j4S68uWXX8KoUaO4dkNvUPBTwXjz5g2UlZUpHd+wYQO8efOGcT0nT56EAwcOqCw7duwYxMXF6ewjG2QyGeTm5mo8Jycnh0Z/yolUKoUJEyYwPp/P54O9vX252qxbty7s2bMHGjZsCG5ubuDm5gYDBw6EP/74Qz4Kow0bGxuDbHKrboNGU+Lzzz+HQYMGce0GQRAE8f8JDw+vklOSzczMwNramms39AYFPxWQH374QeH/2dnZsHXrVtb1ZGdng0wmUziGiJCdnV0u/9hSVFQExcXFKsvevHmjtkzfSCQStTuTSyQSjUHahg0b4Nq1awbyrPzk5OQofdaaWL58uVLQMWbMGFZtfvnllyrnAffo0QNcXV1Z1UUQ+qJ69eqwatWqSvWiJoiqgrFmpXCBnZ0dzJs3j2s3CKDgp0KSkpICa9asgWfPnsHTp0+hS5cukJmZybqeSZMmKT1I8vPzYezYsfpylRExMTFw5MgRlWXbt2+H+Ph4o/jx9OlTmDNnjsqyR48ewfz589XaZmZmQmFhoaFcKzcTJ06EnJwcxufXqlVL6dijR48Y25ubm0NUVJTKMgsLC5ULPgnCGHTt2hXatWunt0QaBEEYh7KyMq1rav777z9Ws2AqEgKBALy8vLh2gwAA/c83IcpNXl4ejBw5Uv6r+pUrV3SqRyqVwrfffgtmZmbw008/wYIFC0AqlaqcVmdoSkpKlI4hosrjhkQikYBMJlNadMjEj7lz58KhQ4cq3Jzd48ePw/Hjx43aprm5ucZyMzMzEAqFIJFIWNUrlUpZ2+gDPp8PFhYW8Oeff8K5c+dg69atOq1D4/F4IBaLoaSkBKRSqQE8rRoIBAKYOHEiNG/eHAAAMjIyICIigtGza+3atXDlyhVISkoytJsEQRiZHTt2GH32ClEJ0ZoMuwJSmff5MZREIhGn7VtZWeGOHTvw8ePHiIh49+5d3LRpk9H9EgqFuGTJEoW9h27evIk1a9bUamtra4uJiYkq+2RJSQn+8MMPBvM7ODhY5WbAx48fZ71HUp06dZQ2H05JSWG1z88///yj8W9UKpXi0KFDtdYzd+5cBbt9+/ahQCDQ6R5FR0fL67l//z5jOx6Ph5MmTcLCwkKUyWRYVlaGGRkZOu3K3bVrVywsLMTIyEhs1KiRzp/3xo0bERFxypQpButTFVVCoRDnzZuHEolE/nnKZDLcuXOnSW20RyKR2Kthw4b48OFDle+VzMxM7NChg8F9CAsLw8zMTLXvt5YtW6q1tbe3x7KyMrW20dHRnN9jprKxscGSkhK576byPqJ9fgg5paWlnLb/9u1b6NWrF/Tr1w+GDx8O3377LQwcONDofkkkEvj555+hrKwM8N0mv7Bu3Tp4+vSpVtv8/Hy1C+lzcnLgjz/+0Le7ci5evAjx8fEKiSGOHz8O/fv3Zz0dr2vXrkp7Ffz999+QkZHBuA5t6Uj5fL5OiQxkMpnRR0zMzMxgxowZIBaLgcfjgVAoBBcXF9bTQzt16gTr1q0DsVgMs2fPhpkzZxrIY2ZUtBFKpkyaNAl++uknEAgE8mM8Hg969OgBq1evplSxBFGJuX79Ouzfv18pCRIiwtWrV+HgwYMG9yEuLg6uXr2qk21hYSGsX79ezx4R+obeIoRROXfuHKxduxYSExN1rqO8aYzz8vLA29sbPDw8wMPDQ+3aFVXs2LED/vjjD6XkAoMGDWKVcEAXxo8fD19//TUkJSVBXFwcfPPNN/DixYty1/vmzRtWgY+hkMlkrNYd6Ys//vhDZerS3r17Q1hYGKM6GjRoANu2bQNHR0f5sdatW8O0adMMks1OE35+fvDnn39CWloarFy50qCb7+qbIUOGwOzZs9UGOO3atSt3enaCICo2kZGREBwcLH+/vX79Gnr27Anh4eFG8+HRo0cqs9BmZmaqTZwE8O6H5lOnThnQM0IfUPBDmBwbN25k/KVUFYgI6enpcr19+5axbVFREYwbN07+y05mZiZERkZCSkqKzv4wJS8vD06dOgWBgYHQvn17yM/PL3edMpkMJk6cCNu3b9eDh+WjsLAQfvrpJ6O3a29vr3KURCwWg4WFBaM6Bg0apJRdzNzcHObPnw9OTk568ZMJvXv3hosXL8L3338Pbm5uMHr0aLh48SL06NGDdV3Dhw+HOXPmQL169QzgqWqsra01jira2NhQtiSCqOTk5+dDQkIC9OrVCyIjI2HIkCGwe/duo671mTRpksqZKdu3b9e6DjslJcUo3wkI3aHghzApRo0aBUFBQdC+fXvOfHi/p46/vz80a9YM5s6dC2lpaZz5w5bNmzfLF4O/evUKYmJiWNfx+vVrjXszFRcXM8rIk5+fL1/Erq1ObbBN982ERYsWgaWlpdbz+vTpo7bMWMGPWCyGb7/9VilgE4vFEB4eDmKxmFE9devWheTkZFi2bBnMmjUL4uLiYN26dWBlZWUIt+UIBAJGG+S2a9cO2rVrx7heGxsbiImJgSVLloCHh4dRpgO6uLiAp6en1sQgBEGo59y5czB37lzYt2+f0dsuLCyEcePGKUwrl0qlGkd93nPz5k04ffq00vtMJpOxysrKNW/fvuXkB0mjoHVVUAWEEh5UXc2bNw8REVeuXMm5L6asadOm4d27dzEoKEgnewsLCywoKFD7N3rw4EHGdS1atAhTUlKwQYMG5bomoVCIr1+/RkR2CQ927Nih9jqKi4vR2tpaax2pqalq67h8+TLra9El4UF4eLjG52bPnj0Z1TN58mSV9tu2bUMrKyuD9Ulvb2+N/n9IeHg4ozrt7e1xz549cruysjLs3r27wa4BADAoKEjeH5YuXYp8Pt+g7ZFIJMNpw4YN8ufHqlWrGNsJhULMzs5WeG69fv0ahUIh59fERj169JD7TwkPCIIwaZYsWQI9e/bUOY06aklTziaF+ezZs6FPnz5w8+ZNnXz50KeKiLESD2gbZWAyhS8iIkLtXljh4eHg4OCgk29cIBKJICoqCrp16yY/JhQKYc2aNdCpUyet9mZmZmBpaSkXE/h8PvTo0QM8PT0BAGDs2LEwa9Yso6/7Igji/wgJCdF5qvyyZcugffv20L59e5g8eTJjO6lUCrNnz5Zv3SCRSGD27NkmtwWCRCIBqVQKMpmM88RZeoXxT20VCBr5qbqaN28eFhYW4ogRIzj3paqrU6dOKv8+i4qK0N7e3uj+8Pl8jIuLQ0R26USnTp2qNjWpPkZ+rly5wvpa2I782Nvb49u3bzU+NwsKCtDW1lZjPStXrtRYR7du3Qz2+el75Gfx4sUKKe0/ZMyYMRptbW1tcePGjVhYWIiFhYWYm5uLISEhWtsMCAhQ6ktSqRSXLl3K+XYDJFJVlFgsxpycHE6+M/D5fBw+fDju378fhw0bZpKjwHw+H6Ojo3HFihUmM2rFZOSHgh+SSSkoKAjPnTvHuR8kQE9PTzxx4oTS3+fy5cs5e0iGhITgzp070c7OjrGNSCRS+7AsKipiFPxMmTJF7fNKl+Dn/VQLpsGPg4ODxr0lEBFLS0s13pf69evjzZs3NdaRnJxssM9On8GPj4+P0l5WH3Lu3DmsVq2aWvu1a9cq2Tx79gybNWumsd2goCCV7UmlUqxevTonfxMkUlXWuHHjUCKR0A+m5VCzZs3Q3Nyccz+Yiqa9EZWOK1euMJqyQhie58+fQ7du3eDIkSOQlJQESUlJsGjRIpgyZYp8qN/YJCQkwKBBgxgtSn2PTCaDhw8fqiz7/vvvGWUDPHLkiNqyBw8eMPblPRMnToTXr1+ztisPnp6eUL9+faO2qQs5OTlasz65ubkp7WX1IU2aNFGZ3hwAoEaNGiqfMV5eXtC2bVswMzNj5zC8mw63ceNG1nYEQZSPli1bKuwZRrDnzJkzrKaymwIU/BAmhzHTXRKaycvLg3bt2kFgYCAEBgbCtGnTOH1IlpaWskpdDvBuTvOkSZNUluXm5jJaS5SRkaFybwdEhHHjxrHy5327z549g//++4+1ramSm5sLcXFxWs87cuSIxmCzvEyZMgVcXFxUlk2bNg2cnZ11qrdatWrlccvoTJw4EebMmQOurq5cu0IQ5eLevXtw+fJlrt0gKhAU/BAEUeW5dOkSrF69Gl6+fAkA71KAb9y4EU6cOMHIPiMjA/r06QN37txROK5r+m2ZTAbffPMNnDt3jtH5+fn5MGPGDI3n/PTTT1BQUMDalw/Jysoql70mcnNzYefOnRqDZ0TU+uOHUCiEZcuW6eSDubm50n5NH6Nr6vLPP/8chgwZwsqmWrVq0LZtW0hOToagoCBGqcDV8eEGvJqwsLCAhQsXwsKFC2HWrFlw+vRpWLBgAeM9rwiiIoGIcPHiRfn2DgQBAEBrfkgkEun/y83NDVevXo3e3t462U+bNg1Pnz6NZWVluHbtWkaL5PUlbamue/XqpdFe2zoZRERPT0+DX4eqdWTvycnJQTMzM432ZmZmmJubq/U9UrNmTSXbdu3aabVLTExU27a6NT/vmTZtGuP7UKdOHbx06ZKC/dGjR9HNzY1xHU2bNsWIiAiMiIjAa9euYWhoqFabsLAwlb6HhYUZrS+TSPrS0KFDKdlIFRMlPCCRSCQjq0aNGti2bVujZ/Zxd3fHo0ePqnxmxsXFMfrSvHTpUrUZ0kpKStDd3d3g1xEaGqp2D6mJEycij8fTaG/o4CcpKUlt2/oMfgYOHKiyjqNHjzLqW40bN8bHjx8r2KampuK///6rMfGFuuDn7NmzaGNjY/S/JxKJRGIjCn5IJBKpCkksFuO2bdvw4cOHiIj44MED3Lp1K1pYWDCyNzMzw2fPnql87o4dO1Zr4KEvhYaGKqQPP3HiBO7fvx99fX0ZXQNXwU/dunXx3r17am2ZBj92dnZqU5cXFBRo3ZxYJBLhq1ev1Ppx8eJFtaOb6oIfRMRdu3Zx0q8dHR2xU6dOaGlpyUn7JBLJdETZ3giCIKoQRUVF8O2338K3334Lw4cPh2+//Rb69u0LxcXFjOzLyspgxYoVCkkeEBFSUlLgyJEjRttI9uTJk9C/f38YNmwYDB8+HLp16wadO3eGGzdu6KX+7du3GySb3oMHD+Cff/4pdz08Hg9EIpHKMmtraxg7dqzWOjRtetu4cWPo0KEDa7/U+aQNHo8nF1sEAgGsXr0a9u/fDwsWLNCpfYIgCAW0hkcVEBr5IZFIJMNIKBSim5sbbt++HRMTE7Fr164a98SpaGIy8qNuk9MmTZpgZmamRtsdO3ZobH/kyJFYWFio0pbpyI+9vb3GfZu0beIrEokwPz9f43Xk5uaqnMaoaeSnuLiY0Qaz7+Xs7IwhISH49OlTfPHiBe7bt4/157l69Wr5VMzbt29z3r9IJFLFFo38EARBEKyQSCSQnp4O4eHhEBgYCP/++69JpZeXSqUQExOjtvzhw4dw4cIFlWXnz5+HnTt3qrVFBqnLV69erdPeTsbGzs4O+Hx2XwGYZMP7kPDwcDh79izUqFED3Nzc4IsvvoA5c+Ywzpjn6+sLISEhOo0YEQRBqIOCH4IgCKLSIJPJNE49u3z5Mly5ckVteW5uLkilUtZlH/L9999Dbm6uwrHS0lLGqcYLCgpg+vTpKssQEXJychjVowvFxcXw5s2bctcjEAjA3t5e4ZiXlxfMmjVLY3D6Hh6PBy1atNC4WS1TXF1dYeLEiXDy5EmT22+JIAgDoHVsqAJC095IJBKJpE716tXD69evK707SkpK0NbWVqMtj8dTSLbwISNGjGDsQ4sWLRSSR1y8eJHVNQQFBeH9+/eVfMjOzkahUKjRViAQ4M6dO7W+S9WlLv/rr7/U2gwdOpSR/97e3mrrePXqFTZp0kSjvYODg9LUP12nvT19+lRex9q1aznvnyQSyXCiaW8mjrm5OVhaWoJQKOTaFYIgCJPh7t270KtXL3j69Kn82KFDh6BLly7w9u1bjbaICLNmzYKysjKF4//99x/ExcUx9uHUqVPw7bffQl5eHixZsgQmTJjA6hquXLkCvXv3lidmQEQoLCyE2bNnax19kkqlsGrVKpBIJKzafE9JSYna5Bb6mILm5OQEPXr0KHc92uDz+TBmzBioXr26/Fjbtm2hcePGjOswMzMDLy8viI2NhSZNmmhMJEEQhImgNTyqgFSFkZ+aNWvi2bNnsbCwEAcPHsy5PyQSiWRqqlOnDu7fvx+jo6PR3NycsR2Px8N+/frh/v37cf/+/bhz506d97ixsLBAgUCg8zX4+/vj/v37cc2aNSgWixnvH8Xn8zUmX7h+/To6OTmptBWJRJiWlqbSTh8jP4iIv/32m0Z7fYz8tGzZEiUSiVLbnTt3ZmRvZ2eH0dHRWFRUhIjvRg5jYmI479ckEkm9aJ8fE5WDgwOeOXNGfr1nz57FGTNmcO4XiUQikUxLffr0wT179iAiokwmw5KSEhw9ejTWr19fo92UKVNUvn/ZBD/qNsxF1C34GTlyJKtrb9u2rcq2mQY/qjatffLkCYaEhHD+uZJIJNWi4MdEFR8fr3TNpaWlOH78eM59I5FIJJJpydraGletWoUeHh7o6urKaLPaevXq4YsXLxTeQ0ePHmW80ahAIMAZM2aofIeXlJRofZ99HPykpqaih4cH42sWiUQKa30+hEnww+Px8ObNmyrts7Oz0dnZmfPPlUQiKYvW/JggLVq0gAYNGigdNzMzgy5duoCrqysHXhEEQRCmyps3b+D777+HtLQ0yMjIYLRZ7d27dyE8PByWLl0KAO82wN28eTMUFhYyalMqlcLRo0fh0aNHSmVpaWmwbNkyVtfw22+/QVpaGuPzeTxeuTO7qbN3cHCAfv36latugiC4g4KfCkbz5s3VBjjNmzcHFxcXI3tEEARBVEVOnz4N06ZNA39/fwgICICtW7eysk9ISIAuXbrAkydPoLCwEEpLS+H58+eQnp6u1TY/Px9mzpwJ2dnZEBcXB1u2bNH1MgxCeHg41y5UemxsbCAmJgaSk5OhZ8+etN8ToTcojVgFwtHREYKCgrh2gyAIgiAA4N2Iz7Vr13S2v3HjBtSqVQsGDRoEzs7O8OuvvzKyk0qlEB8fD/Hx8Rr3ZWLLnTt34MmTJ3qrjzAM4eHh0KtXL+jatSsAAERHR8Phw4cZ75VFEBrROjGuAlJZ1/z4+flpvfa9e/dy7qeuEggEWvenMKS8vb1x5MiRjLMlkUgkEsk0ZW5ujgUFBUrv0HXr1jGy5/F4+PjxY7Xv4oSEBM6vsTLr0aNHCvdbJpPhokWLjOpDaGgoHjx4EJcvX45mZmac3xMSMzFZ80MjPyaGqY4M8fl8mDx5Mri7u8OkSZOguLjYqO37+PjAoUOHwMvLCywtLeG3335jNO+dIAiCqByUlJQwHsVCROjbty+cO3dOZfmlS5f06RrxAQ0aNABLS0uFYzweD9q2bQtr1qwxyshdixYt4MCBA2BpaQmICLa2tjB27FgaeaosaA2PKiBVeeQnNTWVVZ08Hg+7deuG7u7ujDL8GEo//PCDPHOPul3FDanFixfL72FOTg79ikMikUiVWAKBQOG5j4g4ffp0VnU4OTnh/v37ld7DMpkMXVxcOL/Gyqply5ap/Q40ZswYo/hw5MgRpbbXrFnDqg4ej4e9evXCtWvXYs+ePTn9DlaVRNneqjje3t5w69Yt2Lx5MyQnJ0NaWho0bdqUdT0uLi4QEBAA3t7erG2FQiFMmTIFfvnlFxAKyzfQ2LBhQwgICABfX99y1WNnZwe///57ueowdQQCAfj7+4O/vz8IBAKu3SEIgtArUqkUZs6cCRs2bIAbN25AUlIS7N27l1UdWVlZ8O2338KtW7cUjj99+hTKysr06S7BEC8vLxCJRAZtw9nZGWxtbZWOd+7cGTw9PRnVUadOHbhz5w6sX78ehg4dCn///TfcuHHD5N63HTp0gIkTJ5qc31rRGh5VQGjkR3td9evXx+TkZCX7qKgoVmteHB0d8dixY4j4bkfwBg0asLomFxcXpY3u2I781KtXD+fOnSufv52Xl4dhYWGs6vj4F8Dt27dz/nlzqZEjR6JUKkWpVIoRERGc+0MikUiGULt27dDW1rZcdYwYMQJjY2OxtLQU586di/7+/pxfV2WWppEfRMQaNWoYtP1Ro0apbXv58uWM6ti6dauSbWFhIfbs2ZPz+8tU5ubmuH37dpTJZEYbcdOHaJNTE5M+g5/u3burtM/NzWU85cvOzg6PHz+uYP/kyROMiopifE0xMTFKPrAJfsRiMd6+fVupjg0bNqC5uTnjej4Ofvbt24disZizz9rNzQ09PT2NPv1OKBTimDFjFBYCFxQU4KhRo1AgEHB2P0gkEqkiy9HREX19fWnqkhFUkYOf9evXa/3u0bZtW8zJyVFpn52djW3btuX8HjORjY0NlpSUICLiuXPnOPeHqWjam4nx+vVrvaT0NDMzg5YtW6osE4lEass+xM3NDXbt2gVff/21wvGaNWtCs2bNGE098/f3h+DgYGZOq6Ft27ZQp04dpeODBg2C+fPnA5+vWxfu3LmzPIWmMalRowZERETArVu3IDU1FWbNmgUhISFGa9/b2xt+//13sLa2lh+ztraGP/74A2rWrGk0PwiCIEyJ169fw40bNyhRThXnu+++gyZNmmg8x8HBAezt7VmXEcaDgp8KxPPnz+HAgQMaz5kzZ47WeiwsLGDIkCEqy8RiMQwePFhrHZ988gm0atVKZVm9evXUln1IWFiY0hfqVatWQVZWllZbgHfrhUaOHAlmZmYqy0eMGKG2zJCYm5uDpaUl6zVMNjY2sHXrVli9erX84TdjxgzYunWrTmuxdEFT/2HStwyNpaWlUpYfU4LH40GXLl1MNisjQRAEoRltP7qam5trLP/xxx9N7j3H5/PLvW67IkHBj4lx+fJlg7fB4/GgUaNGBqn7xo0bjNNcDx48WGOQJRQK4YsvvtCXa1oRiUTQsWNHOHz4MGRlZcGKFStALBYztt+4caPKUZ4aNWpAXFycUUaAvvzyS7VlXH9hb9GiBaSnp8OrV6+gX79+ULduXU790QVXV1fYsWMHuLi4cO0KQRCESXLz5k0oLCzk2g2dsLOzg1WrVmk8x8/Pj5MfbstDo0aNYOzYsVy7oTco+KlgxMbGwrNnz1SW7d+/H1JTUw3ug0AggJ9++knjOb179wYnJye15R4eHvDNN9+Uyw+hUKjxFxYLCwuYNGlSudpgg52dHezbtw9atGgBYrEYvv/+e/j5558Z2YaEhGgMLt6PChkyAOrRo4fGL+U8Hs9gbWsjNDQUoqOjwdbWFiwtLSE6Ohp69+5d7nqNfU08Hg/MzMw4G5X82BeCIAhTY926dfDy5Uuu3dAJHo9n8Gx0XEAjP4RBSUpKUrl5WmFhIRw4cACys7M58EqZ4OBghXUjH+Pg4KD0Zf/EiROwadMmQ7tmMP7++2+lYOyHH36AKVOmaLX18fGBGjVqaDynRo0a4OPjUy4fNREcHKwyfed76tSpA9OnTzdY++oICQmBvXv3KqUQnTJlCnz66ac61Wlubg7z5s2Dp0+fwo8//qgPN1nRsmVLTl8UHh4eEBMTw1n7BEEQ5eHBgwcqj6empkJpaalB287MzKTNTCs5FPxUQIYMGQKxsbEKx2bMmAFr165lZF9SUgK7du1SW7Z79+5y+8gWiUQCmzdvNtmhbAAAR0dHpWNCoVBjQPEepr/Cd+7cWWNQaUiYXsvHuLi4wJw5c8Dd3V2ndv/880+ws7NTOm5jYwODBg3Sqc5p06bBjBkzIDY2Fn777Ted6jBVatasCbt27YKWLVtC69atuXaHIAiCNT/88IPK47/++itkZGQYtO2dO3fChQsXDNoGwS0U/FRACgoKYPDgwdC4cWN49OgRTJ06FVauXMnYvrS0FPbs2aOyrLi4mPVGb/ogMzMTduzYYfR237Ns2TJ4+vSpzvaDBw8GPz8/lWVDhw4t98ar7+nYsSNnwQ9b3o+unD59GmbNmgUnT56EWbNmsapj5MiRGkd3wsPDNdr37dsX2rVrp3Q8JiYG/P39YfLkySCTyVj5ZOrUrFkTgoODwdHRkYIfgiBMksePH8PPP/+sMMpTUlICb968MUr7r1+/Vnn8zZs3Gtcty2SyCjNDh1APBT8VlNevX0NCQgLUqVMHfvnlF5BIJKzsHz58CPfu3VM6fuTIEaN/Gbxz5w506NABioqKWNndvHlT4xqnsrIyiI+PZ1RXeno640QLqqhevbra7Cyayt5T2dKjCgQCWLBgAcyYMQPq1asHAACffvoptG7dmlXKbDc3N7CwsNDJBxsbG+jSpQts375daX3NnTt34Nq1a/D27Vud6iYIgiC4o6SkBGbOnAlJSUkA8C6omDFjBmzYsMEo7Y8YMQJKSkqUjv/9999w7tw5tXb5+fkwbtw4jXWfOHHC4FP3CM1Q8FNJSU5OhlOnTsm/8CMiFBYWwqpVq0AqlWq1V/VH/yFRUVEaFyQiIpSVlUFGRgb06dMHkpOTWfkPAHDmzBm4ceOGRh///vtvxvVpuyZDIpFIGN13U0EoFMLw4cOVjoeEhEDDhg0Z1cHn88uVFMDR0RF69uypl4X9fD4fLC0tYcOGDTB06FBWWfz0AY/HA0tLS1i4cCEcPHgQwsLCdEqn/jHdu3eH+vXr68lLgiAI4zJx4kRo3749dOjQAZYtW2a0dgsLC2HhwoUKPzxnZmbCX3/9pdVW24+dGzZsYP1jMKFfKPipxIwePRoaN24MsbGxsH79enBycoKzZ89qtZNIJDBgwACN59y+fVvjH++tW7dg4MCB0KpVK7h27Rpr399z5coVtSNVly9fZjWKpW0KlSGJjo6Go0ePctZ+RaRhw4acJCP4GB6PBxMnToSsrCwYOHAgrF69Gu7cuaPzBrq60KNHD8jKyoLJkydD+/btYd++fZCVlVXu1KK1a9cGBwcHPXlZ9WjWrBnjYJ4gCP1z/vx5iIuLg8OHD5f7B0Q2W3hIpVKYN28eTJ48GUpLS+HOnTuwf/9+uHXrllbb58+fw/Pnz9WWpaWlMfaDSyQSiXzkrdKBJkheXh4CAMmAatasmcbPYOzYsUbxw8rKCgsLC1X60Lp1a1Z12dra4j///IOIiJcuXcI6deowtp0yZYrG+9GoUSOtdezfv19r35ZKpejq6mqQe9m4cWN8+fKlxvYXLVrEqK4xY8ZgWVmZyjpiY2NRJBJprSMwMFDr/Xj8+LFae29vb0REzM3NRTMzM53vy8iRI7G0tFSh3aKiIhw8eDDrutzd3VEmk+Hbt29RLBYzsunatStmZ2ervP6EhAR0c3Nj5cPHf7tNmzY1SH8ylnr06GGwvwl14vF42LFjR3z16hXevn0b/fz8OL8PJBJJd/Xv3x/Pnj2rk22/fv3Q39+flU10dDTKZDKFZ7FMJsPo6GjO7wUb9ejRQ+7/lClTOPeHifLy8rR+t6Dgh6RSIpEI16xZo/L+nz17Fq2srIziB4/Hw65du2JWVpa8/Vu3buGcOXPQ3NycdX1WVla4cuVKdHJyYmVnbW2Nly9fVnk/VqxYwejLt7u7u9pA7j0//vgj8vl8g93Pe/fuqW37/v37aGNjw6ievXv3qq2nsLAQLS0ttdZRUYKfHTt2qGx7w4YNrOtiG/z4+/tjQUGBxntw+fJlVj5UpuCnT58+WFBQgAkJCUZrs0aNGnj9+nXMz8+X38P09HSsX78+5/fD1NWnTx9csGABWlhYcO4LqerI1tYWd+/ejUlJSUZr097eHlu3bi3/wTEjIwNbtWqF9vb2nN8PNqqswU/l2bGI0CulpaWwe/du6NmzJ1SrVk1+XCaTwebNm422kBwR4d9//wWpVApffPEFAACsWbMGMjMzdarv7du3MGbMGNZ2b968gbKyMtZlH5KZmQnz5s2Db775RuWGp3fv3oX4+HjOspNJJJIKt7fBli1buHbBoAiFQq3Z/VSlWDcF+vXrB1KpFLZv366Tfffu3eHvv/8GsVis8AwyNFOmTIHPP/9c4Zirqyv88ssv0KlTJ6P5Udno1q2b/PPcvHkz3Llzh2uXiCrC//73P/jmm2/g6tWrRmszNzcXjh07Bv369YOvvvoKLly4wDhBE2EEtIZHFRAa+TGefHx8cO7cuZiamoqbN2/Ghg0bGnRkoiIrKCgIpVKpQl988OAB6yk5Xl5eeO3aNfkvywUFBfjgwQOsV6+ewa+hbdu2av+u2EwJMNbIT4MGDdTa62Pkp2PHjpibm6uy7devX2NoaCir+tiM/PB4PLxw4YLWe1BSUoKTJk1i7EN5R36EQiFOnDgRk5OTMTk5GVu0aMHKvn79+nj16lXMz8/HvLw8TEpKQkdHR1Z1tG7dWmEq4IMHDwz+twEA2KRJE4VR5g/Jy8vD7t27G8WPyqZWrVopfJ4+Pj6c+0SqOurQoQMiIh49epRzX0xNdnZ2uHnzZkxMTMTq1atz7g8T0cgPUW7u3LkDs2bNYr1/S2Xkzp078Ndff4FQKIRWrVrBkSNH4MWLF6w3XEtNTQU/Pz/o2LEjdOjQAc6cOaPzr+NsuXr1Kly8eBGCg4MVjp8/fx6++eYbxvXEx8dDx44dVWYji4+PZ52anSscHBxUbrAKAFCtWjWwt7c3aPu1atXSeo5IJNJ5A1ldmDBhAvzyyy/y//fq1QvEYjHExcVptQ0KCoI9e/aAl5eX/Ji/vz906tQJNm7cyKh9kUgE3bt35yRRg62trdqRNltbW3BycjKyR5UDe3t7hc8zLCyMRn4Io4KIMHjwYK7dMDny8vJg0KBBMGLECJ1n3FRItIZHFRAa+SFxKR6PhwEBAZz7oau8vb3xypUr8r+nhIQE9Pb2ZlWHubm52rUqnTp1YlSHv7+/UqKBD9m0aRNaW1trvA7E8o389O/fX+Ozplu3bqzqYzvyk5GRweiZt2zZMsY+6Dryw+fzccyYMVhUVKTU/pEjR1AoFGqtY86cOSr9Z7Nmp3r16kr9wlgjP126dNH4OVy/fh2rVavGqk5LS0tG966ySiwW46VLlxTuY//+/Tn3i1R11K5dO1y2bJlO64RJpicmIz+U6pogWIKIJp3+8cmTJ9CmTRv4999/Ye/evdC2bVt48uQJqzpkMhlcuXJF6fizZ8807v/0IdeuXYMlS5aoLMvNzYUDBw4YbTdvfVFcXAzXr19nfH5CQoLWcwoLC+HmzZvlcYsRoaGhsGzZMpWbzrZq1Qq+++47g/sAALBp0yal/Z8uXbpk8HbNzc21bqDo6+vLalPeFi1aQEZGBvzyyy8gEonK66JJIhQKwd/fX+HY5cuXuXGGqJIcPXoUfvzxR073+iMqGFrDowoIjfyQSNyrTZs2KJPJ5Ok8ZTIZrl27llUdgYGBmJqaqvD3LZVKsV+/flpt34/85OTk6DzyU7duXYVRsA85d+4c6xExAMARI0ZgQUEBo2xvQUFBWp93jx49YtW+q6srHj16VG7PdORH03owRMSRI0dqtK9RowYmJSWptM3MzMSwsDBGfhw/flzJ3hjr4SwsLLRm3pPJZOju7s6ovhYtWij07Tlz5ujsG4/HM/j1G6p9Ozs7LCkpUbiPtOaHRCIZSjTyQxCEwTh9+jR4eHhAkyZNICkpCVq0aMF609LExET477//IDU1FQDejfgMHjwYtm3bptW2rKwMnj9/Dt999x2jbHuqePDgATx69Ehl2b1791iPiAG8y+r37bffMtrBu6ioSOuasQcPHrBqPyMjg9XoE8C7dTZRUVEaz1m4cCG4ubmpLXdycpJnZPwYZ2dnCAgI0OpH9erVwcbGRut5FR0zMzNo164deHp6yo+1bduWdT3e3t4wYMAASEtLg44dO4KHh4c+3dSKm5sbtG7dGp4/fw4jRoyAgIAA1uue1q5dW2VHvQiCqKBoDY8+4vnz59i3b1+sVq0aisVi9PPzU/jlVCaTYWRkJLq5uaGFhQU2b94cb9y4oVBHcXExjh49Gh0dHdHS0hI7deqk9OuvJmjkh0SqXAoKCsJZs2Zhr169WNk1btxYp9GZD9W7d28sLi5WeMYUFBRgly5djHLtoaGhajefPXbsGOs9qQAAlyxZIq+DyciPSCTSOuqBiOjp6am2joCAAI2206dP1+rH2LFjleyOHj3KOlucLtLnyI+Xl5eS7cWLF1n54+vriykpKQp1nD9/HmvWrMn62po1a4YeHh6sbFxdXfHUqVNK17F//36Na/E+1rFjx5TqoJEfEolkKOl9k9Ps7GysWbMmDho0CC9duoSPHz/G+Ph4fPDggfycRYsWoY2NDe7evRtTUlKwd+/e6ObmprBhXEREBHp4eOCxY8cwKSkJQ0ND0c/PDyUSCSM/KPghkUj6kpmZGd66dQtTU1NRIpFgfn4+JicnGzWle3x8PKampsqDsOzsbExNTdU61Uyd3N3d8dGjR7h8+XJGGxJX1OCnpKQEIyIijPIZ6DP4+ffff5Vs2QQ/PB4PR44cqdKHkJAQxvXY29vjkSNHMD09He/du4fJycmM0rc7ODjg+fPn1d6Hf//9l/GGyBT8kEgkY0rvwc+UKVMwJCREbblMJkNXV1dctGiR/FhxcTHa2dnhmjVrEPH/MjPFxMTIz0lLS0M+n4+HDx9m5AcFPyQSSd/i8Xg4b9487Nq1K2c+jB07FlevXo3BwcHlrmvUqFGMz9VH8FOjRg2166eYrvn5OPhhs/dUeaXP4Of69etKtmyCH3t7e7WZEOfPn89oDY6HhweeOHFCyX7lypVas8+9f19rYubMmYyu5ePg5+LFi6z3RiORSCSm0nvw89lnn+G4ceOwR48e6OzsjP7+/hgVFSUvf/jwIQKA0qLXzp0744ABAxAR8fjx4wgAChueISI2bNgQZ82axcgPCn5IJBJJf9JH8ANQ/lTXHwY/RUVF2Lp1a6PdA3Nzc3z9+rXG61+5cqXWdLn9+/dXmOnwHjbBj4uLC5aVlan0ITs7GwUCgdY6WrVqpdK+uLhY47S1oKAgfPr0qcb7gIg4b948RkHYx8HPlClTOO/vJBKp8krvCQ8ePXoEq1evhk8++QSOHDkCERER8MMPP8DmzZsBAOQLd11cXBTsXFxc5GUZGRkgEomUNrD78