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Last active March 7, 2024 12:58
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A transition guide for `interpolate.interp2d` bug-for-bug compatible replacements
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{
"cells": [
{
"cell_type": "markdown",
"id": "1b1f6e77",
"metadata": {},
"source": [
"This notebook contains three sets of demonstrations: \n",
"\n",
"- lower-level FITPACK replacements for `interp2d` for legacy bug-for-bug compatible `interp2d` replacements\n",
"- recommended replacements for `interp2d` for use in new code\n",
"- a demonstration of failure modes of 2D FITPACK-based linear interpolation and recommended replacements"
]
},
{
"cell_type": "markdown",
"id": "03ccb1da",
"metadata": {},
"source": [
"# 1. How to transition away from using `interp2d`\n",
"\n",
"`interp2d` silently switches between interpolation on a 2D regular grid and interpolatin 2D scattered data. The switch is based on the lengths of the (raveled) `x`, `y`, and `z` arrays. \n",
"\n",
"In short, for regular grid use `RectBivariateSpline`; for scattered interpolation, use the `bisprep/bisplev` combo.\n",
"Below we give examples of the literal point-for-point transition, which should preserve the `interp2d` results exactly.\n",
"\n",
"\n",
"## 1.1. `interp2d` on a regular grid\n",
"\n",
"We start from the (slightly modified) docstring example."
]
},
{
"cell_type": "code",
"execution_count": 65,
"id": "5459b8e6",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from scipy.interpolate import interp2d, RectBivariateSpline\n",
"\n",
"x = np.arange(-5.01, 5.01, 0.25)\n",
"y = np.arange(-5.01, 7.51, 0.25)\n",
"xx, yy = np.meshgrid(x, y)\n",
"z = np.sin(xx**2 + 2.*yy**2)\n",
"f = interp2d(x, y, z, kind='cubic')"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "d205cd50",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# NB: This is the \"regular grid\" code path, because\n",
"z.size == len(x) * len(y)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "610b133f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(41, 51)"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Also note that x.size != y.size\n",
"\n",
"x.size, y.size"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "04e31432",
"metadata": {},
"outputs": [],
"source": [
"# a convenience function to construct the interpolator and plot it\n",
"\n",
"def plot(f, xnew, ynew):\n",
" fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(8, 4))\n",
" znew = f(xnew, ynew)\n",
"\n",
" ax1.plot(x, z[0, :], 'ro-', xnew, znew[0, :], 'b-')\n",
"\n",
" im = ax2.imshow(znew)\n",
" plt.colorbar(im, ax=ax2)\n",
"\n",
" plt.show()\n",
" return znew"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "7d8222e4",
"metadata": {},
"outputs": [
{
"data": {
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GGTLVqMRCxZIw8rkWzTBKbUbTNg+WNjnlHLDq7DNj9VlwOiwG81wsz3KjWmdQ9UkrivRA4XYkbj/HCgtUnCP7OfZA4DhGHJYFktSXpKVDgrTISi7tIKDlF0g/w/VSPCclcFJKdoJvpQRWgqsyHJnhygwpTJpdipsBSqEFxTjdnmlFnFuMcpsotwgzhzB1GKU2YWwTxzb5yEKMFGoocUKBFYI15IjQ7bBAxgUqLUxhfiwazAJFUpFEdUnchHi6QMzELE11uVDf5b7yFqfsFnUVkmjFdlbnpXCRZw6Wub7VxNpwqWwIgt0cr5Uhk4LcV8QNxWBZMjydMb3S4TNzazxWucqM1WMvq/L8YInnNhZRV3wqV6G0a7IlWVkxnJcMTxUsnTrg+6de5Zy7zZVklsu9GTo36pSvKPw9bbIDgWA0My4dLA14YG6bJydMtWugOIncQQjxj4AfBKaFEOvAnwVsAK31/wdzEfhtwGUgBH7v3djv2+Lxx9n8O6/Cl2FICU6fnjhC2g9MkkEjaX3jMnNzx9/9a9slAD7B0+ML/xjvQQ38K18x9z9w8H/Az/5p/vO////jCxsF/7L4cY7LWd9p/Ct+GwA/7v0aRPBj1n+EDL5c/on3lNxffNGk5V94wfz/2OT+pS/R+gM/ByPz41XOTLZ4HKfz8/Gf3kUu8Fj4rY98Oj/Tis9WL3Mh2ObL3r18W69gD138lsZtZ6hUkZYstmZqXJ6a5bSzzym7xSONdQ6WA7pRA5kqVKpxOhmlTKOVTe55PO8tUrMjvGrKvN3hE8EaarbgN4VmTc8gChuRK3ytsYYZXqtApjYyVYjMYSdr8lQuSWYs0rLirLvLlBpQkSOaasCM0+eiP8erpWlapQppySj9s5bC7UqcvsAKTQSvRhkqEthDgWNLcl+R+ZLUF2Q+ZIEi8xW5b5F4LpGnaTsFws1RdoFl59h2hq1ybFWgZIEaq+EPUeix0r6QpLkkGyvcs9TcdCIRsTIdB5HAGQlUhCH1kcYONVZk0u4qLoz6vNAgTXdB5ivSsiSuSeKGidbT6ZTK9JCzjRYfq25xj7fLkt3GEym9wuNGOsVzg2WeO1hke7OBu+5Q2tCUdjOc7pjYPUXUsBgsSsKVnJnTbb5n7hqfLK8xY/Xo5z7PD5d5ZmcJfb1EdQ3KWxnWKCctWYTTisEpcE8N+OT0Dc46eyhRcC2a5sZeA39dUVkvsAc5SUWR1AThqYz5Mwd8ZnaNFbfFV5lc/HQSuQNa6//qHR7XwB++G/s6Droz5wDoUyW7fA1rwt/2oH1TvHJwwB2R++Xao9CFH+Hf8//mT5Jg45C+JzXwr3wF5hox97Zfhh/8eaZ2dnjk7z3Pl//jw/yZP/PBPkH/9T9L+BTPMPulPwZpypmf/VmmmzlPPfUeKRCfeAL9c1/k+vWL/KHKP+QFfj9Xr97B+zz+OAebVfhT5seN0gX4m7/4zgR9/TohN2sA28wfbf8oI8ot6mrIA84mUhTsj8pstubw9gRuR2D3c/w9RbTh8fX6ChUrMgTitvn47CbfzCwGWRWZKWSqsQcZ/r4hop5b4knrNIUWfLK6xpLd5oFgg3RakRWSDT0Fwqawbfx9iT3MsAcZASAKhcgt2kmDJyOXvZky+7Uy93i7zFg9pqwBjsipqRFNJ+TVYIaNSo2w6pPWLOK2xO0InL7CHpq0tkxNrVrFBTLTqJHAdg7bvQSZa1rzDtu/CkdRODa5o8ksSCyNtjQo0Oqw9UxzxDUa0AIKELlAZOYmM3ASgUxAJRy1nB3erHh8TKk+OkaAwh63tPmKtCRJKoK4JkjqmmQqw2lGnG70uKe6zz3BHsvOAVPWgBzB9bTJ1XiW53uLXDqYob9Vwd+wCLY1wX6O3ctBQ1K1iabGqfiVnMZKm0/PXufjpRtUZMR2WufZ4Sm+tn2G7lqN6rog2MuwwpzMV4Sziv4q6NURD85vseodEGmbi+ECT+2tUGz6BDvaaCsEpCXBaFbTPNXhP1t8hc+WLtPJA0aZPdH5etgq+GHGB0pQd7fR7xYwXql1OjA94WC+g46iRocudVqtO9v3lYd/O4tf3eRefQmNZJt5VoKDY9fuJ8G3vgXfM/0aom/B934vtFr80N/59/yNrz3EaCSOX0/+DiEM4etPW/xp/h18/segXEb87M/y2Pw6Tz11+u7vcJwSPwh9ElxW+88xyy4bX+liLBiOh4Pv/Ymb///h3wmTBN4rK7TX0qMfd5k92v5RRpzY3EimOF864CHvBq9Oz7G9WCXslLBHFm4nxxkWBFuKtt/k3xb38chchfPBLh8rb2ItFXxdrtCjDtqivCWQSUGwK9BSMcxq/EZ0DweLJT7duMZpd5/7/C2YhaetjKv+NGnZJS1b+HsSt2uEdsGeUbzbQ8WoX+bFjsfmXJVzzRnuLe+y7LSoqIhFu01ZRcw5Pa6XmlxvNNjqVhl2fEYdC6crcXqmA8AeaqxIj/vtNSIfk2pSYIUCRwkKW1BYhzfMvQ1aQWFJtAItb95u4xk95voCRH5400f96OZm+vQPfz48DqHH6wJbUvjClBA8YbQCZUFagaSmyespXj3idK3PSqXFit9mwelQVyGKgo20yVZS59XhLJfaM+zvVVHbDpVdgb+vjZBxlFPYRn8QTkvCBUG8lLC43OLR6Rs8WNrAkylryTRPdU/z7PYi0VqFynVJabtAjQqyQDGct+jdA5wb8ujyOveXjeju6/2zPL1/io1r01Q2JW4vRwuI6xbhnEAvj/jM/HU+X36FeTXg1XieKJ2c3FP94XZn/2iTe+8mubfbk5P7ftfmAi/yDT7DwcGd7XsruIelM/vMXt0HDbtzD7Pyl/6ru556jSJTc/+/LXwDHnsMSiX4Lb+FH+L38peT/54nn4Qf+qG7usu7hm99C/JC8ln/WXjkT5t+wfPn+VT0Vf7c2mnC0GS67xrGKfENTEZniQ2WWGfzyTZ3RO67OaCoih77+9XJXvSlL9H+/X8FYvPjHjN3JNj8sEEkgl9v38uqs09Fjjjv73B2bo6LAweR2ZRsgR0WBHsFopAMRg2+FtuwAp+pXuH7axcpWTH/kfP0dB0tFaUdgT0sqKxrrFAxCEs8Gy0Tnbb47JTinLfDI6XrTNsDnvWXeb6yQLdSIS0pSlsCr5VjjXKCnQK3p3A7ilHLpt9q8tR8iWvTTc7V9zlf3mXJaVNXQ6b8AWfcXfbLVTbqddZmmmwMahx0S/S6LqpnjUkerKEcp8BN5CxTjchM5GyNTNSsjRsNWgm0AC0FSHN/SOqHz7kNGoTWhtgLIx4Thfm/yPXR44f70BK0JcnHxi+ZJ8j8sfivDGlFk9UyVC2hUQ1ZqnRZKbVYcjvM2V0qMgKgX3hcTWZ4LZzh1c4M2wc12HYJdiX+rsbr5NjDHJFrclcSNRThvOmFt5cHfHxul0/Ub3DG3cUROWvJNF9rneWF9UXUVY/6DQj2jJahsCXhrKJ3FuS9A75v5Qqfql6l0ILnhqf42uYq3Wt1yjckwU6ByA2xDxcl4UrGvfN7PFK+zowa0i8cnu6vIOKLE52vGkH+IR+98pEm91735v+73bd+3q3QGjpDm7Nc4Rt85o4j991dWLxvitlre4bc//I/hP+6fmdv9jZ45RXIc3ho81fhd/2g2Tg9zWcfHsJz8M1vfnDJ/cknzf1nPis5qpn85E/y8F/9F+T541y8CJ/4xF3c4Tj1vckicEjuG6yPlu/o7Q62E8DnXnmZg4MJHZUff5z2Nz34efPjXvUe+N8mSOd/yCFTeOrGKZrOIzxYWqfQknOVfbrLHttFE61sgi2J1ymorOdYI0mPMs96i6z4LT5deo3vrbxKtqT4cn6Ovq4CkvKWxulmWMMcldiI3OXiYaljCu73N3jQv8GC3WbW6/N17zTbbtOkwW1FsI95fSvBGiqcvonCR12P/a5NZ9Znb6bMheou54IdTtkt5q0u81aXc+42e0GVrVqdteYU1wcNtvsVBn2PqOdg9SV2T2KFRrxmjTRWJI+IXqZGlW7I2ETVbwc9Jvi3e54WHDnpGTe9sUvfIaF7gqwkjNCvrEkrOVQzSrURs5UBS6UOK36bZafFvN0lEGYVGmqX7bTGq6M5Xu7Nc+2gyWg3wNu28HdNCt5t3+yJT8sW4bRFuCAIT+XUT3X41Px1PlG+zqLdpkDyajzH19urvLC+iP2qT+WaprSdGUW9rwhnxqn4e0K+59Q1frD+ClNqwNPhKt/eX6J3pU7tNYm/V6BSTVoShHNGcFdf7HG+ukdJxtzI6rwwOsVTW6eQyeTnbKFP0vIfWPQHMM8W2ywwGk32mjiGLJcsjTv1+v072/fuLjxyX8RcsQnAzo1jnFXHwPPPm/sHi2fhB37P0fapH/80q89d5aknlxlrGz9wePIrMWdZZ+ZHPn5z40/9FBf+0h8CuPvkvrICa2tssAQYcl9kk2/I77mjt2vtmraae4uL/OrBJ3hjePUWr7vve2/+/3d8YbJ0/occIgfxWol/U9zPy7NzrJTblFTCPbUD1GnNhtNASxeVSvy9jNK2JncsOuU6v1k6S1lFnLJbXAi26S26PKVX6IsKoKgUYPcz/IMcrQRIl4vFAlFmM5h2eSi4QV2FPFK6jj2X802Vc92ZIvccct8icKUh+Cg34q9UYUUSK1RE/RKXey47s2WuNxqcLe+z6hnnuUDGzNsdKmrErN3jtH/AZrXOZlhjJyzTGQSEAwcxsLCGEmsojbBtBCrSpi6e3Jo6N+l1UYyJ/vD+zchcjIlc3h7x30z1C2O760DuCXKPsaBPk5UKdCnDLidMlSPmyn0W/B6LXodZu8eUGhDIGCUKOkXAXlblejzFa4NprrSnaO9XsHZtyvs3U/D2IEdmRjSX1CzCGcloXhAtpcwvt3h0ep2HyzeYtzr0C59L0TxfP1jl1Y1Z7KsepRvGDVBFOVmgGCxY9FchPxvx8NImD5U38ETKa8ksT7bPsH29SXVNUtrKUbEmrksGS0aoV17qcU9zH0vmPBeeYjeu8NzeAqMrVeRkHjZ3teYuhPi7wP8V2NVaP/gmjwvMcv+3YQTnP6O1fvrd7vcjTu6CJbbZZoHhcMLXjMl8kc3bfj4OtDbkPhcMmGUXgN2tSfsrj4dXXgElcs6LK/C5z9184Ed/lMf+X0/xra/N8kEl969/reAHeBI+//mbGz/7Wc4124hWwcWLdzkt9qUvwRe+wG5o6tyz7LJo77GbzpBlTCy4PMTBboFFyml9lU7HfO9igutBp2WuMLZIGQw+mN/NXYeAyhWI2wFr8x7XF5ucndvnnuo+j81cp+6NeEkt0C88RK7wOjn+QUF2TXFZLtCPXT4+vcFpr8W9pV3UsuYZe4mOVyf3LUpbEntY4PQLytclKna40Z9nd7nM1bkpHqhuMWv3WHFbyBlN3R3xWm2KTrNMNGXh7Tl4nXFbWKpxuwUqAbsviNs28V6d56cqvFKfZaY+YGnsPjdr96moCFemTFt9yipi0e3QLge0GsY0phP59COX4cghimx0pJCRRMYCmQhUMvZxT42P+1EdvdAm1f56gh8Tu5a3kLoae93bxu++cDSFA7mrKbwc3ALLy/CDmIoX0/BGNN0hTceY6tSsEE+kSKE5yMusJdPsp2U2RnU2hzV2uhWitofVsii1Be64hdEaGdFgFijSwCauC0bTgmg+x5kLuX/mgHuru6x6+xRa8MLoFC/0F3lxb57eZoVg3cLf0fjtAi0Foxmb4bxisKJxzvT5+PwW91e2SbXiN/r38mxriWvXZildtQl2ClSsSSqS/ilJeE/C6ZV9zlQPkGgu92dYazcY7JRxdywqu7AzMV8bQ6C7hL/H+zB75SNN7r2B5JPsADct5t8Jh2Q+xQE2CYOBc+z9djqQpjBrtykREjBkd/u9aZq8ehVWnB3sj38cKpWbD3zuczxm/c/8k+3fSasFzeZ7svs7xvY2bLR8PmU9A5/6nTcfsCz8n/gRTv+DG1x65RR3aXChwTj13fr9bYJ4iOdLpn7nj8EvGU3GzMzx3q7TKqjRpUKfPBdE0WRmOMOeMSVZcFsMBnfQivEhRGGZtqbatYJw1qbbCbhczNDwQj5du8aK28JTKU/rFUThoaXAGRZU1gusyKLVm+HLp0s8vLzBJ2s3+Ez1Cgtul68FZ7hWniGpOJQ2BV67wD/IcfsCtyUZtqp8a9nn+lKDB6a2OR/scsbdY2XmgI9VG7zUXODy3DSd3RLujmWc6NqFcWnr59gD8FvGnCapKuJ6md16ic3GFG49Yro6ZL7UY9HvMmUPqVkhs3aPBbtzZDATFs6RS1w39emnLv3EY5A6jBKbOLVIE4s8kxSpgkxAIRC5UcRTiNtS8SZi1+PavAalwdIIq0BZBbaT4dsZnpNSdhIqdkTZjqnbI6pWdDTYxZUpioIcSVzY7GcV9tMy21GV7WHV2NJ2fFTbwulI6p1DBzvTd04BhSOIa8r0wk9BNJfjzIbcN3PA/dVtTnktPJHSLzwuhfO80FrgxmYT94ZDYxP8gxxrpClswWhaMVwQhKczFlf3+Z6Za5z19xjkHs/3l3hme4nRWoXqdVNjt8OCtCwZnJKE5xIeOrfO55qvIUXBt7qnubQ1i7gcMH0Vgr1sLFac7Hw1A37uzrXn/Zq98pEl9zSFOJHM3SG5lxlQFkP6/eOT+64J1pkVewDMsMfe3nsToV25nHMmuQg/8AO3P+B5PPpIDk8Z4dqP/uh7svs7xmE54eEHC3Be9xn/5E9y4e+/zMWnG8CEQrVJ8fjjtP/KszS+1Yb77mPqt34Kfsm0PB6X3Ad9TYU+VXqAOXcmIfdwaMh91vouInfbTGtz11rYrQCocFD2uNKY4sHKJvd6W3xvA8IVh5fTRdAO5XU5TvkWOD1FLyrxHEs0nBGn6/t8T/ky0/aAr7r38Jy/RN/xQUjKmxneQWoU7H2bwcDmYDjFN1YcRvM2j9bWOO/ucI+zy33+Jq9UF3mmscxrjWn6WwHpjiTYMQsFu59h9zM8CbmrjixY44axT91sBGw1alytNVmq9lgOOiy6nSMv+UDGRxayOYJUWwwLl2HhHpF+P/cYZi6j3D4yo0kKizRXZFqSF/K2+q8UGiE0jsxRssCROZ6V4quUkkrwVUJZxUcWtxUVHQ2WObS3zREMC5dOXmI/rbCdVFkP62wOahx0ymQdB6etKI+jdK+bY/dzrCg3pG5LspIiqivjMT9XwELMmbkDHmms87Fgk3m7Q64la8kMrwwWeHpnme56jdJ1ReVGgb9v6utpYBFPK/orguhMzIXT23x++jIP+jfG7W7zPLO9RHKxSuOKIWqZapKyYrggGaxmnD29yw9OXeKcu83FeIH1fp1iPWD6oqZ+cYjsjYhO1ykmvAxrLY58/SfAtBDiqVt+/sWxlfqkmGj2ynHxkSX3Q5KeZxuAcHhzYOLbYWCGGVGhT4U+g0Hj2Ps+VNhPpWbfDdp0uu/NRfzqqzk/qS/DD/7gGx775E8uw1Pw7V/r8KM/Wn9P9n+neP4bI8DnoR95k8+l0+EMOzx16TEzl/4u27O2+jZNWnDt2lFG406Ek4O+psyACuZk6/VgdvadXxcOzAV2Vh2wNTj+fj+UsAuG8zZ2J4ACnH6Bu2+xt13jN4OzpE1FWUWcq+zRW/bYKKYAG1FI/IMcfz8jdyy6XsA3/BV8lfDx0g2mrR6P1a9TaMkLLNDHH7fKGctZt5MBFiKXDLMqT6eKKLMJ6y7nvB2qKuI+f5NAJVSdiIveLB2/Qu5bpCWF1xK43QJrZExqnEyjYokdKuyeIOkqkrZHu+7Qrpe5Vm0wUx4y5/dZ8Ew037QGRwRri4yKHFGRo6PBMKm2jqbARXo8Da6wjixlC327ctuMdtVHA2NskR/Z1h7uw5PpeIjMzXJgVDhHfvPtrMR+WmYnrrATVtkdlOn1fXTXwe5Iyl2B0zGpd3tgfn+RawolyUuSpKoYNSXRNETzGcHckPPT+zxY2+Sct0NdhQwLl6vxLN/uneL57QWiGxVKG5LSprGilWlBGliEc9YRsZ9b2eWx5nWWnQM6ecAro0We3FlldK1C7ToEuzky0SQ1xWBRMljNaSx3OVfdwxY5V5JZvtU9zeZundKewGtniFGKdi1GUxY4k896Kyavue9rrR+b+I2/Q/jIk/tR5N7PmeTXPXxdhT4V3aPfn2xRcCs6HXPfGJm6fZ0Ond7Csd5jEgwGsNtxOCOuwff939/weNPqscAmL/65fwdP/NkPlIf58792wDyKmd/2qdsfeOIJ+KN/lBX+Ww6YJlzbJbjL9qztoU2DPWi3aToDoHxHLY/DEEoMj8h9Un1GGGpcImq6y6vfJeRuWzkHDwmSahV7YOrFKgZ33eHldJnrsw2W6x1m/T5na/vYZ3LW3ClyzyNbF7hd46xW2pQMRZ1/NXyQF+cWOFfdY8YZcE95j2JJcMmaoV0uEU3ZeAcW9lAjc/BaGlEIorDMsx2Py7PTrDTanCq1mXEG2CLnlN/Gmc24ETTYblbpznkM2xZO19zsoTGCOVS3O0NQKdgDcNuKNFBEZZerQY0rpQwryPD8hLIXU3ViKk5EYCWUreTIXtYW+dg/3pD1Gz43kb/j5SfVijQfj4Ud14kPFwVxYea0D3OHYebQSzwGiUs/chmNHNKRjRgaa1p3eGhNe7N9T+Sa3BOkJZvcFaQBpFVBUtMkzQy7HrPU6LNc6bDkdbBFztV4hoOkzHpYZ63ToLNbwdm1KO8J3I7pwY9rykTsTeP7LpZC7p3b53x1j0ILnhqc4cpgmsu706TrJUrrEqdfkDuCcFoRLgpGKykzix1Way1Guc2XD+5lvV9nb7eKs+mgRmY/2X014oqkdw84T006FY7vZCvcezJ75SNL7ocR+AwmNT7smhX8O+FWci8zYNC7c3Kv929AuUx90OG1wd3/qK9dM/dnVzVUX5e+fuIJ+J//Zx7kUV7kgcnn2X+H8Nzz8JB4AT7zudsfGPeir2Da1m5wigvhpbtqz9oKfe7BhOpTo3XgvjuL3IeCMoPb0vKTIBxCQEhZ9+64G+PDBkflLD+6ydbZKvG+j7uvcDoQbGv8XYu4XuPiconWSptPzKzz2emrLJW6PFtdpF2rEmxI3JbGaxXYA0G843N9fonry03umd/j3uouD1Y3WQ46XJmeYm2pSWsnwNtWeAcap6cJdjVeG5JtRVyvcWm6wisz80w1B5yqtln0eyx7HZa9DoOGy/5i+WgkaqfjozoW9riH3R5oVGTU7m4Mbkejx2r13BFGie855G5Ay9fseVB4Bdo1VrOWk2M7Ga49vqncWM7KHEfmWNL4yVtjwpev638rtKBAkBWSrDDp+zQ3PvNxrkgyRZzaJIkiTxVFZCFieWRJqyKBG0EpOnSxA5mZXnEwi6/CFiQVQRaMzW2qmryW4dYjZqpDFstdZt0BVWuEFJpB7vLyYJ4b/To7rSrFnoe3L6m3wOkbIx+tIK4JM1lutkDOjTg10+ZcdZ8Zp09cWLzQW+TSzgzpRgl/W1JuaaxRQaEEoyXJcEljr/b51MImp4MWvczjhdYCmzemcLcsKh2BSozIsLcqiRuafDphZrZH6x8cY3DMd87E5j2ZvfKRJffIeC5Qo4siG0fu74xba+4V+mOXu+N9yUfk3l2Dc+eoPdOlE97lmvsTT3D1j/8H4O9yZudJQ+a3kt+YJB/gRf4mf5ACgXyPBtccF3kOL+3O8Ifmf+ONLjXjXvRT4xLUdVa4wKW7as/ajnwatAFodq5wx+QeSmZuSctPHrmPyT3vHi1Cvxvwu5a/Trqk+M3uPXzt6lnSiwH+Pvj7Kbkr6Q0t9lSdnXKP+0tbrHr7LHhdftM/w6Y3jZYWlRua8mZGaQtGexa9QcClbA5rpeBTjTU+XbnCo+VrXG3O8NTUCq/WZsnXPNCCYK/A7eQE25rcV4yaitGcR2vBobvgMZxxub++zT3eHjNWD1kt6Dd91pMmr4XTXOtNsd2qErVdnANlbGe74Aw09tA40MnMGMhw6AJnm95y02du7HJzzyZ3IfM0iQMdV6PdAqwCYRdISyNVjlIaKQukNDX2Q2gtKApBUUjy3NwXmUSnElKJSMYq/Njc3AizEInMJD4TlZv0tkwLDhMG2hLkzuHQG0FSFSR1iJs5ciphutFntdbiXGmPFfeAujItSK2szNV4xkTae9NE2yUzf31H47eMqQ1AFkjCKUW4IIhOJ5xe3ufRqeuc93cIZMxOVuObnVVe2ZxDXA5oXoVgN0Pk2pQBpoUZD3u2zfctXuGT5TUSbfFrrQtsbjUoX7KpXsuxIk3UUPRPCUb3JNx7eptPTa1Rs0L+4oTn6t0U1L1fs1c+suR+2NfuM6LEkHAw2Rd1W1qePjuD46vcDw1zagdX4OwK9ed6dCP32O/zlhjbqK6F5hxYDV98Y1Q+JsMHeYERAVc5wz1cef89zJ94gst/8m8R6V/jofavwxPF7YuNcS/6YeR+nZWb2+8SWkmJZjmFAdT2LqMUd5aWH8nbau4Tk/tIEBBSyToMUygKkB9uM6x3RJIrZqweq3YLT6bshFVe3V8i3ZH4GpxehncgiXYtLk9Psxh0uTfYNt7yUy5RatGOm1ihxA4LnG6GfwC5Z5F7LpfsWTyV4tVTTjv73O9voqYKci15LZ8lzF2ElggNds94y4tcI3OFyCVhVuK1ceSbNRQEMGd3mLF6lGRM0xoy4wx4zZthLWjQDUpkJZsskGRdgdMzw2IOJ6zJXKOiHBWDFYojoj/ylncO/eUFhXP4OBS2Ni1tCnKl0YqbvvKCsa88oMVN+9lMYOcgU4FITalAJiYil8mhp7w2PfVjQpdjFzsw7ni5K82Am7G3fFLDRLzNlHIz5FS9w9nyAWf9vbFj3YhUW+xlFV4dzfFCZ5Gre03y7YBgW5qMzH6OFZqyQlo2i6lwwfS+Ly22+NT0Gg8EGwQyZjNt8NJgkZd25ynWA6qbxqnOHmakZYuoIQgXNe7ygAdnjLd8oi1ei2a52JrB2nHwdzVuN6dQgsyDeKpgcbHFj8y9zCf9a2xndeJ8csrL75KJzfs1e+UjS+6HkbtHREBIOJjMx/RWQV2ZwR2lTTsdcF3w9m7AZz9B3RnRizzy3DisvmuMo/JNFrFITekh1LdH5WOSfAAzZvtFHjDk/n56mI8XJc+HZgztQ9E34Avj1s/D4x73oi+FGwgKQ+530Z41jiHMPRpTEnIfsXaNWs20wh0Xg8iixPAoLd/rTfa6MDLkXs46aG0WoqXS8ff/YUKaWPyT/cd4pLJOP/fwrRQ5HTNY9cldG6evKWywB4LRtQr/NrqP55qLLJa7eCplodInWrbpiTJZycI7UEduY25LEMuAb41WuTrT5Ey9xaxn/pBrzojZ2S57qkKn6jKaMTaz1tDUfgsLrFDj7wni1GOtO8tGvc43aivMlgY03SFlK0GiSbUksBIWqj1cO6NX9oimHEZDC2ugsEKFipSJkmN9s2+94Gaf+qH5jBg/pjVFekuvuhrbzh5a0IqbrzvCrbNkCswAmcPbuEde5jd75AtLoKUhvKNjGO+vsE07W+5B5hmTm7yUo8sZbimhWYpoeCOqTkRcWFwZzXBlNMMwd2jHATthmVavRNL2sDoKryuw++b9o4ZCTyvTRliDuKnJp2MaUwOm/SG9zOOp/hn2kxJrvQa7+1XEjot3IBCFZtRUDGeVqcsvFKjFkIV6j6xQfKO7ykFUYr1VJ94O8HuC3NMMFm3SsiBc0DBr+vkHucfTo1We7Z0iSdYnOl/1uLPhw4wP99G/Dd5A7sPJpqcMh2CJDEenJi0/OP7qrdOBel3D3h7Mz1P3IojMxb9xfPH9G3GLjeo828jDv/Zbo/IxSX4sfAmAF3iQnwz+w/vrYT5elLzAgwgKPsZLEEa3L0rG9/bP/RwL17e4Yd8Dv3j37FkPSbxZTiBYhWvXqFbvzKxoGFt3FrlH0pB7YVI8g8FHn9xlLPjq0/fz9elVqqUIx8qYrg8Y+gmDJfdIpe30oLwmKbYCdhs+G7NNGrN95it9zk/v06kM2VsqcXAQYLUs3I7AGkLpuqDYcQir03y70YSpmGp1RLMUMl/qM1/qM1x02B+UjCq842D1JHZfYI3AGoDdh2LLIvcs+n5AuzRNVskRpQyvlFD2YypujG+lLJa7LFc6ZIUiyi2jwE9tRonNKLbIYgsdK1PnHqfJZTqOrjOQR0Y1HJGzzIGM2wxrDv3h3wz6Vsek8YJBC2NmkzniaPhMYY0H0owzA8bgRqMdjfByLDfDcTPKTopvpwR2gqcyLJlTaEGmFQdRibWkQX/kMRo6FEMb1VdmtG0IfgSHwvzChtGsIC1p0loBtZRybcSpUkjFiZFoRpnN07unaPcCipYpc5R6pnyAgKQmSFY0STPHaUYs1fs0vZACwavtGfb3Klg7Dm5HUE7M7xcuCJJqQVFP8asRzdKIUWbzlZ3ztEKf/k4ZGf+bic7X77Cg7j3BR5bcb03LB4QMB5O5uEQR+CICZRFkIaPoDsm9ksNOAXNz1INN6Jjtd4Xcx1H5JotHTnpH2w8xJsPqF7/IytoaL6qP31WSvCOMFx+vcB+rXMMnum37ER5/HB5/nBXrG1yf/xQ8fuGuHcIhuTcqGTRW75jciwKGiW38EDBR4uTkrgy53/K6Oxkr/GGCTKH5tCRulGnPB4jFiNW5Az4+vYErM64Mpnnp+gLqkkdpo8DtFqQlSf+UQzup4azmPDS1xWONNZiH15ZmeHp7mf5ajco1ib9vjGcKSxDXJKNZn96iS7xs0ZjbPnKoS7ViK6lzsTfHa60pBttlvG0Lb9+I4uwwR6YaLQVpIEkqirhuETdd9poBnXp0m0PdtD2gpkZHLWeRthnkHu00oJXedKjrjjxGkU3yBoc6UIl4Z4c6OKrlw00jm5u2s7cQ+Bsc6oo3dairOyOm3QENKzxy2VMUpNoiLBx2kwpbUY3NYek2hzp/3Pvu9DX2yHxehSXIfElcE8SNmw519063uK+2w4rbIpAx+1mFl/oLXG03b3Oo8zrGRjYLJMM5yWjGONR9an6Le8u7BDJhN63wbGuJ/a0apddsKmsFTj8nqUp6pyXR8u0OdTtR5TaHuvou7E/oAq4Rdy0t/37hI0vub4jcJzSxiSLwRAxTU/g7I8JITWwreohOB+r+eOzX/Dz10trR9ruCcVS+FS5wjstm25ulrsck+WDza7wQPwqPn7tLB3CHGC9KLnKBC1y8ffubYNFt8Upv8a4ewpEeolKYHvonn6TysclT6ocYjYywqcwAKcBXCWE4meFRGCuahASYk/LwXP2oo7Sb4wykmfrmu4RNm7o94h5vl6oVsTss0664FJZAjcVpmW9Ghu7XKhyUu5wLzBjWmhoxym2eGnokbR+3LRBdjRPmxs61sCgsSej7bJWrnA5arDgpS3abGctYxloy5+VCMErLyERhjQTWSCDjHJlprFBgh8ZnXiWSKLVIcp89LRCAI3MCmdCwhkeGNUoYchy6Lp08YD+tcJCW2I/LHEQlurHHIHKJIptsZEEikfGY6LObdXMTyYubKffXOdTdTN3faj2rj4hduxrt5kgvx/dSSl5C3R/RcEOm3SEzTp9pa0BNDSnJ5LbFSSsrExZlWmmJrbBqiP3ANyLCA4F3YExtrIH5nLQS6ECRO2MRXrPAmhlxbnafR+rrR33vvdwjKprsjCr02gHejiH2YN940xeWILclaQXy6YRzM/s8WrvOgt2mlZfphrPs9srYBxbenvG0l2lBXJdkZU1lesjDzQ1OeS12kypX+lMM2gHepkVpU+P2jqefuluCuvcLH3ly9xnhM2I04QU0isDlJrmDqdN63ju88BZ0u1B3xqmDuTlDJNxFch9H35u/a5HP8+tw+vTb9rDfv9TjP77wyPsv3PrSlyj+wB/k0uhefoCvmG1vU0+fKw34Sqfypo/dKY4EkzUJZ85Au001SNlrH6+b4XBWQclKwA0I8nRyck9M5O6NMxeTDjX6MKOwYTirTJ1Yg+pLtvdrfF2ucqPUoECgtSCrZ/RP26RlB5lqcteQXnHg8IJcpBWVWCx1sWROL/FwvYRwzkYLi7huY4Um2s0dIzizuhabWw3+Y+zwYmWBphviqow4txikLq6dETUSRjhkgSSaVlhDNe7xHpOnY6JhmYDVk2SFx0Zksd8r8bI/S9WLqTgxgZXgq/SoTFYgiHOLpFCEmUOmJUoWuHaKEJrUyskyRZFKskxCLiAXiEJAjrkfC+jeYD97mIY/tKFV2ljSjm1opaVRVo5t5zhWhqVyskIySF2yQtJJfK7KKeyxVP7wWMPMMfa4sctg5BINHRjYWAOJiszo2bQkKGyFaCozG94x27IyJLUC3UgJvJQ4t7g8nGEjqpMWik7iszOocNAqo1o2MoXcF4SzCmYVmWfU+dFsjltKGGU2z/eXeFYvsxeV2WjXGO0FuLEZU9s/ZVFYEDUFSTOjJAvWwzq7cYXtYZWN/TqqbZm2OBtGTUExoeGo1nwnW+HeE3xkyf3wgukR4RLTjSd7XRSBpyOYnj6KrEaj45F7pwOr9bEyb36eevUukzsQ/Y7Haf0uWHxsCb557W2fe++9EL3gc+OFLqcfrt29gzguHn+cjSsp4Z8pmcj9HRYl89WQg70aSfJGh9o7RX/sW1CpSRO5A1U55LVe/Vjvc0jugZ1CqUQwjAnDyQrnYWLfRu7fDZF74Re0HtZYQ2GmoKXAuseN/XnWvFmEn6HsArcRUdRjeqmiCC3kwETUbkuhOwEb1wOuB3PoIEf5GY6TUZobUswIwsQiG1mIkUKFEpmCGgmsNZdw3eE1u8GrnklTCz/DcnIsOycox1COKZYESaYIU0WRKEjkzZr5eGqbTATugYIDhRYuA1Wmr8YpcUujxzfGN6EKhNKmnW3c1nbY2mZZBbadw2RyoGNDa4HWECU2o9ihKAR63EJX5AKdSeNjnwtEZm4yHavwx0JA93CBIUxmIJoaZwkcTeEU4BRIN0fZOZZVEChzrcsyxdpeg9eSGfTIaA/UyHwnTm688jNfk9Qg9wvzfQYZtp0TqIKiEKztNrkczSJCCzWUyBi8XFBYmuGKJi8ViCDDsnNcVTAIXZ7tLpue/lCZ7z42XQnDRTPitvAnc6gzgrq7oX5+//CRJfdb0/IuMXEyWV7dkHtoInfMCmE0Ol6tvNOBWn2c/52bo1Y3+550pvwk2No0f3GLc+9synDh0TL8U7j4a1vvL7kDFwMzw/XCX/hv4H/4hbd97vxUAq8Zr/7lOxu5/gb02xlgU6mrI3KvFF36/fqx3ucoM+QWUC7jj+KJI/AwtY4ySvDdEbmX3IR7Htww0dd+gLOn8HeNIxrC1LXDUxn1lQ6fnL3BjDPg+qjBMztLDNZqlNYF3oFRoRe2JK4rwnmbZGXEPXP73F/fpqxiepnHlcE0Vw+ajLbLxsRmX+N2b6rjk7IiblpEU5poJmFqus+papvloEPVilCiYJC57CVltsIa270Kg46P7Ng4YzW4PdBYI8xc9hzQpv5djHvFc9eMWs18yD3IPU3mmX524eWoIxObHNfOcFSOa2V3bGKTFIq0UGMjG0WcWkcDabJEHYn71EhiRYyNbIyAzYrGbXIZiNzsTytBbgsyX5v572VIy5q8nuHXI2arAxZLXWa9PmVlyhHdzGc7qhrl+0EV9lwziKdl6vMq0RQKkgpEU4J4XmPNhdwz0+Z8dY8Zp88gc3l1MMvF7VnyLZ/yljEvsiJT148bMFzWuKt9Pj6/yWpwQCcL+Pb+Ets3mnibNk7HZFkKG9IyJI2CYiZhbrZL350wyuNEUPeBxesj9yiejNzjWOPp0W3kPmm9/hC9HlTztpkiUi5TaZiP+W4almxdCYESixO42t77/UatdembXf6zu3cId4SLT5m8+IUfmH/H587NmAva9vZdJPeDBLCpNO2bkXt6QK93+ljvE4+vEZ6rTeR+MJpc15FZeETfVZG7KzMeqG+hRMHl2Ea3FSoGrzOeZZ5LkoZCCM1pr8WD/g3m7Bn2ozIve2VAYo00bscYoshUkfmSMLKwVc6K2+K0s0+kbapWRJxbvNb3KCzTMuf0CuxhhhYCu6oQhaKwBKOKIsslgZWy5HY47ewTyJhUW2xnNV515lCi4HouGcWKIjT5cJmCHRZYwwIVF8gxKRaWNOTuGyOYLBCkgbnPSpBnklxDpkEIE8VbqgCVIzHDYByV4cgcVxrFuhL6ZkcMJoWea0FWKFIpSQoLMkP4KYq8MG51aaoMsY8s5EiaSHYosEPT/mcPNdbIuL+puDCz5MeLlNxVZIFES0nmj0V6vsapJCzUe1yo7XLO32XZOcATKZG22UwbDDPXmOxECrcn8Q702DzI+ApkviJ3LDOu1s+ZqQ94uL7BQ6V16ipkI21wY9QgSxVOT+Lta4I9U9tPy5Kkpig8zWx1wGO1Nc66u1yMFnhOLCJGCqcN/n6B0JBUBGlVkJcL6vWQe2oHrMvJHOo04rZhPR9GfGTJPYrAFhnKc/FGEXE62SosCgtz0Z2exudV4HiRVZ6b55fjA5ifByEo198Dcn91CJSYX37nr3D+0ytU6HHxlcmHJrxXuPiKpkyfxUffeVUyv2i+s52NDB67O6eqIfcSlSkHpqchCKhGuwyHHMuH4JCQXRdD7kxO7klh4ZB8V9Xcw8zhle4cB2EJXRgVd1ITaCkROWQl0KqgN/T4RnuV9bhBJ/HZG5ZBQlrRhHOStGzSxFkgyH0NmWCzV+Wr8h5edhcotGAvLnMwDEzd1NdE0wJtKVQ89l93zYU/9zQUMAxdXutOMUhdXnHn8VVKrgXDzGU/KnEQlshSBVKTe5q0ItBKkAUKFcuj1jZ4k/5xx9Skc8+I3bQ0tXSdSjJhURSSNFWElo1SBZYssFSBkoUh9fHtDQ5141uuBXkhyQtBlpuFSpYp8lxSpBKdKDM2VpjSQe4ZdfChc55KNDKVN/vxD38HyxjsZD5kgfkctdLkuaQd+rwqZmglAS9bC9gyJ84tuqnH9rBKZ+BDJikc8x0jJHHVQRTms4hrgqxsjHn6kcuL3QVaaQlHZnRTn2vdJkWiyB1N3BjX9wuTCUlqRl/QCX2e7JzhsjvL9qhCe+iD0GQlGI0j7iyArGQEC1Fic73fYJhPXt87idw/oIgi8FUM9TruKCZOJid3/1BQx3PA8S6+hxf4crR/1N/kNXwkOf0OwN2p4+xeN8Qwu/LOYgDhOlxwL3Lx+mRGPu8lLm6UuNe/gVAfe8fnzp8yIrft14bA3Skn9NsZFilu3TctEKurVAbGxnkwgNqEuzkq+3iMyX2yjgytIR2T+2Fm6P2O3IUQp4BfAuYwFdZf1Fr/vBCiCfxjYBW4Bvy01rothBDAz2MsM0PgZ7TWT7/dPqLI5uLFpZsb/IJw5Y2Lzbzl82zrNM/Cbf3e8UxO/GYT9wpBe7NGe3P8xb1OEJ1VcrIqDN/m2NKuy3bXZZupmxvfQlidBwV5UBx33MQbUQh0pMgjRY7NhB1adwZpfO2LY+iGbsMtrXh516HddWhTO+zTecvPIm3kpI23+Ow1kAn6WxUublW4yNIb3idt5qSv72AeH0tns8o3N6u3v8bRhCvZG59fCKJ9nxv7PqPRZOSugeJEUPfBxGgEnkygVsPdiomzCcl9pGkQQa1GIGMojkfuh9F5abgDD5jUs6iUzfjYtsfdIve9zRSA6dXyRM+/d+qA/7R3/q7s+93gYnuWzy1enei5c6fN1Wj7WsRdI/dOToU+ojL+3FZXqT5vfOx7vcnJ/TAt7/rSkLsesD8Buafp+HUiMcJN3n9yx1in/Pda66eFEBXgW0KIfwf8DPAftNZ/Xgjxs8DPAn8a+HHg/Pj2GeAXxvdvCRUJai9Z4xqoJp9NaEz1Waj08VTK/qjMjZ0G1nWPYFNgD0yf9mhaMFrM8RaGnGp0mPEH2DJnLypzrdVkuF3C37JwD8AONVqYqD6pQTRdwGzM7FSPU5UO0+6QXAv6qXfU4jVq+UdmOHYfrJGpPWthou/MH9ebK5qsWkAlJajE1IKRcW6zI0pWgjtO9xaIo7nsg9RlmDoME4dRYhNHtkmTJwpSgUwkIjXdACIDmYmbPe6HKvlb3e1uxZFaftwapw5v4wzBuDVOOxptFwinQDk5jpviOSklJ6XsxJTtmNJ4St2hcj7VkmHmMkhdWlFAZ+QxHHgUfRurq7D7AntgPiuVmGMslNEWpBVBXNekzRynETFTG7BY7tJwQpTQdBKf9UGd7VaVbN/D3VO4bbCHpjsh94z6fbSQ48yHnJrqMOf3kaKgkwSstRv0tiv46xb+rhl4k5YEo3lNvJwyM9dlOhhSaEEn8jnolMlbLk5L4nQFe6NJV2WC/F2v4N5ffGTJ/ahfvV43grpJ0/IjbdKlQYDvaQiPV3M/VFGX+9s3nUkqFTNhrnP3Pu69nYI6bezZyZR+F05H/KPNBUbDAr/0/qxIR72U69kiv2/14js/GfAWm9TomLT8XUK/p42jXPkmuVe+YnwIjtPrfhS5+8II6orhROdJMg7RHE/hjz4YgrrxBKqt8f/7QoiXgSXgpzADLwD+PvBrGHL/KeCXxp7YTwoh6kKIhbebZCUz8FoFCElSB8vNWKr2eLBqZqm/JBdYlw2sgaC0neMdpKQVi8y3GElolkMeaa5zj7eLouAle5HdYZkwreB0oLKZYfdytCWIGhaFbc5xP0g4X9/jM7WrLNltci1ZS6Z5Ri4bY5kiwB6a3m3/oMDuZaZ3W5q0e1yTICS5b9rOHC9jpjLgbOWAFb/FgtNhSg1MIAEMC5d+7rOfVdhNKuzEVfZViRYBeS5Nej83xC6jw+EuYwObQxObTN/uYPcWrXB63OdulPrC1MVtYUoCrik/5BhxHICycjwnpRmMmPEGzHp9Zu0+03afuhriifSoT7+TB2wmDdaiJtesKdZzSTi0EAXYIXht4+NuD3JkVlBY8sg/vlCCrCqw7ZzFcpdHquuc87bxRMp2Vudb9mkGsUPnwMOKzHnh72eopCAtWWihiJsSx8k4W9nn4fI6JRmznjRJckVvr4wVjn0TOhlx0yYrK2JgOhhyf3UbKTRrYZM4tej0HGQicMaiyon+JuBELf9BxWg0dpqr1Qy5TzgwIIoYk3vpiNzvKHLvb8P8w+aHctn41HfvXs/23v54nG1zMue9ex+w0V+TXP7qJg/92N01hpkUr/7aBppVLjw4YU/51BRz7LC9ffe8Wfv9N5J7dfgfx49N/j5viNzz/kTnyRG5Bxbe6AMTuR9BCLEKfAL4OjB3C2FvY9L2YIj/xi0vWx9vu43chRBfAL4AYJcbjGYlUVOT1XJ8O2eYOlwezpAVkvV+nXw8FjmpSArLIakYdbT2jXJ8Py4TFxbDzOXaoEmrW0JFxos9KUsyV5I7grguiJuaomzGqIaZw7Vomt20yiBz2YjqXOs26XYDZGhq/oUFSUmS2zZCQz6O2pOqyQKkVY0IchzHsMMwd9hJqoSFw4Y0C+y0UISFQz/16KYe3cSnG3kMI4c4tslHFsTSuNMlZiypPLSbHbebaQkoQSE0QnI7sb/eoe6I4Md+9OPHhB5nAsbOW2Lc+hZngjSxGMUOHc9ny63ScENqTkTFiiirGHssHkgLxSB36aceBQLHyomCjCyRRLk0BO4r7KFpbzv8zApn7GMQSoZdj9fsKbJCsluqULNGRIVNP/WwVIEuZcQNiUwlhWVjjw6zDkYLMOj6vOgtkBQWTXvIqHDQWiC9jLhhMZxVZtKeazz4Rai43m6QFxLfSolyy0zVK6XETYnIJcWEfG10DSdp+Q8kjki6VMKTCWmuJjJxieNDcp/BH/ef3gm5l+nfFrlX6DPovbNCfFLstS1m2ITmZCrvC5+pw9+Gi1/de9/I/eJ/2gdWufA9E/YVTk0xw3X2D+7eoqjfF4bcS+NF0erq0eCX47QqHkXuJWXIPesfL3Iv2bgHZoXwfkfuhxBClIH/L/DHtdY9cYsto9ZaCyHeLEH8ltBa/yLwiwDuqVO693CMW0ooWQVaw/XdJlfiGRgp1Ehip4KspOmeNyY0eWns6x6kdEYeTw5OG5Ic2ojQ9L/LBJIGxFNGvJYHN3umPdsYt1zcn+WlnXnTFhZZEJmWMDX2ez/0Qg/nD/3XoXALtFOAm6OcAsvKsSxDfAfDgINhMB65Oh67mhszGp0JyORR3/jh1DZZgDr0kddjgxrG5OyYfd78Io7+OcaH/frXm6hfxcbXXocapERLm1R6tJWmpWDN0mhbg9IIu0BYBUoVqPG9lDd1EX4pIXMzsinFMFEMYolIxu56qfksRT7OEowEYsuhe9DkGa/Bt/0c5Zn2v8PPMahGJG5Ob3bsTTCUyGTsu58JrE2XrdYsG8EUqpzheglKFbh+SrwKrRn76DUi11g9SRxWedUvo4Mcy89wvZRyJSILEkZTLvkxdAcnJjYfUEQR+HoEvo+rcigMcR8S9lu+LhaG3H0fPzAn6nEuvkdpeQZGLQ9Hafl+//jjY98Kez2Xs6o1lmu/M87/kOklu/jtY/b13UVcfDa67VjeEVNTTPM0V7r33rVj6A/lOHIfW96urlIaS36Gb6e6eh1uJ/eAIO0ShreEVm+BW8ldAJ6VEkXHc8d7LyCEsDHE/oTW+p+ON+8cptuFEAvA7nj7BnDqlpcvj7e9JSwv44fvv4glc9YGTa7sTKM3PcrbErejzRSxKcFoKae83GO10aZsxSbS7lVp7ZtBIf6+wOmZ9GpaEsRTEM1nBDNDTtV7zHgDXJXRT122hlV2WlWKPQ/3QBJ0TV3+0HnOWNtCUtdkjQyvHjFbGTLtD6k6I9zx4JR+5tKNfVqjgN7QIxk4iIGFNTStZV6ESa0n+mYqHW5OXxtHoyZtfuj9fst4V8vca0vfdJqTjO/1Tevrw7XV2JyGQ4OZXEAhDLHm4xp+etPO1mQIxuSbHfbmm4XH0di5QzX94ShaD9JAk5XGGZByQrkUMVc1FrYVO8YSBZmWdBOPVlRif1Bi2PFRbQunI3FbZiiPzMS4pc4hqUI4VcBMzFRzwPnpfarOiEJLWnHARrdGb6+Ms2PhbwvsISAs0rJNNOURzmRU5gasLreY9gaEmcOV9hTtjRr+uoV3oBGFJKkqohmb0aJgYcYM+QH4l/6krXBGP/FhxkeW3EcjTL+65+HaBaQTknsijf1sEBCUzJd7nJr7UVqe4c3IvVymwg1uDO/eybI3DPiMN3lvXfnsLEtig0uX37/V6MXXLE7JdUqTNq0HAdOqzTf6ky1gJkF/pFh8XVr+kNyP8z0fpeVLlqm5EzIaiXfMDt2suUuwbTyZve/kPla//x3gZa31X77loX8O/B7gz4/v/9kt2/+IEOKXMUK67tvV2wECO+GT1TX20wrX+lOkA4fSvqS8UeB2c9KSJJpSyEbCZxev8fnaJVKt+Eb/LFdbTdS+Q/mGoLxl6ry5IxkuKIYelGaHfHbpGo9WrtG0BnTyEi8Ml0yqv+tQ2pKU1wu8gxwrMvO+k5rFSEkiV5A1MqYXujw4vcV9pe039LpfGc0QZo7xlu+5WAcW7nh4itsrsIcFamR6sQ/7xAslKFxp0sa+aSk7TJ8Xjmkty8dueTgF0jFWsbZtSgm2laNkgS2Lt2yFy7UgHbe/HfW1pxZ5IuHQtGZsWIO+OePdGoEVFWNBXIFMC0Sh0cK0+OWeJC0p4qogrkvipiDNBZGdY5WGzHt9zgU7LNrt23rcXx4u8GKwwKZskEcOblvgdTRO19TTc0cSNywGkWRgOcQViyl3yCOVG8zZHcLC5ZnqCr8u76HbbyAzgX9QYIU5uSex+4o+FlHNZmG+x/fXLxHImK/69/Kro/ths4wz0DiDwsww0JKB7zCsOvj1lFX/gK9Yk5rYiJPI/YOKKIIpHd4kd25ekN/2dYm8Kai7g8j9Zlr+jZH7ILw7J4vWsB+VmZk5BhsJwYXyJhe3q3flGO4EF3dqXKhsYQK9CSAE037IQRgce3jPW6E/ssZp+XEdf3qawNMQHY/cjyL3sjVuhWsfbQ/epuPw8Bx0PAG+j5cljEbvkf/o5Pgc8LuB54UQz4y3/RyG1H9FCPH7gTXgp8eP/StMG9xlTCvc751kJ0/1Vrnam+LGbgPrwELFppc6aipDIlMFlfIIX6V08oCtpM5L7XkGuyWClsAKTYSfVBVxVRLOC7KZhJVqn6YzJNI2a8k0V0czPHewyM5ODWdfYfdAJUZYllQt0kASNSTRLMRzGeXpIUuVLk17iC1yOnnAXlZlPytzfdTkam+K7U6FuOVjtxVOx4iz7NAY8AAUrqRwx8I2W5A7po/8kNhz39it5t7YAtUtUJ4pHTh2hmtneFb2Bpc6SxZI9G0Oda93p8u0HDvTWUSZdbs7XazIYjOFTkXCGNmMQI2UMbCJJCo+dKgz+9BSmDT3aKwBEAJRKKK8xJXEYpA6tJKA1aDKtD0wXUXAlD1ksdwlbNq00ypoCy0luW3hDAuTMcg0dl/jHih6XpnnrEUKBOcDj5oVUrNGzFf6dGcCwqGHzCRee3w8kcZtSwb7Pi/V5ph2B6y4B7gyo1YesT/jo0aKrG3sbWUCbkvRcao8VUjazclbgfX4c/4w4yNL7qMR+MXxyD3LIC/kUVreK1tH7zUpbkvL3xK5lxnQD+/Ox93pQKYtZqqTWykC3Dvf5Zcv33vXiPI40BouDpb43Re+eazXTZVjkoHNYACVu1B678cOFTUCa/xdCEHp9DRcPF5aPo5MCt4t20d97mAWCG9H7keRu2PI3Q+T911Qp7X+Km9dT/gtb/J8Dfzh4+wjzBx+7dn7zESvvkDmRs3dP21azfJ6ilePKLkJr3TneOZgme1OhWQnwN9R2AOTRo+biqSmSZoFqhkz3+jjWymv9md4Oj3Fbr9Mrx2gDmz8jjRpXSCclhSONG1tVU1WT3FqMTNl09ImRcFa2ORif45B4tIOfYahS963UQOFNRQEI4EVGVU7ApKyIK7KcdsZtxvWOCYq106BcHMsx/imlyxjN2vJAlsZElfj6NwSBfJ1drNZ8fYBgSVzpC5wZIZvpRSuIf28kEekn+SKJFMkmWUMc5Kxd35sJtKp2BC/HKv2VXLoLW+MZqzQpPftgSLbD9gJfDYr03y9vEpQiqn5EVU3IrDMyT1f6ePaGd2GT3fBY9CxsLsW9sCUL9AYi9jUptOe4teaNb45tcJctU/NGWHJgoWZLvtuRmvGTKNz2hIrNK/3NxS76Qz/tF1hutGn7CR4VkbpVJ9hzWPYcXC6AmsIThfsvkW6WefZ+TLDbNI+9xNv+Q8sogi8YmjI3UmPtr0djixFx5G7LPm4ImY0mjwtfJSWL4mb0eGhoC6+Ox/33p65n27kx3rdhXtyOq/W2L8xYmblOxst7lzu09NV7j1/PN3BdD2Dbdjff/fkrjX0E5fK6/ylgzNzcPGYkfswRwFWyb2N3N9pIXgzLS8gCPCi5AMjqHsvkcUWU9+0CPbMaM9wVjI4DXplxLn5PZaCLqPcZq3f4NL6HGrbxdsXlLoakWlyTxDNQrSUMrfU5lx9n7o9ope53Bg0uHQwQ7br4+0oGi09JnVN5mPU81OabDqlPjXgbK3Lgt/DVwmZVuzHJbaHVfZ6ZTOzvG3hdAXl/q293CZrkDvGKS2tCNISZKWCvFwgyyl+kFDzYmpuRMWJjqbE2aLAGqvQi7EKO9XGNjYd+8InuWXIOLPJ9JicC0muzbS810MIfeRgp2RxtEhwZE55XA93VYYlCmyZY4n8aMFQaEFcWCSFxTBz6CUe/cSlN/IYjRzygY0cKqyBwB4a/397qHHbIHOTvi9sReZbpBWf3Zpmo5Fj1yOmakMWSj0enmrjzmTEhcXOqMpGv8ZBq4zYd/D2JW5b47WBG5AFFlGzxtp0BeZj5qe6rFZbPDK1wXDF4dXODJvbDewNB29P4O9rvANBdj2gNeWzvZAyt9DhodktKksRW6MaF7dnia+VKF8XlHbMzPlwU7EdT14COxn5+gFFFOmjmrvnmIv5O0Xutw6bIQhMZCUiwvB45C4o8OduSX8HAWWGDBPnroxdPST3menjEeW9H/fh38ClL28w83u+s7PdL315A7iPC48cb1ExPWV+x/19M6H13SCOISsUFfd2PzD7zDKKjPAYmZVomOGRGRHH6yL3t8MhubuuODq/3u/I/TsBmUD9cozdHhHPlRgsKdKplEdPrfPj0y9QUSN+s3+eZ7aWsNdcqlfAb2WIAqK6YjQm9gv3bPJbZl/hvLvDQVbmq93zbHeq6LUSteumR97tZGgBccMiaiii2QJ7ZcjH57f4ZO0GZ91dPJlykJV5KVykHc+weVCDTY/yjsTf03jtDHuQI3IzrzzzFUlFkpYESRXiZkHezCg3QharPZZLHZb9NrN2j7oKKckYiYnCI22bFrDCp5sFdHOfTuoT5xa91GOYOoxSmzi1SDJ1ZB+rczPFTRdi7FTD2LzGiOxuTpwrzIS5cVYgsFMCO6HqRFSsmJKKqVkjampERY0IZIwnTMBTIIkK28yezyrciBrcGDbY6lXpdgOyloN7IBGFwBoVuN2b+oJDL4CooYimLcK5EjsLFmpOs+j3+FiwyYzVJ68L1qemeGZqmWerS/StKjJReO0Ct52NfeMV4ayiH3psC81iucv9pU2W7DbXKtP8enCeZ9UySerj9CA4MIQd1xXd2KFVCnhs5gbfV73EsOLy76yP8fXwDNmei0w13m6MNbSQEyY7zcjXk7T8BxJxpI0wzvNwXdPjNCm5u4yVd0FAQMhoNLk72mAAJRUh52/xyhSCsptAbFK/7zYC3ds1f+Uzc8dbJVz43DQAF59s87nf8+6O4bi49E3zHdz7fW/mIfrWmJ4xf2AHB+/+GI5muXvpbdvFGSOqG7Y8YLKFXDzMj84vI6ibbMjQbYI638cj/q4gd+M+psgWywwXLMIFTWkqZN4zX8p6MsUr3TlGuwH1HYHfypCJHk9/E4SnMuaW2txX26GphnTygOfDZZ7dXSRZL1HZEAR7RtxW2JKkIhnOK8IljVoOuX9um0dq6yw75kTaSBu8PFzkudYi6zsN1KZLsCPw9jVeJ0eNcmO36inSkiSuSeKG6Z9PpjKcRsRivc9yucOpoM2c3aNpmfqzQpNoRVgE9HOfbu7TTgNaaYl2HNBNPAaxSxjbxLFNkSh0LBGZcawTqVGyy8Io742RzS1EI4wTH4cGNgpiSxPZmp6lwSlQrmk7892EsptQdSOa7pCmE9KwQmpWSF2FeCLFFvnRsdfUiBlnwIZf53qpwXapQlgKSEsWacmIA92uxO7nqKTAGuV4gMzN8Y8yl42sSVZI4sLi/tIWc3aXObvLQxWTtXimkIR5BVFItLBwuzkqKvAPBIUl6Ts+L7rz1OwIVSmoyIj7Kjt0F3yuJLPIxEElEn8/x+3m+LuC9nTAC80F5t0uNTVi2hlSbw7pLdmoxCJ3BCo13QyT4qTm/gFFknALuZttE0fuKjM12SDAZ3TsmnuJ8KaYboyKl0HMXakd72/EgMfM4vFU1qc/fxqbhEsvvqdO1m+KSy9lOMSsfN/KsV43vWB+x/3dAt5lmuxIDxG8ztP8zBnjDb+bMSm5R8P8SJtxa+T+TnX7I3L3lUnLE31XpOXRcPAxm7ihSWZy/OmQmcqA7ajCvxw9xI1eg/2NGsG6hT3QZJ4kmREMlwTR6YSlxRbn6yZl9WTvHq4NmlzdmULc8ClvGeW6FhDOWsR1wWhGk8ylVGcHnJ/a43TQIipsnh2ucGPU4Hqvwd5BBfZc/H2J0wFnYIRlaSCJq9LY2FbGJja1Al1PKNVGLJRCZoM+0+6QkoqxRU4399lPywxyl2Hmvr2JTXzYGw5OIsbWs2N3usNWusKUAo5saPUtavlDI5uxcY2WRuV+SPSmvc7MXB840LM1655GuznSy3G9lJKXUHZjak5E1RlRt0fjEkKOEgWzbp+SSpjz++zVy+zOlBn0PcKOg92ROD0bp6dNHXzcAui1C1QiiAcOBwcz/PuZGt+aWma13joap7vgdcnmJK85Kfu1KtGMjb9rH411dXqa8g3JMK/yHwYXeHlujrO1fZpOyLnqHnJVc8WZJvM90pKF0zMWtMGW5Lqa45cHJRZqPUpWwmx5gDxX0Jku0d9z8fYU/Makp+uJic0HFnEscEjAKx+f3J3xxd/38XV4bLV8WfduiunGKPs5dO/OZLiD9RHgMbV8vBS3VStxzrrExWt3r7VsUlxaczhnr6GC4/WsTy2aY91fHwHvzqnukHhLwevKGaurhtwPMrh1eMjbIB4VNzM8pdJR5P5O51gS5YAy5O77+IR0vwsid60gfHTEx5a3WAnaFAjWwzqXDmbo75Rxdi2q+8ZTXksYLkqGixrnTI/PLa5zvrRLWDi83Jvnla1Zihslgm1jG2uNCrSE0ZQ0HuNLCXMLHc7V91nyO3gypZv5vNSb53Jr+mh/5X2B2zWvl7mZF56WBElNmEVIo0A2Exq1IQuVHgt+lyl7SKDMCi0qbHqZx1ZUYz8q0RoF9EOPeOjA0EINzZhVFUEpAhlzNDfdjLkdE/gtJP6meLMA8m2ea9zrxM0JdZaZM184ktx1yD2fgQcdT7NWKtClHKeUUA6iI2vaphNStUbMu12oQDRl00kDtqMKG4MaB50yg46L0zJiN7djRsj6BwVeW5BtCpKqy2jK5dtzNV6ZDVmdanG2fMCF8g7nSnvszFS5uDTL+k6D0bpLsCXx2gX+XoHTFcTbHrsLc2wt1zi3uMfDjQ2+b/o1lksdnq4s065VCTaUqd/vaeyeItms8dp8GXch5PzsHj+89CrllZjroyZfXTvLpBo5Yz97Qu4fSCQphtx9H9czfx0Tk/uhi1EQ4OroSBk9CQa9gnLRe2PkXjILhuNYnL4VWtsxDjHB/PHb2u6t73Fpf4Ih8HcZlw6muNDYBo5H7vVTFSQ5BxsR75bcD1Pmh/4FR1hdpcQmw9bkGoZoVNwWuU86mz0ZZhyRexDgFcfLDH1YoS34bRde4PdM/SdsUfAb4XkudmcZbFSpvqoobRVjb3FBOCcZrBTUz7T5vsUrfLJsvP//U/c8r2zNIi+WqV/RBHupqdeWFOGsZLis4eyQz5xa53P111i020Ta5nI0x+X+DBc35+CGT21DUNoucLopKikolCCtWiRlwWhWMJrPsedGnJ9ucaG2w1l/j3mrSyBjCiQHWZmttM5OXOX6oMFWv8KgE0DXxukKSn2B3TeiPivKzTCa1LSCGSIft5wJcdT7rpW4LQK/1VL2kKxvfpjaXI30Ydr+loVCPr4dRf6v25d1OO7VpNjTQJJWFGnZoVMLaNUyNutVZqsDVistVvwWS06bKTXAFhmRttmbqnJtbpqXe/NcPWgy2CmRbVv4u+AfmL52f7egsIyfwHDPIlyq8Moph3jR4rGpmAf8dR4rXeVT1Spfr53l6+XTDJwKIClt55R2MoJd8PctugOfy2KGKW/I5xqXWXZazLp9vuaf4YY3jb5qU97QlHYz9CYM2opuUaJX63N+doffElwiqUnq9vfxCxMz3knk/oFEnkNRiKO0/CFZT6yWd8cX+XHaNApzJv2ohp3kdgObMcol8553I3Jv72U0aCOmJ4syb8WFU0P+9beXyDONsr4zNaU801yOlvmJB64c+7VyZoopDtjfevfufkeRe+V1f7S/+qsE3EP4/Bas/gh86Uvw+ONv+17RSN+M3Mvlyck9NKn/w8jdK8Lvipq7tjWfqVzhrJWxmQu2kjrrB3W8TUV5szCDYsqKuK4YnjLE/j0La5z3d4kKm1dGCzy1fQq9VqJ8XVPaTlFxQVqxCGcl/VVgNeSR5Q0+V3+Ns+4OUeFwOZrjawdneHVjFuu6R2kdSjtm4IhMC3JfEdctwhlJOK9J5lOa813un9rlY+UtTrv71NUQhTbDVNIG16IpLvdnWO/W6LcDZNvG7UicLjh9Y6JihWaxIpMCkWsO+0+1MnXlwpbjaNpE1bl9c/iLtqA4InlMbf32kvs4bW9uh1mAw4yATEGl2iwmsvHCYnxPolHCOOsVljHaSYPxrSKJaw5x3eZaw2e3UWa9XudsZZ+z/j7LTou6GlJ1dpmxeiw4XV70FnkpmGMnqJP7DrmrCCyB18qwQjMASGYalSqGqceVdJa8kKiZgoeDGyzZLT5TM25w32SFgaggtEJm4LZT/N2U3HbIfY9vu8u4KuPjlRuccfdg1rQMruWzWKGF2wWnk1GSgqSmWJ+t8+r0HJ/2rrJoZTxUWjeWwhPixKHuA4ijuiaJqbn75mI+ceTuj79U3zdDZ0aTnxCDTkbtVgObMcoV8553hdwPNE1aEw+NuRX3XpAk33ZZe3qfs5+efvcHMwHWvrlLyhz33ncHfaNTU0yzz/7uhH70b4OjyL1yy3E88QR84QsE/AtCAlhbgy98wTz2NgQfR/qOIvd4aOwvv9vI3bEzosLmK9Es3w5P82837iNfDygdaFRckAWK4Zyiv1pQO2uI/bR3wE5a5aXePC9tz5NfK1O+LvA6OVoJRrMOg0XJ4HSBf7rPg3NbPFjZxBYZL0VLvDJY4Jm9RVobdfwbFsGOxusUqKgg9yXRtM2oKYhmBNF8jjsbcm+zzfnqHqf9fWrKDDq5mC6yk1ZZC5vc6NfZ65RJOx52RxF0BU4P7IHGHpnfxUTohqCLkrrN2MbcjHlP7o7taB1THy/GFrSFBVgFemw/ezjeFaFvquY1oA8tZ8f+9akY28waz32Zmr5wFWvjTpcYTcEh8VOYGr89LEy9eyhwupL0ANKqQ1Kzea1e5mpjim/XllmptjkdtI5EazUV8kB5k7od8mowy9Vak16jTNy08HcdvFaB0zefh39QIDKJihyuh3McDAOuzU7xYGWTmhVyX2kbuah5xl6k7TbIPEV5Q+D2ctx+QfmGZECZX4/OsbVU5eONDebsHp+ZuUacK3bjGVSiKAvz2bhtTXzD59/49zPMXR4pXycsHBx7MkXdiVp+DCHEbwV+HjOs/G9rrf/86x7/GeAvctN/+q9rrf/23dj3m+HIBewOyf3w+YeRey+aPGoc9DVLDGBu6bbtQdV81McxSnkrtDqCBm1onj32ay88WoZfhotf2f6Okful39gB5rj30TtQEk5NMcUW+wfvntwPP/vbyP2LX4QwpMSQDcbfWRia7W9D7keDifwquC6eSEBPGrkbb3mCADcfHi1GP8rwrJRv9M9wrT/F1d0pivWAYEtgjfRYjS7or0LpXJfPL73Gff4WO2mNrx+scvnqHP5Vh8qWGTMqNIQzFsNFQXgm5fTqHp+aXmPFbZFqxUvhIs+3F1nbmsJad6lvCvyxkh4gLSuihmA0I4gWcry5IR+bPuBcZY8Vt0VZRaRasZtWuRE1uNKfZrNTJWwFWC0LpyModY0Azw5zVGxS4WDS6bkryV1B5h660wkyD7JAk3tQ+AXaLZBehrJzXDfDsTI8O8MZG9vYKsca98dL8SYOdeNbUlhGmZ5bY7MaizhTxLFNliqKSCFiZcbLRgIVSqwIrFCjIrAijRVrZKKxQpNx8NrCHL8vSMqSpBbQqfvsNRpGkV7vc6ZqRt5OWwMuBNuc8lpsVeu8OjXD5flpOtsV3B0Lf1cakh8UlHYz3L7E6UjCVp2vLQdcXWzy8NQm54JdPlldY8Hr8s3gNK+W58hKLqUNgdcpCPYKrFASdn0uDpYIzzp8fu4yZ9w9slnJr2WKjm6SuxZuxyxmShuCUVLjX+89xJPzpznX3CdQ35r4nP2uT8sLIRTwN4AfxYx+/KYQ4p9rrV963VP/sdb6j7zb/U2CN0TugbmYTxy5BzfJ3SUmGk1O7uEQo5x+XeReqppjOI5Ryluh3bNYpH1nkfvoWeB7uPSn/hY//jf+2UQp6HeLS98yQoMLP3AHU/Gmp5niBa5273vXxxEOjOK+VLvltL9+HTDfWUjwhu1vhTgW1A/T8kKYc2Y4AbmPTOTgBBb4Pk42msgW+cMOJTT/af0so2sVgm1jYqJiE6UOpyThgsY92+N7Fq/xULBOjuTlwTyXr89SvuhQu5LjdDMKVzKctRisCOKzEQ+tbvKDU5c4527TL3yeHpzmyZ1V9q43KK1ZlDZMbd4aZeSuImpYDOcl4ZJGL4ecn9vnkeY69/ubNNWAAsluVuV6PMXLvXmuHEwx3C3h7CmqB4d+8jn2MDcp97GXfO4qMl+SBoK0bFT2WRnSckFezpGlFC9IaPjG5KbmjqjZESUrpqxiApkQqPioNU2JAnvct6U4dK0rbiOcHGNyk2qLVCsibRMXNmHhMMhcBrlLN/XpxP5Nk5rQZTSwkEOFPRDYA2n0AQOwx+RuhTlO3+wztyVZyfT4Rw2LeKrC9ZmA7ZkKm1M17q9vc97f4ZTd4ry7zQP+Oq/V5vh24xSXmjP0qiWyDUlpC/yDHG8/xe5L3K7FsOuw25/hyVUHtaT5dOUKny69xoLT4Te88zztLdNzS+hrkvJWTnkjwe0pZGpxQ07znDeiOTXkvL9DPG/zdQH7bp1gPEDGaxV4B5CuW4QLUzx9r48Sk2VhjVr+JHL/NHBZa30FYDxM4qeA15P7dwxHRiGHrXDvIi3vMTjWxXcUC6Ocfl3NPagb28O7Qu5Dmwet3sQT4Y7wxBPM/C//HXV+motcmDgF/W5x6aKmRoeZj9/BqNlajbro0h6+++Eqw04CeEffBQArK7C29kZyX3n7lr1bpwfC2GN+InI3kbtbMuTu5kPieHLB5ocVaSGJL1dpvgL+gfkM4qoimhIMlwuCU30entvktNeiX3i8PFzg2c0lvDWXyo0Cfz+hUJKorhguC+J7Ih48vcn3T73KOXebVFu8GC7xm7tn2L/WpHJFjYfFmNp87kqipsVgyYj1glMmjf9obY2zzh51NWRYuNxIpnhusMxL7Tm2duuobZfy3s3+d7ufoSKTPdBSkPuKtKRMhFs1BjdpTZNWM2Q1pVQ2CvRpf8CUO2TGGRgPdTWiNDaT8WSCQiMpjshHocknOCde/7xcS1IUqbaMmr/wGeQe3dznICmzn5TYG5VpDQP6Q4+452D1FHZP4PQUTk/i9E2WwxplWKMcFeXYfYXbVUTj26hX5lLfpTUX0JoKeKiywVlnjyW7TV2FTFsDZtwB3/aWaLs1tGWBAH8frFFGsKNRiYVMFX1d40l5GkdmfKp8lVP2Ad/fAEsUfFOsMChKqFhRCXPcVkrZEWSBzYulBTyV8kBli1Nei2JO8KyVsWlNATb2UBPsZcjNAq/tsG/5JMVklKeB7Ls9cgeWgBu3/LyOmRT1evwOIcTngUvAn9Ba33j9E4QQXwC+ALDyDhfXt8Mb0vIl82uaCPyt/2COBHWlcdo2CHA5OFZNNEqkaaV73fi5Ut2Q03Dw7vu1WyOfhncHhdovfhExCrmXS1w6VK1PkIJ+V3jiCS49P8e9XELc89PHzxQIQcMb0R4dYxDzWyAck3upcQu5f+lL8IUvUAqHDA/V+EFgtr8NokTcFNQxJvedScjdXLwP0/IOMUki3he//+8kwtTh1FWoXYlRUUY85ZLUDLE3zrZ4ZGaTZb9NN/d5unuKF7YWKK6UqW5onF5Obpsaef+0JDoX8fDpDT7duMac1WUzbfBSuMjXts9wcK1B+Yqisl7gdjKEhrhpM2oqhouC0amM6eUOj8xs8EB5g0XbDPx5NZ7ntWiW5zuLXNtvkuwEeDvKRIDtAqdnjFZEoSlcReYbcxvTBy+M332tgFqKX4mYL5te+FlvQNMe0rSG1FSIJ1M8kaJEgaSgQJJqi6FWFFqSaEWBJNGWmfyGpNDyNgJX4z44W2TGfpYCW2Q4IkeKAoVGicI40cmUKTUg1Yqh49IvPLrlgIN6id24wk5Y4WAYMOj5RD0buytxugqnKw3ZD8aOdLnGHmSITGONJPZAMuo5tLpNfnM+4MZMgwfq21wItpmzOyzabexqRsmKedo5xYbbJPcc0kAQ7EnsfobbyY5+o65u8B/ye+ku+Hy8coOmGvBY7RoA3yhO089KiMIh2E2xhwXBlqRwfJ4qTtNd8nm4scEZf4/SbMw3ZcFaNovdt/D3BXY7Qo0y4lqJjQm95eEkLT8p/gXwj7TWsRDiDwJ/H/jh1z9Ja/2LwC8CPPbYY3csj359Wv6QrI0w7q1FXbdN+oKjmnucTH7VHaUWfu2NJ0XQNOQUdlImNUp5M+Q59NKARvMOCrXjVPMFLvJlfugN2+86xmK1S8WLfB9fveNMQaOUMtj3SFOw30UAP+wYZzq/ecvCa3wcwe/bJ0wCOH16ogVInMrbIner5CLJiaK3Fw0mkSF3u+SMBZs9ANIUnMmvOx86FImiciPH2RtSBA5JRRHOa0orPb5/8QofCzbZTys821vm+euL2Fc9KuvgtQq0EoTzNv0VyejemEfO3ODzU68yY/XZSWs81T3NM1tLJNfKVK9LyptGDY8URE3ryKmuODXi3vk9Hmmuc6+3TUWNCAuXq/EML/YWTM/9uFZc2zP7dnqFidQLjCjOV8QVZXrha2YWfN5I8Goxi5Uh86Uei36XWadPwxpSkSM8mR4RcqoVw8Ih0g5h4RDmLmHhMMptRoVDnFuMcpukUEcT3w7r61qLo9GvliyOavKOzHFVhq9SfGn87G9N8wcyxhE5dWVc6RbtNpFrEwYurUqZ3bTCdlRlJ6yw1y8z6HrItm1msncM2bv9mx0AqlVgDw35u21B1A5Ya7lsz1W5NtPkgdoW93i7NK0Bj5Wv0rBDvu2f4mJ5lm4lICspSlsCt20I3ij+JYO4xm+MHNpLAZ9tXuG0s8/31V8F4Em9So+Awrbx2gVep0AUEhl7XErmEULzQzMDHgpuYM/k9CKXQbeJf6BwWgo5SChte+TxpI3udzct/37o0u4GuW8Ap275eZmbBwiA1vpW89C/DfyF/z97fx4kW5qedYK/bzm7b7FH3D2XyqxULVkqlUpCojVIoGm1YFAzaJvOaVqCobDugUaD0TQ9aUZjPVNjYGNjAzQz0GqWaYm0RiCYQdNooBuBQC0kVWVlbcrMyvXucePG6uvZz/nmj++4R9x7Y733VmVWql4zt4jwcD9+/Jzj/nzv+z7v8zyG1z0y7i/L69B+a1oy02nAvXlMw5ZP89Ot4IyBrHbx2w8ikOpEeKQNwDw8uPf79ud8pzz2cYdGU4J+hjf5ef4IE0KrpvcIVZJj48UXSeKaG1ziGd609z1EpWCuU8G2fe9LSw+/O/GwxCdBde6bl3/hBaK//a9J/1VA/dY7SOfkL4A0V/eAu2hF+DInTY8XFsrTGoccEfi25469WPP8gw3uMgd3UGC0JJ/zmKxK8rWc71i+wyeja0Qy57X4HF+7u4z7dkDnXUOwW2KEtYQdXRQkT2d87InbfP/Cmzzp3WWj6PGl0QVevnkR3o3oXodoo8QdlhgpSLuK8QXF+HJNeHnI8yvrfLJzgye9TRxRslH0rITt7nlubMwj1306G5Z85+9V6InVlq8dSRkq8o61is3mIVuoMfM5vd6EC90Bl8I9znl9VpyBlXVtSu0VgrR2mdTuTFt+rwzpFyGDwmeY+8SNtnxaWNe2qlTUlcA0+vJTZvxMuEZgWfTSWG15XaNUjeNUeE5B4JRETk7bTek6KT0npqNT5vWEtkpoy5QFPWaZEVfcbVLj0I9Ctrptbs/PcWMyx61Rj91+i2zXxdtR5LsKb09avsHYtiecSYk71HgDhdtXJIMWr448dtZCRos+H49ucs7Z49vD6yw7VgTolegiO/4ctaMwQhPslHj9ApUrVKoZpyFfrc6hZUVrIeWis8Pv7r1FeVnyMpcYqgAjJdHdimijQKcacHk7XOLJ9g5PeJt8OFjnxuI8//Z8xKjv48QB/l2JjivkKXMiO234eMD9veKlPQ5w/zzwISHEE1hQ/0ngPzj4ACHEmjHmTvPnHwRefwyve2Tck7kHAcL38EhnJdGjYsaWbzXfstPMvTgduE+fH3QO+ZZut21fd/hoF8zurv0513uIwkZTgn42fgOAt/gQnwjfOrEE/dBx4wbv8G0Y5D64N/efJabvdW/vEcF9VFmyY6v1wP+mNq3xTkJr9cH/3x9ZKfHI90sJUYQnTgfuLrnlSzSETbAtoUN26wMTsoTalSTnWowuaiYXahZXhlwJd/BlwXoxx6v9NYr1iLlbhuhOjqghWXYYnxckT+Q8c+ku3z13lYvuDqMq4MuTi7xy5yJci+hchdZ6iZ7YMTnbX7fA3nmiz6fXrvMd7etccnaoENwu5vnS+BKvbF3g7u05/NsOwYYh3LLGMyqtMMJqy+ddbf3fFwXpgqFazOnNT7jc2+NKa4cr/jar2oK6I+yiuzCaYe2zW7bYLW12vJ212M1C9tKAceqRpQ5lpjGpQhQCmU/H2UCXVl9eVMxAfToJZ/+gEb+BWhuMhtQxxA7serXVl/dLfL+g1TjVzfkxy96IBWfCojNiQY0bsE/oyZhVPeCyu81Tfo9b7Tmudhe41ptnp9ci73gULUm5o/B3Be6wQk9K3KHlNDiJQseKOHbZyBb4jdwhWXH4ZPsGl90tnnI3aXcSWirj1+WT3BXzWPixAO+MS1oViFozVD5fcc7RdVL8bsGSHvHdvXcpa8mXzEUmZYBOJK31knAzp/Q9svmAL8+f45zXZ83pcynY5eryPOvjRWSpaXkSJ66tXe8p4zFm7u8JL+2Rwd0YUwoh/iTwz7Fp8d8xxrwqhPivgJeNMb8E/KdCiD8IlMAu8FOP+rrHxf09d3wfl5wsPv5kzcC9vQ/uHhlZoU7VE50qjQVzh2Tm7bY1Jxk8mtXqnm0RMn92/ZpZtvzsz/wd2IY325/iE3/jP/v69dsvXeLN67a3fw+4n7FSMLdgF1fTqsXDxmRUW4GhKHrgf2cF97TU+E65f1G0WvjiZBOYPDsA7k1lCE4me36zh6hhsuaQLEkm52v0pQmXu7tIYXgzXeO3R+d4d32R4I4k3ClRWU3ec5isSOLLJVcub/Hdi1c55+6xU7b4anyBX7/zBMm1Np0bguiOBfZaC9JFZzb/3r484NNr1/l0+yqrTp/UOLybLfPK8BJf3VxjdNtKmIYbhmCnwhlVyKK23u+RJutJkkVJumjIlwrCxZgLvQFPdbZ5IthipQF1XxTUSPpVNHNYu5N32UzbbKUtduOAceyTxw4kCpVYD3UvE6ic2Vy6LEyjMW9mIjXCmAfkZo0UIBot+eZWO7LxlW9++g6pFxCHNXf9CicsiMKMXpiwFIxZ9Ycsu6PGyW5CJDN6Mibyskakps+5YMDb0RI32j1GnYii41C0FP6OxN+Ts+Pl9u3svCo0qtAMsx6/mTsMVnw+1fN52t9gWY94PrpBtSL5TeCumMdIjVGaYKsh2m1C7WoGbsRvOpcB+GTnOkt6xHfNXaWsFV9OL6InLu5E4+0V+P2KcEOz3lvg15ynea63gSMqnujskl/SbOsuRcshvCM4JVneZu6PD9wfGy/tLPFYeu7GmF8Gfvm++/7Cgd//C+C/eByvdZq4J3P3PPA8XHLy9PiGbTqp8CgQUfNNHwQzcZI8P5mcnv7cPwB+HP/X/ie48mfv7d22WjZzHz+arvveriUFzi0+5Kl74QWe/v0/BnPwxrf/JLzw+x5pf46Nz36WN//Ia1DDh7C9s9OQ1e6PXvNep+/9YSMemyMz96hltzvZO7luZwxklcbzD3xTNEI2J4rYpNyTuR8sy3/QY3hFklwuWFwb8ERvh0Vvwlbe4uZkjrc3ltA3fIItg0oNZaSZLFu1upVLu3zf8ts8428wqT2+Mr7Ib2xcZu/qHO3rdkzKGZc2Y190GF2UTK5UzF3a41MrN/mO9nVWnT6T2uPNdI3P7V2x+vS3Q6I7kmijxt+t0LEdPSsjTd5RVuBmUZAuV+illMsLDaiHU7U2m6lXRrJVddgtW9zJu9zJuqxPumzHIaNxQDF2kROFigVBLJr5cisuozLTAPoBzfm6EZgxWKnZQ4p0M/34qTuctIpzptGSr5wDYjm+so58ocMwDOhHbW6254jCjMXWhLVwyJo/YM0dsKiHdFQ6s4adV2PW3AHXowXeai9xq9tj1Ako2poi0vi7Eq9foRN7DkQFslDITBKnLb6cXWBSeIznPT4S3mZBj/lEdANW4GVZc1stYKQDaMJN0ElFuCmoHM1YdvhNLlMj+K6O7cGzAIPc5/pkFWesrOlOYfC3DeUNhzflKsNzHk91d1j0xvRWEm6053izt8TYbZ3668MgKOtTE+oWhRAvH/j7Zxv+2FniVLy0s8QHWqHOUxUoZRnzZGTJ8b3UbFLe00c9WDZN0xPA/aWXSP78/wX4cTsKdz95rMnc48np7WMPi931FAiYW334RULYc7mk13nz3a/z6X/hBd78mf8va9vrtMUELp2OrHZ/zK1ZMuLehnXDe9iYTDUIWr0H/hc2krTx3skpdFlaJq1/UO0qivBNcnLmnpvfkZm7UZA8mfPtT1/nY911QplzO+vxxmCNaxsLqJs+4W2BO6qoHUHWlUwuCNTFCZ9evs7HA5vEvJqe5+Wti+xdm6N9VVny3KCExr99fM4C++KVXb575RrPRzdnwP56cp7f2r3CG7dXUDd9axO7aVn1Ki5BCYpIk84rkiVJsmIolnPml4Z8aH6bZ1t3ueTusKSHBzL1kK2yw41snpvJHOvjLjvjkHjoI0YaZyQJxwIdgxPbhYvOTCNNa0FdlAc052vs6hEOBfUHjutBsGrkbWca8qqRt3WmgjqCMpCUka1KjFs+w3bE7U6Xhc48a9GQC2GfS95uwx2YsKoHLOgxa84eF7w9vhau8FZributLkXkUYaSyhUEuwJnVKLHBWFRo3KNyiRx7vNmsUJeK6pFycfDmyzpId/Zukooc/6trLnOEqJ2kKUm2CpwhyUtKUAoRqLDF9QFuk7Cv9N+k2e9O2wvttm+GDEed5GlItitcSc14boE47JRziMvGxaXxny8dZNPta/ySnSZXy4+ylkI8GfouW8bYz51zP/fE17aBxLcZ2V5rzk508w9Ox4Y0im4T2u0vj/L3E/88n3xRdLMlnunz7mHPNZqEbLzyAp1e+sxEDB/7tFGw56Z3+KNrbOL4Jw13pyc45mFXdg+vYTv/TF3zi629m5NeBRwjxNhy/KtCw/8L2w3CoL9k5tyD7gHggX3+hTgnk3bRdEDhLoPctQKrlzc4t9f/iKXnF1uFPO8Ol7j5nYPddMnuikIdmpkBVlXMj4vSS8UfGx1k49Gt2nLhLfyVb7Uv8DdW3O0biii9Rpvr0QYYw1KVhWTCzW9i32+e+Uan2pdZVmPGNY+b6ZrfH7vMm+ur6Bu+LRu7mvMq6yidiRFS5MsKuIVQbJaI1dSriztzUa8zjl79JT9AI/qgM2yw+18jncmS9wa99gctkj6PnKo8YcSZ2RlaXVscJIalTagXtQzQOeAlessExcCJNRCzDJNc6AnOLN/nVrBNgsCaxxT37u9g0DvSWsY4wvKUFC0JEXLJe84rHd9trst7nQ7bLQ7XA53ueTtsKoHtGUym1+f12OW3DGvemtc8+eZ+CG1o6gdRajAHVi+gr9jkKVGVgqMxzWsGqZarG0Gr8Z8IrKGQFmluJsvInOFqDT+bok7KGkJMEoxDDp8OTrPJW+Xb/Nv84y/wfXleT4/9phkARiJ368JdmtkJUE4bERddrshy50hzzqbnNN7vH1uiTunRTzzWMvy7wkv7QMJ7rOy/BTcm8w9P0FG1pbls31wlxJP11CePL/MjRskfBJgZv85vR9oCHU3GSWPdsHs3bGrjLkLj+aQ9uzllL/3+WcxSWqZ21+PyDLeSC7xh5699kibmbtoy+h7G48mwj5JJN0jyvJBA+7p8GSUnS70PPfA9dRq4Zv4RC2FvGimOLz5Bwh1H+SoNXx68TrfHVxHYXgnX+b2pEe5FdBZF0R3K1RuyNuSeEUSX6hYOtfnuc4GHZmwVXX4yvgCb28s4d9yiNZr/D07RpV3NJMVxeSCwbkw4fnldZ6PbrKsR7NS/G/uPsHX1leQN32iW2LfPCavqDxF0VHEDbCnaxX+6oQnF3dmY12ruk8kMwqj2ala3MrneTdZ5NpogfVhh/FeiOxr/IG0WvMja4E6BXWZ18jKgvo0jAC0tCV1NXWEm7rDHeIM18S+x/sBR7hpj7609rWiNtD8FLlBAiar0bGgciWVLylHVlHPGQqKgUPe1az3PPbmQu5222y221wJdrjsbbOkh0Qy46JrCZAtndFyMt50lxg5bWpHU2tFqARev0RmTUUFMEKBcLkuFmcyuh8P7Sz7R8LbDBcDfi1zGeddZKEQNXh7pTWB0YIiUlzvLPByeJmWSolkxrOtu2yttXg3W0YWLjoT+LsV4VZN5WqyOY8by/P050J6Xk3b3eOTczf5V6dEvMfZc3+veGkfaHCfldGbzD07Cdzj+t6yPI1DXHmKL99Ll0ivW5CcZe7N/QC0WkRM2EgeUcDmbkHIBHfl0bTWn/mIy+DzPTZ/41VWfuAjj7Sto2LrN95mm4/wbR97JF4I/tocPgl7d89AdT0k4kxyjskDAkPAbHwxHZ0hc/cOXE/Tnnt8vJZCnvM7siyPY/hIcIslKdiq4VY+z/peF39TEW7WuIPSzpB3BfFaTevikOcX17ng7jUAvcormxepbwd07ljym8oqipYmXlKML0B9MeWjqxs837al+Nwo3s5WeHnvMm+sryBuBBbYN/eBvfasK1yyKIlXBelaSWd1xHNLd3mutcET3iYLeoxDRb+K2Ci7XEsXeWe8yPXBHP1+hNn19l3hhgZ3bD3idXJvlm4EB2xX5cxQZv9n4wynrDOckfcC/CzMvjOcrMyMVS/Lxg2ubG4Hyv6yqqGy94miRmUSPRE4vsIdS/KRwBkJ8pFDNlJcm/PYnQvZ6rXYaUU8GWxxztmjI1NW9aCZn88Jdc7repVt3aF2HIxSGCXwdkGl+y0ThMIIl6tiES1qPFny0eAWC2rMR6Nb9JcDvlBoJkULWUpUrnCHBd5uQRi5FB2Pr7TO0XZSPt66xZrT5xNzt0hLzZ10ySro9WuccUmwI0m3FOu7Hd5cWuU7/eusqJqn/bvgnH7K6HHOub8XvLQPNLi7fgOk08w9Pwnczb1leZoFwilkRfnsZ0l+6iUoD2TuB8ljU0LdCSInJ8XeTm0d4RYehi6/H89+9xz8v+DNX13/uoH7a//yDvARnvueRzR9WVxkjj32tk/n6HRUTDJNqItDxx6CjgX3ZHSyfsAscz9Ie2jAfXSCUFKei3vA/XdKWV7pilU9oMBwrejx+niVdCegtwveoEIVNdm8Q7ogEOcSPr58h4+0buPJghv5Aq/sXmR7vUtrQxJs2zGs2rFytPGqIL+Q8czqFp/s3eSKuw3AzWKBLw4v8vqG9XGPbgvCuxXeXgPsbmP3uiyJ1yBbs2S/5xY2+Fj7NpfdbXoypkayW7W4ni/ydrzM28NF7ux1yHYDnF0r5OIOzMzuVSX2/UyzdCM4YPEqrbGMa81ZKhcqV1hnOMdWOGpnyoA39jZ1hZvGLGu3oC5K0ZDxmDnCqdyap9j+/r5b3XSxYf3lQRU1OpHoWOFMpNWbn0iyicso1rwRe/TnA/rdgHHkc8ndZlmPmFdjfN8CfKAKfluvcUfPMVEuRkrAuQfgjRAYIZkIj3f0EoEuCFXGs94dVp0Bn+zcIK00XyouEGcBOlH2OKYVwW5FcUczbLX4sn+elsp4NrStkmJR8SuTgGy7S7ElcUcGZ1zh9SXJTsBXBuf5eHgO6d2mp2L0aV3hEFSnJ9S9L+MDCe6znvsU3D0Pl/jE7ChL6wfAfZqdnZhZvfAC6d8bwD8Dn+xBpTOtiVTGJH+0Q763R+MI9wgD38Azv8fqvL/xhTH/ziNt6eh4/fO2P/ltP3j+hEeeEAsL9Nhmb+/RJg3i3CFyDkdRv9EmSCcnf/hnmfvBbkYD7ifZA+dlA+5a/44qy7vKHte3ioCX4yd5a3cRZ0/hDm3JutaSrC3IFmuuLO/yfOcmq4207OujVa7eXcC74xBuGpxmAVZ0LPEtXas4t7bHJ+Zv8YS3hSNKtsoOr07O8/rWCuWdkNaGILpre/QyqzCOtM9vMvbsXM7S2oCPLdzhI611nvQ2acuEwmg2yzZXs2XeGK/w7mCBrZ02bHsEuxJvDwvs4xpnYqsJorS9dJulWzCv3abX7UsqH0pfUPlQeVB5Zmb7ahyD0QZ0DcogpL0h7JrUNCV5Y4QVuKkElBJRif1Z+RxU1vxMBTo1qFRaB7i0blj6FaKobRZf2nNgH6PQqUTHgixRZInPeq6Ic4e4dEnbDoWnWXX6tGXCZXfLSt4KgxKGW2KO2HiIWiJqjbfHfoleaIxSjF2fN9xlOm5CKHMuOjtccHf4RNdllPu8OVkjGTm4Y42/bcE62JYUkeJu2ONVf41ld8Sz/h0+GsG7C4u8ttQi3ZB4fY0oa5wxuDuSd7YW+Z+jZ6Bjr0NPnV7861t+7u/DmJXlGzc4O+fePzE7mtl4HszcG9OZ0+jLJxc+BEDwL/8pfP/yA/8P3YK4eDQDlN2BasD92UfazqWnXTyR8cabX78L+LU3FC054cKTj8YPYH6eOd6iP1x7pM1MCocwOvzDHfTswiEZnx7cPf/AsTvlKFxeCFzZvMb7LHNvlLReBm4bY/5AQwD6+8AC8AXgPzTG5EIID/g54DuAHeAnjDHXjtu2Kys2yi7bZYff3HuC3a0O0UCg8hrT9FWzBQGLKc92N3nS3bJiM1mPt3aW4I5PsAne0Oqcl6EimVMky4ZgdcxH5+9YSVmZ0K8iXk/O8ZWdcww32oR3JUFT+ldZbVXyOpp4QZEsC7LVgsXVIR9Z2OAjrXUuu9szYN8ou7ydrvC10Qrv7C7S32mhtx28XYG3a/AGBndcoZIamVe2/C4FxlE2Q/ctia0IG7Z6iAX1wFD5hto3GK9CuDXaqXDcEq1qXF2hVYUSBi3rmewsWGAva+sIV1aKspLkpbLqdoWizBXkEpnaWXqVCHQCOhHo2NrsOomwBL8pyFc1OjHIyiBzhcolsrllhcte3uGNSpFWDllHUyE57+zaPryzw9SWoTKC9WqepHQQlQV4tw8yr3AHEDiCypeMw5BX/VU6OsNvFaw6fZ727rLXC9laiRgO5nCHssngrQxwsCUoWw7XO/Ncby/whGe5EM+27/LmwhLZfIusr3BHtj3hDiTjuyGfC21r9HKwjSvfPtVnwTxeQt17Eh9ocHeDBtw9D4+M/gka8WkKHVII9svIU4e402RWSeMXHcwdTlCLvIp48GjgvjfWPKUewhHuvlAKnu3c4bU7vUfaznHx2sYcz3XvIMTTj7YhrZnTI9bHDy+TawzElUfoHw7eftcez9Nk7jODofDA9dRq4XPnZHAvJS3ZLDBc16rc8b7J3P80lqXb5Dn8ZeD/boz5+0KIvwn8MeBvND/3jDFPCyF+snncTxy3YS0qvpac47XhGl9bX0FvOjhDSwgrQyvrms4bFubGPBFs0ZYJ14ol3hkv0d9s07orCXZqVFJTO9L2yZcFxXLOMwu7PBfdYUkPKYzmarbEV/vnuLPVxdtUBJvGysnGFUgoI0U6Z4E9WSvprIx5dn6TbzsA7Klx2Ch6vJMu89pwjXd2FxhvRTjbGn+nAfZhjTOu0Gm1X4J3JJUjrVtc2IB6JCgiKEPr6V6HNcavUEFJ4BX47r5krKdLfFXgqwKn0Y5XwiAx91i+FkZS1orCSPJak5YOaaVnUrZJ7pClDkWmKBKFiqUF+VjgTATFRODEDcgndVO2r5F5jVMbZKWaUr9ElgJRasZVi3dKRVk3eveB4Jyzhy8Kzjt71KGkqBVFpdgqe4jSQVYSUSncgUFmFV5fUPoOZaDY9Tv8trdGRye0VUJPxTwbbnBzfo4vrIQkgwAda4LtsinPC8pQMZgLeGd+kY9EHZ5yNznv9VnujbmzFOIO9kvpzsjgbSq2nB6fA7JFjeb0rT3zLXB//8WsLB8czNxzsuIkcBcsHWTLA14D7qfJ3C2Zah8o7o/QqyiNfiQd8b3YZ85/DL6xwEcuDPm3r15pShaPmTEfx7yeXOEHn9l6LJub81NejR9+QZPnUBlF5B9eNp9m7ukJZXU4aA18oCc3zdyz46+xrFC409KgELYylLz34C6EuAD8fuCzwJ8RQgisiMZ0ZOe/A/4iFtx/pPkd4BeBvy6EEMaYI0ktAnhtuMZrd1ao1wOCHZtB1lpQhJJkSVAu5lxo91nSIwoUt/M5rvfnLKBuWXc4URmKtiZZkKRLNb2lMc91Nrjo7OKKivVijq+NV7m2M4/Y8Ak2BcEU2I2h9DVpT5EsCdKVmmA55kMLW3xb685+xo5iq+zwTrrMbw/P3ePp7u8I/F3r6a7HFSqr98lyjqQMFGUoySNJEQmKNpSRoYwMVVQjwhIvKGgFGS0vo+1mtHRG20lnhi+eLPGl9XWfurzJA9JqU5e42kgKo6yXe+2QVA7jymNSeowLj1HhMco8JqlLmrjksaacKMqJQE8E1UhQTgSuK21LIRXWo740qMo6wMlSIUuJqCSy0mR1yLX7zvI5Z4+2TLjo7lBEiqRyyArNsGwjC43MFbIwOEPrFe/35UxU51bY42v+CsvukI53h1Xd57n2BjcXe9ztuzhj2ybw9uxCyt8RZJuam8s9rs0tsqoHdFXMpfYed5a6pIMAUQmciRUK8rcBHLbo8YYuz+C8+C0/9/dlTDN3J2jeXpO55yeBey4e7Lk3pf1TZe6xveqD7uHIHYX2AxrHDw/u/SygO/dorPFpfPSj8N+/eoXRK1+l/T0feyzbnEb/c2+yzid47qO7j2V7c1HG3k548gOPiLhZD4XB4fjjz9ttJ6dYN80IdeEB4twpwT2v5Kz/DA0vJHlflOX/CvDngHbz9wLQN8ZM+xi3sDKacEBOsxnzGTSP3z5q4wZ4d2+eaj0k3JB4uwZVGCpPkPUE2YIhmk84FwxxRMVO2eJqvMBgLyLaEfiNClrlKfK2JFuAeinniTmr7d6WCaM64Gq2xDuDBZKtkGhbWFAYlvuSsm1FOm/lZMVyyqX5PT7cvsuT3iYLakxlpH3tbImvjVa4ujvPZCu0wL5tgd3vW1OZWRleNT310Pq6Fy1B3hYULSjahqpdIaOCMMzphCldL6XnJcy7MW2d0lZpA+pF4+9eNDau1czfXXIA3BvL6KoB+cLoGcCnxiGuPMaVx7AM6BcB/TygnwYMEp8k8sjHmipQVL7E8S2Zr3IU7sRm9iqpEFVtS/bGIGrVEPismH1GyHUBUhikMDiiwm0A/rK7TdxyiUuH13JNmkaWmZ8pVGYd9pxxhb8nKUPJOPS5Gi1wIeyzqgfMqzGX3B2e6u6wsxSRDiOckbRkv0mJ3xeku5LBbsA7y4tc8beJZMaaP2Bhbsz2kovMVGNRa/D3DLIUIBzutLscvfw85Jr9Fri//yLPwRX5/vz2LHM/nv2Y5vKBUbjpF/ipMvfEXjnTUv79ETabnUyg1zt5e/dHVcG4Cui2Ho01Po2PfE8HfgFe+5U7fNdjBvfXf2Ud+ATf9r2PyJRvYq5dMrjbompEB88aU/GgKDz80+21mlG45ORP/yxzjw4B9xMcBPNK4ar9L2ovVLD33mbuQog/AGwaY74ghPg9j3G7nwE+A9BeDXG2I6K7kmDToFNDraEIBdkclIsFlzojFlzrPb6ez3FtuIDYdfD2LIlO1IYykGQ9QbpYs7Aw5onIKsYBbJVtrk4W2Nrt4G6rJsOuUUWNkbakm3btwqBcLDg3P+SZziaXvB16yq7q+nXIrXyBN8YrXOvPM94JcZtS/EFgV5mtBBhlS/BlKMlbjb97R1B0DEW7xrRL/FZON0ro+QmL/oR5d8KcE9NSKW2ZznzXXVHhiNJm6tQzYD8uKiOpsSBfGUlqHAqtmdQe48pn5PrseSG7XsiuH7EXBPT9gMT3yH2H2pN2DM85MGMvbNYrmjL9QZAwUmKkIlUBN3UPXxWEKseXBUtqSFsmXHK3GbQCBvMBV1OHLPFsrz9ViMqS95xRhbdrhXT63Yh3u4tc8Xdm5fmnoi1uzfe43vfJ+hq/L202Hle4A43e1VwfzHGtZQG+o1MutPv0FwKyOEInAmdsiY46FRgp6S95lMdMshwMY6CqvwXu77uYzRJPS83TzL08/ot35tF9MHOPzpC5NxNwR1W4o0Y7JX7IqvpoZH92Ow9tdX9PfOT3WYLaq781PtTF4FHi9ZfHADz3/auPZXtzXfueBwOYfwhhvVnmHh3+gRUCfJLZOTwubPtF4kUHPj6tFj4pRaWOXYDklcI70Pefto7e48z9e4E/KIT4YawEYAfrPd0TQugmez8omTmV07wlhNBAF0usuycafe2fBVh4bsnoHYfwrp1RR0DaU5QtyOcr2vMTzkd9PFGyW7a4mixyt9/G7Us7XpbZXnsR2cWAWMi42NnjvNfHF8Usa78xnKPedYl2Bd7AloGpofIkWUeRzQmy+Yr2woQnOrtc8XdY1kMcUTKpPdaLOd6Jl7g+nKO/e4A8t9eU4mObsWOMLcP7ijKyGXvWFeQdKDqGsluh2gXtVsJ8FLMUjFl0Jyy4Y7oqoatiogbUHVHiYLN0db9DDFAdwtqePk6JCpo+ciUEvrGyuG2ZkCqHuPbo6pA5HTLvxmw6bVpOzrYbMnIDCsel1gqjpVWxUxJPAkKgRDXrw2usSp51opMYrRjrkGtqnlDbdoLvFfTUhAU95oq/Tb8dMpz32Y41eqxxJsrK705KdFrhjSTFniLfdbg51+Naa4FFPaSnYtacPk90dri70CbfaZG3JN6etMz7cY07UOzttXinu0hL2eN4LhiyPdfi5til6LsYhXWsG9UY5RDvSsZnGG/7Flv+fRhZdh+4a40rCrLi+FVbWig7xnagZj7L6E6TuWdWfcySiR+MsPGJf1gJ2sHA/uz2Hs9F98SzHoFI+O2vPf7L4LU3FJ7IeOJDj0b8m0Z33h67RwX3qUHMYeGL7MSyOkA2LgDv0Mwd7PUXHtFByCuFqw9k7k3f/r3M3A8KaDSZ+581xrwghPiHwI9iGfP/EfBPmqf8UvP3bzT//5fH9dsBilri7QmCnRJ3UFBGmtqBomUQvZxznSEr3gglau4WHa6N58n7Hp0hOBPb1668JjPu1cz3JlyK9ljUQ2okG2WX6/E82/0W7p7E7dsRKllaNn7ZsgI5+ZxBzNvXuxLusOIMCIVVntsqO9xM57k2nmdrr22rBn2B2zd4o9qW4rP9UvwU2LO2JO8K8i7k3ZqqW+F2MubaMYvhhBV/xKI3ZtEZ0VUJHWlNWQ5m6tOYZuDALCMHZvcBs4x++rxplq8wM7B3RIlvikZsJqMtbfm/pZr+vi7Yckp2dUSqPTKlMUqCFCD2X0uYRgQnr9GimhnTWOEdh74bcc2dp+OktFSKL3McKpb0kCeCbXY6IYOeTz6MyMYCJ2lY+IU9nl5fkO1JRv2Qa3MLXPR3iWROT8XWtrW7wPW5gLyjKQOFm1XotMYdKpI9l1sLPVaDEZf9HVa9Af12wHYvomw7VK6wrzPK8AW4A5+iPmXmzrfK8u/LyPNG4vNACu2qirw6oSxfajynvkfkxG/ZQ3SqzD2VBDIFDge0aGpO8pCZ+6BvpU2nQPeooRQ8113n1TuPp3R+MF69s8Cz3Q2UuvxYttdZsIus4U4BT5x94mC6oArbRx+7QGYk2ckre6ti581U7YB7wD1NjwH3Wt8L7s3i8b0m1B0R/znw94UQ/2fgi8Dfbu7/28DPCyHexkpl/uRJG6pqaefB93JUUtier2vBvdNJuBj1mdMxhVHcSTtsDNvogcYZW8EVIwVVIMk7grqXc7494JJngSCtHe7kPW6NelQDl3AgcMe2R08NlW8JbnlXUPQq5roTLrd2G2c3e2EMa587RY/r8Tx3h22qvovft/vsjUxTiq9nwF55+z32GbD3aqpeid/JWGhPWI2GrPojltwRi86I3jRbF8U9oD4F9BpJbtT+TyOpsCNvsN9rt2BuUNRIUeOKCmman/cBvRL1DOQjmRHKbCY84+sCR9Zsq5qJ8MmFA0z1bmWDcAod2x68zCv0BNypwp4rSDyXbT/ihj/HvDOhLRNW9YCOTDnn7nEpanO312Z96JEPHfKRRMcNuKcVzkThDiHrO9wedrgZzbOkR7Ps/UKrz63uHHlbU0S29y4LK+3rDgS7g4j1VpcVd8i8nnAp2OVGe45bUUTlSYwQyKRAA+7QO4PT27cIde/LyHNwTX4PuHu6Ii+P/mI3pvHoDu+dg556u5+kGQ4NIU8eTXYLO/Zwx5OHsy4dbCRASHfpIdl4h8RHLw35F1950qLLI47XzWI45Cvph/iBD+89nu0B3WX7ngc3h/Cps6vzxYMCcIg6R18DvsxJTxiXBOseCPvADIDr2nNfH1/lyWuN6+yDuwpcBDX5Cb36b1QYY34V+NXm93eBTx/ymBT4sbNst6qtepge54iiwghrR1qHFcutMef8Pm2VWg/0pM1kEOAPhZVwLY0tyYeComUI2hkXwj7zeowSNVtlm9tpj91xiB6oRtfdCrQYLe2ioG374KKbs9Iac84bMN/IyqbGYavssJ71uDPpEA99nIEFHXdkGnEaOwuOsMBWBYoissS5vD3N2PeB/VxrwKo/ZNUdNsBu/dIdKlzRlNEbUC9QFEaTN6S4KUGuMLohzNlrtjZyxppXWCKbI8rZT1sJqGbZ8/0gr4RdDDiiwpGlXRxgZjP0EyA3DtRWFEdWslHBs252ojZW0S6ucRqFvTIQZKHP3bDNbb/HvJ5Yy1hpe+fnvT1uhHNsdVoUHU3eFrhjiU4sM1/HlSXMDQWDUch6r8sVvzUzqTkf9Om0Y0ZtnyKyuviiMnZWfyTJBi5b8xHjtsea22fNHbAcjrgZLVD5ykr3lhUysSY+Z1GdOwv57v0YH0hwzzKDS3YPMc5VNVl29NstCjDIe52+OJBZxRUnHa4kUwTq6ObpFNytZ/jZgXRwewyEdFce39jaRz4i+LmvnGfv868y97sfjwzt9r99k3U+xfOf6D+W7QF0V+y5tMfg7OA+2c0Ah7B7dNYfqJw0P7kqko4tuN+TuQOeD8QngLtxcA/oW4swwBM52QmOhd/sYWo7Vy2SHKQlb1U+yKiw/Wg9xhEl48pjJ45gpC2BKmuyW8/228uWYbEVs+oNaMuUyki2yzZ34g7JyCMYCZyJ7dELA5UWFIGkaAuKdkW7lbIWDFlxbHYJENcem0WH9bjL7iiCocYZWkKWtWm1M+BgZWQrX1IcGHWbMuLdds78LGMfct7rs6hHtFVCR6b3ZOu5UTNQn7LcJ7VHVjsz5vt0zK02NouskKiGNa9ljcJqtFtAL/bZ9sZpWPf3grwvCpQ0DeDf+z1njKCuBUklKEqnmW0XyFJYf/bKIKZjclmNE1twd0NBGSkGrYD1oMuyN2JejwlFRigylvSIc8GQW+0eWx2foqUpQokzklYVL6/tvP1Ykg1dNiYdtlstLrg7RDJjxRmyEMXsdboUkaYKJDquUbllw+uhoj8JGJY+ipqumrDsj3GCgtJ3qd0GzPMCnRrMGUhy3yrLvw8jT+p7e+6A59RU5miy00yYxL13uSZbIQ456fgU4F5ofH105h7N2ezTeoY/BLjfsfX87uqDxicPGx/53h789/Dqv7jD735M4P7l/2kTgOe///FZynbO2wmt4cbD9TTsMW8R9o6ueviqIDkNuE8z9/a92/I9jgV3Y6AwDu7BNUEY4oqCPP9ggzs1qKRGFCXGd63PuAteULDojemqCXHt0S8CRrGHHkt0bJCFnSGvAgumdVSyEMTM6Qm+zNkpW2wXLXbiCDHWODHo1Nheu4DamwrJgGlVzEcxi96YnopxRElqHHaqFlt5m60kIh27OGPLzHZiY5XnynomJ1u7kjKYVhFsJaHsVOh2QbeVsBRMWPVHrLpD5vRkVoqfAvtBVntqLOFtUnvEtUtceWS1Jq5d8lpT1IrSWGGYgyViO4JW44gaT5W4ssSTpSW1ycbQRWZERuHLAp8CpgsLURJNk1fNrPSf14qillSVJC8lRamQpaAohNWrL5U1wKnsQkelAieWFGOBMxZkY5ftVshm1GbNDZlXY6Km17/kjlgMJ+y0WhRtRRHaVomOBaK0krh6IlFjST8O2MrbxIFHR6bM6zEL/oR3opKipSl9aV32CoOOQU8EaewyKAIqJAsqZd6Z4Ac5hWdL82iFSG31hZMHEIApW/79UU172PhggntaP9hzb0qheX6oKdgBp6/7zn4YWs3wySl6sYUiOAbcp8Bis8izx+Cu3cnOuQctSx82PvqDljH/25+L+d2PaZtfedlWL57/X648pi1C94IF9+kxOGvYasn+Auuw8HVJekzrZhpZXOOQI6N7LyQ/ELB3NLjPlBMP7kLjDJdl7UOf84GJ2krNUtcYKakcQeUbWl7OnI6JZM6oDhgXHnns4k+syI0sDUY3uuwBqKhkwbOgqTDEtcd21rILgoldEOjUOqChRNMbF5ShwY1yFvwJi86IUNrPYFq7DMqQzbTFIA4QsUZPRLMd678uSmO90R1J5e77oZehFagRYUUYZswHMUv+mAV3zLwe75fiDwB7YfQsS5+C+rjyGVU+SeWQVC5J5ZDXirzSlEZS1vKeLFI08+WurNCywpUVgSoIVEGkM1LpUCib9bdJYfrVdQjA59q2AHJfW6W7QtPPFWUuUJlCZgKVycaIRqLqpjyf2+rIVNK2mCjGsc9W2mLbb7OqB800QM68nrDoj7kZ9ZhEHmVoOQtG29K8zG2ZXU8kycRlJwsZVUHjJZ+y6E5wg4Iy9Ch9gaOFLc1nBh0L0lgzzH0Ko3BESVfHRF7Ojm91FIyjECnIvIYzZe6P6+J/b+IDCe7ZoZl7Uw47Edzv+0cQ2PnlycmZdlI6BEdolwNEC3Z/4v7DzT0Nt+3zupe6D/X8w+LShzx6csCXXn9M/Xbgy2+FrDrbLK8uPrZtTt/zYPvhBHxszx3CuaPfZ+CUJMnJZL3DrIFhX9/g4cD9xJf9pg5hsBkwgLaz1ZULkVvQ1TG+zCmMYlT4mFShE+tsRm3Z2aUnqEKD5+d0nYSoAee49ujnAXni4MVWL12UxpbklbTPC6CKatpBxpyb0FUJviiojGRSu+yVIXtZSJq4qIm0Ouxp46R2MGt3pO0zNwuNMjTUQY0X5nSDlHkvtjPsekK78R0/CthHlc+o9hlXPuPSmynLxaVDWjkzGdeikXo1TWleCjMDdyUMjqrwVEmqNIlyyGpN1gB20ZQoKyP2jQoPALwvBR2TUGjbBhi7LpPAJc0d4lRTBlabvkxApxKVNa5y1bQ8bxdAVvhGUCQO/TSgX4QMvYCeiXGo7Oy6k9AJUsZBZPX2PXs8ZV435DqDSgVZrNnLQgZVQIXAlzk9Jyb0c4Y+lAHUjkCX1u1OJyATxTi3LQ2HylYunIJN11B6AuPaSQBRN1a5p4xvleXfh5Fn5gFwn/Y5j/oSPdQMBGbOXVl88qFKK03gHF33CRcthXoyeDiAGuyWOOT4a4+P3S4EfHLhOq9sPJopy8H48tYazy/fAR4fuPvnF3DIGe6d3tXpYEwG9nnTBdahr+FU7I1OLo9nSWUrQ/eDe3i8ydCh4B6GuCZ7r+fcv/5hsNm0lNZUxRXUriHQtk+sMGS1Q1I41vAkA1nYz2ztiJl7Wscr6OoER5TkRjGqfIaZj0k0KmusTssDz3Ptc41X0fIsUEQyQ4mawmhGtQWjUeZRJQo3o9lO8/pVk7Vra9k6s2r1oPINotGH73gpvWbh0JbpjDw3Y8QbOSPMTWpvBuyDMmBU+IxKj7h0SUqHrNSUtTWDqQ6A+zRm4C5rtKrJlAX0VJXkTSl/2qefhhIG5JRpb/fLAmFGahy6Oqbn+AydgKHnkwYlVSCpYtVY01qpYKMFohaI2gK9yi3oq0RQpIpRalsr48on14pIloQyY86JabsZMiipfE3l2kWbEdaTXhbGCudkknFmFz+F0fiisCN8Xk4/qKk8Rd18FcvcEv1kJkgKh7S2C3NfFAS6wHimaf8opFYIY05flkd804P7N3dT4YjIs0PK8k3CdtSX6L5e+IPg7pPOdOOPi6TyCLyj1eO8uRBJRTx8OIAa7Bm6DBDzj3d07ZPdd/lK+gyFcOHKFXjppYfeVrGxw2vlMzz/zCnUYM4QIgzoMGTQf7jnx6MKSYU7d7RDXeDWJNXJkwhpYg7P3KPj1QxnboUHiwdBgGdSsuybvAZ4UjQe5EZJO0blgHFqa5TSTJiktUNS6KYUvA/SRjXMes8QOLan7FBRIxlXHknhIDK7IFCF2dd61420qmeQfkXLzWgpm02DJbXFtcuo9EhyB5Ep66KWWbCZVgCApt9uwb2e2rR6NdqtCL2clpPR1imhyvYz9oa0ViEoULOsfVqKPwjs48JjnHtMcpc4d5hkNoPOck2WafJMk6WO/Zlp0swhza1BzCRzmeQu4/yApnzpM672KwST2rMkPdRsdl41Y3TT8biOTum4CZGb43olxqupfGMXMq59/7WygAwNi77xjVc5yFSS5ZpxYd9jYSwK29ewx0i7lQV21y6+UAKMPW8yA5VK+55Kj9woJDWeLAidHOPWVJ59nhHN6xcgc8hKRWY0NdLO+KsCo+tmvyVGqdk1eIZL9lS392t8QMGdB8vyzXf2mcF9WjY9jaFI7TzAtj8YotMmJCYenXL5eF8MhoKuGD5ek5eXXuKTV/8RGT6v8Rxcvw6f+czDAfxLL/HGR/8wOR7Pv/J3H2mRcNi2uwwYfPnqQy1AJqOaiAmifTRfwXdr0vo04M7hmfspwd31D3zswhCXnDx9uGvimyWEVQWxmbuSNvtSpnE/swviwthStCxBlNDc3QimgHFspu81i4HcKJLKJS209TEv7HNEbbNtK7YCtQPaqQh1PpN5BWY67HHpkucakYvGCc1m7aJufNmnCwVl92N6wzE4bknoFEQqb4hsuR01uy9rt+Ntev81K5dJ6TGpXAuGhUtaarLC3vJcU+SastDWxrVQVIVsftq/i9w+Lis0Se6QltYVblx4TEq7/aRyyGp7s5UDdzZiN5W5dUXViN3ktHRO6OS4TgluTe2Y/fesbQVjaiwvjGkA1gK8zAVloUlKh7hySY1DZSzYhjIn1DmuW1K7xkreaoERohHKaQC+gKKw5jPTxYEvCkKdI9za7ocS1t++toswWQiKwk4dVAhUw0dA232vXAn6jFBn7ITHaW7v1/hAgvsDCnWA6x1v3bpv43nfIZlm7ukJazRjSIxP4B/zuFaLiAmT8UOC+1jS1Y/HEW4WL77IJ6vPAfAKn7T3xTG8+OLZtvPSS/CZz/ClnQsAfHz4aw+/SDhi210GDOk81AIkntSExNA6Btw9Q2pOBvcsOyJzbwSPjgT3JjufXovAmRaP39Qx/VhIW9qttQBl0MKOdE3nuctSNSNYU5CGWoHRQJPpTw1VCqPJak1ZKmQFsjyY7dtxOwtIBq0rfFXiNXKvYJniWa3JSk01fd3CbkfUFrgAW5ZvxvesQptdaAjH+q57qrSiMLLAFeUDWXuNtAz5BmSzZr+zWpGWDlmlySplQb20x6CqJHUlqAtJXShMITGlxEz/LiVVKalKRdmw27NCk1eKrNKklXWJS2q3AVpNalzL1udgub62ma5s9l/arNfVFVLXGG2Pfa2FPQ/SHlv75kwzB28XRKKCupAW3Gt3Np9vZ/LtMXJUhWkWDFMte7DnWpQgSkFVTsHdPt8RFa6qkE6zPw1/QFSmOe9QVYKs1lTGjgtqWSGUwSi7MDNTcD9jz/00t/drfCDB/QFtecDz9gl1h8WhZiCw33M/iaSdpqT4DxLyDka7ydwfVn42duh6j7fczY0bfIi3aDHaB/fm/jPFiy9CHPM5Pk3EmOd4/eEWCcdsu8uAAQ2Z8IzbnkwgYnIsuAe+XaCdFGkqDs/c28erzeWxBRXXfxDc8w86uE9DWg1zIwEJWlYzYZayltS12M++D5TEjQShDLoRagFLFCuNpKqEBYYa+5x6+jwLBEaBVvsz4fa5tgdeGEVeK+pKICu7jeltf5/ttmpls8bpNoWyPW9XlmhZNWIy1QMz5NOFS4WczbBntWWn5w1xrqysT3pV2Vtd2pupBExv5f7vphSYStgFwPR5taSoJEWlyKv9MbrCKIr6gDCOkffK2WJmLnSeLHFVhVYVUhmMbgByeiyluEd/S9QWYEVlqy2mEhS19Zqfqu4BzbGxx8soY7fXiOHRnLfpQqGu7HnNm8xdCXuMpayplaFWzPZhep3UzWtOX08Jg1D1bJ9n+30mcD/d7f0aH0xwLw6Rn/WO1/CeEerC+8B9ypY/ic2cJCQEhzLxZ9Fu28z9YeVnU5+O/5iZV5cuITF8gi/dC+6XLp1tO81i4HN8mk/x8kxs48yLhGO23WG4D+5n3HYcC5u5R0f33H0fUnyraHRMZDmHZu4zNcOjMvexPXfTaxGYleWzD3hZfhpGiEa/HGgY3zC1L7UjXzOAnQo5NmqoSDMTbwErx1rUClPLGaiL6betwJbTJRhpZvakin1zlroB26qWdkTqILAf+OY2Qsz2Ywr0RhqEBCXrme2pFPv7No0pkFZYkls1I7vZEbeqtvKyVW1FZOp6uuM0+2T3i+n9B/9ubtPysH1+s71m+zNyXeP/XhkxA0A4oE/fqNdNVetUw8o3cno7cBwAhLDnp56iXHO+apvNFs17nr2OsNm0kvX+MWzeEvZSOHDsm4Ve88+p3K6QZl8dd/r6ZvoccY/Ri8Tsq+gq7DV3luuUb2Xu78vIcmEz94PWrY1Bx5GZe2xX9NPS6iymmftJhiJxbDP3I+xeAXBdQhLi5OEuiEEe0A0fjox3ZHz2sxCGfJJX+BKfsB/IMLT3nyUuXSLH4Yt8O5/mc/fc/8jRbGNWln+IbcepJBTJfVT1eyMIICXAnLD6SrMHrYEB/E4D7keQL/OJXTRMneCmL3qqytAHLcQ9Fg6zODITOuEjcyxRSjCTWH1sIfZfVJ5y2wfB7jjdcmPYR73DNn3//054+Yp7M/VTh5gubjjF8Tez/arv+3n4E464/+B7f4h4qPd53H6c5vY+jQ8kuOeFPLLnfiS4D+0X72Hgbn26jz+J9SQhwycIj7ugBaHOmKQPZ/wyrEK67cec4b3wAvzsz/Kp7tvERLza/V742Z+1958lPvtZvux8JznePrg/zCLhiG0ThveW5c+47UmqiNTxCDpdmGX941sfaS7xRP6A1KHftT2ZdHj4RWbd5B4Ed5ecPH8f1/e+HtEkfFNTFNVkjWIKJGL/cbOfhpkM6zSkqG2GecTHbprdHZZhSZpMVTRp5xQzD9vWffsx/fKvD9zgXgCfvi+gqRjsf3anlQQhjH27wiCaBY+YLhzuPxYH39TB+5vHiwMz8PvvsalWTDNzYUl0J4VpDoQw+xnysY8Xotmv/Rn8+xc99cFFyWHbm73f/UoL7BvmmAPPEwdXgeLAe72vJTJ7nfrsn69vleXfh5GX4sGyfHC8L7t1+trPvmYxzaxOMPZI9ywgBNHxj4t0TpydHdzN33uJoWnTffXXH3lc7YF44QW+5+W/BsCvP/tHzw7szTY+98RPAPBpPg+XLz/cIuGIbfOzP0vHyxjSwVy8dOZtx7kiPEY9EPbPXTo4vgeTFRJfPVhB8br2epuC+P0x67kfBPdZZejYl/zAhKhrREPEoilPT0MKg5yVgA+UbGv7eFML21c9qlw7LR1L9su1NYhKzPrzU6Y4MAMgJWuENLMyvi3n7pcWxLTsXO/vi2j63VWzT9N++rQkfjCmwCqFwWn6/o6s0KJGS3tT0iBljZQNSMvmfSkD9/9sfhfK9pWlNLObko24jayabdufjqjuWWAcJPxVTcl+qmVfGjmbr58ev/33bqY1a3t+pv3saQ+9aVXo5vWmYdsRkrJSzZz8gdYLB1ooCoTcb6FMY9p+OciHmD1HTGf/9x9fY1sV0z7+bIFy6kT7dEz59zNb/oMpYlM+mLmfVJbPmn7o/WYgOA6+yEmLE8C9AYQHCHn3ReTmTPIzWpa+9BLjP/5/oOYFugz22eLweMATePIpwaq/x69/tc1/bMzhNdMT4nPrF1j1drmYXD/Dh+iU8cILdP/+r1H9D5rJr3+J1sW5Mz19kjtEzvF8hem5S/oZvWMel5YK7xBwF60Il2xmLHN/HFeW/8CL2MwycctCt7bjoukJ75OulKoplbGM7Bm4N2Nxpe0hT7NjV1S4skSpmkI1rPopk9pYEJ6SvcrSssgtAEt8Wewbr8h98ljdjLxNFwtUNL346X43hL9SUJcNea1WjRa8nbOesuNVQ96zhDXTMOkb0posrS58VeIojVNLqnrax7XPqkW931c/UPZmCv6qAXVVo3WN0xDhHGUlaX1VzEiE05ts3OEOxkFyYVZbpn3RkPpEKRo2vCXO3ctrmE4RNBMEGoSucdX09UokdWOQY7ddVhIOTEOI+sDCTIJRBqnsKNt0P3OjZ6RHXVnpWQyzhYVRIJVdwEyrEkWtMNNzVRmoH6Li+T7Oyk8TH7jM3RjISo1DcXjmHh8uMpOOGqev+zN3rF1sdoLmeNK34B60jn9c6FbExRnB/cUXGaR2v7oM7H2Pi4nehBDwvd+2x68nn4Q33zz7Bt55h98Yf5RPf6j/MOuCU8XUx364Pj7zc+PCIfSO5yv408y9f3z5PisVvj5kW62WbeEcBe5N5u5FB9bUU0LdKaxmPxBR1YjSZu9UwiqxGWXHpRrClZ2pbrJn04xaFUAprIJbPZ2ftprqjp6OVzXjasJmnLK0QjSyFJSFIi5d0tq5h8HtSztDrZ3qwDz3QYa1mC1IpmNXdlwOaOark9KOnWWNw9vUkx2YzZJPrVmtW1ux76muSqvSp0t8p8TVJY5ToZ0KpSuUrpHO9FYh3Qrl2r+Vto9znApXl3hOia+n27Na81NDGW866nbEDH5qXKsQWLlkpSYvNaaQjWnMdNStAeMpTjaZ9kxPQBuUrmejgW4zOTA1ykkqh7xUVo+g2ebBiYjp8ddOc14P6B+klUNd2OfKBtyNFLNFhdZ20aRETYVdBFI1+57baw44fdJhvkWoe99F2Xyv3l+Wn7Lgp9nT/ZFO7IXkdR6cZfOd8kRwn5X17+/Z3xeRXzIpz6jjfuPGrNc8A/fm/scZ3/tDHa7xBOv/+DfP/Nz1f/jrvMUzfN8PPz5Tm/tjCu6D9bPPEk5Kj+gY9UCAoDl3yfD48n1aanznkG1FkTUZOmIBOSvLhweukWnb54TK0Dd7WFKWgNrqtdsveGGzxGbkyREVnlPOhGfMVGa0tOImIpekpZ4BtBK1BUm3oPaMVT3TTcZvGmAvQGaCMlez+et8Nj89FVcpcB2ryLYvUnNgBtvsS6TKolFjywWikFZwpXAYFR7j0iNulOBy86AS3EFgD1VOpDLaTkpLZ0SO1UMPHAvyvlvgeSWOW6KdEu1UaNeCuXZKXLfEdStcpyRwCwK3sGI6zlQtz6rxtVR2j2reYcp5Nqt2GFW+Fb8pXGuPnctGnMYuaFTR6Ag0lT0LyIJqesw8g+sVtJxs5lAHUBhNXFn1vDxzkIWYyQSLymCE3U7tWEli1ymJdIYv7POz2iEpHbs/zcJKGJvp2+cZqzcgGx1/I8grBaW056w0M3A/ExabU97ep/GB+0aZqYCR38OMnn6hZpPDs6p0UiKocdoPzjl7jrEX1zGRDOwLB53jHxf6hrg6I7hfunQ4uD8OJvqB+N4/aH3Sf/2Xts/83F/9xzsAfP+PLz3WfToYnUV7Ph/GGS6uPEL/+NLcTITmCELcNNLKwTvMQ6AB9+lC8f7IE3u/Gx24RqaEuuL9mwE8lmj62KKqEUWFKkDkNhNPjVUWszKjBbVfW7lZ3fTWG5MSlQrizGVceVQIC84qJ3JzK5XqYoFGiRkgq9xqxZtUMcytQUtc28+fKypaKqXjpLT8DLyqkVttZGYd2VQPGlGbciq3alApyFRQpZpJ5jLKfYZlwKjyiWtvpkgH+yIufmPFGsqMlkrp6oSOTmk7dh/aTmolcr2M0LOLlsDLCbwC/8At8Oz9oZfT8jMiN6fl5LSdzG5HZ3Sm21apBVphNfwPy9pnRjalz7DwmWQuZaYbjX+xr9lfNK2JpkNQK0HlNBK/PhivxncL2k5GW6UzsaDCKCuFW3hUuZX4lVPt/saUp2r8A2rP2PfVyATXSCvXm7szieF7vQOgcrFVC1kgqUmNS1y6VnEwB5lVUFaHkxNPumhPdXt/xgeu5z4dUXb1vX3jaSl0mj3dH+nEOn2JKHzgf75bk9Uux7WiZ5n7/T37+yIKDYkJqGuQp11affazDH7qF6C0s97A42OiH4hv/6Rl8/+bL3X4sbPsYFnyq1+ao+vGPP+JB4/f44ruil14DTfPBu5VBanxiYLjwX26MEtGx5fvs9rBdw/P3D0y0uTw45anDbiH95blPbITK0Pf7GEEto9ubBZlQVIQFzabnpbZQ8cCdRlYcxkdMzMVUakgyRyGZUBau0RTkHQTa0gSaGvxqW2zXBY1OjOoTCBSxSRz2c1DJoEFX0eURDKjp62pieOXVL5DFVgXOsfZN0qhamxOc4lOBWUGKhFUqSRNXAaez54bEGmbKft1YYl0jbzr1KjFF8W+Q1sTdk6+ngnIpKXT+Kur2Sz8g37u1hFOiRpflbiqJNK21B81GXtXx1YzXiaE0mbCU+ndCrHvUFf77JUhu3lIPw2IUxeTaHQqUCmo1Ozr7VdN5q4ltSutkY5v7XtlUNLxM+adCW2V4FBRGcmwDuiXIcPUxyQKlYGeOswZMI0hT+mDCSo6rl0cuKIiN4pBGTDJXFQiZl7u0IC7L6iDisi1rYcaSVY7pKWDzIV9nbyEqnpAgOfE+CaXnvjAgfssc3furZdMs6WjwD1LKju7HB4O7mAXDkeNSU8BIegeL1863XySHKuncm+88ALDvxvDr0CXoWWif/azj41MNw3Hgf/Ft23zP37l++CrX4Xnnz/dE19+mX9VfC/f9x17KPX1B/fBztlc9ZJmsi0Mj6+hTRdm04XaYWEMZLWL5x6yrVYLn4Q0OVzlbqpCd3/m7pFRVOrYxeM3fUioXatLLsoaWRhUbjPxQRmSug6OqGg5GTIsqQKH0hO4Ulj3sSZzTxKH3TxkVPtEMqMtU+bcBD/IyQKf0hf7xiKlBWQdW8/xOPbYzSL2yojUcWbgPudMWPQn3A3b9EOPMpCUgTWrUZlEFPWMUKeyGp3aRUflCSpfUbqakeex40SEOm8yZdtjl7I556KaAetsPE5MVeFsuT6uXIKqmFm35g2410Y2IjTW8lVimeFa1rjSlqM9VRI0ffxpth5KW46fAvvBcnxqHGuXW4XslRG7ecReGjJMPfLYQcay8bWf2t82YDzT7bee7GVg7W+rqCYIc+a8mDknJmyc9ya1x7jy2c4ixomHiiU6BpVNS/K2lVL5UIUGHZTM+TEtlSKpieuQfmHteHUi0IkFdyOtmU0ZgPErIsdWJyqEbS/kLjIXqMxWikTduNqdNqF6xHn790N8cMH9PoydleWPItTF5khwn7p4penR4D4lUR1GyDsYUcteMJPJGcAdGCw9DUD3y/8GPr5w+ieeMf7d/3XEz3zlPNd+8W9z5ZTgfvMf/iZv8zP8xz9ydqLbWaKzZg/YYOf43vn9ETeaNGF0/Id1ujA7ihAH+9eX7x0C7lGEz96RgjSzsnzrwDXi+7aF1GzbO2PH5psmpKFyrWkMdZO5Z4IkddgtIkZVgKKm66QEYU4a+ZSBBWqVGnRa40wkcazZzUL6Vci8GhPJjEVvTC9KWG9FlJGm9AWOlnYRkVnPbz0RJGOHvTRgu2gxdH1CYUFvXk3sNsKEYSugjBRlKCgCaTPFXCLyylYcMoFOBU6smjKyoHY1ievRb3TmHVFbBn4zu69UDWYf4BVWpc1tGOy2ZF4SS5d06slea7LaoWimCR7M3Gsr59qA+7SX7zU/owbQ/cZB77CMvV+FbBdttvI2W1mL3SQknviIid4H9tjgJHaRJIrG2945AOyhoGgZTFTSixKW/DFzekIkLcE4rj22ixY7aUQ2cXEnAh3b8ynKGoSg8iVFKCijmk6UsuhOaMuEGpv172QhxcTBi7HPqwy1KykCQRkZdFjScVIcUZHWLoMqIM4c6/CXG0Rh33vtSDtOeMp4P8+wnyY+uOB+X+Y+lQadlkbvjzQ1h+qFA/iNGUyaQqfzwL8BSCZ2VRzMHf/tHLbt0jEeFLB8etb8YM9uv3uhfernPEz8uz/Rg78I//yfpPyJ/9PpnvNP/4kFwx/6w18/Mh3sv/fh3tnAfTK2A65R6/hl+3RhNj2Xh8VMpviw0zztuR8B7lljPnRP5i4lnq6h/OCDexkIcO17F6VBZZAkDptpi0EQ4smCjk7ohgmTtgXq2rH9c5XW6IlBjRU7ccRm3uGcs4cjKhadEUvBhI1WlzLSFKHEcyW6qFFZjRMbnLEgHyn2xiGb7Ta7fouest7ubZWw7IxYCUfstEJGbYdirJusVSALu1AQtUHmNSqVOLqmcuTM3azQDiPto1U9my+fRoWkLW35aFqin/a/paz3iXa15R9MCW7TufPqEHCfZv3TmyeL2XYcUc5K8I4o93vsDbCPqsACe2mBfT3usjlpMRgFVCMHZyxxxgJnbHBig0pqVGazX9sflzNALlpQtmv8Vs5SMGHVG7KgxjhUFEbTr0LuZh22xxGMtN1uXCMzW5KvXEnpC8oI6nbJYmvCkjsikjm5UWwXbbaTFmKiccYGndiMv3KnC4uaVpjRc+zx7Vch21mLLHUJUlshoKoxWlH54kzg/jjJckKIHwL+KrYp87eMMX/pvv97wM8B3wHsAD9hjLn2KK/5wQX3+xJoFbgIarIjpEHTpNELDx8khHknOMrBAXA/qefetg23yVYMH+oe+9iDMRiAoiSaO9m17FHi2WfhUmuHf/b6Jf5EWYI+4RIZDvkf3nmOJ3s7PPfc16+iANBe8hHUDAYnP/ZgxLspEBC2j+9r+z1bTj+KEAcHDIaOAHePjMkRY21TW1e3fe+TXcdAaa+v9td37faehZSGIpLUoYvIS2Rl++gi1mzGbe62Oqw4Q1o6YymYcLfToWjZLNwIUHkD0iPJYBRwJ+tyxY9Y1kPm1YRz4YCr7XkmbY8ispmlygSyqtFxjTMSOCNJMvS50+1wJ+yxpEf4oqAjU1acAef9iK1Wi7jjU0wkOpHoVDZkMjUDOJVWGAmuFo1LmcAoSaFc+gfec93oyteOpFKCjkqpKWaAq2budhU+OYXUzby5ncfPjZ4p8t0r9mOvo6kwjSPKWRVg//d7QX06jjaqg1nGfjfvsB53uRu32BuFFCMXPVA4A4E7NLhjgzOxCyQxddvTkspX5JGkaAuKjoF2yULbnoNlZzgryferkLtFlztJh/HYR48kzsgCtCxtSb7yJUVkt+O1M1aCEYvOCCVqRnXARt5hdxLa8zcB1SRnlWcXFnWnZD6K6eiEwigGVcjdtE010Zb0WNjqgHE0RSCRZwL3x1OWF0Io4P8B/CBwC/i8EOKXjDGvHXjYHwP2jDFPCyF+EvjLwE88yut+cMHdu/fEiMC3YiFHGHSkmTi6597Ikh6VkcG+nvhJVuth14L/ZDsBzgDuI0lHjBDibOItZw0h4IevvM7P//b3EztdwstLx/b343/+a/wKP8BnfmAbIb6+4C6VoC1GDEZn+9DFOwmnAfdgzp68JD76C2BmDXyYh4DW+CJnJzuCUNdYvjqte8Hdcw0kRwssfRBCyZq8Iyg6HnrcjIhlBjWW7IxDbrbmCFs5nihZCYbcbHfpd3yK0BLkRFrgxDXOWJIOXdYnXTbDDj1lyVsXvD1W24u82Y0oOi55S6ISicpqVFrhjiX5UJAPNFu9FrejHmtu3/akRcaCHnPe67MVteh3fHZjTZ4KyxbP5czfXRa2nKxSgSMFRsrGSEaAUBS47GHVTqfGLYVRpI5lz7dVMmOuW8ldg2p6xZZwJxsXuca9rWGAHQbuimkGX87m6afbhH1QL7A+7qPaZ7dssV202Mrb3E3bbE5a7A5DioGHHmjcgcAdgjuywK6TCplXthyvLLAXkSRvC/IOFN2KVjfhXGvABW+PJT3EFwWpcdgtW9xK59gYtTED1257VKMTW1o3jqQMZXNdlJzvTLgU7NJTMZWRbJVtbsU94qFPOBI4kwpV1JS+oggERdfgdzNWwhGhyolrjzu5rULIiUKl9pwZR1O3XIqWvQ5PG4/RjuDTwNvGmHcBhBB/H/gR4CC4/wjwF5vffxH460IIYczDNwceC7i/FyWHo2If3O/7h+dZsZAjrDVn4H4IOk893o/N3BN7Do51hQOingV3m02ePgZjRVeNga8vuPPSS/z4mz/P3+Sf8U/5YX7s+i8erob30kvw4ov88vVPkfL7+YNPvwZc/PruG9CRY4bjszHLJ7v2xEXd4y/3qULdUcYvcKAsf4RBkK/LI2fW88zgkiHuS/vdU1SGvtlDy5qsB9m8PQe1st7pzlgQ9wNutXosehZgz3kDzne67PbaFG2PyhfoMeikxh0adF+zPuxwsz3HmtNnSQ9ZcQZciPrc7PXIew75nsAdKztGV9S44wqvLyjakkkn4EY0x4o3pC1TfKcgFBkrzoBLQUS/E5JkLmkeoTLVCLmoRi7VIIoamVfo2SSUPd/CjgRQVh79SlA23upJ5ZB4DrHjMa/tYmRKcrsX5CugokJYclgD6PUhE8tTJTZ1AOincT+oT2qXUR2wV0ZsFy22sxZ3kzY7k5DhOKAauui+wh0K3AFN1l6jJ5UVgKkbYA8URcuCcd6FfK7G6WWc6wy5HO5yzt2jI+0HpF9F3MrnuTGeYzAIcfYkXt9uV2UVSCgDRdaW5F2D7uVcaPc57+0RyYxh5XM7m+PWqIfoO/a8xzVM++1tQdErOdcdseoPcUTFbhlxYzLH3iBCjwUqt3LEdeiQ9zzyrkCfFtynDnyni0UhxMsH/v5ZY8zPHvj7PHDzwN+3gO+6bxuzxxhjSiHEAFgAzj6X3MQjg/t7VXI4Kqbg7rj3fSD8JnPPDl8IZbnAl/mh419T6dpjM/dk9jLHRtizZfUp4Jw2BolDx3nMXu6HxYsv8n35TVbY4Bf4CX6MX9xXw5uC+0svWcCPY36ev8oa6/ye//pH4eN/87Ez+O+PrhMziM+m8Bfv2WM9PfZHxXRhlqanydwPB3DPqUiLwxcfeW4see6+xvr0z/cycxdC9IC/BXwU2238o8AbwC8AV4BrwI8bY/aEEAK7mP9hIAZ+yhjzynHb16Imn6+JFyUYbUVhSoOeCNSeZrPdYj3ssuoOWXRGPNna5mpvnrzrkkcSty+ReY07Nrh9yXg35Fpngcv+Lkt6yJIe8kS4zbvdBa7NBWR92zuWuUTHFSqp8YY1xZ6iaDncbbV5x19izolpq4QFNWZBjbnk7TBueUwKlxu5Jst9RCkbuVQryaZrEFWNzKr9L1AjZ5rzopQUpcewlOSFJi0148Bj5PsMHZ85J6arkhnIT8voDtU9YD2Vr7UauMfHFNBrrOJfahzS2pbhB2XYjLpF7GQR20nE3iQgGXswcnCGsgF2Y4F9UqPHlS3HV7Xts3uSIlJkHUk2J8jmDSxkLM+NuNLe4ZK3y7wa44iSUR2wXvR4d7LI7UEXs+vh7Qm8gd2uKBuAbimyOUE+V7HcG/NkuM2SHiKp2a1aXJ0ssNtv4e5J3GGNTisQgiKU5B1weimX2rusuQMqI7mTdrk5nKMcuERjO2VRu5Ki55HOK7KeVUE8dZw+Z942xnzq9Bv+xsTjyNzfk5LDUTHL3P37vnybzP0ocE9zybw6fARqJkt6DLgnzf9OzNwXLPrH/bN9kw9Tl673DfAFvXEDheHH+If8t/xxtllgkZ171fBefBHimG0W+GV+mJ/hr6CS8b0LgK9TdN1kJsV72pg04H4SX2G6MEuOseS1THo9Uzx8YBtOTZod/rHKs6m40r1jEtNr9T3O3P8q8M+MMT8qhHCBEPg/Ar9ijPlLQog/D/x54D8H/j3gQ83tu4C/wYOZyD2hRQ0LGclygKglzsRKiDpjg7snSVoBdzodBq2AC+4OV/xtzndXeLPXJu9Iqh2FTkqcSY3XF+Q7Drfnulxvz3PZ22ZJDbng7vJke4eN+Q5ZX+OMJE6iUJnNtJ2xxOvbHm/c8rkR9JjzLNBO2eXLekjsu0zaHlmpuVMJstK3s+6Nb7wwoJIDAG+mOumqkVUVyEJQ5C5pptjKNZPIZRj47Pkhc17MvDM5IDKTzUB+KsQyzeaPc3CrkQ+Ceu1YEZfaZVz5DMqAfhGyk4XsZSH9OGA88SnHDnKscIcSZwTOyOCOmow9rpAHCXS+omwpsu4+sFcLBYtzE57sbvNksM05x2bchdFsFF2uJktcHc4z2QnxdyTensEd2QUDEspQkXXttuRCxpXuLpe8HToypV+F3EznuT6Yp95xcfvgTmzfv/KalkCvZq035qlwmzk94Ua2wK1Jj53dFu6uwplYT4IykFSeIF6WlPP7kraniseHTre5t6x5obnvsMfcEkJobM9251Fe9HGA+2MrOQghPgN8BuDSQ6qvHQnuzchRdhS4FwpPHX7i/ejgGN3hX+pp4/d+Ett5Cu6T/tlmtYe5z7neNyBzv3QJrl/nT/Df8Nf5U/wt/nf8ef7yvWp4DdD/XX6aEoc/ws/dc//XMzpezs74hPLIfRE3xzqcP/7kKAUOOekxIGvV6/SsVXN/+G5NGh8B7kUD7vdVh97rzF0I0QW+D/gpAGNMDuRCiB8Bfk/zsP8O+FUsuP8I8HPN4vw3hRA9IcSaMebOUa8hRc3Swoi7EwdhNGYbnDHoBLw9qALFVrfNdq+FCg3nnD2ebO/w9vwSWS8k76hm3r3G60vyHcmkF/Jud5Gnw00W1Jh5NeaJcJsb83O8PfJIJy7ORKIShTOq0UmJNxRWICdQ7Hlt3nKXaGsLsOedPUKRcc7ZIwsdSiMpa8lmJcmMa8vuM1160LEFeJVV1kylBllKe8sFKhcUmaJMJaNYk0Qe/dCn40d0vDY9N6HnJjPRmVBlzXx8OSPHqQPuaFLUs9679WgXDajbsbm0+WllZD36RcCw8OmnAaPUY5K4FBMXMVGWET8SOONmgTWuLXkutQuhWSnekxRtTdaVpPOCdNFQLBbMLY54am6bZ6JNLri7tGVCZSSbZZur2RJvDZfY3Ong7Gj8HWzWHtvtFmGzvQVBvlhybn7Ik+E2q84ASc1W2eGd8RI7Oy28bYW/Z1CpNRMq2ppsTmAWMp7sbnPZsxCyW0SsDzuIbRdv147bGQlZR5J3BfGqIVqMGZ6lkf74wP3zwIeEEE9gQfwngf/gvsf8EvAfAb8B/CjwLx81+X1fEeqaPsXPAnzqU596qDc2U6g7JHP3GJJnh2dv6VFmIOyr21nnt8NFWpJU4ssMSy84OsKX/w3wUeL/+m/BL/3yqcVohmXIh8PhiY975PjsZ+Ezn+Gj8av8AL/C/5P/hD8j/yruQTW8S5fIrt/hr/Az/F7+BR/jt2f3f72jGxZc7ffO9Jx4aM9rOH9CWQXwZU6SHj0ylw3tNXCUh4DvGbLqCHDPBa54cFH3PsjcnwC2gL8rhHge+ALwp4GVA4C9Aaw0vx+2oD8P3APuBxfr3bWAZ+Y2yUvFnulCrZGFzRb9PUPtSEZzPrdXuow6PlfcbZ4ItliZP8fGkk+yJ1CZQk8q3FGNvy0oOpqbvR5vt5c55/RZUGMuuLs829lkdylgL55DxwrdZO8qq3BGFb4rqVxJ5TpseF3ecPLGqKRkWY/oyZjLrgWNqvFq3xZtEuE19qbSMuSlsISzokbmNU5tkJXt8+tM2jnrRFDGgjISlJFiFDpMQp9dPyTyrXRuy80IdU6kcyJlZ9WnbnXW6exen/KqEbUpjFWxK4wiqVySymFSWenVUe4xyV3izCVNHapYI2KFM7HiNM7EgrozMThx3Yy71ZZdDpbs5itbOm+APVs0FEsFvcUxT89v81xrg0vuNgvK6lvsVi2uZsu8PlzlxvYc4q6Hvynwd2vcke3f146kaCuSBUm6VBMuTXimt8UVf5tQZPTrkHfSJa7uzSM3PfxtcEd2v8pAkfYk2YJhbt5m7fNqzEbZ41bcY7wTEm7ZKoFO7bhcNidIVgz1hZRLc3u8etpPxGMUsWkS2j8J/HNsdvh3jDGvCiH+K+BlY8wvAX8b+HkhxNvALnYB8EjxOMD9PSk5HBWzzD24L8P2fVy2yfLDwTctNb5/ROY+1Rw/RrksLaTt2XMMuL/0EtFf/gvAf8KE6EzWrcMqohN9A/QQp/vx4ov82ev/N36YX+Zv1n+c//TgY37wB/kbfytinfP8XX7a3vd1kMM9LDpRxaA8g/oPMBna8xotngzugcxIjmC7w/41cI+z24HwPEjrwxeQeSFwxSE+8FNTo/eu566BTwJ/yhjzW0KIv4otwc/CGGOEOBt/+OBife0jc+YjrTt4suJlIximPVsmH9S44xqjINuRrA873F3ocsXdZkUPeKKzy8Zyl3QvwIkVMjfopCLYFRQtxagX8kZvhYv+Hr5fMK/GPB3eZXc+5JXEI5200LFEZwrRt3Pq7qCkVprakcSOxzU9j6etEIwSZlYFkN7+5+0tWbMpOyTKw0hpzW2Uwihhy9h5hShqVGWQhURlCpVJnERQTARFZOeyy1BQBYo0cEl8nz2/wnGtUYzvFniqwtcFrrJ2tlrWjSKduSdzn1YVylqRVpqssr39rGhumUOVKUgVKpa4qbDCNAnoiZ1f14klqU3bFtMyvHEkZaDI29PSuS2fl0s584sjPtQA+9P+XRbUGElNvw55N1vm1dEa72wvUNwNCDclwZbB61eoxMq/Fi1NOidJlwysZjy1uMOHow2W9ZACxa18ga8NVhhutmhtCoKdGmdSUWtB3lWkS4JiKeeJ3i6XvW18UbBdtLk97OBsO/b1BrXVHggFyZKhupDy9NoWz3U2+OoZAPsxsuUxxvwy8Mv33fcXDvyeAj/2+F7x8YD7e1JyOCqOBHfPa3yzDx8kzip9uF44+wI42ejob98kVwRH9Oxn8eKLBOkuAPG0AnA/We2wqCqGpk2n/Q2STHrhBXjhBX7IwO/7wZr/8l9/lv/VH/1Onvhzfw7u3OG6uch/Kb7KD3m/yg+m/+LrJod7WHTb9licRas1HtvzGiyevCjwVUF6jENbNm48BKIjeu4+VGgOkwjICoErD8ncp3bE713mfgu4ZYz5rebvX8SC+91puV0IsQZsNv8/zYL+nihqxdPeXdacPUoj+bWJT7ETYpRApTX+Hng7DsOdiLeWl3nC2ySSOU9FW1xbnOf20EFPNE4s0WmFOygJtu0X/q3eHL8dnaOrEi66O1x0donbHv2lgK8lDmnio1OFLAzOuETHFV7jA260ZKJD3laL6KYf+4y/wZKyYix4thzuyYo3ZM0d1SVxPGpHzZzMXEfgTIQtz5cGkVUNo16hUjsv70xEI9XaALxvZ7wrT5N5Lqlbg1tbO1dVobVVtpPCoGSNEAYp7Ijd1Gq0MoKqkpSloioVdSExuUQUEpkKnEygUmF1+RMsmCc2q9XTTD23pDlgVoYvI0XekmQ9STYH2UINixkrCyOe7m3z4dYGT3hbLKkhStTsNBn7b4/O8cb2MvHdiHBDEd41BLslTiP5XUaadE6RLAnylYIry7t8vHuby+42jijZKHq8Oj7Hte153E3dLAxKZFGTdzXJgiRZqZlbGvFUa5ueihnVAVeTRfb2WkTbgmC3Qsc16Zyi6ECxXPDM2hbfs/gui86Iwpxh0uZ3ukLde1VyOCpm4B7e99aanvtR7ltp5eAf5vTF6TTHk0ITOCeA+40bSAwBsc3cD9x/XOQ7I1J6dE4/Fv9YQgj4m/+N5FMfc/gDyT/iH63/YQwdfpRfRJiav/7ZAeLPfGPdFTodQUxEMYxxuqfTsY8ndgRNd08G90AVJPnRH4upNO10wXd/+E1xIMseBPe8kLjy/Ze5G2M2hBA3hRDPGmPeAH4vlhD7GnZR/pean/+kecovAX+yIc9+FzA4rt8OkNeKnprwYfcuadfl6uICt3p2jj0AdFzh72nibYc395a4Eq7xjH+HZWfIs71N+qsByaiDO5I4Y4UeF/h7knzTzs6/Fq3QdRI8WXDe2eVJb5NBL2CY+dxOFpGZRpYaanDGJc64hMbZrFaSREZ8jRWbGfcAH5bUkJ6MUe5WowJnvdJvuj0SJ6TylNWX96yBijORzVy4HR9TWdXwBCzAV7F9bOlbBzT707qq1a6icg1GQ+UYSm0wytgWvzD7BmQzq1HrWS8qYW+FQJfWilbmzNzwrCY/jYGOQaU1Kre2uzNhGins6/uymWGXZD1BNmfIFyqc+ZRz80M+1N3imWiDi45lxgPsVC3eTlf5yug8r2+tMNxoE9zRBHcNwU6FnlRQWwJdOqeIVwTJWsX86oCPza3zjH+HtkrYKVu8Fp/j1d1V8o2Qzl1BsGMXYmWoSHuKZMXAWsrT89usuX1yo7ieL/LWYAm55eLvGNxBacVxPE3WM8yvDPmexXf5XdFbjOqArD495D3OzP29iMfSc38vSg5HxZHgrnXjm30EuNfu4Xrh7MuSHqc5nhYa3z/eTWxKVguJ9zP36f3HxPD2COjR6X3jncOeegr+ceen+UPJ3+A5vgZAlz7/b/4QT/21q/BnfuQbuj+dns2qR7eHzJ8S3CdjiJhAePLqyNcl6TEObTMPgSOUCP0DY5P3ewfkpcQ9ZBRn5nvw3rLl/xTwUsOUfxf4aSy0/AMhxB8DrgM/3jz2l7FjcG9jR+F++qSN55UdzzqnDB/3bvKF3mWuLyyQdz3KQOGMS9xxjb+t2Nro8kp4EWe+Ys3t8+HWHUbLHl+IXeJRgDtSqLRCxxXBjs00x0GHLzoXaKmMqJWxoMY8F6wzWvCJc4d+2bNs9lohDOhJiTMpCRrxGWEUcd3ia7WwwjNdxVO+w6rTpy0Trri2BBzpjMjJuO7NsRe2qEKXMrRSrO5Q4Dbyqiq1AEp1EOStjayjBbUrmr4/M9tUK2VrjVSMphHHsbf7wV0YEJX9XZaNx3lJY8jT+K/nprnVjRe9BXRRHwD1Rkq2DCT5fTPs1XxBZy7mYq/P0+0tnvK3OOfszXTfLXluma8ObcY+vtMiWNeEG4Zwp8IZlYiypgo12ZwmXpXE52rC82M+vnSHj0a3WdBjJrXHm+kar+xe5O7tOcI7imC7tgswCUXbLgqy8znPrm7xXHuDUObcyhf44uASNzfn8Lcl3rBCljVFpMk7gnKh4LmFTX5X9BYfdvf4fBqQn8V98VvGMe9RNCIq3LhhwbEpC1tzDvUguAOurBgfUnI1BjLjHcl09zr2H9nkmMy9dAicE8YsGrJaFE/2M/dT9KqHdyYAdObfm9P1/Zu/wOv8Kv+g+W7/CX6BVe7CjW/8xd+ds+dveGfC/Led7jlxAqFIQM2f+NjAKUiSo+fos8nxBkHTLPywscm8lHjqkMw9eu/B3RjzJeCwWd3fe8hjDfC/P9P2C8m1fInv8nZYUQnPhnf53Pxl4kWXdMeS0GRu8HYN+brDm8GydVibyzjn9PnO3jX21kLeHq3hDjXOROOMStxhRbghqFzFltPjFfciHZ0ShRmresDHo5tky5qXa8nIdBBGgYHAGPSkxB0VVpim1ohKkpQRb5RWfCbuuaSBM2PRX3G3aauUeT1hwYu5Fs6zHnWIWwFFy6HoC4qhstWFSY1OrFStLK3Nrcxtz99I0UjWNp7xiplGfa0swJtp20A2GHPwozYF97q5VQZZWZ9zUVmAn71mZe4FdGEtVmeubqG0c+ON4lzeNZS9Cm8+4UJvxKX2Lk+FlpW+pIc4VKTGYaPs8U66zKuDNd7ZWiS7ExLeaUrxO7ZtIsqaylekc5rJmmRyoca9OOGjK3d4vn2T845tUV7Nlnll7yLX1xfwbzlEdwz+XsOsjzTxkiRZqzl3fpdPzd/gkrtDXHu8Oj7HVzfXkOs+/o5tNdRaknUV6QK0l8Y837nJh5w92kKyUXapi7unvGD5Vln+PYkDIirAPcS0PP5RjgR3VZKVD4L7TJjkiAkrv2vBPR0fozl+lMf3wWh60uH/tinLn7JXPdyw77OzcDbxlscWly6xdv06f5q/9sD93+joLFpQHdyJT/2cSSIJ5ek0AnynIh0dfZynuvPTBd8Dz5+q3I0K4N7t5JXEP2TccmZHnBw9avnNHqIUfGl0ie8M3qUtChb1kIu9Pl9dahP3HWSpcOIab2SoNiRjJ+B1b4Vlf8xFZ5cPeXfZnm+zudYiHvTQE0WrsuQ6f7eyYKkdrnsLfNFN6eqYD3kbXHR3qDqWXf4FLjCuu4hKImpNYEDFJc6wbErcCllK4jLg3WqRpHCYzHlkkcNld5uemrCqrWRtV8UsuSOu+Qtcj+bYarVI2j5FX1EMBc5INcYrEp3Ws3L4FGinfW6VWu18Gvb9DPilmGXsRohDwN3qBFiAN1AbC+S1HckTtjnfHHz7GsZpdO5d6+hWhJKi1cjIdgxFt0L1cpa6Ey519ngisnoDq3pAWyYzvfeb+QJvxKu8PljhxuY89YZPtCEJNwzBTtPyqAy1p8jmNJNVyeScQV+c8LG1db6je50n3U0Uhmv5Il8eXuDtjSWcmx7RbUOwXaGyispTJAuaeA3c8xO+feE2Hw1uAfC1ZI2vbJ9jcrNNa0PgDWsQ2N78oiRfrHiyO+Cyu40vYKs2vD45hyjfOv1F+y1wfw/ixRfZjgOeYp3/K/8Zn+G/nRHT8p/69wEPJ3ows/JUSX4IuM/MQI4Ad7drG6lHypLWNUntEXmn6D+/8ALRn3idOLgE166d/HhguGVXH53ls813P7ZoKg6zxRR8w9jx90d3yZ7X4ebpBX3iVBGp0z0+cGu2qqPFbrLGtnW64Ls/puCe9RMeBHdF55Dqjteyj7NkvQ8muMsSXt64yBPBR3nWv0NqXFb8EdeWx0ziLqKWBJsCd1ITbNcYKRkGbX67tcbTwSYf9W/yXLDOzaU5fmvsM0kCZKkJN7Hs+W2oHE3le7zmrRDqHNUzXHa3uOjsULftXPgrtWRi2oDESE2wI2yJflxa7fhKI0pJUvrczhRx7jCY9xm0A0si00PaMsF3C3oqZtEZs+yPuBHOcavdo98NiQceeqiaOXLLUrcg3/iiT8vkVb0PxKVBHECTWUV4Sho9+LV18GvGmEN7w0YAWlKrxrnOsWIupW9JfUU0dXQzFJ0K1S2Y70xYa4+4FO1x2d9hzdljQY/xRUFhNFtlh+vZIl+brPDm3jKbm13UhkvrriDYrPF3K0ueqwxVqG3GviqZXDCoSxM+unaH7+je4El3CyVqbhQLfGF0ha/cPYe5GdK6BeGWbbdUriSd10zO23L888ubfLx1k56KeStb5av9c2zf7tK6pQi2bPshbynSeUF8zuAuxZwPrcPU9TLgzXyFL+6c5xA+65EhvrF0osce35zgfuMGkh5DuiQE99yfN8zMe2w1m3BVTXZIz+VYMxBARCEe6eyL/YFIU1J8Fo7o2d8foVsyyU6fhU/BvbvyHoH7gfG4+9sg3+iYLnAGW6dnn8WZItSne7zv1UeOssH+As/tHH4uZpoI/RS41x84rxSu/+A3xtTfPZ8UwHt0jr/OISoYXO/y/9Ef5yMLyyy6YwKV8+TcLm/XkrFqYYRC3hZ4gwpZGSpfcbMzz8uty3RVTE/FPN+5xe65kDeKVUTtIYwmvGvQcUW0KagdxUhFvCIvUBpJ2tM86W5x0d2ZnY4vyfOMdYfKtYz3YFvMWPTCgCwVKpcksUs/7vGlic/WYouNbocng23WnD16zf74smBej1lzB1wIe9xq97g712Z3FJGMPNKxQo8lzliiE1CJQafKkttyWz6XhbUxFZWZ6dfPsnOwYH7/ZdOAvRHSVpClze5r3WT9WlC5ls1feg2BLxCUIZSRoYxq6naJ08pZaiestkZcCPuc8/qsOf2ZHW6FYKvssF7McS1d4M3hMtd35km3Avy7Gn8Lgp0ab1ChkxIjBGVHk84rJk2P3W0y9u/sXZsB+7vZCq+MLvGFjQsk19q0bwqiuxXusKR2LLCPLkkmV0ouXtjh23s3WdZDdqoWXxpd5O07y4TXHaLbdpSy9CXxsmRy3mAupjyxsEdHJ1zPF3k9Oc8X+pdYv77AWQTqvpW5vxdx6RL6uu3XlAffwqVLTWmTwzN3XZHnD4J7mli/76NUxwhD69N9lFtYHJMQEJwS3COvZDc5/aEf7toFS2ftbPPdjzWa8bj3OjqrlkQ33DnlEvyll5jsPE3bDODKlRMXJYFXk5jgyFG7NDZ4pIjw8Jl5/+ZbwA+R/nt/CC7fvuf18krjHjKRMeN0jM+mWvjNFKKG9ruK3WyR//l8xKXlXa60dnmqtcWcF/MVZ41+OY8zFnh98HZLWq6gaHl8sXWBnpvwidYN1pw9ftfCVQDeMGuI0kUWmvBugTMqaW0AQjGmxZeqC5S1hHn4kHeXJ727ON2SQBV80bnAltujdh0qVxFuCdxhiUoq/KJGpRodK5yJIh2FXBu5bC9F3J7r8WRrmyeDLVuuVgmresB8I6DzZNDmTrvHnW6HzaTN1iRiNPGJJy4iVqiJRKd2RE01fuMyB1XYnrks2Qf52v68B+jZL9NP3eiMtLaztbLgXjtYop4nqD0ofahCQxnUmLBCRwWdKGU+ilkJRpwP+iy7Q1b0gI5KrWkNgmHts1V2uJYu8s54kWv9efa22+hNh9a2INg2+H0rDCTzGqMFeUeTLCjiVUF8oaRzbsTzK7f5ZOcGT7p2kvJ6vsRvDZ7gi3fOk11r074uaa1XeI2SZNZVjC9IJk+UnL+yze9avsplb5tJ7fGV+CKv3L2AvOHTumUIt0o7A78smJw3qCfHPLOyxYWwT1Y7fL5/hav9BbbXu4TXnFNn48J8iy3/3sRnP4v+438aEqimZcymTFz8aoVDfuiXr6sr8kNA1UqKejODmAciCPDIjjYUSRJSfPzgBLZ8E5FfcbM8WVBlGsO99wG4v0+ie84eg+HeKZbgDTcjNv+WFe6cSjTI9yDFt+WcQ/o0WWrwyA43EXjpJfz/8ZeAP0WK98Dr5bXG1Q9eQ7PMPTnd9fPNGp0bFe5QMh6HXM0V3uWSS8EuTwZbtHXKv8hckr0OwY7EGZf4OyXRbYdBFPGb3mX0uYrno5s8F9zGXyowRvBmsYbKHVSu8XcL3H5Jy4CoFaM65KvmvJ0VnzM87W1Y1nunoKUyXnEvct1boHbt3HqowRtUqLjE7eeoVOHEGmciScYOyajDa0s+mws2i3862uKSt8OSHtGWCZHOWFJDLjq79P2Q7VabzW6bO2mXnTRiNwkZJx5Z4mBijUztPLrKmxG2wjrlWYA/CPLcm0XOgP0A8U5jQd3BMu89Q+XV1EGN8CucoKAXZMyFCUvBmGVvxLI7YtkZ0lMTOjLFESWVkcTGY7PscDuf452J1Yi/u9uh3vIJtiT+tiHYtWJAOrZ2sLWnyLuW/BavCdILOavn9/j2xdt8onWDS47VLLuWL/L54WVeWb9AfrVN64agtV7h7xaI2pD1HCZrismlinNXtvm+lbf5cLAOwOvJOX5j8wkGN7p0bwrCzQIVlxTLHsmSwFyK+dSFm3y4tUFaO7w2XOW1jVXKmxGdW5Jgq76Xu3BSfIst/x7ECy+gCgk/3WTuB4hp+f9vw+p3H/LF7Dn1oXOOtoTqHSlMYjP3TbKj2rZxTEKXIBidavfDwBBXJ4jQH4hh336yOyunXxB8UKNz3ooQDfqnWFY3BjcxISENX+AE0aAgMLbVkySHXkNpirUGDjoPPvnFF/ELq9CaTZUKD7xeVjuHZu665SOoySZnqRl+c0WtwNst8HcMKvPoK5fr7Tme6WzyXHCbqJVxa7nHF8+FxLsanTi2l75TU95U9J05fkM+gXeu5Dtb7/Ksf4d40WWYe9zNFhGlAgHeXok7LBtAVIwI+DIXqI2gmLNCOqt6gNOqCFSBp0recZYYucFsbt3fa8r0iWW661TZLH4syUY+20OH/kLI+lyXS+0FroQ7nG+8zDsytR7zMmFJD7ngBvSD8B671X4e0E8DJplLkjkUuabOFeQSUQhE2dyqhjBnuLcs34A7Eow01NpgtMG4BnSN9Cq0W9HyClp+RtvNmPdi5t2YBXfMoh7TVRM6KiUUGUrUFEbTryJ2qha38zluJPNcG81zZ69DthvgbiuiHYG/Y/AG02zdurSVLacRp5HEa4byfMqVtR0+OX+Tj0W3WNLDZibdZuxTYG9ft8Du9u2iNptzGK8pxpdqepf7fM/yVT4e3kSKmleTC/z61pPcvLZI66Yi3LYCPOWUTX+u4sNrm3xX9ypdNeHLk0tc3VugvN6i+za0bpfWQ/4slJZvZe7vTej/8H8DPw1V0L6HmJan9ZHg7mpDfhi4D2xP+yi9cHzfluWPAvckIWGVIJycat+jECYmhKqybiUnxHAIipLgkAmA32kRtBSaguHwFJ+8RhxoQmTn3O+7/7DwA2Ez92QAc3MP/D/LGnD3lw99PY8e0GT/971ebjSu8+B+iyi0AktHcTo+AFE7Nst0NmPaQBH57M23eL23OmNkf7h9l+vn5xiM58Fowk2Byg3RRg1Idpjn1+RTOGsVn4iu85R3l+9aDvj1SrEj56hdRcsV+LtWPCW6C6AYVwFfKi6yl4V8cr7Ns6GVO30uWMdfLOi4KV8Llxm12xQdTbYpCXYU7tC6mKmkJqhApwZ3JHEHimw3ZH3eZ2Ouy1vdJdbaQy6EfVYay9qeiu1cvMyIZDbTvZ8EHoMyZFx5DMuAYekRly7jwiMtHbJKkZeKolJUlaSuJXUtOKjnKQQoaZDSqthpWePqCl+XeKokcjJCXdBxUto6bexlrTlOJDMcsW8tu1u16Fchu2WLjbzDrbjH+rjL7iCi6Hu4u4rWnsDbM3jDCmdsle2EMZQth6IlSeYlyZIgXa3wVmM+vLzFx7u3edq/S1umbJUd3kxW+VL/Am/eWUbeCGjfELQ2KpxhidGCtOcwXpNMLtUETw75ztUbfCS8jRQ1ryfn+dd3P8T1d5eJrmqi9Rqd1BQdRbygGF2B1oUhH+uts+L02So7vDFaoX+nQ++6oHs1x91JyBcCqjMMHH2rLP8exdRYq0zyJp2yX6bHgrtjyOoHz242OgHchcATOdlRnKw4tmX58HRlnLAlrIjNeAzdk4VVhmNJR46xltu/s0MI6Igxg9EpluCNaNA9mfv0/iMiCAQJASbeOLSCl2b2WjhU+vbSJfzrdgV4D7g3r5cbB/ewL5em7XMkYfMDEMYzpAsad0eghjnhlkt6W/F2b4nf9J/k2zs3mXMmfGJpnZcrxcDpUnmK1nqNO6gs+axSbIoF/rV8GlbgmWCDj4W3cM5VfN69zHV/kcp1qbUg2CpxRhXt0qAyzST2uT5eZfd8yNZKi0+0b3HO2eMZ/w5zesK5YMDr7VWu9uYZzIXkGxJ/R+Dv1TNA8/LacgIGinxHkncUWS9gr+uz3evyZneJhc6ElXDEajBiyR0xpyczoG/LlJ6KWdUDKgSF0Y1Fq2Nd3WqHrLmvrCWFUZRGNeY1+y1DKWqUMEgMnizQssaXBZ6w+vieLPCFNcLxZdF4w9dUxlrEjmqfURUwqAI28zYbaYeNSYedcUg8CJB9jTuQBH3wBtaqdapBD1iP9EhaQ5lFQbJcY1ZTLi3v8f9n789jLEvT9D7s931nP+fusS+5VlZVVy/VPd090zPDmdFoODSpBaZkcBHUlmiZZIOWLBqmDJDAUKINSsZIpkDZIiCRgMwNbVKkLdiCYYHikBrOcNburq7qqu7qqsrKzMjYt7ufffn8x3fujcisjMyImumuqeUFLiLi3nPPvXHuuef53vd93uf5dPeAF/wDVs0RUlTs5V2+M93ktZN1jnc6eDsW/p7CP9GfT2UJkgWTyTVJeKNg6caAH1t+yGeDHSxRcjdZ5VeO77B1b5nm2ybNHa01n/uSaNlgek332V9e3mfNHtIvGrw6uc7b+8t4OyaN3RLnKIKiIm0burpxqRP2E7b8BxZ69VpRVgbs7cHt2wBk6cXg7tiKCuM9CXMy0qh9IbgDrsxJ0ieX0stpTIaDd1FZ/7EImpKQADXaRVwG3CODlhlBnRV+3KNlhozDSxzreoQvjIIzcH/GCJ8XSBSSfBzzJM58konaIOjJr+f+yb8M6TlwP/d6mbJwnnRx8bw6c/+QX02eErZVMLluYE8aWOMMM67wjiX5tssr5ibZusGnmofc8k/wNnK+5WxyaCxiZAb2pMQ9yZCFhZIm+8YS/1woWIbP+Lv8aOMei9aUX7Xv8D1zHYSjM/9jPeLWSKu6d24wjTr8VmoxXXP4cuchd9wDnrOP2LAG3HRP+G5jgzfaqxy2O2QHNvmxgXsi58QxMyy0+M3IoPQkWcMgawnSjkXWNtlv++y3OgSthIUgYtmfsOxMWbIn9MyQphHTlJq01pIJ0nj0M3/co30GyI/HDLABJBV2TQM/7/8+21dS2YxLl0nlzdsDR0mT46TB0aTBdOpSjS2skUEwFNgjhTOusCe1t3tWgVIoS5IHJmlH1q5uimwlp7c64qWFIz7X3OWWc0RLJoSVw1a2yCvj67x6sEH8sElzWxLsVbj9AjMpKc+z4m/n3Lx1xM8s3+UF9wCDinvpMv/89Dnu3V+hcdekfb/E7WfkgUnSk0xuKrw7I35kdYcXgiOi0uG78Qa/vX+datfDP9RytABF1yNcM7CdK/BaPsncP7gwDUVRmbC7ew7cFTb5kzP3+mqdZY/yoWaa8RepjgG4Zk6SPbnnrW1ALzYTeTz8polCkp5McC+hAzOObVrWD8HL/UMSbSti/BQVuXl89avkk4Tif2PpsvwlRINmExPxMH0iuKeZxLloWParX8Xt2/Bn6577Y6+XYWM/aX3o+zpzv4iw+REI18yZPFcgCgv/2MDItIGJdyCJRcB3yk2SdYsf7W3x2WCHwEz5pcJgPF3Ampg0Ey1HGuwLSsdg21jiV5RAripe9h/ykruLXKyolOBNtQbCQRl6Dt4KC7yTvJZoNQiLgNfyTSa5y6jn8Rlvh2VzwqecfTpGRM8O+a63xr3GApOWT94wyU9M3L7EGcu5C5zM9Ey2PTF0Nt8QZC1DW5q2HLaaDXZaHQI/pRdELLghC05Ix4ppGzFtU4+b6Sxb+7fbosRAYdXWwIa8eMFXnsvmta+7QYU1rwaElcO0dBkVHsPC5yQNGKQ+p6HPNHTJpzZyYmCPJdYY7InCnuhKxUwjH6VQpqTwTPKmQdIVxIuCZLnCXI65s9znM519Pu3vsWH1sSjplw3eTNb59vAa399fptoO9KjbfonbL5BFReEaxIsm02t63O3GzWN+dvmduUjNW8kav3Jyh7e2VvHvWzR2K5xhjpKCpGswvQbO7TE/uXGfO/4RaWXxxkQr1oUPWwQHEjOqKD1JvBEQLptMblbPNvc6Hx/yr+OHGtwNU1DkNbjXkaU8NXMH3Td9BNyfYQYCWgAneoIADkBcZ/5e83KHM2jr7cKj8FJTzePUpuV8sMLjv5eiZaeMkssREqOf/oMA+H/0X4V/8B8/c3uvoRdo8TDlSTWVJJe4TxHEcf6XfxT+LCQ/+fvh1/7r+f1VUVFgYdtPKOfPMvf0o5u5SxTXnjtmJ+gS7Tu4JxJ7rLDHWgs9jj2+n69hyorGQsIt55gvr3j8s9hhVDSoTBuvX+ke/F4FymQvX+J/yE3Gay6fDXbpGSFf7G5TKcFde5lh4JI1LYJD3T8344rgEGQhiSOPu5M1DlabvLu4yKeah2zafXyZ8px7hC8zltwp7zYX2e+0GS06JKcG9kDijEzsqe77ikLPqluTEiMV2FNJXs+T54FJ4ZtEgcckaPHAKzG9AtfLCBzt5R5YmfZyN7Sn/Hkv95mP+5P83IFHPN3TyiStLNLKJCy0p3tY2EwzmzC1SWKbPDEhNjBCAysUOBGYIZhRbQGbVshUK91VpqB0TApvVoIXZJ2ZQ1zCcm/C7fYpt4MTNu0+rsg4yDvs5x2+N1nj+6fLDA5aOAcmwYHAP9GLhsqSWmd+URKtQ3ot5cbGKT+6uMWm3WdY+nw/XuPXj26x92ARf8sk2Nee83nDJOkYjG8JytsRX1nf5qVgn7SyeHW0yWvbm4iHHs1DgTVVFK5gdNMi7UCyWtK+PiK5Qq39k577BximKfQo3CPgrrDIwX0vm9l29IX1cfetZHqZzL2gnz85M9ejdE8v658Pv6NfJzyOWLjE9qPMY6n90Z2Bvmq0vYy9/uXEXsJD7V41W1A9K2af4UUOgGlu4D9BH37+/PptPf78fJoC3pMzd8/DoU+afEDywj+EyJXB/2ztTUZLHq9sXOPe1jLefZvGjiI4rLDHgknm8IZcxzVyfrTzgDv+EfE1i1fMawyCJtm2gX+oRUvMBworlIzDBf5R5LK33uZzrT1WrDE/s3iXDX/Ed9rrnHTbZB0Lf1/gDiuMRGmxlInE6ZvERx2+tdLg7dUlbnf13P2GM2TNHrJoTXjOP2a72+XBygJ74xbjvo8xMLGHBvbYwJqcA8ZcIbMSa3qmFV/aonZ/k5SeQeHaFI5P31Uc2wrlKJRdIawKaVUYZolplnOinCFVbfd6hjTVzPK1EhSVpCzl3Pq1yiUql5BJZFaP2qUCKwE3RTvEJQojrTBTNdehp0KL4NiC3DHIPTGXps06iqKb4/Virrcn3Gz2ue71WTSnODInqmwexgvcDZd4d7BA/6iFfWDRqv3Y7WmJzBWlK0k6kmhVEG+WNDbGfHHpgBcbh/TMkMO8zffDFV7Zv0Zyv0l7S+IfVphpReFJ4kWtdsfNKV++tsPnmrsYKF6fbPDq9ibW930a2/VCwBfz12lvjvjC4iFr7oi/W300FSCfFB9qcDdMKAwXds/0grP8KZl7fWF93KBjphl/kaQogGNWJOmTD1c81hdyr3W5i3PQ068TnV6u1D4ufJ7zx5fa9uMQLT/nzaNnm8AAREca3P3u5TL9WfVlVo15PJLCoGteDO7zc2z66POzyQzcn5C5+z42B2RPsZr9sEdamLzsPeRT9jGvN9b4u9ZP8Fp2A2dg4h9X2KMKoSwq2+VVewNblny+tc2PtrZYsqd8I7jBtrcEwsR8oHBPc239GptMkgavJNeZXnP4ysIDXnAPuOMe8EJwyG80b/Pd5hrjwKPYNQgOK5yhHpdz+xLvxCQ6MYlPO7y2FrC30uJTvUM+09hn0+6zYQ14yd3jtNlgd7HLuyt67vuo3yIZOFgDiT2U2hFuorBivYCwJuUj7mvarOUxNzhbW75qpbx6osCE0oTCVCRGbfRy3va1tnudGcdQzRzhBE49Iy9ztDBOqqsiRlY94g73Xmc4MSfJZYEga8+c4UpEL2OhO+Vmu8+t4LSe6x/jipyoctjLu7wZrvHmYIW9ow7GvkPrYCZHq3vrlSHmM/DhBuTXE57fPOLHF+/P++tb2SKvjK7xnZ0NuO/TuQeNvRwzLkk7FtGyZPxcRefWgB9dfchLwT6WKHkzXOfVgw2Mex7texXBfk7p6F5+vF7y3Kf2+KPr3+JlZ5t382X+xlXo8p9k7h9cmKagDFqPZu6Z0OD+BJER231y5p5GNbh3Ls4GXbskjZ58uOY9+wtsQB8Pv6dfJzy9hN65UoyrBq1geKl9fxyiFVSMy8alto1ONJHusuDuNp+euSeFhetdzGqXEmyZzw1mZpHVYG87T2jtzNjy6UdXpKjIDY6LFj/tnvAFZ4+3ug94d3WB+KiDOzDwcoU9rvD3BWMv4FvGNQC+3H7A54IdWmbCP1aCvXQZM5J69jws8Q8BTKhc3larSKHwFzM+623zWW8bZzHHNXNeszaYWgHKkChh4p3kmGGBkVWYqVaji0Obk7DHN2OH4ZLPZ1sez7lHLJljblrHrJpDrtunPBcs8E5zma1el+NBk+nAwRoa2COJPRLYtWGMEWuGucwryBSmYm4SM9N8V6Y4c4Qza8tXoxamecQVTqCEmCvVzcVtKmpHuEo7wtUqd7OMXObVOWnbRxcbpWNQutpARvMFBFlbkXdKZC9jsTPlemvAc40TbjnHrFojfJGSY3BaNLifLvPdyRrfP1lmctDE3a/tXo/17LrMSipbi9uEqwbhNUV1PeazGwf8vt67vOTuYoiKd9JVvjG8wWvbm8j7Hs0H0NjXlryFaxAvSKbXFJ1bA35m410+5e1TInkzXOc3Dm4QbzVp7QncQVE7yWkWv7sW8lOL7/Kz/jv0JHwndSieoFD6xPiELf/BhmlCYT4G7rPM/Qn+rbML63sy91ov3OlcLBLj2hXJBau+uM78vfbFZf3zESzq14mGl9A7n04Z06L1BM2Uj2u0W4oxTSgKfRI8JWYLqNkxf1Z4dWsmnjw5O09LA+cJQjTnwzGK90gVz6RlbfcJ4G6a2CIn+wh3XkQu+If7XyJZtegYEbkyWG1NuHvNZ1jZpC0LKwIjA39fEKsGv5ndYrzp8qXOQ5pGwmd6+0xuOIyqNqVr4R0ZWLHCCiuCPYlQDm9mGwwSj63FBW64p1ii5LZ/QrUmeMtaZhw0yVomSdfGHWqbUFGCM64QlcRIDZJpk9cHHvcXe2y0R9xo9Fl3RrTNCEuUtI2Y5xtHdOyYPa/NYafBYOITThyiqanNYqYSMzK07Wtae6vnag7A57NCUYBUGoyVECipajc45o5uesOz5wnFmWnMzB3unFMc1FK0phb3UYZeNFSWqCsGZ1rzeaAoAqW15pspi82Y5WDKmjdmxRnTNiNKJNvZAqPS4yBt8zDqsj3sMOwHmMf2XODGnuiFRBEYFAs1s35JEK+VuGshd5ZOeLF5qMfc0lUepj1e62/wYGcRZ9vG3wd7rChtSbbmEC9KptcV9q0Jn13aZ80ecZi3+e5kjdf318m2A/x9iRkr0rZBuGzW5ficm+0Jlih5J19gWAb8f49eRuT3Ln/SfpK5f3BhGFDYzUfAPS8EnsifeNGfyctqc5mzx+NQfxuelrk7trrQUGSWpV2WUOcvaKAJB88G9+J0RMQm7c6ldv2xiFYLUlzS4z7O2tPL87PWh7/oX2rfM97F45n3LJLKxrGfDu6uWdR+BWcxz9yfBO6AIwvS7AL5449AyBzuvnKN/2J9icXuhK4b4xgFNzZPOOkEDE58nAMT70jgDBX2BKKxx+uT6xxdb/CZ3gEdK+LLq9u84yXsLnWIdl28Q6lBZaowtsCaWJyeLvM/rHZYXJpwq3PKujfiTnDMohPysNNla6XL4DjAOjVx+ibOUJ0jlSmcgSA7sMhbHe52WrzVWcPvxCw09GjbghPSMhM6ZkSnFfFcw2Tc8xjlLoPUZ5S4TGOHaWxRRSYiMTBigZFKjFSXzGVe32oPdlFn4Bqc6+z8SZ7iNdArmGst6NL9md58VWf9lSnOZGltqBwoXUXpKC1L6xXYXk7DS+l4CW07pmvHNK1Ek/pESVqZ3I+X6Gc+x7EenQtHHmJoYQ8lrRFYE71IkoV+3WjRIG8Jkp4iWyzxliKe7w653hjQs0OKSvLK+DoPxj32j9vIfZfmoajVCxWlI4hWJPGKIlvLWFkd8kL3iBVnwlaywBv9NbYfLuI9tOgcKWSmKDxBuCFIlkvMpYT17oS2nfCdyQa/3r/N9rDDZLt1aVc4wSeEug80TBNKrwHv7M2NPrJcYMsnX5hnF1btvnX2ryexwiTHbD4lc3eeLIADZ5n7RZaxj0fQ0qWhaPzsmcvJvu4ZtzofHyLIs6Ld1Z/jeG/K0jPAPayrI/7S5UreXkdXfOLpkz+bpLTxngXudkUaG1rCtm4PzcH9Av8C2yiZFB9uLeunhahg8VVI7/n01zwOr2Xc2Djhs919OssRD1YX+Eb7OrFqYI/APy5whxJranIcLfKN2xZfWNnlheCIzzT2eLjY45uL19l9sEh136Sxq3AHJW4f/ENJvO8wXLd55brPeNXli91tXg62+ULjISe9Ju+sLfNmf4XDwzbpgX1ukVDhDEqCfShdSR4I0o5N2rXZ7TXZ6XVpdyI22iM2/CGrzpg1e4QvtYxrpkyiymZaupzkDfqZTz8NGCYek8Qhjm2K1EQlBiKVGEmtJ/+IrnwtPVs+Kj07K8k/ahzDmba8Qd27V/qnU1G5FTgVpqtZ+h03pevGtRxtSNeK6Johvsywa235RFkMioCDtM1O1GF30mYwCqj6Ns6pQXMAzlDhTEqMpAKliXhZQ5J2JfGyIl3N6a6O+ZGFY15sHLJmDZFCsZ91eG2yMdd8D/Y0ac4ZaY5C1jSIFwXTWyXdmwO+vLLNbe8EgK1kgVeONzm6v0DrrkFzu8QMK+1AtylIX4z57LV9bganpJXJ1rTH9/ZXKPd9vANJ71Rx/Ikr3IcjDAMKt6Gb6CcnsLREVkhs48mf4Cxz1yXSMyBPEvCIwbq49u06kKgn923jugT7JC+RJ0VQ40w4eja4j/e1bGpr4aPLpL5qtHr6tB3thSx96enbRrXT1IzE+Kw4y9yfDOCJsvGcZ5TlZ+Yzp6ewuQnMFpTgeE9epDlmQXp+GuPrX/89YbH7uxVKQGMnowE4I5uhsjlqNvh8r+Rl/yG3nGOiwuLbg1tkx6bWdx8XNAQoaTAx2rxplizZU+40DrntHNE2Y34J2M+XMFJto+oMCoKwwJ6aGInBpPJ4lyVco6DRTbnjHrBh9bnhnLDhDvmme513nSVC00MZApB4WYUZlliTHGcocYYm6UCSDCXpyGW0aDENXQY9j0nTJfcNNpwBC3LKkjnGopzPnU8qj2H5Xm35ceoySRySTGvLZ2mtLV+IM335Gtzfaxyj5kQ73ZtXKEvfsCqkrbXl/Utoy7siR1JRIRlXLv2iwVHe4n60wMNJj4Nhk/TUwz41CE4Ebv8xbXlDkPsmeaDZ7PGqothI36MtnyuTB9kib01XePNwlfJBQ0vQ7pVaaEZB3jKIe5JoQ2vL/9zGO3wpeDDXlv/eYJXD7S6NLUPPvfcLTQRsCJKVkk9tHPIHFt+kacS8Gl5nf9xCPQzo3IXGXq0tf9ni2CeucB9smCaUTo2Uu7s1uBsXgrtdX1iz80zmr3+d+NUYlxfg5stPvoh+/es4331AwR+ivHEb4//8lx/ZZtazv2zm7tcV4mj6bMbG+FCXlVuLl+vnfxxidixmx+ZpMauO+MHlsmIvqEVsLrD3TZSD6z79W++6TwD3SL8P+wJ/ANusyMr6ylO72RHVqnqXcLP7vR6VDWnPwh4WWLHCGUjGRwGvNK7pPrYZ07BS/KWQyY0WlWniDAw9Qx5qsZtTs8svqzuMlz1ueSeUSrIWjBmue0xUg8Iz8I4kTt33NWPwjgWR9PhOscFxHPBce4Xr3oCmkWCIig1/RLpksisrpr5H1jJI+hbOyMSKZn1wXTK3ptoaWmYG2dRjb2xz2GrxZrDCYiNkwQ3p2REdM8I3MixRIkVFXpmUSuLLjEVnimfkdOyYyLOICpuksEgK8xFN+bKUVKWsx954jyucEOgROVlhGArDqLCMEqvWmPfMHM/M9Qy9meHVc/QSxaR0iSqb/VyPKCaVxbhw6WcBJ0nAaRQwmnjkYxtjbOKNBNZEi9zIXM/AZx2TytBz8FlLkHYhWayQSwnrvTHXGgMcWXCYt7mfLrGXdLg7XmTnuIvad/GO9Sx6ZUDSmy0OBPFqhdyI2GyPsETJvXSZnbTLt082ONjp4e5ZWGNFaUG4ZpG2JeE1hbUU07FjRqU37+OPDxs0TgTOqEIWiqwpuaD4esFJ+7v7Hfhhx4ce3Au7RsrdXfjCF8hKiW1ekLkH+t9Nwzpjri+iSf7XtBnIky6i9TZu+u/p5z48wH9sm7jGmCtn7pfwmRkfa/Zfa+nyLnIf9Wgv62MxOzZPi3Civ6HBJYno8zn1+L0AnudQYj5zETc3nzk9nd83B/cLM/e6lA9zN7u/ztd4g8/yX/Jnn+lm93s9lFNx8jkD99iYE8vcfZOdYpm90zbtZkTTyVhoRExfLBit+UxPHJxTiT0CewQyN5iMFvilpTaNxZDFRkhgZdzoDRgFMScrDU77LvapZq6bMchUE/SKkcvx7gp7nUXMdkanFdHxYgIzo+tEBKsZ467LcMNlOnUZTyzMiYEZnu1n1iO3hwJrKqiOTUrHJHY9Hjhd3vUqlFtbrDoFjpPjWgW2UeJZOZYsMWWFKUpkPbvesFIaVkp1Tj++QtR/6wVp9QTr0dncuzw3Ay9RSFE9MhOfVQZJ6lOoptarrwzSwiQrDeLMIs1M7UoXm4hUImNZz8ILnKzmBxSaB1C4eva9dKB0oQgURaOCZo7fTFnzY5p2im9mTHOHV+JrDBOP/tgnH7qYQwNrIrBCfSzzQJAsGHqWfqHE6KX02iE9Ty9qv9G/wck00KS9Q5tGX2BGugUwuSFIexXlQkqjE9P2Eg7jJluTLiejBvmJh3tkYEb6ddK2Sbwi4JufiNh8KEIT6mpErUl1WWlgX9ATnWfudYl0dhGN8XRZHt57Ea23cdBAkuDiR4NHtpm5xV05c4+evh3A+ERXGVqrlyOEfRyitawP9Oj42YTEWXXEv+Thmy3Q4icUBTTgC1z36VUA1ze0/OzJyfy+pyKE/QAAmvRJREFUZ2buliKb1o/VLnK/wU/wy/ysBvdz938YI3Ay7B8ZMDxsYJ2a2CNwBuD2DQrXZ7LgMdhIeW7jmC8ubmNtlrw5XuXNnVXK+y7BLgT7iuAAsoZJstThwUaD7vqIzy7t88XuNqzCw7jL9/srHB+2sQ4sTdAbKBr7OgPPfYO06zNa9DhZKmgshtzoDrgeDOh1QixRElU2J2mDnbDD/qTJdOgjBhb2SGKNdcZpTjQDfj5eZghKS2qxGtei8CD3IPEUpaeoXE1gM50Cxynw7PyRDNs2Cuxanc6UJYZQ80UAgHEujSypFwH1giBXkqIyyJUkq0xdCSjNeUUgyizS1CKf9foTiRFJzFhgJuBGM2GbsxE6oWbseuagnjcha1eU3QK/E3OtPWHN14z6lplQIRjkPg/DHg9HHQanDcwjG/dE0Oor7FAhyorClaQdQbII6WpOZ3XCFxaPuO2fYMmSnbjL9wYrHOx1sfcsOocCZ6hH+vJAEK4L0tspz1875MX2IQB3J0vcPVii3PdwTiXuVC9KKhOiVUGyWGFuhDTsKyh9fgLuH1yYJpSmq2tUc3A3sc0nfyp2oGsys7n22cUyQVu6zuP8RbT+ffb43BDk3DZxoi/2l83cTVPPQofxsxtA41O9EGmtfXRnoK8a7XV9LMb9Z3MWorq8ftmF19Myd61E6OA9w/3PCUziizL3C8DdsSrSmR1x7WaXYeuxzlk8xc3u93o4suBfvPYObzZXuRsskT10sSZawUyWingiGZkO0yWbNXvEZ71trjt9ikry1nQDe2TiDnS/1z0Fe2IgSpOh22Dc9lhsPeSmfcJL3h6b7pDfcm5yTyxhpA72CKxpiRUWVIYkHxhEY4MotpiWDfbNgiV3Ss8L2bRPCWRKEtgctNq801nhzeYqD4MuietRGQZCiflom3ZLKxGFAgmVUQO8N5OhFeSBpPClHg/zbaZeRVgDvevm+HaOZ2mQd40c19DWrbYUWKJCigrEOR35x0A9rUwN5qVFXFhEuUWU2qSZSZZYqNhAxoYG81Bnv1Y4mxDQMrpGWiGLCiq9UKls/Z5T26DwZ9KzJeZiwrXFIS+0j3jRPzw7XpXNXt7lOGtyGDUYHDdxdi38ffCPSpxhrSnvmRSuJG9AulKwer3PV5a3+GLwgI4RsZd3eWe6zPGgibNj03yg8I8LZF5RBAbJgiRdLLm+fsofXPked5wD7qarfKe/QXHs0tySeKcVooKsIUg7gnijoLU+4XPL+/wzeUnjmCdNKnzI4kMN7oYBRSVhefkM3CsD64K+yqwsP7vQzi6iCe5Z5j67//zvW1tzcE9x3rNNnF4N3AF8MyNMLuHlPtQr9k8y97NorWsBm1H/2dTXMJL4RoKUl0P3eeaevhfA40ECOLjeMzL3psngcXCv7VwvzNxtyGbg/hf/IvzpP/0ouD/Dze73eiSlRVEZLLghJ22ffs8ijUyMXIONqMCMBMf9Fr8V3GRSuuRK82esdkqybCAqSeEKzEShpMBIQPQt3m4sIUXFbqOLb2REla0121sJ8ZKJKAwqy8QZ6x5+ZQpQYMRgDQ36VotXK8lpGnDdH7BgT3FEQapMisogsFI6jYjTQpIJh8oyKDxtEmOGWlDHyEGUsyH0egxNCi0yk4EhASWQuaBMBGUkKWyLie0wsSoMu0IaJaZ55tEua/lZKbQE7fkoK/keCdqiMCjPS9DmAplKjFTUN+Y3Uer3WdoCJSVFTTZWUkvnFq5emGRNyJta2MZo57SbuvQO0C8CksoiVwaDwmcn6vBw3OXkpInRtzBDgSwUpS1Iu6ZWqmsIkiVBslJhdxNadkpRGbybrpBXBg+iBd44XqU6dTDrymbekJSWQdYWRGsK0c1wzZzDvMWkdHlzusreaRtrIpE5tewvJAva4MZeSFhuTpGiIr5C0/2TsvwHGKYJZQlsbJwDdwvbenrmPrvQzixB48g7y9wfv4jW2zjRWVn+8W3i1EBQYduXn1MOrJwofTa4j4b6f2m1P7pjUleNWVl+PHr2ty9KJb6Zw6UsevSC0RI5cfLezzIZXc79z/UNEuk/Au5pbedqN55MjHQcRarqxwYDADKniZ1ml3Kz+52GEOJ/D/wpdL7yOvDvAGvA3wcWgG8B/5ZSKhNCOMDfAb4EnAJ/XCn14Gn7jxKbX9u7ReBkGFLh9GJiwyXraICcJ1R7Lt+e3OK1YBPbLTDNEtspyK6HTBZswomJGQqMRAO0NRXk95q8ehjwbf86tp/jONrj3DQqnJWIpGURXzPrfrIGO1G/nhELxIHFpN/lDa/N6841pFtg2iW2XWDKag6srpdhWiVF2yApJFFWM9xzgcwEspCI2ShbdY7lrrs5+jiXYNR670oqlJAgZxKzkNc3NRu0ns21n/v6z0HnnBTtjN0tFRj16+r3IOa/KwmFB4VLzcjTY3Vzxv1snM5WKKsESyGcEsOscK0SyyooSsnOqM32sKN7+LlBkZuUiYFIDGQiMFOBkemSfrQiUOuCylZ6xt4vEX6B5WpOwnEYcDBp6ipDbKEiEyOUWLGgsiHcrAV3AkXVKDCCHNfJ2R212R50SFOLcmJhTAzMQpD2IFkW5IGibOfY7ZSGnxDlFq8dbhDGV+AufQLuH1yYphYpY2MDHjwAIFMm9pM8swGn8VhZ/qtfhX6f5M+6dBk8+SJa/+7++/8EBpB01uCv/cVHtokzA8/IEOKStV/AdwrC0JrP518U46lAUBEEH12Bk6uG4wocEsaTZy94wtTE964m/ebKjOQJgjJzgyD/6Z+F60IqvSdn7sGTMwfH0X7vKkkRf/Wvws/9HJn1B7EGwG89uNL7v2oIITaAPwt8WikVCyH+AfBvAP8y8FeVUn9fCPFfA38S+K/qnwOl1B0hxL8B/KfAH3/aa8hEMH2ry3ApI2gndJsRVntKXkkmsUs48DCPdY/cetdASZOsA+F6ib8+5YXVY1pWQlKa7IctjgdN1JGLcyzxDsFIJMq0yZoOSU+RLxR4CzGrnTFLa1MCMyMurbkQy3QwM4CRuCcCM1KIQoKQlLZF6UEeQNJQFK0So5UR+CnLrSktJ6Fhpji1gVBeGWSVwTR3iHKbSWoTpzZZalEmBqQSmUpkqmfZjUwvLmRxbp69mt3U2RjWDLgvCL0AOP9T1K0B9E9T37SQjaKyoZyZ1Tgl0tULJ9/J8O2chq3Jfa6hXekA0tIkKmxGmcsodrVV7MTGmBhYE4kVghdp/oEu6Wvlu7wBeVtRdAu8bsxaa8qyP5l/DqdJwOFEl+/NEwunL/BHCplD6Wht+7SnqJZTFhambDRHNKyUae5wf9BjfNDE3TNpDPTxK3xtcBOv6EpPtxnTcFKkUISZzfGgSXnoIePLJ0mfyM9+gGEY58D9136NsoQKY+7b/njMsqYsOfep/ciPEOOx/pM34dcePPmJX/0qrviX4KuQ/un/LXz1f/HIw3Fu4l0hOwQI3JIIX1PmGxfrpI+nBk0ZImXz0vv+OERLhoymz1jwFAXTwqXpXrLPVodnZMRP0KCegbvXfHrm7jiQiEfBfebVPltgPh62I1FIir/z/8Da34e/9bfIfpELz+UfQJiAJ4TIAR/YB34O+Dfrx/828H9Eg/sfrn8H+H8Cf00IIZRSF0KRkYG/K4iUTWxV9IKIm61TOlbMpHB5w17jNOxibhs0d0qMpCRetqhsg3zJYMmd8sXmQ3yZ8rC9wDfcG3w/W4MTB2dU4R8ViEJpHfNQMsUka1gEVsbLrV3uOFry9KBo853pJq85GxxWHarQwkjA7VfY4xIjq1BSUPgGSccg6QmSzCDDJrd1L3zNG3HD7bNuD2jKBEsU5MpkUs+JH+YtjtIm+1GLfuwzDl3S0EZFJiqSCKUw6uzeyEBmai5gI8taorZU88x/Jl4zzyRnQD4XshG1Kp2itEQtZFPL1tYAXzpQ+hXKL7GCjGaQ0PNjVrwJa+6IZXtMzwhpGjGuyPXce+lyWLTZTnrcU4uchj55aGH1TdxjrSjnDkvMaaltYg1B3jKJFyR5S1C0SjrLEz63vMcXmjvcsDXB9G66wrfUdbZPOxh9i2BXz7s7gwIlIFm0yJuSslVwbXXAV5Ye8ClvH4DXwmu821/APjVoPVD4hzmVJZlsGiTL4C7EPL98zJo3AuAwbtEPffKRQ3AgubSd+yc99w82TLM2gdnYgH6ffBwD3pM9szmXucfnwP3+fRK+gtt9esPcWdICN8nx5D2PxYWJZ18NQHxXERLAePx0cI9MWmYEfALu56NthozDZ5y+4zFTGjT8q8hSgWsUJE+w9525/7nB01/3kTn3OmbnnNO8oCw/MzX6z/9LrB/5EfgDf4D8L/9wwF0ptSuE+CvAQyAG/kd0GX6olJqd2DvARv37BrBdP7cQQozQpfuT8/sVQnwN+BqAHXRBaAArYpNh7HJiN6iUJKsMhFAoW1EEkLUkpiUoHF1SzhOTvbBN21qibcYMcp+ykkirovAVaUtiZCYy1+NayhCIUlEmBidRwLvuEgCOzBkVPmGhS7PCqihdyJsCmUndx8/0Fb20NUgi6zJ7LkgTi5PIx5AVlZJMS4eGkeLWmqZJZTEtHSaFS1xaqLqWbhjazrWyK6oKCiRKqnlv+FF1ulqGtqpL++dAZpbFn8/YlWRe1q9MXWKfOcxp2VlVy85Wc2tZw1BIoYl5SWkyLlyk0Aqc/TLAQJErg0npcpw1OIxbHIUN4siphXb0a1cm5J4+bqLSC4usIcmagsLXgjpCKJLS4iRvUCLIK5OtpMdB2CJLLMyybhc4AtEyUQakLa15Tz31NC5cHmYLJJXFTtQhiW1kpSV184ZB6QiKQFC6JY5RkZUGg8wnK02O44Bp6CLSM07BZaI+xB/q+FCD+yOZO5Bt7QO3L87cm/pL/Ujm/uABMT+Lt/B0wtrM5zs9nb7nsbiw8YKrgXsQKKb4GtzX1y/cbpxYtO1LuMd9zKJlx4ySZyDfaMSUBs3gaktwz8qJ8/d+Nebuf41ng3uq7EdH4dKn9Ny//nXs33od+FdI335A8O/9m1pKOXvquu93LYQQXXQ2fgsYAv8Q+EO/0/0qpf4G8DcAnM1rKlpXVJaCXDA5Cfj+2EOaFQIoCwlCEa1VpD2t0KZMKJ0KFZu8s7PMvcNFpFGhFFSlQZkYVO2KiS0IrwlEpbNVZSgqR0EmOTzocDJo8uvmLaRUKAVlYVAWmnRWNEoiW7uI6V65mPfItStb/Z4FVFOLftpi0G/wtrmClBWi9lsXQnfYVC06o2rCW1UKqASq1PtVlqI0Syqvfp0axM9K8Txajn/aqXu+Hy/UXLluhkxKqhr49U8EqEySlDZpbNGXAQ9lDyGruSjOrENYVfr/qCpJVUhUoQl6QgmKhqJ0IF2cvf9H5XAru0LZCirBcBDw7anHa8YGUiqqSmiRntSA1KDwFNE6xMv15yfrhYlbQiHZPepw0G8hpEJVgiI3NPu/qRjfEUxKiZL1eWIrorHL3XhZH4tSUBXa215IRbKkF3OXP4GvsO37DCFED/hvgZvAA+CPKaUGT9iuRHNhAB4qpf7nz9r3hxrcHyHUAdnDA+D2kz2zAcN3kJTzCy0ADx6QSP+Z2djMZC4ZPDacXpbElY1nXy07DALB4Sxzf0qMU4dWcIXZzI9JtJyMcfIMcsxwyJQGy1cESNcsSZ7grZ7UevNe6+mMW9fVBjOPluX1T+fx86wWSXKSfwuADBv+5t+En/gJsuyrP6yy/M8D95VSxwBCiP8O+H1ARwhh1tn7JjBzaNoFrgE7QggTaKOJdReG6ReYt6YkUxsxMTFHliazlRpE8RVFr8C9PmGpGWIZJcPYoz8IkCcO9p6LGes+aGVpJ7OqUyG6Ge3rIR0vwRQVYW4zjDyisYsYWVgnBlZoY6RoDXQTpAuioSiaWoDFDVKaXkpgZ5iiokKQFiZhZhElDuk5opeRGFoPPjvLtOeLATkzbDnTeBeWJqhxTh5WmDqTl7Kas+OlUBg1O17Uv4MWqXnS1WyGO1rBTlBWkkpBURpUSsxV7sryMXBOjDMC4OOa9sU5EuDs/zF1hlw6el6/9CvoFJheTuCl8zE+Q1SUShLlFuPYJQod1MTCGDiYU6GFgOqSeOnoHnneqqhaBdZGQjuIadkpFYJR4jIYBRRDG+NYj0wa9dBI4ULWraiWMhrdkK4fk5cG/dAnHHjI05qln9cCQJai8KBslsjFBMO/fBL2Q2LL/wXgnyilflEI8Rfqv//8E7aLlVJfuMqOP/Tg/kjmvnMEXOy8hetq3+zzifCDB3oU7hljbPP558FjWXSSaBGcZ+iNPx5+Q+qe+/j4qduNc4/OFQlhH4doexkPxs/40EYjJlyn0boaGdGzC+Lxe1F1ZgM705+/KBwHisqgGE4wa1vamc2w87gATi2SNBt5S3EgOoRf+AWy4IcG7g+BHxdC+Oiy/O8Hvgn8T8AfQTPm/wTw/6m3/+/rv3+jfvyfPq3fDtC0Um4s9LlXLFIOLOyRwOkrzESDR7wkKBbgRm/Azy99n0VzzGvhdf5x8SLJrkuwr/BOKmSu/bqjFUnpC/xGwldWH/KFxkMCmbKT9fjG8AZvFGsUJxbuqSA4qHCGJaKoZ6W7BtGqoPAEtptza6HPy+1dbrontGRMpgxOihYPkgXeHi/zsN8ljkyMROD0BfZQ4UwUVlgicy11qwRUlqR09bhe7utScR5AEWgwU5ZCWBW2m+M5OYGTEVgZgZXimzmekeMZ2dyRzZIlEoUhKuS5NLJCUCpJhSCvDHKlZ93TyiQutaTtjNw3W6BkiUmVm4hCYMRaYe+RefdYYSRV7VJX/z/1rHvW0KIzaVdQeQrTzVnvjXihfcRt74QVa4QrcsLK4WG2wHfHa7zFMtOxhTUW+AcK77TCmhQgBWnbIFo2qGyBWC65udDnK70H3HEPyZXBq+F1fp1bnPQdnL4g2K9wRvr6Gi8ajB2B8HN+fG2LLzQeMi1dfuX0eV4P1zFDTco0Q11tyRuaQV+2FAudKZH1bMnqefxwwP0PAz9b//63gV/myeB+5fhQU7DfU5bf1mpF9kUKYo6DTUaWnvvUHjwgVu6zJUXrx9PRY+A+U7i7IrgHLeOs535RKMW48GkFV6sKfByiFRSMymcI+9Rl+Ub7ao56rlWRlI9l51//Oslf/9v68X/3f60z7ouePztXcM7G2urM4z1gXYshzRQQM+z5/VnGhZoNv5uhlPotNDHuFXTpT6LL6X8e+HNCiLvonvp/Uz/lvwEW6vv/HDrbeGpUSjDJHPLE1Gzx2Zy1pdnRpQvC1opsSWXRLxv084A0tRA5uqQttfTobPvKUVi1j0RaWQxLn5O8wSjzyFNzzkaHOqN2tMBM4ensUTkVllViy4ISSVpZjCuPUXlm8jJKXbLMRGQ6G5w7tTHzSxeUtqR0DUpPA3vhCUpv9h61rr5yFNgVhqlf0zJLrQVvaElaS2od+vNR1g3iGZDPbuUTGsdSKIz6ZspK6wMYJbapR9gMq0Q4lXaKm42lubWnu1vfPKn/F1tSWRJl1KQ8VXMBChCZoMhMpqnDaaqPU79oMK48EqVPVlNqnXus2evo/ZeuoTUGhO7RyxzK1GCcupzmAcPSJ6x0Nc4ySpRVaSKgI6hs3aZBgSgEeWbSz7QhT1TZWnbX0O2Cwq2PuawnEXIQqSRM7bnE7zNjPkr47BuwKIT45rnb1y73IgCsKKX2698PgJULtnPrff+mEOJfu8yOP/SZe1kC7Tb4ft1zB9u94GLuujj0SWeiX2VJsbVLqYxngvu8LD9+TPK0BvelZ5iJPB5+2yLCeDq4xzFjWrQaT614fiyj3agYV42njxLWZflG99kytefDcyqOlQNVBVKeeRBEunTuHj98qpHLeXAPTk9haYk0BZMcKR9D61ok6ZHMvb4/y354bHml1F8C/tJjd98DfuwJ2ybAH73K/ieZw96DRcyRgUyFlmdtzOafK6qgxLQqHg47HE4/T1YYhKFL1bex0Jl9smjMS/JFq0A2c7LC5JXjTV6T6yS5yTRyySY2cmIiCshaUPiadVaZUHpKz0wHBUZQoJRge9zlMNKE1bw0SHOTJLXIExMVm8hEYiYa6PIASleQLGoHOXWufD23WjVnfecKTJ2tC1PP3RtmhVKCNDcpSsk0dbQBTC1Uc14X/jKErvNXnVmJ/qxUL+ZiN6ZZgZtTWRWVL0hzSZqfn9HXP0Uhai35s1Gw89ayRiIoT2xOwg6nJ02+467julpDf7bQykttgGMGOdmqIm+ahOsCMzZ1aV7VrRgURt9kN1/gaNDkV/3ncO0cpQRxZmE0c+JrgrxtYE4N3VoRoExFdeLw2+VN3misYZuFJlgaFdlyRuibJKH+zESun2NNJJO9JqPsCk33y1/ST5RSX77oQSHELwGrT3joFx55OaWUeFyt6Cxu1MTX28A/FUK8rpR692lv6kMN7vPMXQjY2CB7sAeAdRG4m2adudd/7+4S1xnapcvy0+JRQIljIny8qxA1gKBjMcVCjcYXf4nHYw3urU/A/fFotRQj2qgoRgRPJkOWgzExPo3e1RZerlNptnuSaMGiunQ+kx72iJ9q5DJfCJ5jzKeZwBEZ8Bi4PyaSlGHPRZKy/8MPdRTuBxoqNmjcNUHUM8m9ChZSWq2YppuSV5LBxGey1yQ9NbCmAq9mRBdNRXSjwGxltJoRy45eCI1il/HEI9xpYo0kZiiwc7DRPe8iUCQrJbQKvGZCy0txzQIhFHlpEKY2YeQQnvrI0NDiOLHu7zoFOHBG8LKhdBV5S1F5j+nEWwW2WWDJat4rB60iV1SSrDQoSkleGhSFQZaaNVFN6F54Tbqj0sx8KjH3cT/Pln8kzs+3S7R6jdRkQq1koxCGQtQ9fcOscJwCU2ZnVYNaoGe2oKiUIC8NstIgyc0zPfpYC9QYscBMBNa4FuwpTcBBGTCtj49eOJUYzRzfTwm6E1xTt7Oy0tD9+KmDGtuYY4k9kBiHElFZ5FZA7EHerlDdjEY7ptUbY8qKMLMZhy7ZyMEcmrjHEmPbBeESNbTxjLmQsLQ8xloriVKbydSjGtj63JgKrLGJii5fxfvd6rkrpX7+wtcQ4lAIsaaU2hdCrAFHF+xjt/55Twjxy8CPAB9dcJ9n7qDB/W5dlr/AeQuhL7BpVsNp3W+HZ2uPz2VJKxuGQ+h29R1RREwH74rqsM0FmxKDpB9x0bqiGoyYsPqJOt0TotWWlJjEB8f4zz354IfHmvzYWLjaystzIcbT7jG+Py+dx/UnNVczvMDIZb4QPAfuWT4D98daCfXiwP5z/yMcQbp6E/7KfwBf/Sr5/+6jA+5GCv6hIu0K0p6CxZTbaye81D6gYaTcixY5GTRxD0w6dyvcfkHhS8bXDJKVit7GkC+vbHPHP8JA8SBZ4LePbqBGNo0H2t/bHhcoKchauiefLiislZjPrO3z+fYum3YfgP28w/enq7x5ukw+tXH2TbwjgXtaYU9LZFaB0GXqrFn3mx0oGhVyIWWlM2WzOWTTH7Jmj2gbEb7Ui7PZvPuo8DnNA07SBv3UZ5h4pLl2YCvjMzU3mWk1tzlBrzgj6olKPcqkr+M8qCs5U5g7E62pbE3iK22o3IrcqSi9AlxwvYK2m9B1IhadkCV7QtuIaRgJrtCLpkTZjEqPo6zFdtxlZ9LhaNggH7jIwsAaa193e1JhRhWiUihTkDUMkq4gXrZI1gTKy9hojPhMa58Ne4AttAXsa+NNvnO4TlQ0cQa6J+8OtT5/EUim6waTWzaiHfNi54gXAq1RsJt2+MbJDbarJbxDk9ZWiTWtSDsGo9sGccOk50XcaZ5QIXgYdrnv9ohpYIYGzkCb41w6fjg99xl/5Rd5lNcyj3qaJVJKpUKIRTTZ9T971o4/9OBezMiPGxtkv/oAeAq4A7bIyfL3gvtlM/cIH46Pz8A9jolZw/Ou1hdvdvR7nJ4kF4L7dF/P1Ld6V+sZfxyi3dW9s/HeFP+5J28zPdEgfOWe+2xOPYpgYeERDwI4649fZOTyCLjX43BpLrAvMq346ldx1r8KPwfZ3//v4F/Qd/8wy/I/8FCQNyBZgHyhoNfW/udSKIaFz960TTG28SdgRRWiqCgtgyIAOjk32gNuuH2aMqFfNNiL2/RHAdZAYg8V9kSDchEY5L4ga0HZLVjvTLgVnLJp92kaMf2iwUneYDdsMxwFmH0TZ6Bdx+xJhZHo73Hl6D5x1qjV0roVspex2Jlys93nht9nzR7SM6aPzLlHlcOo8DnMWhwlDU7iBoPII4ocishExAZmbas6Y90b2cyNrQb3UuvUn59zfyK41+NuM4Cfg7ule9SljeYCOJLSM0g8vbhIcpPYs8hKk1JpzoAUFbZR4MsUl5xApvhSk/vM2kb2AMgrD1kYNcu+XpikCplU2AqUNPTrOwZT12Pfa7HghCyaUzpWyJo1YOR7nLYD7oY22dTFGoM9FVhxiRmCPdIZ/aTnsdtqs+aO2LT7XHP7HLcaHLRb5A2TwhFYE4WZVFgTSTyyOJw0adkJXTui54TEbYvt3CDJfYxEXikb/yGx5X8R+AdCiD8JbAF/DEAI8WXgzyil/hTwEvDXhRAVmg/zi0qp7z1rxx9qcJ+X5QE2NsjLLeBicw4AWxaPgPs8G3tGcicleE5JlNbg/sIL+oEZoS64hH/ruWjWmjSTfs7SBduM9vU+Wws/BFbVhyxmx2R0ED+xmQUw7etM5Kqz4p4/y9zrdkhdOk8iF4dEt1GeYuTyCKFuVpbPJY68eOphBuLpucziowTulQXDlyrM5ZilZkxgZxyELd7pLzKZeuQDB/vUQAmYrmmjl7QHyXrOYm+KFIrvTdcYZh67ozbD0wbmkYUzFlSWYrpqnsmWLlZUiyndrrb4PExbHGcNprnDYdTkuM5CrYGBPdajYIUrKFYMlGFQujXLvaHIm7qs7zZS2kFM20molGA/0Sp0pRJklZZonWQO09QhSrXFahmbWno2kRiZwEnPxs5kzpn0bD1OpyRgQmlyJib/LIARZz9nTxFlbQ5T6IVDZQqqiUBZUvvP2w6h02TX7SHdEsfN8ZyMppPhW1ktQZtj1OhWKEnLSag6gpFTEDZd0iWLaCyxJiZmqC1jRaHfhyjBHgqobPbDJQ57Lb7d3mS1MaFl6QW3YxYsLUw4kTAKHJJFA2doYCQKZYAVQrXj8Fayzu5ym432iEU3pFCSXjvk8IZFZVtEp3rMUZngnErGqsM3hz7NdkwviPDMnBtLA47cnLHbpLzs96lui/ygQyl1ip5Oefz+b6K9HlBK/Trwuavu+3cE7j/IAfzLxHvK8jXT+Gng7siCNK8Zkw8ekCxdh+PLWYL6rjoD91nEsQb3xtWEZmaAMxlcPHc5OtT7bC1ewezgYxLtJf1Zjw8vHm2ZDjSYXhXcXU/orHtm6l6XzpN/u49Xxc80cpn33I3GOXA3cJ5iNzl7zoxVr9RHDNxdxadffsjtxglxafPOaIntwy5yz9XjapHOOrMWTG8o5GJCtx1y3YswZMVB2OJo2KA48nCPDNpjne3O3L+yjqJcyGj2Qm41p7TtmEoJRpnHd47WtCf70MIeSpwpBLHOjpWhmfNpR5A3FUVb94uDIGHJj2nYGuikUBSVJCpsdqdtpolDHNvksYWIDWRUZ+Op7tkHeT03XpfXdahHNODnc/F2XV4/ZyBz/vcLB93V2Vz6LMt/RKe+BJlq9zuh1LmFgnaCQxp1pu+RWBDWDPrSq1BeieEXeF5Gw01p2SmLXsh6Y0S1qBc0k8xhFLtMph5Fbd5iTaQG+xisCah9g9L1mTR8+q2FuRf8UlPva7M5ZLLqchwGDIcB4tTG6UusCQQ74O9bZK0O7yy1uLucstid0HYSOjf3Ga259McB+YmHc2xgD8E9kZSeS7zksLXmsbk64Pn2MS+2jrjXXuDgksTnmS7Qhzl+p5n7D2wA/zLxeOZ+GXC3jYKsqJH8wQPitTtwfDm7Vj+AaPQouJfTmAwH7xlOYY/HPHMfXbw8HB7pK3137YpsvY9BtJY1Go6OLm6iTYf65Lhy5h5IYjxN1pvd+dWvEv87fwvXlXOTootiXpZvLZ/13AuJbVwM7o9n7mWpAf6HMQr3wwjHyfnXV75NIFO+Mb3FIPKQuy7tdyE4KFASJhsm6ULF2otH/OTyfdbsESd5g1eHmxyctjHuu3QfQnBUIDNF1jKYbAqS9ZKFGwO+sLTLC8HBvHT/xmSdt8dNou0mwa7EO1S4owKZKpQhyJqSZEGQdhXZakFnecKt7inPN4/ZtAc0jZhSSfplwHbS42HY4zgMGAwaMLCxh5LmCOyJ0vPiicJIqzoTn5XLBZUlKO365tQ677b+OeuPz0RvlKVQ5hkpDqkQUj0K8LWKnaqEJuOVYi6RK/IzcxqZ6szdSGuQT7XBi5EpZKbq0r8mB8/GDAtXkgWSvGmQtWyijsu0mxN2IzbbI9b9EZvOgEVrgi0KLQmb9bgXLnJ3uMjxUQvrwEYeCrx5u0T35NOWJF62CTdM9q8Z9NZCPtPaZ9kakyuDe/ESr5xcY/fhAuK+hXeicAcFlSmIFwzCDY/DmwbutRN+dHGL606ffhHwK8d3uM8azqlB46BEVIpoZDApHQ7dJjdbp3zOP+S2d8xvuFfQDPmYg/sPbAD/MnFh5n6B8xaAYxQkRZ25379PcufngEtm7g190ef43vy+MzORqx3KGbhPJ08B9xN9InbWP/FyfzxaK/qYjE8v/rJOx/rYXh3cDRSSbBQzr5mMRiS5xG08+xs/B/fmEpxq8mtaGjjGxbyMxzP3C+fiP6ThGgWJsniYLPDqYJPxUYNGX2BPKk2kakiyNhhLCT+ysMuXggdkyuBuvMzDQRex4xLsQnCkjUpK1yBtCZIlRbA+4UdXHvKlxgM6RsRp2WAv7XB3uEh4ENDYlTR2KtzTAiOtqExB5pukbUG8rMjWc1bWhnxuYZ+Xgn027VMCmZJUNgdFm920y93JEg8HXcITH+vUxOkLnIHCnijsaVkLwFS1M5qef1emmM94F54Wtik9bbuq578VyqnAKTGcEru2VdXz79V8Xlw+NiJX1eNuZSXJK0lRGqSFZuLnmUmRS/LUQKQSY9bfjwVmAmYEZiww40qrxpUKmZZzL3rLktiupBhJ0pYknUrSyGaSGNzLTPLKgBb4RkrHClkyxyyZE80/sCPesNZ4aPSIcRCl1IuLpMCclHoSIdeC/VPT566zSNtOWDSnXLP6LJkTHFnwy4VJP+phTyRWqMWC/CMAg8qy2PPbnLQafM7f5pp9yrjrsrvUJj1s4g4E9lQvtpxTybTh85qjdVCe80/wntIaezzE03WZfs/H7xTcrzSADxRoMsD/+0kbnTeauH4BWel8vIdQdwlwt42KcVmn/NvbxD9+Dbhs5i6JjNYjmXs8en/gPi/LP8W2dNjXJ9cn4P7eaK9r1vm4f3E2PK1tAK5clq+rMMk4OwP3mlDn+c+eXJj33BsLcPqm/r0wcZyLwf3xzD3PH73/wx6VEvzDnS+xe9KhPHbxTjTopG1BvGCR9iC+lnNtYYQpS95K1ng3WuRbe9dI77UI9gTWVFG4Uru1LQii9QrresiLi0f0rJD9vMNr4TXeGq1w/7hHue8THEqcU6WV7RoGyYKpFwULgmS5wlhKuLYw4rn2CUv2hKSyeDtZY5D77CdtdqYdjkYN0oGLOTDxRwJ7AmadqctSaWEcV4u+lLY2QSldUYM4FL4G8sorwdVA7jg5jlXg2Tmuqd3mbFli1z8tWdZEtmre+z4fpRJUSlIoSV4ZFEqP3CWlRVqaJIUmzqW5RZaaZKmJSgzd/48FRmxgxrp8biRqntXLQs1JfFakSX1GIrCmJtmgwd1Tj61Oj293NrjWHLLujeiaEZYo6VgRz7ePMWTFrttm3PJJewbuiY0zqjBjXSlwBorKkMRZh1+ZutxfXuDT3QPWnSG+kfF895g3bhqMjBZZ08A7lthTfby9A0lo+fy6vEVcWtwJjimRrHXHbN22GTg2zqlZt0gg2JXEYYdfPWrw3bVVSv755U7Yi0YQP0TxTET6YQ7gnzea+PKXv/zMQ/tIWX51ldml+InmHHU4ZkGWGLC7C2VJ0tOmLZfJ3D0PIqv9KLhPLqc3/njMy/LhxYpJo6HOPDsLn7DlH4/Wukbs0eDiysdkqoF4dqwvG15DH+94lNGe3fnwITHeMz0I4FzPPeidleUrA9v8+GbucWGx9801mts6e6xMRd4STK9DtpzTXJryQnNC24l5GHb5zelNDvc7uNs27X09dlXagsmKJF6rkOsRN5YGXG8MaJoJ+0mbB9MeW0c92HdxjyTOQGlAUYq0LcnagmRBkS8VNBZDXmiP2PBHdCxNXD3NA743XmNv2qI/CiiHNtZQk+68CZixwsgqRFW7olmCvFFn5j71TVEGJXgllpfjuTldN6VRy8y6RoFn5DhGgSlKLFE+kpU/HpV6+mLy/HOlUPPtKyUokRSVMZelTUqTae4wzRzC1CZOLcLYQsW1bn4kMCNZZ/ca8GWucIcKZ6T/38IzyJsB/abPYWcR0cnodELWmhNW3AkdK+IL3R1uN085XGmyM2ozOG1gHtm4p3qywYzRksADQXbosbvk8nC9x/rykJutPovOlK+sPWS33ebBWo/+XoC/a+AdK5xRhZELorDBbw3u8L3VFTbbI5a8Kc1bKUfLDY5OWhh7Dv6hHrNrbinywGRyc4GouPwX6iPfc/+gBvAvE4+U5S2LrLUI46eDu21WpJU575smHb1uuVRZ3ofQbD4K7rUNqNe+2lV4Du7xxcA9HGngb7cv3ORjG62uPm5PE/ibRvr4XTlzr13fZi5wQJ25v4B7iUXc7FyKvR48rEfhSouuefFC5PHM/aMG7kVusPSqovnuBGUZTK/7ROuC6lbMT9zY4rPNPXJl8OZ0le8frZBtNWhtS/zDCiuqdMbeE0xvF1x77pifWn6Xm+4JUWXzZrjG66drHG938bdMGjsKr5/Xc9MG8YIkXBMkGzm99REvL+3z6cYeS+aEUkkO8zbvRkt8f7jMwXEbcejgHkvcU4UzVlih9ooHrbeeB5K8IcjagqytyNoVtHP8VsJqI2TZn7DsTFmwp/MZcltovXjQWXeuTBJlkVYWSWWRKlP/rEyyyiQtTXIl59k5nAG9FAqJwpQllqjmCwVHFvhGhiMKXJnjyBxLlO957UTZRJX9yCz+YdzkZBownbiokY01lNgjgT2mbj1UGKnOvCtTUPiStClJFjzGiy79lSaHSxOe7x7zYuOQF/0D3HZGf7HBm6trvLG2xt5eD3vXItgD/1jhnZSoPUi7BtMTl73rS4yvO3xhZZfPNXf58da77C90+NXuHd721kBY+rM9qXBGAvfUIDzt8PYth5c3d/nx7n2aiwnfWdjkV93bZEmTYE/RvB8i8gp70mAru4KIzQ+BLf+DjN9pWf4HNoB/mXgkcweyzjKMwWpczC63TUVWGnNwj5vLwOXB/Vg2HgX3qf7SeMHVZPpngDNNzAslVIcTA19E2PYnZfnHwzTBFxGjyQXHPUmY1v6OV+65tzWAz6oygAZ38Xnc5rPB3a8/rtjp6sxdKdLKxLEuz5b/qIG7yAT+XoIcRZSLTbKGIFkqeWH1mJ/tvcWG1ee16AZb4y7pwwatdyWNgxIjrih8SbwoCTcrVm72+f2rb/Hl4B65MvlmeIs3+mscb3Vp3Ddpbld4xzkyLcmbFklbEq4LkpspNzdP+LHFLV72t1kyxiTK4l62zDvRMq8drTPYb+EcWNro5KTEGZUYsWY2KkuSByZpW5J0JWkP0l6F6KV0OyEbrTHX/QHX3D6L5oQFc4orciyhP/NcmYSVQ1jZTCqPUeEzKj0mhcs4d4kKbfiSFBZpaZAVBkVp1PKxMytZwaw4KqXSrnKywjZLbKPEM3M8M8c3M5pWQstMaJsxbSOmacQ0ZYJrZFiUZy5uymFcuhzW3IKdqMPOpMPJsEHYd8j7kqIvcfsCZ1xiTSqsqMAagzMwcEcm8UgSTR1OI90KqBC4rZwX3TGr5oh1a8C6M+K3nJu87awQSlf34xOFPckx0gojM5G5wbRs84asWLKn3G4es2ENsJZL0tJkK19G5iaNnQp7XGJGAiM1GBkeDxo9Pt/e5bZziC9TDleavH7ike4bBJ6JFUZ4Jzkie3ZbbR4f9cz9GfEDG8C/TJj1u68qkH/v62T7Okuy//V/Bf4vf/7J0qBWRVpZGtyFIPIWAAie4UEC+qI9F7GpYw7ul+jZnw/b1sz9SRlomdMn7GAYWnTMEPgE3J8ULRkyDi9YidemMZZRYttXFLFpakR9T+Zut2h5z744zMA9sjt69TmZkFUmtnX5OfcZuH9U2PKygLxpUTQWCVdNxrfBXo3Y8EfkyuB7yQb//PQ5Dh72aG1LgiPtuJZ2DcI1yfR6RfPGiM8t7LNoTdjNe3wvWufXD25xcr9H44FBsF9hTStKR5L0TKJlg3BTUV2PeXHtiM93d7nunJIrg7fSdd6Jl/nucG1eyg+OJO6Jwh1q5TWAvGmeKdV1a2Z9r0R2MxbaIRtNzSBfsccsWhMCmWKJknHpcqoaWtSm9BgVHsPcZ5B5jDKPaWYTpjZpalHkBlVmaN/xUsBM370UT5agnc20117tytR668rUlrLSLjGsUkvj2jlNJ6Vtx7TthLYV0zUj2maELzNckWEIxYo5oikTlq0J696IvWab3W6b04UG46FD0jewBybOwMAZ62qKzBVmVOEpkLnEjA3iaZvfHrvsrHS411vkRf+QnjllzR7yo70tbFnyprnCyA4oPBP/SOKMS8y4IjjQ/9RIdfml6kWm6w4vN3ZoGAkv93ZJbxkcyAUqy6SxA+6gxOuXFDsmw2aHX/HvANA0EpacKY21KaOwTWV6BIf23PzmUqE+BmX5p8UPcgD/MmHU1+zi7/497H/3a2T5nwHA3n9wobGHbSmyyoL792FjgzDVh8C/BH76PsTK1eBeZ9txpC79/Mej6eZMwqauLT8J3GObjnM1cZyPU7StiHF0wSk8c4RzC+Bq4D5rscwWbgBsbRGZrcsRL2fgbrX0L6enpMrGsS7+LGfg/pHN3CsY3bZIFiFZKfBXQm70tCTGN8c3eXe0yPbDRYL7Fv6BBo6kYzC9JojuZNy+fsRnOvss2xMepgu8NV7he/srqK2A9kOBf1xhpDrLT7qCaEWQrBf0NoZ8ZvGAF4Ij2kbMqPD5TrLJ26Nlto+7qAMX91jinSjscYWZ6J564UtyX/fp047O0lUvo9GJuNGcsB6MWHNGtM0YX2ZIoZOGQREwKjz6WcBpGjBMPUaxSxjbFImFimtSWyqQ9Uy8ndeiNvVcvCzVXNhGPA3cxbn5+DlD/8xPvrBh6ChOHUXlVuBWmG6B56e03JSOG9NzQnp2RNeMaBqJvnkJ19w+o6bPYa/Fftxib9xiNPIJ+w5O38AeGjhDhR3qz8odlFihwBlIkhOXw8MV9lY7vLG8xgudY57zj1k0p/xE7x5L7pQ3WqscLHRJdi38AwvvRC8YmrsKI5WEUYdfmnyKB+sLvNQ5YNme8DOr7/KmH/LdYI3S8ageCNxRiXtaUdw3uM8ag8jjZqePb+Y81ztl79M5p6sNJgcu/oFA/PIVTtqPM7h/0DHL3Iv/8P+EHUVnbHkyiNInGns4tiJVdeZ+8yZhqO+/LLhHpaPTq+kUmk3iUK/wr5q5AzS98gzcV947aDBMPDr+1cRxPk7RshNGyQXoNwN37+qNs1npPQkfBfdQNC5V4TEMXWYPZU2sOD0lVas49sVXCyF0lv5R7bkDjF4qWb59yo/3DmlbMXFpsTXtsXXaI90LaGxLnX3HFbkvmW4K4hdSvvL8fX66+w5NGfN2ssZvn9zgwdYS3gObxrbCP86RWUXWNomWJZMbCuvmhC+t7vOF9g7XbV3R28kWeGV0je8drpLsNvD39ey7Nyi0RnqpKF1J2jJIepJkEdKlEmsp5npvxO3mKbf8E5atMS0ZI0VFUlmMyoD9rMN+0mY/bnEcNhhNPPKpPTeksUKBN2OmJ/W8ea5q2Vk1l5tF1Wz1Sl0qc5wL2RliPq+upJ6tn0nR6vl6g8IzKTyb1PfYDxS7tcFLqxGzFISs+GPW3DFr9pAlc8IN+wR8mLQ8ThaabCULvDteZHvQYXziYx8buCcG3qn2W3cGBc4A/GOD5NAgOnI5XF3meLPB8WqDL3Ufcss5ZrPT54XggNc7G7zW22DUalPZksYu2KOCVlhhTwzCscfbk3XGtxx+auUen/O3ecE9YMEJ+VXjOSbKhy0De1rR2KswUoPpuMerGwHXV/t8unvAl7tbJBsW37m+wetvX7uc1R6fiNh84DED93Jbu8HN7DJn9plPMvawbUU2A/ef/mmiSAOzvETL3PMgyus66fGxBvc6c39f4B5UTE8aF7LChrnPsn81u9KPU7TdlPHkArLEzO41uPo3dDbuNlu4kSRwcEDoe5eu0Pg+RKJeCRweknIDx3n6e3Gcj/AonAnrd475t2/8Js/Zh2znC/yz4YtsnfYo7jVobwu8kwojU2SBJFyTRDcKXrqxz8923+K2fcSDfIk3Rus8eLhEcNemuVXhnRbIvCJvnAG7//yQn9q4z5caD1i1hiSVzd10hd8e3OR7e6uoLZ/2jiA4KHEGBTItwRDkDZN4wSRaFsSrFWo1ZX1xxEvdw/n8e0dGGKIirBz6ZYOdrMf9aJGHYZeDcZNw5MHIwhoLGhOBOUXPase6smCkCplVyLKCcjZ2Vp8XNe9GZ+W1it2Mi/O4iA31HPb5BQHn9oUGeQxBZchab772m3cleSDIGxZFw2LUchm0m2y3Oyy3pmw2htz0T7nunLJsjrlpH3PTPuZFd59tf4G3Wqu82Vlhu91l2vQofElpCfwTsCYFZj/DmkrsiYU9kUyTgO9lJnlpwCK85O7xOXeHdWvIijPhn1l3OBE9qAyapYEzLAgOKszUROYmB2KBV+2MDWfAp5x9fqL9LpNrDq9kNxCVQ7ArccYVjb0SK5RMU5cds8Ot1ikvuXt8yj7kJxpd/m/Fz3N0hSLembLghzM+1OA+L8tv3oSd10lxsMiQs7P/CbPyjl3bau7s6Mz99HL9dtAX7BlhRB4fw+3bxHVi/X7AvdFQTGheDO5lkxcaT6GDf8yj5efs9y/48EYjJjSvTKaDcyI0dd+VnR0AosK+0rkSqXolsLtLhv1MoLbtj25ZvrLgZ1bu8tPeXQC+l2zyznCJbCegtSUIDktkqUhbBtMNQXSjYP3mCZ/r7OHLlHvZMr8yeIHXH67j3bNpPtTOcQDJgsV0zWB6o8K9PeEra1rQZskcc1o0eD26xjdPr7O1u4i1bdOoxXDsUYEoFUVgkrVN4gVBvCJIVguaqxPu9E74VPOQm+4Jy+YYSxQMK59+0eBhusCDaIGHky7HowbZsLYiHes5eGuqsCJd5pdpPUJXqrkwihICLEEl63J6rWanTKiMswx8Lkd7DtznZjLVmXOcqDirANQ3WWrJWVlWyBJUWmFGgsqSlGNB6UhyX5A3JFnTJm9bbLV9dtsd7nYW2WwOuRWcct3ps2SOaRox1+xTmkbMkj3hLW+FtxpL9BstioZF3jDxTiTOsMSMS5xhjqhMRGkQZi5vp2uMM4fBks/ng22WzDGf87dJV0x+rRIMRBdlGjR2Bc6gwB4WNARUlslde4V/aubkCwY9QyvbTa87vC1WUIYLDyX+cYl/VKKkwcj3+H53mS+32nzB2ePT1gk/vnifX7mKtvyHG9s/3OA+z9x/4T+C/+BPkEbOmWPXBcYetiOoMChKMG/dInx4NXAHbSoS1KS6ONbfuveVuTcFI5owPnzvg1nGULXpNIdX3/HHJNpBybC8YIh9NGLMOq3O1aYY4FzPfNYi39qiQhBl1hXBvV4l7O2R4uA4T68Jns/cP2rgLuyKz/i7GELxTr7AN8Y32N3r0diVBIcl1rQk7ZqE67rHfufmIV/o7rBoTXg7WeM7ow2++3AN+x2P1pZWm0NoWdLJNUl4o2Dx+pAvLm/zcmOHoF4QvDa5xisHm0x2Wni7BsG+7g+bYUllCvKOSdKTxEuCeLXEWol5YbHPi20tV9ozptiiZFj6HOZttpMeD8Ie28MOk5GHmMnQjmcytFU9I17NwRbquXjX0CYuVi1Ja0Fpi1p6Vsx75co8051/BNxn6bkSj+jHi+rMKlab0ijtNpcrLUWbn8nNylIh8wqZgxlXWBNBNZzJzgrypkneNDnpuBx2Ony/u8JGe8T1xoAb3ilr1pBAptxxD1m0Jmx4Q95qrfBud4FRLyA9MPEOBd6p1JawYUlQgpEamJHF0WSJXwo9jtaafKm9xbo15LPBLnJd8Yp9jW1vgcK1aW5beMcFzqiksS2oDJvX1SaTzOGLvW02nCE/sXCfhpXybeMaYeFhxRK3X+CdCvJ9g4Nuj/+p8SILxpTn7UOu26fIpwhJveec/ZiPwn2gMc/c/7U/As2U5M9UuNPkqcYedn2BzbAxb94k/P9dHdwj/DNwT38H4N6W7NCE8TvveUwNRwzp0Ok8uPqOPybRa5cMVEcz0s3HTuXhkBFt1t6HXe7sfAjjemGwtTV3D7zsuRIEEOYamdXuHikuzjPGLT/KmbtnZRhUvJqu88/HL/CNnRvYuxb+kcKalihT6Hn0GwUv3d7j55e+T8+ccj9d4rdOb3L3wQrePZvWVoV3rDPuZNFkfEMSPZdx59YhX1l4wAvuPrYo2c57/NbgFt/ZXUc9CGhvC/wjPd4m84rCNUg7BtGKJFpTVOsx11cGfLp7wAv+AevWAFfkRJXDXt7lXrzE3ckiO8MO4amPeWriDwX2UGn2eFhhJBVGVs0zPq1YJ7V9rCMpHUHhQuEJbdDiQOXUvut2hbIrMBXCqhBGhTD0uJsQevRtFkpBWQlUJakqgSokqhBQSK0tn9Y+8anUynOJ7vWbCbX+fb34yCrMvIIYbAGuJXU2H0iypiDt2KRdi7d7AVu9Lvd6C9xunnLHP9IWrNYpq+aIm+4J7zRWeLOzyv3OAqO2R75n4B9KvH6BGZUESYk9NXWZPmryjeQG4w2Xr/QecMs54kcb91m2Jvy2e5Pv2BsgXURl4J2UuP0CoUxkbvMgWyG7bfAvrNzlM/4ua/YQgG/Ft7BCCzORGGmFeyrJti2+7WkF0p/s3sOROb51hTbnJ5n7BxdzQl0BfPWrpP8UnH/EU409ZvPEKQ7+zZtE0eWZ7ufBfTYOFycaAN4XuHdNpjy55x4djClYotO9eub5cYlepyIiID3u46z1Hn1wNGJMi/bC1U/xJ4F7iK7vX6nnHkvodCh2dWXGdp7+WTqObu/DR28UzjUK3krWeGu6wqv7G+QPGjQPBWZcUtmSuGcQbii6GyN+auFdPu3uclC0eXOyyt2Hy/h3dSneO9U66FnHZLqh+/Iv3Drg51fe5EVnnwrJO+kKv9G/zes7G4gHHq0H0NgrsEeayJA3TOJFk2hNEG5UeJsTPrNywBdaO9xxD+hIXbI5LlvcTVb47mSNu/1FBidNzGOLoC9w+1otzZroErTMKz0Pb0hd9nblnHGf+1AE4kzBzquovBLhlVhOge/kuFaBb+W4Zo5rFI/I0EpUrS9fUdWCNudlZ5PCIqsM4sIizi3izCLNtORslZiIWGJEUmvKRwIzBCuUWLEeZTOSEiOtMLNC+6mPBc7QxO1LPdffM0kXGtwbuhwvBxx3G3y65fGCd8CqOeJTzh6r5ojrTp9X/U1e99cZei0q26QyTfzjUs+zH6cYiYXMTKaFx/eLNcpKwiJ81tvhi/4D2qY+9q+Vm4jCQVTgnhYa4EsDUZnsyUW+48bcdE+4aR3zle59djY6nAyXMBJN8DNShXcEyvD4VnaTo40mL/f2cOUrlz5nPyHUfYAxL8vXlZY0PQPvi8J29ZcjEy5sbhKG76Msb3fOwL1WPLqMCM7j0ehaF/bch7uaxt9+H5nnxyW6C7pqMtiesvoEcB/RptW+gmhFHXNwT+pjv7VFtHILDq92roQhsLBAuqPPFcd9+nvxvPeC+0clcxcofvnoed333rUJjrRWfGkL0o4kWhUUmwmfWjhi3R4QVg6vh5u8vr+Ou+VocZqTAqEg7VlMNyTTWyXrN3Uv9UVHW1y8k67wa6d3eGNnHeOBS+MhNPY1uCAha1p6/n1dEG8WdNdHfH55j883t7lpn+CLlEg5bGcLvBWt8t3hKjvHXa2Hfyxx+uAOKpyxFtiRmb74VJbUhLUZoAeCrCkoAsgbirJRovwC289peykNJ6PlJLSshKaV0DBSPCPHlxmWLHBFgRQVligxnmAsXiKpaqW7XBlzlbuotAlLh3HuMs0dRpnLOHGIEoc0skgiE2NqYE0FZiiwJ0IDfagwYw30oqgwpzlGqmfXrVBL8CZji2jS5vVll+OlgMNOi0819rlhn9CREXecA3yZ0jAzvm1vcGB1KR2byjIIDjUT3poWBEeAMKFyeLtapUJgLFW87D3kpn3Mj3UfEF63uZuvIpQFmHOARwhK1+St1grf8m8QtFN6RshLvUN+/brPtAyobAN7rLCnCrkNZmSzM1khvG1xsUL6Y3Ge6PghjQ81uM/L8rUwwWXA3alFSNLVG2DbhOETp9CeGLPsPOpunIF7buAYOVJePcVqdgwmNFHD0XsmNIb72ku8s/QRSd1+ANFb0idAfydi9ccefazsj5jQel/SvYYBjsweAfdw7c6Vwf34GFhcJH23D5ydexeF551ZyH/UwD1XBg/uLdO4a+EdKcy0orSE7nevKPLNlFvrJ9z0Twkrh7fjVX7t8Db5VkBnR+EdF8hCkfRMJpuS6e2SxVt9fnTpIc85h/OM/VdPn+eNrXXs+y6NHYV/VPfXDTkflZtuQraZcm29z8u9PT4b7LBqjZBU7BVd3o5X+d54jXf7C0yPAuxjE/+4ztYn2pXOyDXgVrZB6daStHU5O29C3lIUzRIaOV4jpeUndN2YnhPRsWI6lp4rbxgJrshxpVazM1AYokJSYVyi6VvOpGmRZMqYg31YOUSVzbR067l7n2Hm0499RrFLFDokEwuz9mC3JmBNJPbUqHkDJbKosELtpGdFBlYosSeSZOKxN7HoLwXsL7Z4qdXmRf+AZXPMujXAapQERsqr9ib3vUUmjktlmwSWwB7WZfpDarKdzd2qvgAvwQvuPjecE76yYFNUkgcsAxaiMvGOcpx+TrBrk7c8fsO/iSUqbngnbLhDPrO2z/fEKlMrwN+T+IcK/7jE6wucoWQgumTV5SHvk577BxjvL3PXF+xs4xbA+8rco/YaHB/o5+c2gZUB7wPcm1BgkQ4iHk/8hwc6heusPOMf+hhHt1749PfeqwUw7Wt0fL+6/IGREGb1Z7q1Rfj8T+n7r9JzD4GNBeLf0mz7Z0kUu+57M/dnnc8flkhKi+V3LXpv6vJ43jCZbpjEq4ryVsyn1w95qXWAb2S8E6/wysk1DrdqtbrDAjMpdda9YjC9qeflf9/KPT4X7ODKnHvpMr/Rv813H67h3HNpPlD4R4Uu+xuCrGMSrhpMNxXqesxn1g/5UlcvDBbMKbky2cqWeDNa443+GrtHHcSBS+NY1Kp1mvRnpCVUzEvvecMgbc505iFvVVTtAreZstQMWfJCltwpS/aErhXSNmICmdaAnmE81tgtEXPAzpVJqSTlE4azZ4sAAEmFJQpckb9nX3mtWR9WDqPSp18E9POAo6TBUdSkH/pEY5dkbGKNJPZYa8o7Y4k1rUE+q7CzCjOS2KGBNTGwxibJuMGbU5uT5YD+QsDnGrts2qes1qS7rhnRtmO+a68xsQKdwZuaCW+GJUGhkIWJUDZ3xQoSRbkoueMe8pK3h7FcIYXiXrWKkZqYiYE9LPBOS/KHJmOnza+JW4QrNje9Uz7f3qVhpbxiXiMuWtgjQbBfYo1SnIFN4bv0y8tB3idz7h9wzMB9NhOcJJfJ3Ouy/PpN4H2Ce3MFjl8HYJq7NJoZcMmdnIuZecy4X7wX3I9rL/fV91Hv/5hE78ErwBcZ/Pv/EfyV7zxCohz19Yqv1Xp/+w7MlGlm65Xj9jZRbQ18JbZ8BCwszMl4nv90cPe8M2XjGWv+o5K5Z7lB82GF/2CMUIoiaJG1BNlKxuc2DrTph5HwMO3x6ukm2w8X8R+aBIcVZlRSOgbxopaTbV4f8/tW7vHFxhauyNnOe/zm8Bav72xgbrk0HiqCgwJzmlPZhu7Pr+nnihshn1vf5yvdB7zo7uOLlEnlsZUt8upkk++erNLfb+McmHhHevbeHpVYUYHIK5QhKT1Dg3pLknYEWQfSbgWdjEY7ZqU5Zc0fseaOWbHG9MwpTZnU0rQ6O5+BeI4xB+BMGSTKJlcGaWWRK4NSSapzgA/Umb0Gd6t2lnNkjl0D/KwKYFHiypyOjM6AXlmMS5e+3+Ck2WQ/abPbaXM0bTAa++RDm2woyQcSeyhwR6IG+QIj0UBvxDqTNyNJHDkcJ12+mVmESzZfaFnccQ/oGVN8L8U3tBPet+UGU9lECQmYeMc51lQTI5WwqUybd8xlDFlhLZS86O7zsrcNSxBmNifhImZoIDOFkZT4x4LKMRgZbd4wKpqrCZ8NdlmxRlRK8usTh/TYpTIFchxjTxIaSzZpfknI04L+P5Dvwg8rPtTgPrvwzcA9TZ/R+/7617H/1j8Cfor0n/4afP3rRNFXrw7ujWXYOoaiIFQegXNZweJHo9PRP0f9kuXHHhueanDqbHyiK//E+PrX6f3N/xz4U/TpwtbWI5LDMyvY95u5N+xMs90PDvTn3NkArkioexzcG0/nT5zvuc/A/aOSuVNI3JMcGcZUgae12nuK7vKEH+lsc8c94DDv8O50kYf7PbyHFsG+wppWVJYk6eo+ebkZ8/mVXT4fPKRjhGxnC7wyvs7r++uw7RHsoEvx0xxlynnGHm4qxPWIT68dzoG9KWOGZcBbyRqvjjd583iF6X4Db8/EO1J4p3oW3khKhILKMcgDk6xVm8d0IetWlL2cRidmtTVhMxiy4Q5Zs4csGFOaRjw3agGdjU+UdoIbV968dB6V2qktLi3i0iKrTLLSoFAGRSUfsX7V5DqFKao58c4zcjwjwzNymkaCLzMahl5QzCoFliiwREFTxiyYU9atAZt2g+tem71Gm+1ml/1mi1HLJ2/aOA1JERg4A4kzFliTEpmVmGGBzBVGbmBkBjI3CbMW38lrP/mOyUvuHj1jyvPOAbS1o91rrBPSRCiJKE28Ew3U3mlBaZtUlsPb5gqukdNcSHjeOeAz3g7HS03+ycQnnDYwMhPvpMQKK/wDQWUanLht7jUWedE/4KZ9zOeaPneXFukvOKQdE9ezEWGCMywgvzxB+ZPM/QOMx/W40/QpF/Ovfx2+9jXs6Gf0c6YpfO1rhPkfx/cvdxhmF/bQW9QpVhyf0y+/eszAfTh872PDfu3lvnlFM/KPS/zCL9DNRgD0qcl0UTSXHJ5xFN93Wd7OCWNHLxqAsL2m779qWf4K4O667+25/26CuxDi/w78q8CRUuqz9X094L8FbgIPgD+mlBoIIQTwfwX+ZSAC/ldKqVfq5/wJ4C/Wu/2PlVJ/+1mvLXMwkhLl2hQLHvGiJFss+Uynzy3nGFfk7Gdt7vYXMXcd/D0NrqJSpB1DM+OvF9xePeVzzV2WzQnD0ueNcJNXDzfIHwY0dgT+cYkVFhrY2ybhimQ6A/Z1LUd6yznCFTnHRYu3kjW+NbzO24dLZPsB/oHu1Xqn5RzMMAS5a5A3DZK2JF0QpD1F3ivwejEr7QnXGgOue4P3gDpAjsGk9Agrm1EZPGIkMykcprlDmNvEuUVWGGSFSVFIqlKDuqrEe7Tl9XhchTQqDEM7wzlWgWsW+FZGw0ppmikdK6rd4SI6RoRfg71FSUdGBHZKz5yyYo1Yd0Y89HrsNDrsNVtMGz55wyIPBMWpgetIrImsS/Ul9kjV8/UGMpfEecD3CoO0MEl6Fp/xdlg2J9y0T6jaGlRfY52watbMd3SJPi7xTwTKNJiYLt+zVunaMW0jZNmc8JK/z85qh9cji2nm6BG50wJnWKIkFIHFvd4CD1qLXLNOWbFGXG8NOFzqEK7aOMMA50giCnV54xj4ZBTug4zZmNB5cL/wYvgLvwBRNBe5SXApo4QE89IX7LlNq7Ogr9z9fq1ffnlhhPMxB/fxe1eTpwN9X3f5E0LdE+PhQ9qAoGJA95H7gbkV7Psuy9sFYXkO3ANN+rlKlSfPIe8sXSlzn4H7D6gs/7eAvwb8nXP3/QXgnyilflEI8Rfqv/888C8Bz9e3rwD/FfCVejHwl4Avoy9/3xJC/PdKqcHTXlgUoExJvthguu4QrQq8xYjrwQBfpvTLBm9Pl5kcNmjvC4JDnTHPSHDRZkVvY8gXujtcs/okytIZ9+kG050WzR1JcKAzbdBubtGyQbhB3WM/4Me6D7jjHtCSCcPS581knW8NrvP2/jLVrkdwIPGPFG6/1CXjokKZOntN27Xe/AKkiyVyIWW1O+FGa8ANv8+mPZiruM1APVEWUeUwLLWq3Wmu+92nacA4dZmkNnFqk2UmZVq7wtWz6qJ2hZOKM2e4OuaOcAIKQ5GbEM9c4ewKwymx7ALXzgmcjI4b07FjenbIghWyaE3oGBFNGeMKXbZv2ckc5NfcHg/9Lg/8BQ6CJlHgUnoGhSdxHYE7FPr45BX2JNfiOIWBLCRR4XG3XKJQkqon+Iy/y5I55rZzhOzohOWVcpOwaCAKDfD2qMCalPhSZ+JjJ+BVb51FZ4ob3GfFGvJye5fhusd2uoSRmZixxD0t8E4hawqGSwFvLq5y0z2hKWPWvRGtxZBo3cKKLJQptODPFcD9k8z9A4wnleUvBPf6ot9gCkBIoOfVufwFewYUE6s332dIwMb7MCeBc+A+fe/HcDI0aYsRlvU+U8+Pely/jtzaosvgLHOv70epuRXs+87c3YLDypuDe+Qv6vuvOjbZOAfuracv1B4vy0v5Xm2e30kopX5FCHHzsbv/MPCz9e9/G/hlNLj/YeDvKKUU8JtCiI4QYq3e9h8rpfoAQoh/DPwh4O897bVFpQE3a0om1yTpas7tzpiuGTEpPd5Nlnm3v4h9bOo+9ySntCRpSxKtKuyNkJeX9nneO8QSJdvZAq+NNtg76NbKc1U9C60ofINo0SBcE2QbKS+snPDl7ta8FN8vG7yVrPHt4bU5sGt2dXUG7JWisiV5wyTpGsSLgmRRkS8WBIsR17sDbjdOueGdsG4N6RjhnNCWKItJ6XFaNjjKWxxnTY6SBqdJwDDyiBKbPLZQiXaIk6nAzsDIxCNKc1Qga3e4xzN37QhXu8EZtbKdAZWtKG2LzFEkbsXQLTlym3heRttL6LkRS+6UFUdb1C6ZE5pSk/wWjCktmdAxIv2YPeVdd4ktr8vQbVA6FpWjAdg1hW5ZpGfHS5QmopREuDxgYd4+kF7Fqjnitn1E1ZZEhc0buUmUu8hCIgsDa1LgDHOUAYVn0G+0edXfpG3E3HaOuOMeMl10CDOL0bSHM5Q4I4EZFnh9g/jI4N7KAt8NNrjjHdEwUjbaI97acJkULpVp4vaVPp6X+rIA5Ycb3T8S4H6pzP36ddjamoP7lAZhTYK7SqkVYGLUiLG1xZQfe1/mJHAO3MPHLvpf/zqnb5ksqBO4+fkL1fY+1vGf/Cfwta/RjQZnmftMcjgMGSndznj/4F4SKh/u3YNej7Bw5i9xmTjPz5gtIv3W079u58vyl5n8+F2KFaXUfv37ATAbDN0Ats9tt1Pfd9H97wkhxNeArwHYfod4wSBaFUSbJa2VKSvehArB/XSJN8brDE8atE4FzriAUlF0DJIFQb6a8enlIz7d2KNjRJyWDd4I13n7ZBnzwMY7UnMDmNKvwbi2fF1dHfJyd5c7ziEdI2RYBtxLl3lttMHbh0uU+x7B/nuBvXQM8pZB3DVIljSwl8sZvYUJz3VPuRMcc905ZdUa4YsUQ1TkymRcufSLBvt5h4O0xWHc4jgOGIYeSWRThRYy1oIyRiK0glzKXC52Du7lmWb8I8YwnBnLaP35Wou+BvjKrCVtHa2OV3oGpWsx9h0mvsex3+AgaLLvt1hxJ6y5I1asMUvmmI4RYYmCJXOML1OaMqFhpjSslHftBY7sFpHlUBkSZUgQJvYIZKr78Po9migpiYTLfWNhTvpz/ZwFY8oN+4TPdzwmucO9dJkos+u+vcKc5tjDAv9IkrdM7jcXWHBDfCNl3RrwKW+f/qLPr40C4lMP79TAiEussMTpS0ZHPt9prMMCBEbKmjcmWrbZVl2m0tVkviuQ5D7J3D/AeBzck+QphLoaDBrROXB3FyG5PLhLqUvzY1Wn8A8fEvIv0gh+hz33+NxVvOYGnJb/LxY5eQ9R7JOooz4WvT8xol/2YGMD/tP/VN+/u8sIjervG9w9pRd/3/8+XL8+twa+rBLhXAjHXbhS5h7H+vqTZT98Mp1SSolLq3xcan9/A/gbAI3eNRWtCsIbBa21Cc/1TujZEYPcZy9uc/d4EevYwh5pG9TKMUg6Bsmiorc05rPtPa5ZfTJl8G6yzBv9NcKDgNahwBuUmFGp++wtg3hJEq9WNFcnfLZ3wPPeIT1jSqIstrJFvjPZ4K3jZd1jP5R4R7Uf+bQApShdg6xlEvckyZIgXq5gOWVtccRz7RNeCLT86pI5xhU5pZJMKo/TosFh3mYv7bATdTiOAwZTn2TqQGhiTCV2JDASMGNqGVhqctqZ8YsstNubOG/7+rhDmRSo2s+dmc2rec7m1RJUNhSuoHQFhScpfYM0sDgMHAaBz1GjwWHQZMMfsu4EZ3yBOpO3rQGu1MI6npFz1yzYNTrEpouSBkpKlDSxh5pPYUQFjgBlmChDEhku9+QCrlHgywzb26UpY55zDhl0fMLM5jDtYSYmZmxgpCVGoiWCvSOTccPjTX+Fnh3RaUasWiM+09jn3uIi+0sO8bHEjExECfZY4R6Z7DU6WEbJ7eYpHSvixc4hjlHwrrFIkvpc2vNVn8C/G1+DDyw+1OB+pZ57DQaNv/CfwQ5Mu9cZ/bk/Av/h1QCg2YRJVV+5t7aY0iBojN7X+w8CMGTFsGycvfmaG3DCIssc6Q3PEcU+iXPx1a/S/S/69L9ZwN/8m/AH/oC+fzhkTAtDVvjPGD+7KAK/OgP3n/xJwlBn45exBoZzmbvTvRK4gz6f0/SHNgZ3KIRYU0rt12X3+qRjF7h2brvN+r5dzsr4s/t/+VkvogTEKxW9zSGfWTxgzR2TViY7UYd3TpdIDgOCU4EVVSgpyAOdtRdLGc/3TrjjHuLLlL10lTfHq+wfdXAPTNxTrU2PUhS+SdLVojjGasSnFo94Kdhn1RxSIdnNe7wZrvH26RLRoSbPzYE9PMvYZ8AeLwuS5QqxkrC5OOT59jEvBAdcs/rzLDdXJsPS56Bos5t22Y67HIQtjicB8cSFqYk5lZhTgRmBGaszYM/0TRTa0EV7uuvbzMp1Fu/J3OcPnFnDKilQptCZfG1QU9qCwtFa9oUnKHyDvCHJA5Pjps2k6TJo/v/be/Mgy7L8ru/zO+dub18ys7K27qreZphFEoZBgDUyIKFByIJhsQiJMUhCwdhGCiCAwIzGYWQIOQYwGNlGhkFMAGaQGLCFFGEZabAcMWMsiZkBDdPNMOqturprze3t767n+I9z73uvqqurM6u6K7Oq3zfiRr68+e69v3ffy/c9v+37q7HXaHBQr3MuPLglzbClR/hhTqgyQpXjKcNl1SNWNVAayta2YADe3C2yQlXaoBUzr87z/qYr8NMxT5a6Au+uX2fcj5jEIfNpC2+i8GcewSDDnxREe4qsqRg0W3y1sc3ZcMBWfcQT4U3e3b3Jta0O862aE92ZGPy5JdwT8lrIFb9LzcvoB1PeXb/B6XCErwueGz0GR/g6WHvux4gj5dwBPvIRmt/1EQhh8ud+hMFvcbuPQu7tNowL9y1sLzlyb7bubSyrCHRrCYNpF8ZjZ3xZG7DHBu/hq8sn32E2/RrQf6zOy1/swbP/35LcK+nZeo7IvTFko+7qMtjZgQsXGI2OVpy3IPeguyT3zt1tqaJO8/kDDcv/LPC9wCfKnz+zsv+HROSncAV1w3IB8PPAfy8iVRXjh4CPvdlFrALZjvnAtpvaZqzi+fkprk3bjHYbRDc04YEjuyIS4p4i3rS0N6Y83djhtDdkakIuJ30uHfTQ10NqO9YNgkkNJnBFb/NNIdtKeXrrgPe0rnM+2COQgr2iyfPzbb42OMXBzRbRDdeKVTuoiucsxleuIr63JHa1HXN+64D3dG/wdO3mLTPdY+uzlze5lvV4Jd7g8rTHtXGL4ahBMfLxRpXMq5vp7s3AWwxtKaezFY7cF6H3N/IWZcnot84Zt1CU/qgINgUt5fhY7ca7+r6UQ2uEvOb05fO6kM19krnmeuwxiUPGacS0GZLUfM74PlveaJGLD8p+eq/Uun9FesTUwWrEKKc2Z3A5+FmOPRCs1hhfMYsa/Fq0RdefU1cJp/0B5/wDJo2Ig406/24SEo8igrFeDLQJRwXZjpA1PV7rdHml3efJ8CZdPeOp+g7PbZxmdzNkPlSLaEc4cJ+daT3iRrPJ0y2PbX/I0+F1fCl4eavPzmHJfT3y9XhxpJz7yjG+D5MJDEuH+8iee+yD75O8ch2Dptm5d/33biNz5D4awebmojZgl00Xlq9wh9n0a0D/TMS+bMCzzy53luTead27fmSzCQkRORrvwgVG//pon5MFuZuIudeGHGrdu384K899Pn97wvIi8pM4r3tTRF7DVb1/AviMiPwA8Arwh8qn/xyuDe4FXCvc9wNYa/dF5C8DXyif95eq4rq7wWo4uzHkG1svczHY4UrWY5xH7I0aeLs+0R4EE/dtmjYUcV/INjKe7gw5H+yjMOzkLV6abDLedV5+ODB4cwPCgpSTDUN7c8q72zd5ItyhrWKmJuSVZJPnx6e4ttfB3/WJdp1GvD92Q1+sJ8uq+A0h2TDIqYQzG0Pe1bnJ07WbXAhcJbYWw9SE7ORtXkv7XJpvcHnS48aoxXQYoYZ+2Rfu9PP9qRuv6sUWlRo3krUwUHrqt71Ji5x65ZG7/as3s9xllx5+5WW681mkcOdQqXttOlHoWOHFgo4V+Rx0ImRzTRaHjBJNmnlu+EzhE9d9ChSnvBEtNael5pwrA0/GCgbhFSPERR0pVLlpxLhFi2tHhCLU5DXNbq3F89EWXX9GQyV09YwLwS67rSZXN9rsDnzikcafacKBRceGaGDIdjWjfsRLm5u8p9Ghq2ds+0POtwbc3GyTDCK8WBEODcHUYPYUeV0z7DcYb0U0VMJT/h5aDJ/vPs2lQ5K7wGJc78OKR4bcjXEe/GG+EJvNW8m9yn0fBq0WjEYCm5tMLrvvtEb7Psi9VTC42V0Oj/nRHyX9vo8yyVtssOf2vcFs+jVgYwP2bY/iK/+exbswGLBPn37v3v85Gy33LTClQefCBYafPZrnXuXcJxOY1/owhugQCnXgakfejrC8tfZ73uBP33qH51rgB9/gPJ8CPnWkayt4qrPL+8IrdFTClazHQVInGUY0Dkqijg1FoEjbQrJhifoxjzUO6OoZsfV5Le3z2rCDt+c7nfeRI+Yi1CRtTdKHYiPjse5gMYu9QNjJW7w42+Llgz7FXkhjT5bEnhRYJeQ1j6Stifvu2mYrZbs/4qnObjnidO91xH453eDF6RaXxz1uDpuOaAYe/kicVvvEEkwtXmzQC2I3joArD70icy3L0HpZBW+VLCrjwRG9VMeVnmWVl78lpF8sowBuv7jQf2ZQmXI5/lShUlCpoDJFmvnEueJ6rsiMIjWazGpMKOCzIPjTniKrOXGdrNC8VmiSLCzP6wrj/KlFMoM3KQhDVeb7A15tdOlFM/relHpJ8BejXV7p9NnfbJAMagQjhRcrvJmT+w0PFMGe5uqgzaXuJmf9Axoq4UJ9n5d6Gww3AqeNPxWCSUE4hLSliUc+O3GT1Go6quBJb5+n2rt8/ghf1bLOuR8fqpx7lh1N0et2cj9qWP7ll4GtLabXBu583Xu/jd2OZUB3Se4f+Qh7n/gH8CxssH/X2fRrwKlTYFHsP3eNLWNcUnw4ZI+L9DfufVxus+2+Uce06NxDWL6SFh7/i3/FfGoIiVFP/rq7vpfHFJZ/ILAanqrvcN6bY4DYBuzOG+iR89SCiUEKKJqQdIWsn3GuO+JsOESJYSdvc2m2wWDQoDYQwqGTQbUiZA0nA5v0De3ejCebu4t57PtFk8vJBi+NNxgd1An3Xfg/GBm82PVFFaHL7yZdIelB1s/p9aY80d7nqfqOy0GXofiK2F9OtnhpuumIfdAkG0T4A40/FIIRBGOLP3ORBZUYdGYW4XegrHZfCZ97tz2uCL5seXPHsOK1U1bTOy9djC0L8kDy28L9ZoXky+e5Ij6FzgSVCSoX0kKTFRE7Vtwo1lWsEPxZ/4Cspp2Hn3vcSBVJGqATQWcaKSxeOXAmGBfkNfcezZs1Xmn0OB2N2PRGnPaGnPaGPNHY43K3x82N0HnvU42ODToxhCNDONCM9+u8tLnJxWiXLW/MqWDM450BX9mokw5qhAfuvvtTQzhUeEPN3rzOoGiggS1tOR8eYA9L7uuw/PFi1XOvyP0wo1dvJ/ejfmmPx8CTW0xwVfLN3n2Qexeu0YXRy26HMexedqXZm5/5cfiuez71OwKnSt3eG7MmW5cvw8WLJblvcGH7PiIqPfflNqTD+ccfZziE06cPf3y1YBz+3c8wN09RY/6mnQ9vd1j+WKEt54N9WkozNIVTaZtHeBNFMDZucluoHBF0nNd+rjGk703JrMe1rMvlcQ8GPuHAFdGpzLgCsYYi7YLpZZzrDHkscgVvBrVYFNwYttD7PuEBhCOLNy8WefaitqIT3y+o9eec7wy5WN/jfLDPhp4scuz7RdOF4mcbS2I/iPAPNMFQCIZu1OhihGpSIJW3DktS91w+3GjBBFWle9nS5rnedatLYpdbi+hk4bU7oRsxrtLe9cdbVC4u9J9XxXrLhYVkK8V7hS3z5cq13BkBo8hsyL6VRZ+6xg1wUZ6hoRLaKuasP2BWC5m2A2apzzjWJLHnCD7R6NTlzr15QTBWhANN3vLYbbW4VN/gXHjAhucq888HB5xvDdjtNUkPaqQDIRgr/FGGPy0Ihgo98LgyanOl1aOlYjp6xvn6gFe7HQadkLzuohyuNU7hTzXDaY3drEVsoa4U2/4Q9GEZ+8Foy4vIdwE/ArwH+EZr7Rff4HnfjlOM1MBPWGs/8WbnfuTI/aiee6NxNKGQVjV+fWuLCWMAGr17/xbu9vWtnvtzz7E3ciGJjY17Pu07BhW53+SUy7tfvAiDAXtssLF17+Te6btjh8Ep2No6sue+IPesxpyaI3e4a+fD7WH5R4rclaWvJ2iEsdHcTNvMZyG1Kfgzg8oteUPI6kLWzjndnnCuNiBUGeMi4tW4x+64gT9U+BPQsaunKCI3ZjXtGJrdOefqQ7a8Mb7kDIoG19IOV6cd5oOIaKgIRhZ/6orwAEygSJsuFZB2LNJNOdWe8Hj9gHPhAX09wZfctbsVNW5kHS7P+1yZdtgdNRYeezAUF4EoPXY9d56nysyCJBypK0fevsIErpp90bpW9qnbVXLXLMl91XM3Fbm7TeVO4rcidp1adGZRqcXmglJmscgQ48LmUoXtCxzBW9xFRJFJwJ400coQqJxQ5USSloV1OV095Xywz6QeMmzVmM9CspkinSv8maBjjZ+5a3ozQzBWpENhNgy42mlzpdnjMd+1E/a9CefrAy53eux2Q7KWU8Pzx4JOCoKJRzBSDEcNXu33OBMM6egZZ8MBZ1p99ttt8nqA8cXNop+74sXJLOBq0mXfBLRURkvPkUOT+wOrln8W+APA33lDO0Q08LeAb8PpSnyhVIX893c78SNB7vcSlh+PHbkftQ+63S49960tptwAoNG79+Rod9O7ldw//3l2cWpoa3J/c7yO3L/zOzGDEQf06G8coaf1NnQ23L/GcOtpEDnyZ6VWA4+MIR2mNGgwXf7xDTofbg/Ltx6hsQJaWxoqIbOGPVNnN21SzDz0HFTiSMZ4Ql4H1co43XAKahrDbt7hyqzLfBTRmAj+bKUIrqZI21B0CjabU85GA1oqprCKvaLJtaTDzriBHnpl2NYVa4lxXnteU2RNN4M97xa0WzGnGyPXelX2sQOMTY2dvM2VpMuVWYedcZNkGOENNf5I3KJhUobiZ2aRX8fahbdufIXxBRMoitARu9tw3rtfCtFosF6pOKftUpGuqq2rJGmNLIhdCnHknoFOoUjFEbxfEr0SlMitXnwOmmXRqRVVStu6NrZMB+x5DSIvp6YzN+GtnDIXSUZXzzgTDNltNNlv19mdeWRTn3QieHOXO1epS3/4U0Uw0mRDzWBc42qnw07UXsjgngmGnG6O2W23SFuavObul0oLvNjgTxTzkc/VSYfdepNOqaJ3rj7g+eYWeT2gCJzovsoMeg525nE9bnEl79JXbp6AUkcosn0Anru19qsAInf9rvpG4AVr7Uvlc38KpyD56JJ75XEf1XNvteDSpXsj91bLXS/tbTMshbo6vXvP7fZP+8wIiPembuzr5z/Pjc67YQjb22929BrVPbrZe/eiYn6wk2FR97U46nzl88CTDK5MMBeeYDx+iXb78IsFEeioMUPTYUSbDitaCG/Q+bDquT9qYXklBo1lbF3+/Ma8hcyVqyDPDCinrJbXLfVmwuloREfPKVDczFrcnDaRsYc/Aa8k58LXZHUhb1r8VsJ2fcymNyFSKbH12c1aXJu1mY8jwrFakK/Kl157Vq/I3aJbGZvNKeeiAZv+mIZKFuH4QVF3UYB5h51pg9k4RI01/lgIxuBPwJ9Z9PwOxO4JxlMUgcKEQh6W5B6y/BmUxO7bBbFbbcvQvH1dtbwYAWMdqZea6SoTVApF5pTvTEIZ6rdYbdEK1yqHcRrrqwSvBF/hhGl0pXqnSfyQ3aBBw09pezEtFRP5GQ1xA2g2vRFnwiY7zSajVkTW8sjGinwsFKF2EYLcpSj8icIbC/NxyM1ZixvNNtuL2e9TtqMxL7di4mZIVheK0JG7Size1OKNNPvTOjtpi8fDPbp6xulwRLsRM2w0KEJXsyCFRScWNVPcnLV4NdvgtDfEoNDqkIRtj1Qtvykiq+H0T5YCTm8V7qQK+Zvf7KCHmtxFXFFdmi41uQ/zhbixAV/6kmth3tw82jUXM9hb5xjwAgC93l0OeBNsnXEh+J3rBY9ZC5/7HNfPfRdqDFtb937edwp6PdAabvTfC8+6Fu29XfdPec/k/ulP0/2b/x3wvc7zvryLRei8+CXgNx76NJ1Nn+HeBqOiTatM4dyt82E15/6oheW1cjPM9wufq1mPg7iGnruKbTEuZF2EQlGzdGoxpwJHrvt5k92kyWga4U0Fb+6KwaxAESjyupA3DP1mzKlwTEe7CMnY1Nyglnkdpp7rNZ+5inUKi/WcPKsr9oK8VdBuxGzXxmz404WIS2EVUxOyXzTYSVvszpuMJzWY+PgTcW1uU4s/N64I7I2IPVQUkSIv+82LqCT2qCT2wDpyD9wAGOtZlx9W1gmv3KZiYxc5csHkguSO2CV0LW5uoeAU66rcvRWFVy4Sbid4JQYt4JcFfc4WoQg9plHETtigG7ToeHNaOl6MkG3rmE1/wlY04WazyU4zLEVyhGDiWvAkcykKf27xp0Iy0ezPauykTcZhrczjz9kOR/Tqc15tNckbnqvUnzhP3JuDNxVmk5CduMmsEbLlucVcvzZjr9Ynj5ztADoDHQuDecTlZIOLwQ6p1XhyFM/90M/ctdZ+4I3+KCL/ErhTxc7HrbU/c4f9bwkeanIHF5o/que+uQm7u46o3/e+o12vIvKD6MxC0/worXS349S2+zDevAmPvfwyXL3K9Yu/jlOnHGmtcXco5RZBNxsX4atfhTxn/8Dd037/7se+IT7+cTqxE2ob0nFpE6D9L/4pRyL3cy2GZz/I+LkBj2cvvGnnw+3k/oAU6h4IKg/4ZtHkWtphPI9cK1ZuEVsWtoVgapZuNKfnTfElZ2YCBmmNdBYQTcV57bkFXQqz1MDUC7q1ORv+lEiVcrBF5MhjFqGnygnIxBZd5dq1crKsdSFvWKSR06vP2Qwn9L2J89qxxGgGRYPdrMVO3ORgViOb+U51biZ4M4s/t+jYidPIbTl2o1eIPZLFVtRwHntkHbmHFhtYrGfAt4hnUNq6MLJYRKBSBrblGFhjBZMrbCHYzOXwVeo8b+VV7XQspWoFQOHh1grqFoJ35G614Jfk7hYfQjbxGEURu1GTfjCj501pqTltcSTf0TM2gwm9aM5Bo0Fe95waXqTwZsp1ChTOe3f3TJjNQvaSBsN6nQ1vQqQy+t6UfjTjtXpOXvPII0XguYJBL7F4MyGeeQySGjMToMXQ0VM64RwbFRSRjwnUQsZXx4rZLORa3OZ61MWXHH0Ecn+rWuGstb/zPk/xRmqRd8UjQe5ZtvTcDzPYY3PTfXleugTf8i1Hu17l6e/pUwzooihote6dhSvvfGdPwec/D8A17/yRKrPf6Th1Cm7qs26V98IL7A3dx/qePffLl6lh8cgY0F3UQGztf+1Ip+l0YJifY/TYOdr/8fvgf/vwXZ9ffXan00cwLI8lNgED63MjaZPEPn4iqMJixXlcRSjYsKDtx66nHMvMBIySCDvXeLHTYRdrS9J0nq+q5/TCGR3P5YIz6zEs6uwnDZK5TzCXJfka51GboPSia1DULGEtoxvO6fkzWjrGp6BAiE3ApIgYZDUGSY35PEDm2g1+mYOOnZSsU5tbVsUvKuKDZeHcwmuvQR656xYhmNBgAzeuVfkF2jNu0walDFosUm7WCtY6Yi+MoigURSEUvsZkCqMt1lNYLaXHL5V8HVC20FlVit+AMmbRI0/uIhs6FbxYUcyFYiYUNU08DxgmEftpnaFfZ0O7BZAvOS09p+fN6EUzavWEST0kr2ny0BUL6jJUrjKLF4OeCenc4yCps583OOv7tPScpo7ZCKf4UU5es+XxquzPd8eqmWKcBIwLV6DSUCkdP0aigiL0KUKFGOM6CDIo5h435y2uNbpsemPUUarkTk6f+xeAZ0TkCRypfzfwh9/soHtPFp8QVGH52cz9fpjBHtWXfhwvC7IOi+rYPdnkgB4dPTm03vidsCgIO/Adufd6XJ+2OHPm3s/5TsP2NtzMy5DKs8/ef7fB448jQAendLeDW4FtHrG1rtNxdR2j0eGK4xa98eNHLyyvxLpWsrzJQVojT7QrBDPlZLOysEyFBS0/JlKukG1WBEySADVXboJaVpKnVxajRZYgzOn4Lh/sprNphnmNSRpiY+0GtSRl33fhwtzVYqIIwUSGWpjSDhzBRJKhxZQh+YBhUeMgrTNOAvLEQ80VKnGRAC+xZSjeLkeEioBeFtAV5ULCeeorxB5ZTM1gI4PUcrwoJ4hyolpKLUyphymtKKERpjTDlFaY0o4SWlFCs9zqUUIUZYRRhh/lSK3AhgZTnr+I3AIiL9MAeVgNlXHEa7UspG3FuDY5lVp0SrkgAhULJtaM45BRWmNY1JiakMy6RXQkGS0d0/HnNMIUGxZl2sGlTqwSsG4BpFN3Tok14yRklEfE1v2/NlTi3vsww4Tu+CrMrjKXR9exME8C5oVPYRW+5DS8BC8oyroFF62oyJ1EMUwidrMmMxOiDhtrL4sWD7XdB0Tk95dqkb8V+D9LeWdE5KyI/ByAtTYHfgj4eeCrwGestc+92bkfenKvwvIVuR/Gcz97dvn4/PmjXa8ijN1fep4BXXrFrmu/+vSnj3aiEgvPfRTC5z4HH/wg167J2nM/Ak6dghvjuvuSevZZrs8cS95zQeKP/ijU6/Rw42Qrct/6s3/0SKfp92Fv7/DkXg2mGY9ZDKp5VCBYl7vOGwzTGiR6ERK2K3le7RmaOnH5boR5EZBkHjoVVOryw1CSc+Dy1VGQ0fCSxYIgtj6TImSaBkiq0GnVJrYSLi8XE0VoISyoBxltz405jZTTs87QxDZgkodMspA4dTPYdboc06oy10qmCrNIi1txYX+jqzY3MMGyeM6EFrMIxRskKvCCgiDMiIKMerk1gpSmn9IMEppBQt1PF1vTT2kEKY3yuVGQEYQ5XpCjohwbGExoKcrNXa+0oyL2SjhHVRJ4ZV98JXKTgkpcDl8STZL4TPOAaR4yMyFpqQgTSEFdJbS9mGaQoqKivHaZ81cri4fyvJII89RnmofExpF7JBlNnVAP09Lm0k4pPf+0lMxNPaZ5SGZ1ee0Uzy/ca/NdagHK9sBEMU0C9tM6MxNw2KGHgosQHWa7H1hrf9pae95aG1prt621v6vcf9Va+x0rz/s5a+27rLVPWWsPJVf6yITlqznYh/lCfOaZ5eN3veto11t47j/5CxzwQboM7mssa7sNgWTcvGFh/DzmB/44N36Oted+BJw7B1euKsxTz6C+/GWuJx+k7qe0WveYtC7fw+0fGHAj2Wa39y44gM0/9nuPdJrtbbh61T0+TOGmSDlSeOTI/bCjiB8GiEBifEZ55Eg3d1XesBxXaj3w/IJQudyoMYp54ZOlXkmky6EpCyU33xD6OU3tQsQAsSlJI/OQVBbEvhoyN7osOPMtOjA0/JSaTolUhi69u8x6zEzA3ATMc2eHZFJKtrooghOKMbdOcStz3darFi0rfewl0ZvAYn2LBC4E7wc5oV9uuiDUOb4u8MSgxCwEZUzZD5cbTW4Vnhi0cltFXClgjSu6M0YhuWBy3OYLxrML0RxVhe+N864XBJ9VJO9eq6RCnmlmmc+0CIitR2x9GiQojBsNq1NqXobnFxS+La9VXifhFnU8lQpp6pXnWnrhdZUSeeXixHeaAMjqsUKRuc9FgUJhCFWO7xXE5TUrFTqVO3ndJPHd4sz4yFFk58x9uuXHjIfec789LH8Ycr94cfn43e8+2vU6HdDk7GUtDujR48D9oRInOSJEYCsasTN2Mdidr/sWiuJoamjvdFy44D4DN575IPzSL3GNM5xuz7h76+ib4CMf4fR3/iauv+db2PkTfxGljt4VsfoeHvb9bLVcF4e1jxi5Y4mtx6QISTIPyWUZ0lSut9t4oLX7stZYChSZdXnlxWLAluNNq15wzxLogkhlBFJQWEVmPRLjkecalYurBl8Z0rJYGJTHK10Qejl1neJLgSoNS63TV58XPmmhF3ZIzlLqtXAh4Fu14isp2fJ1LWx11zMarG/BMyjf4PkFnjYEXrEg9tDLiXRG5GVEOifSOYEqlj+9jEhnhF5OqHMCXRB4hVsQlOfFLyvvfYvx7eIeW6+0SZejWcuCO6hy8pVk7VL5TnLB5oo090gKj8T4GKsorEKLwZecUJzNnlcsr+OtRAbMiuBOAUWhiHOfrGRjLW6REOoctC0r/Z1tYt0xUuDsMJqiNNqXAk8Xy9d12/XyTDPLAxLjHX6a+wMKy7+deCQ896Pm3D0PfviHnXd01Jy7CGywxx4b7NPn/axMI7vHsayn6lNuzLehXueV7jcAty5A1rg7qrbxy2d+M2dufIprnOFML7nv854+Db/4i66zYmPj8LPcK6ymBQ6bImi14Pp19/hRIneAzHikxiM3akmKrMwi16XcqRgUhsIKudHYUqylGpKClAVrZS+4r4tbSDmz2n35l9KsFVFVqIazVCpwWlu8cqRpJepSWIWxisx4ZMYNSbFVT7lZkrqzyd4Skl/Yt7BxpR1t0b9uEc9Vw2tt8HSBp4x7LbrAE/e7Jwa/HLNawSAUVlDLUUlYKxRKkWtDblwhntFm0be+ulUEWPXPW5FbSe8W3XpZLGJsIeTFcqhMarXrHcdpGPgqd5EEbRw5r8jnIrLQua9I1xbizmU8DIqAaqysO94qFtX+sLzvGPe5qHL+Wgxa2VKAZ6nF7xT43HWSwlssIg6L9eCYY0ZF7kcJy8P9DVnb9ve5lp3hGmf4Nj67/MO9jGX99Kc5N+zzKuegKLj0k78EfPOa3I+ACxfcz1fa7+c3A9c5zfs28/s+7+nTcHDgsi73kr9/bKV55Z1O7oLFIGRGY4w4ArGLPy42rcyCyAyK3CowUnrHLNvMViRZXcj6VhfKWMGWmumLY1efsiBhUMrgldd1/d6umM4tF4TcKgrj2s+ktEUq++8wYMSWFepWbnu8IKvKBncSpRw5LW2wryP2W6q8ywWOKUP1CldJr8S6+ycWpSyiLLYiver6d3i8IN9ST12q8LxZ0bG3gHGLCmPFLX5WAr+6FCnyVOFUciuxmOr8K7ZLKcKzaOdbeYIS97pXbbRSCsqUNmF43TFKlouBhQ5/eS1rXIdBbvTRwvIPObk/9GH5KHJV75XnfpjBMfeLi+9v8Zy8nyFdznDN7byXsayf/jR89KNcyF/kEhchSbj0d34eWBLWGm+OhefuPYUFrnCOs6fvP15WhdJ/5VfuLZLy/vcvHz/xxOGOeVTJ/Y1wi8d7pANZkMatXq2iOGzw9RBPK+z9f0Xe8bWVL/z21JGUZH0nVAuYVaJfffyGxWJiH+iAs4VNb3R/72DM6+7zWyzsbo78AbOLGoQ33U4oHnpybzQcsc9mjtjvpy3tsHjim8/zon0KgLNcc0z8yU8efSzrxz8OsxkXeIUhXYa0eTk7R18dHGlIyTsdnY4rTHzlVw/YZZMxbZ78v//uPXcwVKg6KQ4ODk/Ot9v1Td/ktBQO+362Wu568GiRu0UWnrHcppW+8AytCy9XUOU0MufqlTsrNlzxmA2CKclBlSFiVfaFr0YFbjNo6dnZpQdZ5ZHBqbi5FIFFlR1j9nbb78AZzvNdPn6dl29ZuKSVV1nZYBd2VB7y6u/q1v0rdt9yDlj8Xl1LuDXasHi8uBcrbXzVz5XXW51AWJK3WgmFuEjH0kaprn0n3BZ1ARbiMsa6aAlGFjbewvPVcXc4+S1Rhuqlle+bi2gY7GEXfhbX2niY7YTioQ/L1+vO05nPH1zr0KoXd+H/+fvw2+/xRGWO/iKXAHiFC3yV9/Au8x9wbY9rHBZP9/f42i9e4UXcouup8b+Fj/5198ejLrpKrHreqx0WR8HnPgdF8ebPq7DaMvcokTu4L/BQFWhlbhlluijgKsO+WZnLBfDElOHllUKpKidcAAayQi/CxG5B4EK7ShuK28PhBcuQc5lLLgpV5nA1RXldXVapuxyws9lJwdqyRmA1n7x8jVLy+nLe+tLO1WtiWISli0JRaCEzCm3cPPRFKN5U4Xe3aKmKyKpq+bRwNQy5VWTGpQ+KQmEKp1yHlVuuubDJ2EWq4vbcspVqjrwsctjV/VvUBkiBFrsg+IrYXQpD3XKtW9Ih1fm0SxtU56rOUSDk5rZUDDiVPVUp7i3TJ+AWBKvXrI5x9ltEm1uuc1g87Dn3h95zr9eXnvuDIvenn14+/oZvuI8TlfHkJ3kJgF/jXXyFr+Prmi/fx0nfmfj6nV/kK+a9S3LnxXvuYKhw7tzy8Td/872dQynX0XFYrHr4Rx1qdNIRqoyaTgm8whWVVd8+tiI9R0zL6mnrcs56ZZhK5VgaWw5McaSYWG/hcfviKs49z7hqcV1Wr1diLcUqubtrxoUrnHOecuW5W3cuVRDoAuWZRRW4qzRfKZxbJfhqrKpZXkdVW6kDL7lA7uRj81yRFZq8cIV7mdHEhUdc+MSFR2o0qfFc1b5x+1OjScu/ZUaT5J47tqzqN4VAXnYZVNrz5YCZxZjYqoNgxdu9ndSrokPjOUlcX7sRsJHKFq2HVfFhbFxXQV5e112nLDZcnY5Xvpe6PFdVDFlYRWJ8MqOhWHY5YOyiZsF4IGWHxGoBZV6oWwod3Rvh7Ffauha9o0yEg3d2WF5EvktEnhMRIyJ3E87/dhH5moi8ICJ/4X6ueTuOg9x/x+9wuu9nztzf0JhKLOX9PItPys/wYfbZ4Ov/wD26ie9gfN30l7nOGf5fPoii4AnKBdI9djCAC+f9s38GH/vYfS7ijoDVfvhHaXCQtbIQKan5Gda3i35kMSyIJ881ifFIrUbjvvw9v3CtXB6gnEfl+std33OcecyKgMxq104lGTWdEXj5rWNUV6quXc+06503mWvJmpmA2AaLnL0v+WJBUvMyfL8o+6/LIS9lD7fVArqKKtiyGrzsyy5byVS2vJ4qJ7hJprCZosg1WaZJckfScdVuljsin+UBszxwNubBYt88992W+e65mUeWeeSZh8k05IKkJUkurl3ak9uS6JcFdO7mlJ0EniNhU/bnW9/i+cVi/GtYth5qMRgUsXX3b5YHrgVxoS+A0wGAlRZEd27PL6h7KaHKlucx7vVIJuUo23LhIcv2ReUb9/5KsTgmK7Tryc9ZaXl0dgdhRtNLqKv08LUHFjD2cNsJxf2G5d+2QfOHRb3uWtrm88O1wb0VaDbdVLn7HslahovDj3+cr3vlK/wj/ggAv+lP/Kb7PPE7D79x+zW4AX+b/4pfz7+lRjls4F46GFbwB/+g2x4UVvvhHylyByKV0fOnNIMEfOPIXWQpUJJDmmvmReBC7FJ+ifs502okqld535TKc0KS+UyLkNj6tJgTqYyGTqgFGQehcaNWS0U2UhbX06kTU7FpKc6Sh8xMQGY9InHk0VAJTZ3Q8BMCPyf2DUWgnRDNYvKaOLJeafeSYqn2pjOLKcexKs8Jqyxa45TzPzPK3H8ZWs+0JtUFfilOc7uITWGUC8cbRZqXHn+myTOPItGQKlSi0Kmgk5JoU7c58Z2S6FfzxlV/vlfJ5spScCdwQjt1P3Uqcipdeu6II+XCZ5YFmFTjZ7j7m9tly2PptbtBOYYoyGh6KZGUyoLGKQvOM88tDlIneIMtowc+FIHF890CQ4mhQEiMR5ZpNwmuFN8B5+WbwBIFGd3AfS4OnXPnZHvlh8F9ee7W2q9aa99smsZi0Ly1NgWqQfNvCVYL6h6kXOc3fMNbJDTzkY/ApUt823/tpo2dOgUfeMMYyBpvhN/6V34fDSYA/E7+pdt5Lx0Mx4xVZcIH0fnxoGAQ6iqhr6f0wxkqLIVOyjanSs+8SJVTLTM+GktdOY11E5lSztR9OS90ymMhiX1GWcTUhAuls443p+mnEBZLydVSR70aYlLJyEqsmCUBwyxiUkQLOVRfcjf1zJvTCWKaUYKuFZhSr70IZaFnbm6Xca0895KgdFJt7po6Lkk3VpAoTKzJEo8k9pknAbNyGycB09Rt4yRc/BwnAdNymycBSeyTJR5FrCFRqFihYkHHblFRDbjRqSNdnRokN0vtAMqQfOldF/5S3rcILRIV1MOMdhDT9mI3NAaXw45NwNi44TqTJCj1/N1MeZ2uiAdV8wBCsKGhHmS0vPgW2eBRHhGnPioRt3irpgZ6lXQvhEFOTaUEUpBZj2kRkme6XOy5yAniFgM2NLSjhL4/pa7So1XNP+Rh+QdRUHfoQfMi8lHgowCPH9Ljqted/OxweDj97pOKP/Nn4KWX4Pu/fz3q9V4QfO/38Hd+5V/xyU95/Knkf3rT8aonFY+q7LApw/KRl7EZTgiiHBM4jwxbepEJkGiGacTI1NjQE5o6oRmkXI8MRaRv0RqvtM/z2GOQ1pgUEZnnleH/mE44dxPG6kFJDIKdC5IbN/2sHESi54o49hkmNYZ5jakf0i2997pK3Ln8Oa0gYRClzGpupKmuyZKkM1XmsJfeu8oNVkCrsvJcSRVjdjfFShnCdzlymyvywFDkCuUZUqXRuuxhV0sSsdbJyhojmPJYk2koQ/1Seus6EUfqcTnkphyg46bYLVMby9nzqhy9W02vE/K6pagbgiinHcX0g+X0vVuG6+R1BmmdWVwO+VlMy3MLHSqd/XKSn9QKutGcjp67OQJWMS5qDLMaSRzgx4JODCori+Z8N362qBduaI7nRKpi4xZ2JtZOBz910YgqP69qOVu1Cdv+iJaeH7610QLFCZafOwTelNwf5KB5a+0ngU8CfOADHzjUkqjy1q9fv7UA6mHDqVPwmc8ctxUPNz7y49/ER34cbl1LPlx43/vczw996HjteKtRWEUkGW0VcyYYUo8SxmETo8Xl0DNHtipWDMvJY201p64TeuEM3cjIaz556HLCjpwN3kwhc81BXGM/bxAHPpFK6eoZm+GURj1hVKuR1xV5qPA8QZchaS9ZzhePpz778zq7jSbDoJwxLhmRZO5c/oTNqMmwHhE3Aoq5ppgLeSLoVC3z2MauzEgvW71SAyisGNciBq6K3biCPpNDkYsLf2eC9RWFthTakmvXLXC7EIwtRWBYKZy7Rfc+KT3n2E1380qC14lb2KjMee63zJ4vJ+Xlkbh57OU4XKkXNOsxG9GUvj+lq2e3zLsfmxr7WYP9eZ10FuDPBG/mrqdSdw2jNXmkyOtCUbNE9ZR+OKXvTfAlL8f01tiLGxRTj9q8PD43GE+5kbkR2HpBJ4xpapd2G5kag7SGJHp5PWMx2k0MDGsZp6MR2/5g2WZ3KFiwjzi5H9eg+cOiIvdr1x696uI13nloNuH559+efLuIfAr4TuCmtfb95b6/Bvwe3LyRF4Hvt9YOyr99DPgBXAPZn7TWVuMovx34MUADP2Gt/cSbXdtYIZCCLT3njH9AtxYzCO3CE1e5cV7lXBjMI3azFlvemEiyBUlPGxFF5EapevMCnVj8mUVPFINpjd2kyTQK2dATWipmKxjTrc8ZNFpkdUVec/PVdeKITcfueG8mqKlmPAvZiZvsRw02vYi6JARS0FJzNr0x22GdQa3GpBEymXtkscu1u/CxoHLlwvHljPRqzOkSatmLXWmsR0KRO0IuMrB+WYXvOV14lMbcgdzdOcRtpfZ7NSjFkXsV/rcLb70iP50aJLt19rzxFSZUCwLOG5A1LUXTUGsmbNZnnAonbPpjWirGl5wCYVzUOMgb3IybDGY1mHp4E3H3Nb7V884jIWtA3irYbMzZDsd09YxACgZFnZtpi/1ZDTXVeFPwYgOFxUTlgqNpCRop/XBGXaWkVnOQNxjENdSsjBakZpHbNyH06jGPRfuc9obsF03XMndYnOCQ+2HwIFrhFoPmRSTADZr/2bfq5BW5Z9nhhULWWOMk4+mn37aF6t8Hvv22fZ8F3m+t/Xrg14CPAYjIe3H/q+8rj/lxEdErBbK/G3gv8D3lc++K6ku1pYTT3pCt2gRTNy7/6rnwtE7BmwnjacTNpMW4qOFLwVYwZrM5pWgasoZgwjLvnhq8ucWfCPNJyI24xUHeILWahko45Y/Yro/xWwl5y5I1hLymsJ4r4tNJgTe3eBPwxkIyDtmdNbgWd9gvmsxsSIEsvPdTwZjtaMxGY+bO2S7ImpasKYtzF5HCBAqry6/WRVSiQMcF3szgz9yiwp+CP7H4E8pN8Mbifk4Eb6zcNtJ4I40e68Vjb6TLvwv+ROGPxW0TCMbVee3yWjMX6dDJ64nd+s7uvKbI6u61ZE3IWwbdTuk1Z2zVJpwOh/T1ZOm1W59BUed60uHmrMVsEuKNlXtdM4uOy+tooYiUu0cNi2pmbNWnnApG1FVCgbBfNN17PqktFgcqcWN0je8WHFnT0mnO2QxdVGVmQm6mLYbzyEVgEpdmsNoVAhY1Q7824zF/ny01Q2GcnPFh8E6vlheR3w/8z8AWbtD8r1prf5eInMWt6L/DWpuLSDVoXgOfOsyg+cNiVehjTe5rrPHGsNZ+TkQu3rbvF1Z+/WXgPysffxj4KWttArwsIi/gimOhLJAFEJGqQPau3S+Fce1SddGc0hNOhWOklpPXPIpAOfJLXZh9Pg65Ou1wsdagHiT0vCln6iMut/tkTY88crlhVVTkDvHI58akxbVWhwvBLg1vxIaecDoa0W3N2elEpEOPYKTwpxpVeq/e3BBMFPlYyEce+406V6IOm+GErna5ZV9yWnrOtj9kVgtcwV/usZNrslyQQi8051kZ5qJSkMIsQvQasxB2