JyPKSkpgfz8fAURBEEQFYs7d+6ofD6zTVWdnp4OXbp0gWPHjunLNa2UlJRo3QTxxo0bWtPlfvrpp+VO2rB582aVGwgzhcfjwZdffqmyjM/nQ1BQkFpbZ2dnqFGjhtY2pk6dCg0aNNDZR4IgCK5gFfzIZDIICAiABQsWwBdffAEjRoyAYcOGwerVqxXO4/F4Cv9HRKVjH6PpnIULF4KdnZ1cH+4eThAEQZQPiUSi9Bz/mC1btkBOTo7Gc7Zv3w4PHz4ERJQfk0ql8PPPPzPyIz4+HpKSkmDQoEFw9OhRRjb6pLS0VGP5h9dlSMqbHc3MzAymTZumtmzq1Knlqh8AGAVnoaGh4OPjI///w4cP4fDhw+VumyAIojywCn7c3Nygfv36Csc+++wzePbsGQAAuLq6AgAojeBkZmbKR4NcXV2htLRU6SX64TkfM23aNMjLy5PrfVpcgiAIovzIZDKIj4/XeM758+fh7du3Wutq06YNeHh4QFRUFKxatQq8vLzg1atXjPy4efMmtGrVipPABwDg5MmTsGnTJpVl8fHxsGXLFp3rvn//vs62pkpCQgI8fvxY/v+XL1/CtWvXOPSIIAiCZfDTtGlTuHv3rsKxe/fuQc2aNQEAoFatWuDq6qowVaG0tBROnz4NTZo0AQCAwMBAMDMzUzgnPT0dbty4IT/nY8zNzcHW1lZBBEEQhP548OABJCQkqCy7f/8+XL58mVE9WVlZkJ6eDiNGjIBRo0ZBeno6yGQyxn5oG10yJCUlJfDPP/8oTd2TSCQQHR0NhYWFOtUrk8lgwoQJ+nARtm/fzup+suX+/ftw5coVvdT19u1b+TRBRGS0fxdBEITB0boq6AMSEhJQKBTi/Pnz8f79+7h161a0tLTELVu2yM9ZtGgR2tnZ4Z49ezAlJQXDw8NVprr29PTE+Ph4TEpKwq+//ppSXZNIJBLHmjdvntJz+MWLF1UuNXGHDh3ki2YLCgpwyJAhjBb3v7+HH5OVlcVqr6Jdu3apff8xSXUtEolUJl14z+HDhzXaM8n29ueff6KFhYVWX2JiYrCwsBCfPn2KDg4OnH+2JBKpckvv2d4QEWNjY9HX1xfNzc3Rx8dHIdsb4v9tcurq6orm5ubYrFkzpY3aioqKcPTo0fKNUjt27IjPnj1j7AMFPyQSiWQYzZ8/HxMSEhAR8fbt2+jn58e5T1yoQ4cOuHr1auzbty8rO1XBz+DBg1nV4eDgoDLbW3JyMtatW1ervabgRyKR4Pjx4zXa9+3bV2P2P6apywHepRBne/0kkjo1bdqU1Sa7pKongwQ/FQEKfkgkEslwqlu3LoaFhaGvry/nvpiaPg5+zp07pzVF+McSCoW4cOFChXpkMhkuWLCAkT2Px8PJkyerfH9qS3X9XkOGDFG515BMJsNOnTpxfp9JVUtWVla4a9cufPLkCZ44cQIHDBjAuU+kiikKfkxE1atXx5o1a+q1Tjc3N+zUqROr3cBJJBKJVD717dtXPuoikUhw+vTpOtUTEhKCsbGxWFpaijdv3sQ1a9Zo3Zz0Q/n5+eGjR4+U3p/nzp1jNF2Nx+Nh//798ejRo3LbjIwM3LdvH01fIxld27ZtU+jHO3bsQHt7e879IlU8UfBjAjIzM8N9+/bhyJEj9VanhYUFxsXFISLiy5cvGU9PIJFIJFL5NXToUJTJZLh48WLk8/k61/M+ANF1BG7FihUok8nk786zZ8+y/qHN0tIShw4disOGDcM2bdpwfm9JVVO7d+9W+i7YqFEjo7Rdu3ZtjIqKwoULF3J+H0jaRcGPCcjCwgILCgq0Bj+Wlpbo5ubGqE4/Pz+F6Qr5+fnYrl07zq7R0dERY2JiaAoNiUSqEuLz+ejm5obm5uac+mFra4uNGzfGxMREPH78OI3YkExSvXr1wqKiIqXvguHh4QZv29vbGx88eICI70Zy16xZgzY2Noxsra2tMSAgABs0aMD5PaxKouDHBMQ0+Fm6dCmeOnUKXV1dNZ7XuHFjfPjwodI9e/ToESfXN3z4cNy/fz8iIt6/fx+DgoI4v+ckEolEIpFMQwMHDlT5XfDly5eMszDqqg0bNii127JlS612fD4fV69ejYiIr1+/NulR065du6KlpSXnfjAVBT8moPfBT2pqKlavXl3lOTNnzpRn/jlz5ozaugQCAc6cOVPlPSspKcFJkyYZ9dpsbGwwOTlZwQ99Tu/TRdbW1vjnn3+iQCDg/LMnkUgkEomkWVwFP6Ghofj69WuldpOTk7Wuv1u4cKHCtgGZmZnYqlUrzu8lW4nFYty5cyfu2LGD8YgX12IS/LDa5JQwHJ6eniASidSWCYVCAHi3kaw6PDw8YO7cuSrLRCIRuLu7l99RFowePRr8/PyM2qY2hg0bBoMGDYJWrVpx7QpBEARBEBUUe3t7qFatmtLxWrVqAZ+v+etzjRo1QCAQyP/v7OwMMTExCsdMgfbt20OPHj2gZ8+e8P3333Ptjt6g4KeCIxAIwMzMTP5/JycnGDVqlE51CYVCrX+w+qJmzZowaNAgo7TFFDc3Nxg2bBhYWlpWON8IgiAIgqgYiMVimDJlisoyS0tLmDhxIus6bW1tYcKECeV1zajweDyuXTAIFPxUcNq0aQMDBgyQ/9/CwgIaNGig8tzGjRtrrGvkyJHwv//9T6/+qcPGxgY+/fRTvdfr4+MDNjY2OtlaWlrCZ599pmePCIIgCIIwFM+ePYP09HSjtikQCMDf319lmVAohC+++IJ1nWZmZtChQwejz8IhlKHgp4IjEAgYD5POmjVLa13GGvkxBN7e3rB9+3b47bffyl1XZf01wxRxcHCA8PBwrt0gCIIgKiAnT56E8+fPKx3/448/ABE58Eh3mjdvbrQfofVN9+7dwdXVlWs39ILpfhMmKjTR0dF6rc/b2xuOHTsG/v7+0LZt23LX16VLF+jWrZsePDMuVlZWEBAQAL6+vly7ojf8/PwgKioKWrRowbUrBEEQRAXk8ePHIJPJFI4dOXKEI2/Kh7e3t8mt/QEA+PLLL8He3p5rN/QCBT+EQVC1SFBX6tWrB3v27IG6devqrU4LCwuwsLDQW33GoGvXrvD7779DYmIi/PfffxAWFsa1S3phxYoVYG1tDQMGDDDJFwJBEARhWKZPnw5v376V///MmTOQlpbGoUe6M2/ePLC2tubajSoNBT+EWuzs7MDT0xM8PT3Bzc2NEx94PB40adJEp/m1lQUejwc9evSA9evXw3fffQcA7z6bzZs3cxoAdezYEZKTk2Hv3r1ga2tb7vp69uwpz2pIEARBEO8pKyuDJk2awOrVq6FNmzbQu3dvkw1+CO6h4IdQiZubG+zatQtSU1MhNTUV7t27V+700KmpqXDz5k1WNpaWlvDnn3+Wq11Tx8rKCqKjo5VG05ycnGDPnj3Qrl07o/vUoUMH2LVrF/j5+UHXrl1h69at4OzsbHQ/CIIgiMoPIsKNGzfg+++/h2PHjkFGRoZB2ysrK4Njx46pLTt+/LhG+xMnTkBJSYkhXCP0AAU/VQiJRKI0Z1YVAoEAoqKiFIIda2tr2LRpE4SEhOjc/o0bN+DMmTOsbKZOnQrm5uYKx4qLi3X2oTxYWFhAWFgYHDx4EBYuXKjTKIVAIABLS0uwtLRUSGGuiZ9++kntHlAWFhawYcMGCA0NZe2LrrRu3RrWr1+v8Ll07NgR1q9fT4kkCIIgCJOnpKQE/v77b5VlRUVFsGHDBo32mzZtguzsbEO4RugBCn5MjOLiYkhJSVFZdunSJY22a9asgbNnz2ptQyqVQmRkJDx69Eh+rKysDJKSktg5qwcCAwOVMtR9++23RvcDACAuLg727dsH7du3h8mTJ8OKFStALBYztm/UqBHMmDEDsrKyICsrC9avX89oulhAQIDGLH2urq7QqVMntQGSPhGJRNCxY0dwcXFRKgsJCSnXprZCoRACAwPL4x6hJ+rWrVtpFrYSBEHoQnp6OqSmpiodv3z5stYfkiUSicI2JUQFA02QvLw8BIBKIQsLCywoKEBERE9PT6XyGjVq4JkzZ+TXnpqaqrauGjVqaLxvy5YtY+Vb48aNcejQoThs2DDs378/8ng8xrZPnz5VaLusrAw7d+7M+v4cOnRI6Tp8fX11utd16tRRqCc8PJyxbbt27fDly5dKvixZsoSRfUhIiNI9QUT09/fXanv48GGNnysiokQiQUdHR4P31+rVq6NUKlXrx7p161jXee3aNbn93r17DX4NJM3y8PDAy5cvY6NGjTj3hUQikfSlmjVr4tq1a1V+11Knv//+W+k9FxoaysjW1dUVjx49qmRfWlqKdnZ2nN8PJurevbuC7z4+Ppz7pE15eXlavzPRyA/HFBcXw/Dhw9WWP3v2DG7fvl3udkpLS+H58+esbC5dugTr1q2DtWvXQnR0dLny6d+/fx+OHj3KymbAgAHw9ddfKxx78eIFJ9Pe/Pz8oHr16krHmaTdFgqF0LZtW6hRo4ZSWUxMjMrjbOHxeFCnTp1y16ONunXr0tS2So6DgwMEBQXBxo0b6bMmCKJSwOPx4MCBAzB06FBwdHRkbDdx4kT5rJrS0lKYPXs2nDt3jpFtRkYGxMXFmfTan4MHD8KuXbu4dkPvUPBTAcjNzdVYHhsbC2/evAEAgK1bt6o9Ly8vDw4dOqSyLC0tDZYuXaqzj+Vl2rRprIMWKysrpfU+q1atggcPHujTNa04OTlB69atVZa5uLhAy5YttdpPnz5dZVm9evVg2rRp5faRz+fDsmXLyl2PNpYtW6bxC3FAQADUq1fP4H4QhqNfv34AoN909QRBEFyjyzMtJycHunfvDpGRkTBp0iSYM2cOlJaWMrZftmwZLFy4UOHYnj17OFu7zJbi4mIoKiri2g29Q8FPBSEnJwckEonKsgMHDkDfvn3hl19+gdmzZ6utIy8vD3bt2qX0K0N+fj5ERETo012tREREQH5+PshkMtiwYQOcPHmy3HXeuHED1q1bp7N9amqqTgGgk5OT2gDH2dlZaXTqY37//XeNAYO1tbXJ7Tmkji+++AI+/fRTrt2oslSrVg08PT3LtYdEeHi4Hj0iCIIwbdLS0mDu3Lnw+++/62S/aNEimDt3Ljx//hy2bNkCERERJj0aVBmg4KcC8OzZM+jatavG1I379++HqVOnav21YMOGDTBjxgyFxXiLFi1iPeWsvMTFxUGfPn1g6dKlMGTIEMjPzy93nXv27IGXL1/qbF9aWsrJvgC1a9fWWN6vXz+jZmurjNSpU0evm+CaInXr1oXDhw9DamoqbNiwodx7L1laWkKLFi3041wVpU2bNhqTlRAEYVyuXLkCr1+/NmqbJSUlEBkZCV5eXtC/f3+ts30qGidPnoTi4mK4dOkS5OTkcO2OXqAdBSsAbPe+0cayZcvA2toaJk2aBPfu3YMdO3botX6mxMXFQVxcXLnrkUqlsHz5cpg/f74evPq/OqVSqd7qMyQLFiyAr7/+mnFq7KqEUCiEBQsWQKtWrYDP50NaWhqsW7cO9u7dy7gOc3Nz8Pf3h1mzZsHz589h/PjxUFxczCgtvD4RCoUgEolAKpWy/lVw0aJF0LZtW/D39wcAgB49ekBpaSkMGjQIysrKdPLHxsYG+vXrp5dR26qIUCiECRMmQJMmTeDnn39WO7JPEIThQUTo168fpKamsl7/XNXZsGEDWFlZgZmZWbl+gK5QaE2JUAGpTNneDCU+n49isRjNzc0590VXhYWF4YsXL3D27NkoEAj0UmeXLl0wKysLd+zYwbhOHx8fjf1x/vz5Gu2vXLmitU+HhYWptbe2tsbi4mKtdZw7d87gn8mlS5e0+tGpUydWdeqa7c3S0hJXr16tlH1uw4YNaGVlxagOT09PPHHiBJaUlCAiokwmw8LCQhw1ahSra7C1tcVOnTph69atdbqvYrEY//zzTywsLMRTp05hx44dUSQSMbKtXbs2pqSkKH0OMplMa99UpQ+zEq5fv97gfaqyasSIESiVSlEqlWL//v0594dEIpF0FZ/PR6FQyLkfTMQk2xsFP6QKrZYtW+ot8Hmv2NhYVl9S7e3tcffu3Sr7YlpaGgYFBWm0L2/wIxQK8ffff9dah6kGP0OHDpXbsgl+vL291frw6aefarW3sbHBEydOqLQvKirCwYMHM/Kjb9++uGfPHkREfPv2rU5fdJcuXarQvkwmw9mzZzOynThxotr7cO3aNaxbty4rXypK8MPn81kHofoSj8djldpflUaNGiW/j4MGDeLsPpJIJFJVEqW6Jkye48eP63162oABA+DYsWOMz8/NzYWEhASVZdnZ2XDlyhWN9uXNTieRSGDPnj1a5ykbIwueIdo4fPiwTnaffPKJ2jImab+3bdumdq2VhYUFdOvWTetGn7a2ttC1a1fo1q0bALxbJ7NmzRpo1aqV1vbfn79s2TL44YcfFI7zeDxGadTNzc3Bw8NDbXnDhg1Vbkhb0bG3t4dNmzbB0qVLYeTIkUZtu0aNGnDt2jVIS0uTf64EQRBEJUJreFQBoZEfkrHVtGlTfPbsmVJfnDp1qlZbV1dXlMlkavvz5cuXGf0636VLF/mGuB9TUTY5TUxMZDTq8qE8PT3l9mxGfm7duqXWj/v372u0DQkJUfl5fky3bt001hMWFqbSbtOmTYymCAQFBaltOzU1FUNCQjTaf7xxryr+/PNPnTco1mXkx9bWFjt06KBzHzM3N8eYmBi5D5MmTTJ4vwZ4N8I6ffp0vHz5srztgoICnDt3Lus+DUAjPyQSicSFaOSHIPTEuXPnICkpCZ4/fw5FRUXw4sULeP78OURHR2u1lclkGjOkXLlyhdGIyr59+2DAgAFQUFCgVBYZGVkhMshcvXoV7t27x7UbWmnSpAl4eXlpPc/R0VFtmnJzc3NYvHixyrIePXpoTVDB4/Fg5cqVass9PT2hadOmWn3URu/evY2ScczMzAymTJkCFy5cgE2bNkFycjIsX76cdT0eHh7wzTff6N9BLVSvXh1++uknCAoKkh+ztraGmTNnwldffVWuDV9nz54NDg4O+nCTMebm5jB37lxo2LChUds1FHZ2diAQCLh2gyCISgAFPwTBkK5du4KXlxeMGjUK6tatC15eXoxSZ2dmZkKXLl3g6dOnSmVv3ryBM2fOMPZh7969MGDAAHkwdeDAAVizZg3Ex8cbJXtdUVERnD59Wq91vn37Fv777z+91qkv/vjjD7CyslJZxuPxwNvbW2WZmZmZ2o1xP6RWrVrlca9CMXnyZFi0aBHUr18fHB0dwc/PD0JDQ8HHx4dxHb6+vnDo0CFOMhv++eefYGlpqbJs1apVIBaLda7by8sLhEJ2yVXr1KkDERER0LlzZ9bt8fl8mDdvHsycOVPjxtimgru7O+zevRumTZsGjRs35todgiBMHa1jQxUQmvZGMkU1bdpUnrVNKpXi27dvcciQITrV1axZMwwLCzPKVLeP1b9/f5RIJEp/ly9evMCGDRvqVOfw4cOxoKAAg4ODGduUZ9rb5MmTGT1riouL0draWmUdFhYWaqchIiLGxsZq9GHs2LHyLHPqmDJlisY6mEx7y8rKYpU0RJdpbzweD1+8eKGyfaaJI3g8Hk6aNEnJ3ljT3v7991+197CwsBAtLS1Z1ffhtDepVIrOzs6M7IRCITo7O8un371+/Rr79OmDYrGYcds2NjaYn5+PiO+m7g0YMMAo99AQmjx5Ml68eFF+Lx8+fIg+Pj6M7UUiEW7atAkPHjyIvr6+nF8PiUQyrGjaG0FUIC5fvgyxsbEQGxsLf/zxBzg5OcHff/+tU11nzpyBuLg4o2/WBvAuUcC8efMURpru3bsHrVq1guvXr+tU5/r162HBggWQmJjI2ObSpUtqyy5evKiTH8akYcOGIBKJuHZDLzRs2BAsLCxUln3xxRdgbm6utY4aNWoo7eWVnZ1tlEQeXl5e4OrqqrZcIBBAQECAwf0AAPj+++/h2bNn8ul31apVg+joaFZ9es2aNWBjYwMA76bu1atXzyC+GhoPDw/o2LGjwmhP7dq1oVq1aozsnZ2d4Z9//oH+/ftD+/btIT4+Xr4XFhssLCzA19eXtR1BEBUUreFRBYRGfkgkbiUQCHDx4sUok8nw2bNnGBgYaHQfypPqumHDhvjgwQOtzxpDjvysX79ea/tcjPw8efJEbst05Oevv/5S275MJkMXFxedPs+zZ88apS8NHjxY633U9nl+LF1GfpydnfHChQsq28/NzcUePXowanvnzp0KtgsWLDDKfdS3wsPDVd6Lbdu2aU3iIRQK5SnoP+TOnTvo5+fHyo/FixfjzZs3sUGDBpzfExKJpFk08kMQhEGQSqUwc+ZM8PDwgMDAQFYjNvqirKxM5U7dz58/h+LiYo22169fZ7RT9ePHj0Emk6ksKy4uhuHDhzNzVgfevHmj1ceSkhK971Y+cOBAvdbHlLp16yode/ToEQeecIeNjQ0EBwerLLOzs1Nbpo0xY8boNOJRXpydnSEgIABq167N2lYgEKhdU9emTRutSTzq1q2rMl18vXr1IDQ0lHESkB9//BHGjx8P9evXh2bNmpUr8QVBEBUDCn4IgtCJkpISSE9Ph1evXnHSflpaGixdulTp+IoVK+DZs2da7bdt2waIqPGcn376CQoLC9WWq8uwV1ZWBjt27NDqgyZu3LgBGzdu1HjO8+fPtWZU2759u9oAThVcTKUEePe5fYhUKoUJEyZw4ktlw9raWucplhEREdCxY0fWdqNGjYLNmzdDYmIiHDhwAObMmQNDhgxhbG9rawtz585l3e57Fi5cqDaBxcKFCxklsHB3d4dOnTrJk1UsXry40kxVJYiqDAU/BEGYLFu2bIGmTZvC06dP4dmzZ/C///0PNm3axMh227Ztar/oy2Qy2LRpE5w4cUJjHf/99x/s3LlT6fjLly9VHmeKTCaDsWPHMjq3oKAASktL1ZbHxMRoDfJU8fr1a5gzZw5rO32Rk5PDKmiraLx58wZKSkpY2WhKfQ7wboNmY609atq0KSQnJ8Nvv/0GGzduhIsXL4Kbm5tWO5FIBNOmTYMlS5ZAu3btAADgs88+g1mzZkFERIR8LRKX8Hg8RuuG3NzcoFmzZkbwiGBDcHAwJCcnQ4sWLbh2hTBVtE6Mq4DQmh8SiaQPBQcH48OHD5WeMZs2bUI+n8+ojvDwcKW1Px07dtRq179/fywsLFT5jGOTHQwA8PTp0yrrSU5Oxjp16rC6J+7u7piQkIAZGRmMN0fVtObnxIkTaGNjo7WOmzdvKtgZM0OZIdb8AAAePnyY1ed5+/ZtrX5o2/gWQHnNDyJio0aNGPvN4/EwNTVVqY59+/ZptY2MjNTo/549e9De3p7R35W6DZW1rWOrV68eXr16VaMfBw8e1OpDYGCggk1JSUm5NvAllU+enp4YERGBr1+/RsR33wVDQ0M594tUsURrfgiCIDRw8eJF6N69O0ydOhUKCwuhsLAQtmzZAmPHjmU86rB9+3bo3LkzbNy4EUaPHg3t27eHhIQErXZbtmxROWVQKpXCkiVLIC8vj/F1zJ07F4qKihSOISLExsbCw4cPGdcDAPDixQvYtWsXREZGMh4xWrlyJWRnZ6ssi46OVrkxryaOHz8Ox48fZ2VTHiQSidZ9sjSNrlU2Ro0aBc7OzkrHhUKhxv2K+Hw+fP/99xrr7tatm8bMeu8ZOXKkzpvzfvXVV1rXOOmydkckEsHQoUN18okoP/7+/rB69Wr5qJ2trS1s3rxZ57VwRBVGa3hUAaGRHxKJpE/x+XwUi8UoFotRKBTqVIdQKGQ8UvJeISEhCs+2srIynDlzJqvsbO/VqlUrTEtLQ0TEmzdv4po1a4x6LXv37lV6VmdkZGCrVq0Y2b8f+YmPj2e9p055JRAIcP/+/WrfOYWFhYxGKz6WqY78rFmzRmXbUqlU475N/v7+mJubq/UaBg0apNWHM2fOqLXXNvIzaNAgrT4cOnRIqw8fj/wgIu7du9eofZP0TiKRCLOyslR+ll26dOHcP1LFEY38EARBMEAmk0FRUREUFRWBRCLRqQ6JRMJ6bc3du3dh2LBh8Pz5c0BE+O2332D+/PlaRyFUER8fD/369YPhw4dD7969ISIiwqjXMm/ePAWbkpISGDJkCMTHxzOyX7lyJcTHx8OAAQM0JpkwBFKpVOM9R0SdRn7e349NmzaxHv3iCl9fX2jevLnKMj6fr3Hk54cffgA7OzutbcyaNUtn/4iqi7pkE5SBj2ALBT8EQRAc8erVK1i3bh0EBASAh4cHzJw5s1yL/E+ePAlr166FGzdu6NFLZqSkpICHhwfs2rULkpKSoEePHnDw4EHG9mvXroXu3bvDixcvDOiler7//nu1QVdERITStEImDB06FO7evQtnzpzRmn5dnzx58kTnfuTl5QU+Pj5qy9kGxQShD2rVqgUCgUBl2apVq9Rm9jMEfD5fbRp2VZibm0NAQAD4+fkZzimCFRT8EARBcMyrV68gPT3dpNeVlJWVQXp6OvTs2RMCAwPhwIEDrOylUink5+cbyDvtaMoul5OTo9OX/rS0NOjatStcvXqV0flbt27VWH7+/HlGadynT58Ob9++ZdQmWyrCr+zbtm0z6UyABHvmz5+vNsBxcHAwWr8MDg6GBQsWwP79+yEyMpJR0PXTTz9BYmIiXLhwAXr27GkELwltUPBDEARBVHlKSkpgzJgx8Pz5c/kUuMzMTFi/fj2cOXNG53rv3LkD165dY3Tutm3bNJZfuHCBUfDzMevXr9fLaGBxcTG8efNGbfmcOXPUJr74kFGjRpXLD13Tt38IV/tZEaaLu7s77Ny5E6ZMmQKff/45zJo1C7y8vDTajB8/HqZOnQoAAGKxGP766y/o06dPhfgRoSpDwQ9BEARR5UFE2LhxI9SoUQMWL14Ma9asgUaNGsHQoUONNiKVn58PFy5cUFmWl5entuxjpFIpHDlyRP7/ly9f6mUd1bFjx2D79u1qy1NTUxmtM3v8+HG5fdHEnTt34MmTJ2rLi4uLISIiwqA+EJUPkUgEnp6e8v/z+XxYt26dRhsPDw+FtUoODg6wefNmsLW1NZifhsDFxQUiIiLA3t6ea1f0AgU/FRhzc3OuXSAIgqhSICL89NNPMHLkSHj69KlR287KylK7Oe7Lly9h9+7djOqRSqWwatUqkEgkUFRUxGo65ZUrVyAuLk5lmbZNW2UyGURGRkJZWZna8rVr10Jqaipjfz5m165dcPv2bY3nXLx4EZKTk3Vu4z0PHjzQGOwRVYvZs2crHdOW/l0VQqEQpk+frievjEP9+vVh9erVjNLUmwIU/FRQatasCXFxcRASEsK1KwRBEISRePTokcopWZcuXWJVz+nTp+GHH34AHx8fmD9/PmO7V69eQWxsrFKChsLCQkZ73Pz111+wfPlylWUJCQnw/fffM1qPlJCQoHJq26NHjyAnJ0ervSauXLnCaIQqLy8P7t+/L/+/VCqFxMTEcrVNmC6BgYFKxxo1agRjxoxhVQ+Px4O2bdtC7dq19eWaQREIBLBlyxYAAGjcuDHH3ugJrcmwKyBVYZ+fESNGIKJuu4qTSCQSyXTVoUMHjIqKQplMhnfv3sWhQ4eira2t0drn8XiYmpoqf+fKZDJcunQp4/2ngoKCcOjQobh9+3aUyWR45coVHDZsGHbq1ImxDw4ODlhWVqbw7k9PT2e8X1FYWBgWFRWp/A7RuXNnxn7Mnj1bbldQUIDm5uac94+qqF27dqn9TlhYWIhWVlYG9yElJUVl+5MnT1Zrs2TJErV+jx8/nvP7ykQCgUC+x9LDhw8590ebmOzzQ8FPBZSLiwvm5OQgYuUJfry9vZHP53PuB4lEIpmCLCws0M3NDR0dHTlpv3r16jhx4kQ8evQouru76/Sl38rKCt3c3NDBwYG1ra2tLd6/f1/h3c/2fRgWFoaZmZly+7KyMly4cCGra7G2tpZvwEvBD3f69ddfUSqVqvxOOGjQINabMusifQc/S5cuRZFIxPm91SYKfioIlT34cXd3R5lMhoiI9+7dw8DAQM59Ko8CAgIwJSVF487gJBKJRCJ9KF9fX/kXzri4OJ2CqLCwMMzNzUXEd182dfFj8uTJmJCQgFOnTmU8+kXSr0QiEebn56v8TtilSxej+KDv4AcRsXbt2pzfW236MPjJzs7Gdu3ace6TJjEJftit0iKMzieffAKBgYEmO8/Y0dER9u7dCzVq1ICePXvChg0bOPXH2toaysrKtC7cJQiCILjlxo0b0LFjR7C3t4cXL17otNYnLi4OmjRpAmZmZnDv3j2d/Fi2bBls3boV0tLSdLIn9MPr16/BxsZG4VhhYaHRNhBmksa9suPg4ABt2rSBw4cPc+1KuaCEB4RBEQqF8jz4Xl5e0KBBA858sbW1hQ0bNsDs2bMpx74e4PrzJAii8vP06VO4du0avHr1Suc6bt26BdeuXYOioiKd7MvKyijw4ZjS0lIYPny40vGYmBiFtO6GZODAgUrHXr58qTGz4IULFzjdvJlQDQU/lRRLS0sFVYQv+76+vtCsWTPO2v/zzz+hR48eMHLkSEa7Mjdq1AgOHjwIBw8ehGHDhoFYLDaCl6aBmZkZbNmyBWJiYhT2PSAIgiAIQ3D16lXYvXu3PAvgy5cv4ffffzda+zKZTClt/MOHD+Ho0aNqbXbv3q3TxsSEYaHgpxISGhoKGRkZkJWVJdeIESOq/K/0X375JQAA2NnZwapVqzSea2ZmBgcOHID27dtD+/btYdWqVfDkyRMICAgwhqsKCAQC6NChA3Tq1KnCpD7n8/kQEBAAvr6+sHfvXq7dIQiCICo5WVlZEB4eDhs3boTY2Fho1aoVXLt2zWjtp6amKu3Pk5CQoNUuPDzcUC4ROkLBTyXC0dERoqKiYPPmzWBjYwNisViu1atXQ0xMDPj4+DCuj8fjKagy8eGOy6oYMmSIwk7GQqEQqlevDjExMSpz/RuSCRMmwL59+2D//v2we/duiIqKAg8PD1Z1fPrpp7B27VqYN2+e3v2jzXgJgiAIY1BWVgbfffcddO7cGW7cuGHUthER4uLi4IcffoCLFy/C0KFDYerUqVrtUlNTYdeuXUbw0DDIZDL4448/uHZDv2hNiVABqUrZ3hARhw8fzsju1KlTWu/d0KFDGaWE7Nu3L7548UKuO3fu6JSVxMXFReFaRo4cycqez+ejv78/BgQEoI+PT7nu6507d+R+bN++XeO5//zzj9p7mJmZiX5+fkbpC4MGDcLi4mIlH1JSUtDLy4tRHXXq1MEnT54gIqJEIsGVK1eW239zc3MsKChAxHfpYydNmmSU+0EikUgkUnlkZmaGM2bMwNDQUJ3seTwe2tvbs7Lp16+f/J35IaaQ7Q0AsEmTJnKff/vtN8790SQm2d5o5KeSEBoaCp999pnW85YsWQJCoeYkf7169YJ169aBm5ubXPXq1YN///3XqFPngoKC4Oeff4bLly9DYmIiHD9+HObMmQPjx483mg+qcHZ2hiVLlhilLSsrK5UjK76+vrBr1y5GO0TPnj0batasCQDvptCNHj0aLl68CD179tSLj0KhUCkDT2XA39+f1UgpQRAEUfGZMGECzJs3DywsLHSyR0TIzc1lZbNlyxaYPHmyfL0SAMDhw4d1ymBIlB8KfiogmZmZMH/+fFY2X3/9NVSvXr3cbYvFYvj2229VPhQ+//xz+Pfff8Ha2ppxfVKpVKc/boFAAK1bt4Zp06bJgzV3d3eYNWsW/PjjjwpT0gzB9OnT4c2bN2rLg4ODoU+fPozq4vP5MHjwYEhOTobk5GS4evUqNGzYsNwBQ6NGjWDv3r1ag1lVWFhYQFRUFLRt27ZcPpgS5ubmEBkZyShBA5/Ph9DQUNi3bx+j5BgEQRCEacDVGpyoqCgYP348PH/+HA4dOgQDBgwwmeCntLQUCgoKuHZDb1DwUwGRSCTw/PlzAHiX5vPWrVt6q/vIkSMgk8nUlnft2hW6dOmitrxWrVrQvn17xu1lZWXB5MmTWfkIAODq6qo2AHR3dzfI2pUPefz4MRw6dEhtubW1NTg7OzOqa+DAgbB+/Xrw8/MDPz8/8Pf3h2vXrsG2bdugX79+5fLz008/hVatWmk859SpUyr3NbK3t4dvvvlG6/onVUilUo0ZbioiwcHBMHv2bOjatavWcx0dHeHXX3+FmjVrAp9Pj0mCIAiifEilUlixYgV4eXlBhw4dypW+3dhcuXIFVq1aBfn5+XD+/Hmu3Sk39FavoJSWloJUKoUrV67Af//9p/X86OhouHv3rsZzJBIJrFq1CqRSqdpzTp8+DadPn1ZbLhAIYNCgQVr9+ZCysjL5tRw8eJCRjSGSLMyePVv+b22bnEqlUli1ahVIJJJytRkeHg7Lli1TeS0dO3aEdevWwahRo9TaHzhwAJKSktSWW1hYwHfffafRh40bN0JhYaHKssGDB+uUwlsikUBUVBRruw/h8/lKKdkNyfvPQNP9VnU+YXwsLS1BIBBw7QZBEJUUiUSi8bsQocyGDRugS5cuJp284T0U/FRQNm/eDDNnzmQcaNy7dw86duyotrywsBDGjBkDZ8+e1VjPixcv4ODBg1BWVqayvKysTOVGX5rYunUrzJkzBw4cOMA4331RURFcv35dbZkuWV5OnToFN27cgGPHjsHIkSO1nn/27FkYPXq02sCBCXXr1gU7Ozu15ebm5uDr66u2/OnTp3Do0CGNo3XaQERG6TjZ8vLlS3jy5IlOtn5+fjBmzBiFdOzPnz+HJk2a6NdJwuRo2bIlZGRkwMKFC8HMzIxrdwiCqGQUFRXBhAkTID4+nmtXTIq7d+/CqVOnuHZDP2hNiVABqezZ3nSVtbU1Dh06FFNSUlAmkiPe9AAADWtJREFUk8m1e/du7N27N+N6eDwezps3TyFL23tWrVqFZmZmRrmekSNHqvz8nz17pnOdvr6+6Obmxspm3LhxSvfi5s2b2KBBA622/v7++PjxY7V9OScnB0NCQjTWIRQK8ffff1dbx44dO7T64erqiocPH1a6jpKSErSzs9P5fjZt2hSvXbuGgYGBjG38/