UWX/ucoEVVbe60X1PYupcgut9FVOskuxlqqF0LWcldXiVaV6VnUEuAI6lZtljp3SYw+0I/a6Im0qspaQtiFrG2hntJtztutjztUGnPJHdPUMX3JSqxkUDa5lXV6bddmb1GHk448Ef2zxZi78D1CEmqzuzp21DY1WzJnacBGZGZg6N9M2VycdslFAYyL4M4PKLVa5FEHWBNvOONWYsOlP0GLYz5tcibtMxxH1ucvxUxbf5ZFg6wVnaiPO+gd0lWu1M+aIBXUPMe6L3K21Pw389B32XwVuGTQP/Nz9XOuNsFohvw7Lr7HGfeGPAf+kfHwOR/YVXiv3wT0UyOqNLoPiHAUDWipnw58S1jPyekReV3hzheTgzSx6pLk+bnG11WHTd6Hbc7UB3faMg3ZE2hTCUOHNCry5wR8r/IHiYFTntU6XnahNV8+oq4QzwZDTzTH7nQZZR5OOBH+m0IlyIerYEEwM+dB5rnEt4katxathj5aO8aVgQ0+W3rs/YlYLSAtNVigOjJAZQUq5Oqcqq/GVoAV0BhTLXLwyZYV6Lkiu0GUFuZv7XrZvVSNiFYuRp3cavoIphWjKEL8Uy1Yw11dfPXak7gRrquI5cbnsSJGtEnsHso7BdDNanTln2yPO1wecCQaL+1BYxcDUuZp1uTzvc3XSZjaoEQwUwQiCqUXHBWIs1nMRjbQlpB2L7WZstyacDYd0tRsIMigavBZ32R038AYewcjizV1qwwSKrKFI25ZGJ+ZcfUDPm5Jaj2tph9fGXRj7eNOyUr6MEuR18BspZ6IhW2pGJIpREWGKd05Y/pGQn62w9tzXWOPeICIfB3Lg/gT5V7BaIBs+/pi9mvWYmVfxBZe7rccctJqkTcGflnKzc/CHivGgzqudHheifTbCCeeDA861hux226SdgHxfO280NQRjSzhQTA5CXut2ea3Z46x/QEs5b/tiY4+b3SY3RgHpyMOfKLyZxi+Jz5sZglFVIa4Z1uq8EvZoeOmin7urZtQl4bQ3xIRORS+3GmuFAZBIgBW1VHfTCl+DjdWygM0sCVYXgipc4ZfKVNnHXbbULdTvuEWmd/FeVTn3UgFPlUpwqrDLWfO5WSrQFSvtblqVLWnLUHzakIXHnnYNppfR6s042x5xsbG/yFk3lKtQn9mQG1mXV+abXBr32R800QcewUAIhhZ/UqAz1ymQR5q0qUi7QtoraHVnPN444EwwcKF1G3It7fLqpMd8v0Z9IARjlz5AQV7XpG0h6+Y81h5zIdqnpebs5m1enffYGTbxhgpv5l5r4bvUQt60tBqxq5JXrh9+N2+7AsTDfXiPpht9AvHQk/tq4dGqutcaa6xxOIjI9+EK7b7V2oW7crdC2CMXyIqBS/EGO02PqBSH6ddm7LQL0o6HP9V4scGLLcFQSPd9rvXa3Gy3eDK8ybY/4PHGPr/W3SLp+iQtR9AqNfhTQzAQ/H3Fbq/JK50+j4d7RIGrmn8s2ud6u82gXyOZNPCmCn9eLg7KXHgwLnuwI6EIA3aCFpd8p04XqozAd4V1bsEgCxW7atzqQBqkKnDkqcuCLq3xPYM3dyRdkW4lxyqpdXNadFkEVsnkLuRfKw37SnMXbhlIU7Ak+cIuZXWr31fywVZw7WieoghLj70mZE0hbQlZy3nstpvR7s441xlysbnPhdouZ/3BIhw/NSE38zaXkz6Xpn2uD9qY/YDaviI8sITjAm9eQGGxviJvaJKOIulZVD/lse6AJ+q7bOgJCsOgqHN53ufGsIW37xEOLMHELYYKX5G2FGkHvG7KxeY+Z4MDtFh2syavjbukBxHNgeDPXQogb+jy9Rj69Tl9b4IGxsZyJelyJHn5ted+vFjtC36YW+HWWOM4UFa+/3ngt1lrZyt/+lngH4vI3wDOAs8A/xpHMc+IyBM4Uv9u4A+/6XUKeGmyyUudTc56BygM/XCGbmckXQ9/7Galq8wSDi3ZvmK4UefqRoe44XNaD7kY7bHdGfNKv0HS1QQTRZgZvHlBNBSyfc24F/JKr8eT9R4b2uXNz/oDnm7ssNNrcmkSkk4CkqmgE01QOML1ZgWh76rpja+Ig4grfodQ54SV/rlnaKiErpqB77TndTmoRivLvm6QegHW0yvyrQrjCZ4vqMSiU9cZUHnTUhZliUg5La+UsxVumQX/uvtZee/lBLrFvPNy4VDBKieNa7Qr9HOtbq5zIGs4Uk/blrxtkE5Kt7P02J+s7bh8dUnssfXZL5pcTjZ4ebrB5UGXeD8i2tOEB5ZoaPAmBZIZ0EJe1yRtRdKDrJ9zuj/iyeYu54N9GiphZkNeS/tcmvSZ79doHAjhwEVSAIqaJukISc9wqjfmifoufT1hUNS5lnS4OWgS7GmCoastML6QNhVJV7CtnI1oWkYH4HpR55VZf6k7fxisyf140e0uH1cjOtdYY43XQ0R+EjfDcFNEXgP+Iq46PgQ+K26wyi9ba/9La+1zIvIZXKFcDvygtbYoz3PkAlkp4PKgy5d7j5PWNLEN6AZzWs05w35AMtXoVBFMXA483Nck+wFXtjvsdFuc9Q5ciL21z2u9Hkm/TjBSeDOFP8vxJ4bwQJHsK3b6LV5obS2qsbt6yuPhHjvtFvv9OuOpxptpvFihUo0/cZXz/hiM51H4GhMo5l6Ny16XQDmC1xi078LJXTVD+246macMgS7wdcGe1yDxIkx5jkrFzp+5PmyTiMv3Z6aUqF3x5C1A6ZGXQ27uJqi2HNl6GwmVU90WpF4uWopQyGqKvAZZs2x3a1nydoHfSeh3ppxtDnm8ccDFaJfTnquO12LIrMde3uSVZJOXppu8POgz3mvg73mE+xAOLP7YRUHAFdGlLU3SE9K+obYx54m2WzD09YQC4XrW4cXZFlcPOvj7HtG+JRwVqNRQhKpcGAi2n/JYa8D5YJ9IMvaLJq9Nu2QHEa19F8YXA3mkSLqKtGupt53gDjhi/w/JWS6Pekfw3E92Jfxh8NCTu6x8+O9b632NNR5hWGu/5w67/95dnv+jwOv0e++lQFYMjHeafKF7gcxq6iolUDmnmhPGGxHxtIY3FfwZeHNDdCAke4qdgxavbGzyTHiDlprzeG2f7f4WV7YCgpFHMFF4seDNc8KhItzTpN2QF1sbnApdv/s5/4DT/pCn6zfZ6TV5bhYSz2roWDnN9cLiTXN0YgjGphxQorDaY6yavFzqulfY8kY0VEJLzcFzVfC+FG5ampezE+RMwhpJ6FNEJcHXcMIuc+16zpNSOz1Xi2K3W7xvd6NvnWV+xxsrSzKXZVjfelWRnpQCMIoiwuWj65A3LVnLYFs59XbMVmvK2caQx+oHnA8O2PYHbgEjhtj67OVNLqebPD89xQuDTQ72Wng7PtGuuHD8sMCLC8RCETlij3tCvGExWymP9QY807zJWf+AQAr2iiYvJ1s8P9gi3qvR3BPCoYugIC7XnvQU8aah25/wRGOPrp6RobmS9Lg6aBPsasJ91+ZntEsvxBuQb2Scac6oqZS9osmgqPOlyUX29puH99wt2EddxOZhwD//57C7C94j8WrWWOPRg1gIbnp8rbFNVmgebx7Q8BLONobMN3xeTTTJNCQculaqcFgQ7QmDvYjnT23xdH2Ti8EuZ/wBz3R32D9VZz5quUr5qcYfZfjjnGhfkbU0+802z0WnaXtzl9/XEy4Eu+y3GwzTiFdSzTwLkFyhinKGelK4RUI1c1wU4DGgxfPWzV7PWpos1Jz2h9TFEbzvuxGoLR3T9hI6QZtrYZtBrU5cD8nrmnyq8KaCNwc9F7xYSo13FpXtVZ58kTsvQ+7u/q3mz5c5+EXoXq/k7D1KbfiqjgCKyCnO5Q1L3rCYZo7fTOm25pxqTDhXH/BYdMApf8Qpb0RdXPHc1IRcz7tcTjZ4YbrFiweb7O608G4E1HaE2q4lGhR4swLJXXV72vaYbyjmp4R0O+P01pB3d27wRLhDW8VMTcjLyRbPDc9wbbdDeFMT7VqCkTtH3vCIu4r5KYtsJzzZ2+N84FI5V7I+z49PMdut094VokGBSi1ZV5H0hWS7oL055XRjhBLL5WSDG0mbL++eRW6GRwvLP+rysw8DPvyWjaFZY4013hZYqF0XZrrGC8UWybbHM50dNoMJQS8nLTQ3xxtEu4raruBPc6J9TXhTc2mrz1dbZ6iXsrK/rnGdva0Gz04D5uOIYKzRsauwjg4K8pqmqPm8GvZpBQk9f1oOrZnwrug6856bO3616CNFgCoUYjyCAai0wJ/mi15yMQopPEZFi68VilkeMG2FzGrhIh/dUE7Jrq4SOnrGVtBhK5pwrd5hp9lgMKmTTAOymUZP9YLgFxKxqXUT26pxrGV7W1UNv8itV7eyIvTVoruqiM+rBr4IJsQNuIkgr1mKhsHWC4JG6sRg6lPO1EaciYaLVrcqv15YxdjUuJr1uBRv8PzkFK8c9BjtNPF3PEfsO4ZwYPAnOZIbjF8Se98Re3wmp396yPv713lv/SqnvSEFwtWsx7Pjs7xwcxN1NaJ2Q6gd5HjzHKuFtK2Jt4TkdMbFU/u8r32NvjdhbGo8P9/mpYM+wY5HbdcQDHOKUJE2hXjTUjs94ZmNHU5HI+ZFwMvTDV7c32RwrU3zhjp8Ht0J+L8t/woPCmJPaNHABz7wAfvFL37xuM1YY40TDxH5krX2RM8SFJEx8GYTJI8bm8DucRtxF5x0++Dk2/hua+2bjhjr6E37Wxu/51An/Pnx3z+R/3+PhOe+xhprnHh87SR+Aa5CRL54km086fbBybdRRA7tMdqH3HNfk/saa6yxxhpr3IKTPav9MFiT+xprrLHGGmusohoc8xBjTe5rrLHGg8Anj9uAQ+Ck23jS7YOTb+Oh7LOAXcvPrrHGGmvcHaXO/InGSbfxpNsHJ9/GQ9tnLaz73NdYY4011ljj0YJdh+XXWGONNdZY4xHDQ+65n9g+dxHZAV55gJc8if2Za5sOh3e6TRestVtv/rTjQTmc5sdwWvQ/Ya39xDHY8BjwD4FtXEr1k9baHxORHwH+OLBTPvWHS3ldRORjwA8ABfAnrbU//zbbeAkYl9fLrbUfEJE+8E+Ai8Al4A9Zaw/EDQL4MeA7gBnwfdbaf/M22/fu0pYKTwL/LdDlGO+hiHwKN9XwprX2/eW+I983Efle4L8pTzsH0kOasGut/fa35tW8hbDWrje3wPnicduwtmlt06O24Qj9RRwRBMCXgfcegx1ngN9QPm4Bvwa8F/gR4M/d4fnvLW0NgSfK16DfZhsvAZu37furwF8oH/8F4K+Uj78D+L9wU/p+C/Arx/C+XgcuHPc9BP4T4DcAz97rfQP6wEvlz175uPegP6dv5aaOsA5YY4011jgqvhF4wVr7krU2BX4KeOCC0dbaa7b00Ky1Y+CrwN2GRH8Y+ClrbWKtfRl4AfdaHjQ+DPyD8vE/AH7fyv5/aB1+GeiKyJk7HP924VuBF621d4uuPpB7aK39HLB/h2sf5b79LuCz1tp9a+0B8Fng5HnjR8Ca3NdYY423E+eAV1d+f427k+rbDhG5CPxHwK+Uu35IRP6diHxKRHrlvuOw2wK/ICJfEpGPlvu2rbXXysfXcWmF47JvFd8N/OTK7yflHlY46n077vv5lmNN7kucxBaOtU2Hw9qmNQ4FEWkC/zvwp621I+B/BZ4Cfj1wDfjrx2cdH7TW/gbgdwM/KCL/yeofrYsfH3uRlIgEwO8F/mm56yTdw9fhpNy3B401uZewJ7A/c23T4bC26UTjCvDYyu/ny30PHCLi44j909ba/wPAWnvDWltYN7z777IMGz9wu621V8qfN4GfLm25UYXby583j8u+Ffxu4N9Ya2+U9p6Ye7iCo963E/M5fauwJvc11ljj7cQXgGdE5InS4/tu4GcftBFllfTfA75qrf0bK/tX89S/H3i2fPyzwHeLSCgiTwDPAP/6bbSvISKt6jHwodKWnwW+t3za9wI/s2LfHxWH3wIMV8LQbze+h5WQ/Em5h7fhqPft54EPiUivTCt8qNz30GLd577GGmu8bbDW5iLyQ7gvSg18ylr73DGY8k3AHwG+IiK/Wu77YeB7ROTX48K2l4D/AsBa+5yIfAb490AO/KC19u3UI90GftqtQfCAf2yt/Rci8gXgMyLyA7jW4D9UPv/ncJXfL+Baur7/bbRtgXLh8W2U96nEXz3OeygiPwn8dmBTRF4D/iLwCY5w36y1+yLyl3GLUYC/ZK29vUjvocKJ7XM/TojInwX+B2DLWnus/dMi8teA34PruXwR+H5r7eAY7Dj2XuXb7Llj3/Jx2lRBRDTwReCKtfY7j9ueNdZY452HdVj+NpSk8SHg8nHbUuKzwPuttV+P68392IM2oCSrv4XLtb0X5+2890HbcRty4M9aa9+L61f9wRNgU4U/hWu1WmONNdY4FqzJ/fX4H4E/zwmprrTW/oK1Ni9//WVcoceDxonoVV7FPfQtPxCIyHngPwV+4rhtWWONNd65WJP7CkTkw7hQ6peP25Y3wB/DqSs9aJzoHtA79C0fJ/4mbnH4cAtTr7HGGg813nEFdSLyL4HTd/jTx3EFNh96sBbd3SZr7c+Uz/k4LhT96Qdp20nHHfqWj9OWSt/6SyLy24/TljXWWOOdjXccuVtrf+ed9ovI1+H0j79cVqyeB/6NiHyjtfb6cdi0Ytv34QYjfKs9ngrIE9kDeqe+5WPGNwG/V0S+A4iAtoj8I2vtf37Mdq2xxhrvMKyr5d8A5YSmD5yAavlvB/4G8NustTtv9vy3yQYPV8z3rThS/wLwh4+ppamySXCa0fvW2j99XHa8EUrP/c+tq+XXWGON48A6537y8b/gplh9VkR+VUT+9oM2oCzoq3qVvwp85jiJvUTVt/wt5X351dJjXmONNdZ4x2Ptua+xxhprrLHGI4a1577GGmusscYajxjW5L7GGmusscYajxjW5L7GGmusscYajxjW5L7GGmusscYajxjW5L7GGmusscYajxjW5L7GGmusscYajxjW5L7GGmusscYajxj+f58TWmPImF5hAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 576x288 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"xnew = np.arange(-5.01, 5.01, 1e-2)\n",
"ynew = np.arange(-5.01, 7.51, 1e-2)\n",
"znew_i = plot(f, xnew, ynew)"
]
},
{
"cell_type": "markdown",
"id": "0a293d39",
"metadata": {},
"source": [
"### Replacement: Use `RectBivariateSpline`, the result is identical"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "986fdd00",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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GGTLVqMRCxZIw8rkWzTBKbUbTNg+WNjnlHLDq7DNj9VlwOiwG81wsz3KjWmdQ9UkrivRA4XYkbj/HCgtUnCP7OfZA4DhGHJYFktSXpKVDgrTISi7tIKDlF0g/w/VSPCclcFJKdoJvpQRWgqsyHJnhygwpTJpdipsBSqEFxTjdnmlFnFuMcpsotwgzhzB1GKU2YWwTxzb5yEKMFGoocUKBFYI15IjQ7bBAxgUqLUxhfiwazAJFUpFEdUnchHi6QMzELE11uVDf5b7yFqfsFnUVkmjFdlbnpXCRZw6Wub7VxNpwqWwIgt0cr5Uhk4LcV8QNxWBZMjydMb3S4TNzazxWucqM1WMvq/L8YInnNhZRV3wqV6G0a7IlWVkxnJcMTxUsnTrg+6de5Zy7zZVklsu9GTo36pSvKPw9bbIDgWA0My4dLA14YG6bJydMtWugOIncQQjxj4AfBKaFEOvAnwVsAK31/wdzEfhtwGUgBH7v3djv2+Lxx9n8O6/Cl2FICU6fnjhC2g9MkkEjaX3jMnNzx9/9a9slAD7B0+ML/xjvQQ38K18x9z9w8H/Az/5p/vO////jCxsF/7L4cY7LWd9p/Ct+GwA/7v0aRPBj1n+EDL5c/on3lNxffNGk5V94wfz/2OT+pS/R+gM/ByPz41XOTLZ4HKfz8/Gf3kUu8Fj4rY98Oj/Tis9WL3Mh2ObL3r18W69gD138lsZtZ6hUkZYstmZqXJ6a5bSzzym7xSONdQ6WA7pRA5kqVKpxOhmlTKOVTe55PO8tUrMjvGrKvN3hE8EaarbgN4VmTc8gChuRK3ytsYYZXqtApjYyVYjMYSdr8lQuSWYs0rLirLvLlBpQkSOaasCM0+eiP8erpWlapQppySj9s5bC7UqcvsAKTQSvRhkqEthDgWNLcl+R+ZLUF2Q+ZIEi8xW5b5F4LpGnaTsFws1RdoFl59h2hq1ybFWgZIEaq+EPUeix0r6QpLkkGyvcs9TcdCIRsTIdB5HAGQlUhCH1kcYONVZk0u4qLoz6vNAgTXdB5ivSsiSuSeKGidbT6ZTK9JCzjRYfq25xj7fLkt3GEym9wuNGOsVzg2WeO1hke7OBu+5Q2tCUdjOc7pjYPUXUsBgsSsKVnJnTbb5n7hqfLK8xY/Xo5z7PD5d5ZmcJfb1EdQ3KWxnWKCctWYTTisEpcE8N+OT0Dc46eyhRcC2a5sZeA39dUVkvsAc5SUWR1AThqYz5Mwd8ZnaNFbfFV5lc/HQSuQNa6//qHR7XwB++G/s6Droz5wDoUyW7fA1rwt/2oH1TvHJwwB2R++Xao9CFH+Hf8//mT5Jg45C+JzXwr3wF5hox97Zfhh/8eaZ2dnjk7z3Pl//jw/yZP/PBPkH/9T9L+BTPMPulPwZpypmf/VmmmzlPPfUeKRCfeAL9c1/k+vWL/KHKP+QFfj9Xr97B+zz+OAebVfhT5seN0gX4m7/4zgR9/TohN2sA28wfbf8oI8ot6mrIA84mUhTsj8pstubw9gRuR2D3c/w9RbTh8fX6ChUrMgTitvn47CbfzCwGWRWZKWSqsQcZ/r4hop5b4knrNIUWfLK6xpLd5oFgg3RakRWSDT0Fwqawbfx9iT3MsAcZASAKhcgt2kmDJyOXvZky+7Uy93i7zFg9pqwBjsipqRFNJ+TVYIaNSo2w6pPWLOK2xO0InL7CHpq0tkxNrVrFBTLTqJHAdg7bvQSZa1rzDtu/CkdRODa5o8ksSCyNtjQo0Oqw9UxzxDUa0AIKELlAZOYmM3ASgUxAJRy1nB3erHh8TKk+OkaAwh63tPmKtCRJKoK4JkjqmmQqw2lGnG70uKe6zz3BHsvOAVPWgBzB9bTJ1XiW53uLXDqYob9Vwd+wCLY1wX6O3ctBQ1K1iabGqfiVnMZKm0/PXufjpRtUZMR2WufZ4Sm+tn2G7lqN6rog2MuwwpzMV4Sziv4q6NURD85vseodEGmbi+ECT+2tUGz6BDvaaCsEpCXBaFbTPNXhP1t8hc+WLtPJA0aZPdH5etgq+GHGB0pQd7fR7xYwXql1OjA94WC+g46iRocudVqtO9v3lYd/O4tf3eRefQmNZJt5VoKDY9fuJ8G3vgXfM/0aom/B934vtFr80N/59/yNrz3EaCSOX0/+DiEM4etPW/xp/h18/segXEb87M/y2Pw6Tz11+u7vcJwSPwh9ElxW+88xyy4bX+liLBiOh4Pv/Ymb///h3wmTBN4rK7TX0qMfd5k92v5RRpzY3EimOF864CHvBq9Oz7G9WCXslLBHFm4nxxkWBFuKtt/k3xb38chchfPBLh8rb2ItFXxdrtCjDtqivCWQSUGwK9BSMcxq/EZ0DweLJT7duMZpd5/7/C2YhaetjKv+NGnZJS1b+HsSt2uEdsGeUbzbQ8WoX+bFjsfmXJVzzRnuLe+y7LSoqIhFu01ZRcw5Pa6XmlxvNNjqVhl2fEYdC6crcXqmA8AeaqxIj/vtNSIfk2pSYIUCRwkKW1BYhzfMvQ1aQWFJtAItb95u4xk95voCRH5400f96OZm+vQPfz48DqHH6wJbUvjClBA8YbQCZUFagaSmyespXj3idK3PSqXFit9mwelQVyGKgo20yVZS59XhLJfaM+zvVVHbDpVdgb+vjZBxlFPYRn8QTkvCBUG8lLC43OLR6Rs8WNrAkylryTRPdU/z7PYi0VqFynVJabtAjQqyQDGct+jdA5wb8ujyOveXjeju6/2zPL1/io1r01Q2JW4vRwuI6xbhnEAvj/jM/HU+X36FeTXg1XieKJ2c3FP94XZn/2iTe+8mubfbk5P7ftfmAi/yDT7DwcGd7XsruIelM/vMXt0HDbtzD7Pyl/6ru556jSJTc/+/LXwDHnsMSiX4Lb+FH+L38peT/54nn4Qf+qG7usu7hm99C/JC8ln/WXjkT5t+wfPn+VT0Vf7c2mnC0GS67xrGKfENTEZniQ2WWGfzyTZ3RO67OaCoih77+9XJXvSlL9H+/X8FYvPjHjN3JNj8sEEkgl9v38uqs09Fjjjv73B2bo6LAweR2ZRsgR0WBHsFopAMRg2+FtuwAp+pXuH7axcpWTH/kfP0dB0tFaUdgT0sqKxrrFAxCEs8Gy0Tnbb47JTinLfDI6XrTNsDnvWXeb6yQLdSIS0pSlsCr5VjjXKCnQK3p3A7ilHLpt9q8tR8iWvTTc7V9zlf3mXJaVNXQ6b8AWfcXfbLVTbqddZmmmwMahx0S/S6LqpnjUkerKEcp8BN5CxTjchM5GyNTNSsjRsNWgm0AC0FSHN/SOqHz7kNGoTWhtgLIx4Thfm/yPXR44f70BK0JcnHxi+ZJ8j8sfivDGlFk9UyVC2hUQ1ZqnRZKbVYcjvM2V0qMgKgX3hcTWZ4LZzh1c4M2wc12HYJdiX+rsbr5NjDHJFrclcSNRThvOmFt5cHfHxul0/Ub3DG3cUROWvJNF9rneWF9UXUVY/6DQj2jJahsCXhrKJ3FuS9A75v5Qqfql6l0ILnhqf42uYq3Wt1yjckwU6ByA2xDxcl4UrGvfN7PFK+zowa0i8cnu6vIOKLE52vGkH+IR+98pEm91735v+73bd+3q3QGjpDm7Nc4Rt85o4j991dWLxvitlre4bc//I/hP+6fmdv9jZ45RXIc3ho81fhd/2g2Tg9zWcfHsJz8M1vfnDJ/cknzf1nPis5qpn85E/y8F/9F+T541y8CJ/4xF3c4Tj1vckicEjuG6yPlu/o7Q62E8DnXnmZg4MJHZUff5z2Nz34efPjXvUe+N8mSOd/yCFTeOrGKZrOIzxYWqfQknOVfbrLHttFE61sgi2J1ymorOdYI0mPMs96i6z4LT5deo3vrbxKtqT4cn6Ovq4CkvKWxulmWMMcldiI3OXiYaljCu73N3jQv8GC3WbW6/N17zTbbtOkwW1FsI95fSvBGiqcvonCR12P/a5NZ9Znb6bMheou54IdTtkt5q0u81aXc+42e0GVrVqdteYU1wcNtvsVBn2PqOdg9SV2T2KFRrxmjTRWJI+IXqZGlW7I2ETVbwc9Jvi3e54WHDnpGTe9sUvfIaF7gqwkjNCvrEkrOVQzSrURs5UBS6UOK36bZafFvN0lEGYVGmqX7bTGq6M5Xu7Nc+2gyWg3wNu28HdNCt5t3+yJT8sW4bRFuCAIT+XUT3X41Px1PlG+zqLdpkDyajzH19urvLC+iP2qT+WaprSdGUW9rwhnxqn4e0K+59Q1frD+ClNqwNPhKt/eX6J3pU7tNYm/V6BSTVoShHNGcFdf7HG+ukdJxtzI6rwwOsVTW6eQyeTnbKFP0vIfWPQHMM8W2ywwGk32mjiGLJcsjTv1+v072/fuLjxyX8RcsQnAzo1jnFXHwPPPm/sHi2fhB37P0fapH/80q89d5aknlxlrGz9wePIrMWdZZ+ZHPn5z40/9FBf+0h8CuPvkvrICa2tssAQYcl9kk2/I77mjt2vtmraae4uL/OrBJ3hjePUWr7vve2/+/3d8YbJ0/occIgfxWol/U9zPy7NzrJTblFTCPbUD1GnNhtNASxeVSvy9jNK2JncsOuU6v1k6S1lFnLJbXAi26S26PKVX6IsKoKgUYPcz/IMcrQRIl4vFAlFmM5h2eSi4QV2FPFK6jj2X802Vc92ZIvccct8icKUh+Cg34q9UYUUSK1RE/RKXey47s2WuNxqcLe+z6hnnuUDGzNsdKmrErN3jtH/AZrXOZlhjJyzTGQSEAwcxsLCGEmsojbBtBCrSpi6e3Jo6N+l1UYyJ/vD+zchcjIlc3h7x30z1C2O760DuCXKPsaBPk5UKdCnDLidMlSPmyn0W/B6LXodZu8eUGhDIGCUKOkXAXlblejzFa4NprrSnaO9XsHZtyvs3U/D2IEdmRjSX1CzCGcloXhAtpcwvt3h0ep2HyzeYtzr0C59L0TxfP1jl1Y1Z7KsepRvGDVBFOVmgGCxY9FchPxvx8NImD5U38ETKa8ksT7bPsH29SXVNUtrKUbEmrksGS0aoV17qcU9zH0vmPBeeYjeu8NzeAqMrVeRkHjZ3teYuhPi7wP8V2NVaP/gmjwvMcv+3YQTnP6O1fvrd7vcjTu6CJbbZZoHhcMLXjMl8kc3bfj4OtDbkPhcMmGUXgN2tSfsrj4dXXgElcs6LK/C5z9184Ed/lMf+X0/xra/N8kEl969/reAHeBI+//mbGz/7Wc4124hWwcWLdzkt9qUvwRe+wG5o6tyz7LJo77GbzpBlTCy4PMTBboFFyml9lU7HfO9igutBp2WuMLZIGQw+mN/NXYeAyhWI2wFr8x7XF5ucndvnnuo+j81cp+6NeEkt0C88RK7wOjn+QUF2TXFZLtCPXT4+vcFpr8W9pV3UsuYZe4mOVyf3LUpbEntY4PQLytclKna40Z9nd7nM1bkpHqhuMWv3WHFbyBlN3R3xWm2KTrNMNGXh7Tl4nXFbWKpxuwUqAbsviNs28V6d56cqvFKfZaY+YGnsPjdr96moCFemTFt9yipi0e3QLge0GsY0phP59COX4cghimx0pJCRRMYCmQhUMvZxT42P+1EdvdAm1f56gh8Tu5a3kLoae93bxu++cDSFA7mrKbwc3ALLy/CDmIoX0/BGNN0hTceY6tSsEE+kSKE5yMusJdPsp2U2RnU2hzV2uhWitofVsii1Be64hdEaGdFgFijSwCauC0bTgmg+x5kLuX/mgHuru6x6+xRa8MLoFC/0F3lxb57eZoVg3cLf0fjtAi0Foxmb4bxisKJxzvT5+PwW91e2SbXiN/r38mxriWvXZildtQl2ClSsSSqS/ilJeE/C6ZV9zlQPkGgu92dYazcY7JRxdywqu7AzMV8bQ6C7hL/H+zB75SNN7r2B5JPsADct5t8Jh2Q+xQE2CYOBc+z9djqQpjBrtykREjBkd/u9aZq8ehVWnB3sj38cKpWbD3zuczxm/c/8k+3fSasFzeZ7svs7xvY2bLR8PmU9A5/6nTcfsCz8n/gRTv+DG1x65RR3aXChwTj13fr9bYJ4iOdLpn7nj8EvGU3GzMzx3q7TKqjRpUKfPBdE0WRmOMOeMSVZcFsMBnfQivEhRGGZtqbatYJw1qbbCbhczNDwQj5du8aK28JTKU/rFUThoaXAGRZU1gusyKLVm+HLp0s8vLzBJ2s3+Ez1Cgtul68FZ7hWniGpOJQ2BV67wD/IcfsCtyUZtqp8a9nn+lKDB6a2OR/scsbdY2XmgI9VG7zUXODy3DSd3RLujmWc6NqFcWnr59gD8FvGnCapKuJ6md16ic3GFG49Yro6ZL7UY9HvMmUPqVkhs3aPBbtzZDATFs6RS1w39emnLv3EY5A6jBKbOLVIE4s8kxSpgkxAIRC5UcRTiNtS8SZi1+PavAalwdIIq0BZBbaT4dsZnpNSdhIqdkTZjqnbI6pWdDTYxZUpioIcSVzY7GcV9tMy21GV7WHV2NJ2fFTbwulI6p1DBzvTd04BhSOIa8r0wk9BNJfjzIbcN3PA/dVtTnktPJHSLzwuhfO80FrgxmYT94ZDYxP8gxxrpClswWhaMVwQhKczFlf3+Z6Za5z19xjkHs/3l3hme4nRWoXqdVNjt8OCtCwZnJKE5xIeOrfO55qvIUXBt7qnubQ1i7gcMH0Vgr1sLFac7Hw1A37uzrXn/Zq98pEl9zSFOJHM3SG5lxlQFkP6/eOT+64J1pkVewDMsMfe3nsToV25nHMmuQg/8AO3P+B5PPpIDk8Z4dqP/uh7svs7xmE54eEHC3Be9xn/5E9y4e+/zMWnG8CEQrVJ8fjjtP/KszS+1Yb77mPqt34Kfsm0PB6X3Ad9TYU+VXqAOXcmIfdwaMh91vouInfbTGtz11rYrQCocFD2uNKY4sHKJvd6W3xvA8IVh5fTRdAO5XU5TvkWOD1FLyrxHEs0nBGn6/t8T/ky0/aAr7r38Jy/RN/xQUjKmxneQWoU7H2bwcDmYDjFN1YcRvM2j9bWOO/ucI+zy33+Jq9UF3mmscxrjWn6WwHpjiTYMQsFu59h9zM8CbmrjixY44axT91sBGw1alytNVmq9lgOOiy6nSMv+UDGRxayOYJUWwwLl2HhHpF+P/cYZi6j3D4yo0kKizRXZFqSF/K2+q8UGiE0jsxRssCROZ6V4quUkkrwVUJZxUcWtxUVHQ2WObS3zREMC5dOXmI/rbCdVFkP62wOahx0ymQdB6etKI+jdK+bY/dzrCg3pG5LspIiqivjMT9XwELMmbkDHmms87Fgk3m7Q64la8kMrwwWeHpnme56jdJ1ReVGgb9v6utpYBFPK/orguhMzIXT23x++jIP+jfG7W7zPLO9RHKxSuOKIWqZapKyYrggGaxmnD29yw9OXeKcu83FeIH1fp1iPWD6oqZ+cYjsjYhO1ykmvAxrLY58/SfAtBDiqVt+/sWxlfqkmGj2ynHxkSX3Q5KeZxuAcHhzYOLbYWCGGVGhT4U+g0Hj2Ps+VNhPpWbfDdp0uu/NRfzqqzk/qS/DD/7gGx775E8uw1Pw7V/r8KM/Wn9P9n+neP4bI8DnoR95k8+l0+EMOzx16TEzl/4u27O2+jZNWnDt2lFG406Ek4O+psyACuZk6/VgdvadXxcOzAV2Vh2wNTj+fj+UsAuG8zZ2J4ACnH6Bu2+xt13jN4OzpE1FWUWcq+zRW/bYKKYAG1FI/IMcfz8jdyy6XsA3/BV8lfDx0g2mrR6P1a9TaMkLLNDHH7fKGctZt5MBFiKXDLMqT6eKKLMJ6y7nvB2qKuI+f5NAJVSdiIveLB2/Qu5bpCWF1xK43QJrZExqnEyjYokdKuyeIOkqkrZHu+7Qrpe5Vm0wUx4y5/dZ8Ew037QGRwRri4yKHFGRo6PBMKm2jqbARXo8Da6wjixlC327ctuMdtVHA2NskR/Z1h7uw5PpeIjMzXJgVDhHfvPtrMR+WmYnrrATVtkdlOn1fXTXwe5Iyl2B0zGpd3tgfn+RawolyUuSpKoYNSXRNETzGcHckPPT+zxY2+Sct0NdhQwLl6vxLN/uneL57QWiGxVKG5LSprGilWlBGliEc9YRsZ9b2eWx5nWWnQM6ecAro0We3FlldK1C7ToEuzky0SQ1xWBRMljNaSx3OVfdwxY5V5JZvtU9zeZundKewGtniFGKdi1GUxY4k896Kyavue9rrR+b+I2/Q/jIk/tR5N7PmeTXPXxdhT4V3aPfn2xRcCs6HXPfGJm6fZ0Ond7Csd5jEgwGsNtxOCOuwff939/weNPqscAmL/65fwdP/NkPlIf58792wDyKmd/2qdsfeOIJ+KN/lBX+Ww6YJlzbJbjL9qztoU2DPWi3aToDoHxHLY/DEEoMj8h9Un1GGGpcImq6y6vfJeRuWzkHDwmSahV7YOrFKgZ33eHldJnrsw2W6x1m/T5na/vYZ3LW3ClyzyNbF7hd46xW2pQMRZ1/NXyQF+cWOFfdY8YZcE95j2JJcMmaoV0uEU3ZeAcW9lAjc/BaGlEIorDMsx2Py7PTrDTanCq1mXEG2CLnlN/Gmc24ETTYblbpznkM2xZO19zsoTGCOVS3O0NQKdgDcNuKNFBEZZerQY0rpQwryPD8hLIXU3ViKk5EYCWUreTIXtYW+dg/3pD1Gz43kb/j5SfVijQfj4Ud14kPFwVxYea0D3OHYebQSzwGiUs/chmNHNKRjRgaa1p3eGhNe7N9T+Sa3BOkJZvcFaQBpFVBUtMkzQy7HrPU6LNc6bDkdbBFztV4hoOkzHpYZ63ToLNbwdm1KO8J3I7pwY9rykTsTeP7LpZC7p3b53x1j0ILnhqc4cpgmsu706TrJUrrEqdfkDuCcFoRLgpGKykzix1Way1Guc2XD+5lvV9nb7eKs+mgRmY/2X014oqkdw84T006FY7vZCvcezJ75SNL7ocR+AwmNT7smhX8O+FWci8zYNC7c3Kv929AuUx90OG1wd3/qK9dM/dnVzVUX5e+fuIJ+J//Zx7kUV7kgcnn2X+H8Nzz8JB4AT7zudsfGPeir2Da1m5wigvhpbtqz9oKfe7BhOpTo3XgvjuL3IeCMoPb0vKTIBxCQEhZ9+64G+PDBkflLD+6ydbZKvG+j7uvcDoQbGv8XYu4XuPiconWSptPzKzz2emrLJW6PFtdpF2rEmxI3JbGaxXYA0G843N9fonry03umd/j3uouD1Y3WQ46XJmeYm2pSWsnwNtWeAcap6cJdjVeG5JtRVyvcWm6wisz80w1B5yqtln0eyx7HZa9DoOGy/5i+WgkaqfjozoW9riH3R5oVGTU7m4Mbkejx2r13BFGie855G5Ay9fseVB4Bdo1VrOWk2M7Ga49vqncWM7KHEfmWNL4yVtjwpev638rtKBAkBWSrDDp+zQ3PvNxrkgyRZzaJIkiTxVFZCFieWRJqyKBG0EpOnSxA5mZXnEwi6/CFiQVQRaMzW2qmryW4dYjZqpDFstdZt0BVWuEFJpB7vLyYJ4b/To7rSrFnoe3L6m3wOkbIx+tIK4JM1lutkDOjTg10+ZcdZ8Zp09cWLzQW+TSzgzpRgl/W1JuaaxRQaEEoyXJcEljr/b51MImp4MWvczjhdYCmzemcLcsKh2BSozIsLcqiRuafDphZrZH6x8cY3DMd87E5j2ZvfKRJffIeC5Qo4siG0fu74xba+4V+mOXu+N9yUfk3l2Dc+eoPdOlE97lmvsTT3D1j/8H4O9yZudJQ+a3kt+YJB/gRf4mf5ACgXyPBtccF3kOL+3O8Ifmf+ONLjXjXvRT4xLUdVa4wKW7as/ajnwatAFodq5wx+QeSmZuSctPHrmPyT3vHi1Cvxvwu5a/Trqk+M3uPXzt6lnSiwH+Pvj7Kbkr6Q0t9lSdnXKP+0tbrHr7LHhdftM/w6Y3jZYWlRua8mZGaQtGexa9QcClbA5rpeBTjTU+XbnCo+VrXG3O8NTUCq/WZsnXPNCCYK/A7eQE25rcV4yaitGcR2vBobvgMZxxub++zT3eHjNWD1kt6Dd91pMmr4XTXOtNsd2qErVdnANlbGe74Aw09tA40MnMGMhw6AJnm95y02du7HJzzyZ3IfM0iQMdV6PdAqwCYRdISyNVjlIaKQukNDX2Q2gtKApBUUjy3NwXmUSnElKJSMYq/Njc3AizEInMJD4TlZv0tkwLDhMG2hLkzuHQG0FSFSR1iJs5ciphutFntdbiXGmPFfeAujItSK2szNV4xkTae9NE2yUzf31H47eMqQ1AFkjCKUW4IIhOJ5xe3ufRqeuc93cIZMxOVuObnVVe2ZxDXA5oXoVgN0Pk2pQBpoUZD3u2zfctXuGT5TUSbfFrrQtsbjUoX7KpXsuxIk3UUPRPCUb3JNx7eptPTa1Rs0L+4oTn6t0U1L1fs1c+suR+2NfuM6LEkHAw2Rd1W1qePjuD46vcDw1zagdX4OwK9ed6dCP32O/zlhjbqK6F5hxYDV98Y1Q+JsMHeYERAVc5wz1cef89zJ94gst/8m8R6V/jofavwxPF7YuNcS/6YeR+nZWb2+8SWkmJZjmFAdT2LqMUd5aWH8nbau4Tk/tIEBBSyToMUygKkB9uM6x3RJIrZqweq3YLT6bshFVe3V8i3ZH4GpxehncgiXYtLk9Psxh0uTfYNt7yUy5RatGOm1ihxA4LnG6GfwC5Z5F7LpfsWTyV4tVTTjv73O9voqYKci15LZ8lzF2ElggNds94y4tcI3OFyCVhVuK1ceSbNRQEMGd3mLF6lGRM0xoy4wx4zZthLWjQDUpkJZsskGRdgdMzw2IOJ6zJXKOiHBWDFYojoj/ylncO/eUFhXP4OBS2Ni1tCnKl0YqbvvKCsa88oMVN+9lMYOcgU4FITalAJiYil8mhp7w2PfVjQpdjFzsw7ni5K82Am7G3fFLDRLzNlHIz5FS9w9nyAWf9vbFj3YhUW+xlFV4dzfFCZ5Gre03y7YBgW5qMzH6OFZqyQlo2i6lwwfS+Ly22+NT0Gg8EGwQyZjNt8NJgkZd25ynWA6qbxqnOHmakZYuoIQgXNe7ygAdnjLd8oi1ei2a52JrB2nHwdzVuN6dQgsyDeKpgcbHFj8y9zCf9a2xndeJ8csrL75KJzfs1e+UjS+6HkbtHREBIOJjMx/RWQV2ZwR2lTTsdcF3w9m7AZz9B3RnRizzy3DisvmuMo/JNFrFITekh1LdH5WOSfAAzZvtFHjDk/n56mI8XJc+HZgztQ9E34Avj1s/D4x73oi+FGwgKQ+530Z41jiHMPRpTEnIfsXaNWs20wh0Xg8iixPAoLd/rTfa6MDLkXs46aG0WoqXS8ff/YUKaWPyT/cd4pLJOP/fwrRQ5HTNY9cldG6evKWywB4LRtQr/NrqP55qLLJa7eCplodInWrbpiTJZycI7UEduY25LEMuAb41WuTrT5Ey9xaxn/pBrzojZ2S57qkKn6jKaMTaz1tDUfgsLrFDj7wni1GOtO8tGvc43aivMlgY03SFlK0GiSbUksBIWqj1cO6NX9oimHEZDC2ugsEKFipSJkmN9s2+94Gaf+qH5jBg/pjVFekuvuhrbzh5a0IqbrzvCrbNkCswAmcPbuEde5jd75AtLoKUhvKNjGO+vsE07W+5B5hmTm7yUo8sZbimhWYpoeCOqTkRcWFwZzXBlNMMwd2jHATthmVavRNL2sDoKryuw++b9o4ZCTyvTRliDuKnJp2MaUwOm/SG9zOOp/hn2kxJrvQa7+1XEjot3IBCFZtRUDGeVqcsvFKjFkIV6j6xQfKO7ykFUYr1VJ94O8HuC3NMMFm3SsiBc0DBr+vkHucfTo1We7Z0iSdYnOl/1uLPhw4wP99G/Dd5A7sPJpqcMh2CJDEenJi0/OP7qrdOBel3D3h7Mz1P3IojMxb9xfPH9G3GLjeo828jDv/Zbo/IxSX4sfAmAF3iQnwz+w/vrYT5elLzAgwgKPsZLEEa3L0rG9/bP/RwL17e4Yd8Dv3j37FkPSbxZTiBYhWvXqFbvzKxoGFt3FrlH0pB7YVI8g8FHn9xlLPjq0/fz9elVqqUIx8qYrg8Y+gmDJfdIpe30oLwmKbYCdhs+G7NNGrN95it9zk/v06kM2VsqcXAQYLUs3I7AGkLpuqDYcQir03y70YSpmGp1RLMUMl/qM1/qM1x02B+UjCq842D1JHZfYI3AGoDdh2LLIvcs+n5AuzRNVskRpQyvlFD2YypujG+lLJa7LFc6ZIUiyi2jwE9tRonNKLbIYgsdK1PnHqfJZTqOrjOQR0Y1HJGzzIGM2wxrDv3h3wz6Vsek8YJBC2NmkzniaPhMYY0H0owzA8bgRqMdjfByLDfDcTPKTopvpwR2gqcyLJlTaEGmFQdRibWkQX/kMRo6FEMb1VdmtG0IfgSHwvzChtGsIC1p0loBtZRybcSpUkjFiZFoRpnN07unaPcCipYpc5R6pnyAgKQmSFY0STPHaUYs1fs0vZACwavtGfb3Klg7Dm5HUE7M7xcuCJJqQVFP8asRzdKIUWbzlZ3ztEKf/k4ZGf+bic7X77Cg7j3BR5bcb03LB4QMB5O5uEQR+CICZRFkIaPoDsm9ksNOAXNz1INN6Jjtd4Xcx1H5JotHTnpH2w8xJsPqF7/IytoaL6qP31WSvCOMFx+vcB+rXMMnum37ER5/HB5/nBXrG1yf/xQ8fuGuHcIhuTcqGTRW75jciwKGiW38EDBR4uTkrgy53/K6Oxkr/GGCTKH5tCRulGnPB4jFiNW5Az4+vYErM64Mpnnp+gLqkkdpo8DtFqQlSf+UQzup4azmPDS1xWONNZiH15ZmeHp7mf5ajco1ib9vjGcKSxDXJKNZn96iS7xs0ZjbPnKoS7ViK6lzsTfHa60pBttlvG0Lb9+I4uwwR6YaLQVpIEkqirhuETdd9poBnXp0m0PdtD2gpkZHLWeRthnkHu00oJXedKjrjjxGkU3yBoc6UIl4Z4c6OKrlw00jm5u2s7cQ+Bsc6oo3dairOyOm3QENKzxy2VMUpNoiLBx2kwpbUY3NYek2hzp/3Pvu9DX2yHxehSXIfElcE8SNmw519063uK+2w4rbIpAx+1mFl/oLXG03b3Oo8zrGRjYLJMM5yWjGONR9an6Le8u7BDJhN63wbGuJ/a0apddsKmsFTj8nqUp6pyXR8u0OdTtR5TaHuvou7E/oAq4Rdy0t/37hI0vub4jcJzSxiSLwRAxTU/g7I8JITWwreohOB+r+eOzX/Dz10trR9ruCcVS+FS5wjstm25ulrsck+WDza7wQPwqPn7tLB3CHGC9KLnKBC1y8ffubYNFt8Upv8a4ewpEeolKYHvonn6TysclT6ocYjYywqcwAKcBXCWE4meFRGCuahASYk/LwXP2oo7Sb4wykmfrmu4RNm7o94h5vl6oVsTss0664FJZAjcVpmW9Ghu7XKhyUu5wLzBjWmhoxym2eGnokbR+3LRBdjRPmxs61sCgsSej7bJWrnA5arDgpS3abGctYxloy5+VCMErLyERhjQTWSCDjHJlprFBgh8ZnXiWSKLVIcp89LRCAI3MCmdCwhkeGNUoYchy6Lp08YD+tcJCW2I/LHEQlurHHIHKJIptsZEEikfGY6LObdXMTyYubKffXOdTdTN3faj2rj4hduxrt5kgvx/dSSl5C3R/RcEOm3SEzTp9pa0BNDSnJ5LbFSSsrExZlWmmJrbBqiP3ANyLCA4F3YExtrIH5nLQS6ECRO2MRXrPAmhlxbnafR+rrR33vvdwjKprsjCr02gHejiH2YN940xeWILclaQXy6YRzM/s8WrvOgt2mlZfphrPs9srYBxbenvG0l2lBXJdkZU1lesjDzQ1OeS12kypX+lMM2gHepkVpU+P2jqefuluCuvcLH3ly9xnhM2I04QU0isDlJrmDqdN63ju88BZ0u1B3xqmDuTlDJNxFch9H35u/a5HP8+tw+vTb9rDfv9TjP77wyPsv3PrSlyj+wB/k0uhefoCvmG1vU0+fKw34Sqfypo/dKY4EkzUJZ85Au001SNlrH6+b4XBWQclKwA0I8nRyck9M5O6NMxeTDjX6MKOwYTirTJ1Yg+pLtvdrfF2ucqPUoECgtSCrZ/RP26RlB5lqcteQXnHg8IJcpBWVWCx1sWROL/FwvYRwzkYLi7huY4Um2s0dIzizuhabWw3+Y+zwYmWBphviqow4txikLq6dETUSRjhkgSSaVlhDNe7xHpOnY6JhmYDVk2SFx0Zksd8r8bI/S9WLqTgxgZXgq/SoTFYgiHOLpFCEmUOmJUoWuHaKEJrUyskyRZFKskxCLiAXiEJAjrkfC+jeYD97mIY/tKFV2ljSjm1opaVRVo5t5zhWhqVyskIySF2yQtJJfK7KKeyxVP7wWMPMMfa4sctg5BINHRjYWAOJiszo2bQkKGyFaCozG94x27IyJLUC3UgJvJQ4t7g8nGEjqpMWik7iszOocNAqo1o2MoXcF4SzCmYVmWfU+dFsjltKGGU2z/eXeFYvsxeV2WjXGO0FuLEZU9s/ZVFYEDUFSTOjJAvWwzq7cYXtYZWN/TqqbZm2OBtGTUExoeGo1nwnW+HeE3xkyf3wgukR4RLTjSd7XRSBpyOYnj6KrEaj45F7pwOr9bEyb36eevUukzsQ/Y7Haf0uWHxsCb557W2fe++9EL3gc+OFLqcfrt29gzguHn+cjSsp4Z8pmcj9HRYl89WQg70aSfJGh9o7RX/sW1CpSRO5A1U55LVe/Vjvc0jugZ1CqUQwjAnDyQrnYWLfRu7fDZF74Re0HtZYQ2GmoKXAuseN/XnWvFmEn6HsArcRUdRjeqmiCC3kwETUbkuhOwEb1wOuB3PoIEf5GY6TUZobUswIwsQiG1mIkUKFEpmCGgmsNZdw3eE1u8GrnklTCz/DcnIsOycox1COKZYESaYIU0WRKEjkzZr5eGqbTATugYIDhRYuA1Wmr8YpcUujxzfGN6EKhNKmnW3c1nbY2mZZBbadw2RyoGNDa4HWECU2o9ihKAR63EJX5AKdSeNjnwtEZm4yHavwx0JA93CBIUxmIJoaZwkcTeEU4BRIN0fZOZZVEChzrcsyxdpeg9eSGfTIaA/UyHwnTm688jNfk9Qg9wvzfQYZtp0TqIKiEKztNrkczSJCCzWUyBi8XFBYmuGKJi8ViCDDsnNcVTAIXZ7tLpue/lCZ7z42XQnDRTPitvAnc6gzgrq7oX5+//CRJfdb0/IuMXEyWV7dkHtoInfMCmE0Ol6tvNOBWn2c/52bo1Y3+550pvwk2No0f3GLc+9synDh0TL8U7j4a1vvL7kDFwMzw/XCX/hv4H/4hbd97vxUAq8Zr/7lOxu5/gb02xlgU6mrI3KvFF36/fqx3ucoM+QWUC7jj+KJI/AwtY4ySvDdEbmX3IR7Htww0dd+gLOn8HeNIxrC1LXDUxn1lQ6fnL3BjDPg+qjBMztLDNZqlNYF3oFRoRe2JK4rwnmbZGXEPXP73F/fpqxiepnHlcE0Vw+ajLbLxsRmX+N2b6rjk7IiblpEU5poJmFqus+papvloEPVilCiYJC57CVltsIa270Kg46P7Ng4YzW4PdBYI8xc9hzQpv5djHvFc9eMWs18yD3IPU3mmX524eWoIxObHNfOcFSOa2V3bGKTFIq0UGMjG0WcWkcDabJEHYn71EhiRYyNbIyAzYrGbXIZiNzsTytBbgsyX5v572VIy5q8nuHXI2arAxZLXWa9PmVlyhHdzGc7qhrl+0EV9lwziKdl6vMq0RQKkgpEU4J4XmPNhdwz0+Z8dY8Zp88gc3l1MMvF7VnyLZ/yljEvsiJT148bMFzWuKt9Pj6/yWpwQCcL+Pb+Ets3mnibNk7HZFkKG9IyJI2CYiZhbrZL350wyuNEUPeBxesj9yiejNzjWOPp0W3kPmm9/hC9HlTztpkiUi5TaZiP+W4almxdCYESixO42t77/UatdembXf6zu3cId4SLT5m8+IUfmH/H587NmAva9vZdJPeDBLCpNO2bkXt6QK93+ljvE4+vEZ6rTeR+MJpc15FZeETfVZG7KzMeqG+hRMHl2Ea3FSoGrzOeZZ5LkoZCCM1pr8WD/g3m7Bn2ozIve2VAYo00bscYoshUkfmSMLKwVc6K2+K0s0+kbapWRJxbvNb3KCzTMuf0CuxhhhYCu6oQhaKwBKOKIsslgZWy5HY47ewTyJhUW2xnNV515lCi4HouGcWKIjT5cJmCHRZYwwIVF8gxKRaWNOTuGyOYLBCkgbnPSpBnklxDpkEIE8VbqgCVIzHDYByV4cgcVxrFuhL6ZkcMJoWea0FWKFIpSQoLMkP4KYq8MG51aaoMsY8s5EiaSHYosEPT/mcPNdbIuL+puDCz5MeLlNxVZIFES0nmj0V6vsapJCzUe1yo7XLO32XZOcATKZG22UwbDDPXmOxECrcn8Q702DzI+ApkviJ3LDOu1s+ZqQ94uL7BQ6V16ipkI21wY9QgSxVOT+Lta4I9U9tPy5Kkpig8zWx1wGO1Nc66u1yMFnhOLCJGCqcN/n6B0JBUBGlVkJcL6vWQe2oHrMvJHOo04rZhPR9GfGTJPYrAFhnKc/FGEXE62SosCgtz0Z2exudV4HiRVZ6b55fjA5ifByEo198Dcn91CJSYX37nr3D+0ytU6HHxlcmHJrxXuPiKpkyfxUffeVUyv2i+s52NDB67O6eqIfcSlSkHpqchCKhGuwyHHMuH4JCQXRdD7kxO7klh4ZB8V9Xcw8zhle4cB2EJXRgVd1ITaCkROWQl0KqgN/T4RnuV9bhBJ/HZG5ZBQlrRhHOStGzSxFkgyH0NmWCzV+Wr8h5edhcotGAvLnMwDEzd1NdE0wJtKVQ89l93zYU/9zQUMAxdXutOMUhdXnHn8VVKrgXDzGU/KnEQlshSBVKTe5q0ItBKkAUKFcuj1jZ4k/5xx9Skc8+I3bQ0tXSdSjJhURSSNFWElo1SBZYssFSBkoUh9fHtDQ5141uuBXkhyQtBlpuFSpYp8lxSpBKdKDM2VpjSQe4ZdfChc55KNDKVN/vxD38HyxjsZD5kgfkctdLkuaQd+rwqZmglAS9bC9gyJ84tuqnH9rBKZ+BDJikc8x0jJHHVQRTms4hrgqxsjHn6kcuL3QVaaQlHZnRTn2vdJkWiyB1N3BjX9wuTCUlqRl/QCX2e7JzhsjvL9qhCe+iD0GQlGI0j7iyArGQEC1Fic73fYJhPXt87idw/oIgi8FUM9TruKCZOJid3/1BQx3PA8S6+hxf4crR/1N/kNXwkOf0OwN2p4+xeN8Qwu/LOYgDhOlxwL3Lx+mRGPu8lLm6UuNe/gVAfe8fnzp8yIrft14bA3Skn9NsZFilu3TctEKurVAbGxnkwgNqEuzkq+3iMyX2yjgytIR2T+2Fm6P2O3IUQp4BfAuYwFdZf1Fr/vBCiCfxjYBW4Bvy01rothBDAz2MsM0PgZ7TWT7/dPqLI5uLFpZsb/IJw5Y2Lzbzl82zrNM/Cbf3e8UxO/GYT9wpBe7NGe3P8xb1OEJ1VcrIqDN/m2NKuy3bXZZupmxvfQlidBwV5UBx33MQbUQh0pMgjRY7NhB1adwZpfO2LY+iGbsMtrXh516HddWhTO+zTecvPIm3kpI23+Ow1kAn6WxUublW4yNIb3idt5qSv72AeH0tns8o3N6u3v8bRhCvZG59fCKJ9nxv7PqPRZOSugeJEUPfBxGgEnkygVsPdiomzCcl9pGkQQa1GIGMojkfuh9F5abgDD5jUs6iUzfjYtsfdIve9zRSA6dXyRM+/d+qA/7R3/q7s+93gYnuWzy1enei5c6fN1Wj7WsRdI/dOToU+ojL+3FZXqT5vfOx7vcnJ/TAt7/rSkLsesD8Buafp+HUiMcJN3n9yx1in/Pda66eFEBXgW0KIfwf8DPAftNZ/Xgjxs8DPAn8a+HHg/Pj2GeAXxvdvCRUJai9Z4xqoJp9NaEz1Waj08VTK/qjMjZ0G1nWPYFNgD0yf9mhaMFrM8RaGnGp0mPEH2DJnLypzrdVkuF3C37JwD8AONVqYqD6pQTRdwGzM7FSPU5UO0+6QXAv6qXfU4jVq+UdmOHYfrJGpPWthou/MH9ebK5qsWkAlJajE1IKRcW6zI0pWgjtO9xaIo7nsg9RlmDoME4dRYhNHtkmTJwpSgUwkIjXdACIDmYmbPe6HKvlb3e1uxZFaftwapw5v4wzBuDVOOxptFwinQDk5jpviOSklJ6XsxJTtmNJ4St2hcj7VkmHmMkhdWlFAZ+QxHHgUfRurq7D7AntgPiuVmGMslNEWpBVBXNekzRynETFTG7BY7tJwQpTQdBKf9UGd7VaVbN/D3VO4bbCHpjsh94z6fbSQ48yHnJrqMOf3kaKgkwSstRv0tiv46xb+rhl4k5YEo3lNvJwyM9dlOhhSaEEn8jnolMlbLk5L4nQFe6NJV2WC/F2v4N5ffGTJ/ahfvV43grpJ0/IjbdKlQYDvaQiPV3M/VFGX+9s3nUkqFTNhrnP3Pu69nYI6bezZyZR+F05H/KPNBUbDAr/0/qxIR72U69kiv2/14js/GfAWm9TomLT8XUK/p42jXPkmuVe+YnwIjtPrfhS5+8II6orhROdJMg7RHE/hjz4YgrrxBKqt8f/7QoiXgSXgpzADLwD+PvBrGHL/KeCXxp7YTwoh6kKIhbebZCUz8FoFCElSB8vNWKr2eLBqZqm/JBdYlw2sgaC0neMdpKQVi8y3GElolkMeaa5zj7eLouAle5HdYZkwreB0oLKZYfdytCWIGhaFbc5xP0g4X9/jM7WrLNltci1ZS6Z5Ri4bY5kiwB6a3m3/oMDuZaZ3W5q0e1yTICS5b9rOHC9jpjLgbOWAFb/FgtNhSg1MIAEMC5d+7rOfVdhNKuzEVfZViRYBeS5Nej83xC6jw+EuYwObQxObTN/uYPcWrXB63OdulPrC1MVtYUoCrik/5BhxHICycjwnpRmMmPEGzHp9Zu0+03afuhriifSoT7+TB2wmDdaiJtesKdZzSTi0EAXYIXht4+NuD3JkVlBY8sg/vlCCrCqw7ZzFcpdHquuc87bxRMp2Vudb9mkGsUPnwMOKzHnh72eopCAtWWihiJsSx8k4W9nn4fI6JRmznjRJckVvr4wVjn0TOhlx0yYrK2JgOhhyf3UbKTRrYZM4tej0HGQicMaiyon+JuBELf9BxWg0dpqr1Qy5TzgwIIoYk3vpiNzvKHLvb8P8w+aHctn41HfvXs/23v54nG1zMue9ex+w0V+TXP7qJg/92N01hpkUr/7aBppVLjw4YU/51BRz7LC9ffe8Wfv9N5J7dfgfx49N/j5viNzz/kTnyRG5Bxbe6AMTuR9BCLEKfAL4OjB3C2FvY9L2YIj/xi0vWx9vu43chRBfAL4AYJcbjGYlUVOT1XJ8O2eYOlwezpAVkvV+nXw8FjmpSArLIakYdbT2jXJ8Py4TFxbDzOXaoEmrW0JFxos9KUsyV5I7grguiJuaomzGqIaZw7Vomt20yiBz2YjqXOs26XYDZGhq/oUFSUmS2zZCQz6O2pOqyQKkVY0IchzHsMMwd9hJqoSFw4Y0C+y0UISFQz/16KYe3cSnG3kMI4c4tslHFsTSuNMlZiypPLSbHbebaQkoQSE0QnI7sb/eoe6I4Md+9OPHhB5nAsbOW2Lc+hZngjSxGMUOHc9ny63ScENqTkTFiiirGHssHkgLxSB36aceBQLHyomCjCyRRLk0BO4r7KFpbzv8zApn7GMQSoZdj9fsKbJCsluqULNGRIVNP/WwVIEuZcQNiUwlhWVjjw6zDkYLMOj6vOgtkBQWTXvIqHDQWiC9jLhhMZxVZtKeazz4Rai43m6QFxLfSolyy0zVK6XETYnIJcWEfG10DSdp+Q8kjki6VMKTCWmuJjJxieNDcp/BH/ef3gm5l+nfFrlX6DPovbNCfFLstS1m2ITmZCrvC5+pw9+Gi1/de9/I/eJ/2gdWufA9E/YVTk0xw3X2D+7eoqjfF4bcS+NF0erq0eCX47QqHkXuJWXIPesfL3Iv2bgHZoXwfkfuhxBClIH/L/DHtdY9cYsto9ZaCyHeLEH8ltBa/yLwiwDuqVO693CMW0ooWQVaw/XdJlfiGRgp1Ehip4KspOmeNyY0eWns6x6kdEYeTw5OG5Ic2ojQ9L/LBJIGxFNGvJYHN3umPdsYt1zcn+WlnXnTFhZZEJmWMDX2ez/0Qg/nD/3XoXALtFOAm6OcAsvKsSxDfAfDgINhMB65Oh67mhszGp0JyORR3/jh1DZZgDr0kddjgxrG5OyYfd78Io7+OcaH/frXm6hfxcbXXocapERLm1R6tJWmpWDN0mhbg9IIu0BYBUoVqPG9lDd1EX4pIXMzsinFMFEMYolIxu56qfksRT7OEowEYsuhe9DkGa/Bt/0c5Zn2v8PPMahGJG5Ob3bsTTCUyGTsu58JrE2XrdYsG8EUqpzheglKFbh+SrwKrRn76DUi11g9SRxWedUvo4Mcy89wvZRyJSILEkZTLvkxdAcnJjYfUEQR+HoEvo+rcigMcR8S9lu+LhaG3H0fPzAn6nEuvkdpeQZGLQ9Hafl+//jjY98Kez2Xs6o1lmu/M87/kOklu/jtY/b13UVcfDa67VjeEVNTTPM0V7r33rVj6A/lOHIfW96urlIaS36Gb6e6eh1uJ/eAIO0ShreEVm+BW8ldAJ6VEkXHc8d7LyCEsDHE/oTW+p+ON+8cptuFEAvA7nj7BnDqlpcvj7e9JSwv44fvv4glc9YGTa7sTKM3PcrbErejzRSxKcFoKae83GO10aZsxSbS7lVp7ZtBIf6+wOmZ9GpaEsRTEM1nBDNDTtV7zHgDXJXRT122hlV2WlWKPQ/3QBJ0TV3+0HnOWNtCUtdkjQyvHjFbGTLtD6k6I9zx4JR+5tKNfVqjgN7QIxk4iIGFNTStZV6ESa0n+mYqHW5OXxtHoyZtfuj9fst4V8vca0vfdJqTjO/1Tevrw7XV2JyGQ4OZXEAhDLHm4xp+etPO1mQIxuSbHfbmm4XH0di5QzX94ShaD9JAk5XGGZByQrkUMVc1FrYVO8YSBZmWdBOPVlRif1Bi2PFRbQunI3FbZiiPzMS4pc4hqUI4VcBMzFRzwPnpfarOiEJLWnHARrdGb6+Ms2PhbwvsISAs0rJNNOURzmRU5gasLreY9gaEmcOV9hTtjRr+uoV3oBGFJKkqohmb0aJgYcYM+QH4l/6krXBGP/FhxkeW3EcjTL+65+HaBaQTknsijf1sEBCUzJd7nJr7UVqe4c3IvVymwg1uDO/eybI3DPiMN3lvXfnsLEtig0uX37/V6MXXLE7JdUqTNq0HAdOqzTf6ky1gJkF/pFh8XVr+kNyP8z0fpeVLlqm5EzIaiXfMDt2suUuwbTyZve/kPla//x3gZa31X77loX8O/B7gz4/v/9kt2/+IEOKXMUK67tvV2wECO+GT1TX20wrX+lOkA4fSvqS8UeB2c9KSJJpSyEbCZxev8fnaJVKt+Eb/LFdbTdS+Q/mGoLxl6ry5IxkuKIYelGaHfHbpGo9WrtG0BnTyEi8Ml0yqv+tQ2pKU1wu8gxwrMvO+k5rFSEkiV5A1MqYXujw4vcV9pe039LpfGc0QZo7xlu+5WAcW7nh4itsrsIcFamR6sQ/7xAslKFxp0sa+aSk7TJ8Xjmkty8dueTgF0jFWsbZtSgm2laNkgS2Lt2yFy7UgHbe/HfW1pxZ5IuHQtGZsWIO+OePdGoEVFWNBXIFMC0Sh0cK0+OWeJC0p4qogrkvipiDNBZGdY5WGzHt9zgU7LNrt23rcXx4u8GKwwKZskEcOblvgdTRO19TTc0cSNywGkWRgOcQViyl3yCOVG8zZHcLC5ZnqCr8u76HbbyAzgX9QYIU5uSex+4o+FlHNZmG+x/fXLxHImK/69/Kro/ths4wz0DiDwsww0JKB7zCsOvj1lFX/gK9Yk5rYiJPI/YOKKIIpHd4kd25ekN/2dYm8Kai7g8j9Zlr+jZH7ILw7J4vWsB+VmZk5BhsJwYXyJhe3q3flGO4EF3dqXKhsYQK9CSAE037IQRgce3jPW6E/ssZp+XEdf3qawNMQHY/cjyL3sjVuhWsfbQ/epuPw8Bx0PAG+j5cljEbvkf/o5Pgc8LuB54UQz4y3/RyG1H9FCPH7gTXgp8eP/StMG9xlTCvc751kJ0/1Vrnam+LGbgPrwELFppc6aipDIlMFlfIIX6V08oCtpM5L7XkGuyWClsAKTYSfVBVxVRLOC7KZhJVqn6YzJNI2a8k0V0czPHewyM5ODWdfYfdAJUZYllQt0kASNSTRLMRzGeXpIUuVLk17iC1yOnnAXlZlPytzfdTkam+K7U6FuOVjtxVOx4iz7NAY8AAUrqRwx8I2W5A7po/8kNhz39it5t7YAtUtUJ4pHTh2hmtneFb2Bpc6SxZI9G0Oda93p8u0HDvTWUSZdbs7XazIYjOFTkXCGNmMQI2UMbCJJCo+dKgz+9BSmDT3aKwBEAJRKKK8xJXEYpA6tJKA1aDKtD0wXUXAlD1ksdwlbNq00ypoCy0luW3hDAuTMcg0dl/jHih6XpnnrEUKBOcDj5oVUrNGzFf6dGcCwqGHzCRee3w8kcZtSwb7Pi/V5ph2B6y4B7gyo1YesT/jo0aKrG3sbWUCbkvRcao8VUjazclbgfX4c/4w4yNL7qMR+MXxyD3LIC/kUVreK1tH7zUpbkvL3xK5lxnQD+/Ox93pQKYtZqqTWykC3Dvf5Zcv33vXiPI40BouDpb43Re+eazXTZVjkoHNYACVu1B678cOFTUCa/xdCEHp9DRcPF5aPo5MCt4t20d97mAWCG9H7keRu2PI3Q+T911Qp7X+Km9dT/gtb/J8Dfzh4+wjzBx+7dn7zESvvkDmRs3dP21azfJ6ilePKLkJr3TneOZgme1OhWQnwN9R2AOTRo+biqSmSZoFqhkz3+jjWymv9md4Oj3Fbr9Mrx2gDmz8jjRpXSCclhSONG1tVU1WT3FqMTNl09ImRcFa2ORif45B4tIOfYahS963UQOFNRQEI4EVGVU7ApKyIK7KcdsZtxvWOCYq106BcHMsx/imlyxjN2vJAlsZElfj6NwSBfJ1drNZ8fYBgSVzpC5wZIZvpRSuIf28kEekn+SKJFMkmWUMc5Kxd35sJtKp2BC/HKv2VXLoLW+MZqzQpPftgSLbD9gJfDYr03y9vEpQiqn5EVU3IrDMyT1f6ePaGd2GT3fBY9CxsLsW9sCUL9AYi9jUptOe4teaNb45tcJctU/NGWHJgoWZLvtuRmvGTKNz2hIrNK/3NxS76Qz/tF1hutGn7CR4VkbpVJ9hzWPYcXC6AmsIThfsvkW6WefZ+TLDbNI+9xNv+Q8sogi8YmjI3UmPtr0djixFx5G7LPm4ImY0mjwtfJSWL4mb0eGhoC6+Ox/33p65n27kx3rdhXtyOq/W2L8xYmblOxst7lzu09NV7j1/PN3BdD2Dbdjff/fkrjX0E5fK6/ylgzNzcPGYkfswRwFWyb2N3N9pIXgzLS8gCPCi5AMjqHsvkcUWU9+0CPbMaM9wVjI4DXplxLn5PZaCLqPcZq3f4NL6HGrbxdsXlLoakWlyTxDNQrSUMrfU5lx9n7o9ope53Bg0uHQwQ7br4+0oGi09JnVN5mPU81OabDqlPjXgbK3Lgt/DVwmZVuzHJbaHVfZ6ZTOzvG3hdAXl/q293CZrkDvGKS2tCNISZKWCvFwgyyl+kFDzYmpuRMWJjqbE2aLAGqvQi7EKO9XGNjYd+8InuWXIOLPJ9JicC0muzbS810MIfeRgp2RxtEhwZE55XA93VYYlCmyZY4n8aMFQaEFcWCSFxTBz6CUe/cSlN/IYjRzygY0cKqyBwB4a/397qHHbIHOTvi9sReZbpBWf3Zpmo5Fj1yOmakMWSj0enmrjzmTEhcXOqMpGv8ZBq4zYd/D2JW5b47WBG5AFFlGzxtp0BeZj5qe6rFZbPDK1wXDF4dXODJvbDewNB29P4O9rvANBdj2gNeWzvZAyt9DhodktKksRW6MaF7dnia+VKF8XlHbMzPlwU7EdT14COxn5+gFFFOmjmrvnmIv5O0Xutw6bIQhMZCUiwvB45C4o8OduSX8HAWWGDBPnroxdPST3menjEeW9H/fh38ClL28w83u+s7PdL315A7iPC48cb1ExPWV+x/19M6H13SCOISsUFfd2PzD7zDKKjPAYmZVomOGRGRHH6yL3t8MhubuuODq/3u/I/TsBmUD9cozdHhHPlRgsKdKplEdPrfPj0y9QUSN+s3+eZ7aWsNdcqlfAb2WIAqK6YjQm9gv3bPJbZl/hvLvDQVbmq93zbHeq6LUSteumR97tZGgBccMiaiii2QJ7ZcjH57f4ZO0GZ91dPJlykJV5KVykHc+weVCDTY/yjsTf03jtDHuQI3IzrzzzFUlFkpYESRXiZkHezCg3QharPZZLHZb9NrN2j7oKKckYiYnCI22bFrDCp5sFdHOfTuoT5xa91GOYOoxSmzi1SDJ1ZB+rczPFTRdi7FTD2LzGiOxuTpwrzIS5cVYgsFMCO6HqRFSsmJKKqVkjampERY0IZIwnTMBTIIkK28yezyrciBrcGDbY6lXpdgOyloN7IBGFwBoVuN2b+oJDL4CooYimLcK5EjsLFmpOs+j3+FiwyYzVJ68L1qemeGZqmWerS/StKjJReO0Ct52NfeMV4ayiH3psC81iucv9pU2W7DbXKtP8enCeZ9UySerj9CA4MIQd1xXd2KFVCnhs5gbfV73EsOLy76yP8fXwDNmei0w13m6MNbSQEyY7zcjXk7T8BxJxpI0wzvNwXdPjNCm5u4yVd0FAQMhoNLk72mAAJRUh52/xyhSCsptAbFK/7zYC3ds1f+Uzc8dbJVz43DQAF59s87nf8+6O4bi49E3zHdz7fW/mIfrWmJ4xf2AHB+/+GI5muXvpbdvFGSOqG7Y8YLKFXDzMj84vI6ibbMjQbYI638cj/q4gd+M+psgWywwXLMIFTWkqZN4zX8p6MsUr3TlGuwH1HYHfypCJHk9/E4SnMuaW2txX26GphnTygOfDZZ7dXSRZL1HZEAR7RtxW2JKkIhnOK8IljVoOuX9um0dq6yw75kTaSBu8PFzkudYi6zsN1KZLsCPw9jVeJ0eNcmO36inSkiSuSeKG6Z9PpjKcRsRivc9yucOpoM2c3aNpmfqzQpNoRVgE9HOfbu7TTgNaaYl2HNBNPAaxSxjbxLFNkSh0LBGZcawTqVGyy8Io742RzS1EI4wTH4cGNgpiSxPZmp6lwSlQrmk7892EsptQdSOa7pCmE9KwQmpWSF2FeCLFFvnRsdfUiBlnwIZf53qpwXapQlgKSEsWacmIA92uxO7nqKTAGuV4gMzN8Y8yl42sSVZI4sLi/tIWc3aXObvLQxWTtXimkIR5BVFItLBwuzkqKvAPBIUl6Ts+L7rz1OwIVSmoyIj7Kjt0F3yuJLPIxEElEn8/x+3m+LuC9nTAC80F5t0uNTVi2hlSbw7pLdmoxCJ3BCo13QyT4qTm/gFFknALuZttE0fuKjM12SDAZ3TsmnuJ8KaYboyKl0HMXakd72/EgMfM4vFU1qc/fxqbhEsvvqdO1m+KSy9lOMSsfN/KsV43vWB+x/3dAt5lmuxIDxG8ztP8zBnjDb+bMSm5R8P8SJtxa+T+TnX7I3L3lUnLE31XpOXRcPAxm7ihSWZy/OmQmcqA7ajCvxw9xI1eg/2NGsG6hT3QZJ4kmREMlwTR6YSlxRbn6yZl9WTvHq4NmlzdmULc8ClvGeW6FhDOWsR1wWhGk8ylVGcHnJ/a43TQIipsnh2ucGPU4Hqvwd5BBfZc/H2J0wFnYIRlaSCJq9LY2FbGJja1Al1PKNVGLJRCZoM+0+6QkoqxRU4399lPywxyl2Hmvr2JTXzYGw5OIsbWs2N3usNWusKUAo5saPUtavlDI5uxcY2WRuV+SPSmvc7MXB840LM1655GuznSy3G9lJKXUHZjak5E1RlRt0fjEkKOEgWzbp+SSpjz++zVy+zOlBn0PcKOg92ROD0bp6dNHXzcAui1C1QiiAcOBwcz/PuZGt+aWma13joap7vgdcnmJK85Kfu1KtGMjb9rH411dXqa8g3JMK/yHwYXeHlujrO1fZpOyLnqHnJVc8WZJvM90pKF0zMWtMGW5Lqa45cHJRZqPUpWwmx5gDxX0Jku0d9z8fYU/Makp+uJic0HFnEscEjAKx+f3J3xxd/38XV4bLV8WfduiunGKPs5dO/OZLiD9RHgMbV8vBS3VStxzrrExWt3r7VsUlxaczhnr6GC4/WsTy2aY91fHwHvzqnukHhLwevKGaurhtwPMrh1eMjbIB4VNzM8pdJR5P5O51gS5YAy5O77+IR0vwsid60gfHTEx5a3WAnaFAjWwzqXDmbo75Rxdi2q+8ZTXksYLkqGixrnTI/PLa5zvrRLWDi83Jvnla1Zihslgm1jG2uNCrSE0ZQ0HuNLCXMLHc7V91nyO3gypZv5vNSb53Jr+mh/5X2B2zWvl7mZF56WBElNmEVIo0A2Exq1IQuVHgt+lyl7SKDMCi0qbHqZx1ZUYz8q0RoF9EOPeOjA0EINzZhVFUEpAhlzNDfdjLkdE/gtJP6meLMA8m2ea9zrxM0JdZaZM184ktx1yD2fgQcdT7NWKtClHKeUUA6iI2vaphNStUbMu12oQDRl00kDtqMKG4MaB50yg46L0zJiN7djRsj6BwVeW5BtCpKqy2jK5dtzNV6ZDVmdanG2fMCF8g7nSnvszFS5uDTL+k6D0bpLsCXx2gX+XoHTFcTbHrsLc2wt1zi3uMfDjQ2+b/o1lksdnq4s065VCTaUqd/vaeyeItms8dp8GXch5PzsHj+89CrllZjroyZfXTvLpBo5Yz97Qu4fSCQphtx9H9czfx0Tk/uhi1EQ4OroSBk9CQa9gnLRe2PkXjILhuNYnL4VWtsxDjHB/PHb2u6t73Fpf4Ih8HcZlw6muNDYBo5H7vVTFSQ5BxsR75bcD1Pmh/4FR1hdpcQmw9bkGoZoVNwWuU86mz0ZZhyRexDgFcfLDH1YoS34bRde4PdM/SdsUfAb4XkudmcZbFSpvqoobRVjb3FBOCcZrBTUz7T5vsUrfLJsvP//U/c8r2zNIi+WqV/RBHupqdeWFOGsZLis4eyQz5xa53P111i020Ta5nI0x+X+DBc35+CGT21DUNoucLopKikolCCtWiRlwWhWMJrPsedGnJ9ucaG2w1l/j3mrSyBjCiQHWZmttM5OXOX6oMFWv8KgE0DXxukKSn2B3TeiPivKzTCa1LSCGSIft5wJcdT7rpW4LQK/1VL2kKxvfpjaXI30Ydr+loVCPr4dRf6v25d1OO7VpNjTQJJWFGnZoVMLaNUyNutVZqsDVistVvwWS06bKTXAFhmRttmbqnJtbpqXe/NcPWgy2CmRbVv4u+AfmL52f7egsIyfwHDPIlyq8Moph3jR4rGpmAf8dR4rXeVT1Spfr53l6+XTDJwKIClt55R2MoJd8PctugOfy2KGKW/I5xqXWXZazLp9vuaf4YY3jb5qU97QlHYz9CYM2opuUaJX63N+doffElwiqUnq9vfxCxMz3knk/oFEnkNRiKO0/CFZT6yWd8cX+XHaNApzJv2ohp3kdgObMcol8553I3Jv72U0aCOmJ4syb8WFU0P+9beXyDONsr4zNaU801yOlvmJB64c+7VyZoopDtjfevfufkeRe+V1f7S/+qsE3EP4/Bas/gh86Uvw+ONv+17RSN+M3Mvlyck9NKn/w8jdK8Lvipq7tjWfqVzhrJWxmQu2kjrrB3W8TUV5szCDYsqKuK4YnjLE/j0La5z3d4kKm1dGCzy1fQq9VqJ8XVPaTlFxQVqxCGcl/VVgNeSR5Q0+V3+Ns+4OUeFwOZrjawdneHVjFuu6R2kdSjtm4IhMC3JfEdctwhlJOK9J5lOa813un9rlY+UtTrv71NUQhTbDVNIG16IpLvdnWO/W6LcDZNvG7UicLjh9Y6JihWaxIpMCkWsO+0+1MnXlwpbjaNpE1bl9c/iLtqA4InlMbf32kvs4bW9uh1mAw4yATEGl2iwmsvHCYnxPolHCOOsVljHaSYPxrSKJaw5x3eZaw2e3UWa9XudsZZ+z/j7LTou6GlJ1dpmxeiw4XV70FnkpmGMnqJP7DrmrCCyB18qwQjMASGYalSqGqceVdJa8kKiZgoeDGyzZLT5TM25w32SFgaggtEJm4LZT/N2U3HbIfY9vu8u4KuPjlRuccfdg1rQMruWzWKGF2wWnk1GSgqSmWJ+t8+r0HJ/2rrJoZTxUWjeWwhPixKHuA4ijuiaJqbn75mI+ceTuj79U3zdDZ0aTnxCDTkbtVgObMcoV8553hdwPNE1aEw+NuRX3XpAk33ZZe3qfs5+efvcHMwHWvrlLyhz33ncHfaNTU0yzz/7uhH70b4OjyL1yy3E88QR84QsE/AtCAlhbgy98wTz2NgQfR/qOIvd4aOwvv9vI3bEzosLmK9Es3w5P82837iNfDygdaFRckAWK4Zyiv1pQO2uI/bR3wE5a5aXePC9tz5NfK1O+LvA6OVoJRrMOg0XJ4HSBf7rPg3NbPFjZxBYZL0VLvDJY4Jm9RVobdfwbFsGOxusUqKgg9yXRtM2oKYhmBNF8jjsbcm+zzfnqHqf9fWrKDDq5mC6yk1ZZC5vc6NfZ65RJOx52RxF0BU4P7IHGHpnfxUTohqCLkrrN2MbcjHlP7o7taB1THy/GFrSFBVgFemw/ezjeFaFvquY1oA8tZ8f+9akY28waz32Zmr5wFWvjTpcYTcEh8VOYGr89LEy9eyhwupL0ANKqQ1Kzea1e5mpjim/XllmptjkdtI5EazUV8kB5k7od8mowy9Vak16jTNy08HcdvFaB0zefh39QIDKJihyuh3McDAOuzU7xYGWTmhVyX2kbuah5xl6k7TbIPEV5Q+D2ctx+QfmGZECZX4/OsbVU5eONDebsHp+ZuUacK3bjGVSiKAvz2bhtTXzD59/49zPMXR4pXycsHBx7MkXdiVp+DCHEbwV+HjOs/G9rrf/86x7/GeAvctN/+q9rrf/23dj3m+HIBewOyf3w+YeRey+aPGoc9DVLDGBu6bbtQdV81McxSnkrtDqCBm1onj32ay88WoZfhotf2f6Okful39gB5rj30TtQEk5NMcUW+wfvntwPP/vbyP2LX4QwpMSQDcbfWRia7W9D7keDifwquC6eSEBPGrkbb3mCADcfHi1GP8rwrJRv9M9wrT/F1d0pivWAYEtgjfRYjS7or0LpXJfPL73Gff4WO2mNrx+scvnqHP5Vh8qWGTMqNIQzFsNFQXgm5fTqHp+aXmPFbZFqxUvhIs+3F1nbmsJad6lvCvyxkh4gLSuihmA0I4gWcry5IR+bPuBcZY8Vt0VZRaRasZtWuRE1uNKfZrNTJWwFWC0LpyModY0Azw5zVGxS4WDS6bkryV1B5h660wkyD7JAk3tQ+AXaLZBehrJzXDfDsTI8O8MZG9vYKsca98dL8SYOdeNbUlhGmZ5bY7MaizhTxLFNliqKSCFiZcbLRgIVSqwIrFCjIrAijRVrZKKxQpNx8NrCHL8vSMqSpBbQqfvsNRpGkV7vc6ZqRt5OWwMuBNuc8lpsVeu8OjXD5flpOtsV3B0Lf1cakh8UlHYz3L7E6UjCVp2vLQdcXWzy8NQm54JdPlldY8Hr8s3gNK+W58hKLqUNgdcpCPYKrFASdn0uDpYIzzp8fu4yZ9w9slnJr2WKjm6SuxZuxyxmShuCUVLjX+89xJPzpznX3CdQ35r4nP2uT8sLIRTwN4AfxYx+/KYQ4p9rrV963VP/sdb6j7zb/U2CN0TugbmYTxy5BzfJ3SUmGk1O7uEQo5x+XeReqppjOI5Ryluh3bNYpH1nkfvoWeB7uPSn/hY//jf+2UQp6HeLS98yQoMLP3AHU/Gmp5niBa5273vXxxEOjOK+VLvltL9+HTDfWUjwhu1vhTgW1A/T8kKYc2Y4AbmPTOTgBBb4Pk42msgW+cMOJTT/af0so2sVgm1jYqJiE6UOpyThgsY92+N7Fq/xULBOjuTlwTyXr89SvuhQu5LjdDMKVzKctRisCOKzEQ+tbvKDU5c4527TL3yeHpzmyZ1V9q43KK1ZlDZMbd4aZeSuImpYDOcl4ZJGL4ecn9vnkeY69/ubNNWAAsluVuV6PMXLvXmuHEwx3C3h7CmqB4d+8jn2MDcp97GXfO4qMl+SBoK0bFT2WRnSckFezpGlFC9IaPjG5KbmjqjZESUrpqxiApkQqPioNU2JAnvct6U4dK0rbiOcHGNyk2qLVCsibRMXNmHhMMhcBrlLN/XpxP5Nk5rQZTSwkEOFPRDYA2n0AQOwx+RuhTlO3+wztyVZyfT4Rw2LeKrC9ZmA7ZkKm1M17q9vc97f4ZTd4ry7zQP+Oq/V5vh24xSXmjP0qiWyDUlpC/yDHG8/xe5L3K7FsOuw25/hyVUHtaT5dOUKny69xoLT4Te88zztLdNzS+hrkvJWTnkjwe0pZGpxQ07znDeiOTXkvL9DPG/zdQH7bp1gPEDGaxV4B5CuW4QLUzx9r48Sk2VhjVr+JHL/NHBZa30FYDxM4qeA15P7dwxHRiGHrXDvIi3vMTjWxXcUC6Ocfl3NPagb28O7Qu5Dmwet3sQT4Y7wxBPM/C//HXV+motcmDgF/W5x6aKmRoeZj9/BqNlajbro0h6+++Eqw04CeEffBQArK7C29kZyX3n7lr1bpwfC2GN+InI3kbtbMuTu5kPieHLB5ocVaSGJL1dpvgL+gfkM4qoimhIMlwuCU30entvktNeiX3i8PFzg2c0lvDWXyo0Cfz+hUJKorhguC+J7Ih48vcn3T73KOXebVFu8GC7xm7tn2L/WpHJFjYfFmNp87kqipsVgyYj1glMmjf9obY2zzh51NWRYuNxIpnhusMxL7Tm2duuobZfy3s3+d7ufoSKTPdBSkPuKtKRMhFs1BjdpTZNWM2Q1pVQ2CvRpf8CUO2TGGRgPdTWiNDaT8WSCQiMpjshHocknOCde/7xcS1IUqbaMmr/wGeQe3dznICmzn5TYG5VpDQP6Q4+452D1FHZP4PQUTk/i9E2WwxplWKMcFeXYfYXbVUTj26hX5lLfpTUX0JoKeKiywVlnjyW7TV2FTFsDZtwB3/aWaLs1tGWBAH8frFFGsKNRiYVMFX1d40l5GkdmfKp8lVP2Ad/fAEsUfFOsMChKqFhRCXPcVkrZEWSBzYulBTyV8kBli1Nei2JO8KyVsWlNATb2UBPsZcjNAq/tsG/5JMVklKeB7Ls9cgeWgBu3/LyOmRT1evwOIcTngUvAn9Ba33j9E4QQXwC+ALDyDhfXt8Mb0vIl82uaCPyt/2COBHWlcdo2CHA5OFZNNEqkaaV73fi5Ut2Q03Dw7vu1WyOfhncHhdovfhExCrmXS1w6VK1PkIJ+V3jiCS49P8e9XELc89PHzxQIQcMb0R4dYxDzWyAck3upcQu5f+lL8IUvUAqHDA/V+EFgtr8NokTcFNQxJvedScjdXLwP0/IOMUki3he//+8kwtTh1FWoXYlRUUY85ZLUDLE3zrZ4ZGaTZb9NN/d5unuKF7YWKK6UqW5onF5Obpsaef+0JDoX8fDpDT7duMac1WUzbfBSuMjXts9wcK1B+Yqisl7gdjKEhrhpM2oqhouC0amM6eUOj8xs8EB5g0XbDPx5NZ7ntWiW5zuLXNtvkuwEeDvKRIDtAqdnjFZEoSlcReYbcxvTBy+M332tgFqKX4mYL5te+FlvQNMe0rSG1FSIJ1M8kaJEgaSgQJJqi6FWFFqSaEWBJNGWmfyGpNDyNgJX4z44W2TGfpYCW2Q4IkeKAoVGicI40cmUKTUg1Yqh49IvPLrlgIN6id24wk5Y4WAYMOj5RD0buytxugqnKw3ZD8aOdLnGHmSITGONJPZAMuo5tLpNfnM+4MZMgwfq21wItpmzOyzabexqRsmKedo5xYbbJPcc0kAQ7EnsfobbyY5+o65u8B/ye+ku+Hy8coOmGvBY7RoA3yhO089KiMIh2E2xhwXBlqRwfJ4qTtNd8nm4scEZf4/SbMw3ZcFaNovdt/D3BXY7Qo0y4lqJjQm95eEkLT8p/gXwj7TWsRDiDwJ/H/jh1z9Ja/2LwC8CPPbYY3csj359Wv6QrI0w7q1FXbdN+oKjmnucTH7VHaUWfu2NJ0XQNOQUdlImNUp5M+Q59NKARvMOCrXjVPMFLvJlfugN2+86xmK1S8WLfB9fveNMQaOUMtj3SFOw30UAP+wYZzq/ecvCa3wcwe/bJ0wCOH16ogVInMrbIner5CLJiaK3Fw0mkSF3u+SMBZs9ANIUnMmvOx86FImiciPH2RtSBA5JRRHOa0orPb5/8QofCzbZTys821vm+euL2Fc9KuvgtQq0EoTzNv0VyejemEfO3ODzU68yY/XZSWs81T3NM1tLJNfKVK9LyptGDY8URE3ryKmuODXi3vk9Hmmuc6+3TUWNCAuXq/EML/YWTM/9uFZc2zP7dnqFidQLjCjOV8QVZXrha2YWfN5I8Goxi5Uh86Uei36XWadPwxpSkSM8mR4RcqoVw8Ih0g5h4RDmLmHhMMptRoVDnFuMcpukUEcT3w7r61qLo9GvliyOavKOzHFVhq9SfGn87G9N8wcyxhE5dWVc6RbtNpFrEwYurUqZ3bTCdlRlJ6yw1y8z6HrItm1msncM2bv9mx0AqlVgDw35u21B1A5Ya7lsz1W5NtPkgdoW93i7NK0Bj5Wv0rBDvu2f4mJ5lm4lICspSlsCt20I3ij+JYO4xm+MHNpLAZ9tXuG0s8/31V8F4Em9So+Awrbx2gVep0AUEhl7XErmEULzQzMDHgpuYM/k9CKXQbeJf6BwWgo5SChte+TxpI3udzct/37o0u4GuW8Ap275eZmbBwiA1vpW89C/DfyF/z97fx4kW5qedYK/bzm7b7FH3D2XyqxULVkqlUpCojVIoGm1YFAzaJvOaVqCobDugUaD0TQ9aUZjPVNjYGNjAzQz0GqWaYm0RiCYQdNooBuBQC0kVWVlbcrMyvXucePG6uvZz/nmj++4R9x7Y733VmVWql4zt4jwcD9+/Jzj/nzv+z7v8zyG1z0y7i/L69B+a1oy02nAvXlMw5ZP89Ot4IyBrHbx2w8ikOpEeKQNwDw8uPf79ud8pzz2cYdGU4J+hjf5ef4IE0KrpvcIVZJj48UXSeKaG1ziGd609z1EpWCuU8G2fe9LSw+/O/GwxCdBde6bl3/hBaK//a9J/1VA/dY7SOfkL4A0V/eAu2hF+DInTY8XFsrTGoccEfi25469WPP8gw3uMgd3UGC0JJ/zmKxK8rWc71i+wyeja0Qy57X4HF+7u4z7dkDnXUOwW2KEtYQdXRQkT2d87InbfP/Cmzzp3WWj6PGl0QVevnkR3o3oXodoo8QdlhgpSLuK8QXF+HJNeHnI8yvrfLJzgye9TRxRslH0rITt7nlubMwj1306G5Z85+9V6InVlq8dSRkq8o61is3mIVuoMfM5vd6EC90Bl8I9znl9VpyBlXVtSu0VgrR2mdTuTFt+rwzpFyGDwmeY+8SNtnxaWNe2qlTUlcA0+vJTZvxMuEZgWfTSWG15XaNUjeNUeE5B4JRETk7bTek6KT0npqNT5vWEtkpoy5QFPWaZEVfcbVLj0I9Ctrptbs/PcWMyx61Rj91+i2zXxdtR5LsKb09avsHYtiecSYk71HgDhdtXJIMWr448dtZCRos+H49ucs7Z49vD6yw7VgTolegiO/4ctaMwQhPslHj9ApUrVKoZpyFfrc6hZUVrIeWis8Pv7r1FeVnyMpcYqgAjJdHdimijQKcacHk7XOLJ9g5PeJt8OFjnxuI8//Z8xKjv48QB/l2JjivkKXMiO234eMD9veKlPQ5w/zzwISHEE1hQ/0ngPzj4ACHEmjHmTvPnHwRefwyve2Tck7kHAcL38EhnJdGjYsaWbzXfstPMvTgduE+fH3QO+ZZut21fd/hoF8zurv0513uIwkZTgn42fgOAt/gQnwjfOrEE/dBx4wbv8G0Y5D64N/efJabvdW/vEcF9VFmyY6v1wP+mNq3xTkJr9cH/3x9ZKfHI90sJUYQnTgfuLrnlSzSETbAtoUN26wMTsoTalSTnWowuaiYXahZXhlwJd/BlwXoxx6v9NYr1iLlbhuhOjqghWXYYnxckT+Q8c+ku3z13lYvuDqMq4MuTi7xy5yJci+hchdZ6iZ7YMTnbX7fA3nmiz6fXrvMd7etccnaoENwu5vnS+BKvbF3g7u05/NsOwYYh3LLGMyqtMMJqy+ddbf3fFwXpgqFazOnNT7jc2+NKa4cr/jar2oK6I+yiuzCaYe2zW7bYLW12vJ212M1C9tKAceqRpQ5lpjGpQhQCmU/H2UCXVl9eVMxAfToJZ/+gEb+BWhuMhtQxxA7serXVl/dLfL+g1TjVzfkxy96IBWfCojNiQY0bsE/oyZhVPeCyu81Tfo9b7Tmudhe41ptnp9ci73gULUm5o/B3Be6wQk9K3KHlNDiJQseKOHbZyBb4jdwhWXH4ZPsGl90tnnI3aXcSWirj1+WT3BXzWPixAO+MS1oViFozVD5fcc7RdVL8bsGSHvHdvXcpa8mXzEUmZYBOJK31knAzp/Q9svmAL8+f45zXZ83pcynY5eryPOvjRWSpaXkSJ66tXe8p4zFm7u8JL+2Rwd0YUwoh/iTwz7Fp8d8xxrwqhPivgJeNMb8E/KdCiD8IlMAu8FOP+rrHxf09d3wfl5wsPv5kzcC9vQ/uHhlZoU7VE50qjQVzh2Tm7bY1Jxk8mtXqnm0RMn92/ZpZtvzsz/wd2IY325/iE3/jP/v69dsvXeLN67a3fw+4n7FSMLdgF1fTqsXDxmRUW4GhKHrgf2cF97TU+E65f1G0WvjiZBOYPDsA7k1lCE4me36zh6hhsuaQLEkm52v0pQmXu7tIYXgzXeO3R+d4d32R4I4k3ClRWU3ec5isSOLLJVcub/Hdi1c55+6xU7b4anyBX7/zBMm1Np0bguiOBfZaC9JFZzb/3r484NNr1/l0+yqrTp/UOLybLfPK8BJf3VxjdNtKmIYbhmCnwhlVyKK23u+RJutJkkVJumjIlwrCxZgLvQFPdbZ5IthipQF1XxTUSPpVNHNYu5N32UzbbKUtduOAceyTxw4kCpVYD3UvE6ic2Vy6LEyjMW9mIjXCmAfkZo0UIBot+eZWO7LxlW9++g6pFxCHNXf9CicsiMKMXpiwFIxZ9Ycsu6PGyW5CJDN6Mibyskakps+5YMDb0RI32j1GnYii41C0FP6OxN+Ts+Pl9u3svCo0qtAMsx6/mTsMVnw+1fN52t9gWY94PrpBtSL5TeCumMdIjVGaYKsh2m1C7WoGbsRvOpcB+GTnOkt6xHfNXaWsFV9OL6InLu5E4+0V+P2KcEOz3lvg15ynea63gSMqnujskl/SbOsuRcshvCM4JVneZu6PD9wfGy/tLPFYeu7GmF8Gfvm++/7Cgd//C+C/eByvdZq4J3P3PPA8XHLy9PiGbTqp8CgQUfNNHwQzcZI8P5mcnv7cPwB+HP/X/ie48mfv7d22WjZzHz+arvveriUFzi0+5Kl74QWe/v0/BnPwxrf/JLzw+x5pf46Nz36WN//Ia1DDh7C9s9OQ1e6PXvNep+/9YSMemyMz96hltzvZO7luZwxklcbzD3xTNEI2J4rYpNyTuR8sy3/QY3hFklwuWFwb8ERvh0Vvwlbe4uZkjrc3ltA3fIItg0oNZaSZLFu1upVLu3zf8ts8428wqT2+Mr7Ib2xcZu/qHO3rdkzKGZc2Y190GF2UTK5UzF3a41MrN/mO9nVWnT6T2uPNdI3P7V2x+vS3Q6I7kmijxt+t0LEdPSsjTd5RVuBmUZAuV+illMsLDaiHU7U2m6lXRrJVddgtW9zJu9zJuqxPumzHIaNxQDF2kROFigVBLJr5cisuozLTAPoBzfm6EZgxWKnZQ4p0M/34qTuctIpzptGSr5wDYjm+so58ocMwDOhHbW6254jCjMXWhLVwyJo/YM0dsKiHdFQ6s4adV2PW3AHXowXeai9xq9tj1Ako2poi0vi7Eq9foRN7DkQFslDITBKnLb6cXWBSeIznPT4S3mZBj/lEdANW4GVZc1stYKQDaMJN0ElFuCmoHM1YdvhNLlMj+K6O7cGzAIPc5/pkFWesrOlOYfC3DeUNhzflKsNzHk91d1j0xvRWEm6053izt8TYbZ3668MgKOtTE+oWhRAvH/j