PwUMu99yN69ew3Wn1q0aIGIiLdv39Z6rrOzM0qlUiwuLkZra2uj9HcSYMuWLTEtLQ0R32UmdHR0ZF2HUCjEFStWYFRUFM6dO5fzayKRSBVLbdu25dwHkuHEJNsbBT+VUNWqVUM3Nze5dPnyJhKJ0M3NDWNjYzExMRETExNxyZIlaGFhYbTr6NGjB169elX+hf3t27eYmJiIBw8eNOr9FAqF6ObmhtHR0ZiYmIgXL15ET09PxvZOTk44aNAgvHr1KkqlUnk/fvHiBcbFxTGqw8LCAn/55RcsKytT+FuQSqW4ePFiRnXY2tpiYGAgJiYmYkFBAWZnZ2OvXr0YpT7X1t/YnN+pUye1f9tFRUXYp08fg3yOhgp+vLy8MCAgAAMCAtDX15e1X+7u7nL7gIAAnVOfOjg4KNRjbm5ukPtoSI0dO1beF3QNfv766y/5M6OsrAx///13tLKyMor/vr6+Cp+Bv79/uf++SCQSicRcFPyQTF5mZmY4bdo0nDVrFg4ZMoRzf8ojoVAov5ZZs2Zh8+bNWdnzeDycOHEinjlzBhERL168iFOmTEE+n8/al4EDB2K3bt04uQ+ffvopRkZGqtzz4Pbt2+jv72+QdtkEP5aWlrhnzx6Mjo5GkUik9ry6devilStX5P7n5+djp06dGPs0adIk+ef5nl27drG+NgsLC9y5c6dCPZGRkazrCQsLwzlz5sjVpUsXo/aND4OfXbt2oVgsZl1Hr169lPbGCg4ONrjvXbp0UerTJSUl2LdvX6PeQxKJRKrKouCHRKqEcnNzQz8/P/Tw8ODcF13F4/EwMTERU1NT5Ro8eDB6e3sbrE0rKytcuXIltmjRgtH51apV0zglUCQSKQUuiIhPnz7FoKAgRvcgJSVFyT43N5dVAAUAuGTJEqUpjQUFBTh48GBG9kKhEPfv34+vXr1SqOPZs2fYuHFjo/ULJycnPHjwIG7fvh0dHBx07lt9+/aV96tly5ahpaWlQf1u1KgRPnv2TOX7Kj09HVu1amW0e0gikUhVWRT8kEgkkgHl6+uLN2/elD+b3r59y+qXfm9vb0xMTJTbl5aWYlRUFOuRCktLSzxy5IjCc3LZsmWs6qhfvz6uXr1aQf379+f8HpuK+vfvj4WFhQqfQVlZGY4cOZJz30gkEqmqiEnww0P8YLtZEyEvL8/gm1wSBEEwwcfHR75xaklJidaMih9Tp04dqFWrFgAAyGQyOHHihE5+uLq6KmQOPHfuHBQVFelUF6EbzZs3V8hQh4hw4sQJMMHXLEEQhEmSm5urMcsuAIBJBj/Pnz8HLy8vrt0gCIIgCIIgCKKCkJqaKv9BUh0mGfzIZDK4e/cu1K9fH1JTU8HW1pZrl4gKTH5+Pnh5eVFfIRhB/YVgA/UXgg3UXwg2UH9hDiJCQUEBuLu7A5+veRtToZF80it8Ph88PDwAAMDW1pY6BMEI6isEG6i/EGyg/kKwgfoLwQbqL8zQNt3tPZpDI4IgCIIgCIIgiEoCBT8EQRAEQRAEQVQJTDb4MTc3h8jISDA3N+faFaKCQ32FYAP1F4IN1F8INlB/IdhA/cUwmGTCA4IgCIIgCIIgCLaY7MgPQRAEQRAEQRAEGyj4IQiCIAiCIAiiSkDBD0EQBEEQBEEQVQIKfgiCIAiCIAiCqBKYZPCzatUqqFWrFlhYWEBgYCCcPXuWa5cII7Nw4UL48ssvwcbGBqpXrw5du3aFu3fvKpyDiDB79mxwd3cHsVgMLVq0gJs3byqcU1JSAmPGjAEnJyewsrKCzp07w/Pnz415KQQHLFy4EHg8HowbN05+jPoL8SFpaWnQr18/cHR0BEtLS/D394fExER5OfUXAgBAIpHAjBkzoFatWiAWi6F27dowd+5ckMlk8nOor1Rdzpw5A506dQJ3d3fg8Xjw77//KpTrq2/k5ORA//79wc7ODuzs7KB///6Qm5tr4KszYdDEiImJQTMzM1y7di3eunULx44di1ZWVvj06VOuXSOMSNu2bXHDhg1448YNTE5Oxg4dOmCNGjXwzZs38nMWLVqENjY2uHv3bkxJScHevXujm5sb5ufny8+JiIhADw8PPHbsGCYlJWFoaCj6+fmhRCLh4rIII5CQkIDe3t7YsGFDHDt2rPw49RfiPdnZ2VizZk0cNGgQXrp0CR8/fozx8fH44MED+TnUXwhExJ9//hkdHR3xwIED+PjxY9y5cydaW1vj8uXL5edQX6m6HDp0CKdPn467d+9GAMC9e/cqlOurb7Rr1w59fX3x/PnzeP78efT19cWOHTsa6zJNDpMLfho1aoQREREKx3x8fHDq1KkceURUBDIzMxEA8PTp04iIKJPJ0NXVFRctWiQ/p7i4GO3s7HDNmjWIiJibm4tmZmYYExMjPyctLQ35fD4ePnzYuBdAGIWCggL85JNP8NixY9i8eXN58EP9hfiQKVOmYEhIiNpy6i/Eezp06IDfffedwrFvvvkG+/Xrh4jUV4j/4+PgR19949atWwgAePHiRfk5Fy5cQADAO3fuGPiqTBOTmvZWWloKiYmJ0KZNG4Xjbdq0gfPnz3PkFVERyMvLAwCAatWqAQDA48ePISMjQ6GvmJubQ/PmzeV9JTExEcrKyhTOcXd3B19fX+pPlZRRo0ZBhw4doFWrVgrHqb8QH7J//34ICgqCnj17QvXq1eGLL76AtWvXysupvxDvCQkJgePHj8O9e/cAAODatWvw33//Qfv27QGA+gqhHn31jQsXLoCdnR00btxYfk5wcDDY2dlR/1GDkGsH2JCVlQVSqRRcXFwUjru4uEBGRgZHXhFcg4gwYcIECAkJAV9fXwAAeX9Q1VeePn0qP0ckEoGDg4PSOdSfKh8xMTGQlJQEly9fViqj/kJ8yKNHj2D16tUwYcIE+OmnnyAhIQF++OEHMDc3hwEDBlB/IeRMmTIF8vLywMfHBwQCAUilUpg/fz6Eh4cDAD1bCPXoq29kZGRA9erVleqvXr069R81mFTw8x4ej6fwf0RUOkZUHUaPHg3Xr1+H//77T6lMl75C/anykZqaCmPHjoWjR4+ChYWF2vOovxAAADKZDIKCgmDBggUAAPDFF1/AzZs3YfXq1TBgwAD5edRfiH/++Qe2bNkC27ZtgwYNGkBycjKMGzcO3N3dYeDAgfLzqK8Q6tBH31B1PvUf9ZjUtDcnJycQCARKkWxmZqZS5ExUDcaMGQP79++HkydPgqenp/y4q6srAIDGvuLq6gqlpaWQk5Oj9hyicpCYmAiZmZkQGBgIQqEQhEIhnD59Gn7//XcQCoXyz5v6CwEA4ObmBvXr11c49tlnn8GzZ88AgJ4vxP8xadIkmDp1KvTp0wc+//xz6N+/P4wfPx4WLlwIANRXCPXoq2+4urrCy5cvlep/9eoV9R81mFTwIxKJIDAwEI4dO6Zw/NixY9CkSROOvCK4ABFh9OjRsGfPHjhx4gTUqlVLobxWrVrg6uqq0FdKS0vh9OnT8r4SGBgIZmZmCuekp6fDjRs3qD9VMlq2bAkpKSmQnJwsV1BQEPTt2xeSk5Ohdu3a1F8IOU2bNlVKnX/v3j2oWbMmANDzhfg/CgsLgc9X/ColEAjkqa6prxDq0Fff+OqrryAvLw8SEhLk51y6dAny8vKo/6iDiywL5eF9quv169fjrVu3cNy4cWhlZYVPnjzh2jXCiIwcORLt7Ozw1KlTmJ6eLldhYaH8nEWLFqGdnR3u2bMHU1JSMDw8XGUKSU9PT4yPj8ekpCT8+uuvKb1oFeHDbG+I1F+I/yMhIQGFQiHOnz8f79+/j1u3bkVLS0vcsmWL/BzqLwQi4sCBA9HDw0Oe6nrPnj3o5OSEkydPlp9DfaXqUlBQgFevXsWrV68iAOBvv/2GV69elW/Poq++0a5dO2zYsCFeuHABL1y4gJ9//jmlutaAyQU/iIh//vkn1qxZE0UiEQYEBMjTGxNVBwBQqQ0bNsjPkclkGBkZia6urmhubo7NmjXDlJQUhXqKiopw9OjRWK1aNRSLxdixY0d89uyZka+G4IKPgx/qL8SHxMbGoq+vL5qbm6OPjw9GRUUplFN/IRAR8/PzcezYsVijRg20sLDA2rVr4/Tp07GkpER+DvWVqsvJkydVflcZOHAgIuqvb7x+/Rr79u2LNjY2aGNjg3379sWcnBwjXaXpwUNE5GbMiSAIgiAIgiAIwniY1JofgiAIgiAIgiAIXaHghyAIgiAIgiCIKgEFPwRBEARBEARBVAko+CEIgiAIgiAIokpAwQ9BEARBEARBEFUCCn4IgiAIgiAIgqgSUPBDEARBEARBEESVgIIfgiAIgiAIgiCqBBT8EARBEARBEARRJaDghyAIgiAIgiCIKgEFPwRBEARBEARBVAko+CEIgiAIgiAIokrw/wBSzQtLr05ycgAAAABJRU5ErkJggg==",
|
|
"text/plain": [
|
|
"<Figure size 1000x1000 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Create a new image with only the ellipses\n",
|
|
"ellipseMask = np.zeros(binary_image.shape, np.uint8)\n",
|
|
"for i in range(1,num_labels):\n",
|
|
" # Plot eigenvalues as ellipses in black and white image\n",
|
|
" cv2.ellipse(ellipseMask,(int(centroids[i,0]),int(centroids[i,1])),(int(np.sqrt(eigenvalues[i,0])),int(np.sqrt(eigenvalues[i,1]))),np.rad2deg(np.arctan2(eigenvectors[i,0,1],eigenvectors[i,0,0])),0,360,(255,255,255),-1)\n",
|
|
"\n",
|
|
"plt.figure(figsize=(10,10))\n",
|
|
"plt.imshow(ellipseMask, cmap='gray')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 153,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[661.46630728 60.69811321]\n",
|
|
"(700, 256)\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 400x400 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
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"text/plain": [
|
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"<Figure size 1000x200 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Project the ellipses to the x-axis\n",
|
|
"#for n in range(0,ellipseMask.shape[0]):\n",
|
|
"# s = ellipseMask[n,:].tostring()\n",
|
|
"# print(s)\n",
|
|
"from itertools import groupby \n",
|
|
"\n",
|
|
"#Itertools solution\n",
|
|
"def changes_in(sequence):\n",
|
|
" return len(list(groupby(sequence))) - 1\n",
|
|
"\n",
|
|
"#Bitwise solution: Ruffly 2 times faster than itertools solution\n",
|
|
"#https://stackoverflow.com/questions/70300297/is-there-a-built-in-python-function-to-count-bit-flip-in-a-binary-string#:~:text=There%20is%20a%20very%20fast%20way%20to%20do,string%20to%20count%20the%20number%20of%20bit%20flips.\n",
|
|
"def changes_in_bitoperation(sequence):\n",
|
|
" # Convert the sequence to an integer: [0,1,1,0,1] -> 0b01101\n",
|
|
" s = np.array2string(sequence, separator='',max_line_width=1000000)\n",
|
|
" n = int(s[1:-1], 2)\n",
|
|
"\n",
|
|
" # Build a binary mask to skip the most significant bit of n: 0b01101 -> 0b01111\n",
|
|
" mask = (1 << (len(s)-1)) - 1\n",
|
|
"\n",
|
|
" # Check if the ith bit of n is different from the (i+1)th bit of n using a bit-wise XOR:\n",
|
|
" # 0b01101 & 0b01111 -> 0b1101 (discard the first bit)\n",
|
|
" # 0b01101 >> 1 -> 0b0110\n",
|
|
" # 0b1101 ^ 0b0110 -> 0b1011\n",
|
|
" bitFlips = (n & mask) ^ (n >> 1)\n",
|
|
"\n",
|
|
" # Convert the integer back to a string and count the bit flips: 0b1011 -> \"0b1011\" -> 3\n",
|
|
" flipCount = bin(bitFlips).count('1')\n",
|
|
" return flipCount\n",
|
|
"\n",
|
|
"Np = 256\n",
|
|
"\n",
|
|
"xprojection = np.zeros(Np)\n",
|
|
"\n",
|
|
"centroidNum = 7\n",
|
|
"print(centroids[centroidNum,:])\n",
|
|
"\n",
|
|
"paddedMask = np.zeros((ellipseMask.shape[0],Np), np.uint8)\n",
|
|
"\n",
|
|
"if centroids[centroidNum,0]-Np/2 < 0 and centroids[centroidNum,0]+Np/2 < ellipseMask.shape[1]:\n",
|
|
" #Pad at the beginning\n",
|
|
" paddedMask = np.pad(ellipseMask, ((0,0),(int(Np/2 - centroids[centroidNum,0]),0)), 'reflect')[:,0:Np]\n",
|
|
" print(paddedMask.shape)\n",
|
|
"\n",
|
|
"elif centroids[centroidNum,0]-Np/2 > 0 and centroids[centroidNum,0]+Np/2 > ellipseMask.shape[1]:\n",
|
|
" #Pad at the end\n",
|
|
" paddedMask = np.pad(ellipseMask, ((0,0),(0,int(Np/2 - (ellipseMask.shape[1] - centroids[centroidNum,0])))), 'reflect')[:,0:Np]\n",
|
|
"elif centroids[centroidNum,0]-Np/2 < 0 and centroids[centroidNum,0]+Np/2 > ellipseMask.shape[1]:\n",
|
|
" #Pad at the beginning and at the end\n",
|
|
" paddedMask = np.pad(ellipseMask, ((0,0),(int(Np/2 - centroids[centroidNum,0]),int(Np/2 - (ellipseMask.shape[1] - centroids[centroidNum,0])))), 'reflect')[:,0:Np]\n",
|
|
"else:\n",
|
|
" #No padding\n",
|
|
" paddedMask = ellipseMask[:,int(centroids[centroidNum,0]-Np/2):int(centroids[centroidNum,0]+Np/2)]\n",
|
|
" print(paddedMask.shape)\n",
|
|
"\n",
|
|
"#plot paddedMask\n",
|
|
"plt.figure(figsize=(4,4))\n",
|
|
"plt.imshow(paddedMask, cmap='gray')\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"\n",
|
|
"for rowNumber in range(0,paddedMask.shape[1]):\n",
|
|
" row = (paddedMask[:,rowNumber]/255).astype(np.uint8)\n",
|
|
" flipps = changes_in_bitoperation(row)\n",
|
|
" if row[0] > 0 and row[-1] == 0:\n",
|
|
" flipps += 1\n",
|
|
" elif row[-1] > 0 and row[0] == 0:\n",
|
|
" flipps += 1\n",
|
|
" elif row[0] > 0 and row[-1] > 0:\n",
|
|
" flipps += 2\n",
|
|
"\n",
|
|
" xprojection[rowNumber] = flipps/2\n",
|
|
"\n",
|
|
"#Plot the xprojection as line chart\n",
|
|
"plt.figure(figsize=(10,2))\n",
|
|
"plt.plot(xprojection)\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 152,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"kp is not local maximum\n",
|
|
"0.01\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"epsilon = 0.01\n",
|
|
"kp = 5\n",
|
|
"\n",
|
|
"Vp = 0\n",
|
|
"#Check if xprojection is smaler or equal than 3 for all values\n",
|
|
"if np.all(xprojection <= 3):\n",
|
|
" Vp = epsilon\n",
|
|
"else:\n",
|
|
" # Calculate the rfft of the xprojection\n",
|
|
" dft = np.fft.rfft(xprojection)\n",
|
|
" #print(dft)\n",
|
|
"\n",
|
|
" #Check if dft[kp] is local maximum\n",
|
|
" if kp > 0 and kp < len(dft)-1:\n",
|
|
" if np.abs(dft[kp]) > np.abs(dft[kp-1]) and np.abs(dft[kp]) > np.abs(dft[kp+1]):\n",
|
|
" Vp = -np.log(np.abs(dft[kp])**2/np.abs(dft[0])**2)\n",
|
|
" else:\n",
|
|
" Vp = epsilon\n",
|
|
" print(\"kp is not local maximum\")\n",
|
|
"\n",
|
|
"print(Vp)"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.11.5"
|
|
},
|
|
"orig_nbformat": 4
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|