7Zxv+2FniVLy0s8QHWqHOUxUoZRnzZGTJ8b3UbFLe00c9WDZN0xPA/aWXSP78/wX4cTsKdz95rMnc48np7WMPi931FAiYW334RULYc7mk13nz3a/z6X/hBd78mf8va9vrtMUELp2OrHZ/zK1ZMuLehnXDe9iYTDUIWr0H/hc2krTx3skpdFlaJq1/UO0qivBNcnLmnpvfkZm7UZA8mfPtT1/nY911QplzO+vxxmCNaxsLqJs+4W2BO6qoHUHWlUwuCNTFCZ9evs7HA5vEvJqe5+Wti+xdm6N9VVny3KCExr99fM4C++KVXb575RrPRzdnwP56cp7f2r3CG7dXUDd9axO7aVn1Ki5BCYpIk84rkiVJsmIolnPml4Z8aH6bZ1t3ueTusKSHBzL1kK2yw41snpvJHOvjLjvjkHjoI0YaZyQJxwIdgxPbhYvOTCNNa0FdlAc052vs6hEOBfUHjutBsGrkbWca8qqRt3WmgjqCMpCUka1KjFs+w3bE7U6Xhc48a9GQC2GfS95uwx2YsKoHLOgxa84eF7w9vhau8FZributLkXkUYaSyhUEuwJnVKLHBWFRo3KNyiRx7vNmsUJeK6pFycfDmyzpId/Zukooc/6trLnOEqJ2kKUm2CpwhyUtKUAoRqLDF9QFuk7Cv9N+k2e9O2wvttm+GDEed5GlItitcSc14boE47JRziMvGxaXxny8dZNPta/ySnSZXy4+ylkI8GfouW8bYz51zP/fE17aBxLcZ2V5rzk508w9Ox4Y0im4T2u0vj/L3E/88n3xRdLMlnunz7mHPNZqEbLzyAp1e+sxEDB/7tFGw56Z3+KNrbOL4Jw13pyc45mFXdg+vYTv/TF3zi629m5NeBRwjxNhy/KtCw/8L2w3CoL9k5tyD7gHggX3+hTgnk3bRdEDhLoPctQKrlzc4t9f/iKXnF1uFPO8Ol7j5nYPddMnuikIdmpkBVlXMj4vSS8UfGx1k49Gt2nLhLfyVb7Uv8DdW3O0biii9Rpvr0QYYw1KVhWTCzW9i32+e+Uan2pdZVmPGNY+b6ZrfH7vMm+ur6Bu+LRu7mvMq6yidiRFS5MsKuIVQbJaI1dSriztzUa8zjl79JT9AI/qgM2yw+18jncmS9wa99gctkj6PnKo8YcSZ2RlaXVscJIalTagXtQzQOeAlessExcCJNRCzDJNc6AnOLN/nVrBNgsCaxxT37u9g0DvSWsY4wvKUFC0JEXLJe84rHd9trst7nQ7bLQ7XA53ueTtsKoHtGUym1+f12OW3DGvemtc8+eZ+CG1o6gdRajAHVi+gr9jkKVGVgqMxzWsGqZarG0Gr8Z8IrKGQFmluJsvInOFqDT+bok7KGkJMEoxDDp8OTrPJW+Xb/Nv84y/wfXleT4/9phkARiJ368JdmtkJUE4bERddrshy50hzzqbnNN7vH1uiTunRTzzWMvy7wkv7QMJ7rOy/BTcm8w9P0FG1pbls31wlxJP11CePL/MjRskfBJgZv85vR9oCHU3GSWPdsHs3bGrjLkLj+aQ9uzllL/3+WcxSWqZ21+PyDLeSC7xh5699kibmbtoy+h7G48mwj5JJN0jyvJBA+7p8GSUnS70PPfA9dRq4Zv4RC2FvGimOLz5Bwh1H+SoNXx68TrfHVxHYXgnX+b2pEe5FdBZF0R3K1RuyNuSeEUSX6hYOtfnuc4GHZmwVXX4yvgCb28s4d9yiNZr/D07RpV3NJMVxeSCwbkw4fnldZ6PbrKsR7NS/G/uPsHX1leQN32iW2LfPCavqDxF0VHEDbCnaxX+6oQnF3dmY12ruk8kMwqj2ala3MrneTdZ5NpogfVhh/FeiOxr/IG0WvMja4E6BXWZ18jKgvo0jAC0tCV1NXWEm7rDHeIM18S+x/sBR7hpj7609rWiNtD8FLlBAiar0bGgciWVLylHVlHPGQqKgUPe1az3PPbmQu5222y221wJdrjsbbOkh0Qy46JrCZAtndFyMt50lxg5bWpHU2tFqARev0RmTUUFMEKBcLkuFmcyuh8P7Sz7R8LbDBcDfi1zGeddZKEQNXh7pTWB0YIiUlzvLPByeJmWSolkxrOtu2yttXg3W0YWLjoT+LsV4VZN5WqyOY8by/P050J6Xk3b3eOTczf5V6dEvMfZc3+veGkfaHCfldGbzD07Cdzj+t6yPI1DXHmKL99Ll0ivW5CcZe7N/QC0WkRM2EgeUcDmbkHIBHfl0bTWn/mIy+DzPTZ/41VWfuAjj7Sto2LrN95mm4/wbR97JF4I/tocPgl7d89AdT0k4kxyjskDAkPAbHwxHZ0hc/cOXE/Tnnt8vJZCnvM7siyPY/hIcIslKdiq4VY+z/peF39TEW7WuIPSzpB3BfFaTevikOcX17ng7jUAvcormxepbwd07ljym8oqipYmXlKML0B9MeWjqxs837al+Nwo3s5WeHnvMm+sryBuBBbYN/eBvfasK1yyKIlXBelaSWd1xHNLd3mutcET3iYLeoxDRb+K2Ci7XEsXeWe8yPXBHP1+hNn19l3hhgZ3bD3idXJvlm4EB2xX5cxQZv9n4wynrDOckfcC/CzMvjOcrMyMVS/Lxg2ubG4Hyv6yqqGy94miRmUSPRE4vsIdS/KRwBkJ8pFDNlJcm/PYnQvZ6rXYaUU8GWxxztmjI1NW9aCZn88Jdc7repVt3aF2HIxSGCXwdkGl+y0ThMIIl6tiES1qPFny0eAWC2rMR6Nb9JcDvlBoJkULWUpUrnCHBd5uQRi5FB2Pr7TO0XZSPt66xZrT5xNzt0hLzZ10ySro9WuccUmwI0m3FOu7Hd5cWuU7/eusqJqn/bvgnH7K6HHOub8XvLQPNLi7fgOk08w9Pwnczb1leZoFwilkRfnsZ0l+6iUoD2TuB8ljU0LdCSInJ8XeTm0d4RYehi6/H89+9xz8v+DNX13/uoH7a//yDvARnvueRzR9WVxkjj32tk/n6HRUTDJNqItDxx6CjgX3ZHSyfsAscz9Ie2jAfXSCUFKei3vA/XdKWV7pilU9oMBwrejx+niVdCegtwveoEIVNdm8Q7ogEOcSPr58h4+0buPJghv5Aq/sXmR7vUtrQxJs2zGs2rFytPGqIL+Q8czqFp/s3eSKuw3AzWKBLw4v8vqG9XGPbgvCuxXeXgPsbmP3uiyJ1yBbs2S/5xY2+Fj7NpfdbXoypkayW7W4ni/ydrzM28NF7ux1yHYDnF0r5OIOzMzuVSX2/UyzdCM4YPEqrbGMa81ZKhcqV1hnOMdWOGpnyoA39jZ1hZvGLGu3oC5K0ZDxmDnCqdyap9j+/r5b3XSxYf3lQRU1OpHoWOFMpNWbn0iyicso1rwRe/TnA/rdgHHkc8ndZlmPmFdjfN8CfKAKfluvcUfPMVEuRkrAuQfgjRAYIZkIj3f0EoEuCFXGs94dVp0Bn+zcIK00XyouEGcBOlH2OKYVwW5FcUczbLX4sn+elsp4NrStkmJR8SuTgGy7S7ElcUcGZ1zh9SXJTsBXBuf5eHgO6d2mp2L0aV3hEFSnJ9S9L+MDCe6znvsU3D0Pl/jE7ChL6wfAfZqdnZhZvfAC6d8bwD8Dn+xBpTOtiVTGJH+0Q763R+MI9wgD38Azv8fqvL/xhTH/ziNt6eh4/fO2P/ltP3j+hEeeEAsL9Nhmb+/RJg3i3CFyDkdRv9EmSCcnf/hnmfvBbkYD7ifZA+dlA+5a/44qy7vKHte3ioCX4yd5a3cRZ0/hDm3JutaSrC3IFmuuLO/yfOcmq4207OujVa7eXcC74xBuGpxmAVZ0LPEtXas4t7bHJ+Zv8YS3hSNKtsoOr07O8/rWCuWdkNaGILpre/QyqzCOtM9vMvbsXM7S2oCPLdzhI611nvQ2acuEwmg2yzZXs2XeGK/w7mCBrZ02bHsEuxJvDwvs4xpnYqsJorS9dJulWzCv3abX7UsqH0pfUPlQeVB5Zmb7ahyD0QZ0DcogpL0h7JrUNCV5Y4QVuKkElBJRif1Z+RxU1vxMBTo1qFRaB7i0blj6FaKobRZf2nNgH6PQqUTHgixRZInPeq6Ic4e4dEnbDoWnWXX6tGXCZXfLSt4KgxKGW2KO2HiIWiJqjbfHfoleaIxSjF2fN9xlOm5CKHMuOjtccHf4RNdllPu8OVkjGTm4Y42/bcE62JYUkeJu2ONVf41ld8Sz/h0+GsG7C4u8ttQi3ZB4fY0oa5wxuDuSd7YW+Z+jZ6Bjr0NPnV7861t+7u/DmJXlGzc4O+fePzE7mtl4HszcG9OZ0+jLJxc+BEDwL/8pfP/yA/8P3YK4eDQDlN2BasD92UfazqWnXTyR8cabX78L+LU3FC054cKTj8YPYH6eOd6iP1x7pM1MCocwOvzDHfTswiEZnx7cPf/AsTvlKFxeCFzZvMb7LHNvlLReBm4bY/5AQwD6+8AC8AXgPzTG5EIID/g54DuAHeAnjDHXjtu2Kys2yi7bZYff3HuC3a0O0UCg8hrT9FWzBQGLKc92N3nS3bJiM1mPt3aW4I5PsAne0Oqcl6EimVMky4ZgdcxH5+9YSVmZ0K8iXk/O8ZWdcww32oR3JUFT+ldZbVXyOpp4QZEsC7LVgsXVIR9Z2OAjrXUuu9szYN8ou7ydrvC10Qrv7C7S32mhtx28XYG3a/AGBndcoZIamVe2/C4FxlE2Q/ctia0IG7Z6iAX1wFD5hto3GK9CuDXaqXDcEq1qXF2hVYUSBi3rmewsWGAva+sIV1aKspLkpbLqdoWizBXkEpnaWXqVCHQCOhHo2NrsOomwBL8pyFc1OjHIyiBzhcolsrllhcte3uGNSpFWDllHUyE57+zaPryzw9SWoTKC9WqepHQQlQV4tw8yr3AHEDiCypeMw5BX/VU6OsNvFaw6fZ727rLXC9laiRgO5nCHssngrQxwsCUoWw7XO/Ncby/whGe5EM+27/LmwhLZfIusr3BHtj3hDiTjuyGfC21r9HKwjSvfPtVnwTxeQt17Eh9ocHeDBtw9D4+M/gka8WkKHVII9svIU4e402RWSeMXHcwdTlCLvIp48GjgvjfWPKUewhHuvlAKnu3c4bU7vUfaznHx2sYcz3XvIMTTj7YhrZnTI9bHDy+TawzElUfoHw7eftcez9Nk7jODofDA9dRq4XPnZHAvJS3ZLDBc16rc8b7J3P80lqXb5Dn8ZeD/boz5+0KIvwn8MeBvND/3jDFPCyF+snncTxy3YS0qvpac47XhGl9bX0FvOjhDSwgrQyvrms4bFubGPBFs0ZYJ14ol3hkv0d9s07orCXZqVFJTO9L2yZcFxXLOMwu7PBfdYUkPKYzmarbEV/vnuLPVxdtUBJvGysnGFUgoI0U6Z4E9WSvprIx5dn6TbzsA7Klx2Ch6vJMu89pwjXd2FxhvRTjbGn+nAfZhjTOu0Gm1X4J3JJUjrVtc2IB6JCgiKEPr6V6HNcavUEFJ4BX47r5krKdLfFXgqwKn0Y5XwiAx91i+FkZS1orCSPJak5YOaaVnUrZJ7pClDkWmKBKFiqUF+VjgTATFRODEDcgndVO2r5F5jVMbZKWaUr9ElgJRasZVi3dKRVk3eveB4Jyzhy8Kzjt71KGkqBVFpdgqe4jSQVYSUSncgUFmFV5fUPoOZaDY9Tv8trdGRye0VUJPxTwbbnBzfo4vrIQkgwAda4LtsinPC8pQMZgLeGd+kY9EHZ5yNznv9VnujbmzFOIO9kvpzsjgbSq2nB6fA7JFjeb0rT3zLXB//8WsLB8czNxzsuIkcBcsHWTLA14D7qfJ3C2Zah8o7o/QqyiNfiQd8b3YZ85/DL6xwEcuDPm3r15pShaPmTEfx7yeXOEHn9l6LJub81NejR9+QZPnUBlF5B9eNp9m7ukJZXU4aA18oCc3zdyz46+xrFC409KgELYylLz34C6EuAD8fuCzwJ8RQgisiMZ0ZOe/A/4iFtx/pPkd4BeBvy6EEMaYI0ktAnhtuMZrd1ao1wOCHZtB1lpQhJJkSVAu5lxo91nSIwoUt/M5rvfnLKBuWXc4URmKtiZZkKRLNb2lMc91Nrjo7OKKivVijq+NV7m2M4/Y8Ak2BcEU2I2h9DVpT5EsCdKVmmA55kMLW3xb685+xo5iq+zwTrrMbw/P3ePp7u8I/F3r6a7HFSqr98lyjqQMFGUoySNJEQmKNpSRoYwMVVQjwhIvKGgFGS0vo+1mtHRG20lnhi+eLPGl9XWfurzJA9JqU5e42kgKo6yXe+2QVA7jymNSeowLj1HhMco8JqlLmrjksaacKMqJQE8E1UhQTgSuK21LIRXWo740qMo6wMlSIUuJqCSy0mR1yLX7zvI5Z4+2TLjo7lBEiqRyyArNsGwjC43MFbIwOEPrFe/35UxU51bY42v+CsvukI53h1Xd57n2BjcXe9ztuzhj2ybw9uxCyt8RZJuam8s9rs0tsqoHdFXMpfYed5a6pIMAUQmciRUK8rcBHLbo8YYuz+C8+C0/9/dlTDN3J2jeXpO55yeBey4e7Lk3pf1TZe6xveqD7uHIHYX2AxrHDw/u/SygO/dorPFpfPSj8N+/eoXRK1+l/T0feyzbnEb/c2+yzid47qO7j2V7c1HG3k548gOPiLhZD4XB4fjjz9ttJ6dYN80IdeEB4twpwT2v5Kz/DA0vJHlflOX/CvDngHbz9wLQN8ZM+xi3sDKacEBOsxnzGTSP3z5q4wZ4d2+eaj0k3JB4uwZVGCpPkPUE2YIhmk84FwxxRMVO2eJqvMBgLyLaEfiNClrlKfK2JFuAeinniTmr7d6WCaM64Gq2xDuDBZKtkGhbWFAYlvuSsm1FOm/lZMVyyqX5PT7cvsuT3iYLakxlpH3tbImvjVa4ujvPZCu0wL5tgd3vW1OZWRleNT310Pq6Fy1B3hYULSjahqpdIaOCMMzphCldL6XnJcy7MW2d0lZpA+pF4+9eNDau1czfXXIA3BvL6KoB+cLoGcCnxiGuPMaVx7AM6BcB/TygnwYMEp8k8sjHmipQVL7E8S2Zr3IU7sRm9iqpEFVtS/bGIGrVEPismH1GyHUBUhikMDiiwm0A/rK7TdxyiUuH13JNmkaWmZ8pVGYd9pxxhb8nKUPJOPS5Gi1wIeyzqgfMqzGX3B2e6u6wsxSRDiOckbRkv0mJ3xeku5LBbsA7y4tc8beJZMaaP2Bhbsz2kovMVGNRa/D3DLIUIBzutLscvfw85Jr9Fri//yLPwRX5/vz2LHM/nv2Y5vKBUbjpF/ipMvfEXjnTUv79ETabnUyg1zt5e/dHVcG4Cui2Ho01Po2PfE8HfgFe+5U7fNdjBvfXf2Ud+ATf9r2PyJRvYq5dMrjbompEB88aU/GgKDz80+21mlG45ORP/yxzjw4B9xMcBPNK4ar9L2ovVLD33mbuQog/AGwaY74ghPg9j3G7nwE+A9BeDXG2I6K7kmDToFNDraEIBdkclIsFlzojFlzrPb6ez3FtuIDYdfD2LIlO1IYykGQ9QbpYs7Aw5onIKsYBbJVtrk4W2Nrt4G6rJsOuUUWNkbakm3btwqBcLDg3P+SZziaXvB16yq7q+nXIrXyBN8YrXOvPM94JcZtS/EFgV5mtBBhlS/BlKMlbjb97R1B0DEW7xrRL/FZON0ro+QmL/oR5d8KcE9NSKW2ZznzXXVHhiNJm6tQzYD8uKiOpsSBfGUlqHAqtmdQe48pn5PrseSG7XsiuH7EXBPT9gMT3yH2H2pN2DM85MGMvbNYrmjL9QZAwUmKkIlUBN3UPXxWEKseXBUtqSFsmXHK3GbQCBvMBV1OHLPFsrz9ViMqS95xRhbdrhXT63Yh3u4tc8Xdm5fmnoi1uzfe43vfJ+hq/L202Hle4A43e1VwfzHGtZQG+o1MutPv0FwKyOEInAmdsiY46FRgp6S95lMdMshwMY6CqvwXu77uYzRJPS83TzL08/ot35tF9MHOPzpC5NxNwR1W4o0Y7JX7IqvpoZH92Ow9tdX9PfOT3WYLaq781PtTF4FHi9ZfHADz3/auPZXtzXfueBwOYfwhhvVnmHh3+gRUCfJLZOTwubPtF4kUHPj6tFj4pRaWOXYDklcI70Pefto7e48z9e4E/KIT4YawEYAfrPd0TQugmez8omTmV07wlhNBAF0usuycafe2fBVh4bsnoHYfwrp1RR0DaU5QtyOcr2vMTzkd9PFGyW7a4mixyt9/G7Us7XpbZXnsR2cWAWMi42NnjvNfHF8Usa78xnKPedYl2Bd7AloGpofIkWUeRzQmy+Yr2woQnOrtc8XdY1kMcUTKpPdaLOd6Jl7g+nKO/e4A8t9eU4mObsWOMLcP7ijKyGXvWFeQdKDqGsluh2gXtVsJ8FLMUjFl0Jyy4Y7oqoatiogbUHVHiYLN0db9DDFAdwtqePk6JCpo+ciUEvrGyuG2ZkCqHuPbo6pA5HTLvxmw6bVpOzrYbMnIDCsel1gqjpVWxUxJPAkKgRDXrw2usSp51opMYrRjrkGtqnlDbdoLvFfTUhAU95oq/Tb8dMpz32Y41eqxxJsrK705KdFrhjSTFniLfdbg51+Naa4FFPaSnYtacPk90dri70CbfaZG3JN6etMz7cY07UOzttXinu0hL2eN4LhiyPdfi5til6LsYhXWsG9UY5RDvSsZnGG/7Flv+fRhZdh+4a40rCrLi+FVbWig7xnagZj7L6E6TuWdWfcySiR+MsPGJf1gJ2sHA/uz2Hs9F98SzHoFI+O2vPf7L4LU3FJ7IeOJDj0b8m0Z33h67RwX3qUHMYeGL7MSyOkA2LgDv0Mwd7PUXHtFByCuFqw9k7k3f/r3M3A8KaDSZ+581xrwghPiHwI9iGfP/EfBPmqf8UvP3bzT//5fH9dsBilri7QmCnRJ3UFBGmtqBomUQvZxznSEr3gglau4WHa6N58n7Hp0hOBPb1668JjPu1cz3JlyK9ljUQ2okG2WX6/E82/0W7p7E7dsRKllaNn7ZsgI5+ZxBzNvXuxLusOIMCIVVntsqO9xM57k2nmdrr22rBn2B2zd4o9qW4rP9UvwU2LO2JO8K8i7k3ZqqW+F2MubaMYvhhBV/xKI3ZtEZ0VUJHWlNWQ5m6tOYZuDALCMHZvcBs4x++rxplq8wM7B3RIlvikZsJqMtbfm/pZr+vi7Yckp2dUSqPTKlMUqCFCD2X0uYRgQnr9GimhnTWOEdh74bcc2dp+OktFSKL3McKpb0kCeCbXY6IYOeTz6MyMYCJ2lY+IU9nl5fkO1JRv2Qa3MLXPR3iWROT8XWtrW7wPW5gLyjKQOFm1XotMYdKpI9l1sLPVaDEZf9HVa9Af12wHYvomw7VK6wrzPK8AW4A5+iPmXmzrfK8u/LyPNG4vNACu2qirw6oSxfajynvkfkxG/ZQ3SqzD2VBDIFDge0aGpO8pCZ+6BvpU2nQPeooRQ8113n1TuPp3R+MF69s8Cz3Q2UuvxYttdZsIus4U4BT5x94mC6oArbRx+7QGYk2ckre6ti581U7YB7wD1NjwH3Wt8L7s3i8b0m1B0R/znw94UQ/2fgi8Dfbu7/28DPCyHexkpl/uRJG6pqaefB93JUUtier2vBvdNJuBj1mdMxhVHcSTtsDNvogcYZW8EVIwVVIMk7grqXc7494JJngSCtHe7kPW6NelQDl3AgcMe2R08NlW8JbnlXUPQq5roTLrd2G2c3e2EMa587RY/r8Tx3h22qvovft/vsjUxTiq9nwF55+z32GbD3aqpeid/JWGhPWI2GrPojltwRi86I3jRbF8U9oD4F9BpJbtT+TyOpsCNvsN9rt2BuUNRIUeOKCmman/cBvRL1DOQjmRHKbCY84+sCR9Zsq5qJ8MmFA0z1bmWDcAod2x68zCv0BNypwp4rSDyXbT/ihj/HvDOhLRNW9YCOTDnn7nEpanO312Z96JEPHfKRRMcNuKcVzkThDiHrO9wedrgZzbOkR7Ps/UKrz63uHHlbU0S29y4LK+3rDgS7g4j1VpcVd8i8nnAp2OVGe45bUUTlSYwQyKRAA+7QO4PT27cIde/LyHNwTX4PuHu6Ii+P/mI3pvHoDu+dg556u5+kGQ4NIU8eTXYLO/Zwx5OHsy4dbCRASHfpIdl4h8RHLw35F1950qLLI47XzWI45Cvph/iBD+89nu0B3WX7ngc3h/Cps6vzxYMCcIg6R18DvsxJTxiXBOseCPvADIDr2nNfH1/lyWuN6+yDuwpcBDX5Cb36b1QYY34V+NXm93eBTx/ymBT4sbNst6qtepge54iiwghrR1qHFcutMef8Pm2VWg/0pM1kEOAPhZVwLY0tyYeComUI2hkXwj7zeowSNVtlm9tpj91xiB6oRtfdCrQYLe2ioG374KKbs9Iac84bMN/IyqbGYavssJ71uDPpEA99nIEFHXdkGnEaOwuOsMBWBYoissS5vD3N2PeB/VxrwKo/ZNUdNsBu/dIdKlzRlNEbUC9QFEaTN6S4KUGuMLohzNlrtjZyxppXWCKbI8rZT1sJqGbZ8/0gr4RdDDiiwpGlXRxgZjP0EyA3DtRWFEdWslHBs252ojZW0S6ucRqFvTIQZKHP3bDNbb/HvJ5Yy1hpe+fnvT1uhHNsdVoUHU3eFrhjiU4sM1/HlSXMDQWDUch6r8sVvzUzqTkf9Om0Y0ZtnyKyuviiMnZWfyTJBi5b8xHjtsea22fNHbAcjrgZLVD5ykr3lhUysSY+Z1GdOwv57v0YH0hwzzKDS3YPMc5VNVl29NstCjDIe52+OJBZxRUnHa4kUwTq6ObpFNytZ/jZgXRwewyEdFce39jaRz4i+LmvnGfv868y97sfjwzt9r99k3U+xfOf6D+W7QF0V+y5tMfg7OA+2c0Ah7B7dNYfqJw0P7kqko4tuN+TuQOeD8QngLtxcA/oW4swwBM52QmOhd/sYWo7Vy2SHKQlb1U+yKiw/Wg9xhEl48pjJ45gpC2BKmuyW8/228uWYbEVs+oNaMuUyki2yzZ34g7JyCMYCZyJ7dELA5UWFIGkaAuKdkW7lbIWDFlxbHYJENcem0WH9bjL7iiCocYZWkKWtWm1M+BgZWQrX1IcGHWbMuLdds78LGMfct7rs6hHtFVCR6b3ZOu5UTNQn7LcJ7VHVjsz5vt0zK02NouskKiGNa9ljcJqtFtAL/bZ9sZpWPf3grwvCpQ0DeDf+z1njKCuBUklKEqnmW0XyFJYf/bKIKZjclmNE1twd0NBGSkGrYD1oMuyN2JejwlFRigylvSIc8GQW+0eWx2foqUpQokzklYVL6/tvP1Ykg1dNiYdtlstLrg7RDJjxRmyEMXsdboUkaYKJDquUbllw+uhoj8JGJY+ipqumrDsj3GCgtJ3qd0GzPMCnRrMGUhy3yrLvw8jT+p7e+6A59RU5miy00yYxL13uSZbIQ456fgU4F5ofH105h7N2ezTeoY/BLjfsfX87uqDxicPGx/53h789/Dqv7jD735M4P7l/2kTgOe///FZynbO2wmt4cbD9TTsMW8R9o6ueviqIDkNuE8z9/a92/I9jgV3Y6AwDu7BNUEY4oqCPP9ggzs1qKRGFCXGd63PuAteULDojemqCXHt0S8CRrGHHkt0bJCFnSGvAgumdVSyEMTM6Qm+zNkpW2wXLXbiCDHWODHo1Nheu4DamwrJgGlVzEcxi96YnopxRElqHHaqFlt5m60kIh27OGPLzHZiY5XnynomJ1u7kjKYVhFsJaHsVOh2QbeVsBRMWPVHrLpD5vRkVoqfAvtBVntqLOFtUnvEtUtceWS1Jq5d8lpT1IrSWGGYgyViO4JW44gaT5W4ssSTpSW1ycbQRWZERuHLAp8CpgsLURJNk1fNrPSf14qillSVJC8lRamQpaAohNWrL5U1wKnsQkelAieWFGOBMxZkY5ftVshm1GbNDZlXY6Km17/kjlgMJ+y0WhRtRRHaVomOBaK0krh6IlFjST8O2MrbxIFHR6bM6zEL/oR3opKipSl9aV32CoOOQU8EaewyKAIqJAsqZd6Z4Ac5hWdL82iFSG31hZMHEIApW/79UU172PhggntaP9hzb0qheX6oKdgBp6/7zn4YWs3wySl6sYUiOAbcp8Bis8izx+Cu3cnOuQctSx82PvqDljH/25+L+d2PaZtfedlWL57/X648pi1C94IF9+kxOGvYasn+Auuw8HVJekzrZhpZXOOQI6N7LyQ/ELB3NLjPlBMP7kLjDJdl7UOf84GJ2krNUtcYKakcQeUbWl7OnI6JZM6oDhgXHnns4k+syI0sDUY3uuwBqKhkwbOgqTDEtcd21rILgoldEOjUOqChRNMbF5ShwY1yFvwJi86IUNrPYFq7DMqQzbTFIA4QsUZPRLMd678uSmO90R1J5e77oZehFagRYUUYZswHMUv+mAV3zLwe75fiDwB7YfQsS5+C+rjyGVU+SeWQVC5J5ZDXirzSlEZS1vKeLFI08+WurNCywpUVgSoIVEGkM1LpUCib9bdJYfrVdQjA59q2AHJfW6W7QtPPFWUuUJlCZgKVycaIRqLqpjyf2+rIVNK2mCjGsc9W2mLbb7OqB800QM68nrDoj7kZ9ZhEHmVoOQtG29K8zG2ZXU8kycRlJwsZVUHjJZ+y6E5wg4Iy9Ch9gaOFLc1nBh0L0lgzzH0Ko3BESVfHRF7Ojm91FIyjECnIvIYzZe6P6+J/b+IDCe7ZoZl7Uw47Edzv+0cQ2PnlycmZdlI6BEdolwNEC3Z/4v7DzT0Nt+3zupe6D/X8w+LShzx6csCXXn9M/Xbgy2+FrDrbLK8uPrZtTt/zYPvhBHxszx3CuaPfZ+CUJMnJZL3DrIFhX9/g4cD9xJf9pg5hsBkwgLaz1ZULkVvQ1TG+zCmMYlT4mFShE+tsRm3Z2aUnqEKD5+d0nYSoAee49ujnAXni4MVWL12UxpbklbTPC6CKatpBxpyb0FUJviiojGRSu+yVIXtZSJq4qIm0Ouxp46R2MGt3pO0zNwuNMjTUQY0X5nSDlHkvtjPsekK78R0/CthHlc+o9hlXPuPSmynLxaVDWjkzGdeikXo1TWleCjMDdyUMjqrwVEmqNIlyyGpN1gB20ZQoKyP2jQoPALwvBR2TUGjbBhi7LpPAJc0d4lRTBlabvkxApxKVNa5y1bQ8bxdAVvhGUCQO/TSgX4QMvYCeiXGo7Oy6k9AJUsZBZPX2PXs8ZV435DqDSgVZrNnLQgZVQIXAlzk9Jyb0c4Y+lAHUjkCX1u1OJyATxTi3LQ2HylYunIJN11B6AuPaSQBRN1a5p4xvleXfh5Fn5gFwn/Y5j/oSPdQMBGbOXVl88qFKK03gHF33CRcthXoyeDiAGuyWOOT4a4+P3S4EfHLhOq9sPJopy8H48tYazy/fAR4fuPvnF3DIGe6d3tXpYEwG9nnTBdahr+FU7I1OLo9nSWUrQ/eDe3i8ydCh4B6GuCZ7r+fcv/5hsNm0lNZUxRXUriHQtk+sMGS1Q1I41vAkA1nYz2ztiJl7Wscr6OoER5TkRjGqfIaZj0k0KmusTssDz3Ptc41X0fIsUEQyQ4mawmhGtQWjUeZRJQo3o9lO8/pVk7Vra9k6s2r1oPINotGH73gpvWbh0JbpjDw3Y8QbOSPMTWpvBuyDMmBU+IxKj7h0SUqHrNSUtTWDqQ6A+zRm4C5rtKrJlAX0VJXkTSl/2qefhhIG5JRpb/fLAmFGahy6Oqbn+AydgKHnkwYlVSCpYtVY01qpYKMFohaI2gK9yi3oq0RQpIpRalsr48on14pIloQyY86JabsZMiipfE3l2kWbEdaTXhbGCudkknFmFz+F0fiisCN8Xk4/qKk8Rd18FcvcEv1kJkgKh7S2C3NfFAS6wHimaf8opFYIY05flkd804P7N3dT4YjIs0PK8k3CdtSX6L5e+IPg7pPOdOOPi6TyCLyj1eO8uRBJRTx8OIAa7Bm6DBDzj3d07ZPdd/lK+gyFcOHKFXjppYfeVrGxw2vlMzz/zCnUYM4QIgzoMGTQf7jnx6MKSYU7d7RDXeDWJNXJkwhpYg7P3KPj1QxnboUHiwdBgGdSsuybvAZ4UjQe5EZJO0blgHFqa5TSTJiktUNS6KYUvA/SRjXMes8QOLan7FBRIxlXHknhIDK7IFCF2dd61420qmeQfkXLzWgpm02DJbXFtcuo9EhyB5Ep66KWWbCZVgCApt9uwb2e2rR6NdqtCL2clpPR1imhyvYz9oa0ViEoULOsfVqKPwjs48JjnHtMcpc4d5hkNoPOck2WafJMk6WO/Zlp0swhza1BzCRzmeQu4/yApnzpM672KwST2rMkPdRsdl41Y3TT8biOTum4CZGb43olxqupfGMXMq59/7WygAwNi77xjVc5yFSS5ZpxYd9jYSwK29ewx0i7lQV21y6+UAKMPW8yA5VK+55Kj9woJDWeLAidHOPWVJ59nhHN6xcgc8hKRWY0NdLO+KsCo+tmvyVGqdk1eIZL9lS392t8QMGdB8vyzXf2mcF9WjY9jaFI7TzAtj8YotMmJCYenXL5eF8MhoKuGD5ek5eXXuKTV/8RGT6v8Rxcvw6f+czDAfxLL/HGR/8wOR7Pv/J3H2mRcNi2uwwYfPnqQy1AJqOaiAmifTRfwXdr0vo04M7hmfspwd31D3zswhCXnDx9uGvimyWEVQWxmbuSNvtSpnE/swviwthStCxBlNDc3QimgHFspu81i4HcKJLKJS209TEv7HNEbbNtK7YCtQPaqQh1PpN5BWY67HHpkucakYvGCc1m7aJufNmnCwVl92N6wzE4bknoFEQqb4hsuR01uy9rt+Ntev81K5dJ6TGpXAuGhUtaarLC3vJcU+SastDWxrVQVIVsftq/i9w+Lis0Se6QltYVblx4TEq7/aRyyGp7s5UDdzZiN5W5dUXViN3ktHRO6OS4TgluTe2Y/fesbQVjaiwvjGkA1gK8zAVloUlKh7hySY1DZSzYhjIn1DmuW1K7xkreaoERohHKaQC+gKKw5jPTxYEvCkKdI9za7ocS1t++toswWQiKwk4dVAhUw0dA232vXAn6jFBn7ITHaW7v1/hAgvsDCnWA6x1v3bpv43nfIZlm7ukJazRjSIxP4B/zuFaLiAmT8UOC+1jS1Y/HEW4WL77IJ6vPAfAKn7T3xTG8+OLZtvPSS/CZz/ClnQsAfHz4aw+/SDhi210GDOk81AIkntSExNA6Btw9Q2pOBvcsOyJzbwSPjgT3JjufXovAmRaP39Qx/VhIW9qttQBl0MKOdE3nuctSNSNYU5CGWoHRQJPpTw1VCqPJak1ZKmQFsjyY7dtxOwtIBq0rfFXiNXKvYJniWa3JSk01fd3CbkfUFrgAW5ZvxvesQptdaAjH+q57qrSiMLLAFeUDWXuNtAz5BmSzZr+zWpGWDlmlySplQb20x6CqJHUlqAtJXShMITGlxEz/LiVVKalKRdmw27NCk1eKrNKklXWJS2q3AVpNalzL1udgub62ma5s9l/arNfVFVLXGG2Pfa2FPQ/SHlv75kwzB28XRKKCupAW3Gt3Np9vZ/LtMXJUhWkWDFMte7DnWpQgSkFVTsHdPt8RFa6qkE6zPw1/QFSmOe9QVYKs1lTGjgtqWSGUwSi7MDNTcD9jz/00t/drfCDB/QFtecDz9gl1h8WhZiCw33M/iaSdpqT4DxLyDka7ydwfVn42duh6j7fczY0bfIi3aDHaB/fm/jPFiy9CHPM5Pk3EmOd4/eEWCcdsu8uAAQ2Z8IzbnkwgYnIsuAe+XaCdFGkqDs/c28erzeWxBRXXfxDc8w86uE9DWg1zIwEJWlYzYZayltS12M++D5TEjQShDLoRagFLFCuNpKqEBYYa+5x6+jwLBEaBVvsz4fa5tgdeGEVeK+pKICu7jeltf5/ttmpls8bpNoWyPW9XlmhZNWIy1QMz5NOFS4WczbBntWWn5w1xrqysT3pV2Vtd2pupBExv5f7vphSYStgFwPR5taSoJEWlyKv9MbrCKIr6gDCOkffK2WJmLnSeLHFVhVYVUhmMbgByeiyluEd/S9QWYEVlqy2mEhS19Zqfqu4BzbGxx8soY7fXiOHRnLfpQqGu7HnNm8xdCXuMpayplaFWzPZhep3UzWtOX08Jg1D1bJ9n+30mcD/d7f0aH0xwLw6Rn/WO1/CeEerC+8B9ypY/ic2cJCQEhzLxZ9Fu28z9YeVnU5+O/5iZV5cuITF8gi/dC+6XLp1tO81i4HN8mk/x8kxs48yLhGO23WG4D+5n3HYcC5u5R0f33H0fUnyraHRMZDmHZu4zNcOjMvexPXfTaxGYleWzD3hZfhpGiEa/HGgY3zC1L7UjXzOAnQo5NmqoSDMTbwErx1rUClPLGaiL6betwJbTJRhpZvakin1zlroB26qWdkTqILAf+OY2Qsz2Ywr0RhqEBCXrme2pFPv7No0pkFZYkls1I7vZEbeqtvKyVW1FZOp6uuM0+2T3i+n9B/9ubtPysH1+s71m+zNyXeP/XhkxA0A4oE/fqNdNVetUw8o3cno7cBwAhLDnp56iXHO+apvNFs17nr2OsNm0kvX+MWzeEvZSOHDsm4Ve88+p3K6QZl8dd/r6ZvoccY/Ri8Tsq+gq7DV3luuUb2Xu78vIcmEz94PWrY1Bx5GZe2xX9NPS6iymmftJhiJxbDP3I+xeAXBdQhLi5OEuiEEe0A0fjox3ZHz2sxCGfJJX+BKfsB/IMLT3nyUuXSLH4Yt8O5/mc/fc/8jRbGNWln+IbcepJBTJfVT1eyMIICXAnLD6SrMHrYEB/E4D7keQL/OJXTRMneCmL3qqytAHLcQ9Fg6zODITOuEjcyxRSjCTWH1sIfZfVJ5y2wfB7jjdcmPYR73DNn3//054+Yp7M/VTh5gubjjF8Tez/arv+3n4E464/+B7f4h4qPd53H6c5vY+jQ8kuOeFPLLnfiS4D+0X72Hgbn26jz+J9SQhwycIj7ugBaHOmKQPZ/wyrEK67cec4b3wAvzsz/Kp7tvERLza/V742Z+1958lPvtZvux8JznePrg/zCLhiG0ThveW5c+47UmqiNTxCDpdmGX941sfaS7xRP6A1KHftT2ZdHj4RWbd5B4Ed5ecPH8f1/e+HtEkfFNTFNVkjWIKJGL/cbOfhpkM6zSkqG2GecTHbprdHZZhSZpMVTRp5xQzD9vWffsx/fKvD9zgXgCfvi+gqRjsf3anlQQhjH27wiCaBY+YLhzuPxYH39TB+5vHiwMz8PvvsalWTDNzYUl0J4VpDoQw+xnysY8Xotmv/Rn8+xc99cFFyWHbm73f/UoL7BvmmAPPEwdXgeLAe72vJTJ7nfrsn69vleXfh5GX4sGyfHC8L7t1+trPvmYxzaxOMPZI9ywgBNHxj4t0TpydHdzN33uJoWnTffXXH3lc7YF44QW+5+W/BsCvP/tHzw7szTY+98RPAPBpPg+XLz/cIuGIbfOzP0vHyxjSwVy8dOZtx7kiPEY9EPbPXTo4vgeTFRJfPVhB8br2epuC+P0x67kfBPdZZejYl/zAhKhrREPEoilPT0MKg5yVgA+UbGv7eFML21c9qlw7LR1L9su1NYhKzPrzU6Y4MAMgJWuENLMyvi3n7pcWxLTsXO/vi2j63VWzT9N++rQkfjCmwCqFwWn6/o6s0KJGS3tT0iBljZQNSMvmfSkD9/9sfhfK9pWlNLObko24jayabdufjqjuWWAcJPxVTcl+qmVfGjmbr58ev/33bqY1a3t+pv3saQ+9aVXo5vWmYdsRkrJSzZz8gdYLB1ooCoTcb6FMY9p+OciHmD1HTGf/9x9fY1sV0z7+bIFy6kT7dEz59zNb/oMpYlM+mLmfVJbPmn7o/WYgOA6+yEmLE8C9AYQHCHn3ReTmTPIzWpa+9BLjP/5/oOYFugz22eLweMATePIpwaq/x69/tc1/bMzhNdMT4nPrF1j1drmYXD/Dh+iU8cILdP/+r1H9D5rJr3+J1sW5Mz19kjtEzvF8hem5S/oZvWMel5YK7xBwF60Il2xmLHN/HFeW/8CL2MwycctCt7bjoukJ75OulKoplbGM7Bm4N2Nxpe0hT7NjV1S4skSpmkI1rPopk9pYEJ6SvcrSssgtAEt8Wewbr8h98ljdjLxNFwtUNL346X43hL9SUJcNea1WjRa8nbOesuNVQ96zhDXTMOkb0posrS58VeIojVNLqnrax7XPqkW931c/UPZmCv6qAXVVo3WN0xDhHGUlaX1VzEiE05ts3OEOxkFyYVZbpn3RkPpEKRo2vCXO3ctrmE4RNBMEGoSucdX09UokdWOQY7ddVhIOTEOI+sDCTIJRBqnsKNt0P3OjZ6RHXVnpWQyzhYVRIJVdwEyrEkWtMNNzVRmoH6Li+T7Oyk8TH7jM3RjISo1DcXjmHh8uMpOOGqev+zN3rF1sdoLmeNK34B60jn9c6FbExRnB/cUXGaR2v7oM7H2Pi4nehBDwvd+2x68nn4Q33zz7Bt55h98Yf5RPf6j/MOuCU8XUx364Pj7zc+PCIfSO5yv408y9f3z5PisVvj5kW62WbeEcBe5N5u5FB9bUU0LdKaxmPxBR1YjSZu9UwiqxGWXHpRrClZ2pbrJn04xaFUAprIJbPZ2ftprqjp6OVzXjasJmnLK0QjSyFJSFIi5d0tq5h8HtSztDrZ3qwDz3QYa1mC1IpmNXdlwOaOark9KOnWWNw9vUkx2YzZJPrVmtW1ux76muSqvSp0t8p8TVJY5ToZ0KpSuUrpHO9FYh3Qrl2r+Vto9znApXl3hOia+n27Na81NDGW866nbEDH5qXKsQWLlkpSYvNaaQjWnMdNStAeMpTjaZ9kxPQBuUrmejgW4zOTA1ykkqh7xUVo+g2ebBiYjp8ddOc14P6B+klUNd2OfKBtyNFLNFhdZ20aRETYVdBFI1+57baw44fdJhvkWoe99F2Xyv3l+Wn7Lgp9nT/ZFO7IXkdR6cZfOd8kRwn5X17+/Z3xeRXzIpz6jjfuPGrNc8A/fm/scZ3/tDHa7xBOv/+DfP/Nz1f/jrvMUzfN8PPz5Tm/tjCu6D9bPPEk5Kj+gY9UCAoDl3yfD48n1aanznkG1FkTUZOmIBOSvLhweukWnb54TK0Dd7WFKWgNrqtdsveGGzxGbkyREVnlPOhGfMVGa0tOImIpekpZ4BtBK1BUm3oPaMVT3TTcZvGmAvQGaCMlez+et8Nj89FVcpcB2ryLYvUnNgBtvsS6TKolFjywWikFZwpXAYFR7j0iNulOBy86AS3EFgD1VOpDLaTkpLZ0SO1UMPHAvyvlvgeSWOW6KdEu1UaNeCuXZKXLfEdStcpyRwCwK3sGI6zlQtz6rxtVR2j2reYcp5Nqt2GFW+Fb8pXGuPnctGnMYuaFTR6Ag0lT0LyIJqesw8g+sVtJxs5lAHUBhNXFn1vDxzkIWYyQSLymCE3U7tWEli1ymJdIYv7POz2iEpHbs/zcJKGJvp2+cZqzcgGx1/I8grBaW056w0M3A/ExabU97ep/GB+0aZqYCR38OMnn6hZpPDs6p0UiKocdoPzjl7jrEX1zGRDOwLB53jHxf6hrg6I7hfunQ4uD8OJvqB+N4/aH3Sf/2Xts/83F/9xzsAfP+PLz3WfToYnUV7Ph/GGS6uPEL/+NLcTITmCELcNNLKwTvMQ6AB9+lC8f7IE3u/Gx24RqaEuuL9mwE8lmj62KKqEUWFKkDkNhNPjVUWszKjBbVfW7lZ3fTWG5MSlQrizGVceVQIC84qJ3JzK5XqYoFGiRkgq9xqxZtUMcytQUtc28+fKypaKqXjpLT8DLyqkVttZGYd2VQPGlGbciq3alApyFRQpZpJ5jLKfYZlwKjyiWtvpkgH+yIufmPFGsqMlkrp6oSOTmk7dh/aTmolcr2M0LOLlsDLCbwC/8At8Oz9oZfT8jMiN6fl5LSdzG5HZ3Sm21apBVphNfwPy9pnRjalz7DwmWQuZaYbjX+xr9lfNK2JpkNQK0HlNBK/PhivxncL2k5GW6UzsaDCKCuFW3hUuZX4lVPt/saUp2r8A2rP2PfVyATXSCvXm7szieF7vQOgcrFVC1kgqUmNS1y6VnEwB5lVUFaHkxNPumhPdXt/xgeu5z4dUXb1vX3jaSl0mj3dH+nEOn2JKHzgf75bk9Uux7WiZ5n7/T37+yIKDYkJqGuQp11affazDH7qF6C0s97A42OiH4hv/6Rl8/+bL3X4sbPsYFnyq1+ao+vGPP+JB4/f44ruil14DTfPBu5VBanxiYLjwX26MEtGx5fvs9rBdw/P3D0y0uTw45anDbiH95blPbITK0Pf7GEEto9ubBZlQVIQFzabnpbZQ8cCdRlYcxkdMzMVUakgyRyGZUBau0RTkHQTa0gSaGvxqW2zXBY1OjOoTCBSxSRz2c1DJoEFX0eURDKjp62pieOXVL5DFVgXOsfZN0qhamxOc4lOBWUGKhFUqSRNXAaez54bEGmbKft1YYl0jbzr1KjFF8W+Q1sTdk6+ngnIpKXT+Kur2Sz8g37u1hFOiRpflbiqJNK21B81GXtXx1YzXiaE0mbCU+ndCrHvUFf77JUhu3lIPw2IUxeTaHQqUCmo1Ozr7VdN5q4ltSutkY5v7XtlUNLxM+adCW2V4FBRGcmwDuiXIcPUxyQKlYGeOswZMI0hT+mDCSo6rl0cuKIiN4pBGTDJXFQiZl7u0IC7L6iDisi1rYcaSVY7pKWDzIV9nbyEqnpAgOfE+CaXnvjAgfssc3furZdMs6WjwD1LKju7HB4O7mAXDkeNSU8BIegeL1863XySHKuncm+88ALDvxvDr0CXoWWif/azj41MNw3Hgf/Ft23zP37l++CrX4Xnnz/dE19+mX9VfC/f9x17KPX1B/fBztlc9ZJmsi0Mj6+hTRdm04XaYWEMZLWL5x6yrVYLn4Q0OVzlbqpCd3/m7pFRVOrYxeM3fUioXatLLsoaWRhUbjPxQRmSug6OqGg5GTIsqQKH0hO4Ulj3sSZzTxKH3TxkVPtEMqMtU+bcBD/IyQKf0hf7xiKlBWQdW8/xOPbYzSL2yojUcWbgPudMWPQn3A3b9EOPMpCUgTWrUZlEFPWMUKeyGp3aRUflCSpfUbqakeex40SEOm8yZdtjl7I556KaAetsPE5MVeFsuT6uXIKqmFm35g2410Y2IjTW8lVimeFa1rjSlqM9VRI0ffxpth5KW46fAvvBcnxqHGuXW4XslRG7ecReGjJMPfLYQcay8bWf2t82YDzT7bee7GVg7W+rqCYIc+a8mDknJmyc9ya1x7jy2c4ixomHiiU6BpVNS/K2lVL5UIUGHZTM+TEtlSKpieuQfmHteHUi0IkFdyOtmU0ZgPErIsdWJyqEbS/kLjIXqMxWikTduNqdNqF6xHn790N8cMH9PoydleWPItTF5khwn7p4penR4D4lUR1GyDsYUcteMJPJGcAdGCw9DUD3y/8GPr5w+ieeMf7d/3XEz3zlPNd+8W9z5ZTgfvMf/iZv8zP8xz9ydqLbWaKzZg/YYOf43vn9ETeaNGF0/Id1ujA7ihAH+9eX7x0C7lGEz96RgjSzsnzrwDXi+7aF1GzbO2PH5psmpKFyrWkMdZO5Z4IkddgtIkZVgKKm66QEYU4a+ZSBBWqVGnRa40wkcazZzUL6Vci8GhPJjEVvTC9KWG9FlJGm9AWOlnYRkVnPbz0RJGOHvTRgu2gxdH1CYUFvXk3sNsKEYSugjBRlKCgCaTPFXCLyylYcMoFOBU6smjKyoHY1ievRb3TmHVFbBn4zu69UDWYf4BVWpc1tGOy2ZF4SS5d06slea7LaoWimCR7M3Gsr59qA+7SX7zU/owbQ/cZB77CMvV+FbBdttvI2W1mL3SQknviIid4H9tjgJHaRJIrG2945AOyhoGgZTFTSixKW/DFzekIkLcE4rj22ixY7aUQ2cXEnAh3b8ynKGoSg8iVFKCijmk6UsuhOaMuEGpv172QhxcTBi7HPqwy1KykCQRkZdFjScVIcUZHWLoMqIM4c6/CXG0Rh33vtSDtOeMp4P8+wnyY+uOB+X+Y+lQadlkbvjzQ1h+qFA/iNGUyaQqfzwL8BSCZ2VRzMHf/tHLbt0jEeFLB8etb8YM9uv3uhfernPEz8uz/Rg78I//yfpPyJ/9PpnvNP/4kFwx/6w18/Mh3sv/fh3tnAfTK2A65R6/hl+3RhNj2Xh8VMpviw0zztuR8B7lljPnRP5i4lnq6h/OCDexkIcO17F6VBZZAkDptpi0EQ4smCjk7ohgmTtgXq2rH9c5XW6IlBjRU7ccRm3uGcs4cjKhadEUvBhI1WlzLSFKHEcyW6qFFZjRMbnLEgHyn2xiGb7Ta7fouest7ubZWw7IxYCUfstEJGbYdirJusVSALu1AQtUHmNSqVOLqmcuTM3azQDiPto1U9my+fRoWkLW35aFqin/a/paz3iXa15R9MCW7TufPqEHCfZv3TmyeL2XYcUc5K8I4o93vsDbCPqsACe2mBfT3usjlpMRgFVCMHZyxxxgJnbHBig0pqVGazX9sflzNALlpQtmv8Vs5SMGHVG7KgxjhUFEbTr0LuZh22xxGMtN1uXCMzW5KvXEnpC8oI6nbJYmvCkjsikjm5UWwXbbaTFmKiccYGndiMv3KnC4uaVpjRc+zx7Vch21mLLHUJUlshoKoxWlH54kzg/jjJckKIHwL+KrYp87eMMX/pvv97wM8B3wHsAD9hjLn2KK/5wQX3+xJoFbgIarIjpEHTpNELDx8khHknOMrBAXA/qefetg23yVYMH+oe+9iDMRiAoiSaO9m17FHi2WfhUmuHf/b6Jf5EWYI+4RIZDvkf3nmOJ3s7PPfc16+iANBe8hHUDAYnP/ZgxLspEBC2j+9r+z1bTj+KEAcHDIaOAHePjMkRY21TW1e3fe+TXcdAaa+v9td37faehZSGIpLUoYvIS2Rl++gi1mzGbe62Oqw4Q1o6YymYcLfToWjZLNwIUHkD0iPJYBRwJ+tyxY9Y1kPm1YRz4YCr7XkmbY8ispmlygSyqtFxjTMSOCNJMvS50+1wJ+yxpEf4oqAjU1acAef9iK1Wi7jjU0wkOpHoVDZkMjUDOJVWGAmuFo1LmcAoSaFc+gfec93oyteOpFKCjkqpKWaAq2budhU+OYXUzby5ncfPjZ4p8t0r9mOvo6kwjSPKWRVg//d7QX06jjaqg1nGfjfvsB53uRu32BuFFCMXPVA4A4E7NLhjgzOxCyQxddvTkspX5JGkaAuKjoF2yULbnoNlZzgryferkLtFlztJh/HYR48kzsgCtCxtSb7yJUVkt+O1M1aCEYvOCCVqRnXARt5hdxLa8zcB1SRnlWcXFnWnZD6K6eiEwigGVcjdtE010Zb0WNjqgHE0RSCRZwL3x1OWF0Io4P8B/CBwC/i8EOKXjDGvHXjYHwP2jDFPCyF+EvjLwE88yut+cMHdu/fEiMC3YiFHGHSkmTi6597Ikh6VkcG+nvhJVuth14L/ZDsBzgDuI0lHjBDibOItZw0h4IevvM7P//b3EztdwstLx/b343/+a/wKP8BnfmAbIb6+4C6VoC1GDEZn+9DFOwmnAfdgzp68JD76C2BmDXyYh4DW+CJnJzuCUNdYvjqte8Hdcw0kRwssfRBCyZq8Iyg6HnrcjIhlBjWW7IxDbrbmCFs5nihZCYbcbHfpd3yK0BLkRFrgxDXOWJIOXdYnXTbDDj1lyVsXvD1W24u82Y0oOi55S6ISicpqVFrhjiX5UJAPNFu9FrejHmtu3/akRcaCHnPe67MVteh3fHZjTZ4KyxbP5czfXRa2nKxSgSMFRsrGSEaAUBS47GHVTqfGLYVRpI5lz7dVMmOuW8ldg2p6xZZwJxsXuca9rWGAHQbuimkGX87m6afbhH1QL7A+7qPaZ7dssV202Mrb3E3bbE5a7A5DioGHHmjcgcAdgjuywK6TCplXthyvLLAXkSRvC/IOFN2KVjfhXGvABW+PJT3EFwWpcdgtW9xK59gYtTED1257VKMTW1o3jqQMZXNdlJzvTLgU7NJTMZWRbJVtbsU94qFPOBI4kwpV1JS+oggERdfgdzNWwhGhyolrjzu5rULIiUKl9pwZR1O3XIqWvQ5PG4/RjuDTwNvGmHcBhBB/H/gR4CC4/wjwF5vffxH460IIYczDNwceC7i/FyWHo2If3O/7h+dZsZAjrDVn4H4IOk893o/N3BN7Do51hQOingV3m02ePgZjRVeNga8vuPPSS/z4mz/P3+Sf8U/5YX7s+i8erob30kvw4ov88vVPkfL7+YNPvwZc/PruG9CRY4bjszHLJ7v2xEXd4y/3qULdUcYvcKAsf4RBkK/LI2fW88zgkiHuS/vdU1SGvtlDy5qsB9m8PQe1st7pzlgQ9wNutXosehZgz3kDzne67PbaFG2PyhfoMeikxh0adF+zPuxwsz3HmtNnSQ9ZcQZciPrc7PXIew75nsAdKztGV9S44wqvLyjakkkn4EY0x4o3pC1TfKcgFBkrzoBLQUS/E5JkLmkeoTLVCLmoRi7VIIoamVfo2SSUPd/CjgRQVh79SlA23upJ5ZB4DrHjMa/tYmRKcrsX5CugokJYclgD6PUhE8tTJTZ1AOincT+oT2qXUR2wV0ZsFy22sxZ3kzY7k5DhOKAauui+wh0K3AFN1l6jJ5UVgKkbYA8URcuCcd6FfK7G6WWc6wy5HO5yzt2jI+0HpF9F3MrnuTGeYzAIcfYkXt9uV2UVSCgDRdaW5F2D7uVcaPc57+0RyYxh5XM7m+PWqIfoO/a8xzVM++1tQdErOdcdseoPcUTFbhlxYzLH3iBCjwUqt3LEdeiQ9zzyrkCfFtynDnyni0UhxMsH/v5ZY8zPHvj7PHDzwN+3gO+6bxuzxxhjSiHEAFgAzj6X3MQjg/t7VXI4Kqbg7rj3fSD8JnPPDl8IZbnAl/mh419T6dpjM/dk9jLHRtizZfUp4Jw2BolDx3nMXu6HxYsv8n35TVbY4Bf4CX6MX9xXw5uC+0svWcCPY36ev8oa6/ye//pH4eN/87Ez+O+PrhMziM+m8Bfv2WM9PfZHxXRhlqanydwPB3DPqUiLwxcfeW4see6+xvr0z/cycxdC9IC/BXwU2238o8AbwC8AV4BrwI8bY/aEEAK7mP9hIAZ+yhjzynHb16Imn6+JFyUYbUVhSoOeCNSeZrPdYj3ssuoOWXRGPNna5mpvnrzrkkcSty+ReY07Nrh9yXg35Fpngcv+Lkt6yJIe8kS4zbvdBa7NBWR92zuWuUTHFSqp8YY1xZ6iaDncbbV5x19izolpq4QFNWZBjbnk7TBueUwKlxu5Jst9RCkbuVQryaZrEFWNzKr9L1AjZ5rzopQUpcewlOSFJi0148Bj5PsMHZ85J6arkhnIT8voDtU9YD2Vr7UauMfHFNBrrOJfahzS2pbhB2XYjLpF7GQR20nE3iQgGXswcnCGsgF2Y4F9UqPHlS3HV7Xts3uSIlJkHUk2J8jmDSxkLM+NuNLe4ZK3y7wa44iSUR2wXvR4d7LI7UEXs+vh7Qm8gd2uKBuAbimyOUE+V7HcG/NkuM2SHiKp2a1aXJ0ssNtv4e5J3GGNTisQgiKU5B1weimX2rusuQMqI7mTdrk5nKMcuERjO2VRu5Ki55HOK7KeVUE8dZw+Z942xnzq9Bv+xsTjyNzfk5LDUTHL3P37vnybzP0ocE9zybw6fARqJkt6DLgnzf9OzNwXLPrH/bN9kw9Tl673DfAFvXEDheHH+If8t/xxtllgkZ171fBefBHimG0W+GV+mJ/hr6CS8b0LgK9TdN1kJsV72pg04H4SX2G6MEuOseS1THo9Uzx8YBtOTZod/rHKs6m40r1jEtNr9T3O3P8q8M+MMT8qhHCBEPg/Ar9ijPlLQog/D/x54D8H/j3gQ83tu4C/wYOZyD2hRQ0LGclygKglzsRKiDpjg7snSVoBdzodBq2AC+4OV/xtzndXeLPXJu9Iqh2FTkqcSY3XF+Q7Drfnulxvz3PZ22ZJDbng7vJke4eN+Q5ZX+OMJE6iUJnNtJ2xxOvbHm/c8rkR9JjzLNBO2eXLekjsu0zaHlmpuVMJstK3s+6Nb7wwoJIDAG+mOumqkVUVyEJQ5C5pptjKNZPIZRj47Pkhc17MvDM5IDKTzUB+KsQyzeaPc3CrkQ+Ceu1YEZfaZVz5DMqAfhGyk4XsZSH9OGA88SnHDnKscIcSZwTOyOCOmow9rpAHCXS+omwpsu4+sFcLBYtzE57sbvNksM05x2bchdFsFF2uJktcHc4z2QnxdyTensEd2QUDEspQkXXttuRCxpXuLpe8HToypV+F3EznuT6Yp95xcfvgTmzfv/KalkCvZq035qlwmzk94Ua2wK1Jj53dFu6uwplYT4IykFSeIF6WlPP7kraniseHTre5t6x5obnvsMfcEkJobM9251Fe9HGA+2MrOQghPgN8BuDSQ6qvHQnuzchRdhS4FwpPHX7i/ejgGN3hX+pp4/d+Ett5Cu6T/tlmtYe5z7neNyBzv3QJrl/nT/Df8Nf5U/wt/nf8ef7yvWp4DdD/XX6aEoc/ws/dc//XMzpezs74hPLIfRE3xzqcP/7kKAUOOekxIGvV6/SsVXN/+G5NGh8B7kUD7vdVh97rzF0I0QW+D/gpAGNMDuRCiB8Bfk/zsP8O+FUsuP8I8HPN4vw3hRA9IcSaMebOUa8hRc3Swoi7EwdhNGYbnDHoBLw9qALFVrfNdq+FCg3nnD2ebO/w9vwSWS8k76hm3r3G60vyHcmkF/Jud5Gnw00W1Jh5NeaJcJsb83O8PfJIJy7ORKIShTOq0UmJNxRWICdQ7Hlt3nKXaGsLsOedPUKRcc7ZIwsdSiMpa8lmJcmMa8vuM1160LEFeJVV1kylBllKe8sFKhcUmaJMJaNYk0Qe/dCn40d0vDY9N6HnJjPRmVBlzXx8OSPHqQPuaFLUs9679WgXDajbsbm0+WllZD36RcCw8OmnAaPUY5K4FBMXMVGWET8SOONmgTWuLXkutQuhWSnekxRtTdaVpPOCdNFQLBbMLY54am6bZ6JNLri7tGVCZSSbZZur2RJvDZfY3Ong7Gj8HWzWHtvtFmGzvQVBvlhybn7Ik+E2q84ASc1W2eGd8RI7Oy28bYW/Z1CpNRMq2ppsTmAWMp7sbnPZsxCyW0SsDzuIbRdv147bGQlZR5J3BfGqIVqMGZ6lkf74wP3zwIeEEE9gQfwngf/gvsf8EvAfAb8B/CjwLx81+X1fEeqaPsXPAnzqU596qDc2U6g7JHP3GJJnh2dv6VFmIOyr21nnt8NFWpJU4ssMSy84OsKX/w3wUeL/+m/BL/3yqcVohmXIh8PhiY975PjsZ+Ezn+Gj8av8AL/C/5P/hD8j/yruQTW8S5fIrt/hr/Az/F7+BR/jt2f3f72jGxZc7ffO9Jx4aM9rOH9CWQXwZU6SHj0ylw3tNXCUh4DvGbLqCHDPBa54cFH3PsjcnwC2gL8rhHge+ALwp4GVA4C9Aaw0vx+2oD8P3APuBxfr3bWAZ+Y2yUvFnulCrZGFzRb9PUPtSEZzPrdXuow6PlfcbZ4ItliZP8fGkk+yJ1CZQk8q3FGNvy0oOpqbvR5vt5c55/RZUGMuuLs829lkdylgL55DxwrdZO8qq3BGFb4rqVxJ5TpseF3ecPLGqKRkWY/oyZjLrgWNqvFq3xZtEuE19qbSMuSlsISzokbmNU5tkJXt8+tM2jnrRFDGgjISlJFiFDpMQp9dPyTyrXRuy80IdU6kcyJlZ9WnbnXW6exen/KqEbUpjFWxK4wiqVySymFSWenVUe4xyV3izCVNHapYI2KFM7HiNM7EgrozMThx3Yy71ZZdDpbs5itbOm+APVs0FEsFvcUxT89v81xrg0vuNgvK6lvsVi2uZsu8PlzlxvYc4q6Hvynwd2vcke3f146kaCuSBUm6VBMuTXimt8UVf5tQZPTrkHfSJa7uzSM3PfxtcEd2v8pAkfYk2YJhbt5m7fNqzEbZ41bcY7wTEm7ZKoFO7bhcNidIVgz1hZRLc3u8etpPxGMUsWkS2j8J/HNsdvh3jDGvCiH+K+BlY8wvAX8b+HkhxNvALnYB8EjxOMD9PSk5HBWzzD24L8P2fVy2yfLDwTctNb5/ROY+1Rw/RrksLaTt2XMMuL/0EtFf/gvAf8KE6EzWrcMqohN9A/QQp/vx4ov82ev/N36YX+Zv1n+c//TgY37wB/kbfytinfP8XX7a3vd1kMM9LDpRxaA8g/oPMBna8xotngzugcxIjmC7w/41cI+z24HwPEjrwxeQeSFwxSE+8FNTo/eu566BTwJ/yhjzW0KIv4otwc/CGGOEOBt/+OBife0jc+YjrTt4suJlIximPVsmH9S44xqjINuRrA873F3ocsXdZkUPeKKzy8Zyl3QvwIkVMjfopCLYFRQtxagX8kZvhYv+Hr5fMK/GPB3eZXc+5JXEI5200LFEZwrRt3Pq7qCkVprakcSOxzU9j6etEIwSZlYFkN7+5+0tWbMpOyTKw0hpzW2Uwihhy9h5hShqVGWQhURlCpVJnERQTARFZOeyy1BQBYo0cEl8nz2/wnGtUYzvFniqwtcFrrJ2tlrWjSKduSdzn1YVylqRVpqssr39rGhumUOVKUgVKpa4qbDCNAnoiZ1f14klqU3bFtMyvHEkZaDI29PSuS2fl0s584sjPtQA+9P+XRbUGElNvw55N1vm1dEa72wvUNwNCDclwZbB61eoxMq/Fi1NOidJlwysZjy1uMOHow2W9ZACxa18ga8NVhhutmhtCoKdGmdSUWtB3lWkS4JiKeeJ3i6XvW18UbBdtLk97OBsO/b1BrXVHggFyZKhupDy9NoWz3U2+OoZAPsxsuUxxvwy8Mv33fcXDvyeAj/2+F7x8YD7e1JyOCqOBHfPa3yzDx8kzip9uF44+wI42ejob98kVwRH9Oxn8eKLBOkuAPG0AnA/We2wqCqGpk2n/Q2STHrhBXjhBX7IwO/7wZr/8l9/lv/VH/1Onvhzfw7u3OG6uch/Kb7KD3m/yg+m/+LrJod7WHTb9licRas1HtvzGiyevCjwVUF6jENbNm48BKIjeu4+VGgOkwjICoErD8ncp3bE713mfgu4ZYz5rebvX8SC+91puV0IsQZsNv8/zYL+nihqxdPeXdacPUoj+bWJT7ETYpRApTX+Hng7DsOdiLeWl3nC2ySSOU9FW1xbnOf20EFPNE4s0WmFOygJtu0X/q3eHL8dnaOrEi66O1x0donbHv2lgK8lDmnio1OFLAzOuETHFV7jA260ZKJD3laL6KYf+4y/wZKyYix4thzuyYo3ZM0d1SVxPGpHzZzMXEfgTIQtz5cGkVUNo16hUjsv70xEI9XaALxvZ7wrT5N5Lqlbg1tbO1dVobVVtpPCoGSNEAYp7Ijd1Gq0MoKqkpSloioVdSExuUQUEpkKnEygUmF1+RMsmCc2q9XTTD23pDlgVoYvI0XekmQ9STYH2UINixkrCyOe7m3z4dYGT3hbLKkhStTsNBn7b4/O8cb2MvHdiHBDEd41BLslTiP5XUaadE6RLAnylYIry7t8vHuby+42jijZKHq8Oj7Hte153E3dLAxKZFGTdzXJgiRZqZlbGvFUa5ueihnVAVeTRfb2WkTbgmC3Qsc16Zyi6ECxXPDM2hbfs/gui86Iwpxh0uZ3ukLde1VyOCpm4B7e99aanvtR7ltp5eAf5vTF6TTHk0ITOCeA+40bSAwBsc3cD9x/XOQ7I1J6dE4/Fv9YQgj4m/+N5FMfc/gDyT/iH63/YQwdfpRfRJiav/7ZAeLPfGPdFTodQUxEMYxxuqfTsY8ndgRNd08G90AVJPnRH4upNO10wXd/+E1xIMseBPe8kLjy/Ze5G2M2hBA3hRDPGmPeAH4vlhD7GnZR/pean/+kecovAX+yIc9+FzA4rt8OkNeKnprwYfcuadfl6uICt3p2jj0AdFzh72nibYc395a4Eq7xjH+HZWfIs71N+qsByaiDO5I4Y4UeF/h7knzTzs6/Fq3QdRI8WXDe2eVJb5NBL2CY+dxOFpGZRpYaanDGJc64hMbZrFaSREZ8jRWbGfcAH5bUkJ6MUe5WowJnvdJvuj0SJ6TylNWX96yBijORzVy4HR9TWdXwBCzAV7F9bOlbBzT707qq1a6icg1GQ+UYSm0wytgWvzD7BmQzq1HrWS8qYW+FQJfWilbmzNzwrCY/jYGOQaU1Kre2uzNhGins6/uymWGXZD1BNmfIFyqc+ZRz80M+1N3imWiDi45lxgPsVC3eTlf5yug8r2+tMNxoE9zRBHcNwU6FnlRQWwJdOqeIVwTJWsX86oCPza3zjH+HtkrYKVu8Fp/j1d1V8o2Qzl1BsGMXYmWoSHuKZMXAWsrT89usuX1yo7ieL/LWYAm55eLvGNxBacVxPE3WM8yvDPmexXf5XdFbjOqArD495D3OzP29iMfSc38vSg5HxZHgrnXjm30EuNfu4Xrh7MuSHqc5nhYa3z/eTWxKVguJ9zP36f3HxPD2COjR6X3jncOeegr+ceen+UPJ3+A5vgZAlz7/b/4QT/21q/BnfuQbuj+dns2qR7eHzJ8S3CdjiJhAePLqyNcl6TEObTMPgSOUCP0DY5P3ewfkpcQ9ZBRn5nvw3rLl/xTwUsOUfxf4aSy0/AMhxB8DrgM/3jz2l7FjcG9jR+F++qSN55UdzzqnDB/3bvKF3mWuLyyQdz3KQOGMS9xxjb+t2Nro8kp4EWe+Ys3t8+HWHUbLHl+IXeJRgDtSqLRCxxXBjs00x0GHLzoXaKmMqJWxoMY8F6wzWvCJc4d+2bNs9lohDOhJiTMpCRrxGWEUcd3ia7WwwjNdxVO+w6rTpy0Trri2BBzpjMjJuO7NsRe2qEKXMrRSrO5Q4Dbyqiq1AEp1EOStjayjBbUrmr4/M9tUK2VrjVSMphHHsbf7wV0YEJX9XZaNx3lJY8jT+K/nprnVjRe9BXRRHwD1Rkq2DCT5fTPs1XxBZy7mYq/P0+0tnvK3OOfszXTfLXluma8ObcY+vtMiWNeEG4Zwp8IZlYiypgo12ZwmXpXE52rC82M+vnSHj0a3WdBjJrXHm+kar+xe5O7tOcI7imC7tgswCUXbLgqy8znPrm7xXHuDUObcyhf44uASNzfn8Lcl3rBCljVFpMk7gnKh4LmFTX5X9BYfdvf4fBqQn8V98VvGMe9RNCIq3LhhwbEpC1tzDvUguAOurBgfUnI1BjLjHcl09zr2H9nkmMy9dAicE8YsGrJaFE/2M/dT9KqHdyYAdObfm9P1/Zu/wOv8Kv+g+W7/CX6BVe7CjW/8xd+ds+dveGfC/Led7jlxAqFIQM2f+NjAKUiSo+fos8nxBkHTLPywscm8lHjqkMw9eu/B3RjzJeCwWd3fe8hjDfC/P9P2C8m1fInv8nZYUQnPhnf53Pxl4kWXdMeS0GRu8HYN+brDm8GydVibyzjn9PnO3jX21kLeHq3hDjXOROOMStxhRbghqFzFltPjFfciHZ0ShRmresDHo5tky5qXa8nIdBBGgYHAGPSkxB0VVpim1ohKkpQRb5RWfCbuuaSBM2PRX3G3aauUeT1hwYu5Fs6zHnWIWwFFy6HoC4qhstWFSY1OrFStLK3Nrcxtz99I0UjWNp7xiplGfa0swJtp20A2GHPwozYF97q5VQZZWZ9zUVmAn71mZe4FdGEtVmeubqG0c+ON4lzeNZS9Cm8+4UJvxKX2Lk+FlpW+pIc4VKTGYaPs8U66zKuDNd7ZWiS7ExLeaUrxO7ZtIsqaylekc5rJmmRyoca9OOGjK3d4vn2T845tUV7Nlnll7yLX1xfwbzlEdwz+XsOsjzTxkiRZqzl3fpdPzd/gkrtDXHu8Oj7HVzfXkOs+/o5tNdRaknUV6QK0l8Y837nJh5w92kKyUXapi7unvGD5Vln+PYkDIirAPcS0PP5RjgR3VZKVD4L7TJjkiAkrv2vBPR0fozl+lMf3wWh60uH/tinLn7JXPdyw77OzcDbxlscWly6xdv06f5q/9sD93+joLFpQHdyJT/2cSSIJ5ek0AnynIh0dfZynuvPTBd8Dz5+q3I0K4N7t5JXEP2TccmZHnBw9avnNHqIUfGl0ie8M3qUtChb1kIu9Pl9dahP3HWSpcOIab2SoNiRjJ+B1b4Vlf8xFZ5cPeXfZnm+zudYiHvTQE0WrsuQ6f7eyYKkdrnsLfNFN6eqYD3kbXHR3qDqWXf4FLjCuu4hKImpNYEDFJc6wbErcCllK4jLg3WqRpHCYzHlkkcNld5uemrCqrWRtV8UsuSOu+Qtcj+bYarVI2j5FX1EMBc5INcYrEp3Ws3L4FGinfW6VWu18Gvb9DPilmGXsRohDwN3qBFiAN1AbC+S1HckTtjnfHHz7GsZpdO5d6+hWhJKi1cjIdgxFt0L1cpa6Ey519ngisnoDq3pAWyYzvfeb+QJvxKu8PljhxuY89YZPtCEJNwzBTtPyqAy1p8jmNJNVyeScQV+c8LG1db6je50n3U0Uhmv5Il8eXuDtjSWcmx7RbUOwXaGyispTJAuaeA3c8xO+feE2Hw1uAfC1ZI2vbJ9jcrNNa0PgDWsQ2N78oiRfrHiyO+Cyu40vYKs2vD45hyjfOv1F+y1wfw/ixRfZjgOeYp3/K/8Zn+G/nRHT8p/69wEPJ3ows/JUSX4IuM/MQI4Ad7drG6lHypLWNUntEXmn6D+/8ALRn3idOLgE166d/HhguGVXH53ls813P7ZoKg6zxRR8w9jx90d3yZ7X4ebpBX3iVBGp0z0+cGu2qqPFbrLGtnW64Ls/puCe9RMeBHdF55Dqjteyj7NkvQ8muMsSXt64yBPBR3nWv0NqXFb8EdeWx0ziLqKWBJsCd1ITbNcYKRkGbX67tcbTwSYf9W/yXLDOzaU5fmvsM0kCZKkJN7Hs+W2oHE3le7zmrRDqHNUzXHa3uOjsULftXPgrtWRi2oDESE2wI2yJflxa7fhKI0pJUvrczhRx7jCY9xm0A0si00PaMsF3C3oqZtEZs+yPuBHOcavdo98NiQceeqiaOXLLUrcg3/iiT8vkVb0PxKVBHECTWUV4Sho9+LV18GvGmEN7w0YAWlKrxrnOsWIupW9JfUU0dXQzFJ0K1S2Y70xYa4+4FO1x2d9hzdljQY/xRUFhNFtlh+vZIl+brPDm3jKbm13UhkvrriDYrPF3K0ueqwxVqG3GviqZXDCoSxM+unaH7+je4El3CyVqbhQLfGF0ha/cPYe5GdK6BeGWbbdUriSd10zO23L888ubfLx1k56KeStb5av9c2zf7tK6pQi2bPshbynSeUF8zuAuxZwPrcPU9TLgzXyFL+6c5xA+65EhvrF0osce35zgfuMGkh5DuiQE99yfN8zMe2w1m3BVTXZIz+VYMxBARCEe6eyL/YFIU1J8Fo7o2d8foVsyyU6fhU/BvbvyHoH7gfG4+9sg3+iYLnAGW6dnn8WZItSne7zv1UeOssH+As/tHH4uZpoI/RS41x84rxSu/+A3xtTfPZ8UwHt0jr/OISoYXO/y/9Ef5yMLyyy6YwKV8+TcLm/XkrFqYYRC3hZ4gwpZGSpfcbMzz8uty3RVTE/FPN+5xe65kDeKVUTtIYwmvGvQcUW0KagdxUhFvCIvUBpJ2tM86W5x0d2ZnY4vyfOMdYfKtYz3YFvMWPTCgCwVKpcksUs/7vGlic/WYouNbocng23WnD16zf74smBej1lzB1wIe9xq97g712Z3FJGMPNKxQo8lzliiE1CJQafKkttyWz6XhbUxFZWZ6dfPsnOwYH7/ZdOAvRHSVpClze5r3WT9WlC5ls1feg2BLxCUIZSRoYxq6naJ08pZaiestkZcCPuc8/qsOf2ZHW6FYKvssF7McS1d4M3hMtd35km3Avy7Gn8Lgp0ab1ChkxIjBGVHk84rJk2P3W0y9u/sXZsB+7vZCq+MLvGFjQsk19q0bwqiuxXusKR2LLCPLkkmV0ouXtjh23s3WdZDdqoWXxpd5O07y4TXHaLbdpSy9CXxsmRy3mAupjyxsEdHJ1zPF3k9Oc8X+pdYv77AWQTqvpW5vxdx6RL6uu3XlAffwqVLTWmTwzN3XZHnD4J7mli/76NUxwhD69N9lFtYHJMQEJwS3COvZDc5/aEf7toFS2ftbPPdjzWa8bj3OjqrlkQ33DnlEvyll5jsPE3bDODKlRMXJYFXk5jgyFG7NDZ4pIjw8Jl5/+ZbwA+R/nt/CC7fvuf18krjHjKRMeN0jM+mWvjNFKKG9ruK3WyR//l8xKXlXa60dnmqtcWcF/MVZ41+OY8zFnh98HZLWq6gaHl8sXWBnpvwidYN1pw9ftfCVQDeMGuI0kUWmvBugTMqaW0AQjGmxZeqC5S1hHn4kHeXJ727ON2SQBV80bnAltujdh0qVxFuCdxhiUoq/KJGpRodK5yJIh2FXBu5bC9F3J7r8WRrmyeDLVuuVgmresB8I6DzZNDmTrvHnW6HzaTN1iRiNPGJJy4iVqiJRKd2RE01fuMyB1XYnrks2Qf52v68B+jZL9NP3eiMtLaztbLgXjtYop4nqD0ofahCQxnUmLBCRwWdKGU+ilkJRpwP+iy7Q1b0gI5KrWkNgmHts1V2uJYu8s54kWv9efa22+hNh9a2INg2+H0rDCTzGqMFeUeTLCjiVUF8oaRzbsTzK7f5ZOcGT7p2kvJ6vsRvDZ7gi3fOk11r074uaa1XeI2SZNZVjC9IJk+UnL+yze9avsplb5tJ7fGV+CKv3L2AvOHTumUIt0o7A78smJw3qCfHPLOyxYWwT1Y7fL5/hav9BbbXu4TXnFNn48J8iy3/3sRnP4v+438aEqimZcymTFz8aoVDfuiXr6sr8kNA1UqKejODmAciCPDIjjYUSRJSfPzgBLZ8E5FfcbM8WVBlGsO99wG4v0+ie84eg+HeKZbgDTcjNv+WFe6cSjTI9yDFt+WcQ/o0WWrwyA43EXjpJfz/8ZeAP0WK98Dr5bXG1Q9eQ7PMPTnd9fPNGp0bFe5QMh6HXM0V3uWSS8EuTwZbtHXKv8hckr0OwY7EGZf4OyXRbYdBFPGb3mX0uYrno5s8F9zGXyowRvBmsYbKHVSu8XcL3H5Jy4CoFaM65KvmvJ0VnzM87W1Y1nunoKUyXnEvct1boHbt3HqowRtUqLjE7eeoVOHEGmciScYOyajDa0s+mws2i3862uKSt8OSHtGWCZHOWFJDLjq79P2Q7VabzW6bO2mXnTRiNwkZJx5Z4mBijUztPLrKmxG2wjrlWYA/CPLcm0XOgP0A8U5jQd3BMu89Q+XV1EGN8CucoKAXZMyFCUvBmGVvxLI7YtkZ0lMTOjLFESWVkcTGY7PscDuf452J1Yi/u9uh3vIJtiT+tiHYtWJAOrZ2sLWnyLuW/BavCdILOavn9/j2xdt8onWDS47VLLuWL/L54WVeWb9AfrVN64agtV7h7xaI2pD1HCZrismlinNXtvm+lbf5cLAOwOvJOX5j8wkGN7p0bwrCzQIVlxTLHsmSwFyK+dSFm3y4tUFaO7w2XOW1jVXKmxGdW5Jgq76Xu3BSfIst/x7ECy+gCgk/3WTuB4hp+f9vw+p3H/LF7Dn1oXOOtoTqHSlMYjP3TbKj2rZxTEKXIBidavfDwBBXJ4jQH4hh336yOyunXxB8UKNz3ooQDfqnWFY3BjcxISENX+AE0aAgMLbVkySHXkNpirUGDjoPPvnFF/ELq9CaTZUKD7xeVjuHZu665SOoySZnqRl+c0WtwNst8HcMKvPoK5fr7Tme6WzyXHCbqJVxa7nHF8+FxLsanTi2l75TU95U9J05fkM+gXeu5Dtb7/Ksf4d40WWYe9zNFhGlAgHeXok7LBtAVIwI+DIXqI2gmLNCOqt6gNOqCFSBp0recZYYucFsbt3fa8r0iWW661TZLH4syUY+20OH/kLI+lyXS+0FroQ7nG+8zDsytR7zMmFJD7ngBvSD8B671X4e0E8DJplLkjkUuabOFeQSUQhE2dyqhjBnuLcs34A7Eow01NpgtMG4BnSN9Cq0W9HyClp+RtvNmPdi5t2YBXfMoh7TVRM6KiUUGUrUFEbTryJ2qha38zluJPNcG81zZ69DthvgbiuiHYG/Y/AG02zdurSVLacRp5HEa4byfMqVtR0+OX+Tj0W3WNLDZibdZuxTYG9ft8Du9u2iNptzGK8pxpdqepf7fM/yVT4e3kSKmleTC/z61pPcvLZI66Yi3LYCPOWUTX+u4sNrm3xX9ypdNeHLk0tc3VugvN6i+za0bpfWQ/4slJZvZe7vTej/8H8DPw1V0L6HmJan9ZHg7mpDfhi4D2xP+yi9cHzfluWPAvckIWGVIJycat+jECYmhKqybiUnxHAIipLgkAmA32kRtBSaguHwFJ+8RhxoQmTn3O+7/7DwA2Ez92QAc3MP/D/LGnD3lw99PY8e0GT/971ebjSu8+B+iyi0AktHcTo+AFE7Nst0NmPaQBH57M23eL23OmNkf7h9l+vn5xiM58Fowk2Byg3RRg1Idpjn1+RTOGsVn4iu85R3l+9aDvj1SrEj56hdRcsV+LtWPCW6C6AYVwFfKi6yl4V8cr7Ns6GVO30uWMdfLOi4KV8Llxm12xQdTbYpCXYU7tC6mKmkJqhApwZ3JHEHimw3ZH3eZ2Ouy1vdJdbaQy6EfVYay9qeiu1cvMyIZDbTvZ8EHoMyZFx5DMuAYekRly7jwiMtHbJKkZeKolJUlaSuJXUtOKjnKQQoaZDSqthpWePqCl+XeKokcjJCXdBxUto6bexlrTlOJDMcsW8tu1u16Fchu2WLjbzDrbjH+rjL7iCi6Hu4u4rWnsDbM3jDCmdsle2EMZQth6IlSeYlyZIgXa3wVmM+vLzFx7u3edq/S1umbJUd3kxW+VL/Am/eWUbeCGjfELQ2KpxhidGCtOcwXpNMLtUETw75ztUbfCS8jRQ1ryfn+dd3P8T1d5eJrmqi9Rqd1BQdRbygGF2B1oUhH+uts+L02So7vDFaoX+nQ++6oHs1x91JyBcCqjMMHH2rLP8exdRYq0zyJp2yX6bHgrtjyOoHz242OgHchcATOdlRnKw4tmX58HRlnLAlrIjNeAzdk4VVhmNJR46xltu/s0MI6Igxg9EpluCNaNA9mfv0/iMiCAQJASbeOLSCl2b2WjhU+vbSJfzrdgV4D7g3r5cbB/ewL5em7XMkYfMDEMYzpAsad0eghjnhlkt6W/F2b4nf9J/k2zs3mXMmfGJpnZcrxcDpUnmK1nqNO6gs+axSbIoF/rV8GlbgmWCDj4W3cM5VfN69zHV/kcp1qbUg2CpxRhXt0qAyzST2uT5eZfd8yNZKi0+0b3HO2eMZ/w5zesK5YMDr7VWu9uYZzIXkGxJ/R+Dv1TNA8/LacgIGinxHkncUWS9gr+uz3evyZneJhc6ElXDEajBiyR0xpyczoG/LlJ6KWdUDKgSF0Y1Fq2Nd3WqHrLmvrCWFUZRGNeY1+y1DKWqUMEgMnizQssaXBZ6w+vieLPCFNcLxZdF4w9dUxlrEjmqfURUwqAI28zYbaYeNSYedcUg8CJB9jTuQBH3wBtaqdapBD1iP9EhaQ5lFQbJcY1ZTLi3v8f9n789jLEvT9D7s931nP+fusS+5VlZVVy/VPd090zPDmdFoODSpBaZkcBHUlmiZZIOWLBqmDJDAUKINSsZIpkDZIiCRgMwNbVKkLdiCYYHikBrOcNburq7qqu7qqsrKzMjYt7ufffn8x3fujcisjMyImumuqeUFLiLi3nPPvXHuuef53vd93uf5dPeAF/wDVs0RUlTs5V2+M93ktZN1jnc6eDsW/p7CP9GfT2UJkgWTyTVJeKNg6caAH1t+yGeDHSxRcjdZ5VeO77B1b5nm2ybNHa01n/uSaNlgek332V9e3mfNHtIvGrw6uc7b+8t4OyaN3RLnKIKiIm0burpxqRP2E7b8BxZ69VpRVgbs7cHt2wBk6cXg7tiKCuM9CXMy0qh9IbgDrsxJ0ieX0stpTIaDd1FZ/7EImpKQADXaRVwG3CODlhlBnRV+3KNlhozDSxzreoQvjIIzcH/GCJ8XSBSSfBzzJM58konaIOjJr+f+yb8M6TlwP/d6mbJwnnRx8bw6c/+QX02eErZVMLluYE8aWOMMM67wjiX5tssr5ibZusGnmofc8k/wNnK+5WxyaCxiZAb2pMQ9yZCFhZIm+8YS/1woWIbP+Lv8aOMei9aUX7Xv8D1zHYSjM/9jPeLWSKu6d24wjTr8VmoxXXP4cuchd9wDnrOP2LAG3HRP+G5jgzfaqxy2O2QHNvmxgXsi58QxMyy0+M3IoPQkWcMgawnSjkXWNtlv++y3OgSthIUgYtmfsOxMWbIn9MyQphHTlJq01pIJ0nj0M3/co30GyI/HDLABJBV2TQM/7/8+21dS2YxLl0nlzdsDR0mT46TB0aTBdOpSjS2skUEwFNgjhTOusCe1t3tWgVIoS5IHJmlH1q5uimwlp7c64qWFIz7X3OWWc0RLJoSVw1a2yCvj67x6sEH8sElzWxLsVbj9AjMpKc+z4m/n3Lx1xM8s3+UF9wCDinvpMv/89Dnu3V+hcdekfb/E7WfkgUnSk0xuKrw7I35kdYcXgiOi0uG78Qa/vX+datfDP9RytABF1yNcM7CdK/BaPsncP7gwDUVRmbC7ew7cFTb5kzP3+mqdZY/yoWaa8RepjgG4Zk6SPbnnrW1ALzYTeTz8polCkp5McC+hAzOObVrWD8HL/UMSbSti/BQVuXl89avkk4Tif2PpsvwlRINmExPxMH0iuKeZxLloWParX8Xt2/Bn6577Y6+XYWM/aX3o+zpzv4iw+REI18yZPFcgCgv/2MDItIGJdyCJRcB3yk2SdYsf7W3x2WCHwEz5pcJgPF3Ampg0Ey1HGuwLSsdg21jiV5RAripe9h/ykruLXKyolOBNtQbCQRl6Dt4KC7yTvJZoNQiLgNfyTSa5y6jn8Rlvh2VzwqecfTpGRM8O+a63xr3GApOWT94wyU9M3L7EGcu5C5zM9Ey2PTF0Nt8QZC1DW5q2HLaaDXZaHQI/pRdELLghC05Ix4ppGzFtU4+b6Sxb+7fbosRAYdXWwIa8eMFXnsvmta+7QYU1rwaElcO0dBkVHsPC5yQNGKQ+p6HPNHTJpzZyYmCPJdYY7InCnuhKxUwjH6VQpqTwTPKmQdIVxIuCZLnCXI65s9znM519Pu3vsWH1sSjplw3eTNb59vAa399fptoO9KjbfonbL5BFReEaxIsm02t63O3GzWN+dvmduUjNW8kav3Jyh7e2VvHvWzR2K5xhjpKCpGswvQbO7TE/uXGfO/4RaWXxxkQr1oUPWwQHEjOqKD1JvBEQLptMblbPNvc6Hx/yr+OHGtwNU1DkNbjXkaU8NXMH3Td9BNyfYQYCWgAneoIADkBcZ/5e83KHM2jr7cKj8FJTzePUpuV8sMLjv5eiZaeMkssREqOf/oMA+H/0X4V/8B8/c3uvoRdo8TDlSTWVJJe4TxHEcf6XfxT+LCQ/+fvh1/7r+f1VUVFgYdtPKOfPMvf0o5u5SxTXnjtmJ+gS7Tu4JxJ7rLDHWgs9jj2+n69hyorGQsIt55gvr3j8s9hhVDSoTBuvX+ke/F4FymQvX+J/yE3Gay6fDXbpGSFf7G5TKcFde5lh4JI1LYJD3T8344rgEGQhiSOPu5M1DlabvLu4yKeah2zafXyZ8px7hC8zltwp7zYX2e+0GS06JKcG9kDijEzsqe77ikLPqluTEiMV2FNJXs+T54FJ4ZtEgcckaPHAKzG9AtfLCBzt5R5YmfZyN7Sn/Hkv95mP+5P83IFHPN3TyiStLNLKJCy0p3tY2EwzmzC1SWKbPDEhNjBCAysUOBGYIZhRbQGbVshUK91VpqB0TApvVoIXZJ2ZQ1zCcm/C7fYpt4MTNu0+rsg4yDvs5x2+N1nj+6fLDA5aOAcmwYHAP9GLhsqSWmd+URKtQ3ot5cbGKT+6uMWm3WdY+nw/XuPXj26x92ARf8sk2Nee83nDJOkYjG8JytsRX1nf5qVgn7SyeHW0yWvbm4iHHs1DgTVVFK5gdNMi7UCyWtK+PiK5Qq39k577BximKfQo3CPgrrDIwX0vm9l29IX1cfetZHqZzL2gnz85M9ejdE8v658Pv6NfJzyOWLjE9qPMY6n90Z2Bvmq0vYy9/uXEXsJD7V41W1A9K2af4UUOgGlu4D9BH37+/PptPf78fJoC3pMzd8/DoU+afEDywj+EyJXB/2ztTUZLHq9sXOPe1jLefZvGjiI4rLDHgknm8IZcxzVyfrTzgDv+EfE1i1fMawyCJtm2gX+oRUvMBworlIzDBf5R5LK33uZzrT1WrDE/s3iXDX/Ed9rrnHTbZB0Lf1/gDiuMRGmxlInE6ZvERx2+tdLg7dUlbnf13P2GM2TNHrJoTXjOP2a72+XBygJ74xbjvo8xMLGHBvbYwJqcA8ZcIbMSa3qmFV/aonZ/k5SeQeHaFI5P31Uc2wrlKJRdIawKaVUYZolplnOinCFVbfd6hjTVzPK1EhSVpCzl3Pq1yiUql5BJZFaP2qUCKwE3RTvEJQojrTBTNdehp0KL4NiC3DHIPTGXps06iqKb4/Virrcn3Gz2ue71WTSnODInqmwexgvcDZd4d7BA/6iFfWDRqv3Y7WmJzBWlK0k6kmhVEG+WNDbGfHHpgBcbh/TMkMO8zffDFV7Zv0Zyv0l7S+IfVphpReFJ4kWtdsfNKV++tsPnmrsYKF6fbPDq9ibW930a2/VCwBfz12lvjvjC4iFr7oi/W300FSCfFB9qcDdMKAwXds/0grP8KZl7fWF93KBjphl/kaQogGNWJOmTD1c81hdyr3W5i3PQ068TnV6u1D4ufJ7zx5fa9uMQLT/nzaNnm8AAREca3P3u5TL9WfVlVo15PJLCoGteDO7zc2z66POzyQzcn5C5+z42B2RPsZr9sEdamLzsPeRT9jGvN9b4u9ZP8Fp2A2dg4h9X2KMKoSwq2+VVewNblny+tc2PtrZYsqd8I7jBtrcEwsR8oHBPc239GptMkgavJNeZXnP4ysIDXnAPuOMe8EJwyG80b/Pd5hrjwKPYNQgOK5yhHpdz+xLvxCQ6MYlPO7y2FrC30uJTvUM+09hn0+6zYQ14yd3jtNlgd7HLuyt67vuo3yIZOFgDiT2U2hFuorBivYCwJuUj7mvarOUxNzhbW75qpbx6osCE0oTCVCRGbfRy3va1tnudGcdQzRzhBE49Iy9ztDBOqqsiRlY94g73Xmc4MSfJZYEga8+c4UpEL2OhO+Vmu8+t4LSe6x/jipyoctjLu7wZrvHmYIW9ow7GvkPrYCZHq3vrlSHmM/DhBuTXE57fPOLHF+/P++tb2SKvjK7xnZ0NuO/TuQeNvRwzLkk7FtGyZPxcRefWgB9dfchLwT6WKHkzXOfVgw2Mex7texXBfk7p6F5+vF7y3Kf2+KPr3+JlZ5t382X+xlXo8p9k7h9cmKagDFqPZu6Z0OD+BJER231y5p5GNbh3Ls4GXbskjZ58uOY9+wtsQB8Pv6dfJzy9hN65UoyrBq1geKl9fxyiFVSMy8alto1ONJHusuDuNp+euSeFhetdzGqXEmyZzw1mZpHVYG87T2jtzNjy6UdXpKjIDY6LFj/tnvAFZ4+3ug94d3WB+KiDOzDwcoU9rvD3BWMv4FvGNQC+3H7A54IdWmbCP1aCvXQZM5J69jws8Q8BTKhc3larSKHwFzM+623zWW8bZzHHNXNeszaYWgHKkChh4p3kmGGBkVWYqVaji0Obk7DHN2OH4ZLPZ1sez7lHLJljblrHrJpDrtunPBcs8E5zma1el+NBk+nAwRoa2COJPRLYtWGMEWuGucwryBSmYm4SM9N8V6Y4c4Qza8tXoxamecQVTqCEmCvVzcVtKmpHuEo7wtUqd7OMXObVOWnbRxcbpWNQutpARvMFBFlbkXdKZC9jsTPlemvAc40TbjnHrFojfJGSY3BaNLifLvPdyRrfP1lmctDE3a/tXo/17LrMSipbi9uEqwbhNUV1PeazGwf8vt67vOTuYoiKd9JVvjG8wWvbm8j7Hs0H0NjXlryFaxAvSKbXFJ1bA35m410+5e1TInkzXOc3Dm4QbzVp7QncQVE7yWkWv7sW8lOL7/Kz/jv0JHwndSieoFD6xPiELf/BhmlCYT4G7rPM/Qn+rbML63sy91ov3OlcLBLj2hXJBau+uM78vfbFZf3zESzq14mGl9A7n04Z06L1BM2Uj2u0W4oxTSgKfRI8JWYLqNkxf1Z4dWsmnjw5O09LA+cJQjTnwzGK90gVz6RlbfcJ4G6a2CIn+wh3XkQu+If7XyJZtegYEbkyWG1NuHvNZ1jZpC0LKwIjA39fEKsGv5ndYrzp8qXOQ5pGwmd6+0xuOIyqNqVr4R0ZWLHCCiuCPYlQDm9mGwwSj63FBW64p1ii5LZ/QrUmeMtaZhw0yVomSdfGHWqbUFGCM64QlcRIDZJpk9cHHvcXe2y0R9xo9Fl3RrTNCEuUtI2Y5xtHdOyYPa/NYafBYOITThyiqanNYqYSMzK07Wtae6vnag7A57NCUYBUGoyVECipajc45o5uesOz5wnFmWnMzB3unFMc1FK0phb3UYZeNFSWqCsGZ1rzeaAoAqW15pspi82Y5WDKmjdmxRnTNiNKJNvZAqPS4yBt8zDqsj3sMOwHmMf2XODGnuiFRBEYFAs1s35JEK+VuGshd5ZOeLF5qMfc0lUepj1e62/wYGcRZ9vG3wd7rChtSbbmEC9KptcV9q0Jn13aZ80ecZi3+e5kjdf318m2A/x9iRkr0rZBuGzW5ficm+0Jlih5J19gWAb8f49eRuT3Ln/SfpK5f3BhGFDYzUfAPS8EnsifeNGfyctqc5mzx+NQfxuelrk7trrQUGSWpV2WUOcvaKAJB88G9+J0RMQm7c6ldv2xiFYLUlzS4z7O2tPL87PWh7/oX2rfM97F45n3LJLKxrGfDu6uWdR+BWcxz9yfBO6AIwvS7AL5449AyBzuvnKN/2J9icXuhK4b4xgFNzZPOOkEDE58nAMT70jgDBX2BKKxx+uT6xxdb/CZ3gEdK+LLq9u84yXsLnWIdl28Q6lBZaowtsCaWJyeLvM/rHZYXJpwq3PKujfiTnDMohPysNNla6XL4DjAOjVx+ibOUJ0jlSmcgSA7sMhbHe52WrzVWcPvxCw09GjbghPSMhM6ZkSnFfFcw2Tc8xjlLoPUZ5S4TGOHaWxRRSYiMTBigZFKjFSXzGVe32oPdlFn4Bqc6+z8SZ7iNdArmGst6NL9md58VWf9lSnOZGltqBwoXUXpKC1L6xXYXk7DS+l4CW07pmvHNK1Ek/pESVqZ3I+X6Gc+x7EenQtHHmJoYQ8lrRFYE71IkoV+3WjRIG8Jkp4iWyzxliKe7w653hjQs0OKSvLK+DoPxj32j9vIfZfmoajVCxWlI4hWJPGKIlvLWFkd8kL3iBVnwlaywBv9NbYfLuI9tOgcKWSmKDxBuCFIlkvMpYT17oS2nfCdyQa/3r/N9rDDZLt1aVc4wSeEug80TBNKrwHv7M2NPrJcYMsnX5hnF1btvnX2ryexwiTHbD4lc3eeLIADZ5n7RZaxj0fQ0qWhaPzsmcvJvu4ZtzofHyLIs6Ld1Z/jeG/K0jPAPayrI/7S5UreXkdXfOLpkz+bpLTxngXudkUaG1rCtm4PzcH9Av8C2yiZFB9uLeunhahg8VVI7/n01zwOr2Xc2Djhs919OssRD1YX+Eb7OrFqYI/APy5whxJranIcLfKN2xZfWNnlheCIzzT2eLjY45uL19l9sEh136Sxq3AHJW4f/ENJvO8wXLd55brPeNXli91tXg62+ULjISe9Ju+sLfNmf4XDwzbpgX1ukVDhDEqCfShdSR4I0o5N2rXZ7TXZ6XVpdyI22iM2/CGrzpg1e4QvtYxrpkyiymZaupzkDfqZTz8NGCYek8Qhjm2K1EQlBiKVGEmtJ/+IrnwtPVs+Kj07K8k/ahzDmba8Qd27V/qnU1G5FTgVpqtZ+h03pevGtRxtSNeK6Johvsywa235RFkMioCDtM1O1GF30mYwCqj6Ns6pQXMAzlDhTEqMpAKliXhZQ5J2JfGyIl3N6a6O+ZGFY15sHLJmDZFCsZ91eG2yMdd8D/Y0ac4ZaY5C1jSIFwXTWyXdmwO+vLLNbe8EgK1kgVeONzm6v0DrrkFzu8QMK+1AtylIX4z57LV9bganpJXJ1rTH9/ZXKPd9vANJ71Rx/Ikr3IcjDAMKt6Gb6CcnsLREVkhs48mf4Cxz1yXSMyBPEvCIwbq49u06kKgn923jugT7JC+RJ0VQ40w4eja4j/e1bGpr4aPLpL5qtHr6tB3thSx96enbRrXT1IzE+Kw4y9yfDOCJsvGcZ5TlZ+Yzp6ewuQnMFpTgeE9epDlmQXp+GuPrX/89YbH7uxVKQGMnowE4I5uhsjlqNvh8r+Rl/yG3nGOiwuLbg1tkx6bWdx8XNAQoaTAx2rxplizZU+40DrntHNE2Y34J2M+XMFJto+oMCoKwwJ6aGInBpPJ4lyVco6DRTbnjHrBh9bnhnLDhDvmme513nSVC00MZApB4WYUZlliTHGcocYYm6UCSDCXpyGW0aDENXQY9j0nTJfcNNpwBC3LKkjnGopzPnU8qj2H5Xm35ceoySRySTGvLZ2mtLV+IM335Gtzfaxyj5kQ73ZtXKEvfsCqkrbXl/Utoy7siR1JRIRlXLv2iwVHe4n60wMNJj4Nhk/TUwz41CE4Ebv8xbXlDkPsmeaDZ7PGqothI36MtnyuTB9kib01XePNwlfJBQ0vQ7pVaaEZB3jKIe5JoQ2vL/9zGO3wpeDDXlv/eYJXD7S6NLUPPvfcLTQRsCJKVkk9tHPIHFt+kacS8Gl5nf9xCPQzo3IXGXq0tf9ni2CeucB9smCaUTo2Uu7s1uBsXgrtdX1iz80zmr3+d+NUYlxfg5stPvoh+/es4331AwR+ivHEb4//8lx/ZZtazv2zm7tcV4mj6bMbG+FCXlVuLl+vnfxxidixmx+ZpMauO+MHlsmIvqEVsLrD3TZSD6z79W++6TwD3SL8P+wJ/ANusyMr6ylO72RHVqnqXcLP7vR6VDWnPwh4WWLHCGUjGRwGvNK7pPrYZ07BS/KWQyY0WlWniDAw9Qx5qsZtTs8svqzuMlz1ueSeUSrIWjBmue0xUg8Iz8I4kTt33NWPwjgWR9PhOscFxHPBce4Xr3oCmkWCIig1/RLpksisrpr5H1jJI+hbOyMSKZn1wXTK3ptoaWmYG2dRjb2xz2GrxZrDCYiNkwQ3p2REdM8I3MixRIkVFXpmUSuLLjEVnimfkdOyYyLOICpuksEgK8xFN+bKUVKWsx954jyucEOgROVlhGArDqLCMEqvWmPfMHM/M9Qy9meHVc/QSxaR0iSqb/VyPKCaVxbhw6WcBJ0nAaRQwmnjkYxtjbOKNBNZEi9zIXM/AZx2TytBz8FlLkHYhWayQSwnrvTHXGgMcWXCYt7mfLrGXdLg7XmTnuIvad/GO9Sx6ZUDSmy0OBPFqhdyI2GyPsETJvXSZnbTLt082ONjp4e5ZWGNFaUG4ZpG2JeE1hbUU07FjRqU37+OPDxs0TgTOqEIWiqwpuaD4esFJ+7v7Hfhhx4ce3Au7RsrdXfjCF8hKiW1ekLkH+t9Nwzpjri+iSf7XtBnIky6i9TZu+u/p5z48wH9sm7jGmCtn7pfwmRkfa/Zfa+nyLnIf9Wgv62MxOzZPi3Civ6HBJYno8zn1+L0AnudQYj5zETc3nzk9nd83B/cLM/e6lA9zN7u/ztd4g8/yX/Jnn+lm93s9lFNx8jkD99iYE8vcfZOdYpm90zbtZkTTyVhoRExfLBit+UxPHJxTiT0CewQyN5iMFvilpTaNxZDFRkhgZdzoDRgFMScrDU77LvapZq6bMchUE/SKkcvx7gp7nUXMdkanFdHxYgIzo+tEBKsZ467LcMNlOnUZTyzMiYEZnu1n1iO3hwJrKqiOTUrHJHY9Hjhd3vUqlFtbrDoFjpPjWgW2UeJZOZYsMWWFKUpkPbvesFIaVkp1Tj++QtR/6wVp9QTr0dncuzw3Ay9RSFE9MhOfVQZJ6lOoptarrwzSwiQrDeLMIs1M7UoXm4hUImNZz8ILnKzmBxSaB1C4eva9dKB0oQgURaOCZo7fTFnzY5p2im9mTHOHV+JrDBOP/tgnH7qYQwNrIrBCfSzzQJAsGHqWfqHE6KX02iE9Ty9qv9G/wck00KS9Q5tGX2BGugUwuSFIexXlQkqjE9P2Eg7jJluTLiejBvmJh3tkYEb6ddK2Sbwi4JufiNh8KEIT6mpErUl1WWlgX9ATnWfudYl0dhGN8XRZHt57Ea23cdBAkuDiR4NHtpm5xV05c4+evh3A+ERXGVqrlyOEfRyitawP9Oj42YTEWXXEv+Thmy3Q4icUBTTgC1z36VUA1ze0/OzJyfy+pyKE/QAAmvRJREFUZ2buliKb1o/VLnK/wU/wy/ysBvdz938YI3Ay7B8ZMDxsYJ2a2CNwBuD2DQrXZ7LgMdhIeW7jmC8ubmNtlrw5XuXNnVXK+y7BLgT7iuAAsoZJstThwUaD7vqIzy7t88XuNqzCw7jL9/srHB+2sQ4sTdAbKBr7OgPPfYO06zNa9DhZKmgshtzoDrgeDOh1QixRElU2J2mDnbDD/qTJdOgjBhb2SGKNdcZpTjQDfj5eZghKS2qxGtei8CD3IPEUpaeoXE1gM50Cxynw7PyRDNs2Cuxanc6UJYZQ80UAgHEujSypFwH1giBXkqIyyJUkq0xdCSjNeUUgyizS1CKf9foTiRFJzFhgJuBGM2GbsxE6oWbseuagnjcha1eU3QK/E3OtPWHN14z6lplQIRjkPg/DHg9HHQanDcwjG/dE0Oor7FAhyorClaQdQbII6WpOZ3XCFxaPuO2fYMmSnbjL9wYrHOx1sfcsOocCZ6hH+vJAEK4L0tspz1875MX2IQB3J0vcPVii3PdwTiXuVC9KKhOiVUGyWGFuhDTsKyh9fgLuH1yYJpSmq2tUc3A3sc0nfyp2oGsys7n22cUyQVu6zuP8RbT+ffb43BDk3DZxoi/2l83cTVPPQofxsxtA41O9EGmtfXRnoK8a7XV9LMb9Z3MWorq8ftmF19Myd61E6OA9w/3PCUziizL3C8DdsSrSmR1x7WaXYeuxzlk8xc3u93o4suBfvPYObzZXuRsskT10sSZawUyWingiGZkO0yWbNXvEZ71trjt9ikry1nQDe2TiDnS/1z0Fe2IgSpOh22Dc9lhsPeSmfcJL3h6b7pDfcm5yTyxhpA72CKxpiRUWVIYkHxhEY4MotpiWDfbNgiV3Ss8L2bRPCWRKEtgctNq801nhzeYqD4MuietRGQZCiflom3ZLKxGFAgmVUQO8N5OhFeSBpPClHg/zbaZeRVgDvevm+HaOZ2mQd40c19DWrbYUWKJCigrEOR35x0A9rUwN5qVFXFhEuUWU2qSZSZZYqNhAxoYG81Bnv1Y4mxDQMrpGWiGLCiq9UKls/Z5T26DwZ9KzJeZiwrXFIS+0j3jRPzw7XpXNXt7lOGtyGDUYHDdxdi38ffCPSpxhrSnvmRSuJG9AulKwer3PV5a3+GLwgI4RsZd3eWe6zPGgibNj03yg8I8LZF5RBAbJgiRdLLm+fsofXPked5wD7qarfKe/QXHs0tySeKcVooKsIUg7gnijoLU+4XPL+/wzeUnjmCdNKnzI4kMN7oYBRSVhefkM3CsD64K+yqwsP7vQzi6iCe5Z5j67//zvW1tzcE9x3rNNnF4N3AF8MyNMLuHlPtQr9k8y97NorWsBm1H/2dTXMJL4RoKUl0P3eeaevhfA40ECOLjeMzL3psngcXCv7VwvzNxtyGbg/hf/IvzpP/0ouD/Dze73eiSlRVEZLLghJ22ffs8ijUyMXIONqMCMBMf9Fr8V3GRSuuRK82esdkqybCAqSeEKzEShpMBIQPQt3m4sIUXFbqOLb2REla0121sJ8ZKJKAwqy8QZ6x5+ZQpQYMRgDQ36VotXK8lpGnDdH7BgT3FEQapMisogsFI6jYjTQpIJh8oyKDxtEmOGWlDHyEGUsyH0egxNCi0yk4EhASWQuaBMBGUkKWyLie0wsSoMu0IaJaZ55tEua/lZKbQE7fkoK/keCdqiMCjPS9DmAplKjFTUN+Y3Uer3WdoCJSVFTTZWUkvnFq5emGRNyJta2MZo57SbuvQO0C8CksoiVwaDwmcn6vBw3OXkpInRtzBDgSwUpS1Iu6ZWqmsIkiVBslJhdxNadkpRGbybrpBXBg+iBd44XqU6dTDrymbekJSWQdYWRGsK0c1wzZzDvMWkdHlzusreaRtrIpE5tewvJAva4MZeSFhuTpGiIr5C0/2TsvwHGKYJZQlsbJwDdwvbenrmPrvQzixB48g7y9wfv4jW2zjRWVn+8W3i1EBQYduXn1MOrJwofTa4j4b6f2m1P7pjUleNWVl+PHr2ty9KJb6Zw6UsevSC0RI5cfLezzIZXc79z/UNEuk/Au5pbedqN55MjHQcRarqxwYDADKniZ1ml3Kz+52GEOJ/D/wpdL7yOvDvAGvA3wcWgG8B/5ZSKhNCOMDfAb4EnAJ/XCn14Gn7jxKbX9u7ReBkGFLh9GJiwyXraICcJ1R7Lt+e3OK1YBPbLTDNEtspyK6HTBZswomJGQqMRAO0NRXk95q8ehjwbf86tp/jONrj3DQqnJWIpGURXzPrfrIGO1G/nhELxIHFpN/lDa/N6841pFtg2iW2XWDKag6srpdhWiVF2yApJFFWM9xzgcwEspCI2ShbdY7lrrs5+jiXYNR670oqlJAgZxKzkNc3NRu0ns21n/v6z0HnnBTtjN0tFRj16+r3IOa/KwmFB4VLzcjTY3Vzxv1snM5WKKsESyGcEsOscK0SyyooSsnOqM32sKN7+LlBkZuUiYFIDGQiMFOBkemSfrQiUOuCylZ6xt4vEX6B5WpOwnEYcDBp6ipDbKEiEyOUWLGgsiHcrAV3AkXVKDCCHNfJ2R212R50SFOLcmJhTAzMQpD2IFkW5IGibOfY7ZSGnxDlFq8dbhDGV+AufQLuH1yYphYpY2MDHjwAIFMm9pM8swGn8VhZ/qtfhX6f5M+6dBk8+SJa/+7++/8EBpB01uCv/cVHtokzA8/IEOKStV/AdwrC0JrP518U46lAUBEEH12Bk6uG4wocEsaTZy94wtTE964m/ebKjOQJgjJzgyD/6Z+F60IqvSdn7sGTMwfH0X7vKkkRf/Wvws/9HJn1B7EGwG89uNL7v2oIITaAPwt8WikVCyH+AfBvAP8y8FeVUn9fCPFfA38S+K/qnwOl1B0hxL8B/KfAH3/aa8hEMH2ry3ApI2gndJsRVntKXkkmsUs48DCPdY/cetdASZOsA+F6ib8+5YXVY1pWQlKa7IctjgdN1JGLcyzxDsFIJMq0yZoOSU+RLxR4CzGrnTFLa1MCMyMurbkQy3QwM4CRuCcCM1KIQoKQlLZF6UEeQNJQFK0So5UR+CnLrSktJ6Fhpji1gVBeGWSVwTR3iHKbSWoTpzZZalEmBqQSmUpkqmfZjUwvLmRxbp69mt3U2RjWDLgvCL0AOP9T1K0B9E9T37SQjaKyoZyZ1Tgl0tULJ9/J8O2chq3Jfa6hXekA0tIkKmxGmcsodrVV7MTGmBhYE4kVghdp/oEu6Wvlu7wBeVtRdAu8bsxaa8qyP5l/DqdJwOFEl+/NEwunL/BHCplD6Wht+7SnqJZTFhambDRHNKyUae5wf9BjfNDE3TNpDPTxK3xtcBOv6EpPtxnTcFKkUISZzfGgSXnoIePLJ0mfyM9+gGEY58D9136NsoQKY+7b/njMsqYsOfep/ciPEOOx/pM34dcePPmJX/0qrviX4KuQ/un/LXz1f/HIw3Fu4l0hOwQI3JIIX1PmGxfrpI+nBk0ZImXz0vv+OERLhoymz1jwFAXTwqXpXrLPVodnZMRP0KCegbvXfHrm7jiQiEfBfebVPltgPh62I1FIir/z/8Da34e/9bfIfpELz+UfQJiAJ4TIAR/YB34O+Dfrx/828H9Eg/sfrn8H+H8Cf00IIZRSF0KRkYG/K4iUTWxV9IKIm61TOlbMpHB5w17jNOxibhs0d0qMpCRetqhsg3zJYMmd8sXmQ3yZ8rC9wDfcG3w/W4MTB2dU4R8ViEJpHfNQMsUka1gEVsbLrV3uOFry9KBo853pJq85GxxWHarQwkjA7VfY4xIjq1BSUPgGSccg6QmSzCDDJrd1L3zNG3HD7bNuD2jKBEsU5MpkUs+JH+YtjtIm+1GLfuwzDl3S0EZFJiqSCKUw6uzeyEBmai5gI8taorZU88x/Jl4zzyRnQD4XshG1Kp2itEQtZFPL1tYAXzpQ+hXKL7GCjGaQ0PNjVrwJa+6IZXtMzwhpGjGuyPXce+lyWLTZTnrcU4uchj55aGH1TdxjrSjnDkvMaaltYg1B3jKJFyR5S1C0SjrLEz63vMcXmjvcsDXB9G66wrfUdbZPOxh9i2BXz7s7gwIlIFm0yJuSslVwbXXAV5Ye8ClvH4DXwmu821/APjVoPVD4hzmVJZlsGiTL4C7EPL98zJo3AuAwbtEPffKRQ3AgubSd+yc99w82TLM2gdnYgH6ffBwD3pM9szmXucfnwP3+fRK+gtt9esPcWdICN8nx5D2PxYWJZ18NQHxXERLAePx0cI9MWmYEfALu56NthozDZ5y+4zFTGjT8q8hSgWsUJE+w9525/7nB01/3kTn3OmbnnNO8oCw/MzX6z/9LrB/5EfgDf4D8L/9wwF0ptSuE+CvAQyAG/kd0GX6olJqd2DvARv37BrBdP7cQQozQpfuT8/sVQnwN+BqAHXRBaAArYpNh7HJiN6iUJKsMhFAoW1EEkLUkpiUoHF1SzhOTvbBN21qibcYMcp+ykkirovAVaUtiZCYy1+NayhCIUlEmBidRwLvuEgCOzBkVPmGhS7PCqihdyJsCmUndx8/0Fb20NUgi6zJ7LkgTi5PIx5AVlZJMS4eGkeLWmqZJZTEtHSaFS1xaqLqWbhjazrWyK6oKCiRKqnlv+FF1ulqGtqpL++dAZpbFn8/YlWRe1q9MXWKfOcxp2VlVy85Wc2tZw1BIoYl5SWkyLlyk0Aqc/TLAQJErg0npcpw1OIxbHIUN4siphXb0a1cm5J4+bqLSC4usIcmagsLXgjpCKJLS4iRvUCLIK5OtpMdB2CJLLMyybhc4AtEyUQakLa15Tz31NC5cHmYLJJXFTtQhiW1kpSV184ZB6QiKQFC6JY5RkZUGg8wnK02O44Bp6CLSM07BZaI+xB/q+FCD+yOZO5Bt7QO3L87cm/pL/Ujm/uABMT+Lt/B0wtrM5zs9nb7nsbiw8YKrgXsQKKb4GtzX1y/cbpxYtO1LuMd9zKJlx4ySZyDfaMSUBs3gaktwz8qJ8/d+Nebuf41ng3uq7EdH4dKn9Ny//nXs33od+FdI335A8O/9m1pKOXvquu93LYQQXXQ2fgsYAv8Q+EO/0/0qpf4G8DcAnM1rKlpXVJaCXDA5Cfj+2EOaFQIoCwlCEa1VpD2t0KZMKJ0KFZu8s7PMvcNFpFGhFFSlQZkYVO2KiS0IrwlEpbNVZSgqR0EmOTzocDJo8uvmLaRUKAVlYVAWmnRWNEoiW7uI6V65mPfItStb/Z4FVFOLftpi0G/wtrmClBWi9lsXQnfYVC06o2rCW1UKqASq1PtVlqI0Syqvfp0axM9K8Txajn/aqXu+Hy/UXLluhkxKqhr49U8EqEySlDZpbNGXAQ9lDyGruSjOrENYVfr/qCpJVUhUoQl6QgmKhqJ0IF2cvf9H5XAru0LZCirBcBDw7anHa8YGUiqqSmiRntSA1KDwFNE6xMv15yfrhYlbQiHZPepw0G8hpEJVgiI3NPu/qRjfEUxKiZL1eWIrorHL3XhZH4tSUBXa215IRbKkF3OXP4GvsO37DCFED/hvgZvAA+CPKaUGT9iuRHNhAB4qpf7nz9r3hxrcHyHUAdnDA+D2kz2zAcN3kJTzCy0ADx6QSP+Z2djMZC4ZPDacXpbElY1nXy07DALB4Sxzf0qMU4dWcIXZzI9JtJyMcfIMcsxwyJQGy1cESNcsSZ7grZ7UevNe6+mMW9fVBjOPluX1T+fx86wWSXKSfwuADBv+5t+En/gJsuyrP6yy/M8D95VSxwBCiP8O+H1ARwhh1tn7JjBzaNoFrgE7QggTaKOJdReG6ReYt6YkUxsxMTFHliazlRpE8RVFr8C9PmGpGWIZJcPYoz8IkCcO9p6LGes+aGVpJ7OqUyG6Ge3rIR0vwRQVYW4zjDyisYsYWVgnBlZoY6RoDXQTpAuioSiaWoDFDVKaXkpgZ5iiokKQFiZhZhElDuk5opeRGFoPPjvLtOeLATkzbDnTeBeWJqhxTh5WmDqTl7Kas+OlUBg1O17Uv4MWqXnS1WyGO1rBTlBWkkpBURpUSsxV7sryMXBOjDMC4OOa9sU5EuDs/zF1hlw6el6/9CvoFJheTuCl8zE+Q1SUShLlFuPYJQod1MTCGDiYU6GFgOqSeOnoHnneqqhaBdZGQjuIadkpFYJR4jIYBRRDG+NYj0wa9dBI4ULWraiWMhrdkK4fk5cG/dAnHHjI05qln9cCQJai8KBslsjFBMO/fBL2Q2LL/wXgnyilflEI8Rfqv//8E7aLlVJfuMqOP/Tg/kjmvnMEXOy8hetq3+zzifCDB3oU7hljbPP558FjWXSSaBGcZ+iNPx5+Q+qe+/j4qduNc4/OFQlhH4doexkPxs/40EYjJlyn0boaGdGzC+Lxe1F1ZgM705+/KBwHisqgGE4wa1vamc2w87gATi2SNBt5S3EgOoRf+AWy4IcG7g+BHxdC+Oiy/O8Hvgn8T8AfQTPm/wTw/6m3/+/rv3+jfvyfPq3fDtC0Um4s9LlXLFIOLOyRwOkrzESDR7wkKBbgRm/Azy99n0VzzGvhdf5x8SLJrkuwr/BOKmSu/bqjFUnpC/xGwldWH/KFxkMCmbKT9fjG8AZvFGsUJxbuqSA4qHCGJaKoZ6W7BtGqoPAEtptza6HPy+1dbrontGRMpgxOihYPkgXeHi/zsN8ljkyMROD0BfZQ4UwUVlgicy11qwRUlqR09bhe7utScR5AEWgwU5ZCWBW2m+M5OYGTEVgZgZXimzmekeMZ2dyRzZIlEoUhKuS5NLJCUCpJhSCvDHKlZ93TyiQutaTtjNw3W6BkiUmVm4hCYMRaYe+RefdYYSRV7VJX/z/1rHvW0KIzaVdQeQrTzVnvjXihfcRt74QVa4QrcsLK4WG2wHfHa7zFMtOxhTUW+AcK77TCmhQgBWnbIFo2qGyBWC65udDnK70H3HEPyZXBq+F1fp1bnPQdnL4g2K9wRvr6Gi8ajB2B8HN+fG2LLzQeMi1dfuX0eV4P1zFDTco0Q11tyRuaQV+2FAudKZH1bMnqefxwwP0PAz9b//63gV/myeB+5fhQU7DfU5bf1mpF9kUKYo6DTUaWnvvUHjwgVu6zJUXrx9PRY+A+U7i7IrgHLeOs535RKMW48GkFV6sKfByiFRSMymcI+9Rl+Ub7ao56rlWRlI9l51//Oslf/9v68X/3f60z7ouePztXcM7G2urM4z1gXYshzRQQM+z5/VnGhZoNv5uhlPotNDHuFXTpT6LL6X8e+HNCiLvonvp/Uz/lvwEW6vv/HDrbeGpUSjDJHPLE1Gzx2Zy1pdnRpQvC1opsSWXRLxv084A0tRA5uqQttfTobPvKUVi1j0RaWQxLn5O8wSjzyFNzzkaHOqN2tMBM4ensUTkVllViy4ISSVpZjCuPUXlm8jJKXbLMRGQ6G5w7tTHzSxeUtqR0DUpPA3vhCUpv9h61rr5yFNgVhqlf0zJLrQVvaElaS2od+vNR1g3iGZDPbuUTGsdSKIz6ZspK6wMYJbapR9gMq0Q4lXaKm42lubWnu1vfPKn/F1tSWRJl1KQ8VXMBChCZoMhMpqnDaaqPU79oMK48EqVPVlNqnXus2evo/ZeuoTUGhO7RyxzK1GCcupzmAcPSJ6x0Nc4ySpRVaSKgI6hs3aZBgSgEeWbSz7QhT1TZWnbX0O2Cwq2PuawnEXIQqSRM7bnE7zNjPkr47BuwKIT45rnb1y73IgCsKKX2698PgJULtnPrff+mEOJfu8yOP/SZe1kC7Tb4ft1zB9u94GLuujj0SWeiX2VJsbVLqYxngvu8LD9+TPK0BvelZ5iJPB5+2yLCeDq4xzFjWrQaT614fiyj3agYV42njxLWZflG99kytefDcyqOlQNVBVKeeRBEunTuHj98qpHLeXAPTk9haYk0BZMcKR9D61ok6ZHMvb4/y354bHml1F8C/tJjd98DfuwJ2ybAH73K/ieZw96DRcyRgUyFlmdtzOafK6qgxLQqHg47HE4/T1YYhKFL1bex0Jl9smjMS/JFq0A2c7LC5JXjTV6T6yS5yTRyySY2cmIiCshaUPiadVaZUHpKz0wHBUZQoJRge9zlMNKE1bw0SHOTJLXIExMVm8hEYiYa6PIASleQLGoHOXWufD23WjVnfecKTJ2tC1PP3RtmhVKCNDcpSsk0dbQBTC1Uc14X/jKErvNXnVmJ/qxUL+ZiN6ZZgZtTWRWVL0hzSZqfn9HXP0Uhai35s1Gw89ayRiIoT2xOwg6nJ02+467julpDf7bQykttgGMGOdmqIm+ahOsCMzZ1aV7VrRgURt9kN1/gaNDkV/3ncO0cpQRxZmE0c+JrgrxtYE4N3VoRoExFdeLw2+VN3misYZuFJlgaFdlyRuibJKH+zESun2NNJJO9JqPsCk33y1/ST5RSX77oQSHELwGrT3joFx55OaWUeFyt6Cxu1MTX28A/FUK8rpR692lv6kMN7vPMXQjY2CB7sAeAdRG4m2adudd/7+4S1xnapcvy0+JRQIljIny8qxA1gKBjMcVCjcYXf4nHYw3urU/A/fFotRQj2qgoRgRPJkOWgzExPo3e1RZerlNptnuSaMGiunQ+kx72iJ9q5DJfCJ5jzKeZwBEZ8Bi4PyaSlGHPRZKy/8MPdRTuBxoqNmjcNUHUM8m9ChZSWq2YppuSV5LBxGey1yQ9NbCmAq9mRBdNRXSjwGxltJoRy45eCI1il/HEI9xpYo0kZiiwc7DRPe8iUCQrJbQKvGZCy0txzQIhFHlpEKY2YeQQnvrI0NDiOLHu7zoFOHBG8LKhdBV5S1F5j+nEWwW2WWDJat4rB60iV1SSrDQoSkleGhSFQZaaNVFN6F54Tbqj0sx8KjH3cT/Pln8kzs+3S7R6jdRkQq1koxCGQtQ9fcOscJwCU2ZnVYNaoGe2oKiUIC8NstIgyc0zPfpYC9QYscBMBNa4FuwpTcBBGTCtj49eOJUYzRzfTwm6E1xTt7Oy0tD9+KmDGtuYY4k9kBiHElFZ5FZA7EHerlDdjEY7ptUbY8qKMLMZhy7ZyMEcmrjHEmPbBeESNbTxjLmQsLQ8xloriVKbydSjGtj63JgKrLGJii5fxfvd6rkrpX7+wtcQ4lAIsaaU2hdCrAFHF+xjt/55Twjxy8CPAB9dcJ9n7qDB/W5dlr/AeQuhL7BpVsNp3W+HZ2uPz2VJKxuGQ+h29R1RREwH74rqsM0FmxKDpB9x0bqiGoyYsPqJOt0TotWWlJjEB8f4zz354IfHmvzYWLjaystzIcbT7jG+Py+dx/UnNVczvMDIZb4QPAfuWT4D98daCfXiwP5z/yMcQbp6E/7KfwBf/Sr5/+6jA+5GCv6hIu0K0p6CxZTbaye81D6gYaTcixY5GTRxD0w6dyvcfkHhS8bXDJKVit7GkC+vbHPHP8JA8SBZ4LePbqBGNo0H2t/bHhcoKchauiefLiislZjPrO3z+fYum3YfgP28w/enq7x5ukw+tXH2TbwjgXtaYU9LZFaB0GXqrFn3mx0oGhVyIWWlM2WzOWTTH7Jmj2gbEb7Ui7PZvPuo8DnNA07SBv3UZ5h4pLl2YCvjMzU3mWk1tzlBrzgj6olKPcqkr+M8qCs5U5g7E62pbE3iK22o3IrcqSi9AlxwvYK2m9B1IhadkCV7QtuIaRgJrtCLpkTZjEqPo6zFdtxlZ9LhaNggH7jIwsAaa193e1JhRhWiUihTkDUMkq4gXrZI1gTKy9hojPhMa58Ne4AttAXsa+NNvnO4TlQ0cQa6J+8OtT5/EUim6waTWzaiHfNi54gXAq1RsJt2+MbJDbarJbxDk9ZWiTWtSDsGo9sGccOk50XcaZ5QIXgYdrnv9ohpYIYGzkCb41w6fjg99xl/5Rd5lNcyj3qaJVJKpUKIRTTZ9T971o4/9OBezMiPGxtkv/oAeAq4A7bIyfL3gvtlM/cIH46Pz8A9jolZw/Ou1hdvdvR7nJ4kF4L7dF/P1Ld6V+sZfxyi3dW9s/HeFP+5J28zPdEgfOWe+2xOPYpgYeERDwI4649fZOTyCLjX43BpLrAvMq346ldx1r8KPwfZ3//v4F/Qd/8wy/I/8FCQNyBZgHyhoNfW/udSKIaFz960TTG28SdgRRWiqCgtgyIAOjk32gNuuH2aMqFfNNiL2/RHAdZAYg8V9kSDchEY5L4ga0HZLVjvTLgVnLJp92kaMf2iwUneYDdsMxwFmH0TZ6Bdx+xJhZHo73Hl6D5x1qjV0roVspex2Jlys93nht9nzR7SM6aPzLlHlcOo8DnMWhwlDU7iBoPII4ocishExAZmbas6Y90b2cyNrQb3UuvUn59zfyK41+NuM4Cfg7ule9SljeYCOJLSM0g8vbhIcpPYs8hKk1JpzoAUFbZR4MsUl5xApvhSk/vM2kb2AMgrD1kYNcu+XpikCplU2AqUNPTrOwZT12Pfa7HghCyaUzpWyJo1YOR7nLYD7oY22dTFGoM9FVhxiRmCPdIZ/aTnsdtqs+aO2LT7XHP7HLcaHLRb5A2TwhFYE4WZVFgTSTyyOJw0adkJXTui54TEbYvt3CDJfYxEXikb/yGx5X8R+AdCiD8JbAF/DEAI8WXgzyil/hTwEvDXhRAVmg/zi0qp7z1rxx9qcJ+X5QE2NsjLLeBicw4AWxaPgPs8G3tGcicleE5JlNbg/sIL+oEZoS64hH/ruWjWmjSTfs7SBduM9vU+Wws/BFbVhyxmx2R0ED+xmQUw7etM5Kqz4p4/y9zrdkhdOk8iF4dEt1GeYuTyCKFuVpbPJY68eOphBuLpucziowTulQXDlyrM5ZilZkxgZxyELd7pLzKZeuQDB/vUQAmYrmmjl7QHyXrOYm+KFIrvTdcYZh67ozbD0wbmkYUzFlSWYrpqnsmWLlZUiyndrrb4PExbHGcNprnDYdTkuM5CrYGBPdajYIUrKFYMlGFQujXLvaHIm7qs7zZS2kFM20molGA/0Sp0pRJklZZonWQO09QhSrXFahmbWno2kRiZwEnPxs5kzpn0bD1OpyRgQmlyJib/LIARZz9nTxFlbQ5T6IVDZQqqiUBZUvvP2w6h02TX7SHdEsfN8ZyMppPhW1ktQZtj1OhWKEnLSag6gpFTEDZd0iWLaCyxJiZmqC1jRaHfhyjBHgqobPbDJQ57Lb7d3mS1MaFl6QW3YxYsLUw4kTAKHJJFA2doYCQKZYAVQrXj8Fayzu5ym432iEU3pFCSXjvk8IZFZVtEp3rMUZngnErGqsM3hz7NdkwviPDMnBtLA47cnLHbpLzs96lui/ygQyl1ip5Oefz+b6K9HlBK/Trwuavu+3cE7j/IAfzLxHvK8jXT+Gng7siCNK8Zkw8ekCxdh+PLWYL6rjoD91nEsQb3xtWEZmaAMxlcPHc5OtT7bC1ewezgYxLtJf1Zjw8vHm2ZDjSYXhXcXU/orHtm6l6XzpN/u49Xxc80cpn33I3GOXA3cJ5iNzl7zoxVr9RHDNxdxadffsjtxglxafPOaIntwy5yz9XjapHOOrMWTG8o5GJCtx1y3YswZMVB2OJo2KA48nCPDNpjne3O3L+yjqJcyGj2Qm41p7TtmEoJRpnHd47WtCf70MIeSpwpBLHOjpWhmfNpR5A3FUVb94uDIGHJj2nYGuikUBSVJCpsdqdtpolDHNvksYWIDWRUZ+Op7tkHeT03XpfXdahHNODnc/F2XV4/ZyBz/vcLB93V2Vz6LMt/RKe+BJlq9zuh1LmFgnaCQxp1pu+RWBDWDPrSq1BeieEXeF5Gw01p2SmLXsh6Y0S1qBc0k8xhFLtMph5Fbd5iTaQG+xisCah9g9L1mTR8+q2FuRf8UlPva7M5ZLLqchwGDIcB4tTG6UusCQQ74O9bZK0O7yy1uLucstid0HYSOjf3Ga259McB+YmHc2xgD8E9kZSeS7zksLXmsbk64Pn2MS+2jrjXXuDgksTnmS7Qhzl+p5n7D2wA/zLxeOZ+GXC3jYKsqJH8wQPitTtwfDm7Vj+AaPQouJfTmAwH7xlOYY/HPHMfXbw8HB7pK3137YpsvY9BtJY1Go6OLm6iTYf65Lhy5h5IYjxN1pvd+dWvEv87fwvXlXOTootiXpZvLZ/13AuJbVwM7o9n7mWpAf6HMQr3wwjHyfnXV75NIFO+Mb3FIPKQuy7tdyE4KFASJhsm6ULF2otH/OTyfdbsESd5g1eHmxyctjHuu3QfQnBUIDNF1jKYbAqS9ZKFGwO+sLTLC8HBvHT/xmSdt8dNou0mwa7EO1S4owKZKpQhyJqSZEGQdhXZakFnecKt7inPN4/ZtAc0jZhSSfplwHbS42HY4zgMGAwaMLCxh5LmCOyJ0vPiicJIqzoTn5XLBZUlKO365tQ677b+OeuPz0RvlKVQ5hkpDqkQUj0K8LWKnaqEJuOVYi6RK/IzcxqZ6szdSGuQT7XBi5EpZKbq0r8mB8/GDAtXkgWSvGmQtWyijsu0mxN2IzbbI9b9EZvOgEVrgi0KLQmb9bgXLnJ3uMjxUQvrwEYeCrx5u0T35NOWJF62CTdM9q8Z9NZCPtPaZ9kakyuDe/ESr5xcY/fhAuK+hXeicAcFlSmIFwzCDY/DmwbutRN+dHGL606ffhHwK8d3uM8azqlB46BEVIpoZDApHQ7dJjdbp3zOP+S2d8xvuFfQDPmYg/sPbAD/MnFh5n6B8xaAYxQkRZ25379PcufngEtm7g190ef43vy+MzORqx3KGbhPJ08B9xN9InbWP/FyfzxaK/qYjE8v/rJOx/rYXh3cDRSSbBQzr5mMRiS5xG08+xs/B/fmEpxq8mtaGjjGxbyMxzP3C+fiP6ThGgWJsniYLPDqYJPxUYNGX2BPKk2kakiyNhhLCT+ysMuXggdkyuBuvMzDQRex4xLsQnCkjUpK1yBtCZIlRbA+4UdXHvKlxgM6RsRp2WAv7XB3uEh4ENDYlTR2KtzTAiOtqExB5pukbUG8rMjWc1bWhnxuYZ+Xgn027VMCmZJUNgdFm920y93JEg8HXcITH+vUxOkLnIHCnijsaVkLwFS1M5qef1emmM94F54Wtik9bbuq578VyqnAKTGcEru2VdXz79V8Xlw+NiJX1eNuZSXJK0lRGqSFZuLnmUmRS/LUQKQSY9bfjwVmAmYEZiww40qrxpUKmZZzL3rLktiupBhJ0pYknUrSyGaSGNzLTPLKgBb4RkrHClkyxyyZE80/sCPesNZ4aPSIcRCl1IuLpMCclHoSIdeC/VPT566zSNtOWDSnXLP6LJkTHFnwy4VJP+phTyRWqMWC/CMAg8qy2PPbnLQafM7f5pp9yrjrsrvUJj1s4g4E9lQvtpxTybTh85qjdVCe80/wntIaezzE03WZfs/H7xTcrzSADxRoMsD/+0kbnTeauH4BWel8vIdQdwlwt42KcVmn/NvbxD9+Dbhs5i6JjNYjmXs8en/gPi/LP8W2dNjXJ9cn4P7eaK9r1vm4f3E2PK1tAK5clq+rMMk4OwP3mlDn+c+eXJj33BsLcPqm/r0wcZyLwf3xzD3PH73/wx6VEvzDnS+xe9KhPHbxTjTopG1BvGCR9iC+lnNtYYQpS95K1ng3WuRbe9dI77UI9gTWVFG4Uru1LQii9QrresiLi0f0rJD9vMNr4TXeGq1w/7hHue8THEqcU6WV7RoGyYKpFwULgmS5wlhKuLYw4rn2CUv2hKSyeDtZY5D77CdtdqYdjkYN0oGLOTDxRwJ7AmadqctSaWEcV4u+lLY2QSldUYM4FL4G8sorwdVA7jg5jlXg2Tmuqd3mbFli1z8tWdZEtmre+z4fpRJUSlIoSV4ZFEqP3CWlRVqaJIUmzqW5RZaaZKmJSgzd/48FRmxgxrp8biRqntXLQs1JfFakSX1GIrCmJtmgwd1Tj61Oj293NrjWHLLujeiaEZYo6VgRz7ePMWTFrttm3PJJewbuiY0zqjBjXSlwBorKkMRZh1+ZutxfXuDT3QPWnSG+kfF895g3bhqMjBZZ08A7lthTfby9A0lo+fy6vEVcWtwJjimRrHXHbN22GTg2zqlZt0gg2JXEYYdfPWrw3bVVSv755U7Yi0YQP0TxTET6YQ7gnzea+PKXv/zMQ/tIWX51ldml+InmHHU4ZkGWGLC7C2VJ0tOmLZfJ3D0PIqv9KLhPLqc3/njMy/LhxYpJo6HOPDsLn7DlH4/Wukbs0eDiysdkqoF4dqwvG15DH+94lNGe3fnwITHeMz0I4FzPPeidleUrA9v8+GbucWGx9801mts6e6xMRd4STK9DtpzTXJryQnNC24l5GHb5zelNDvc7uNs27X09dlXagsmKJF6rkOsRN5YGXG8MaJoJ+0mbB9MeW0c92HdxjyTOQGlAUYq0LcnagmRBkS8VNBZDXmiP2PBHdCxNXD3NA743XmNv2qI/CiiHNtZQk+68CZixwsgqRFW7olmCvFFn5j71TVEGJXgllpfjuTldN6VRy8y6RoFn5DhGgSlKLFE+kpU/HpV6+mLy/HOlUPPtKyUokRSVMZelTUqTae4wzRzC1CZOLcLYQsW1bn4kMCNZZ/ca8GWucIcKZ6T/38IzyJsB/abPYWcR0cnodELWmhNW3AkdK+IL3R1uN085XGmyM2ozOG1gHtm4p3qywYzRksADQXbosbvk8nC9x/rykJutPovOlK+sPWS33ebBWo/+XoC/a+AdK5xRhZELorDBbw3u8L3VFTbbI5a8Kc1bKUfLDY5OWhh7Dv6hHrNrbinywGRyc4GouPwX6iPfc/+gBvAvE4+U5S2LrLUI46eDu21WpJU575smHb1uuVRZ3ofQbD4K7rUNqNe+2lV4Du7xxcA9HGngb7cv3ORjG62uPm5PE/ibRvr4XTlzr13fZi5wQJ25v4B7iUXc7FyKvR48rEfhSouuefFC5PHM/aMG7kVusPSqovnuBGUZTK/7ROuC6lbMT9zY4rPNPXJl8OZ0le8frZBtNWhtS/zDCiuqdMbeE0xvF1x77pifWn6Xm+4JUWXzZrjG66drHG938bdMGjsKr5/Xc9MG8YIkXBMkGzm99REvL+3z6cYeS+aEUkkO8zbvRkt8f7jMwXEbcejgHkvcU4UzVlih9ooHrbeeB5K8IcjagqytyNoVtHP8VsJqI2TZn7DsTFmwp/MZcltovXjQWXeuTBJlkVYWSWWRKlP/rEyyyiQtTXIl59k5nAG9FAqJwpQllqjmCwVHFvhGhiMKXJnjyBxLlO957UTZRJX9yCz+YdzkZBownbiokY01lNgjgT2mbj1UGKnOvCtTUPiStClJFjzGiy79lSaHSxOe7x7zYuOQF/0D3HZGf7HBm6trvLG2xt5eD3vXItgD/1jhnZSoPUi7BtMTl73rS4yvO3xhZZfPNXf58da77C90+NXuHd721kBY+rM9qXBGAvfUIDzt8PYth5c3d/nx7n2aiwnfWdjkV93bZEmTYE/RvB8i8gp70mAru4KIzQ+BLf+DjN9pWf4HNoB/mXgkcweyzjKMwWpczC63TUVWGnNwj5vLwOXB/Vg2HgX3qf7SeMHVZPpngDNNzAslVIcTA19E2PYnZfnHwzTBFxGjyQXHPUmY1v6OV+65tzWAz6oygAZ38Xnc5rPB3a8/rtjp6sxdKdLKxLEuz5b/qIG7yAT+XoIcRZSLTbKGIFkqeWH1mJ/tvcWG1ee16AZb4y7pwwatdyWNgxIjrih8SbwoCTcrVm72+f2rb/Hl4B65MvlmeIs3+mscb3Vp3Ddpbld4xzkyLcmbFklbEq4LkpspNzdP+LHFLV72t1kyxiTK4l62zDvRMq8drTPYb+EcWNro5KTEGZUYsWY2KkuSByZpW5J0JWkP0l6F6KV0OyEbrTHX/QHX3D6L5oQFc4orciyhP/NcmYSVQ1jZTCqPUeEzKj0mhcs4d4kKbfiSFBZpaZAVBkVp1PKxMytZwaw4KqXSrnKywjZLbKPEM3M8M8c3M5pWQstMaJsxbSOmacQ0ZYJrZFiUZy5uymFcuhzW3IKdqMPOpMPJsEHYd8j7kqIvcfsCZ1xiTSqsqMAagzMwcEcm8UgSTR1OI90KqBC4rZwX3TGr5oh1a8C6M+K3nJu87awQSlf34xOFPckx0gojM5G5wbRs84asWLKn3G4es2ENsJZL0tJkK19G5iaNnQp7XGJGAiM1GBkeDxo9Pt/e5bZziC9TDleavH7ike4bBJ6JFUZ4Jzkie3ZbbR4f9cz9GfEDG8C/TJj1u68qkH/v62T7Okuy//V/Bf4vf/7J0qBWRVpZGtyFIPIWAAie4UEC+qI9F7GpYw7ul+jZnw/b1sz9SRlomdMn7GAYWnTMEPgE3J8ULRkyDi9YidemMZZRYttXFLFpakR9T+Zut2h5z744zMA9sjt69TmZkFUmtnX5OfcZuH9U2PKygLxpUTQWCVdNxrfBXo3Y8EfkyuB7yQb//PQ5Dh72aG1LgiPtuJZ2DcI1yfR6RfPGiM8t7LNoTdjNe3wvWufXD25xcr9H44FBsF9hTStKR5L0TKJlg3BTUV2PeXHtiM93d7nunJIrg7fSdd6Jl/nucG1eyg+OJO6Jwh1q5TWAvGmeKdV1a2Z9r0R2MxbaIRtNzSBfsccsWhMCmWKJknHpcqoaWtSm9BgVHsPcZ5B5jDKPaWYTpjZpalHkBlVmaN/xUsBM370UT5agnc20117tytR668rUlrLSLjGsUkvj2jlNJ6Vtx7TthLYV0zUj2maELzNckWEIxYo5oikTlq0J696IvWab3W6b04UG46FD0jewBybOwMAZ62qKzBVmVOEpkLnEjA3iaZvfHrvsrHS411vkRf+QnjllzR7yo70tbFnyprnCyA4oPBP/SOKMS8y4IjjQ/9RIdfml6kWm6w4vN3ZoGAkv93ZJbxkcyAUqy6SxA+6gxOuXFDsmw2aHX/HvANA0EpacKY21KaOwTWV6BIf23PzmUqE+BmX5p8UPcgD/MmHU1+zi7/497H/3a2T5nwHA3n9wobGHbSmyyoL792FjgzDVh8C/BH76PsTK1eBeZ9txpC79/Mej6eZMwqauLT8J3GObjnM1cZyPU7StiHF0wSk8c4RzC+Bq4D5rscwWbgBsbRGZrcsRL2fgbrX0L6enpMrGsS7+LGfg/pHN3CsY3bZIFiFZKfBXQm70tCTGN8c3eXe0yPbDRYL7Fv6BBo6kYzC9JojuZNy+fsRnOvss2xMepgu8NV7he/srqK2A9kOBf1xhpDrLT7qCaEWQrBf0NoZ8ZvGAF4Ij2kbMqPD5TrLJ26Nlto+7qAMX91jinSjscYWZ6J564UtyX/fp047O0lUvo9GJuNGcsB6MWHNGtM0YX2ZIoZOGQREwKjz6WcBpGjBMPUaxSxjbFImFimtSWyqQ9Uy8ndeiNvVcvCzVXNhGPA3cxbn5+DlD/8xPvrBh6ChOHUXlVuBWmG6B56e03JSOG9NzQnp2RNeMaBqJvnkJ19w+o6bPYa/Fftxib9xiNPIJ+w5O38AeGjhDhR3qz8odlFihwBlIkhOXw8MV9lY7vLG8xgudY57zj1k0p/xE7x5L7pQ3WqscLHRJdi38AwvvRC8YmrsKI5WEUYdfmnyKB+sLvNQ5YNme8DOr7/KmH/LdYI3S8ageCNxRiXtaUdw3uM8ag8jjZqePb+Y81ztl79M5p6sNJgcu/oFA/PIVTtqPM7h/0DHL3Iv/8P+EHUVnbHkyiNInGns4tiJVdeZ+8yZhqO+/LLhHpaPTq+kUmk3iUK/wr5q5AzS98gzcV947aDBMPDr+1cRxPk7RshNGyQXoNwN37+qNs1npPQkfBfdQNC5V4TEMXWYPZU2sOD0lVas49sVXCyF0lv5R7bkDjF4qWb59yo/3DmlbMXFpsTXtsXXaI90LaGxLnX3HFbkvmW4K4hdSvvL8fX66+w5NGfN2ssZvn9zgwdYS3gObxrbCP86RWUXWNomWJZMbCuvmhC+t7vOF9g7XbV3R28kWeGV0je8drpLsNvD39ey7Nyi0RnqpKF1J2jJIepJkEdKlEmsp5npvxO3mKbf8E5atMS0ZI0VFUlmMyoD9rMN+0mY/bnEcNhhNPPKpPTeksUKBN2OmJ/W8ea5q2Vk1l5tF1Wz1Sl0qc5wL2RliPq+upJ6tn0nR6vl6g8IzKTyb1PfYDxS7tcFLqxGzFISs+GPW3DFr9pAlc8IN+wR8mLQ8ThaabCULvDteZHvQYXziYx8buCcG3qn2W3cGBc4A/GOD5NAgOnI5XF3meLPB8WqDL3Ufcss5ZrPT54XggNc7G7zW22DUalPZksYu2KOCVlhhTwzCscfbk3XGtxx+auUen/O3ecE9YMEJ+VXjOSbKhy0De1rR2KswUoPpuMerGwHXV/t8unvAl7tbJBsW37m+wetvX7uc1R6fiNh84DED93Jbu8HN7DJn9plPMvawbUU2A/ef/mmiSAOzvETL3PMgyus66fGxBvc6c39f4B5UTE8aF7LChrnPsn81u9KPU7TdlPHkArLEzO41uPo3dDbuNlu4kSRwcEDoe5eu0Pg+RKJeCRweknIDx3n6e3Gcj/AonAnrd475t2/8Js/Zh2znC/yz4YtsnfYo7jVobwu8kwojU2SBJFyTRDcKXrqxz8923+K2fcSDfIk3Rus8eLhEcNemuVXhnRbIvCJvnAG7//yQn9q4z5caD1i1hiSVzd10hd8e3OR7e6uoLZ/2jiA4KHEGBTItwRDkDZN4wSRaFsSrFWo1ZX1xxEvdw/n8e0dGGKIirBz6ZYOdrMf9aJGHYZeDcZNw5MHIwhoLGhOBOUXPase6smCkCplVyLKCcjZ2Vp8XNe9GZ+W1it2Mi/O4iA31HPb5BQHn9oUGeQxBZchab772m3cleSDIGxZFw2LUchm0m2y3Oyy3pmw2htz0T7nunLJsjrlpH3PTPuZFd59tf4G3Wqu82Vlhu91l2vQofElpCfwTsCYFZj/DmkrsiYU9kUyTgO9lJnlpwCK85O7xOXeHdWvIijPhn1l3OBE9qAyapYEzLAgOKszUROYmB2KBV+2MDWfAp5x9fqL9LpNrDq9kNxCVQ7ArccYVjb0SK5RMU5cds8Ot1ikvuXt8yj7kJxpd/m/Fz3N0hSLembLghzM+1OA+L8tv3oSd10lxsMiQs7P/CbPyjl3bau7s6Mz99HL9dtAX7BlhRB4fw+3bxHVi/X7AvdFQTGheDO5lkxcaT6GDf8yj5efs9y/48EYjJjSvTKaDcyI0dd+VnR0AosK+0rkSqXolsLtLhv1MoLbtj25ZvrLgZ1bu8tPeXQC+l2zyznCJbCegtSUIDktkqUhbBtMNQXSjYP3mCZ/r7OHLlHvZMr8yeIHXH67j3bNpPtTOcQDJgsV0zWB6o8K9PeEra1rQZskcc1o0eD26xjdPr7O1u4i1bdOoxXDsUYEoFUVgkrVN4gVBvCJIVguaqxPu9E74VPOQm+4Jy+YYSxQMK59+0eBhusCDaIGHky7HowbZsLYiHes5eGuqsCJd5pdpPUJXqrkwihICLEEl63J6rWanTKiMswx8Lkd7DtznZjLVmXOcqDirANQ3WWrJWVlWyBJUWmFGgsqSlGNB6UhyX5A3JFnTJm9bbLV9dtsd7nYW2WwOuRWcct3ps2SOaRox1+xTmkbMkj3hLW+FtxpL9BstioZF3jDxTiTOsMSMS5xhjqhMRGkQZi5vp2uMM4fBks/ng22WzDGf87dJV0x+rRIMRBdlGjR2Bc6gwB4WNARUlslde4V/aubkCwY9QyvbTa87vC1WUIYLDyX+cYl/VKKkwcj3+H53mS+32nzB2ePT1gk/vnifX7mKtvyHG9s/3OA+z9x/4T+C/+BPkEbOmWPXBcYetiOoMChKMG/dInx4NXAHbSoS1KS6ONbfuveVuTcFI5owPnzvg1nGULXpNIdX3/HHJNpBybC8YIh9NGLMOq3O1aYY4FzPfNYi39qiQhBl1hXBvV4l7O2R4uA4T68Jns/cP2rgLuyKz/i7GELxTr7AN8Y32N3r0diVBIcl1rQk7ZqE67rHfufmIV/o7rBoTXg7WeM7ow2++3AN+x2P1pZWm0NoWdLJNUl4o2Dx+pAvLm/zcmOHoF4QvDa5xisHm0x2Wni7BsG+7g+bYUllCvKOSdKTxEuCeLXEWol5YbHPi20tV9ozptiiZFj6HOZttpMeD8Ie28MOk5GHmMnQjmcytFU9I17NwRbquXjX0CYuVi1Ja0Fpi1p6Vsx75co8051/BNxn6bkSj+jHi+rMKlab0ijtNpcrLUWbn8nNylIh8wqZgxlXWBNBNZzJzgrypkneNDnpuBx2Ony/u8JGe8T1xoAb3ilr1pBAptxxD1m0Jmx4Q95qrfBud4FRLyA9MPEOBd6p1JawYUlQgpEamJHF0WSJXwo9jtaafKm9xbo15LPBLnJd8Yp9jW1vgcK1aW5beMcFzqiksS2oDJvX1SaTzOGLvW02nCE/sXCfhpXybeMaYeFhxRK3X+CdCvJ9g4Nuj/+p8SILxpTn7UOu26fIpwhJveec/ZiPwn2gMc/c/7U/As2U5M9UuNPkqcYedn2BzbAxb94k/P9dHdwj/DNwT38H4N6W7NCE8TvveUwNRwzp0Ok8uPqOPybRa5cMVEcz0s3HTuXhkBFt1t6HXe7sfAjjemGwtTV3D7zsuRIEEOYamdXuHikuzjPGLT/KmbtnZRhUvJqu88/HL/CNnRvYuxb+kcKalihT6Hn0GwUv3d7j55e+T8+ccj9d4rdOb3L3wQrePZvWVoV3rDPuZNFkfEMSPZdx59YhX1l4wAvuPrYo2c57/NbgFt/ZXUc9CGhvC/wjPd4m84rCNUg7BtGKJFpTVOsx11cGfLp7wAv+AevWAFfkRJXDXt7lXrzE3ckiO8MO4amPeWriDwX2UGn2eFhhJBVGVs0zPq1YJ7V9rCMpHUHhQuEJbdDiQOXUvut2hbIrMBXCqhBGhTD0uJsQevRtFkpBWQlUJakqgSokqhBQSK0tn9Y+8anUynOJ7vWbCbX+fb34yCrMvIIYbAGuJXU2H0iypiDt2KRdi7d7AVu9Lvd6C9xunnLHP9IWrNYpq+aIm+4J7zRWeLOzyv3OAqO2R75n4B9KvH6BGZUESYk9NXWZPmryjeQG4w2Xr/QecMs54kcb91m2Jvy2e5Pv2BsgXURl4J2UuP0CoUxkbvMgWyG7bfAvrNzlM/4ua/YQgG/Ft7BCCzORGGmFeyrJti2+7WkF0p/s3sOROb51hTbnJ5n7BxdzQl0BfPWrpP8UnH/EU409ZvPEKQ7+zZtE0eWZ7ufBfTYOFycaAN4XuHdNpjy55x4djClYotO9eub5cYlepyIiID3u46z1Hn1wNGJMi/bC1U/xJ4F7iK7vX6nnHkvodCh2dWXGdp7+WTqObu/DR28UzjUK3krWeGu6wqv7G+QPGjQPBWZcUtmSuGcQbii6GyN+auFdPu3uclC0eXOyyt2Hy/h3dSneO9U66FnHZLqh+/Iv3Drg51fe5EVnnwrJO+kKv9G/zes7G4gHHq0H0NgrsEeayJA3TOJFk2hNEG5UeJsTPrNywBdaO9xxD+hIXbI5LlvcTVb47mSNu/1FBidNzGOLoC9w+1otzZroErTMKz0Pb0hd9nblnHGf+1AE4kzBzquovBLhlVhOge/kuFaBb+W4Zo5rFI/I0EpUrS9fUdWCNudlZ5PCIqsM4sIizi3izCLNtORslZiIWGJEUmvKRwIzBCuUWLEeZTOSEiOtMLNC+6mPBc7QxO1LPdffM0kXGtwbuhwvBxx3G3y65fGCd8CqOeJTzh6r5ojrTp9X/U1e99cZei0q26QyTfzjUs+zH6cYiYXMTKaFx/eLNcpKwiJ81tvhi/4D2qY+9q+Vm4jCQVTgnhYa4EsDUZnsyUW+48bcdE+4aR3zle59djY6nAyXMBJN8DNShXcEyvD4VnaTo40mL/f2cOUrlz5nPyHUfYAxL8vXlZY0PQPvi8J29ZcjEy5sbhKG76Msb3fOwL1WPLqMCM7j0ehaF/bch7uaxt9+H5nnxyW6C7pqMtiesvoEcB/RptW+gmhFHXNwT+pjv7VFtHILDq92roQhsLBAuqPPFcd9+nvxvPeC+0clcxcofvnoed333rUJjrRWfGkL0o4kWhUUmwmfWjhi3R4QVg6vh5u8vr+Ou+VocZqTAqEg7VlMNyTTWyXrN3Uv9UVHW1y8k67wa6d3eGNnHeOBS+MhNPY1uCAha1p6/n1dEG8WdNdHfH55j883t7lpn+CLlEg5bGcLvBWt8t3hKjvHXa2Hfyxx+uAOKpyxFtiRmb74VJbUhLUZoAeCrCkoAsgbirJRovwC289peykNJ6PlJLSshKaV0DBSPCPHlxmWLHBFgRQVligxnmAsXiKpaqW7XBlzlbuotAlLh3HuMs0dRpnLOHGIEoc0skgiE2NqYE0FZiiwJ0IDfagwYw30oqgwpzlGqmfXrVBL8CZji2jS5vVll+OlgMNOi0819rlhn9CREXecA3yZ0jAzvm1vcGB1KR2byjIIDjUT3poWBEeAMKFyeLtapUJgLFW87D3kpn3Mj3UfEF63uZuvIpQFmHOARwhK1+St1grf8m8QtFN6RshLvUN+/brPtAyobAN7rLCnCrkNZmSzM1khvG1xsUL6Y3Ge6PghjQ81uM/L8rUwwWXA3alFSNLVG2DbhOETp9CeGLPsPOpunIF7buAYOVJePcVqdgwmNFHD0XsmNIb72ku8s/QRSd1+ANFb0idAfydi9ccefazsj5jQel/SvYYBjsweAfdw7c6Vwf34GFhcJH23D5ydexeF551ZyH/UwD1XBg/uLdO4a+EdKcy0orSE7nevKPLNlFvrJ9z0Twkrh7fjVX7t8Db5VkBnR+EdF8hCkfRMJpuS6e2SxVt9fnTpIc85h/OM/VdPn+eNrXXs+y6NHYV/VPfXDTkflZtuQraZcm29z8u9PT4b7LBqjZBU7BVd3o5X+d54jXf7C0yPAuxjE/+4ztYn2pXOyDXgVrZB6daStHU5O29C3lIUzRIaOV4jpeUndN2YnhPRsWI6lp4rbxgJrshxpVazM1AYokJSYVyi6VvOpGmRZMqYg31YOUSVzbR067l7n2Hm0499RrFLFDokEwuz9mC3JmBNJPbUqHkDJbKosELtpGdFBlYosSeSZOKxN7HoLwXsL7Z4qdXmRf+AZXPMujXAapQERsqr9ib3vUUmjktlmwSWwB7WZfpDarKdzd2qvgAvwQvuPjecE76yYFNUkgcsAxaiMvGOcpx+TrBrk7c8fsO/iSUqbngnbLhDPrO2z/fEKlMrwN+T+IcK/7jE6wucoWQgumTV5SHvk577BxjvL3PXF+xs4xbA+8rco/YaHB/o5+c2gZUB7wPcm1BgkQ4iHk/8hwc6heusPOMf+hhHt1749PfeqwUw7Wt0fL+6/IGREGb1Z7q1Rfj8T+n7r9JzD4GNBeLf0mz7Z0kUu+57M/dnnc8flkhKi+V3LXpv6vJ43jCZbpjEq4ryVsyn1w95qXWAb2S8E6/wysk1DrdqtbrDAjMpdda9YjC9qeflf9/KPT4X7ODKnHvpMr/Rv813H67h3HNpPlD4R4Uu+xuCrGMSrhpMNxXqesxn1g/5UlcvDBbMKbky2cqWeDNa443+GrtHHcSBS+NY1Kp1mvRnpCVUzEvvecMgbc505iFvVVTtAreZstQMWfJCltwpS/aErhXSNmICmdaAnmE81tgtEXPAzpVJqSTlE4azZ4sAAEmFJQpckb9nX3mtWR9WDqPSp18E9POAo6TBUdSkH/pEY5dkbGKNJPZYa8o7Y4k1rUE+q7CzCjOS2KGBNTGwxibJuMGbU5uT5YD+QsDnGrts2qes1qS7rhnRtmO+a68xsQKdwZuaCW+GJUGhkIWJUDZ3xQoSRbkoueMe8pK3h7FcIYXiXrWKkZqYiYE9LPBOS/KHJmOnza+JW4QrNje9Uz7f3qVhpbxiXiMuWtgjQbBfYo1SnIFN4bv0y8tB3idz7h9wzMB9NhOcJJfJ3Ouy/PpN4H2Ce3MFjl8HYJq7NJoZcMmdnIuZecy4X7wX3I9rL/fV91Hv/5hE78ErwBcZ/Pv/EfyV7zxCohz19Yqv1Xp/+w7MlGlm65Xj9jZRbQ18JbZ8BCwszMl4nv90cPe8M2XjGWv+o5K5Z7lB82GF/2CMUIoiaJG1BNlKxuc2DrTph5HwMO3x6ukm2w8X8R+aBIcVZlRSOgbxopaTbV4f8/tW7vHFxhauyNnOe/zm8Bav72xgbrk0HiqCgwJzmlPZhu7Pr+nnihshn1vf5yvdB7zo7uOLlEnlsZUt8upkk++erNLfb+McmHhHevbeHpVYUYHIK5QhKT1Dg3pLknYEWQfSbgWdjEY7ZqU5Zc0fseaOWbHG9MwpTZnU0rQ6O5+BeI4xB+BMGSTKJlcGaWWRK4NSSapzgA/Umb0Gd6t2lnNkjl0D/KwKYFHiypyOjM6AXlmMS5e+3+Ck2WQ/abPbaXM0bTAa++RDm2woyQcSeyhwR6IG+QIj0UBvxDqTNyNJHDkcJ12+mVmESzZfaFnccQ/oGVN8L8U3tBPet+UGU9lECQmYeMc51lQTI5WwqUybd8xlDFlhLZS86O7zsrcNSxBmNifhImZoIDOFkZT4x4LKMRgZbd4wKpqrCZ8NdlmxRlRK8usTh/TYpTIFchxjTxIaSzZpfknI04L+P5Dvwg8rPtTgPrvwzcA9TZ/R+/7617H/1j8Cfor0n/4afP3rRNFXrw7ujWXYOoaiIFQegXNZweJHo9PRP0f9kuXHHhueanDqbHyiK//E+PrX6f3N/xz4U/TpwtbWI5LDMyvY95u5N+xMs90PDvTn3NkArkioexzcG0/nT5zvuc/A/aOSuVNI3JMcGcZUgae12nuK7vKEH+lsc8c94DDv8O50kYf7PbyHFsG+wppWVJYk6eo+ebkZ8/mVXT4fPKRjhGxnC7wyvs7r++uw7RHsoEvx0xxlynnGHm4qxPWIT68dzoG9KWOGZcBbyRqvjjd583iF6X4Db8/EO1J4p3oW3khKhILKMcgDk6xVm8d0IetWlL2cRidmtTVhMxiy4Q5Zs4csGFOaRjw3agGdjU+UdoIbV968dB6V2qktLi3i0iKrTLLSoFAGRSUfsX7V5DqFKao58c4zcjwjwzNymkaCLzMahl5QzCoFliiwREFTxiyYU9atAZt2g+tem71Gm+1ml/1mi1HLJ2/aOA1JERg4A4kzFliTEpmVmGGBzBVGbmBkBjI3CbMW38lrP/mOyUvuHj1jyvPOAbS1o91rrBPSRCiJKE28Ew3U3mlBaZtUlsPb5gqukdNcSHjeOeAz3g7HS03+ycQnnDYwMhPvpMQKK/wDQWUanLht7jUWedE/4KZ9zOeaPneXFukvOKQdE9ezEWGCMywgvzxB+ZPM/QOMx/W40/QpF/Ovfx2+9jXs6Gf0c6YpfO1rhPkfx/cvdxhmF/bQW9QpVhyf0y+/eszAfTh872PDfu3lvnlFM/KPS/zCL9DNRgD0qcl0UTSXHJ5xFN93Wd7OCWNHLxqAsL2m779qWf4K4O667+25/26CuxDi/w78q8CRUuqz9X094L8FbgIPgD+mlBoIIQTwfwX+ZSAC/ldKqVfq5/wJ4C/Wu/2PlVJ/+1mvLXMwkhLl2hQLHvGiJFss+Uynzy3nGFfk7Gdt7vYXMXcd/D0NrqJSpB1DM+OvF9xePeVzzV2WzQnD0ueNcJNXDzfIHwY0dgT+cYkVFhrY2ybhimQ6A/Z1LUd6yznCFTnHRYu3kjW+NbzO24dLZPsB/oHu1Xqn5RzMMAS5a5A3DZK2JF0QpD1F3ivwejEr7QnXGgOue4P3gDpAjsGk9Agrm1EZPGIkMykcprlDmNvEuUVWGGSFSVFIqlKDuqrEe7Tl9XhchTQqDEM7wzlWgWsW+FZGw0ppmikdK6rd4SI6RoRfg71FSUdGBHZKz5yyYo1Yd0Y89HrsNDrsNVtMGz55wyIPBMWpgetIrImsS/Ul9kjV8/UGMpfEecD3CoO0MEl6Fp/xdlg2J9y0T6jaGlRfY52watbMd3SJPi7xTwTKNJiYLt+zVunaMW0jZNmc8JK/z85qh9cji2nm6BG50wJnWKIkFIHFvd4CD1qLXLNOWbFGXG8NOFzqEK7aOMMA50giCnV54xj4ZBTug4zZmNB5cL/wYvgLvwBRNBe5SXApo4QE89IX7LlNq7Ogr9z9fq1ffnlhhPMxB/fxe1eTpwN9X3f5E0LdE+PhQ9qAoGJA95H7gbkV7Psuy9sFYXkO3ANN+rlKlSfPIe8sXSlzn4H7D6gs/7eAvwb8nXP3/QXgnyilflEI8Rfqv/888C8Bz9e3rwD/FfCVejHwl4Avoy9/3xJC/PdKqcHTXlgUoExJvthguu4QrQq8xYjrwQBfpvTLBm9Pl5kcNmjvC4JDnTHPSHDRZkVvY8gXujtcs/okytIZ9+kG050WzR1JcKAzbdBubtGyQbhB3WM/4Me6D7jjHtCSCcPS581knW8NrvP2/jLVrkdwIPGPFG6/1CXjokKZOntN27Xe/AKkiyVyIWW1O+FGa8ANv8+mPZiruM1APVEWUeUwLLWq3Wmu+92nacA4dZmkNnFqk2UmZVq7wtWz6qJ2hZOKM2e4OuaOcAIKQ5GbEM9c4ewKwymx7ALXzgmcjI4b07FjenbIghWyaE3oGBFNGeMKXbZv2ckc5NfcHg/9Lg/8BQ6CJlHgUnoGhSdxHYE7FPr45BX2JNfiOIWBLCRR4XG3XKJQkqon+Iy/y5I55rZzhOzohOWVcpOwaCAKDfD2qMCalPhSZ+JjJ+BVb51FZ4ob3GfFGvJye5fhusd2uoSRmZixxD0t8E4hawqGSwFvLq5y0z2hKWPWvRGtxZBo3cKKLJQptODPFcD9k8z9A4wnleUvBPf6ot9gCkBIoOfVufwFewYUE6s332dIwMb7MCeBc+A+fe/HcDI0aYsRlvU+U8+Pely/jtzaosvgLHOv70epuRXs+87c3YLDypuDe+Qv6vuvOjbZOAfuracv1B4vy0v5Xm2e30kopX5FCHHzsbv/MPCz9e9/G/hlNLj/YeDvKKUU8JtCiI4QYq3e9h8rpfoAQoh/DPwh4O897bVFpQE3a0om1yTpas7tzpiuGTEpPd5Nlnm3v4h9bOo+9ySntCRpSxKtKuyNkJeX9nneO8QSJdvZAq+NNtg76NbKc1U9C60ofINo0SBcE2QbKS+snPDl7ta8FN8vG7yVrPHt4bU5sGt2dXUG7JWisiV5wyTpGsSLgmRRkS8WBIsR17sDbjdOueGdsG4N6RjhnNCWKItJ6XFaNjjKWxxnTY6SBqdJwDDyiBKbPLZQiXaIk6nAzsDIxCNKc1Qga3e4xzN37QhXu8EZtbKdAZWtKG2LzFEkbsXQLTlym3heRttL6LkRS+6UFUdb1C6ZE5pSk/wWjCktmdAxIv2YPeVdd4ktr8vQbVA6FpWjAdg1hW5ZpGfHS5QmopREuDxgYd4+kF7Fqjnitn1E1ZZEhc0buUmUu8hCIgsDa1LgDHOUAYVn0G+0edXfpG3E3HaOuOMeMl10CDOL0bSHM5Q4I4EZFnh9g/jI4N7KAt8NNrjjHdEwUjbaI97acJkULpVp4vaVPp6X+rIA5Ycb3T8S4H6pzP36ddjamoP7lAZhTYK7SqkVYGLUiLG1xZQfe1/mJHAO3MPHLvpf/zqnb5ksqBO4+fkL1fY+1vGf/Cfwta/RjQZnmftMcjgMGSndznj/4F4SKh/u3YNej7Bw5i9xmTjPz5gtIv3W079u58vyl5n8+F2KFaXUfv37ATAbDN0Ats9tt1Pfd9H97wkhxNeArwHYfod4wSBaFUSbJa2VKSvehArB/XSJN8brDE8atE4FzriAUlF0DJIFQb6a8enlIz7d2KNjRJyWDd4I13n7ZBnzwMY7UnMDmNKvwbi2fF1dHfJyd5c7ziEdI2RYBtxLl3lttMHbh0uU+x7B/nuBvXQM8pZB3DVIljSwl8sZvYUJz3VPuRMcc905ZdUa4YsUQ1TkymRcufSLBvt5h4O0xWHc4jgOGIYeSWRThRYy1oIyRiK0glzKXC52Du7lmWb8I8YwnBnLaP35Wou+BvjKrCVtHa2OV3oGpWsx9h0mvsex3+AgaLLvt1hxJ6y5I1asMUvmmI4RYYmCJXOML1OaMqFhpjSslHftBY7sFpHlUBkSZUgQJvYIZKr78Po9migpiYTLfWNhTvpz/ZwFY8oN+4TPdzwmucO9dJkos+u+vcKc5tjDAv9IkrdM7jcXWHBDfCNl3RrwKW+f/qLPr40C4lMP79TAiEussMTpS0ZHPt9prMMCBEbKmjcmWrbZVl2m0tVkviuQ5D7J3D/AeBzck+QphLoaDBrROXB3FyG5PLhLqUvzY1Wn8A8fEvIv0gh+hz33+NxVvOYGnJb/LxY5eQ9R7JOooz4WvT8xol/2YGMD/tP/VN+/u8sIjervG9w9pRd/3/8+XL8+twa+rBLhXAjHXbhS5h7H+vqTZT98Mp1SSolLq3xcan9/A/gbAI3eNRWtCsIbBa21Cc/1TujZEYPcZy9uc/d4EevYwh5pG9TKMUg6Bsmiorc05rPtPa5ZfTJl8G6yzBv9NcKDgNahwBuUmFGp++wtg3hJEq9WNFcnfLZ3wPPeIT1jSqIstrJFvjPZ4K3jZd1jP5R4R7Uf+bQApShdg6xlEvckyZIgXq5gOWVtccRz7RNeCLT86pI5xhU5pZJMKo/TosFh3mYv7bATdTiOAwZTn2TqQGhiTCV2JDASMGNqGVhqctqZ8YsstNubOG/7+rhDmRSo2s+dmc2rec7m1RJUNhSuoHQFhScpfYM0sDgMHAaBz1GjwWHQZMMfsu4EZ3yBOpO3rQGu1MI6npFz1yzYNTrEpouSBkpKlDSxh5pPYUQFjgBlmChDEhku9+QCrlHgywzb26UpY55zDhl0fMLM5jDtYSYmZmxgpCVGoiWCvSOTccPjTX+Fnh3RaUasWiM+09jn3uIi+0sO8bHEjExECfZY4R6Z7DU6WEbJ7eYpHSvixc4hjlHwrrFIkvpc2vNVn8C/G1+DDyw+1OB+pZ57DQaNv/CfwQ5Mu9cZ/bk/Av/h1QCg2YRJVV+5t7aY0iBojN7X+w8CMGTFsGycvfmaG3DCIssc6Q3PEcU+iXPx1a/S/S/69L9ZwN/8m/AH/oC+fzhkTAtDVvjPGD+7KAK/OgP3n/xJwlBn45exBoZzmbvTvRK4gz6f0/SHNgZ3KIRYU0rt12X3+qRjF7h2brvN+r5dzsr4s/t/+VkvogTEKxW9zSGfWTxgzR2TViY7UYd3TpdIDgOCU4EVVSgpyAOdtRdLGc/3TrjjHuLLlL10lTfHq+wfdXAPTNxTrU2PUhS+SdLVojjGasSnFo94Kdhn1RxSIdnNe7wZrvH26RLRoSbPzYE9PMvYZ8AeLwuS5QqxkrC5OOT59jEvBAdcs/rzLDdXJsPS56Bos5t22Y67HIQtjicB8cSFqYk5lZhTgRmBGaszYM/0TRTa0EV7uuvbzMp1Fu/J3OcPnFnDKilQptCZfG1QU9qCwtFa9oUnKHyDvCHJA5Pjps2k6TJo/v/be/Mgy7L8ru/zO+dub18ys7K27qreZphFEoZBgDUyIKFByIJhsQiJMUhCwdhGCiCAwIzGYWQIOQYwGNlGhkFMAGaQGLCFFGEZabAcMWMsiZkBDdPNMOqturprze3t767n+I9z73uvqqurM6u6K7Oq3zfiRr68+e69v3ffy/c9v+37q7HXaHBQr3MuPLglzbClR/hhTqgyQpXjKcNl1SNWNVAayta2YADe3C2yQlXaoBUzr87z/qYr8NMxT5a6Au+uX2fcj5jEIfNpC2+i8GcewSDDnxREe4qsqRg0W3y1sc3ZcMBWfcQT4U3e3b3Jta0O862aE92ZGPy5JdwT8lrIFb9LzcvoB1PeXb/B6XCErwueGz0GR/g6WHvux4gj5dwBPvIRmt/1EQhh8ud+hMFvcbuPQu7tNowL9y1sLzlyb7bubSyrCHRrCYNpF8ZjZ3xZG7DHBu/hq8sn32E2/RrQf6zOy1/swbP/35LcK+nZeo7IvTFko+7qMtjZgQsXGI2OVpy3IPeguyT3zt1tqaJO8/kDDcv/LPC9wCfKnz+zsv+HROSncAV1w3IB8PPAfy8iVRXjh4CPvdlFrALZjvnAtpvaZqzi+fkprk3bjHYbRDc04YEjuyIS4p4i3rS0N6Y83djhtDdkakIuJ30uHfTQ10NqO9YNgkkNJnBFb/NNIdtKeXrrgPe0rnM+2COQgr2iyfPzbb42OMXBzRbRDdeKVTuoiucsxleuIr63JHa1HXN+64D3dG/wdO3mLTPdY+uzlze5lvV4Jd7g8rTHtXGL4ahBMfLxRpXMq5vp7s3AWwxtKaezFY7cF6H3N/IWZcnot84Zt1CU/qgINgUt5fhY7ca7+r6UQ2uEvOb05fO6kM19krnmeuwxiUPGacS0GZLUfM74PlveaJGLD8p+eq/Uun9FesTUwWrEKKc2Z3A5+FmOPRCs1hhfMYsa/Fq0RdefU1cJp/0B5/wDJo2Ig406/24SEo8igrFeDLQJRwXZjpA1PV7rdHml3efJ8CZdPeOp+g7PbZxmdzNkPlSLaEc4cJ+daT3iRrPJ0y2PbX/I0+F1fCl4eavPzmHJfT3y9XhxpJz7yjG+D5MJDEuH+8iee+yD75O8ch2Dptm5d/33biNz5D4awebmojZgl00Xlq9wh9n0a0D/TMS+bMCzzy53luTead27fmSzCQkRORrvwgVG//pon5MFuZuIudeGHGrdu384K899Pn97wvIi8pM4r3tTRF7DVb1/AviMiPwA8Arwh8qn/xyuDe4FXCvc9wNYa/dF5C8DXyif95eq4rq7wWo4uzHkG1svczHY4UrWY5xH7I0aeLs+0R4EE/dtmjYUcV/INjKe7gw5H+yjMOzkLV6abDLedV5+ODB4cwPCgpSTDUN7c8q72zd5ItyhrWKmJuSVZJPnx6e4ttfB3/WJdp1GvD92Q1+sJ8uq+A0h2TDIqYQzG0Pe1bnJ07WbXAhcJbYWw9SE7ORtXkv7XJpvcHnS48aoxXQYoYZ+2Rfu9PP9qRuv6sUWlRo3krUwUHrqt71Ji5x65ZG7/as3s9xllx5+5WW681mkcOdQqXttOlHoWOHFgo4V+Rx0ImRzTRaHjBJNmnlu+EzhE9d9ChSnvBEtNael5pwrA0/GCgbhFSPERR0pVLlpxLhFi2tHhCLU5DXNbq3F89EWXX9GQyV09YwLwS67rSZXN9rsDnzikcafacKBRceGaGDIdjWjfsRLm5u8p9Ghq2ds+0POtwbc3GyTDCK8WBEODcHUYPYUeV0z7DcYb0U0VMJT/h5aDJ/vPs2lQ5K7wGJc78OKR4bcjXEe/GG+EJvNW8m9yn0fBq0WjEYCm5tMLrvvtEb7Psi9VTC42V0Oj/nRHyX9vo8yyVtssOf2vcFs+jVgYwP2bY/iK/+exbswGLBPn37v3v85Gy33LTClQefCBYafPZrnXuXcJxOY1/owhugQCnXgakfejrC8tfZ73uBP33qH51rgB9/gPJ8CPnWkayt4qrPL+8IrdFTClazHQVInGUY0Dkqijg1FoEjbQrJhifoxjzUO6OoZsfV5Le3z2rCDt+c7nfeRI+Yi1CRtTdKHYiPjse5gMYu9QNjJW7w42+Llgz7FXkhjT5bEnhRYJeQ1j6Stifvu2mYrZbs/4qnObjnidO91xH453eDF6RaXxz1uDpuOaAYe/kicVvvEEkwtXmzQC2I3joArD70icy3L0HpZBW+VLCrjwRG9VMeVnmWVl78lpF8sowBuv7jQf2ZQmXI5/lShUlCpoDJFmvnEueJ6rsiMIjWazGpMKOCzIPjTniKrOXGdrNC8VmiSLCzP6wrj/KlFMoM3KQhDVeb7A15tdOlFM/relHpJ8BejXV7p9NnfbJAMagQjhRcrvJmT+w0PFMGe5uqgzaXuJmf9Axoq4UJ9n5d6Gww3AqeNPxWCSUE4hLSliUc+O3GT1Go6quBJb5+n2rt8/ghf1bLOuR8fqpx7lh1N0et2cj9qWP7ll4GtLabXBu583Xu/jd2OZUB3Se4f+Qh7n/gH8CxssH/X2fRrwKlTYFHsP3eNLWNcUnw4ZI+L9DfufVxus+2+Uce06NxDWL6SFh7/i3/FfGoIiVFP/rq7vpfHFJZ/ILAanqrvcN6bY4DYBuzOG+iR89SCiUEKKJqQdIWsn3GuO+JsOESJYSdvc2m2wWDQoDYQwqGTQbUiZA0nA5v0De3ejCebu4t57PtFk8vJBi+NNxgd1An3Xfg/GBm82PVFFaHL7yZdIelB1s/p9aY80d7nqfqOy0GXofiK2F9OtnhpuumIfdAkG0T4A40/FIIRBGOLP3ORBZUYdGYW4XegrHZfCZ97tz2uCL5seXPHsOK1U1bTOy9djC0L8kDy28L9ZoXky+e5Ij6FzgSVCSoX0kKTFRE7Vtwo1lWsEPxZ/4Cspp2Hn3vcSBVJGqATQWcaKSxeOXAmGBfkNfcezZs1Xmn0OB2N2PRGnPaGnPaGPNHY43K3x82N0HnvU42ODToxhCNDONCM9+u8tLnJxWiXLW/MqWDM450BX9mokw5qhAfuvvtTQzhUeEPN3rzOoGiggS1tOR8eYA9L7uuw/PFi1XOvyP0wo1dvJ/ejfmmPx8CTW0xwVfLN3n2Qexeu0YXRy26HMexedqXZm5/5cfiuez71OwKnSt3eG7MmW5cvw8WLJblvcGH7PiIqPfflNqTD+ccfZziE06cPf3y1YBz+3c8wN09RY/6mnQ9vd1j+WKEt54N9WkozNIVTaZtHeBNFMDZucluoHBF0nNd+rjGk703JrMe1rMvlcQ8GPuHAFdGpzLgCsYYi7YLpZZzrDHkscgVvBrVYFNwYttD7PuEBhCOLNy8WefaitqIT3y+o9eec7wy5WN/jfLDPhp4scuz7RdOF4mcbS2I/iPAPNMFQCIZu1OhihGpSIJW3DktS91w+3GjBBFWle9nS5rnedatLYpdbi+hk4bU7oRsxrtLe9cdbVC4u9J9XxXrLhYVkK8V7hS3z5cq13BkBo8hsyL6VRZ+6xg1wUZ6hoRLaKuasP2BWC5m2A2apzzjWJLHnCD7R6NTlzr15QTBWhANN3vLYbbW4VN/gXHjAhucq888HB5xvDdjtNUkPaqQDIRgr/FGGPy0Ihgo98LgyanOl1aOlYjp6xvn6gFe7HQadkLzuohyuNU7hTzXDaY3drEVsoa4U2/4Q9GEZ+8Foy4vIdwE/ArwH+EZr7Rff4HnfjlOM1MBPWGs/8WbnfuTI/aiee6NxNKGQVjV+fWuLCWMAGr17/xbu9vWtnvtzz7E3ciGJjY17Pu07BhW53+SUy7tfvAiDAXtssLF17+Te6btjh8Ep2No6sue+IPesxpyaI3e4a+fD7WH5R4rclaWvJ2iEsdHcTNvMZyG1Kfgzg8oteUPI6kLWzjndnnCuNiBUGeMi4tW4x+64gT9U+BPQsaunKCI3ZjXtGJrdOefqQ7a8Mb7kDIoG19IOV6cd5oOIaKgIRhZ/6orwAEygSJsuFZB2LNJNOdWe8Hj9gHPhAX09wZfctbsVNW5kHS7P+1yZdtgdNRYeezAUF4EoPXY9d56nysyCJBypK0fevsIErpp90bpW9qnbVXLXLMl91XM3Fbm7TeVO4rcidp1adGZRqcXmglJmscgQ48LmUoXtCxzBW9xFRJFJwJ400coQqJxQ5USSloV1OV095Xywz6QeMmzVmM9CspkinSv8maBjjZ+5a3ozQzBWpENhNgy42mlzpdnjMd+1E/a9CefrAy53eux2Q7KWU8Pzx4JOCoKJRzBSDEcNXu33OBMM6egZZ8MBZ1p99ttt8nqA8cXNop+74sXJLOBq0mXfBLRURkvPkUOT+wOrln8W+APA33lDO0Q08LeAb8PpSnyhVIX893c78SNB7vcSlh+PHbkftQ+63S49960tptwAoNG79+Rod9O7ldw//3l2cWpoa3J/c7yO3L/zOzGDEQf06G8coaf1NnQ23L/GcOtpEDnyZ6VWA4+MIR2mNGgwXf7xDTofbg/Ltx6hsQJaWxoqIbOGPVNnN21SzDz0HFTiSMZ4Ql4H1co43XAKahrDbt7hyqzLfBTRmAj+bKUIrqZI21B0CjabU85GA1oqprCKvaLJtaTDzriBHnpl2NYVa4lxXnteU2RNN4M97xa0WzGnGyPXelX2sQOMTY2dvM2VpMuVWYedcZNkGOENNf5I3KJhUobiZ2aRX8fahbdufIXxBRMoitARu9tw3rtfCtFosF6pOKftUpGuqq2rJGmNLIhdCnHknoFOoUjFEbxfEr0SlMitXnwOmmXRqRVVStu6NrZMB+x5DSIvp6YzN+GtnDIXSUZXzzgTDNltNNlv19mdeWRTn3QieHOXO1epS3/4U0Uw0mRDzWBc42qnw07UXsjgngmGnG6O2W23SFuavObul0oLvNjgTxTzkc/VSYfdepNOqaJ3rj7g+eYWeT2gCJzovsoMeg525nE9bnEl79JXbp6AUkcosn0Anru19qsAInf9rvpG4AVr7Uvlc38KpyD56JJ75XEf1XNvteDSpXsj91bLXS/tbTMshbo6vXvP7fZP+8wIiPembuzr5z/Pjc67YQjb22929BrVPbrZe/eiYn6wk2FR97U46nzl88CTDK5MMBeeYDx+iXb78IsFEeioMUPTYUSbDitaCG/Q+bDquT9qYXklBo1lbF3+/Ma8hcyVqyDPDCinrJbXLfVmwuloREfPKVDczFrcnDaRsYc/Aa8k58LXZHUhb1r8VsJ2fcymNyFSKbH12c1aXJu1mY8jwrFakK/Kl157Vq/I3aJbGZvNKeeiAZv+mIZKFuH4QVF3UYB5h51pg9k4RI01/lgIxuBPwJ9Z9PwOxO4JxlMUgcKEQh6W5B6y/BmUxO7bBbFbbcvQvH1dtbwYAWMdqZea6SoTVApF5pTvTEIZ6rdYbdEK1yqHcRrrqwSvBF/hhGl0pXqnSfyQ3aBBw09pezEtFRP5GQ1xA2g2vRFnwiY7zSajVkTW8sjGinwsFKF2EYLcpSj8icIbC/NxyM1ZixvNNtuL2e9TtqMxL7di4mZIVheK0JG7Size1OKNNPvTOjtpi8fDPbp6xulwRLsRM2w0KEJXsyCFRScWNVPcnLV4NdvgtDfEoNDqkIRtj1Qtvykiq+H0T5YCTm8V7qQK+Zvf7KCHmtxFXFFdmi41uQ/zhbixAV/6kmth3tw82jUXM9hb5xjwAgC93l0OeBNsnXEh+J3rBY9ZC5/7HNfPfRdqDFtb937edwp6PdAabvTfC8+6Fu29XfdPec/k/ulP0/2b/x3wvc7zvryLRei8+CXgNx76NJ1Nn+HeBqOiTatM4dyt82E15/6oheW1cjPM9wufq1mPg7iGnruKbTEuZF2EQlGzdGoxpwJHrvt5k92kyWga4U0Fb+6KwaxAESjyupA3DP1mzKlwTEe7CMnY1Nyglnkdpp7rNZ+5inUKi/WcPKsr9oK8VdBuxGzXxmz404WIS2EVUxOyXzTYSVvszpuMJzWY+PgTcW1uU4s/N64I7I2IPVQUkSIv+82LqCT2qCT2wDpyD9wAGOtZlx9W1gmv3KZiYxc5csHkguSO2CV0LW5uoeAU66rcvRWFVy4Sbid4JQYt4JcFfc4WoQg9plHETtigG7ToeHNaOl6MkG3rmE1/wlY04WazyU4zLEVyhGDiWvAkcykKf27xp0Iy0ezPauykTcZhrczjz9kOR/Tqc15tNckbnqvUnzhP3JuDNxVmk5CduMmsEbLlucVcvzZjr9Ynj5ztADoDHQuDecTlZIOLwQ6p1XhyFM/90M/ctdZ+4I3+KCL/ErhTxc7HrbU/c4f9bwkeanIHF5o/que+uQm7u46o3/e+o12vIvKD6MxC0/worXS349S2+zDevAmPvfwyXL3K9Yu/jlOnHGmtcXco5RZBNxsX4atfhTxn/8Dd037/7se+IT7+cTqxE2ob0nFpE6D9L/4pRyL3cy2GZz/I+LkBj2cvvGnnw+3k/oAU6h4IKg/4ZtHkWtphPI9cK1ZuEVsWtoVgapZuNKfnTfElZ2YCBmmNdBYQTcV57bkFXQqz1MDUC7q1ORv+lEiVcrBF5MhjFqGnygnIxBZd5dq1crKsdSFvWKSR06vP2Qwn9L2J89qxxGgGRYPdrMVO3ORgViOb+U51biZ4M4s/t+jYidPIbTl2o1eIPZLFVtRwHntkHbmHFhtYrGfAt4hnUNq6MLJYRKBSBrblGFhjBZMrbCHYzOXwVeo8b+VV7XQspWoFQOHh1grqFoJ35G614Jfk7hYfQjbxGEURu1GTfjCj501pqTltcSTf0TM2gwm9aM5Bo0Fe95waXqTwZsp1ChTOe3f3TJjNQvaSBsN6nQ1vQqQy+t6UfjTjtXpOXvPII0XguYJBL7F4MyGeeQySGjMToMXQ0VM64RwbFRSRjwnUQsZXx4rZLORa3OZ61MWXHH0Ecn+rWuGstb/zPk/xRmqRd8UjQe5ZtvTcDzPYY3PTfXleugTf8i1Hu17l6e/pUwzooihote6dhSvvfGdPwec/D8A17/yRKrPf6Th1Cm7qs26V98IL7A3dx/qePffLl6lh8cgY0F3UQGztf+1Ip+l0YJifY/TYOdr/8fvgf/vwXZ9ffXan00cwLI8lNgED63MjaZPEPn4iqMJixXlcRSjYsKDtx66nHMvMBIySCDvXeLHTYRdrS9J0nq+q5/TCGR3P5YIz6zEs6uwnDZK5TzCXJfka51GboPSia1DULGEtoxvO6fkzWjrGp6BAiE3ApIgYZDUGSY35PEDm2g1+mYOOnZSsU5tbVsUvKuKDZeHcwmuvQR656xYhmNBgAzeuVfkF2jNu0walDFosUm7WCtY6Yi+MoigURSEUvsZkCqMt1lNYLaXHL5V8HVC20FlVit+AMmbRI0/uIhs6FbxYUcyFYiYUNU08DxgmEftpnaFfZ0O7BZAvOS09p+fN6EUzavWEST0kr2ny0BUL6jJUrjKLF4OeCenc4yCps583OOv7tPScpo7ZCKf4UU5es+XxquzPd8eqmWKcBIwLV6DSUCkdP0aigiL0KUKFGOM6CDIo5h435y2uNbpsemPUUarkTk6f+xeAZ0TkCRypfzfwh9/soHtPFp8QVGH52cz9fpjBHtWXfhwvC7IOi+rYPdnkgB4dPTm03vidsCgIO/Adufd6XJ+2OHPm3s/5TsP2NtzMy5DKs8/ef7fB448jQAendLeDW4FtHrG1rtNxdR2j0eGK4xa98eNHLyyvxLpWsrzJQVojT7QrBDPlZLOysEyFBS0/JlKukG1WBEySADVXboJaVpKnVxajRZYgzOn4Lh/sprNphnmNSRpiY+0GtSRl33fhwtzVYqIIwUSGWpjSDhzBRJKhxZQh+YBhUeMgrTNOAvLEQ80VKnGRAC+xZSjeLkeEioBeFtAV5ULCeeorxB5ZTM1gI4PUcrwoJ4hyolpKLUyphymtKKERpjTDlFaY0o4SWlFCs9zqUUIUZYRRhh/lSK3AhgZTnr+I3AIiL9MAeVgNlXHEa7UspG3FuDY5lVp0SrkgAhULJtaM45BRWmNY1JiakMy6RXQkGS0d0/HnNMIUGxZl2sGlTqwSsG4BpFN3Tok14yRklEfE1v2/NlTi3vsww4Tu+CrMrjKXR9exME8C5oVPYRW+5DS8BC8oyroFF62oyJ1EMUwidrMmMxOiDhtrL4sWD7XdB0Tk95dqkb8V+D9LeWdE5KyI/ByAtTYHfgj4eeCrwGestc+92bkfenKvwvIVuR/Gcz97dvn4/PmjXa8ijN1fep4BXXrFrmu/+vSnj3aiEgvPfRTC5z4HH/wg167J2nM/Ak6dghvjuvuSevZZrs8cS95zQeKP/ijU6/Rw42Qrct/6s3/0SKfp92Fv7/DkXg2mGY9ZDKp5VCBYl7vOGwzTGiR6ERK2K3le7RmaOnH5boR5EZBkHjoVVOryw1CSc+Dy1VGQ0fCSxYIgtj6TImSaBkiq0GnVJrYSLi8XE0VoISyoBxltz405jZTTs87QxDZgkodMspA4dTPYdboc06oy10qmCrNIi1txYX+jqzY3MMGyeM6EFrMIxRskKvCCgiDMiIKMerk1gpSmn9IMEppBQt1PF1vTT2kEKY3yuVGQEYQ5XpCjohwbGExoKcrNXa+0oyL2SjhHVRJ4ZV98JXKTgkpcDl8STZL4TPOAaR4yMyFpqQgTSEFdJbS9mGaQoqKivHaZ81cri4fyvJII89RnmofExpF7JBlNnVAP09Lm0k4pPf+0lMxNPaZ5SGZ1ee0Uzy/ca/NdagHK9sBEMU0C9tM6MxNw2KGHgosQHWa7H1hrf9pae95aG1prt621v6vcf9Va+x0rz/s5a+27rLVPWWsPJVf6yITlqznYh/lCfOaZ5eN3veto11t47j/5CxzwQboM7mssa7sNgWTcvGFh/DzmB/44N36Oted+BJw7B1euKsxTz6C+/GWuJx+k7qe0WveYtC7fw+0fGHAj2Wa39y44gM0/9nuPdJrtbbh61T0+TOGmSDlSeOTI/bCjiB8GiEBifEZ55Eg3d1XesBxXaj3w/IJQudyoMYp54ZOlXkmky6EpCyU33xD6OU3tQsQAsSlJI/OQVBbEvhoyN7osOPMtOjA0/JSaTolUhi69u8x6zEzA3ATMc2eHZFJKtrooghOKMbdOcStz3darFi0rfewl0ZvAYn2LBC4E7wc5oV9uuiDUOb4u8MSgxCwEZUzZD5cbTW4Vnhi0cltFXClgjSu6M0YhuWBy3OYLxrML0RxVhe+N864XBJ9VJO9eq6RCnmlmmc+0CIitR2x9GiQojBsNq1NqXobnFxS+La9VXifhFnU8lQpp6pXnWnrhdZUSeeXixHeaAMjqsUKRuc9FgUJhCFWO7xXE5TUrFTqVO3ndJPHd4sz4yFFk58x9uuXHjIfec789LH8Ycr94cfn43e8+2vU6HdDk7GUtDujR48D9oRInOSJEYCsasTN2Mdidr/sWiuJoamjvdFy44D4DN575IPzSL3GNM5xuz7h76+ib4CMf4fR3/iauv+db2PkTfxGljt4VsfoeHvb9bLVcF4e1jxi5Y4mtx6QISTIPyWUZ0lSut9t4oLX7stZYChSZdXnlxWLAluNNq15wzxLogkhlBFJQWEVmPRLjkecalYurBl8Z0rJYGJTHK10Qejl1neJLgSoNS63TV58XPmmhF3ZIzlLqtXAh4Fu14isp2fJ1LWx11zMarG/BMyjf4PkFnjYEXrEg9tDLiXRG5GVEOifSOYEqlj+9jEhnhF5OqHMCXRB4hVsQlOfFLyvvfYvx7eIeW6+0SZejWcuCO6hy8pVk7VL5TnLB5oo090gKj8T4GKsorEKLwZecUJzNnlcsr+OtRAbMiuBOAUWhiHOfrGRjLW6REOoctC0r/Z1tYt0xUuDsMJqiNNqXAk8Xy9d12/XyTDPLAxLjHX6a+wMKy7+deCQ896Pm3D0PfviHnXd01Jy7CGywxx4b7NPn/axMI7vHsayn6lNuzLehXueV7jcAty5A1rg7qrbxy2d+M2dufIprnOFML7nv854+Db/4i66zYmPj8LPcK6ymBQ6bImi14Pp19/hRIneAzHikxiM3akmKrMwi16XcqRgUhsIKudHYUqylGpKClAVrZS+4r4tbSDmz2n35l9KsFVFVqIazVCpwWlu8cqRpJepSWIWxisx4ZMYNSbFVT7lZkrqzyd4Skl/Yt7BxpR1t0b9uEc9Vw2tt8HSBp4x7LbrAE/e7Jwa/HLNawSAUVlDLUUlYKxRKkWtDblwhntFm0be+ulUEWPXPW5FbSe8W3XpZLGJsIeTFcqhMarXrHcdpGPgqd5EEbRw5r8jnIrLQua9I1xbizmU8DIqAaqysO94qFtX+sLzvGPe5qHL+Wgxa2VKAZ6nF7xT43HWSwlssIg6L9eCYY0ZF7kcJy8P9DVnb9ve5lp3hGmf4Nj67/MO9jGX99Kc5N+zzKuegKLj0k78EfPOa3I+ACxfcz1fa7+c3A9c5zfs28/s+7+nTcHDgsi73kr9/bKV55Z1O7oLFIGRGY4w4ArGLPy42rcyCyAyK3CowUnrHLNvMViRZXcj6VhfKWMGWmumLY1efsiBhUMrgldd1/d6umM4tF4TcKgrj2s+ktEUq++8wYMSWFepWbnu8IKvKBncSpRw5LW2wryP2W6q8ywWOKUP1CldJr8S6+ycWpSyiLLYiver6d3i8IN9ST12q8LxZ0bG3gHGLCmPFLX5WAr+6FCnyVOFUciuxmOr8K7ZLKcKzaOdbeYIS97pXbbRSCsqUNmF43TFKlouBhQ5/eS1rXIdBbvTRwvIPObk/9GH5KHJV75XnfpjBMfeLi+9v8Zy8nyFdznDN7byXsayf/jR89KNcyF/kEhchSbj0d34eWBLWGm+OhefuPYUFrnCOs6fvP15WhdJ/5VfuLZLy/vcvHz/xxOGOeVTJ/Y1wi8d7pANZkMatXq2iOGzw9RBPK+z9f0Xe8bWVL/z21JGUZH0nVAuYVaJfffyGxWJiH+iAs4VNb3R/72DM6+7zWyzsbo78AbOLGoQ33U4oHnpybzQcsc9mjtjvpy3tsHjim8/zon0KgLNcc0z8yU8efSzrxz8OsxkXeIUhXYa0eTk7R18dHGlIyTsdnY4rTHzlVw/YZZMxbZ78v//uPXcwVKg6KQ4ODk/Ot9v1Td/ktBQO+362Wu568GiRu0UWnrHcppW+8AytCy9XUOU0MufqlTsrNlzxmA2CKclBlSFiVfaFr0YFbjNo6dnZpQdZ5ZHBqbi5FIFFlR1j9nbb78AZzvNdPn6dl29ZuKSVV1nZYBd2VB7y6u/q1v0rdt9yDlj8Xl1LuDXasHi8uBcrbXzVz5XXW51AWJK3WgmFuEjH0kaprn0n3BZ1ARbiMsa6aAlGFjbewvPVcXc4+S1Rhuqlle+bi2gY7GEXfhbX2niY7YTioQ/L1+vO05nPH1zr0KoXd+H/+fvw2+/xRGWO/iKXAHiFC3yV9/Au8x9wbY9rHBZP9/f42i9e4UXcouup8b+Fj/5198ejLrpKrHreqx0WR8HnPgdF8ebPq7DaMvcokTu4L/BQFWhlbhlluijgKsO+WZnLBfDElOHllUKpKidcAAayQi/CxG5B4EK7ShuK28PhBcuQc5lLLgpV5nA1RXldXVapuxyws9lJwdqyRmA1n7x8jVLy+nLe+tLO1WtiWISli0JRaCEzCm3cPPRFKN5U4Xe3aKmKyKpq+bRwNQy5VWTGpQ+KQmEKp1yHlVuuubDJ2EWq4vbcspVqjrwsctjV/VvUBkiBFrsg+IrYXQpD3XKtW9Ih1fm0SxtU56rOUSDk5rZUDDiVPVUp7i3TJ+AWBKvXrI5x9ltEm1uuc1g87Dn3h95zr9eXnvuDIvenn14+/oZvuI8TlfHkJ3kJgF/jXXyFr+Prmi/fx0nfmfj6nV/kK+a9S3LnxXvuYKhw7tzy8Td/872dQynX0XFYrHr4Rx1qdNIRqoyaTgm8whWVVd8+tiI9R0zL6mnrcs56ZZhK5VgaWw5McaSYWG/hcfviKs49z7hqcV1Wr1diLcUqubtrxoUrnHOecuW5W3cuVRDoAuWZRRW4qzRfKZxbJfhqrKpZXkdVW6kDL7lA7uRj81yRFZq8cIV7mdHEhUdc+MSFR2o0qfFc1b5x+1OjScu/ZUaT5J47tqzqN4VAXnYZVNrz5YCZxZjYqoNgxdu9ndSrokPjOUlcX7sRsJHKFq2HVfFhbFxXQV5e112nLDZcnY5Xvpe6PFdVDFlYRWJ8MqOhWHY5YOyiZsF4IGWHxGoBZV6oWwod3Rvh7Ffauha9o0yEg3d2WF5EvktEnhMRIyJ3E87/dhH5moi8ICJ/4X6ueTuOg9x/x+9wuu9nztzf0JhKLOX9PItPys/wYfbZ4Ov/wD26ie9gfN30l7nOGf5fPoii4AnKBdI9djCAC+f9s38GH/vYfS7ijoDVfvhHaXCQtbIQKan5Gda3i35kMSyIJ881ifFIrUbjvvw9v3CtXB6gnEfl+std33OcecyKgMxq104lGTWdEXj5rWNUV6quXc+06503mWvJmpmA2AaLnL0v+WJBUvMyfL8o+6/LIS9lD7fVArqKKtiyGrzsyy5byVS2vJ4qJ7hJprCZosg1WaZJckfScdVuljsin+UBszxwNubBYt88992W+e65mUeWeeSZh8k05IKkJUkurl3ak9uS6JcFdO7mlJ0EniNhU/bnW9/i+cVi/GtYth5qMRgUsXX3b5YHrgVxoS+A0wGAlRZEd27PL6h7KaHKlucx7vVIJuUo23LhIcv2ReUb9/5KsTgmK7Tryc9ZaXl0dgdhRtNLqKv08LUHFjD2cNsJxf2G5d+2QfOHRb3uWtrm88O1wb0VaDbdVLn7HslahovDj3+cr3vlK/wj/ggAv+lP/Kb7PPE7D79x+zW4AX+b/4pfz7+lRjls4F46GFbwB/+g2x4UVvvhHylyByKV0fOnNIMEfOPIXWQpUJJDmmvmReBC7FJ+ifs502okqld535TKc0KS+UyLkNj6tJgTqYyGTqgFGQehcaNWS0U2UhbX06kTU7FpKc6Sh8xMQGY9InHk0VAJTZ3Q8BMCPyf2DUWgnRDNYvKaOLJeafeSYqn2pjOLKcexKs8Jqyxa45TzPzPK3H8ZWs+0JtUFfilOc7uITWGUC8cbRZqXHn+myTOPItGQKlSi0Kmgk5JoU7c58Z2S6FfzxlV/vlfJ5spScCdwQjt1P3Uqcipdeu6II+XCZ5YFmFTjZ7j7m9tly2PptbtBOYYoyGh6KZGUyoLGKQvOM88tDlIneIMtowc+FIHF890CQ4mhQEiMR5ZpNwmuFN8B5+WbwBIFGd3AfS4OnXPnZHvlh8F9ee7W2q9aa99smsZi0Ly1NgWqQfNvCVYL6h6kXOc3fMNbJDTzkY/ApUt823/tpo2dOgUfeMMYyBpvhN/6V34fDSYA/E7+pdt5Lx0Mx4xVZcIH0fnxoGAQ6iqhr6f0wxkqLIVOyjanSs+8SJVTLTM+GktdOY11E5lSztR9OS90ymMhiX1GWcTUhAuls443p+mnEBZLydVSR70aYlLJyEqsmCUBwyxiUkQLOVRfcjf1zJvTCWKaUYKuFZhSr70IZaFnbm6Xca0895KgdFJt7po6Lkk3VpAoTKzJEo8k9pknAbNyGycB09Rt4yRc/BwnAdNymycBSeyTJR5FrCFRqFihYkHHblFRDbjRqSNdnRokN0vtAMqQfOldF/5S3rcILRIV1MOMdhDT9mI3NAaXw45NwNi44TqTJCj1/N1MeZ2uiAdV8wBCsKGhHmS0vPgW2eBRHhGnPioRt3irpgZ6lXQvhEFOTaUEUpBZj2kRkme6XOy5yAniFgM2NLSjhL4/pa7So1XNP+Rh+QdRUHfoQfMi8lHgowCPH9Ljqted/OxweDj97pOKP/Nn4KWX4Pu/fz3q9V4QfO/38Hd+5V/xyU95/Knkf3rT8aonFY+q7LApw/KRl7EZTgiiHBM4jwxbepEJkGiGacTI1NjQE5o6oRmkXI8MRaRv0RqvtM/z2GOQ1pgUEZnnleH/mE44dxPG6kFJDIKdC5IbN/2sHESi54o49hkmNYZ5jakf0i2997pK3Ln8Oa0gYRClzGpupKmuyZKkM1XmsJfeu8oNVkCrsvJcSRVjdjfFShnCdzlymyvywFDkCuUZUqXRuuxhV0sSsdbJyhojmPJYk2koQ/1Seus6EUfqcTnkphyg46bYLVMby9nzqhy9W02vE/K6pagbgiinHcX0g+X0vVuG6+R1BmmdWVwO+VlMy3MLHSqd/XKSn9QKutGcjp67OQJWMS5qDLMaSRzgx4JODCori+Z8N362qBduaI7nRKpi4xZ2JtZOBz910YgqP69qOVu1Cdv+iJaeH7610QLFCZafOwTelNwf5KB5a+0ngU8CfOADHzjUkqjy1q9fv7UA6mHDqVPwmc8ctxUPNz7y49/ER34cbl1LPlx43/vczw996HjteKtRWEUkGW0VcyYYUo8SxmETo8Xl0DNHtipWDMvJY201p64TeuEM3cjIaz556HLCjpwN3kwhc81BXGM/bxAHPpFK6eoZm+GURj1hVKuR1xV5qPA8QZchaS9ZzhePpz778zq7jSbDoJwxLhmRZO5c/oTNqMmwHhE3Aoq5ppgLeSLoVC3z2MauzEgvW71SAyisGNciBq6K3biCPpNDkYsLf2eC9RWFthTakmvXLXC7EIwtRWBYKZy7Rfc+KT3n2E1380qC14lb2KjMee63zJ4vJ+Xlkbh57OU4XKkXNOsxG9GUvj+lq2e3zLsfmxr7WYP9eZ10FuDPBG/mrqdSdw2jNXmkyOtCUbNE9ZR+OKXvTfAlL8f01tiLGxRTj9q8PD43GE+5kbkR2HpBJ4xpapd2G5kag7SGJHp5PWMx2k0MDGsZp6MR2/5g2WZ3KFiwjzi5H9eg+cOiIvdr1x696uI13nloNuH559+efLuIfAr4TuCmtfb95b6/Bvwe3LyRF4Hvt9YOyr99DPgBXAPZn7TWVuMovx34MUADP2Gt/cSbXdtYIZCCLT3njH9AtxYzCO3CE1e5cV7lXBjMI3azFlvemEiyBUlPGxFF5EapevMCnVj8mUVPFINpjd2kyTQK2dATWipmKxjTrc8ZNFpkdUVec/PVdeKITcfueG8mqKlmPAvZiZvsRw02vYi6JARS0FJzNr0x22GdQa3GpBEymXtkscu1u/CxoHLlwvHljPRqzOkSatmLXWmsR0KRO0IuMrB+WYXvOV14lMbcgdzdOcRtpfZ7NSjFkXsV/rcLb70iP50aJLt19rzxFSZUCwLOG5A1LUXTUGsmbNZnnAonbPpjWirGl5wCYVzUOMgb3IybDGY1mHp4E3H3Nb7V884jIWtA3irYbMzZDsd09YxACgZFnZtpi/1ZDTXVeFPwYgOFxUTlgqNpCRop/XBGXaWkVnOQNxjENdSsjBakZpHbNyH06jGPRfuc9obsF03XMndYnOCQ+2HwIFrhFoPmRSTADZr/2bfq5BW5Z9nhhULWWOMk4+mn37aF6t8Hvv22fZ8F3m+t/Xrg14CPAYjIe3H/q+8rj/lxEdErBbK/G3gv8D3lc++K6ku1pYTT3pCt2gRTNy7/6rnwtE7BmwnjacTNpMW4qOFLwVYwZrM5pWgasoZgwjLvnhq8ucWfCPNJyI24xUHeILWahko45Y/Yro/xWwl5y5I1hLymsJ4r4tNJgTe3eBPwxkIyDtmdNbgWd9gvmsxsSIEsvPdTwZjtaMxGY+bO2S7ImpasKYtzF5HCBAqry6/WRVSiQMcF3szgz9yiwp+CP7H4E8pN8Mbifk4Eb6zcNtJ4I40e68Vjb6TLvwv+ROGPxW0TCMbVee3yWjMX6dDJ64nd+s7uvKbI6u61ZE3IWwbdTuk1Z2zVJpwOh/T1ZOm1W59BUed60uHmrMVsEuKNlXtdM4uOy+tooYiUu0cNi2pmbNWnnApG1FVCgbBfNN17PqktFgcqcWN0je8WHFnT0mnO2QxdVGVmQm6mLYbzyEVgEpdmsNoVAhY1Q7824zF/ny01Q2GcnPFh8E6vlheR3w/8z8AWbtD8r1prf5eInMWt6L/DWpuLSDVoXgOfOsyg+cNiVehjTe5rrPHGsNZ+TkQu3rbvF1Z+/WXgPysffxj4KWttArwsIi/gimOhLJAFEJGqQPau3S+Fce1SddGc0hNOhWOklpPXPIpAOfJLXZh9Pg65Ou1wsdagHiT0vCln6iMut/tkTY88crlhVVTkDvHI58akxbVWhwvBLg1vxIaecDoa0W3N2elEpEOPYKTwpxpVeq/e3BBMFPlYyEce+406V6IOm+GErna5ZV9yWnrOtj9kVgtcwV/usZNrslyQQi8051kZ5qJSkMIsQvQasxB2UWX/ucoEVVbe60X1PYupcgut9FVOskuxlqqF0LWcldXiVaV6VnUEuAI6lZtljp3SYw+0I/a6Im0qspaQtiFrG2hntJtztutjztUGnPJHdPUMX3JSqxkUDa5lXV6bddmb1GHk448Ef2zxZi78D1CEmqzuzp21DY1WzJnacBGZGZg6N9M2VycdslFAYyL4M4PKLVa5FEHWBNvOONWYsOlP0GLYz5tcibtMxxH1ucvxUxbf5ZFg6wVnaiPO+gd0lWu1M+aIBXUPMe6L3K21Pw389B32XwVuGTQP/Nz9XOuNsFohvw7Lr7HGfeGPAf+kfHwOR/YVXiv3wT0UyOqNLoPiHAUDWipnw58S1jPyekReV3hzheTgzSx6pLk+bnG11WHTd6Hbc7UB3faMg3ZE2hTCUOHNCry5wR8r/IHiYFTntU6XnahNV8+oq4QzwZDTzTH7nQZZR5OOBH+m0IlyIerYEEwM+dB5rnEt4katxathj5aO8aVgQ0+W3rs/YlYLSAtNVigOjJAZQUq5Oqcqq/GVoAV0BhTLXLwyZYV6Lkiu0GUFuZv7XrZvVSNiFYuRp3cavoIphWjKEL8Uy1Yw11dfPXak7gRrquI5cbnsSJGtEnsHso7BdDNanTln2yPO1wecCQaL+1BYxcDUuZp1uTzvc3XSZjaoEQwUwQiCqUXHBWIs1nMRjbQlpB2L7WZstyacDYd0tRsIMigavBZ32R038AYewcjizV1qwwSKrKFI25ZGJ+ZcfUDPm5Jaj2tph9fGXRj7eNOyUr6MEuR18BspZ6IhW2pGJIpREWGKd05Y/pGQn62w9tzXWOPeICIfB3Lg/gT5V7BaIBs+/pi9mvWYmVfxBZe7rccctJqkTcGflnKzc/CHivGgzqudHheifTbCCeeDA861hux226SdgHxfO280NQRjSzhQTA5CXut2ea3Z46x/QEs5b/tiY4+b3SY3RgHpyMOfKLyZxi+Jz5sZglFVIa4Z1uq8EvZoeOmin7urZtQl4bQ3xIRORS+3GmuFAZBIgBW1VHfTCl+DjdWygM0sCVYXgipc4ZfKVNnHXbbULdTvuEWmd/FeVTn3UgFPlUpwqrDLWfO5WSrQFSvtblqVLWnLUHzakIXHnnYNppfR6s042x5xsbG/yFk3lKtQn9mQG1mXV+abXBr32R800QcewUAIhhZ/UqAz1ymQR5q0qUi7QtoraHVnPN444EwwcKF1G3It7fLqpMd8v0Z9IARjlz5AQV7XpG0h6+Y81h5zIdqnpebs5m1enffYGTbxhgpv5l5r4bvUQt60tBqxq5JXrh9+N2+7AsTDfXiPpht9AvHQk/tq4dGqutcaa6xxOIjI9+EK7b7V2oW7crdC2CMXyIqBS/EGO02PqBSH6ddm7LQL0o6HP9V4scGLLcFQSPd9rvXa3Gy3eDK8ybY/4PHGPr/W3SLp+iQtR9AqNfhTQzAQ/H3Fbq/JK50+j4d7RIGrmn8s2ud6u82gXyOZNPCmCn9eLg7KXHgwLnuwI6EIA3aCFpd8p04XqozAd4V1bsEgCxW7atzqQBqkKnDkqcuCLq3xPYM3dyRdkW4lxyqpdXNadFkEVsnkLuRfKw37SnMXbhlIU7Ak+cIuZXWr31fywVZw7WieoghLj70mZE0hbQlZy3nstpvR7s441xlysbnPhdouZ/3BIhw/NSE38zaXkz6Xpn2uD9qY/YDaviI8sITjAm9eQGGxviJvaJKOIulZVD/lse6AJ+q7bOgJCsOgqHN53ufGsIW37xEOLMHELYYKX5G2FGkHvG7KxeY+Z4MDtFh2syavjbukBxHNgeDPXQogb+jy9Rj69Tl9b4IGxsZyJelyJHn5ted+vFjtC36YW+HWWOM4UFa+/3ngt1lrZyt/+lngH4vI3wDOAs8A/xpHMc+IyBM4Uv9u4A+/6XUKeGmyyUudTc56BygM/XCGbmckXQ9/7Galq8wSDi3ZvmK4UefqRoe44XNaD7kY7bHdGfNKv0HS1QQTRZgZvHlBNBSyfc24F/JKr8eT9R4b2uXNz/oDnm7ssNNrcmkSkk4CkqmgE01QOML1ZgWh76rpja+Ig4grfodQ54SV/rlnaKiErpqB77TndTmoRivLvm6QegHW0yvyrQrjCZ4vqMSiU9cZUHnTUhZliUg5La+UsxVumQX/uvtZee/lBLrFvPNy4VDBKieNa7Qr9HOtbq5zIGs4Uk/blrxtkE5Kt7P02J+s7bh8dUnssfXZL5pcTjZ4ebrB5UGXeD8i2tOEB5ZoaPAmBZIZ0EJe1yRtRdKDrJ9zuj/iyeYu54N9GiphZkNeS/tcmvSZ79doHAjhwEVSAIqaJukISc9wqjfmifoufT1hUNS5lnS4OWgS7GmCoastML6QNhVJV7CtnI1oWkYH4HpR55VZf6k7fxisyf140e0uH1cjOtdYY43XQ0R+EjfDcFNEXgP+Iq46PgQ+K26wyi9ba/9La+1zIvIZXKFcDvygtbYoz3PkAlkp4PKgy5d7j5PWNLEN6AZzWs05w35AMtXoVBFMXA483Nck+wFXtjvsdFuc9Q5ciL21z2u9Hkm/TjBSeDOFP8vxJ4bwQJHsK3b6LV5obS2qsbt6yuPhHjvtFvv9OuOpxptpvFihUo0/cZXz/hiM51H4GhMo5l6Ny16XQDmC1xi078LJXTVD+246macMgS7wdcGe1yDxIkx5jkrFzp+5PmyTiMv3Z6aUqF3x5C1A6ZGXQ27uJqi2HNl6GwmVU90WpF4uWopQyGqKvAZZs2x3a1nydoHfSeh3ppxtDnm8ccDFaJfTnquO12LIrMde3uSVZJOXppu8POgz3mvg73mE+xAOLP7YRUHAFdGlLU3SE9K+obYx54m2WzD09YQC4XrW4cXZFlcPOvj7HtG+JRwVqNRQhKpcGAi2n/JYa8D5YJ9IMvaLJq9Nu2QHEa19F8YXA3mkSLqKtGupt53gDjhi/w/JWS6Pekfw3E92Jfxh8NCTu6x8+O9b632NNR5hWGu/5w67/95dnv+jwOv0e++lQFYMjHeafKF7gcxq6iolUDmnmhPGGxHxtIY3FfwZeHNDdCAke4qdgxavbGzyTHiDlprzeG2f7f4WV7YCgpFHMFF4seDNc8KhItzTpN2QF1sbnApdv/s5/4DT/pCn6zfZ6TV5bhYSz2roWDnN9cLiTXN0YgjGphxQorDaY6yavFzqulfY8kY0VEJLzcFzVfC+FG5ampezE+RMwhpJ6FNEJcHXcMIuc+16zpNSOz1Xi2K3W7xvd6NvnWV+xxsrSzKXZVjfelWRnpQCMIoiwuWj65A3LVnLYFs59XbMVmvK2caQx+oHnA8O2PYHbgEjhtj67OVNLqebPD89xQuDTQ72Wng7PtGuuHD8sMCLC8RCETlij3tCvGExWymP9QY807zJWf+AQAr2iiYvJ1s8P9gi3qvR3BPCoYugIC7XnvQU8aah25/wRGOPrp6RobmS9Lg6aBPsasJ91+ZntEsvxBuQb2Scac6oqZS9osmgqPOlyUX29puH99wt2EddxOZhwD//57C7C94j8WrWWOPRg1gIbnp8rbFNVmgebx7Q8BLONobMN3xeTTTJNCQculaqcFgQ7QmDvYjnT23xdH2Ti8EuZ/wBz3R32D9VZz5quUr5qcYfZfjjnGhfkbU0+802z0WnaXtzl9/XEy4Eu+y3GwzTiFdSzTwLkFyhinKGelK4RUI1c1wU4DGgxfPWzV7PWpos1Jz2h9TFEbzvuxGoLR3T9hI6QZtrYZtBrU5cD8nrmnyq8KaCNwc9F7xYSo13FpXtVZ58kTsvQ+7u/q3mz5c5+EXoXq/k7D1KbfiqjgCKyCnO5Q1L3rCYZo7fTOm25pxqTDhXH/BYdMApf8Qpb0RdXPHc1IRcz7tcTjZ4YbrFiweb7O608G4E1HaE2q4lGhR4swLJXXV72vaYbyjmp4R0O+P01pB3d27wRLhDW8VMTcjLyRbPDc9wbbdDeFMT7VqCkTtH3vCIu4r5KYtsJzzZ2+N84FI5V7I+z49PMdut094VokGBSi1ZV5H0hWS7oL055XRjhBLL5WSDG0mbL++eRW6GRwvLP+rysw8DPvyWjaFZY4013hZYqF0XZrrGC8UWybbHM50dNoMJQS8nLTQ3xxtEu4raruBPc6J9TXhTc2mrz1dbZ6iXsrK/rnGdva0Gz04D5uOIYKzRsauwjg4K8pqmqPm8GvZpBQk9f1oOrZnwrug6856bO3616CNFgCoUYjyCAai0wJ/mi15yMQopPEZFi68VilkeMG2FzGrhIh/dUE7Jrq4SOnrGVtBhK5pwrd5hp9lgMKmTTAOymUZP9YLgFxKxqXUT26pxrGV7W1UNv8itV7eyIvTVoruqiM+rBr4IJsQNuIkgr1mKhsHWC4JG6sRg6lPO1EaciYaLVrcqv15YxdjUuJr1uBRv8PzkFK8c9BjtNPF3PEfsO4ZwYPAnOZIbjF8Se98Re3wmp396yPv713lv/SqnvSEFwtWsx7Pjs7xwcxN1NaJ2Q6gd5HjzHKuFtK2Jt4TkdMbFU/u8r32NvjdhbGo8P9/mpYM+wY5HbdcQDHOKUJE2hXjTUjs94ZmNHU5HI+ZFwMvTDV7c32RwrU3zhjp8Ht0J+L8t/woPCmJPaNHABz7wAfvFL37xuM1YY40TDxH5krX2RM8SFJEx8GYTJI8bm8DucRtxF5x0++Dk2/hua+2bjhjr6E37Wxu/51An/Pnx3z+R/3+PhOe+xhprnHh87SR+Aa5CRL54km086fbBybdRRA7tMdqH3HNfk/saa6yxxhpr3IKTPav9MFiT+xprrLHGGmusohoc8xBjTe5rrLHGg8Anj9uAQ+Ck23jS7YOTb+Oh7LOAXcvPrrHGGmvcHaXO/InGSbfxpNsHJ9/GQ9tnLaz73NdYY4011ljj0YJdh+XXWGONNdZY4xHDQ+65n9g+dxHZAV55gJc8if2Za5sOh3e6TRestVtv/rTjQTmc5sdwWvQ/Ya39xDHY8BjwD4FtXEr1k9baHxORHwH+OLBTPvWHS3ldRORjwA8ABfAnrbU//zbbeAkYl9fLrbUfEJE+8E+Ai8Al4A9Zaw/EDQL4MeA7gBnwfdbaf/M22/fu0pYKTwL/LdDlGO+hiHwKN9XwprX2/eW+I983Efle4L8pTzsH0kOasGut/fa35tW8hbDWrje3wPnicduwtmlt06O24Qj9RRwRBMCXgfcegx1ngN9QPm4Bvwa8F/gR4M/d4fnvLW0NgSfK16DfZhsvAZu37furwF8oH/8F4K+Uj78D+L9wU/p+C/Arx/C+XgcuHPc9BP4T4DcAz97rfQP6wEvlz175uPegP6dv5aaOsA5YY4011jgqvhF4wVr7krU2BX4KeOCC0dbaa7b00Ky1Y+CrwN2GRH8Y+ClrbWKtfRl4AfdaHjQ+DPyD8vE/AH7fyv5/aB1+GeiKyJk7HP924VuBF621d4uuPpB7aK39HLB/h2sf5b79LuCz1tp9a+0B8Fng5HnjR8Ca3NdYY423E+eAV1d+f427k+rbDhG5CPxHwK+Uu35IRP6diHxKRHrlvuOw2wK/ICJfEpGPlvu2rbXXysfXcWmF47JvFd8N/OTK7yflHlY46n077vv5lmNN7kucxBaOtU2Hw9qmNQ4FEWkC/zvwp621I+B/BZ4Cfj1wDfjrx2cdH7TW/gbgdwM/KCL/yeofrYsfH3uRlIgEwO8F/mm56yTdw9fhpNy3B401uZewJ7A/c23T4bC26UTjCvDYyu/ny30PHCLi44j909ba/wPAWnvDWltYN7z777IMGz9wu621V8qfN4GfLm25UYXby583j8u+Ffxu4N9Ya2+U9p6Ye7iCo963E/M5fauwJvc11ljj7cQXgGdE5InS4/tu4GcftBFllfTfA75qrf0bK/tX89S/H3i2fPyzwHeLSCgiTwDPAP/6bbSvISKt6jHwodKWnwW+t3za9wI/s2LfHxWH3wIMV8LQbze+h5WQ/Em5h7fhqPft54EPiUivTCt8qNz30GLd577GGmu8bbDW5iLyQ7gvSg18ylr73DGY8k3AHwG+IiK/Wu77YeB7ROTX48K2l4D/AsBa+5yIfAb490AO/KC19u3UI90GftqtQfCAf2yt/Rci8gXgMyLyA7jW4D9UPv/ncJXfL+Baur7/bbRtgXLh8W2U96nEXz3OeygiPwn8dmBTRF4D/iLwCY5w36y1+yLyl3GLUYC/ZK29vUjvocKJ7XM/TojInwX+B2DLWnus/dMi8teA34PruXwR+H5r7eAY7Dj2XuXb7Llj3/Jx2lRBRDTwReCKtfY7j9ueNdZY452HdVj+NpSk8SHg8nHbUuKzwPuttV+P68392IM2oCSrv4XLtb0X5+2890HbcRty4M9aa9+L61f9wRNgU4U/hWu1WmONNdY4FqzJ/fX4H4E/zwmprrTW/oK1Ni9//WVcoceDxonoVV7FPfQtPxCIyHngPwV+4rhtWWONNd65WJP7CkTkw7hQ6peP25Y3wB/DqSs9aJzoHtA79C0fJ/4mbnH4cAtTr7HGGg813nEFdSLyL4HTd/jTx3EFNh96sBbd3SZr7c+Uz/k4LhT96Qdp20nHHfqWj9OWSt/6SyLy24/TljXWWOOdjXccuVtrf+ed9ovI1+H0j79cVqyeB/6NiHyjtfb6cdi0Ytv34QYjfKs9ngrIE9kDeqe+5WPGNwG/V0S+A4iAtoj8I2vtf37Mdq2xxhrvMKyr5d8A5YSmD5yAavlvB/4G8NustTtv9vy3yQYPV8z3rThS/wLwh4+ppamySXCa0fvW2j99XHa8EUrP/c+tq+XXWGON48A6537y8b/gplh9VkR+VUT+9oM2oCzoq3qVvwp85jiJvUTVt/wt5X351dJjXmONNdZ4x2Ptua+xxhprrLHGI4a1577GGmusscYajxjW5L7GGmusscYajxjW5L7GGmusscYajxjW5L7GGmusscYajxjW5L7GGmusscYajxjW5L7GGmusscYajxjW5L7GGmusscYajxj+f58TWmPImF5hAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 576x288 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Note the transposes: first, in the constructor, second, need to transpose\n",
"# the result of the evaluation. This is to undo the transposes `interp2d` does\n",
"\n",
"r = RectBivariateSpline(x, y, z.T)\n",
"\n",
"rt = lambda xnew, ynew: r(xnew, ynew).T\n",
"znew_r = plot(rt, xnew, ynew)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "c94a1f42",
"metadata": {},
"outputs": [],
"source": [
"from numpy.testing import assert_allclose\n",
"assert_allclose(znew_i, znew_r, atol=1e-14)"
]
},
{
"cell_type": "markdown",
"id": "a3f50b29",
"metadata": {},
"source": [
"## 1.2. `interp2d` with full coordinates of points (scattered interpolation)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "8242b093",
"metadata": {},
"outputs": [],
"source": [
"# Here we flatten the meshgrid from the previous exercise to illustrate the functionality.\n",
"# Of course, a meaningful \n",
"xxr = xx.ravel()\n",
"yyr = yy.ravel()\n",
"zzr = z.ravel()\n",
"\n",
"f = interp2d(xxr, yyr, zzr, kind='cubic')"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "e681877d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# NB: this the \"not regular grid\" code path, meant for scattered data,\n",
"# with len(x) == len(y) == len(z)\n",
"\n",
"len(xxr) == len(yyr) == len(zzr)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "efeec8cf",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x288 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"xnew = np.arange(-5.01, 5.01, 1e-2)\n",
"ynew = np.arange(-5.01, 7.51, 1e-2)\n",
"znew_i = plot(f, xnew, ynew)"
]
},
{
"cell_type": "markdown",
"id": "26c56861",
"metadata": {},
"source": [
"### Replacement: Use `bisplrep / bisplev` directly"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "f4c01571",
"metadata": {},
"outputs": [],
"source": [
"from scipy.interpolate import bisplrep, bisplev"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "80cae389",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x288 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"tck = bisplrep(xxr, yyr, zzr, kx=3, ky=3, s=0)\n",
"\n",
"# convenience: make up a callable from bisplev\n",
"ff = lambda xnew, ynew: bisplev(xnew, ynew, tck).T # Note the transpose, to mimic what interp2d does\n",
"\n",
"znew_b = plot(ff, xnew, ynew)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "8121ab58",
"metadata": {},
"outputs": [],
"source": [
"assert_allclose(znew_i, znew_b, atol=1e-15)"
]
},
{
"cell_type": "markdown",
"id": "43ff8545",
"metadata": {},
"source": [
"\n",
"# 2. Alternative to `interp2d`: regular grid\n",
"\n",
"For new code, the recommended alternative is `RegularGridInterpolator`. It is an independent implementation, not based on FITPACK. Supports nearest, linear interpolation and odd-order tensor product splines.\n",
"\n",
"The spline knots are guaranteed to coincide with the data points."
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "e2c9a348",
"metadata": {},
"outputs": [],
"source": [
"from scipy.interpolate import RegularGridInterpolator as RGI"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "2a902606",
"metadata": {},
"outputs": [],
"source": [
"# NB: 1) the tuple argument, `(x, y)`\n",
"# 2) `z` array needs a transpose\n",
"# 3) the keyword name is *method*, not *kind*\n",
"# 4) bounds_error argument is True by default\n",
"\n",
"r = RGI((x, y), z.T, method='cubic', bounds_error=False)"
]
},
{
"cell_type": "code",
"execution_count": 68,
"id": "07832220",
"metadata": {},
"outputs": [],
"source": [
"# Evaluation: create a 2D meshgrid. Use indexing='ij'\n",
"# also use `sparse=True` to save some memory\n",
"\n",
"xxnew, yynew = np.meshgrid(xnew, ynew, indexing='ij', sparse=True)"
]
},
{
"cell_type": "code",
"execution_count": 69,
"id": "ba56c2dc",
"metadata": {},
"outputs": [],
"source": [
"# Evaluate, note the tuple argument\n",
"\n",
"znew_reggrid = r((xxnew, yynew))"
]
},
{
"cell_type": "code",
"execution_count": 67,
"id": "85bedb31",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7fc2e0b9b220>"
]
},
"execution_count": 67,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x288 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(8, 4))\n",
"\n",
"# Again, note the transpose to undo the `interp2d` convention\n",
"znew_reggrid_t = znew_reggrid.T\n",
"\n",
"ax1.plot(x, z[0, :], 'ro-', xnew, znew_reggrid_t[0, :], 'b-')\n",
"\n",
"im = ax2.imshow(znew_reggrid_t)\n",
"plt.colorbar(im, ax=ax2)\n"
]
},
{
"cell_type": "markdown",
"id": "a52e09c8",
"metadata": {},
"source": [
"# 3. Scattered 2D linear interpolation: prefer `LinearNDInterpolator` to `SmoothBivariateSpline` or `bisplrep` \n",
"\n",
"For 2D scattered linear interpolation, both `SmoothBivariateSpline` and `biplrep` may either emit warnings, or fail to interpolate the data, or produce splines which with knots away from the data points.\n",
"\n",
"Instead, prefer `LinearNDInterpolator`, which is based on triangulating the data via `QHull`."
]
},
{
"cell_type": "code",
"execution_count": 71,
"id": "e3e95a1a",
"metadata": {},
"outputs": [],
"source": [
"# TestSmoothBivariateSpline::test_integral\n",
"from scipy.interpolate import SmoothBivariateSpline, LinearNDInterpolator\n",
"\n",
"x = np.array([1,1,1,2,2,2,4,4,4])\n",
"y = np.array([1,2,3,1,2,3,1,2,3])\n",
"z = np.array([0,7,8,3,4,7,1,3,4])"
]
},
{
"cell_type": "code",
"execution_count": 72,
"id": "a4854a53",
"metadata": {},
"outputs": [],
"source": [
"# Use the linear interpolation over Qhull-based triangulation of data\n",
"\n",
"xy = np.c_[x, y] # or just list(zip(x, y))\n",
"lut2 = LinearNDInterpolator(xy, z)"
]
},
{
"cell_type": "code",
"execution_count": 73,
"id": "402a4689",
"metadata": {},
"outputs": [],
"source": [
"X = np.linspace(min(x), max(x))\n",
"Y = np.linspace(min(y), max(y))\n",
"X, Y = np.meshgrid(X, Y)"
]
},
{
"cell_type": "code",
"execution_count": 74,
"id": "ee2409f7",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x7fc2e0910a90>"
]
},
"execution_count": 74,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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OzN1TMd7z6zYUWSIYzxJNaVgVkfre3TGFBJxd52fX4DwmGVaVOQhn4OhUHLdVYV2Nl8d7RbW6udTF0UnRf46kRG8ZIJLSiGc0VFmi0GXhviOiiHZOg59nBubRTVhd6WE+qTEwl8Rpkan1mHQGhWNnpc9G/2wSSYKJ+RSKLKHKEt99qIdvd9zLBS0lbFlWlV+rMDQ0xP3335+3OHopeKlkPh5Wq/U50tNQKMT4+DjRaDQvPfX7/aclPYXTc2F5OZL7FUnmE/WOT3fS6Xic6Mw8Ekzw7l+1kcjolHisOCwywXgWE3DbZUBHVSR2D85jArUBO4cmRdSsK3CQ1nQe7w3htCqc2xjggc5ZADZU2Dk8nSapmbgsEh6bTDCpAyaxlJhGclhknsyl5k1FTg6OiZ50XYEDwzToDKZxWGTOafizCGVTjZf2sRhpzUA3DKyJKeYSCe7rTdA2NchrW0upKXBQXl7O0aNH8fv9L/Ib+DPONJmPh81mo6ysjLKyMkBo5p9Peno6OFUXlpeLxdIrjswvZOezsP4lGAw+76TT8Tg+Mk9H07zjl20E4xmuXFXKA0dmSGkGTUUOTEmmb0aky1VumYGwDsBMLIMEuGwKg8EksgQ+h4pkwgOds1gViS0NAXb0iHPuhc0F7B+NEExqFDgUSrx2unKpud9qksiKJUULgxp+h8pgMIkEuC3gsKs8fHQOqyJxXlMBjxydwwQuaCpg32iY4HyIAreDkhInPTMJfvzkCGfX+7l0WTGKohCPx1/KV5H/vP+aP/ATSU8XimnxeJx0Os3Y2Bh+v/+0XE/h2eQOBoOUlpY+y4VlIXL/rWa5X1HzZwt2OScjcjKZZM+ePZimycaNG09bjbQQmcPJLO/4xT6mo2kq/Xb+eHCKlGZwfnMhI/Np+mbi1BfYafJLDIR1FFlibbFMUjMwAZdVxq7KSEA4qZHWhdOIaZo81hNEApYUWdneE2Q+qbGhxguSTNdUnCK3hXPq/YzHxWtZVyWMC0wgk9Xy1e5YFsKJLFZFpNQPH51DkmBzvZ8dvUGiKZ0LVtUyH0/RPZ2gym+ntdLDMwPz3PBoP6OhOA7HqVe9T4a/NpmPxYL0tLKykpUrV+aNEk3TpL+/n927d3P48GHGx8dJJpOn9dgLc9oL014L2V8mkyEej/P2t7+drq6uv9A7OzFeEZH5hXrHID78ffv2sWzZslOadDoeC5E5kdF576/3MziXwDBhPinOpW6bymM9Ip2tC9gYCqYwgDKvjQq/jbbhCIoMV7aWcfehKTTDZEmJk2Aiy2xMnMkqvDbGc/3kwZBIp4vdVvbm1GM1AQehRIYnB+bx2VVWV3l4vDeEBLx6WRHbe+bI6CZFdsjoJpEsqDKsq/KwcyCCYYo+tSyBLElM4qfY52Y6mWAkBDOxNHaLRCYyx11aMY4pB+fpL11FdibaW2cCpmlisVjyQqBjpafd3d357ZsLafnzGSMe3yY7vlIeDAbPyMXwdPB/PjIvFLlORmTDMPIywrVr174oIoP4sjKazkf/cJCDYxGKXBZWlnuIpASZy33ii5clGAqlQRLEmYyk2T8Swa5AXYGTOw9Mopsml60oZmA2yWwsy8pyF41FTsYjaSyKxMpSGxmRmWMaBpIEVkViOJQkkdXx2BSSGY3He0PYVZlNtT7u75wlo5m8d0s1WVQiWYnLlxexpMjGzoEIpQ54bZOoiEuSxNeuXspwxCBavZnNtR6qLVFic1PEZydx+ItxNG7ingGNN/9sP30zLz7dPhNkPl548lIe53gCLshOV69ezYYNG6isrCSVStHZ2cnu3bvp6upiamoq75xyLJ7vfcXj8dOS/54J/J+NzCdbBXMsEokEBw8epLS0FK/Xe1pGds95PiS+8vAoT/RHOK+5gAOjETomopR5bCwtc7MjF5U3VDpoG0+hGSaGaeKxKSSyBindZCycEudku8p9h8UAxrpqLwfGouiGSVOxE6ss0TEVxyLDxUuLuP/IrChsFToYDaVIZg2iaR2vXUXLTVBNRcUPzaJI/OnQFImsjt8qzuGrK70ocoappInT4wVm0A2TR/YdJWCXmTML6fedS8Y+y7rlCgG/n71zCg6LzIZimacn41z/0zY+ua2BN22oQD5NYp6pyHwmUvUXuijIspx3PV24/cmkpy+kBlyYHvtr4v9kZD62ZfB8k0779+9n6dKl1NfXoyjKaVngHP98//PMLNv7IxQ4LTzeEySc1GgsdhJJZdnRM4fbAuc2+Ng9mkQ3TK5qLcUwIZrWKXSqlDgkUlkDwwRHzvbHoki0j0bQDZMyr43emQRHpuIEHArlHtGCsigS79lSRf9skkTW4EPn1bKy3E0kpbG8zM2HzqtlMJjEbVP43zeuJJTIktVN3rvKQpXfTttohNeuKmFrQ4Df7Z/B71C5dnUZ9w0ZzCUN3rvOh82qoLlLmVaK6IxaqQ7YqQ04eHJCx6LItFZ4+NqDfbzvpoNM5o4Bp/PZvZwi8+k8zoL0tL6+nnXr1rFu3TqKioqIRCIkk0n27t1Lb28vs7Ozz9rKCULscqpDJM8HSZI+LknSYUmSOiRJ+p0kSSct9PyfI7NhGKTT6RPudALyO52mpqbYtGlTvr1yqtrqE+HbD/dyb7c4t3rsIrpbZIm+mQRpzcBlkUhkYWd/GJsqs67ax58OTpHI6LxqWTHJrMF00qQ6YGdjrZ/xsCBEa7mbheNgOCFEH3ZVJpTUGYsIEwJJgpv2jKMZJjUBB//z+BBdU3FWlLvpmIhxd8c0FkUikdb59vZBsrqJRZG4qTOL3aogS7CjZ46NtUKXHc/oXLa8CKsiPrd90wbxrMSGGi9+p5VE1mB0Ps1IKIEsCfeTBXHL/pEI1/x4L/cdnj7lz+5MRea/BZmPh6IoFBQU0NjYiMvlYs2aNQQCAebn52lvb2ffvn309fXx6KOPnpHXK0lSJfBRYINpmisBBXjjyW7/f4bMC9E4nRZEOFHvOBqNsnv3bnw+H6tXr37WBM6LJfPPnhzixzuH8Ntlzq11MZSTYK6r9mKRQTchq5t4HCqyJJHWDDomhNqqwmfjgc4ZommdRp9EMJFlz9A8pR4b5zcF2DcaRZYlPnVxPUgSWd3kkmVFnF3tRDfBZVX4j9csIZU1UCT4zyuaKXRZ0AyTa9eUcdWqUoaCSVZXevn31zRzaDyKVZX59rXLmEwIYcr7z6kho5t877Eh6gsdFLutfPTWI2R0k7dvquTgeIyMbqLIEjNxjXMbA2ys9ZGr67G61EIsd4DfXOUgoxl85s4uPnNnJ+Fk9pS+tzMRmc9Emr1QgX6pWCjILUhPm5qa2LBhA62trXg8Hm699VaGh4e58MIL+epXv/pSn04FHJIkqYATGD/ZDf9PkHmhd/x8k04jIyMcOnSIlStXUl1d/ZzbvBgy39o2xtcf7KGp2IVuwBNDcTw2lYubxeBD1oDLVpTgtFkIJzVcVpklJcIOCITTCAg5ZV/YJJHWKffamIuneaw3hN+hUuW3882HB0hmDS5ZWsRdh6bZNZLgrConiazOl+/vxarKFLqsfPSWw8zGs5S4rXztgV6OTsWwKhJ7h8N0T4vomdEMDoxFceUyvMG5BJcvL0Y3TGRJ4kuvWUIyd3GwqjKGYbKi3E3bSIS0ZtA7E+fAWJQNNT4afRL7p7K4bQrbmvw8PpQgq5usL5G4//AMV/6/3Tx2dOoFv7uXGqX+Vmn2yXCyi8KCMeL//M//UFVVxS233MKmTZte9POYpjkGfBMYBiaAsGmaD57s9i97Muu6nvfdOtmk04EDBwiHw5x11ln5kcXjcbpkfvDINF/4Uyd2VaZ3Jk5CM3BZZFIZjYd7wlhkic31Ae47PM18Msu2pUXYLQrd03EKnBYubCliKipEIm/fVI1NEb3gMp+dC5YUIyFS3ndvrszLKLc2BGgocmIitNkfOq+WaFqn2G3lf96wglhaR5bgB29Ygd9p5eh0nHecXcWGGi+/3TNOudfG1a2l3PjUCNEMXN1ayv2ds9x5cIqlpS76ZhN88d4eFFliRYWbG58aQZbgrFo/umGyud5PVjfFBWE0zEjUxGVVyGo6j/WLqS23TaV91hR9bd3gw7ce5WO/2snBI13MzMzkC5IL+L9UADtVvFCE1zQNRVEoLi7m4osvftHPI0lSAHgtUA9UAC5Jkt56stu/bMm8kFZnMhkikcizBs4XEA6H2b17N6WlpaxcufJ5P+DTIfNTfXN8/JZDGCasqfbhsMjohnDZdFplcZY0TPYNzwNQW+Dgka5ZpmMZNtT6UWTYfnSWSr+di1qK+PGTQ2R0+OS2Rg6Ohnm4a4bXrS2n3GvjP+/rw2FV2Fjr40v39tA/m2B5iZ0HemPctHccj01hdD7F1x/uRzeF4usr9/eiyhKKBPccmmJttTgPBxNZrlhVkh/cuLilkOYSJxnd5JzGAt51dhVj8ymKXBauWy0mwwpcVn72zCiGCR6bwnxSY1tLIY3FLlI6ZHWDxmJ3fmhjaakrf85vKHZR4LTwyIjBv+wIs39wloMHD7J37968ym6htvFS8HKMzM/3OPF4/LSloyfBxcCAaZozpmlmgduBLSe78cuSzMf3jmVZRtf1/N8XJp06OztZvXr1CUcWj8fJqtnDw8P8+te/5pvf/CZ//OMfefzQAP/4uwPYLTJXtZaya0AYB6wrAq9NIpw2sKsyKyu8ZHTxq15S4kKVJWQJJsNJKv1OLIrE2HyKphLxpZoIUUZDsfj//XMJ3nV2lXAWkSX+7bJmLDlV2Hs3FNJSZGU8nObVy4v5h3Nq2DsUJuC08NXXLuXAWJSJSJqPX9RAMJHlZ0+NsLrSg9eu8JGbD2OYJuVO+OQdnfTPJKjw2fjZUyPsHpzHpspEU1m+eG8PHrvKRy+oBQRJHzo6h2aIFlrvTII1xTLLytwcmYzhd6hcubI473zy+nVlHJmME0xkuaCpgPmkzqcfmmF/qpiVq1rxer3Mzs4SjUY5dOgQQ0NDz9lueao4UwWwFyLhqeKF5qrPYI95GDhbkiSnJK6I24DOk934ZUXmBSVXOp1+liTzWCJmMhna2tpIJpNs2rTplK+Ax18QALZv387nPvc5HnjgAbq6uvjpr37L9e/+IMyPk9F07jo4hSJDa7FC2yzMp03euqmKCr+DjvEILaUu3ndODQ91iQGJ771hFcFElvbRMO87p5aNtX7+94khCpwWLqpS+NWuUXqm41yzppx9w2G+9egApR4rGU3nH353iLRm4HOo/MejE8zGdRwWmTsOTDKfKzSFElnm4hnsFvG1jYeTnNNQQO6awhde3Uwya+CyKXxkjQ0JCd2E/7xiCfWFDg5PxthS7+cfzq3DBGIpjS/c3YNVkbhkWTGmCWfV+RkOij55d9CgezpOudcGpsndHTNYFIkyr42b2ybRDZNyr03IQ9MabpvKDTsGec9Nh0mpbpYsWYLb7Wbp0qVYrVZGR0fZvXs3hw4dYmxsjEQicUrkPlMFsNM1NzgZXijNPlOR2TTNXcCtQBtwCMHXH5/s9i8bMp+od3ysRE7XdYLBIHv27KG6upply5adds/w2Mg8NzfHjTfeSElJCZWVlVhdPg7OW9AllYmdt+KxisfWDMgqQpZnU+CejkmiKY2A05Iz10vnbmdyZ/sEPrsFWYL7j0xzfrNw8oxnNLZUCiEGwDmNhVy4pJBYWmdlhYevXrWU8XAat03hJ29pJZE1mUvqfP7VTVT47PyhbYLVVV7OaQjw3w/1k84avGZlCTftnWBHzxxrqoTw5OsP9WHNtal+dChDSjOwqTJfurcHSRJmgdt7gnx/xyCNRU4+e4lYLGdVJL6/YxBZgmq/nWRG5+KWQlxWcbSYi6ex53rjWd3Epv75c7co4LTIGCbImDQXO+mYiHLdT/Zxe/sEhmHkhx+WL1/Opk2baGhoyK/22bNnD52dnUxOTp5QZQUvzzT7+cgci8XOmGDENM1/N01zqWmaK03TfJtpmidt9L8syPxCvWNZlpmYmKC3t5f169ef0sji8TiezG1tbei6js1mwzRNdnTPkMwabFlahU1PMDk6zOoKJ5++pInOyRg2VeI/LyxCM0ymomk+tq2RS5cVc9/hKWoLHHzuVc083DUr0t9tjQwHE9ywvY9lZW68dgvf2pshmTVoKnbyuTs62Ds0T5HLwiNH57jzgKgIx9I6v3xmFFkSZ+Nb9k+yulKokUZDSd55VqV4LxK8ZUMFZV4ruglXrCzmta2ljIXTrKr08OUrWxiOCtJ97/rljM2n6JtN8JHza7mopRDNMOmbTfDfjwxQ4rHy2UsbAXH2v7V9EhMhdplLwauWFdFU7BYmCQ5VyFDnkiiyxJs3lDMezpDIGly2vBhZlumZSdBY7KS+yMm/39PDDW0pgok/F8UWrHmrqqpobW1lw4YNVFRUkEqlOHz4MHv27KGnp+dZQoyXYwHs+R4nFoudqTPzaeFvSuZj02o4ce84lUoxOjqKYRinPel0LI4ncywWy38hk5E0MzHhp7VnaJ5E1qDKLdE+nuDBI9NIiIj0i/Ywui4i2Y8eH6Awt5VxdD5JVcCOJSfEsCgyF7YUk9VNfA4L37xuBUkdnFaFH715DU6rQjStc22DyYpCmcf7gqwqc/L+c6q5u2OatGbynnV+2kcj3N0xzUVLCklmDT5+eydWVabYbeUDvz/EZCRDmdfK1x7so2M8ik2V2TccoW1ECFzSmsHOvhBeh8gWvr9jgCd6g5zfVMBluXbVdDTDv93dg9um8Ib1FYDooe8bDmOYcHgiRu9MnJXlbuyKxH2HZ/DYFJYUO7lp7wSaYbKy3M19R2YIJrJU+e30TCfonopjV2UOzZpc8+N9bO+eO+n34vP5qKurY+3ataxbt47CwsJnCTEmJibyR6+Xgr9WZP5bSDnhb0jmhd7xQlp9oivvzMwM+/bto6SkhMLCwpd0dT6ezE1NTRiGgWmatI8K5daWSgumrmOaJp+5bjOXLCvmwFiE9bV+Pn9pPUdmsyQ1ne9cv4r5ZJbf7xnj4qXF1BW6+PgtHeiGqBp/7YEedhydZVmZm2cGQnz1/h4kIJ3V+cjv2oindWyqxF1DCqUFPiSgazqBMS/0ACbgUKGpONemcqp88NwaYse0qeIZHUWC779+BQVOK32zCd61uYqz6nzcsn+CIjtcv66MX+8eI5TI8rXXLqXAZSOrm+wZDPHI0VnWVXt575ZqzNxr+9qDfVgUiTVVXjTDZE2xMArM6Cbd0zFiGQOrIhFN60xGcxdgSVzMlFwBcC6WpsRjRTNEi6vRLxFOaXz0lsN88Z5u4mnt+K/mWVhQWR0rxLDZbMTjcfbu3cuBAwcYHh4mFouddjHtLzWwcTzOYDX7tPA3IfNCWn2yueOFSafh4WE2btyIz+d7TvHqdHE8mZcvX05jYyPd/YOMh4Qsc894inR4msCSjXztsUnCySyKLNE2LKI1gGnCofEIK8q9mIh20GcuaSKrm9gtMl+8YikBp4WsYfK+rXVcsaqUo1MxmvwyH97kp3Na2OjecP1KgokMj/aEuGZ1KWU+O7/oNHBaZJYXqfxg9zy9MwlaCi3c3j7Fb/eM5dtU//VgH3rurXzp3h5kGRRJ4o72SVaUiz57OAPblhTl21S/3DXKVDTNJUuLKPXZyegmbSMRfvHMKA2FDj5ziUi1fXaVnz09ioRwAg2nsly+opiaAifxjI4tt0InlBDrca5eVUo0paMbJpcsLcRuVZmOZlhW6mJ1lZeeeRO3VeHKlcXc1j7JtT/eR/to+JS/N4vFgsfjobS0lE2bNrFkyRJUVWVoaIjdu3fT0dFxyvPIZ0oBdioFsFd8ZD4VSWYikWD37t3YbDbWrVuH1Wp9SbrqBRz/GIqi8LnPfQ5LaTNGLEihGSEcnse7/Dx+8Z8fI5bS2D04z/vOqaWl1M23tg/htEhcvbqcHz0+yN6heS5eWkzb8Dyf/1MnLquCacJ7frWfUCKL36Hy73d1MjqfQpUleuZ1grnShW7CnsF5agKisDYSSvLuzdVoholFlfnsRdX5TRcf3lpBc4GFiUiGjaUSb1zpZe+wGPj4xjXL6BiPMRnJ8JlLGoikNH7xzCjrqr14rRIfu/UIhmnyofNq6JqKYZgwF88wEkpx2fJiNtX60AyT/rkk//VgH0VuCx85vw6ApWUudk+KwZDhUJKBuSQXLikk4LSwsy9EsdvCxhoftx+cwkSY+j/QOUcokWV1pYeemTjtoxE8VvG933N4BlmCjGHy9l8e4HvbB8jqp/adHhtRHQ4HFRUVrFixgk2bNlFXV4emaXR3d+dHFqenp58jXjn+cV4KToXMJxMv/SXxVyPzC80dw3MnnY6vZr8UHE9mXdcZHh4mteQSmq/7BNqmt7P8+s9Q0HoBX32oPz+Qv2coxOvXVWKaYJgm/3BeHW6b+CKvbC3lta1lzMQytFZ5+d4bWhkOJbEoEj9/+zokSaJ9JMyra2UavBK/aZ8n4LRw/boKfvr0CD0zCa5YUcKe4QjffqSfEreVVEbnc/eNktFNvHaVLz40Tjgj4bDIPD6qEctlqcFElv3dQ9hy5/SBuSRbGgIYpqisv2WpSkozkCWJSEpHN8Sqm47xKJphsm8kTNtIhAubC7g6N+E1G8vy7/f24LQovHq5KDJurvfTO5NAN8RxJJgQ8s6ZWJYDY1EkhLvoMwPClNCmyhwai2JTFWQZohkodNswTDBMYdwP8JOnRnjLz9vpz62zfT6cjISSJOF2u581j1xWVkYsFuPQoUP5qaa5uTl0Xf+/KBo5LfzFyXyy3vGxONmkU/5FnuHIvBD907Kd7qDGvG5F8RQxn4UPX9DIwGyCaErjYxc1sm84zDce6qUmYEcG3vbzfcTSOlV+B5+9/TB7hubx2FSe7g9xX4eoSmd1k58+NYRDFVXpozEbZ1fYMIFUVudNG6vybaoLWwo5v6mAaFpndZWXr1y1lIloFqdF4idvXUU0ozMdy/CFXJvq7q4Ia6u8nNsY4DcdCTK6ydZKld/vG2d79xyt5cLc7zddWRwWmVUVbn69ewxVllhe7iajm1y0pBDdMNEMk519Qe45PM2aSi8fvaBOfGcYfOfRAWQJGoocpLIGF7cUYlcVYmkdqyKxutJDKqdBP6+pgFTuGLK5zo/HrhLP6DQUOWn0SQwFk3hsCtesLuXwRAxJgjetL6dvNs7rbtzHb/eMYTzP+fdUq9kLI4sNDQ2sW7eONWvW4Pf7CQaDtLW1EQwGGR8fJxwOv6Tf019RNHJa+IuS+ViT8ZO5ZD7fpNMCzmRknpqaYv/+/SxfvpzOqIgSlX47zSUuKnx2vvNILyaiCNU3G2djrZ9kVqel1M1H1ruZjWVwWhV+8Y612Cwq4+EUn7qkiXObCrm9fYLqgIOPnF/H3YemmIppfPD8OvpnE9zcnaa52InTqvCuX7aRzBrUFTj45z92sX80QqHTwkNds9yTGy9MZE1+/cwYSq5NdWv7JGuqRJtqJJTk7Zv+3Kb6x0tWUuaxYphwVpnKuRUKwRQE7DLnN4j7FDpVfrlrDAnRGw4lsrxmRTH1RS6yukn7WIT/9/gQ1QE7n72kSdzHLvHbPRMAucp3mouWFGK3KBwYi1Lps3Fec4HYXKlIXNNawmO9QcIpjQubCxkJpegLm9QE7NgtMnccmMKqSNQVOPjdvgkyukmV3/6Cs9IvNqKqqkpRURHNzc1s3LgRt9uNw+FgfHycvXv3cvDgQUZHR4nH46dVTPu7OzMvFLmefvrpFz3ptIAzQWYQvkxjY2Ns2rQJn8/HQ50zVAUcjM2nOK+pkNZKH9lcevv+rbXcdXCSPUPzNJe4BNH6RJElkdH5z3uPohvCiO+nTw7SlJNpTkVS2GLjWHKFpyK3jQtbitEMKPFY+eZ1KwmnNFxWhR9cvwy7RSaS0vjMJQ1sqvWxvXuOFaVOrlvm5q6OaVJZg09ua6BtJMJdh0SbKpE1+MTtndhUmWKPjQ/87hCT0QzlXhs/a48wlrbiUGE2rvHdx8fwWuGqRjGHvazUxYOdcxgmDAaT9M0muHxFMec1FaAZJiOhFF+6rwe/Q+U19eI+rRUeHu8NoufOz+GkRonbykQ4zc6+EBZFCFLu6pjBRDiObu+ZQ9NNrDIMh4SiTEJ4ky1MlQEk0hoOi8y+oTDX/mTfCWelz1R6bJomZWVlLFu2jI0bN9LU1IQkSXlzvyNHjuTbYM+Hv5vW1PG94xMJ7U910mkBL8UlBMh7OkmSxNq1a7FYLIQSGXYNBPOtkp8+NcxdhybZWOsno+k83Dmd7xtfu6aCzQ0BOmZ1NtT6+ZdXL+GxnjniaZ0vX7WMyUiaXz4zzFk1HnxW+P6BLJphsqHWz3/cc5THe+aodAuf628/0oskQTKj82/39JLMinbP9x4byq+L6ZlNUOdXkRAZQsApNj0u7HT+cH6aysL/vH45iayYpvre9cspclvpn0uyoVThbWcJE/tIBn5yIIldlVjpE77ea8us9M3E0Q2Tp/tDPD0Q4tzGAG/eUIFpCtfQXxzJYlNlLmwWktFzGgJMRdLEMzpIJjUFDnTDJKubLCv78zBGY6EDp1VGM0z8NqH7DiU0nFaFK1aWMBZOI0vw5nVlBJMayazBRUsKcVpkPnNnF5++48izZqX/EqKRY507V61axaZNm6iqqiKTyXDkyBH27NlDd3c3MzMzz3ER+bsQjRwvyTzRF7Aw6VRSUvKCk075F3kCXfWpYnZ2ln379lFXV4fL5cq/poc7p3Pumll8DpUitzVXvAnzri219M8J/+mz6vx848EeRkPC5/rAaJiAy5InWjCRZU21D8OEeDzBf1y1nLRm4rQpfP2aFfgcFjK6weuW2rlkaSGHxqKsr/bzxSuX0pazDPrG1UuZiaZ5oHOWq1tLKXBauGHXPHaLzLpqL/9291F6ZhK0Vnq4tX2S3+TbVOl8m0qWJL50n5Bt2i0yT4zp/GLXGKsrPfkKtSxJ3NydQZGhochNSjPZUCojmzpZ3WRnX4hb9k+wrMzNp7aJ+1gVuOGxIWRJbMaIZ3TOaypAQmIwmKQmYOfCJYXsGQpjVSTevKGC/aNREhmD17aWEM1A11ScZaUuitwW7u6YxmVVWFPp4aa2SbK6yYYaLw8dnWMqmqGuwMGDR2Z57f/uzRfVzmRkPtlFQZIkvF4vtbW1efFKcXExkUiEAwcO5F1EQqHQK7+abZrm80oyj590qqioOOXHfjFptmma9PT0MDAwwIYNGygoKHhWdH+ka5aAU5ByWZmH2ViGf351MwGXjf99YhCbKpPRTUo9NgpcFkZCKS6vV6nw2fnnO47gsCpc1FLMNx7sYffgPKvLbHTM6XzlgT7sFpmsZvCBm9oJJ7N4bCo/PyjSU0WW2Dc8TyyXERgmdE3FaCgS/tdT0TTv2FCCZojK8H9csQRVEdNUn9rWQGuF2C316hUlfGBrDXuHIwScFr5x9dJcmyrNFy9vpiUgoxsmB8ai/PCJIWoKHHz6YqHFLvfauK1DGO17fX5CaZOLGj00BlSyuknnZIxvPzpIgV3iX1/dDEBNgYOb909imOL8HElpNBY5mYqk2NE9h9um4LEp/G7vOCbCZeWPB6dJ6SKb6JyKM53bWhnP6PTlltspssTRqbgY6ZQlRkNJijxW5pMa77vpEF9/sE9U5c+QofypRviF7ZSNjY2sX7+e1lYxCTY9PZ1fMjg0NEQ0Gn3OeTuRSJwRMkuS5Jck6VZJkrokSeqUJGnz893+jJF5gcAnKnKl0+kXNemUf5GnWc1Op9Ps3bsXgA0bNmCz2Z4V3WNpjZ19czSXuDBM8hHgtrZxFFkQLOC08O4tNfzp0BRzcUHIHSMaly4vyY8t/tO55Thyhp8f2raMy1aUMjqfYkONn2+/biU903FUReJnb19L1jDZPRTmXZtrWFbu5psP9eKzq7xmRTE/2jlC11ScS5cW8fTAPD98ehK/TSae1vjg7w+T1gzcdoVP3naE6ZiYmrqzfYJwzuY3lMgyERHraBbmnXvmDa5YWcLWxgCaYTIcTPIf9/dS4LTwni3VgNhPtaMniGHCSERnKCIGLC5uDqCbEEyZ/PMfj+JUJd6wyp+/z+6heZJZg7Sm43VYkCShKy90W1n4WXtsKlZFwgQsskltgUM4nCgSFy0pJJzSkIArVwiPNM0w2drgp8htZTqaoTZgZ0u9n9/sGeNTD87QM3t6JvVnGhaLheLiYlpaWnC5XPlJsJGRkWdNgi2o085Qmn0DcL9pmkuB1TzP+COc4TT7RFdPwzBe9KTTAk7nvBQMBtm7dy91dXU0Nzfn73vsBeGx7lmy+p/NBSTgnIYCuqZijIZSvGF9BaFElgeP/LkY855zajBMuHHnEM0lLtJZjff89iBJTRjVf/LWQ3RNRnFYZHb2BdmT26ec1U1u3T+Ozybe967BIK9bW4lhCoOD926pzreprlhZwvlNBURSOsuKLXz5qhaGQ8J586dvaSWS0piMpPn8qxop99n5/d5xWis9bG0I8N8P95PKGnzrumXIkoRhwpN9QZ4ZmOeC5gJev64M0xTE/9K9vdgtMuc3FWCYsLUxwEQkTVY32T04zxMDYdZXe7mq0SKknrrJ13dMoEjQ7EyhGyYbqtwkswYzsSzVATvnNxXQPZ3Arsq8fVMFPTNxMrrJBZUyCc1kKJhkTZWXmoCDR7vn8NpVzm8u4M5D03n12OO9ISajGVorPIyFUzw1MI/foRLPGLz3D93c+ORw3orpbwnTNHE4HM+ZBDMMg3/+539meHiYD3zgA/z+979/0bUeSZJ8wHnAT3PPmTFNc/757vMXq2YvjLilUilaW1tf1KTT6T5ff38/PT09+fPOsTiWzHe0i3aLYcCaKiHL7J2Nk9WF5e09HVNcvlJE2UKXhc0NAb63vR9JEufkbDrNe1e7mU2K4YlfvXMdJjAwl+AT25rYUOvjl88MU+Gz8+4tNfxh7xiTcYO3bCijYyzKNx7qoa7AgSrBe357SCxY99n5zJ2dHBqP4rUrPD2a5tHcwrdYWuf3+yZQcun2HQenWV/jwwQmwinefXZV/gx/2/5JwimNjaUyVlUUoR7vCXJH+xSrKjx8Yls9INxFv5c7C1cH7CQyOttaCvE7LaQ1g30jEe4byFJX4OA/r1gCCGfSW3uyGCb4lCyRZJYlAYWZaJrHeoMUuSwUuS38ardItVtKnOwYM4imdKoDdtpHI/TPJnBaFWIpjWcG5gHhkfZYbr+W3SJzcDyKVVVQZIn5pIbdIqObcMOOQd716wOMhP62Ufr44LIwCVZdXc1vfvMbKisree9738vk5ORLOR7UAzPAzyVJ2i9J0o2SJD1vuP+LkDmVSrF3715M06SgoOAlmc+fCrLZLPv37yeTybBx48YTrgVZ2BWVyursG55nZYUn5/4hZmincj3O16+vxKLI3NE+QZnXxlw8S5nXhkWRiWfhklqV4YjGbb1ZJESb6oePD6LKwk7o1v1jbKoNABBMZLhkeUl+/rel2Mm2pcWksga1hU6+/toWgoksLqvCj9+8EosiE0xk+di5FSwrsvBA5yyrKjy846wqbm+fJJnR+acL69g3HObOg1Nc0FxALK3zsduPYFVl3rqxnCf7xZFBM0xmYhmuWlVCS5mbrGFyaDzKDdsHqfTZ+VxOi10dcPC7vRNCOaYbTISFfntDjZesIdpX/35PDwGnhf+8Qpyf6wocPDKUJmuAx+XAaZFRJJiNZ0lnRBXaNCGe1pEQmU80lT1mAENnQ60vLzo5p0Gk9SaiDVbisRJNaZR7rGxp8DMVN7CrEm9YV87BsQjX5malz9TamjMNWZbZvHkzH/vYx17Kw6jAOuCHpmmuBeLA5573eV/Ksx0PSZLyk04NDQ00NzejquoZ6RGfDAvV8crKSpYuXXrSK+HC1XRn3xyJjKjeyhKMzafyLaH1NT6+t72fREa0epxWhTdtqOSO9kkyuoFbNdk3A1ubCpmMpFle7uGD59Xxp4PCDeRzr1pCz3Sc/905xIZaP167hff+aj9pzaDer/Cl+/t5sm+OqoCdx3rm+NkzY4Aw9vvKA31kdXEW/8WeaYqd4n30zsRZV+3NR95yn52WEuHDVeKx8dEL6oikdCyKhMcu3sfqSg/tMyaGCb3Tcbqn41y+opgLlxTmbYE+f083PrvKe3Pn59ZKDzv758kaJn2zcQ6Nx1hVpHDdmjKyhkkokeWjt4je9j9srUaWYHmZm8OTCWYTOkvL3Gyp9zOTMLAqcHGNwlg4jQlcvVK0tqajGTbUeGkpdbN7KEzAoXLFimIePjqHaZpct6aMfcNhpqMZttT7iaQ1nuqfp8AuUeK28Ie2CZAkGgvFrPRHbj7MXPzEhgbH40wS/4Ue6ww91ygwmnMbAeE4su757nBGyTwwMJCfdFrY6XSmBB/w7A/JNE2Gh4c5cuQIa9eupbS09JQe464Dk6gyHJ2K5YUdDUUuSr02/u01S1Fl4X39ofPrGQ4muD93bjZNuKzOQjJr8HjPHFUBB4cnoswns3l3TZdNYVNdAN0QwpOvvHYp8YyOx6bymS0BXFaFZNbgM5c0i3bOcJg1VV4+d2kjT/WHyOgGX7lyCRORNI8Pp7l8RTFeu8qn7xBzzK2VHv7lT10cnRYm+De3TQjTP7tKwKHywyeGcVoVLmguxATObQwwEEzme8k7+4Kc0xDgHWcJrXkkpfGFu7uxKhLbWgoxDJOz6/zMxbKkNYOekM69h6dZWuris5c0YAKGYfLPf+oGYFuL+I5bSlz0ziR4amCeKr+d6oCDh4fF9sslPrijQ2ydbPAr7B2OcGQiRoHTQiKjcX/nLJIk9nLdcWAS3RSraZ8amCejCYOFYMoklvmzffFMTGRRO/uCXPO/e9lxklnpY3Emxx+fr4aTyWROqGI8XZimOQmMSJLUkvunbcCR57vPGSVzRUVFftJpAWcqMh+7UnVBdBKNRtm0aRNOp/OUHkMzTB7rmWVBgLSy0ovbqtA2PE8onuGaH+1ClSUqfDZ+tWuElRVeQoksdT6FjbV+buvVyGhCyVToVLlkaTE37RnD61A5u87PF/7Uye7BEKsqvDx6dJb/flC4aCYyGt9+JkwsI3y9vnJ/N6YJkgSHxiLYckZ+hgmT0QxNReKYEEvpfOSCOjK6idMi819XtWCRxW0/e3Ejqyo8jIRSLC9z87q1wtRQwuSGnAXQQgX50pwNcFYXpP7d3nFaSlz866tEqm23yHzn0UEAGgodJLI6W+p9FDllklmDrqk4398xSInHynevWwYI8n3/sSFSmsHSMheFLgs2VWZ0XjiLSLnPezp3vFUkmIwZeTumUCJLpUdFM0xMU5giLqDCb6PQZSGlGXjtCssKZIIJDasicd2aUmZyWzOvWV1KRjf5yCnMSv8fnWX+CPBbSZIOAmuA53XUP6Nkttvtz7lqnanIvPA4C1rukpISVqxYcVrzqV1Bg2TWYE2VD5dVYf+IIJiJiM6GCSnN4K1n1ZDOGrSPRlhWbGcwrFPqteU02yYfubCBA2NR9gzNIyFaXW/bXIPdomCY8LFtDWxrKaJ7Os7mhgK+es0KeoJZZEniR29eQyQp9lNdvTxAXaGDL9/Xg9OqcFFLId95dIDO6STryiw83hfku48O4HOoRNMaH73lCClNGPZ96o4jhBJZPDaFXYPz3LBjkPpCB5/aJnrJBTb4zR5hdmAgdNWXLS9mZYWHjG5ydDrO1x/qp8Rj5YuXiwJXVcDOTfsmyOomkmQykzA4u97PBc0FJLIG09EMH7+9E6dV4VvXLEORoMpv508HpxkPp1lb5WFjrY9QQsOqylzXWsJ8Lgu+dnUpsiITzRisq/aystxN/7yG1yqxtVJhd676/7rWQrqnEszFs1y0RFTbO4MGlT4bzcVObmufQlUkzmnwc2v7FPGMzoYaL7e1T3LN88xK/zXN/M6g/1e7aZobTNNsNU3zatM0Q893+7/41JSiKM+Rw73YxxkbG+PQoUO0traeluhkAXundOyqzJHJKPGMjmEKMYTfoRJOZVle7uHs+gD//VBPbnwQZFXlshUl3H1oCrsKfqeFP+wdpaHIyXwyy+aGAI1FLj5+8yESGR2/Q+Uztx9mKip2R+3snWNiXoQnzTB5sm+Ocq/IXLomo5xXqonij2nw/k3FOHPGeZfW2zmvqYDZeJaz6/z8xxUt9M0mcsWyVYSSGqPzKT54Xi2XryjGMMUY5H/e30uhy8KVDaLouKrCwyNdc+gmDAUTdE7FuGhJIa9eXkw2Zxv0qTvEPPaCUmxZmZtdgxHSurBUahuJsKLczbs3V5HRTRIZnff97hBIEh89vw67RaYmYGfvcIQ9Q2Gai53UFzi47eA0FhnObyrglvYpYmmds+uFHdKhiRgVPhsGEk+N66iyRKFT5daDwu63yCHxaLdY0OdQYSycZjCYRJJEqn9wXKwAssgSh8aj2C0yc4ksb//lAW7Y3v+cWekzZbP713LmfDH4q5D5pUbmhYgcDAbZtGnTi7ry6YbJnkkNwxQrXApdFlxW0VbRDZOJcJpERqfRY2CaIi389CXNHJmIsaN7FlWWSGrwvi21zMWz9M8mWFft46n+EEtKXGRyrpXfvX4ViYxOx3iEj1zQwLJyNzc82k/ALnPl8gJ+vHOI/rkUr11VTOecxi29BqUeK6YJ/3jLURIZnYBN4ru7o3RNxXDbFB7onGX34DwgimV3H5rGrsqossR/P9TPA52zXLK0kOvWlOUMCLL8/IgYYLhseREmYi55MJgkq5u0jYTZ0T3HumovH9hajWFCMqvzmTu7UGWJK1eWICHRHFCIpjQiKY3+2QS3t09S4bPx1ataMHKG/J/5YxfJrMEVq0op8VhxWRV6ZhKMzKdQJOFu2j4qPMksipjvtqkyiiwxHk7nZ501w6TUaz+m/qDisYnWmoxJS6GFeMZABl69vIRYSvymLl1WhCLLpLIGK8vcNJc4ufGpUd7y8/3PmpV+pc8yw1+gmn08XuqZOR6P551HmpqaXnSbq214noQGiiwM+TK6icemkswa+WGH6XCC3x4MU+a1Uei28tOnhijx2EhmDbY2FtDgk/nmI335CSCLIrGp1s/dHdOUeGyoMnzpni5kWbiEbO+e4TUry8Qcs2aytVQjF3i5ZFkZF+XsdleUe/jmtcsJpUyRwl5ZA4jq7xuaZVoKLfkVM29cX85Ne8eJpnV+8PoVVPjt6IbJju45/nRwirVVXj5+UX3uXZt84+EBFAmWlrpJZQ3ObyrAbRPGBe0jEX65a4yagJ3/ukrUWewWmW883E/WMGnwK6SyBqsrPTQWuZhPaoyH03z9ob6ckGUVsiQ2Yfy/x4cYD6c5u87Hqgq38CiTJbZWW/NKtStWFqPIMomsweoKDyvL3QwFkwQcKtetKaNjIoYswTvPqmQ8qhFNi/O+TZE4OpelzKXQ7Id7Dk+jyrCtycc9h2dIZHQuaC7g4HiE7ukEjUVOxsKpZ81K/zXPzH+LiSl4mafZk5OTtLe3s3z5crxe70uanHqwcxpFArtFodLvIJrSmIymUWWwqzK1HtBMCYdFYSqS5l1bagjFM0xF02xrKcrtYJbQDbEy9RPbGtk1OE/7qBgwCMbTfOj8BgbnkiQyOp+8uIn9IxFu2N5PS6kLyTT58pNRMjrUFTr55G0d7BsOU+Sy8Gj3HDfvF0KWREbn1+1hkER28NiUheYSUeAbnI1Tb4mQK8Lz3e0DjM2neO2qEmoLnWQNk/2jEb6/Y5BSp9iSAVDitfHz3Aoah0VmOpbhguYC1tb4SGYNhkMp/u0eMfb4neuWA1DmsfLAQEZU4+1ibrul1MVrVhQRTmrE0jof+H0HkiTxg9evwGlVcu8lyKHxGCvL3TQWOnhiJIPDIvPqZUXccWCaeE6ccnA8QsdEjPpCBxJwW/skNlWipsDBL3aNkdVNmoqcPNg1SygNhS4Lk3GdgYiEIovi4RO5/Vd2BR7vCea9wftmE1gVoU3/2oN9vP+mg0xGUsiy/JLbRqfimf2KiMwnwotJsw3DoLOzk/Hx8fzs8UtxGzFNk4c6p6l0y4QSWQbmEkiIJWgtxQ5iGZ2eeZOMbnLx0kJWVnj47wd70XPpdiSVZWOtn4OzOrUFDlxWhd/tHcNrV8noJpevLKUq4OA7j/SJIpkJnZNR1lX7yGgGXpJ8dJOHaEZkAz9721psFoVwSuNzlzaxpT7AYz1BVlZ4+KcL6tjeO09Kg3+9rJmB2QT3dIa5aEkhbruF7+wVe5PfuNRK93RcKM9mYwzMJXnNymLOaRBa7KmEyefv6ibgUPlkLlIvLXXxQNcsGc1gNpahczLGplo/17SWktYM5pMaH/h9B1ZV4tMX1aBIUF/oYNfgPMFElmRGY99IlAqfjY9eUEsya6AbJu/+zUESGZ2PXVhPqdeG167SMRGjP5hElcWx5ok+UbtxWGQe75lDliSsisTAXBJLTs6a1p5NtGhKWBSZiGPAsjI3ad3EMGBrYwG5bhUbarzYVLESt9RuUOdTmY1n8doVXrOymN1DYd5201GeHju9RfEnwsvVmAD+CmQ+3TQ7mUyyZ88e7HZ7fvYYXtrZu30kzEQ4zXBUfPsuq8K6Gh+xtEbnlChO2VWZukIndx2aRpHFhga7ReZTlzazZyjMvuF57Kowo3/f1jomIimiaY0LlxRx54FJit02soYg6z+cW8c9HVO0jYSp8UjsmTK4q09shIymNb5wVyeprLDfuWHHAAGnODocnYpRFbCzcFrRdJNVOaUawKcvbiCliTE+q1cUvTZUueicEh5du3pn2D0YYmu9jwurFHQTQkmNT93RhV2VecO6CiRgbZWXgVwG0TcT45HuOZaUOPnktnphJ6SbfPKPvRgmvHl9BXaLTEORk1TWZDKSJpTIctv+Sdw2hRtyrSpFgs/f3c1kJM01q0vZWOsjnWvjbWspEjPQwLYlBaiKmEhbVuZmeZmbqUgGv0PhdWtKGZhL5lPtUC4DWF8iVtp2TsaoCdg5tynAo91BrIrE69aWsnMgQlIzuXx5MdMpmcGwRr1fRTZ07umYwa5IlLkUvvlU6JT3Sp8MfzdkPtGZ+XTS7JmZGdra2liyZMmzDP0WHufFkvnRo2IXlE2BVeXiPNcxJlI0WZZYVeklpRl87KIGlpa6aR8Ns67Gh12V+dUzw9hUQe6zyy00FDn49sO94oFzJn/NxS72DM3n/KYNHjwyxcIGl+s31bGloYDD02nWVbr4/GVLeLIviGaYfP21S5mKpLnn8AxXrSqh3GvjX/54FKsi0Vqs8l8P9NKe25X8aPccN+wYxGNTWFrq4le7x7AqEhvqCskaCF8vSSVrwK7BMDvHNRoDKh/e8mcxzZfu6wHEjHbWMNlQ48NlU4mkNHpnEtz45AhFLgvfv34FIGaZv/JgH9GUztl1PhRZoiZgZ2mpi7Fwmlha578e6keSJH7xtlacFhm7KvPLXWPsGQqzrtJFnV/lwa5Z3FaFq1aVcPfhWVEwW1lC52SMI5Mxlpa6sCoyt7ZP4bCIZXW/2DVGRjdprfSwb9pgNJSi3GtjNJTiqf55LIqEVZW584AQ9QQcKvcemSFrGLisCgPzGpqkoEiQ1EyCue3xDx6Z5bU/3MVjXZMv6rd0KgWwv8UsM7xM0mzDMOju7mZoaIiNGzcSCASec5sXm2abpsmDndOsqvSS1sWyNYCsAY1FTjTDJJYSHtA/e2qYrqkYAaeFg6Nh3r2llolwGs0QqfSOEWG6oJsiun/sokYe65mjZyaOx6bQORnlXZurGZgTz7G5PsC3HhlgKJhAkeDAeBxrjuWGCUOhZN5uaDaW4YPn1ZE1TKyKzLtW2fNtqvedU825jQHGw2lqChy8ZqUYWvHYFH60cxgJcu01jUuWFlFf7CJrSPSFNH68a4pCu8Q/rBIZTsCh8qOdw2Q0gzKvlVAiy5oqL5vq/IRTGrPxLJ/9o4jknz/HiypLFDgt3LR3golImiq/jUhKmPFfu7qUyYj4fD5082ESWYNvX7eMMq8NmyrTNhZncF5U1dOazoO5BXtum8J9h4U5hNMi0zUVRzOEn1kyazCfW2cjIeS2NkWckediaepz31k2l7Xk3U2KnLisCroBRS4LLaUuIikdu1Xh8hXFzKfF413dWkQkbfDh27r5+K+fzO+VPtWA83I1wIeXQZqdTqfZt28fsiyzfv36Z6nHjsWLjcw903EG5xLEU+IHMpfQKcmZ3zks4ksZmEtgVSQOT4je5TVryqkKOPnuo2IRm2GYJNIaZS6Z7ukE5zaJ7Ro3t42h5LKH69dVUOiy8KPHh7DIEpoBRW4rhS4LY/Mp3tAaoNxr4Ut3d+FzqFyyrJjvbh/kyGSMbS2FPDUwzzce6sPvUElrBl/blSCe0Qk4VD5zRydDwSReu8qRiRjfeKifCp+NT+XMBpqKndx+YEq4nWR0BoNJ1haLEceMDnMpk/85kMFlkXlfqw2AcrfCPR0zRNNig0fPdJzmYidv3lBBLK2T0gz+Y2cEwzT56lUteO0qJW4re4cj9M2KUcej03GcVoVPXlRHLC2+m4/ecoTJSJoPn1fL6nInWUO0nc5p/LOD59aGAiyKaDs1FDlYWuoimBAz49euLs3bCr3trApiaY20Dhc2F1Lut9M3m6DKb+fSpYU8PTCPVZF4y4Zy2kYjxDM6V60qYS6e5ehUnGVlbkrcVu49PIPTItFaauP2g7NkDTHc8fCwzucenad9aJb29nba2toYGBggHA6ftFD2d59mn4yEC7PH9fX1eXO1k+HFkvm2/WKYoX8uiT3X1aorENXhjolo3nf6ytZydMPk7PoAP3tKzM0apiiSfWxbIzt65piMGxQ4VXYNBHnrJrG4XM2tQ/3Z0yNomSwGEHBZeO85tdyVMzbw2lXu7gpzVo1brF814ZPbmvJzzNevLeeiJYUEE1nW1/j48muamIobOCwyN76llawhTPHevqmSN6wvxzBhPJzmX/7Ujcem8s6zxbDEmiovewbnyWgG43GDPcNh1tf4eNumSjTDJJ41+PozcSyyxPu3VKLKUOWW6JqMMhfPEoylebR7jhKPlU9fUEXWEBnEB37fQSSl8e4t1ZR6hdQyoxscnhArYu7vFBH3G1cvzZv3f+vRAQ5MJNhQbmNZqZsdPUG8doVr15Ryf+cMKc3g2tWldE8n6JqK01rhwW1TuP3AFC6rwupKD7/aNU5aM1lWIPNI9xxDwRS1AQfTkRQPH53Dpsp4bCo35aa+yrw2/nRomkRWiHc6J2NMRdJCUps16Q+JC7pFltg/GkGRJabjGp9+cIb2dAnLlq/A6XQyPj7Onj178oYDx27LeLma+cFfITKfyL/LNE36+vryWx2LiopO6XFeTJq9s3cOe+6zbykUUX93ToYJsKm+AAn444EJ3DaVz72qmUKXlZFQkmvWlJPSDP6wdyz/eFeuLKLEa+dHTwzitCqkNYNEPIbPKjGdNLmytYxwUuOBI1P5+7x7szA2uO1QiGVlbjK6wbt+Jex2Sz1WPnn7EQ5PRPHYVR45OsdjvaLym8wa/Hr3KDZFwqJI/ODxIW7dP8k5DQHevbkKE7Eu9l/vOopFkbi4pQjdNDmr1k88K9pcXZNR7jgwSX2hgy9e3py3Ef7Sg8NoBly3oRa7RaUuYMUqiwJXMJbhF3smsCnwkzetRJXF83/twT5GQinObyqg3Ceq1ivK3TlSw4+fHCaZNfjudUsp89qQJdg7kaYzJ35JZQ3uPiTOuD67yp0HptAME49N4eB4lGha7M+KZ3TG5sUaH1mC4ahYcK/IEiOhJOU+O4YpFuPVFjjyBcJCp4rTKiS1NkWipcRFImuIfnetg2iu/P2aFcVkdVGJ31Tro9Rr44Ydg7z/90fIWL15986GhgYymQydnZ3s3r2bo0ePvuCOq1dUmn2iwe1jsbAsXdM0NmzYcMpbHV9MZG7rHqF3JsHaarGcrWP6z+NyG+v8SIiNFSYLFrAa1/7vbubiGYo9Vh44Ms3r11cwHk7htilsrrTxy92TZDShEnNbFa5tcfDkcJJwxqTQbeXRozNct7ackVAKn0NlS2MB39vRj5wzNtAN+OIVS5mIpPPCCwmJqWiGz17SwPoaH/ccmaXaI/OezVXceXCaUFLj+9evoKlYnBef7g/xm91jtJS4+Pyrhce13SLzzUf6xdBCqZO0DmfX+ajyO4ildQbmknzrkX4KnBb+900rRWvOLpajh1Maa6oDSKqFmoCdTTUeZuI6aR0+fXsHhmnyvavqcdsUnFYRPdtHozQVO3FZhT3Q1a2l9M0IxdVXH+wXqfaWUloKrWRz9roba/1kcpvhN9R6URXhiFLpF7rrSErDZVO5urWU6ZgY1njj2jIyutDMn9sYoK7IyVAoRYXPxuUrimkbjWCRJd65uYquqTiJjM7VraWkc/rzZaUuGouc7BxK4rTIbGsp5M5D02R1k0uWFrGzL8R4OE1rbqXONT8Ws9LDw8P84he/4Fvf+hY///nP6ezsRFVVUqkUfX19z0rJjw0yZzLNliRJyRkT3H0qt/+r7pqan5/PWwi1tLScliLndMi8YOb3x7YhAA6MxwSRTFhaIkQKXZOx3IYJg4YiJxJw2QqxpgXgbWdV47TK/PLpEQqcFmJpHUUWRafpaJrr15Qyn8iwc/TPbY43ra/Arsr8bs8YBU6L8Jf2CNfPSNrg6uU+emdifOvhXuScb9YPHh/GRLR2frlrjCXFOWO/hMFZdX6UnELkm4/00z+b4DUrSlh+zLDEfz3YR6nHylevWgoII71f7x4na4h57PFwinXVXi5cIrZmBBNZPnzzYayqzA/fsByLIlHitnLnwSnGw2kKXBamEjqFTpXXNDmYT4tU+xN3DRBL6/xDq5Vyj4rTInNwNMJjvUEKXVZx9gY+cG41oVwB63+fmeLoXIZXLStmWambJ/tD+Bwqr1tbxiNHg2R1kzesL2dgLkXPTIJ11V78doU7D07hsSmcVesTDp6GGOfc0ROkfzZBU7GTUDzDfYdncFhkCt1WfvH0KLoJtQE7dx6cIpzSKHZb6ZyK0zcbR5VFJH/6GHeTHT1zyJJoSx4ci2LJCU3+9XdPcu2HPs+R7l6qqqooLy+nra2NG2+8EdM0WblyJStXrsyn5Hv37uXQoUPceeedZ8zML4d/4gV8v47FX4XMpmkyNDREV1cXa9euPSPL0k+GTCbDvn37AHh6ShAhkdGpyymNZmJZVFnM8pZ4bGJUTzdx2RT+dHCKcq+N85oK+M7DfWRyIgaXTeH9W2vZOZIWftUulbsOTfGqZYVMxzUKXRYuWlLIDx4bzEcej13lLZuquLN9kmTWwG9X2NEf4/zmQrElsczDP26t4f4jQo74+cua6Z+J8/u2Cc5r9OOySHz0FjG++tlLGxkKJjFMsT716FSMi1sKedWyIrK6yVQ0w8duPYLLqvDPr2oUtrguicd6gkTTOvG0xsExEUnfs7kqZ8Zn8M5fH0I3TD5/WRM+h0qpx0rXZJy+GSFM6ZwVK27+9VWN+fd1w74kE1GNy+otNPslrDKksxoPH50VRbFJsTLnExfV48pV4x/onOHIZAyfQyWZ1vjjQXEE8TtVbt43QUY38DlU2kYiBJMaqizWxnbPxAFxoWsbiWBVJVRZoncmQYHLmhOTGBQ6/yzxtSgyTouMaUJW11lS4iKtiTHLrfVeErl+9/lNAeRcZ2JFuZvaAgfzSY0il4Wq0AEmoxoPDWYYDCZRFIWKigqi0Sj79u1DURSsViulpaXPSsnHx8c5evQol112GR/60IdOaTPlySBJUhXwGuDGU73PXzzN1jSNZDJJLBY7rdnj43EqkTkSibBnzx5qamrwlFQzFExSkltUZhhgVyXmEhpWVUFCtJeKXBaGQ8n8lzwRSVPhd2BVxaaJ959by2QkzZ8O/rkveUGVjMOmctfhOcpz1kIuuwW7RSaa0nj3OTWMzSd5qPPPhoCvby0gpRls756jOmDn8ESUqdyOYxPRNmmt9ObmnCXettyan9yayZntnVXnp2tKeJV1TER5vDfIhhof791ShW6YxDM6H775CLIkcWmt8NBaVuZmMpphLp5lOprm7o5pit1Wvnrlknxb56O3HCGc1HjzhgpKvTaKXBasqkT/vIZumNx+YBIT+O51y3BYFGQJbutO0xky2VLnYW2ZFRmocJts7xFGATt75wgmdd7a6mNFuTDIT6Q11tX6yeYuDGsqvVgUCdOEMreVxiInsbSY+b5qVQnBhHDwvLjWkrMbMtlc76ep2MlYOE2Zx8pVq0o4PCmset+7uYrBYJJE1uCq1hIsikz3dJwlJU6WFKg81h/BmXvsBzrnSGsGV6ws5sBYVBgOVnpIZzU6jhzB6QvgsCjce3iaSK5HXVBQwJEjR55TAFvwAPvgBz9IIBDgmWee4U1vetMpHyFPgu8CnwFOuVD0F43MC7PHVqv1eS19TgUvZIQ/NjbG4cOHWbNmDSUlJXki+RwWAg5B2IXoUuazUem3MzCXYCYuUsKGIhcrKzy8cUMlv987RlY3KHJbuaVtnAuXFDEZSVNkh9YihVuPZkhlDSQJHFaFt59VzV0HJ0lrBqUeG7e1TbC1SUTgugIHZ9UF+OmemfyAht9h4dLlxdx+YAq/Q+WsOj//cW8P7aMR1lV7eaw3xO+7xE6rZaUufvbMKKossbHGR1Y32NoYwDBEVDo4FuZ3eyeoL3TwlSvFXLIiS/z8iEZWNzm/SRT4lpS4KPXYmIpmCMYz3PDYIA6LzE/f0opFlrCpEt/ZPshQMMnmej+FTgsui8SGGh+dk3EME763Y4h4Rufb1y6j0mdDkSV29Ed5ZCDJklIX5zaXAbCxTGXPsJiU2t4fpXMyxmtXlbCszMMzA2IT5uvXlrG9R6Tab9lQwWAoRd9sgg01PgpdFv50aBqPTWFLnZcHBoXzyUVLCnmyLyT2Vpe4iKU17jo0jcMiU+m3c+PTo2iGyZJiJ386OM1sTPi3dU8n6AkJcwP9mOq7x6Zw3+EZDNPEZVVoH4uimSDLCsmMRlYXtZFwrq25UMl+vt+xYRg4HA62bt36ordwSJJ0BTBtmua+07nfX4zMo6OjdHR00NraitPpfMljkCdbUWMYBocPH2Z2dpaNGzfmK4kPdk5T5LLSMx0nlJPvVXitVHkt9M0kGM1VS2sKHCwpcdE7E6euwEnvtEjtDBP+8bx6UlmDBztnKHNJzKagstCDqkgkswYfOk9YC93TIaK2acLbc3uWd3TP0VjkZDCYpMxnzxe/PnxBPYfGo+weCOWM7jTeuL4cm0XGBN53Vhlnl1uYimnUFTi4Zo1wEPHaVX7w+BCmCRVeG/PJLFsbAzSXCEXbwFySrz7QR8Bp4YdvXJkXkvxo5zDzSY2mXNSrLXBw/pJCpiIZklmDT93eiW6a3PiWVrx2FZdV4a6OGQ5OJKj0qlhUGYsi8Yb1ZQzMiQLXl+/vZSyc5lPb6tlU60OW4OhUnF/umaDAaWFtYwUmcEGdg2BK7Hh+8Mg0vTMxvDaFeCrLHblUu8Bl4aa942Q0gwKnhb3DYWZiWSyKSLU7JsX3YVHE2lg1V9k/Oh3Pe54ls0beNBFEsWxBcBNLZVlS4kIzxHFqc32ATM5qZl21B2tO3VcTsNFU5CSaNvDVLqfSkiSa1lla6qY6t0c7GAyycuXKk5L5DPqMnQNcJUnSIPB74CJJkn7zQneSXuAFnParS6fTHDp0CNM0Wb58Oaqqsn//flpaWl50ig3iLHzgwAE2btyY/7dUKsWBAwcoLS2ltrY2fyUMxjNs+cbj+RdfV+hAlqRnzbcuDAT0TMexqdKzRP5rq7yYSByeiGCaYha6pcROrU/lgZ6YUEW5rGiGwdJSN0/1h2gudlHotrJnMAQ5i6MlpS5aSjz88eAkVkXCaZGwWlT8Dgvd03E21fiYT2kMzCVIp5LQu5No/34skklGtmFbshVnwzpKPDb++VVNfOzWI9QWOBgKirPY1sYA7aMRlpa6KXQJN08QmzAMw+DGN6/ifb/roMBlZSoizPVWlrtJZA0iySxXrSrlZ8+MAmIAIpk1+NY1S/n+Y0NMR9NkNAPNFAvvWiu8PHx0lg+eV8tPnxohrQnjvowOr1tbhipL/H7fBB6bQjQtDAavWurltsNhrlxVwoHRCMOhFE4V6r0Sh4Pi8z6v0c/Tg2GyuklLsYOsITQBbpvCRUsK+dOhaSTgDevKuPPgNCnNYHODn7lYhu7pBCVuC+c0FnDHgSlUWeKdZ1Xyy11jZA2TK1aWsG84zEQkTaVboq7Yy5MDYeyqzGtXlfCH/eIi/NrWEh44MktKM2it8DAxM0vPg7/BRYprz25GMk1CoRCNjY2cffbZnHPOOSf8jZqmyfnnn8/+/ftP9+d90hAuSdIFwKdM07zihR7kjEfm/v5+/H4/q1atys8enwmDguMj89zcHPv27aO5uZm6urpnpTSPdIlthJU+O7UFDgbnkozkCOC1iaGBqUia6dyZVUKizGujKmDH77CwfzQipIK6iW6YfOS8GrqmUzwzLC4GmmHyvq1iauipftE77pmJU+oR1kKGafLxixo5Ohlne7cwrMvoJtev8BNKZOmejrO02M7u4TBFlgyZrEZs163UxDvB5iFlC1DtteAf3E6s60mmohk+cZsocH38orrcSh0XuwbmiaV1QokMu3MOH+/fWk1aM8ga8O7fHkIzTD57SQM+h0q510b/XEJc1CSJpwfmcVhk/v3ypvwR5NN3djEYTHL96kJWlIhKvGTCw0dnsakynRNR0prBJy6qx+cQ9Yhb909yc9sE66q9fDjnVlLhtXHbYaF/13SDyUiacxsDVPidHA6aFDhUXt3k4vG+eTTd5KolbgaDKfrnkpxV66PYZc2l2jIbyi38vm2SlGbwqmVF7BqYp3s6wdJSF2nN4I4DQtNdWyBS7axhsqLMzd0d00xG0lT4bIzFTHYNRbAqYg3ObQdymYHTwh8PTpPRDTw2lYPjUdKKi5Lz3sy//MNbcDkceL1e3vSmN/GhD33opApFEGT+W9r/nvHIrGnac4h75MgRKioqnrNE/XRgmiZPP/00mzdvZnBwkOnpaVavXn3CIsP7frOf3uk4E5EULquSL6r47QoT0SyVPjtjYeGE4XdacvpkH20jYb581TIePDLF471B7KqETVVw20U0PTwRZVWZA9Vi5dCYWPomSbCy3ENtoZO7Dk3hsCi47QqmaVLotHF0OsbGWh/xVIaj00n0nENHS4GMz+Nm11AEe3iIsUd/g7OgmKwh0j7DNJFNHS9J3vPZr/DzfbN5u11VlvjXVzfxXw/00lziYjwsJpncVhmHVUWS4Opagx93aCiSaMkB/NP5ddx5aIpERsdllRkMprAoEo1FTrqn43z3dcv5lz8Jt5OFFt0lSwvx2i3ccWCS1goP7WNC8rqp1sfuoTAfPK+WJ3qDHMrZ+MiSsAD+1LZ6PnVHF0uKbPTOpTFMkRXMxrMkMjrJjAZIaIZJgdNCMCG2U3qtYmulQxWV5oxu4rFKRDMmNkVCkoW8FsTfyry2fNbRWOTI77Aq84h2WSKjY1cliuwwEhP3O7cxkB/JPKvGS8dknHhGp7bAjsOi0DUV5zvXLefipc8VM+3evZtNmzad8DeaSqW44oor2LVr1wn//jx4cYfr4/AXr2bDmYnMC+6cBw4cIJlMsnHjxhMSOZLM8lRfEN0QxYtUVlgEpbIGjtw5aiwnAjGBxmI3hgltIyKKfPPBbg6NhpBzljefvKSJqUiKwxNRlhbbODSZpLHIhW4I3+1PXdzEwfEoO7rncoMCOu/fWkckqXF0OsaGWj97hsKUeaz5+ei3r/HRFTRoH4thUSRC4wM0lXpIacL8YHWJilMFQ1IIxlL88pH9NBQ5+UrODcSqSHzp3h6yusk5DX40Q4wTVvodzMQyzMYy3Nyj4bTI/PytraiyhF2VueExUeA6q86H32HBa1c5u85H15QocH3nUdFL/va1yyj3WFAkeKhrjtvaJ1lS4mJ9jR8QY4x7h8Xn9cCRaQ5PRLl+bTlXrSoRDqORNJ++owubIvG6lQEkSaK10sNQMMlkJI3LprCloYCsYWIifL4X+ukVPgd1BXaSmokimZxdKogsAa9dVQw5gq+v9rG01MVkJE2hy8L1a8vom02iSPDeLdUEE1niGZ1XLy+m2GNjJGZSW2Dn4pYinugLYVUk3rqxnN3DQtN99epS5uJZuqbivOOsqhMS+YXwt1R/wV+pz3wmTP1isRjxeJySkhKWL19+0iLEo0dF1XgqmsFlFRGyKiAkf/1zKSyyiB5rqsQa1t2D4gqtSBIXLwmQ1nRCKZOrVpVRXeDgv+7vzlvzeqwym6qcYneUw4LXYeE3u0eoL3QSTWuc01DA6kovX3+gh0zOZN80DM5vKuTR3jBeK7itMg8NpilyWUlrBhe3FFHsc9MzLUQsqiLTPp0loQkBhMMikzZk+mcT/Me93RQ4VL5//QokRIr44ydHiaY06gschFMa9YUOLlpSyHwaElmDf7qtE8M0ufEtq/DaVdw2hbs7Zmgfi1Jf6ECWZayK2BYxmJv2+soDfUxEs7xzjfdZBa6f5gQ0TSXiAnjFyhImIxkMEx7onOaBzlk21vr43KWN+ePGV3dMYpgm21qKkGWJ5mInmPBYb5Bit5XXrSnl0Z4ghmnyjrMqGQilGQymOKvOR7nPwTNTJi6LxMYKCze3izPz+bUudg3N0zUVZ2mpuLDesn8Sh0WmucTFjU+N5Mcn7zsyw0goJSJzMMWOnjmsioTDqnDT3glMRE3gzgNTpLIGa6q8/NOFdSf8bb2Q9dDf0mUE/opkfimReWpqigMHDuBwOF7QlfPhrhm8dgVVllhR4UE34cBoBBlB4pUlYmLq6dzmR1mCLQ0F6KbJvqEQSQ1WVni48+Akm+r8+Urpx7c1smcsScdUEkWWiKWzfOSCeqajGQbmEpxVH+CJviBVAUd+S+SnLm5i30iEZwaDqBLEMvDBCxqZDKeYjYutDfcdmaFxeatIaw2dmoAdKZd1DU0FScoOLtqwnHPq/aRyc7kf+P0hLAp84aKyvM/3fUdmmIyk8dgU+mYT+G3w7rMrCSXEbqj33XSISErjy1cuoSbnlnJkIspjPUECTgtz8Qwm8KHzaonkPLt+dSDC7qEw160p5w3rRVU9oxv8785hLIpEkdtKPKPzmhXF+J3i4rRnKMz3dwxS7rXxxQvFvi+vTeU7jw4QTmosL3Pjc4iqeSie4Y+5AlfAaeHXu8ZI56rauwbDTEbTWBSJeNbkaK5gZlMknh6NI0tgkcXuZ1UWeWoya+Qr1RIwFRaSWSQIp2FJqUv0q3WTFeXu/FGiMqcz99gUvn3tMizKiWnxcp6Ygpd5mm2aJt3d3YyOjrJp06YX9D1OZHSe6J1jebkXzTDZOzSfe02wuTGAYcKRGaHPNgyT9TUiOvdOiZQxlHOVaa0UKdwf9o5T7hMDA/cfnqLQqZLIiippfZGLrz3Qk+8dq7LEloYA93RMUea14bYp/HbPKAGHQlozOa/BQ7VP4b8f6s07W0qYLCt1cWDeSt3GbfjNCN1D4+jpOL7sHGY2hW/DVTzRH+apgXlWlrt5w7pysoaoIn/inhEMw+R19eC0SJR7rfTNJsQ8tQlP9s/jtMj8++XN+R/5J27rZDiY5F2bq1hf48emCl+shSmkrskYac3gH84qwZ0zrL9l/wQ3t02wvsaXt+Mt89j4Ra4SLkkitb6guYCtjQHiGZ2JSJovPzaLTZH4yVtWYVNlitxW/nhomq6pOHUFDi5oEQo2E1hX7UXOpdplbosw488YWGWJixvd+RWwV68uRZFlNAPWVntpKXYwE9dwW2BbjYX+nFPJe7ZUEU4Jp5KLW4oodkp0TcWp9Nl5zYpiYXAgS7zzrAoOjseIpjW+dd1yij22k/6+Xs6zzPBXisyqqp52mr0gy5QkiXXr1uXtg56vYLezd45U1mB/7vxrAhtqfMKTayIGQFqHllI3JhDKCUam4zolblGl3NZSxE17RhkKJoWsMKXxmUub6JyMMZfQWFFi448Hp2gpdZPRTeyqzCcvbuTJviD7hoW532wszQfPr2d8PkUoqXNeUwGP9kUJOMQGB4dF5iMX1PHkQJij03ECDpV45SbkDW/AXt5EYWEhyYoN+C58L+dtWoPLqiBJ0DER4+a2CSp9Nj52QZ2ILBJ8rz1NPGtyUbWMUzEosMtYZDg6HUcz4Q/7RDr5/euXY88puH7w2BDPDM5zYXMhWxsLkSWxtfGR7jkkYO9ojFDK4EPn1bIyF8X2DYf5+kN9lPtsfOKiOkB4bN/TMUNGM5hPZjk8Ect7bCc1k7Ru8pZftJPRDL54eTPlXhsBp4XBYIKHu2Yp9Vi5bnUJD3XNiVR7UyV9uar22XV+ChwKD/fF8NpVLmop5A9tQh572fJi9o1EODqTpKXEhdWi8shwFpsiUeuTufGpUVKawfISOw91zTIeNyn32piOpri/U1gne+wqv9o9jm6Y/NMF9Wys9T/vb/JUXEZeUZH5RDjdyBwOh/OyzGN3LB+7ouZEuL1dbHDIaAbLyjyYppBnAgQTWSp94qqryBKKBP1zCVy5meIlZW7cNoXPX9aCM7cT6n1b67CrMt98qC//HGVuhRXlHu4+NEVdoRNZFiti/Q6xCvXK1jJqAg6+/kBPXqYpSxLLSp20T6ZZWupGkeCOA5PYc4IFn0OlpdQNBbV4Nl6Dbcvb8LRezJYV9TwzME88o7Ok2IXfoSLLwhD+uzsG8dhVPndpIxJicOC3h1PMJOHsOi8uC7gssMQHXVMxDBO+u32QREbnhtctpyKn4Lq/c4bbD0yyrMzNpjrh8HJ+U4C2MdGGe6RrliOTMa5fV85rcmb7E+E0n7i9C4dF5v3n1CDLEivK3fRMJwglskxFUjxwZAa/XeYL2yrzstEP33yYiUiaN64vZ2WFF7sqMxPNcPdhUan32lV+vWcsLyB5ZnCeuaSGJaelb8sV3ayqzKPds6i58/7R6Tg2i5DopnUTSRHfs4RY9+OyiCxoJpqmscghfM4Mk5ZSlxC3NBfwrs1VL/i7fDk7c8LLMM0eHR3NL4M7fiDj+R4noxnsGQyxNBd1NUMYpo/NpyjIbXksdFmxyHAk5ygCsLpaeH091Rckoxlc+v2nSGsGLaVubnxykA21Im0scFp467piHulP0DMdw6rKTEVSfHJbE32zCcLJLOc0FnDb/glcUjpvLfTxnLHB0ekEdhX6Z+O8b2stI6EUGd3g/efUMB0Tvee6AjtLih1iMADYNxLJLYDz0z+XYD6p4berFLutwtsqo/HVB/pQFYkPbq3Bokh47Sr3ds0zGIWl5T68Xg9WReKiGpGCA/zHvd2Mh9P886WNrKv2okhweCLGjU+NUOy2srJS7Kw+r9bJUEgMeDzSOcPDR+c4q87Pp7bViz3VusnHbzuCaZpcubIEiyKxpMSF127JeYQZ/HLfDIok8fO3teK0ilrGD58YZtfgPGfX+3nH2VWkNQMT2FIfQJEkTIRar6nISSIrlgtcu7qUUE4j/brVJSiSWPC3pspLa6WH8XAav0PlLRsr8qn2e7dUk9QgnoXVRTJ1BTa6ppMEbHB+jZVdg/OUe2x85aqlyKcgvfy7OzOfCKfi0GkYBh0dHczNzZ10IONkkk6Ap/uDxNI6VlVGlYRd0ILfVkOxS4zsjUfJOdewttqH2yr2NKU0ITlsKnGTzQlFLlteQsBp4f4j06wo9zCfzHJoMo4tZ6D/7s3V+Bwq33hImPuZgFMxqHRJHJo1WFHuwcTkjvaJfATeWqngt5p8b7swpvfZVX7y5DCJjJjumYqk6Z5J4rMrrK7y5nvST/TNk9FNzqn3oZtip7QsiYvTwsDIt7cPoukmV7eWCFmmRbiSPjUQpthtRXZ4kIB3rC/Ok+K/H+qlbSTC9WtKuW6N0FXHUll+8NgQVkWizK3kU1pHzohh79A8P3ximEq/nR+9cSUgRi2/9lA/80mNtVUeJEmIcNaWWxmez6AZJl+4q5tERuf7r19ObYEDiyyxoyfIz58ZpdJn49o1pdx7ZAbdNHn7pkq6ZxL0ziZYXWrD7xAz1B6byoXNAW7aN0kiKwQk+0bC+YkwRYbf7hnHpsosL3Pzk6dGSGYNWivctM+a9M2lKfVYiWvw5GgWRYJ/bFU4emg/vb29BIPB553Mezm7jMDLpDW1YK/r8XhobW096Qf2fMMW93SIVa0HxyL5MZNVuS2P+4bmSeRYXO8Br13hwFiEWEZHN0yail3YVRmbKlPqsXFxSxHf3d7PXDyLKksE4xn+6aJGDown0AyT1VVefvLkME0lblF9dVl4y5oCHuqeZyIhzsT9s3E+dH4DA3PiPuc3FfDwkE6B14VuCu13vfvP76V7Ok5SM2koFJXmA6MRLIrE6koxG+uwyDw5EGY+qbGh2kul385UNJMXkQDUFtj51e5xIimNFr9EsduKx6aQyOg8fHQOh1VmIm6iGfDxC+twWIVC7/f7p7i9fZLVpVbevUlkQ16bzM2Ho+JiYVOYyRnnr6/x5Z1APn7bERwWmV+9fTVWRRj//aFtkr7ZBJU+GykNHKrM28+qzGvh/+WPRxkKJvmnC+u5cEkhkiSODQ8cyZn9WVV+u1eY4PscKgem0swndSyyRDStcXBM1D6sisRjvUEsstCO984k8u8nrRkks+KzlRBjo57cltW5uBg/1QyTL1y+hKvP38DatWvx+/3MzMywd+9eDh48yOjo6HNGGE+lNfW3cuaEl8GZeW5uLm+ve6y++nQeR9MNHu6cyfeD11T5cNvEqtaFLY/VbgmPVWY0Tn7ZepnXhl2VCCWyOHNbIe0WhdesKhPKKcPkM5c2M5/M8uMnBpEQaqpNtQGK3VZ29gZZX+MjnMjy1ICwfzVMeOfmGvwOC995pC+3b8nEbVOp8tvpmhLL089fUkjbjOhFry+R8q2z/rkk45EMVX47y8rcecVVXaEQ+/sdKntHIgwGUywpcbG2ystsrpAXzP338lIX+2dMJqMZKvw2ClxWHBaZ6oCDB7tmkSXYNyIuDB8+v5YlJeLseGAqww+fnqLEAW9sEt9DQ6GDW/dP5pxYDHpmEqwod/Om9eVE0zrJrMGbf95OVjf5xtUtlHqs+B0qh8YjHJrO4LbJjIZSmMAnL6ojnfuSbtjez47uOV69rJh/2FqT99W+qKUQOZdqNxTYqfOpxDJicOL168qZy62LfcP6chRJIqUZrK3ysbbay0gohd+hiiLarFgy954tlaQ1k2hWKL+Wlro5MBblmtWlXLNaZCOqqlJUVERLSwubNm2iqUm4t3R3d7N79266u7uZnZ0lm82+YGT+W56Zz7icE8SwxbHIZDIcPHiQDRs2/PmBTZPBwUFmZmZobW09pdnPjo4Oqqur8fl8z/r3ZwaCvOMXbayq9NI3E0PTzbzWuNJnJRjLYEoysiSEFF67SkbTcdpUHBaFsfmUEHiY4LTJxNPCe9nvtBBNZWkqdtM2Eqa+wEadV2L7YApJAqsiY5OFg8iv2kUle221n92DIVZUeOgYj1LstnDNmgp+vFO4nlT57YzOp1Bl4ftc7jDpC4sf+Fm1XtpGopiY+QtTwKGypsrL9p4gIJxEJsJpitxW5mIZDIToYVmpm8d6xW0WdmmtKHMxGEzlXT7LfHa6p+Nsqffn5YyrKz0cHI/ypvUVTEXTPHJUzCPLkvAZ//BaB9/ak6TWrzIW1cnoJtV+GybizPqP59bwn/f1YubuY5jwqW0NPNY7x8HRMD6HynRMw6bKnNtYwMNHZ/nERfXc0jbBSC5aL/SsN9b4+NOhaWRJuLbc3DZB1jBZW+FiNqkzEhLKvXXVXh7P+aRtaylkR7fYcllf6CCayjIb18T5vdjJ4dzUVYNfoX9ebJtsLHby23eufdak1clgGAbz8/MEg0GmpqbyRgUFBQW4XK5nBZ8vfOELvOpVr+Kyyy57wcc9DvkHkSSpGvgVUIrg349N07zhVB7kLxKZT7Sj+dg0W9M02tvbSaVSZ8QH7MEj09gUib6ZOFlNELnIbcWhwlwsg90qFqXppokqiWp2VcBBMJ5lbF4Qs9LvYE21D5/dmjeVe9/WOrK6kHqe01jAQDDNfErPE//aRhndlPhDRxRVFgRqLnFR7LbSMR7lwiWFzCc1Hj06k98P5bTKlHlt6IZYjToUFUvrLmguYPdQRCxsy3lAWxWJUFJje08QuwKXNHqYzOmQU1kdSZYoclmIp3Ue6w3itMhc0OQlo4ve9+Gc5ri52InTqtA5KRazzcZEr/2KFcUcyZnxbe+e44neIOc2BvjguTW5XdXw33tEhHv9mhIsMlS4JBKpDKPzKWJpjd/tHUdVJH78xpVYVXHB/OYj/ewZCrO+3MrWej+yJLKFh3PLCHYNhhiZT/GOs6vY2hggq4stnE/2C4I6LAo3759AN02cFon943FiKS0n1tHpnBSptkWWeHoghN0iCmsDc8n8WGQ2d0GXJMGUBYtlmyrzneuWnxKRQRztCgoKaGpqorq6moqKClRVZXBwkN27d9PZ2cn09DSZTOZMnZk14JOmaS4HzgY+JEnS8lN6rS/1mU/pSY6x/InFYuzevTtvufJSfcAMw+TeDjH+lsjo2CwyNkUimRaDBykdwinR3nBYVKo8Iq3uzZnPFXusrK3yMRJKcmgswng4xcXLSlhd5eXL9x4lmRXbDEPxDNevKWH/pLDSqXTB7b06NYXi3FwdsPPGDZX8Zvco07FMfpn7uzdX0zuTwKLIfPTCOgbmhD652g2VXiuaIbTGj/cGkSS4fGUJA3PJ/MI2v0MVbhzAQ33iDLu1QiGVFef9YDybt93xO2R29EZQJLi4pRBFEufpnpkEY+E0lT4bq8rddE6JaHVkMkbWMLlmdSkpTUTdPUPz/Gr3GNU+C1+4QJyfLYrM13eME8+aXL66ErfDSpFToc4DPTMJsrrJfz3YQypr8P/esCLf9npqNMPth2ZpLnFx/pJCAM5vLuCZnA/XU30h9gyFOb+pgLdvqmQuLlLoK1eVICGifKNfYUmxg1BSw2NTePPGcmZyZn9vPasCWZJyC9d9bKzxMTCXxGdXeffZVeI7NuGt60rImhLT0Qz/9dql+fnk04Wu69jtdioqKli5ciUbN26koqKCWCzGpz71KR555BF+97vfsWfPnpeyF23CNM223P+OIjzAKk/lvn8VMi9E6snJSQ4ePMiqVate1LL0E1WzD4yFCSWyZHQTVRY/3gI7xLMmMwkjt3JUZVWlj/lklsGISL99DpUNtX5mohm6psSV3qbKeO0qDxyZZkmJOy/L/NfLltA1FePuw7O5qG3wxrPqUFWZzskoly4rZmAuSfdkNJ8vfSQn6rjxqRGcuSj7gx2DZHWTJX6JyaTEWCRDidtCc7ELwxTR/t4O4Rz56uXFZHWT+aQGponbbkGRJQpcFnaO62gGbKm0YFdFFAonNaajYnvE2mofDx0Vqee6XOvNqkiMhdO0jUbxO1QuXVpEf06LvbM3SCihcdnyImoKhJvnSDjLd56exW1T+M07V2ORRdvrxqdGGQqlWVnpw+/z4rTKXN7iZSAojlZf+GMn4+E0n76wltZiMcF1dCrOd7cP4neonNMQQDeFqf10NE1aM2gbCXPP4WmKXBa2LS3k9/tEen392jKOzGp0zyRZW+3FaVW4ac8ETqvC5no/P396jFha59zGAHuG5tkzHKbab0eV4efPjAohTKmLX7dNk8iavGdzFRfmLiovBscrwGRZxufz0dDQwPe+9z2WLl1Kc3Mz//M//8PMzMyLfp4FSJJUB6wFTmkM66+SZhuGQSqVYmxsjI0bN77oit+JqtkPHpkRbR6nkADOJzUm4oKwXrvK+hqxdqV9VAgObIr4gYeTGgM5w7isblAVcBDP6Lzj7GrW1/i4pW2cUq8Nj13hp08OUel3kMwaLPGLDYTf3j5IPC2Wv3VPx3nzhgraRiN4HSqrKjx86+F+vHY1t4jNYEOtP68F7g2LFHBttWg19czEsVtklpWLFM1hkbj/yAyRlMb5TQWUeu3MxbPCmN8QaWNziZOnxsRAxopCmYANNFPok/ePhFFliUtaitg7LFpvFT47XruwxQ0nNR7sEvPJ17SW5vcwbe+eo3cmwaZaL1trXETTBrG0zjt/fRDdNPnhG5ZT6BLTVo/1BHl6YF7McCvCGPF951QxnxFv8rs7Bjk4o7GtzsHb1osIn9IMvvpAH4os0VrlIaUZnF3np9Iv3t9cXPTb+f/tnXl4VOX5/j9n9jX7TPY9BEhIwg4qgqK4sikILhVbl1at1S62drW2tfXb1la7+LObrUsXF3DHXRRxYU8IEALZSUKWSTKZTGafOef3xzszgmwBgiv3deW6IDlztjnPed/3ee7nvhHr/heiGtsGjYrq9iHC0eYVbzASF2hQq6C6YwiLXoNagvZBP/ZoX3mstKeWoNym4+tzCk6o3/hopalAIMDll1/Oww8/THp6+mG3GwkkSbIAq4BvKooyNJLPnPSR+XC0zOPBR6fZMavWcRlW+oaD7HGIL9iiVzM1P5Ehf5jaTnEfNGoVlVG/qZgowYAvRIZV6DpnJ4p1+5A/TJNDCMS5vEFun1dCl8tPu9PHtCwDu5xg1mlQFJHw+eEFY+h0enmquguDVoXLF2bOmFS0GhUdg34WVNgZYzfz1p5+dGqRsJGjn61ud9HvCTEu3UxesoG6rmEkIC/quJFq1rK2cYCOQT+V2VYqs630R/t+u4fEurckScWuARlnAIpTjRSmGokoIoP+xu4+ZAXmFifQ7Q4w5A+j10ikmnVC2F4l8UxtD4qisLgyPe5+ubFtiPXtHnISdVx/WjbDAdHf/JV/b6ffE+J75xZRkW3FqFXR7wnycp0Di15NjztIKKJw05l5WKPCBW+0+Pjv1l4KEiRuniiuK8Wo4Q9vtRIIy2QnGXD5whSlmbi43MbeAZGMvHJqNrKiEFFgSraF8kwLvcNBkoxavjwjm05XAAm4dkYOEmIpNa0giZkFSezq8ZBg0HDDGbnscXhJMKj53hmpaNWq49blgpHVmUejNCVJkhYRyP9RFOXpEX/uZGSzQ6EQsizjcrnYsWMHpaWlNDQ0cNppp53Qzezo6CAcDlNQUADAjn1DLPnrRlQICUOTTs0Yu5ltHUMkGjW4fCJpUpJmYnevhzE2Mw3R0TjFrGXAE+LMkhTWRbPA++OGWfm8vLOXPrdf2KgiZHqGhobY5oiQmaAHSSSiDBo1XUMBpuUnkmTS8fouMcXKTTbQ7hQPZ6JBTYpZT1OfkLGdXZLKO4398cQZiEx3QaqRd6OZ5rxkA3udfjIS9HRHaak5SQYKU02saxLnrFULX+KJOQk09IqEV6JRQ36ykdp97gPECSana2hzK/R7I0gIEYFed4DMBB37oi+Hs0qSqGkfZDBakNCqRS/0t8/O5+7XWpCjPcgAl0/JJBRReGZbNwXJRpoHBPPqwjIbq3c6uKBQR1dAx7Z9H9aGDRqJb0/W8PP1QWwmNb0eUTqcmJMgnE76vFRkWvig1SXueY6W9zpDcXGD7iE/fZ4wBo2K8kwrW6I8/On5iWxuc6Eg8iDBcIQhv3jx/+7iXMYkqcjPz49/v7Hn/liexx07dlBYWHjY8tPs2bPZvHnzURuCDoH9s9kS8AgwoCjKN49lJydtZG5vb4/TMm022xHZWyPFR/fx6o4uADRqifHpFrzBCL3Rh37IFyY32UBEVtBHDeIaHJ64VU1ltihvvRsNCglYWJkuNKcTDfzr/b1UpBvwhxXMOhW3zytmXZOTuv4Ieo2KnqEA152Wi9svOoQWVKSzqc3FoPdD14wsqxajRqyFnT4xNbTq1UwvSObthn5kBSqyBN3SoBUj+btNTpKMGhZMsNPuFKWbQEhk0NOtevqGg6xrGsCohrNLEuOytTVR47Rx6RYSovI3GpVEZY64TotezdaeMP3eCKXJKvISJHrcIjMeis7/S1INvN0oArk808IYm5lQRMEdiHD3ay1IwK8WlGLVi2aNx7d0saqmm4k5CSyqEtPKSTmJrN4pXmbtQ2Hqe73MLU1l2eQMghGFoYDMLzeIBNb35mSQoJdI0kN91xDbOt3oNSpSzGJUV6sktnQL4o5OLbGjazhODPGHZQa9wSj3Hfb0DJNi0SFJ4HAHKUwVeYhvn1NEud1wUKI1FsTHMu0+WteUoignpEAbxRnA1QgRv5roz0Uj+eBJCebGxkacTucBtMzR0gGL7cPlcvFiTQelNoMgNEREkHcNicZ/BciITp1rOwWbCmBcivgy3msU9VRFEf3MCiK7q5Ik/n71RNJMal6ud1JiMxGKKLy800GiUfgfL67MoDTdwj2vNRKWFdSSRIfTx9zSVDa1CfrklZNsbNjrxheG2SXJpJq1yIoIjE1tTvQaFReV26juGCIYUUi3irZJg0bFkC/MCzt60WlULJ0syBmyAgMeYZ9q1UKCSctbjWJtfOF4G2pJrB/re4ZpH/STk2RgUm5CvIMsP1ncixSTlj1OmbYhhewEHZPTtTiGBdmk0yVeHuMzLDQ6vDQ4PNgsOqbkJRKRBc31By/swR2IcNtZBULcQBIC9fe/1Uq6RcfiStHDPLMgiT1OIbbf0DvMm7v7KUo18vOLxxCKmvLd/lInroDCDbMKGWs3Y9RIaJUQq3c60Kklvn5GrN1T4cySFCqzrLQ7/aSatVx3Wi5N/T6QxFpdRqJvOMiM/CROL0qiumOIc8emsmJ69mGZW5IkHdPIfKRptqIoJzTr3G8/7yqKIimKUqkoysToz0sj+exJCeb8/HwqKioOuPDRUBuJlbj27dvHGxt3sM+joIuuwZv7vKIRHShNF4mkTa0fGsSdXiT0o+sGxMsgJCtMzhWjVveQHwlo7PUQlhW+8q9N9HuFs4LTF+J7541hx74hhvxhxiXDE1v3kZWgIyKL5MwPLyihOmrVkmzS4hgO8uQ2BxJi+vdOozO+Ns5JMiDLgnL4cnQEWxT1OR6OJtQSTVq0aqFlvXJrF7KicOmkjLgNqjsETm8Ys050cL28y0Ek+lIyaAW9sWPQz+Y2F0lGDReV26iLkieM0WaHFJOWbneQrT0hrDoVM9Mlonkwdkd7mgtSDEiI1ke9RuL0oiRAZP3ve6uVln4fF0+wM7c0DQXBGf/J6kb0GokLylJRFJiYbSUkK/R7QuwbCojsvlbFoysqBY9eJfHbN1vY1uVhzpg0zh6fKVRUjGr+sG4fIVlhepaON3f3U7vPzRibiYgs888P2tGqJcrSzfz13Q6G/GEmZFr4oHWQjW0u8pIN/GLBWCRJOioNc6Q42pp5tAL6eHFSglmn0x2SOHKiI7NKpaKvr4+enh6aZTEC7Njnjo+6MYO49S0froFPK0pGQhA/FERTf6ldzBaGA2G0Kin6IhDTt/MKdDi8EUIyfG9eCYGQzP1rRAukokB5ro3CJC1rGgbIs0qoJYV/vt+GVa8mIitoiDAhTUNYFgmHbZ3uaEdQEk19PjoG/aRZtHEKpQQ8t62HQFjm4gk2NBoVTq/IXOs1Yjqblajn6WrRXHDu2FTsVh3BiHCw2NUtdMTOGpPCu40D+EMyJWkmkowa1CqJQV+Yl3Y60GlUXDY5k56oObo/HEGrUYkWUEVmfY8owy2uSkelElonrQN+HMNBUgwqSlL1vNc8CEBVdgIqSeQoXtjey5o9fZRnWlkxU7QRalQq7nqpibACM/MTkWUoTDFSmWlhr9OPLyTzk9UNBMIyf79yAtlJBjTRdsz/bemi2Gbi5rMKAaGc2uiMYNRIqCSENY1BFe/aUqnE7yWg2yVmJBJw39Ly+Hd6qCA8nqz2kYL1k1TljOFjKU3ByDqnjoRgMMiePXuQJImJEyfyXvNAPIhnFIiA3dDijGpPweS8xLhBHAix+ThZQAGzTliXxE61IsuMTgXrOsNo1Spykgz8eW0L0/KTGA5EyErUc/WMbFbVOmgfEvTEPr/E9TPsdLqCDAciXJQv4Qsp7OgLC8+qMSlxLvL61sG4E6KCKGcZNCrGZ4rsp0UvzM9jSbmiNBOOYaGv5faJdfj4dDNv7O6n1x2kKttKic1EMCITiijxpNn5ZWk09UXbJY2auFIKisJT+43yakmFPyTjCckoKjV6jYrCVGPcZnXeuDSseiGKMOCX2dXrx6CG6ZkaNrYNIitCTtegUWHWqdnZ5ebh9R1CXK9MzIxSzVr+8r4g0ZTYTYRkhQSDhqUT0+N6Yz94fjedg36+N69INF4ATQ4vd77YgEmn5roJajwhBV9Y4YLxNiZkmml2hkjUw0UFKrbvEwy2r52RS1CGjkE/d11cSqn9wyTV4Ubm4wnAwwWz3+/HaDw+Mspo4WNzgTyRabbb7Wbz5s1kZmZiNpvZ5/Kzq3uYGdFm+ur4qCtUKiWg0+lHoxKiBKlmMRW36NVYdbDH4cUX7aKalJtEgl7FhlYXQflDHakbZxciKwpv7elnYk4C+1wB2vp86NRCHvbGM/OxGjQ8+IHQsDJq4JU2heGQgt0o4fIGeKdhAJNOxfnjRVO/WoJNbYP0DQcZn2GhINXIjn2CaBJrpEg1a1nXOECjQ+hCl6eqcQXEQ9fpEsm9iiwrdd3DNDq8ZCbomZybGBcAeLWuj2BEYW5pKiDR5QqgliAzSayZk4xanq7uxh0IMyNbT26SgeFAhEBYpmsogEqCafmJvF7fhzsQoSLLKjL3gD8Cm7qEfO/sbDWt/V78YRmNSiHRoEGvUeENhHi4xoVWLXHl1Gx0ahU2i4436vup7nBjt+pwBUQ2/aYzcuJqL394q4W3G/qZX2Hn1qigXjgi848d4tym5yfyUp2DHV0ecpIMhGWJV9oEKSjLquYv77Uz5A9zUamVc4oPLA8dKpiPdb18NHzSkkHwMQfz8YzM3d3dbN++ncrKSux2O5FIhNfrBJkgJjIgNI9FMLgDggXV4w6g04iplc2qJ92qZ1f3MO5osrkyOwGbRcfmvU6GAjIRBYrSTGhUEuMyrPx8dT3eoMgi+4IRvnZGHu9EM98Tsqw8sLaVojRzXIXzovFpSFEC9oBfIRCBVJMai0bm1V2Cmz27WPCUtWqJXd3D1PeIB3P2mBR2RMs3iQYNEpBm1lLf42Fnv+AUX1Ruiwvt7e4ZJhRRGJduwR9lUBm1KmYVi5ebTi2xZk8/fZ4gk3MTGGO3xEfCBIOYemZYNGzoDNA+6Kciy8LEnIR4PXl7bGlQlEx9jyeeVIwpcwC80xkhrMDcEisoCi5/mGBYRq+WotrZOv60tpVgRObsMWJpkGjU0OMK8NquPix6DT3DIQIRhRtn5ZJgELX7F7b38pd1bRSnGeM+0iDUTZKMGpAET6AsMyGqLw55aaIiMNZu4mvT02hsbGTjxo00NDQwMDBwVLmf0cAnrTICH+M0+1iDOeaxHGONWSyW+D5WVu9DJYlRN6bdpVJJJBo0dDj98VJLbrKR3CQDu7qH446LBYkaMhK0bN/nxukNEpEhI0GPPlqvPa0ohTvOLyEUbVb4wXklNPR6eHyLOGYwonDuOBtJJg0ftDgZmywxKcfKyu2iiWD5lEw0GhURRZD7nX5Bg5yQbuStRjE9LUvVoNdI6KPEkrUNAyQaNVxSlUFLv0+sB4OheKJq2C/WvUatiiUT0+OjcH3PMIO+EDlJBvJTjaxrEnrf06NG8iatiq3tQ9R1D5OfYuSskiRao8wpRRJffV6ykbquYWo6hrBbdJwzNg1/bGnQ4iQQlpmUkwBRWqZeI1GZnQAIUYQ1jW5cAYXyNDUFSRoGAyJT7fGJ+11qM/JkdRc97iBjbGbyU03o1BKpFi1Pb+tBJQkCTPdQkGWTM5lRkEggrNDU5+PrT+xEo4Jfzi+hdzjAoC/M/HI7pXYzm/a6sFm0fGVGFhtaB9FrVPzhsgkU5edSWVnJlClTSElJiedYmpqa6OzsPG6b1aNNyT8NI/NJIY3IskwoFDrgd+3t7SiKQl5e3lE/Hw6Hqa2txWKxHKABFg6HefP9Tdz2pgerQc2QXyh0CCpgMO74IIzClAO8pfJTjMgKdA760KtV+MIyFp0IOrNeg1WvoaXfS6pZy5A/jFGrRkEh2agl0SiCf3JuAskmHW/uFppVJg14wmL6HgjLZCToaHcKZtJFE2x80DyIM8rY0qolVJLEmSXJvFnfH+2xBmdAIhARjC0FMarOypRY16UQiijoNeJz6qgAXZdLTIUXVqbzSp0Q0otN4a0GDVU5CayNtktWZlup7/YIudpov7BVr+b8churqrtRorkDf0jGZtUTCEVw+kQ+4LzxaazeIWZAMRpqYaqRRKOGmg6xNKjKsVLT4caqBXcoto2JwlQja/aI0p9ZK6RyCxI1dA1HCET7yMfazaxtHGBKbgJb2gVLb1ZxCts6hxifbmFCloV/fiDUP/VqiUBEodRuYk+vF7VKLBfcvhBI4iX8wPIJnFmScsjnqa6uDrvdjs/no7+/n1AoRHJyMqmpqSQmJo5o1I5EIlRXVx/Qxrs/NmzYwJNPPsnf/va3o+7rEBiV+f6nbprt8XjYuHEjmZmZlJaWHjDKq9VqNncJdY2cZBN2q549vR76PWLuXJRmosQmrFZaooGckaAnP8VIu9PHcCCMrAh9MJNWQq1WUZRmpm84GHc4tOo1hCIKoYjMj84fQ6crwPZ9bqbmJbK1fUgkhRAvjbljbRSmCnfFUERhOBCJ2tUIxcoBb4jpBYnkpxgJRZv739ojuqMWVNjp8UkMhxQsOokUgxAoQFZY0yETlhUum5yJUSuke4YDEdx+0adblmmNi7bPLkkh1axFAQZ9YdY1DqDXqFhUmc7Ofe6oh5IKkwb0GolgOMLKrd1oVBJXTs0iLAuGWM9QIN7rXZBi4IXtvSgKzBtnwxAtIbX0+9jW4SbZpOWCMhs1HWKZk2wWpbREo4a2fi9r9vRHE10ZeEPiTdA+FCYYUbAZJULBAGsbB8QIHSWIzCxMYlObE7c/zD6Xj5e37yPJoOL3S8riMxEJhXSrKAn6ghFmFacQjCjccEbuYQMZRCCazWZyc3OZOHEikydPJikpid7eXjZv3sz27dvZt2/fQX34+2MkMrufpGQQfMqm2Q6Hg5qaGiZMmEBmZuYh97ulR6wh67rccY51foqRYpuJpj5vfG2YZNKSn2Kk1y2MymUFXL4Q+mhnVVmmaLbYGV13ZyTomZSTwJA/zPT8JKwGDfe82kgk+iBZ9WrOG5fKs7U9GDQSyyZn8sJOBy39Xs4oTqEs04LTG0ZRYG+06X5KbgKb97poG/BRkGKgIssqmiUUeHF7L8GIyNBKKjX9frH2tkX1bawaeGprF4O+MOeWppAf7WYKRRRa+71IwGmFSaxtGKDfE2Ks3URBqhFFETXs52t7kIELxyUy6BUNGSpJItEk+rUT9Jq4leriynRSzEJddMgfZq9TeFDNLEzm1V0O/GGZquwEUs1aVCrRQvpKnQONChaWpdA1JLygFUXBpFdj1KqQUFhZ041aJe6VNto/7PApuIISVr2KwgSJ1+rF8kSJhAnLYjbhD4ToGpbxR+BfH7SjAN8/r5j6+t20bH6biVIbWRY1bzUMMCM/kRtOyyYYDBIOhw9r+7v/6KtWq+PKItOmTaOoqIhwOExdXR2bNm2iqamJwcHBA/Y1EjG/T3qarfnYDnSE0pSiKLS0tNDf38+0adMO67Q36A1R1y+jIEbi7EQDGrXE3gEfxqhkrl6jIt2opWvIT7JJi6zAPpcoq0QUGG/XU9MdYPPeQUC0QhanmdjaPoQsKwx4QxSlmbig3M7PX9qDUavia7Pyuf+tFsxa0KjAFxZZboDMBD3vRRNjpXYzmYkG1jaIv+3qGSYiC95xo8ND64CfRKOG8kwr7zc70UZrqwBV6Xp8ikaUy4DUBCND/T4yLGre2CP2PzZNj8Woj09LqzuEeudpRcnUtLvwhWTSzFqyk4xs6xxCI8HL9YIBdt74NOq6huNaXAadGrwh8lMMPBv1Sj6tMJF+TzjeuRTz35pbmsK6JiehiEJWoh6tSqLN6UdR4Pm6ASTgkqp03m4YYMgbQgWYdFrUUoTcJANPbu2Kn0NNxxAOdxB3QKE5LLyWT8+38k6zuJZ+pxt/WCI7UU9eiokPWpwoAS+/+v5tdLXUo1FJvPQuqPUGChfcwu+WfgmjQTxbsiwTiUTiz5lKpToqaUSSJMxmM2azmby8PMLhME6nk+7ubnbv3o3ZbCY1NRWj0XhUmd1PemT+2IL5cKWpSCTC9u3b0ev1TJky5Yjrl7f2CKtWm0WHTq2ia8hPolEbldZVsFl09HuC5Kea6HT5ae7zoo+Wksal6ajpCVLbI0Zzg1bFhMwENu8dpDea4u7zBDFoVPFkl82iY8AT5J09vaQaoN8v+mOn5Sfx742dgFgLS4iRvdHhYU+vhzSzllnFKfEg2d45REQRwe4LRXi/2YlGJTGzMJF1TYMYNBLbegJAQLwQEvRxCSC1WgNEyE3S09AXQCZAsh7K0w28u1cE5oYWJ7IiMvT9niDbOofQqqA0Wc3O/ghmnZrXot7NVTkJ6NQqNkXdPmK+1GPsZja0upAVMdPJTTbEa9drG5xEFEVkt7vd7POKRofSdDO1nW4seg3PRC1SZ5ek0OsOUB8VQBgOiO98QpaV13f1RT2ihXLpzqgxwbstIns+LV3FjgEFX0hB9gQIBoMYNBK6zU9Q37wLlTGBFIsOTyCCz+sl8s7fkH0LUZnT4s+NLMsH/CiKQigUQlGUETHBNBoNNpsNm82Goih4PB76+/tpb28nEAjQ3NxMamoqCQkJB8xAR2uaLUnSBcAfADXwD0VR/m+kn/1E18xer5eNGzeSlpY2ItWRV+t6SdITtf/8cOqcFHWKyE0WSa66LndcHmh8ikhy1fWJh0olwYR0A/6QjDNKxugYFCOmBCyemEGKSYuiiGTUzafZ2Nrpod8PF5TZaOv38e+NnaSYtCybnEl7VKwuEImgkqS4IZyYjqtYNjkDJBHwe3o9dA76yUzQU5llZl3TICAECDUqCbNOzZ5eD2sbB0gza1kyKZN90dqyOxBGksRLI4yad/f60athVqYUb8es7Rxi36CfTIuakmQNO/vF/R6faUElibLUto4hNrUNkpWoZ2GFPW4S0DMkRtr8FCP9ngDvNjmx6NVcPMFORBFLgPebnQx4w5TaTJTYRSBLQFHahzXydxoHqO/xUGwzcc7YNBzROnL7gMjSj8+w0NTnZWfXMCkmLXPGpIr9A5t6ZHwhhRkFSWQkmXD4FLyufpq2b0YyWknUq+j3hPCHZfLTk1HJIVavXn3AM6JSqdBoNOh0OrRaLZ2dnXGtrkgkQjAYjHf1HQ2SJGGxWMjPz6e0tBSbzYbFYmHfvn1s3LiRnTt30t3dPWqSQZIkqYEHgAuBMuCKkUoGwSe4Zu7v76e6uprx48eTk3N0N4HhQJj3GgcwqIXt6T5XALNOJbyO061xW1YJkdmdUZBERFbYMyhGnrAsU5GdQDjKiwbBNLJG+dzT85OIKLBqaxcD3hA3z8nHMRzkv9ViRJOADa2D8ZbAAW+IJ7d2odequGZmDm5/hLCsMBwIiWYIvZpUi44nt3aLfuGJGZiilrJdQwFqOoex6NRcWGZjQ+tg9GVkwKwTa84BT4hV1WL/V0/PxhMUtfCB4QDBiCBpZCQaeLdL6FzNzjOiUwvfp67hCLsHwiQaNVxcbmNLmxhx0616DFoVFr2ableA57f3YtKpuWpaNt6gEKLvdPoIhBVSzVrSzDpW7+hFLcFZRVY0ksg37HF42bnPjc2i4/wyG9uiCqJJRg0alUSySUuLw8ubu/tINGi4bHImQ9ERuqF3mEA4Qm6yEYtezdqGfjQSXDQ+GbUkXqAbWgdp7vNSajczLU0mhApJUoEkvm+LFkxSkEgkQl1d3SHLRrGlWyAQoKKiAoPBEA/wWGCHQiFCoVB8in4kRCIRtFotdrud8ePHM336dPLy8vD5fPz617/m0Ucf5ZVXXmHr1q0n0h04HWhUFKVZUZQg8DiwaKQfPmkj80cDOuY3pSgKbW1tNDY2MmXKlBEbsK/Z7SAYken2KmijSayqHBGAG9vEdFAlwenFKUQUqO0YBIQa5xi7aIeL6Us39AeJxjAzCwXRItYfHFGEg8ITG9uZW2Ck36dg1qn56cWleIMR3IEIqRYdNoto8EdWeGR9BxFZ4UvTstFpRPbZHYgw5AuhVQvrlmdquvEGI8zMs5AU9SYbDkZ4bZcDtUpi6cQMmvq8Qvsr+iLQRG10HtvYSURWuHxqJka9hkBYxuUP0zccEoqgOQm83eYjGBFr7xSjGhRwRXnZGpXE8skZtA548YeEgGCSSYtOLaGR4D+bOpEVhSumZmGKZvP7PSF63AGMWhUT0g2saXITVmBGQSLJJiFh5BgO8mqdA4NGxVdm5rDX6ScsK+i1KpLN2mgeQ9BINZLED88vxqTTiDzGoA+XL4xRA+PTTby4y4kMfGNOAZkJevHS6PVQ61SjUmRsFi3ugNBjK0lPwGw2I8syJpOJ9evXs2vXLhwOB5FIBEVRaGxsJBgMUlZWFn8WY6O2Xq+PB3asrTYW3IdLon00ASZJElarlcLCQn7yk59w1llnkZ+fz3333cf27dtH9EwfAtlA+37/72CE+l/wCdA5d+zYgdvtPqxZ+uGwpr4Po1aFWoKp+cJgfFM0iFFgWlSWZ0+3SNq4Q5CXEtOaFsbhQk5HfGRytmi2eLdBjLz+kExFljBIW1qiwR2UebXJS16yEZNWxV2r9xAMy1xalcGgN4RjOIheI2FPFMT+RIOGf2/qZMgfZkGFnbxkI+5o9rltQHRlTco08EHbMIMBGGs3U2o3x1VBVtV0E4oIxY9gRMExHEQtES/d2Cw6Ht/chcsX5vzxNgpThcxRMKLE16czcs1s6wkw4ItQlGZkjM0Uzyc8sVXsf+H4JCRJYsAbQpaFtpgEZCUa+N9mIaB/2aRMyjMt+EIyvpBM84Conc8bb2NDq9Bcm5KXyFljUoVSaFjmP5uEcP3XZuUTCsv0e0Ikm3XMKBQlI5NOza9ebWLIH+Z784optZtw+cMoqEi2iOegMMXI79a00DUU4Guz8oQOmiEZTWYpg07h4ZyXYkSrVhEIBDCZTNx4443MmDGD9PR0BgYG2LRpE++++y6Dg4MUFhYelrKpUqlQq9Votdr4qK1Wqw8YtYPB4AGJtSMlwCKRCAsWLOCxxx6jqqpqxM/1aOJjC+ZgMMjw8DAJCQmUl5cfE70uEIqwtqGPSbliJK7pENnccEShMuqLFCtTOfZzdMxKNKBVSWyKNgYAnFGcgkqCul6xXvZFoChZhyJHaHv3OXr+810e+tF17HvqF/haa3AMB8hLFYEvSfD0tm48wQjnjbeRZNKyd8An1sr7HfOF7b3sdfqYlp/I1DwhX6QA9Q6xvp5ZIJhYe3pFv/CMgqS4M8WztT0M+sKcNSaV3BQje53+qKuEyFXmpxh5dZeDln6fENMvTowTQrZ1CV+oM0tS6B0O0eDwYrfquCRqPaNVSTy/a5B+T4hZOVrG2Q3sc/lRqSTGZ4j1XmaCnqequ9jZNcyMbD0XFBlwBwWhpTfacTUlN5HqdhdvN/RTkWXl5/PHxtVSnt3WzYAnxOlFyUQiMq/tcpCRoOfn88eiksTs6b41zezu9TIjL4EJWVbeaRzAqFXx5Zm56NSCGffAO228Xt/HpNwErr3tB8gJ2RgiXiKeQfr7+wmHw9x7772kp6fH5XBLS0tJSkoiOTkZu93Orl272LBhAw0NDTidziNOf1UqFVqtFp1Od8hROxiMWQEfeh+jVJrqBHL3+39O9HcjwklhgAEHJBkGBwfZuXMnkUiE2bNnH/O+1ux2cNN/t5Fs0uL0ioRKqd3Mnl4PpXYzjQ4PsgIWnYrhoMxphclUtw/GDdhA1GQ3tbmw6NW4fCK48lOMtA2IoHv9H/cw3LARSa0FlQYlHMCsBfvZKwgVnxUVB0yManl9KPUzJTcRhQ/LOCU2cT4xsXuAdLOK0lQ96/aKGnhc6ic7gd5hP/tcQYxa0ZDxbG0PBq1gZYEQH0y36ni5TpSwZhQksaltkIwEIYavAPnJeq6akcM9rzShIHjdg74wxTYTTk+I3uEgiQYNP1swlu8+XSdq54oQM8i2qEjWK1Q7RAvk988r5k9vt+INhgnJYg1rt+pZXJXBA2tbUYArpmazrrGffk8QX0hGrZKw6NX89KJSvv/cLoJhhck5VtwBmY5BH4qi4A+L5cvvFhTxw9WNDAXFeaZadLT2+0i36tgblVj642UTuP+tFhodwkg9P8VE24CHu0/T4eltJykpiTPPPPOAhJOiKNTX16NWqw9iDQ4MDNDX14fL5cJsNpOWlkZaWtphS6AfxdDQEDt27KCsrOyA2WSs9KVSqbjqqqu47777KC4uPsanG4gywCRJ0gB7gHMQQbwJuFJRlJ0j2snJDuaOjg7a29uZOHEi1dXVnH766ce8r5v/V8ObUXJBuklFj1emIsvKrm43YRl0KgjKYv1b2+nCH5LjI/HknAR2dLkx6TTR5BSkW3X0uINMyU2kwTFMX9seep/+JZLWgNUouNAalSQoqYrMtFv+hKw10u0VD/xZpam8ubsPg0YV774qSjMxJTeBp6q7ATGNburzYtUK2d+gLFQ+bj2rkLtfESbtBo2EgoTdqiPBoGFnl+hN/v75Jdz3ZjPBsEwwIoIgxrp6ZH0HCrCwLIkPWly4Q1K0c0lID/1q4Ti+9+yu/ZYNEg29w1FKpwi8B6+o5GerRethklFLfoqB7fvcZFpUdLrF9dw4ycKWfjWb9oqk4rgMC7u6h5ldksI70bLZVdOzCYXleB05M+q2cenEDF7a2Ys/JDOjIIlpBUn8+e1WQKijBiKwYkYOa3b30THoJytRz/Ip2dy3phm9RkUw6gp55bQsWvt9vN/s5ObZBdwS7XH+KBRFoa6uDp1OR0lJyRF7joeHh+nr66OvTzxPqamppKWlYbVaD/k5j8cTl4e2WCzxctf+STNFUVi0aBGrVq06XlXO+IGjEkH3I0pT/1QU5Zcj3snJCuZAIEBdXR3BYDCuOvL+++8fczCHIjJn/OYdEgxa2gd9jEvV0uQMEZKJi9VNzbVS3+vFF4zExevKMiw093kwaNX4QzL+sEyiQYPLH6Yy20rPUICeaH3ZtWEV/uoXkHVmdBoV4YhCdpKBdqcPORQg7YJvYC2aSKJBRbpeYceALBwVp6Xz7I4BvEFBVdSqJMx6NStm5PLAOy1EZJiaa6bfK9M9FECWZYIRMTLft6Scn7y4mwFviDSzhowEI/U9w2QnGWgb8CEB9146nn9v6qS6fQgVIqDquoeZlm1kU6cY5a+ekUMwLPPEFuFNnZ1koHPQzyVVGby6y4E3GGFybiLnjE3jt280iXZNnQpvUGbZ5Ew273XR3OclzaLj+tNz+L/XmuMBB3BallhTvtUsRCCumZHLv9a3k2jQMBD1fZqUm8i549L4TdTH+tyxqbzfMkiCQUPvUAAZyEzQcWWJwh9qwoRlYZDX7w1h1glB/wFvWLSUXj6Br/1vO55ABLNWhUGnxqzX8NyN09BrDl6zKorCzp07MRgMFBcXH1NbYzAYpL+/n76+PoaHh0lMTCQtLY2UlBQ0Gs1BgXwoyLLM+++/zzXXXENtbS02m23Ex98Pn25u9q5duzAYDFRVVR2QODjWhvCNrU5c/jCZSXp0aon6/lDclrUkWY1Fr6amc5jhQCTexmjUquh0+dFpVEJEHnG3MhMFT7u20x0P5DGpujixRJIkAiGZiKzQ7hTBkmbWkWjQEIwoDAdlfCoDOrXEhAwjD2/qYdAX4qoJZqblWgjJQrR+VXUnERkWlKdS0+mlpd/HrOJUVszMi/dd/+D5ega8IVbMyEGrUbOjy01Ggp4rporkpVYt8d2nd1HdPsQlVRmcNTaNuu5htCrIsYgXWbJJy2MbOnhyyz6m5idy+7nFdEan9r5QGAkxC6lpd3HvG01kJuh56EtVcRHAzXsHGfKFsFl0SIrM/73WjEEj8c8Vk0iOelpX94TY3u3FrIWiBPjH+3tRFIXvnVsUFwDY2u7in++3o9eouGJqNm/u7scbjDBvnI0zxwjBga6hIH/ZISMrCt85p4gedxCXL0xWooEzioUwvS8Y4ZpHavAEIvxs/lhSrXr6PSF+cmHpIQM5ZgNsMpmOOCIfDjqdjszMTCoqKpgxYwaZmZm4XC62bNnCpk2b2Lx5MyUlJUesH2/dupXvfe97rF+//ngDedRw0oK5rKyMoqKigxoljrUG91pdbzyJFVunliSpMGqgxSXjDYj6blaiAVNUx9miFzK7sX7kzEQ9pXYz9T2euHh6plki2aimezhC6pjJKJIaFIX0BD0ZiXoSDBpkOUK/J4g3qZBvnFVAbrLgf1sMGmaViulUokHDv7YNs6l9mDMyVZyTp6HTFRTGcrpYUkzP6/UO/v7eXsZnWLhvyfg4M6q6fTCqZGJgyBfi/15rJNGo4d9fnoQpWj97s95BbecQiXqJwiQNz+z2gSTx84tLKYyKGmxuc/HI+naMWhXLJmfxal0fnmCEiybYmT1GBEvXUIDbVu4kLCt8+5wiet1B+jwhcpJ0lCWJ7yUiwzWP1OD0hvjB+SXkpprp80Yw6LRU5Asxe6tW4vvP7xbi/5PSuLDMRp8nSCgi0+8RjTAlNhOPbexgbUM/k9PVfOvsAjxB0S8dmzFMzElg+z43L2zvodRu5vdLy+PLoz+91cy+QT8Xltk4o/jgJopYIFssFoqKio7pmToUVCoVycnJjBkzhoqKCoLBINnZ2XR0dLB+/Xp2795Nf3//Ac9vTU0N3/jGN1i1atUBMr6fFE7aNDscDh/E+Nq8eTMVFRXo9foR7SMiK0y75+14tnZ8hoXm3mEUCRRFIiQrpJp1eINh9Bo1Zp0qrsYhRmIDKWZtXM1DATKsWsKhEEMhicwEPW1OP3q1RMrWf9K+fT0GgwGtVovf7ycQDJFz9lX05swmN8lAnydIdpIBbzDCPlcAi17NX6+s5Mb/bmc4IEZCo1a4QxYlKGzpjfZEzytk5bbeeKIuwSBqxTeemc//e6c1bkcD8GqdEALURJNsP5tfyl/XtbHPFSDdomF2qY2ntnaRZNTEZx23nV1IbccQbzX0o1VJzCuz8dKOXorSTPE20PPH2yjPtPL7Nc2AmBpv63AxPl0kEkOyCMDbzynm5ie2IyuiHObyhRibbmHIHxZSwQYN9y0p4xtP7iAQllEU0KohzaiiJM3IO60e1CqJH5xfwoNrm3H5hZWOQaPCotdw9fQc/vB2M7ICSyZmsKPLTUu/j2B03a9VS/zf4vH86Pl6ZAVe/voMbNYDnxdZltm+fTuJiYlxDfXRgtfrpba2lvLy8rigfSQSwel00tfXh9PppLq6mt7eXl544QWee+45SktLT/Swn+5p9qFwrAIF1e0uPMEIJTYzerVEa98wkiRE+QxaFXqNRERRyEg0MOgLxV0ObBYdk3IT4vJCIKakOQlaeodDJFmMBCMK7YN+vjQ9hzXfOp1Xn/gnd9xxB0lJSXi9XoqKinjgz3/irb/eyZ+XVyArCr6QjN2qp9hmRiUJQbmrH65mOBDm2zMTybKq8YRAkURXDkC6RcOvXm9hT6+H5RMSmF+WypA/TCAss6ltMC5g/1qdg1fqHMwsTObuRePis5B/vLeX7qEAlRlGFFQ8tbULu1XH7y4tE7xwCR5c28L7LU7GZ1g4vSiZl3b0olVLfHVWHilRpc9Xdzn4f+tasVuFTcu2DsEKs2t8FKQY0UUNy7/x1A50ahX3Ly3DFxJ1bFmBzAQDapWEoihc/59a/CGZP15WTlGaiWAEXCGJIb8YtdKNcPfLDfR7I3zzrMK44EGfJ8gbux3Iiuhdfrqmm909Hs4bn8aNZ+YTlsU9/r/XGhkORPjW3KJDBnJtbS3JycmjHsg+n4/a2lrKysoOcKaIdVmNGzeOmTNnUlhYyBtvvEFiYiLXXHMNzc3No3oex4uTNjJHIpGDGitqa2spLCwcsYXHr17ezX82CuO1SDiCJww6tWiWtxq0pFt1ccIEiIAtSTOxaa8LvUZFICx8lu0Jelr7vBQmqmiOeiGfOy6Nb84toihtZLXBQDjCwx+089d1rQTCCtMKklhYmc6Pn98NQKJexVBA5qzSVNoGvDT3+Ug2avnZgrF8Z9VOlCg5RKOCbItEaaqB11uEA8StZxfxn40duANh/CEZrVoIEdx6Zi6/eLWZiAJzSlJweII0ObwoskxYES2Nf72ykh8+X0/PUACbRUdhmonNbYPRBJ5YP989fywv1fXyfrMTFVCZk0BNxxDjU4S1DcDSSZkkm7T8/b29wIduHBeW2Xi3aQB3IEJZhoUrp2Xz4xd2RxNparzBCBeV22kd8FLXNUyiQcOXKsw8uNmFRhJVBpUEk7PNFNqsPFXdjUqC607L5T+b96FRSQz5w6gkKEg18eXTcvn56j2MsZt58vqpqFUfDlqRSITa2lrS0tLIzc1lNOHz+di2bRvjx48/yP97f+zZs4cVK1bwn//8h4qKClwuFyaT6YRslxilkfljDea6ujoyMzNJTk4+6ucVRWHO798lEAzHPZElRF+x3aJhT9+HjeQJBg2ldjOb97qw6tW4AxF0GhVZiXpa+32UpmjYMyDOpSzDwg8vGMPkvKTjuq4ul597X2/k5ToHWrWERQPfmZ3Jz9d0CTO4nARc/jA9QwHUKhjyR9CqJB66upIfPrebjkE/Zp2a3CQdexw+CqwSzVFnyjvOLWJrxxCvR8twWWaJfR6FC8vtvLHLQUhWOHtMKpPzE/ndG2I0iE23L52YwcbWQTqijRy3nFXIj56vR6uWCEcd1OaOTUOnVvHyzl40Etx0Zh5/e78DnVrCHRD3uMRmZvmULO5+pQFFgQvGp7G5fYhwRGYoWp9PNGr547IJ3PjfbXhDMvkpBkCi3xNEr5Lp94kS3j++VMmPnxfXrFVBqkGi368wIcNI9b6oOuf5xaxtGOD9qDdzZtSK54nrpzAhKyF+3yORCNu2bcNut4+Iy38s8Pv91NTUHDWQW1pauOKKK3jkkUeYNGnSaJ7CZy+Yd+/eHa/rHQ21HYNc9vfN4iSBFLOOnGQD2zo+NMQz69SMTTeztX2IVLOWfk8ItUqwsNqdfqbmJrA52vtrt+j44QVjmDfeNiqqjO/Ud/Hz1fXs83xYX/3S9GxWbu3CH5aZVZxCVU4CD6xtRUIsC3whmS+flsP6Zif1PR5STFquPyOX37zejFEj4Yu2I87M1mNWhXizXY6bqK2q6cKsU9PnCSFJQrvre/OKue0pkdCqyrbSNRQgHBGuk0OBCCatmn+tqOKm/21nwBvColeRoFMz4A0xJt3C9n3CqO43l4gSWOze5iQJZtiiygyeq+1GVmDZ5EwUhGACEPfyunFWHk9s7cLpDVGQqGF6toEn60RdW5aF8dtXZ+Wxuc3F1nYXFp2ai0qtPLlj8AC5oQUVdpKMWh7b2ClG/ws/XIdGIhFqamrIyMggO3vEVOURIRbI48aNO2KfwN69e1m+fDn/+Mc/mDZt2qieA5/2NfOJiPoFAgEeXVMbX/9W5og+3e1RR0e9GioyLXiCkXgL34AnRGaCnohMXB97c/sQBo3Ejy4Yw+u3ncZ5ZfZRCeSBgQG0zlZW3jCVn1xYypBPJL8GvaKGmpds5L2mgaiCp4m/X1UZLweta+ineyhAVqIenUYSgaxV8a8Vk0iL8rA3dQaodigYNTAty8C/N3XiD8l8dVY+0wuSQIG2AR8/fXE3EUXhq7Pyqe/xCD3tnAQWVgr6pj8UYcUjNQx4Q3xrbiGJOhX73CESjDpOKxIZYotBzXef2cW2jiGunJbNwsp0OgYFhTQ2xc2JCgw8tbWLafmJ3L1gLEPR5NumvS58oQiZFjXdw2GerBsm3arjkRVVaNTi8Vq5dR9NfYIVl52s58kdQoDvt0vKSTWJ1tMXtvfy/LYuUkwabpn9YWY4HA5TU1NDVlbWJxbInZ2dXH755Tz44IMnI5BHDSdtZD6UqF9rays6ne6IRutDQ0PU1tZy1yaFJJOO7fvccfqkXqOiOM1IXbeHDLNEd9SHOdWkod8b5sziFNY1DcTfUCumZ3LTWSVYDaOnwdDV1UV7ezuVlZVxat+gN8Qf3mrmiS37UKskvjO3kJfqHNR1uQXNVK8mEJK5fV4x969pxhcSlNOMBD3PbOtGq5KQEdn7r0ww8oFDRX2Ph0SDhrOKLDxXN0iyHpzRlcXyyZnotWoe3SAE784Zl8Zbu/soTjPT5PAgA+WZVm6eXcA3nhSZ6UyzigG/TG6KiWF/mG53kASDhr9eUckN/92GJxBBowKTXoNRq6Ys08Ka3f2oJLhr/lgeXd9Oc583no0PRWSuOz2fv6xrJSwrzC00o2gNvN3QL3rBNSpCYZm7F4zj/reacQwHKUw1UpWdwLO1PVgNGtxR6eAfXzCGV3f1sqnNxe2nJ1Nm8aPX60lNTaW7u5u8vDwyMjJG7TsEMWBUV1czduzYIy77uru7Wbp0Kffddx9z5swZ1XPYD5/uafbxKHTGJFGt2WNY+s9tmHVqPMEIWrVEfoqRRoc3zskGsBrUuP0RJto11PSG0alFpvuMLA0/XlRFvi3hkMc5HiiKQmtrK4ODg1RUVKDRHPyC2NXt5u6X9lDdMYQkwbUzcwnKCo9Fg256fhIb2waZnJvI9n1DhCIKE7Ks3HRmPrc8sSOuouLyhRiXYWHYH6a534dFr+YPS8u49amd+KJUVaNGIsGg5sySVFbW9CABt55dyMs7e2nu8xKWFYxaFYoC11SYeLh2mEBEaGGbdGre3N2HLsoRlxUx1f7bu200Orwkm7ScFs2KxxhlADfPLmCfy8+z27qREPt6r9nJOJue3Q7BE59VnML5ZWn85IU9AOSnRJc8eUk09nkY8ITIShSNF1/733ZkWbykFWBKXiJ/v6oKSZJwuVzU1tai0WhQq9WkpqZis9kOS7s8Fow0kHt7e1myZAm/+c1vOOecc07omEfBpzuYFUWJd5rEEFNALCwsPGjb5uZmnE4nVVVVPLhuLw+sbUGtkshK1NPu9DMh08KOqMyMMbr+nDMmhXcaBrBEk14T0jQsypcpStGRmpqK3W4nMTHxhL98WZapr68HYNy4cUfs+FIUhdU7evn1aw30e0LoNSryU4ycUZTMv9Z3IAFfOzOP1Tt6cbiDUV616Gi6Z/F4fvh8Pd6gzMScBAxaNZvaBjFp1UJpBPjjsgr+3zst7OoexqiRGJMkUdsnrrl5QNzv607PJRCW49JGpak69vQHOb0omc1tLoIRsf+rZ+TwnVV1AKSatDh9IU4rTKbHHaDR4SXRqOGeReP51sqdRGSFsKygi9rYTMi0sKpG6F7fdnYh/9u8D6c3RCAs+qUteg3fmVfEXS/uIRRROGtMCv2eELt7PSiyEFpQSRIPXlHBj56vx+kJ8dxN0ylINREMBqmpqaGgoAC73U4oFIrTLt1uN4mJidhsNlJSUo7ZCzkYDFJdXc2YMWNISTm8omdfXx9LlizhF7/4BRdccMExHeM48NkL5t7eXoaGhigpKYn/LhKJsHPnTjQaTTxQFj+4nkBYprnPy+TcBLZGk1galaBdxoI4Icq1HmM3c2mRxBlFyRQXFyPLMv39/TgcDoaGhkhKSop/+cfqbBAOh9m+fTtJSUkUFBSM+MXgCYb567o2/vXBXnQqFaXpFmo7h5iSl8jmvaLD6qYz86hv7eKtdjGDiZE8Liq389aePnwhmaqcBJZPyeKHz9ULre5oOei8MhvdrgDbOoew6NTcPCOF+94TnVUhWdyrbIvErKJE/lPjFFzyGTm8usvBkD+MJyga/c06Nb+5RASsLyQzIcOMSq2ivnsYk07NoE+Ujf56ZRW/fq2BRocXk1ZFjgUanDITsqxs3yeURr55diFNfV5e2C70wMbazezu9XDeOBtvNfQRiiicWZzCmWNS+NUrjQDxTrivzyng63MK48FWVFR0SHqkLMu4XC4cDgcDAwPo9XpsNhtpaWlH7Y+P7bukpITU1NTDbud0Orn00kv58Y9/zIIFC0b0fZ8gPnvBHAuwcePGAWK6U1NTQ2ZmZnzq3T7g5dw/vM+MgiQ2tA4CIksnI6Zw7zV9GMR2q47rT8uhROomLzf3kGtxWZYZHBykt7cXp9OJxWLBbreTmpp6yKny/vD7/dTW1p7Qmq2138uvX2tkbUM/SUYNX59TwD2vNmLSqhkOCp3t6flJTMtP4s9rWwGROY6Vp5zeECpJSAf/YWk5X/1vLb6QTFGqEUklvKSsejU9biFm8ODycn71agOtTvH//EQNLa4wZxQlxwX6vjorj0FfiCe3iMx0rF1zycRMXt3Vy3AgQlV2AourMvjZS3tQSWIN7A/JLK6ws31vH00uGatew7fmFvLLVxuFz1SUPjstP4nK7AT+/t5eJOCqqVm8sKMXSZIY9IWi9jV67ppfym1P7sRm0fHCzdORZCE0X1xcPKKKBwjGlsPhoK+vj0gkctjp+EgD2eVysWTJEm6//XYuvfTS4/jGjwuf7mAGDhIVHxwcpLOzk/LycoaGhti+fTvjxo074Ob+5Z0W7nuzKU6/BDitMJn1LU4SouUQo1bFlVOz+dLkVJr31DNu3LgR167dbje9vb309/ej0+mw2+3YbLaDelvdbjc7duwY8b6PhrUN/dzzagN7B4T53Hcnq/nnbhVdQ0FUQHaygV53kLlj03h5p3CSuHl2Pm0DvrizRJpFR99wkBvOyOOJLUIVpCLLynllNn73RjNalYSCQliGyyrTaHeHWd8yiEEDF+ZreK4pjEWvZihq3Da9IInZY1K593XRB31RuZ13mwbQaVQMDAuOdapZxx+XlXPdv7fhC8nYDKDV6fAEZax6NR2ugKgpX1XJz15qoKXfi1oSKi8dg37mjEnljeiL6etzCmju88R9qe0WHb3DQf7xpSqmZJupqak5arAdCYebjlssFrZv305RUdERXxJut5ulS5dyyy23sHz58uM6h+PEZy+Y3W43LS0t2O12mpubqaqqiqszdHV10dbWxg9XN9NBKpJKzdTolDTFpGXQFwIFzi+38YPzS5G9gzQ3N1NZWYnJZDqu8/N4PDgcDhwOB5IkYbPZsNvteL1eGhoaqKioGFVh82BY5m9rG/jHB/uQgbAM355bxDtN/Wxuc2HWqblschYPr2+P91wDzBuXxsTcRH4bbTE8uzSVD1qc2C16ulw+QlG/rF9dXMiNT9QTlMFu0aJEn5FUk5b6Xg8alcSdZ6Xy/zb0xysBmQk6Brxh5lek83R1FwpiOj7gDcWny7Ga8iXFGt7qVBj0RxifYeGcsWn8eW0res2HibSvnpHHji437zc7xUt3WjYPvd+OzaLDMRyMn/+k3ETuW9PMhWV2fjm/hJqamqOuY48Fsel4T08PnZ2dWCwWsrOzDzsd93g8LFu2jGuvvZarr756VM7hGPDpD+ZgMHhAy6PX62XLli0YjUaqqqriDQ0PPPAA69atIxhReL95AHtaKuHKS8jJL6LfExRSNXmJ/Gz+WApTTbS1tTEwMEBFRcWJ0ujiCAQC9Pb20tHRgc/nIycnh6ysrLhM62jA4XDQ3NxMZtE4/rSug9U7erGZtXhCshD0V8GuHg96jYq/XlHB957dRV/UoznZpCUiK1xSmc6jGztRgC+flkNLn5d3GgZQEPX3YATuvGgMf17bSr8nxBibidMKU3h0Y0e8OgBw06wcqtsGWN/uRaOCecVmXm7wxGmcALPHpHL2mFR+9pLITE/OsbCz20tOkoEulw9vSCHdqudPy8pZ8UgN/rBMkkGNpFJh0KqwW3Rs63SjUUn8aXk5v3qlkY5BIelrs+jwhSKsum4inY11R80sHw9CoRDV1dUUFhZiNpsPOx33+/0sX76cK664guuuu25Uz2GE+GwFc4xX63K5mD17djwR9cADD/Dqq6+SnZ1NU5+Pre0uDLIPfyhM8vnfoCgzjZ8vGMfU/CRkWWbXrl1IknTUrPKxIpZRd7vdjBs3DqfTSW9vLz6fj5SUlBPOjHd2dtLV1RV/iQFs3TvIL17ew+4eDxMyreQkG3i1zhE3xQO4e8FYXtzRw/qWQfRqibnjbLy8s5ex6WZ2R3np55Qkkq728N/dom5bkWWlrmuY8iwLLX0+3IEwWYl6fndpOdc8Wk0womDWqpBUErao0ujGNhdqCb5aoWZVk3CwjCiQoFcTCke4alom/9rYRUSGJZMyGfAE4zXlmDrIrxaN4/41LfS4A+QlG5hZmMyTH+nw+tbcImo7h3hzdx93nFvAWFXPUUkbx4NQKBTPiH80kbb/dPzWW29leHiY2bNn89vf/vaEZ2J+v5/Zs2cTCAQIh8MsXbqUn/3sZwdsEwgEWLFiBVu2bCE1NZWNGzcWKorSekIH5mPqmvL7/WzevJmUlBQMBkM8CF0uF2vWrCErKwuVSkXrgBe1SsKvMqKKBLkye5DVX5/B1Pyk+FvWYrGMSDD/WCDLMjt37iQUClFVVYXBYCAzM5OqqiqmTZtGcnIynZ2drF+/nrq6Ovr6+kbclx17STgcDiZNmnTATGJyXhIrb5jGTy8upd3p45U6B6XpZn59SRlSlIt+z6uNbNnrYmp+IpNzE3l5Zy96jYqvzson2aRFq5J4s9HFM80ydouO755bzM4uNxFFYYzNRGm6GY1KotsV4OpHqonI8Ofl5UIeKRAhGJZJs4jOpFSLjgdrI/R6IqyosjLFJjEUiOCPQENfgIgMlVlWVlV38daefuaUpPLLheNEKyTw93fb6BsOMCUvEW9IyAnZrTr+uLwCnUaFJMEDbzezvsVJWYaZMVI348ePH/VAjrHG8vPzD5kR12q1ZGRkUFpaSlpaGueeey5ms5krr7zyhI+t1+tZs2YN27Zto6amhldeeYX169cfsM1DDz1EcnIyjY2NfOtb3wL49QkfmJMczLHi/5YtWxgzZgx5eXkHBEFPTw+KosRrhWadyC5Pyk1k9tgMksIDSJIUn57n5uaSn58/qo73sZeE1Wpl3LhxB+1brVZjs9koLy9nxowZZGRk0N/fz4YNG9i+fTs9PT2HtN2BD0XmAoHAQYor8f2rJJZPyeblb8zkiqlZ7OnxcOuTOzBp1TxyzUQ0UWKHwx0kooiSU6pZy3dW1eH0hrihSs9phUn4QqLF8O2GPmRFJA2frulhy14X88bb+MEFYwjLChFF4f9ebaJ7KMDZpamEFXhpZ69Ycy8aH9fqfqTGzbZ+hfF2I3MKjKxtHBCG8bl60q069BoVbzf084uX9pBs1PLz+aW0D/rFaG7QUJgqjOsHvSG+/Eg14YjMg5dXkJ4o+sGX5IeYUF5+xMaG40E4HKa6upq8vDzsdvthtwuFQlx77bWcddZZ3Hffffz2t7/lueeeO+Hjx1wwYscIhUIHPVPPPfcc11xzDQBLly4FOEcahYf6pAZzV1cXO3fuZNKkSaSkpMQvKiaItr9AmiRJnF6UzKLKDMamWwiHgmRmZuJ0Otm2bRtlZWVH/HKOBz6fj61bt5KTkzMipYiYpOvYsWOZOXMm+fn5uN1utmzZQnV1NZ2dnfFyXGxZodfrD/mS+CiSjFp+ctFYnv7aNCqzE/AEI9zx7C5cvjDLpmQyHAizsW2QglQj35orSDdqCf62zc/61kHOGZvKBWU2NrW50KolZpekYNFrMOvVvLyzl1+/1kh2koFfLx5H99CHiclkowajVoXTE+SGf29DAu5bWECqUSIsQ9dwGB96JAmKU438eUMfPe4gS0vUzCkw4Q/LOH0hVlZ3RckhqaxrHGBT2yAzCpK48+JSZEW0rf7o+Xo6nH7m5qqZf3olCQmjx9CDD0fkvLy8IwrrhcNhbrjhBqZMmcJ3vvOdUR0cQHz3EydOxG63M2/ePGbMmHHA3zs7O+MtnNHyqAs4vhT+fjipwSzLMtOnTz8o2xwz9bLb7UyZMoWuLlHvlCQJnUaF1+tFrVYzduxYGhoamDRp0qh/8UNDQ9TU1DB27NjjUlSUJImEhARKSkqYMWMGY8eOJRQKsW3bNjZt2sQHH3yA1Wo9SDrpaBibbuHRaybxuyVlonURcHlDSIgReW+/l+8+U49JK/HEdVOwGoQvVk27i0aHF71GxRibmV+/3sRwIMxPLxzDmcUphGWFzkE/D73fTlhWWFiRzrqoL9TpRSl885wiFCAkK/zgpVYcPoUlkzJJNWvZ0DpIiknLDWfmo5aEash/6kOsa/NSlqZhXq4U950aYzORaNRg1at5r9nJT1/cQ6pZx1+vqMAbjGDRwQ8XVI64p32kiAVyTk7OEb/PSCTCzTffzPjx4/nhD3846oEMYjZXU1NDR0cHGzduZMeOHaN+jEPhpAZzTk7OAcQMRREevl1dXciyjCRJ3HTTTRQUFNDe3h7/GRoaYtmyZSiKwpQpU47J+WIkcDgc1NXVUVVVNWrrNZPJREFBARUVFYTDYVJTUxkcHGTDhg00NTXhdrtHLGYoSRIXlqfz8i0zufHMfNbsFhrV5423cVa+WN96QwrX/nsbTm+IW+bkY9Rp4qL6MdF7o1bF956tZ13TAAsq0rl8ahZ7ej3CKcOiQ6uWSDNreXN3H799vYlMq5bvTTMQlMUD3tDjJhRRhB6aovC9Z+pRqST+eXUVeSnCpK9pUKY9aEItQWW6jr+/306/J8SyyhQWVdiJyAr9niC/eGkPvpDM9+cVk5k2Ovc8hlivc3Z29hHJPZFIhFtvvZWcnBzuuuuukxLI+yMpKYmzzz6bV1555YDfZ2dn094uXGiiS7REoP9Ej3dSs9n764DFptbDw8N0d3fT39+P0WjEbreTkpLCrl272Lt3LyaTCZPJhM1mOy7FxaOho6OD7u5uKisrRyyCPlIMDw+zffv2A5I6oVCIvr4+HA4HHo/nuDjj7U4f97yyh7cbBuIMq8smZ/Ldp3ehAJNyrDT2+Ug0aBj2hxj0R7AaNDx2TRVfeawWpzeEUSORYtHj8oWYkpfE2oZ+JOAnF5WytqGPtQ1CCztW3772tDwe39yBNyQzszCZmYVJ3L+mBbUEarXIXl97Wi41HS62tg9h1au5cXYB977RhFUvsvESUJ6mZkq2mce2DTEtP4F/rpg8qt9prNc5KyuLzMzMw24nyzLf/va3sVgs3HvvvaOaQN0fDocDrVZLUlISPp+P8847jzvuuIP58+fHt3nggQfYvn07f/nLX3j88ce54oornlIUZdmJHvtjCWZFUeJJothNjHnf9vT00NfXh06nIyUlhe7ubnJycka9dzVmJubz+SgvLz9mgv7R4HQ62b179xGJJpFIhIGBgThHPTExMf4yO9LDFZu+d8qJPLihn71OHylmLd5AhK/OyufBd1oJyQrzJ6Sj00g8XdONCtBGpZN+fGEJT27pYk+vh1SzlqWTsvjru21xQQeAObk6xuZl8LeobND8Cjuv7+rDbtWzb9BHRBG0z3svLeOaR2sIhGVykvQEIwpKtM2zpd+HVi3x0FWV3PVSA819XiQgzQDOIPzyDCNlebZR636KjcgZGRlHbKuVZZnvf//7APzxj388aYEMQhrrmmuuiYvkL1u2jDvvvJM777yTqVOnsnDhQvx+P1dffTXV1dWkpKSwadOmYkVRTlhI7KQHczAYjE+pj/Tlxaa+Wq0WvV6P3W7HbrePWMnzSIjJshoMhgOsS0YLPT09tLW1HdDjfDQoihLnjA8MDGA2m7Hb7aSlpR2wNAkEAmzbti3eQRSMyPx7Qwd/fruFkCwzb5yNV+oclGda4ubl0/KT+PLMXG55cjuKAgUpRnrcAXKTjfiCYdoHA5h1av75pUq++p9tDAVEhSHFrCUsK5w7Lo1VUWeOb5xVQG3nUJyYkhDtQ77jvBL++m4bTm+I8kwLZxSn8Ld392KMWusowHUzMtjS3EuNQ+aWOQXccHoO/f399Pb24vF4SE5OxmazkZycfMwBFgvk9PT0I774ZVnmpz/9KW63m7/85S8nNZBPAJ9+0sgjjzxCUVEREydOPOJI6HA4aGpqio9qPp8Ph8NBb6/gJMdolkaj8ZjPITaqpaenj7oIHIge7d7eXiorK4+bjRbjjMcYSjqdLs4prq+vp7S09CCao8Md4PdvNvNcbTdatcRPLhzDQ++3s8/lJxRRhBe0Aj+4oIRfvdKALyRzRlEySSYtq3f0HmAD88uFY1lZ3U11u6CUXlhuZ2V1V9yLC2BhRTrjMy38+jVBKZ1RkMTWdhfFNjN7B7x4gzKZCXr+tGwCX3q4Gn9YxqQGg15DgkHLszdOR6f5MJBkWcbpdOJwOHA6nfGXWWpq6lHv40gDWVEU7r77brq6unjooYdGfTY2ivj0B/MzzzzDf//7X3bv3s3cuXNZtGgR06ZNO2Cq3d7ejsPhoKKi4pBr2BjNsre3l0gkgs1mIz09fUR87JgGcnFx8ai7DSiKQlNTE16vlwkTJozqG9/r9dLe3k5HRwdms5nMzMzDvsxq2l388pUGdnaJbPLt5xbT0u9lZbWoEEwvSGJj6yAzC5PZulcYCVRmWZlfpOKed10oCA8sTzDCuHQLsqKwfZ8bg1bFn5aW84Pnd+P0hYjIClaDBq1K4oqpWTy4rg1ZEfpknS4f6xoHkPdjg91QoeGFNtFI8tCXquIyRYe7l8PDw/EGmFht32azHXTNsiyzbds2bDbbEYX9FEXhN7/5DY2NjTzyyCNH7ZD7hPHpD+YYfD4fr7zyCitXrmTbtm3MmTOHiy++mBdffJHLL7+cyZMnjygYgsFgfMQOBoOkpaWRnp5+SP60y+Wirq6OsrKyUScmxGilGo2G0tLSUZ+2Dw4OUl9fH1c0iV1zKBQiLS0Nu92OxWKJH1dWFJ6u7uJ3bwj/Y41aYny6hYm5CTy6oRNJglvmFPJ8bTc9QwH8YRmtCrQaNb+7dDx3PFvPkD9MWYaFrEQDa/b0kWTUMhB13Py/xeN4aUcv7zQOoFFJzBkjjPOqshPYFtVlO3dcGnNL0/jh80LEoTDVSLvTz/llNn57afkxXb/P54snDWPXbLPZMJvNI5LaVRSFP/zhD1RXV/Pf//531Pj7JxGfnWDeH4FAgGeffZbbb78du93OpEmTuPTSSznjjDOO6abHssQx/nRqairp6elYrVYcDgctLS1UVlYe19T8SIiRQU6GCDsIhYumpqY4rXR/xDjFsTVnjDOelCQM1F2+EP/vnVb+s6EDo05NeaaVTW2DTNpP4OHSMXrQGni6TggkjLGZaHB4mTfOxobWAYb8EUrtZr47r5iv/bcWBeHQIStCrD/RoOGN3f1o1RI/mz+W+9c04/IJUX+DRkIrKXxzbiG/ebMNjUri5Vtmxr2rjwf7X3NfX1+8dn+4dbaiKDz44IO8++67PPnkk6NesThJ+GwGM8Cdd95JVVUVCxYs4K233mLVqlW89957TJ8+ncWLFzNnzpxj+hIikUg8sJ1OJ5IkMX78eFJTU0d11AwGg2zbto2cnJwjlkGOF11dXXR0dFBVVXXU6z9UZtxms5GamkpTn5dfvdIQJ3vccV4JP3q+Ho2k4I8ICmlZhoULymzc+0YzCrB8chbrW530DQfxRUUTtBoVD32pitue2knfcJDMBD1FaWY+aBkgN/nD9fRdF5fy7p4e3mgQL4hY6+qdF5Vy+dQTr0rE7GiSkpKwWCwHrLNjKiNarRZFUXjooYd47bXXWLVq1agkTz8mfHaD+VAIh8OsW7eOp556irVr1zJp0iQWL17M3LlzR5QhVhSFPXv2EAgEyMjIiEsGJScnx0evE1nXxtbfY8aMOe7m+SMhljuorKw85vXdoTLjNpuN6j743ZoWulwB1BL8YX4ef9o4wO6eYTQqwTar6xrm3HFpvFHfF/VEzibZpOWBqOpJRoKO7qEgl07MZH3LAPtcAbITDfzgghJufXIHapUQ2VdJMDEngbHpFh7fso/xGVYev27KAY4Ux4P9A3l/yu1H19mPPvoogUCA9vZ2XnvttRMmGrW3t7NixQp6enqQJImvfvWr3HbbbQds8/bbb7No0aK4pt2ll17KnXfeeTyH+3wF8/6IRCK8//77rFy5kjVr1lBWVsbixYuZN2/eIRNfkUiEHTt2YDabD/DojWVMe3p6cLlcI67rfhRDQ0Ps3LmT8vLyUaeVxrqqPB7PqCTS9n/I+/r6iEhqnq338MpeGZUkJItXzMyhtc/LO40DGLUqbjmrkPvXNGPeT/Or1G7h+tNzuePZXUQUOKs0hZY+HwPeEJFIBG9IQadW8cdF+dz5ciu9PgWLTk1puoWaDhdPXj+VsswTo2zGSooJCQlHXdI88MADPPHEEyQlJTE8PMybb755Qu2MXV1ddHV1MXnyZNxuN1OmTOHZZ5+lrKwsvs3bb7/Nvffey4svvnjcx4ni8xvM+0OWZTZt2sRTTz3F66+/TklJCQsXLuSCCy7AarXidrupr68/qkh6bPTq6enB6XRitVrjpZAjlSz6+/tpaGg4IUWTI53T7t27kWWZ8ePHj3oize/3U11dTWJiIq0ON//d5Wdrr0ymVYtKLYQB7RYdu3s9qCT4yxUVPLhuL9XtYrocExhcNiWLp6u7CMvCrXJClpV7o/Y4Rg34wnDVtGxqOlzs7BrmS9Nz+OEFY07o3GOBbLVaD1Jz/Sieeuop/vnPf7J69WosFgvDw8NH9FQ+HixatIhbbrmFefPmxX93KphPALIsU1NTw8qVK3n55ZdJTU2lpaWFRx999Ji8fxRFYWhoKD5FM5lMhyRsHMsa9niuZefOnRiNxgNmE6OFmBHa/goegUCAV2pa+cO7XXR7FIqStVxYbueBdzsxReWLFeBL07PxBWVW1XShVkl8eWYO/97YSZJRS487gCRBToKOL42V+N2WIMGIQlmGGW9QxhOMsPrrM7Doj78UpChK3Hv5aIH87LPP8uCDD/Liiy+OetUihtbWVmbPnh2fJcTw9ttvs2TJkrgqzb333kt5+bFl7qP44gXz/njvvfe47rrrmDt3Lhs3biQtLY3Fixdz8cUXH9OaNjYtjdFKDQYDdrsdn8/H0NDQYQXvTwSxjHhKSspJMen2eDxxj+FDLQtCEZl/b2jn/61txRuSSdDBL+am8YM1A3iCMhadigSjFm8wwoQsK+82CaneuxeM5dV6B+9EedwZVh3dbiEw+N9NnXiCEX6/tJwLyo6/VVVRFHbu3InJZDqqifrq1au57777WL169ahLDsUwPDzMnDlz+NGPfnSQWufQ0BAqlQqLxcJLL73EbbfdRkNDw/Ec5lQw5+fnk5OTE5+urly5khdeeIGEhAQWLlzIggULsNmOzShueHiYuro6vF4vCQkJcVrpaI3MMUZaVlbWEfnEx4uYqmhFRcVRp5p9w0Hue7OJZ7Z1x40FVoxX83o7dA1HyEjQs3RSJn9e20qK6cO685xcDePyM/nru6LzZ2FlOq/vcjA5N5G/RR0pjgeKolBXV4fBYKC4uPiI27722mvcc889vPTSSyclIQniu5o/fz7nn38+3/72t4+6fUFBAZs3bx6xTPB++GIH8+EQY2atWrWK5557Dp1Ox8KFC1m0aBEZGRlHfNBi6zSTyURxcTE+n4/e3l4cDgcqlSpOKz3eTGlMJ7ywsHDUhRbgQ7LJsa7vazuH+MXq3ezsHqYs00Kzw0uGRcWgN8xgECw6FY+sqOL6f9fi9EdQATarHm8ownnj03i6uhuNWuKFm2aQl3J8df1YIOv1+qMuO9566y3uuusuVq9efVLuY+x8rrnmGlJSUrj//vsPuU13dzfp6elIksTGjRtZunQpbW1tx/MyOxXMR4OiKOzdu5dVq1bx7LPPIssyCxYsYPHixeTk5Bxw08PhcNz/91DsIr/fH6eVKooSp5WOlJQSK20dimc9GhgYGGDPnj1UVVUdF1FGVhSe29bNva834vSFubDchl6t4tnaHjQqUBSIKPCt09N4e2+A6g43Fr2QBv7XB+3celYhN84uOK5zVxSFXbt2odVqj9r2um7dOn74wx+yevXqUTeT2x/vvvsuZ555JhUVFfEKw69+9Sv27hVdZTfeeCN//vOfefDBB9FoNBiNRn7/+99z+umnH8/hTgXzsSAmirBq1SqeeeYZfD4fF198MYsWLUKtVrNp0yZmz549ItWRYDAYD+xwOBwfsQ9XColNfU9GaQs+lPCdOHHiCRMl3P4w/++dVv69oV30Sucmsmy8ie+/KjS17WY1g0MektU+zEmptLpkcpONPPeRRoqRIqaTptFojhrIH3zwAbfffjsvvvjiqLfIfsI4Fcwngt7eXp555hkee+wx9uzZw9KlS7nhhhuOmWsdCoVwOBz09PQQCATigR3jTg8ODrJr1y4qKytHVVA/hp6eHvbu3TvqGfcmh4dfvrKH9S2DGDUSMhLfm5XGt7/1TYYaNqJSqdDqDJhmLOcXN17G7HEZB3HGj4ZYIKvV6qO2pm7evJlbb72V559//rAuop9hnArmE0VnZycXX3wxf/rTn2hoaGDVqlV0d3dz/vnnc8kllxyzpG84HI7TSr1eL0ajEY/Hw6RJk0adIw7CVXPfvn1MnDjxpHQFNTc3s2ZPP//dFWLfwBD9D38d76AD5Eh8G43ewO3f+iY33HDDYTnjh0IsaSlJ0lFfoDU1Ndx0000888wzR81wf0ZxKphPFIqi4HQ6D1jDDg4O8sILL/D000/T0tLCvHnzWLx4MVVVVccU2J2dnbS2tmKxWPB6vSN6wI8FMfrn4SR8TxQxVlp5eTnBiMJNP/sjT/35bpSQ/6BtjUZj/FplWY5zxl0uV7wisL/9aox6qygKY8eOPeL92LFjB9dffz0rV66ktLR01K/zU4JTwXyy4Xa7Wb16NatWrWL37t2cc845LFq0iKlTpx4xsPfu3UtfX1+cZx17wHt6euIWs3a7/bgUNkCQGFwu1wHJmdFCjF4ak1eKBdrll1/OCy+8cMjPJCQk8OSTT3LmmWcetC+XyxUn58Q44y6XYJgdLZB37drFV77yFR5//PEDaJSfQ5wK5o8T+/dk19bWMmfOHBYtWsTMmTMPGHGOxrOOWcz29PQwODgYH7lSU1OPGpixslss0E5GIDc2NhIMBikrKzsg0K6//nr+97//HfJzMdLElClTjrjv4eFh6uvr8Xq9cTqtzWY7ZNJuz549rFixgv/85z9UVFSc+MV9uvHpCeZrr72WF198EbvdfkiNYEVRuO2223jppZcwmUw8/PDDTJ48+ThP+ZOH3+/n9ddfZ+XKlWzZsoXTTz+dhQsXsnr1apYvX860adNGNJWOjVw9PT0MDAzEvaPT0tIOmjrHpqaRSOSk8LgVRaGhoYFwOHzI/b/99tssW7YMj8dz0GftdjtNTU1HfLnEXhShUIjx48fHS30OhyNe6rPb7ZhMJlpaWrjyyit5+OGHj4mmeziMpAPqE35GPz3B/M4772CxWFixYsUhg/mll17iT3/6Ey+99BIbNmzgtttuY8OGDcd5yp8uBINBXn/9db75zW9iMpmYPHkyl1xyCbNnzz6m7PJH+eIxGWKbzYZarWbXrl2o1eqTomwykjVsjETxyiuvxANarVaj1+t54oknmDt37hH339TURCAQOGjEhw8VZLZt28aPfvQjQqEQP//5z7nqqqtG5VpH0gH1CT+jo/KFjso8bfbs2UckQjz33HOsWLECSZKYOXMmg4ODcReLzzp0Oh2NjY18/etfZ8uWLVx99dW8/PLLzJo1i6997Wu8/PLL+P0HJ40+CkmSSExMZMyYMcyYMYPi4uK4x9a6desIBoMUFhaelECurxdSP0daw0qSxMMPP8yf//xnpk+fTlFREcuWLWPt2rVHDGQQybTDBTKIe5idnU1VVRVWq5Uvf/nLrF69mu9+97snfoFAZmZmfJS1Wq2MHz+ezs7OA7b5PDyjH4vK2f7eOiCcLjo7O0+KWscngVtvvTX+kM6dO5e5c+cSiUR47733WLVqFXfddRfl5eUsXryYc88996hUy5j5mNFoxO12k5ycjFarpaamBo1Gc8S15rEgxrzSaDQjkiBWqVQsW7aMZctGrtd+qGTaodDd3c3y5cu5//77mT179oj3f6xobW2lurr6iP5P8Nl8Rj/VkoWfFRzqIVWr1cyePZvZs2cjyzIbN25k5cqV3HPPPZSUlLB48WLOP//8wzZDxORkbTZb/CErLCyM88Vra2uRJCneCHKsfPGRcqFjpn7Hg5aWlngy8Ej76O3t5bLLLuO3v/3tSQ3k4eFhlixZwv33339SmHifND6WYN7fWweERcznjI53RKhUKmbOnMnMmTPjPdlPPfUUv//978nLy2PhwoVcdNFF8X7cWGdVdnb2QSOD0WgkPz+f/Pz8uAzxzp07iUQi8cA+2sgfazM0Go1HNLYbqTfWodDS0oLb7T5qIPf19XHZZZfxy1/+knPOOee4j3c0hEIhlixZwlVXXXVQKyN8Pp7Rj0Xef+HChTz66KMoisL69etJTEw86CG99tprsdvtTJgw4ZD7ePvtt0lMTGTixIlMnDiRn//85x/HqY86VCoVkydP5p577mHr1q3cfffdtLW1sWDBApYsWcKDDz7IpZdeelTvJBDG3rm5uUyZMoWJEyei1Wqpr69nw4YNNDc3Mzw8fNBnYppasc6wIwXa0VxIDofW1tZ4IB8pw+10Ornsssu48847ueCCC475OCOFoihcd911jB8//rCtjCN5Rj/tGJVs9hVXXMHbb79NX18f6enp/OxnPyMUEr2vN954I4qicMstt/DKK69gMpn417/+xdSpUw/Yx9Ey4qMo0fKphKIorFu3jiuvvJK8vDwsFgsLFy5k/vz5x9yTHZMh7unpwe/3x7W2zWYzO3fuHJEUz/Gira2NwcHBoxJaXC4XS5Ys4fbbbz/kSDmaGEkH1Eie0ZOIT09parTQ2trK/Pnzv5DBDPCb3/yGmTNncuaZZx7Qk63X61mwYMGIerI/inA4TH9/P93d3QwMDGC1WikpKTkmF8qRYu/evTidzqMGstvtZunSpdxyyy0sX758VM/hM4ovXjCPkt7SZwr792Q/88wzAMyfP/+QPdmHQ8zSJTk5GbPZTE9PTzxLHqOVnmhg7927l4GBASorK48YyB6Ph2XLlnHttddy9dVXn9AxP0f4YgXzKOotfWaxf0/2008/jd/vZ/78+XHt5kMFZExv7KOWLoeSIU5PTz8uvnh7ezt9fX1HbUbx+XwsW7aMq666imuvvfaYjvE5xxcrmD+KE9Bb+lxAUZR4T/bTTz/N4OAgF110EYsWLYqzxGLlLbvdflSTNafTGXcEsVqtpKenH9DpdDh0dHTEu7eOFMh+v58rr7ySxYsX87WvfW3Up/ifcXx6GGAfB7q7u+Olko0bNyLL8kFCbu3t7Zx99tmUlZVRXl7OH/7wh4P2oygKt956KyUlJVRWVrJ169aP5fxHG5IkkZ6ezo033shrr73Gyy+/TG5uLj/+8Y+ZM2cOd911F+eddx5arfaIgRzbV0pKCuPGjWPmzJnk5OTgdDrZuHEjtbW19PT0EIlEDvpcR0dH3M72SIEcDAZZsWIFF1100alAPon41IzMR8uIj0Rv6TPAwf1Y0N7ezvnnn4/NZmNoaCjek320oPsoYr7RMXcMg8FAeno6aWlp9Pb20tPTc9R+6lAoxJe//GXOOOMMvvOd75wK5EPj8zfNHm0cyoXga1/7GmeddRZXXHEFIPjIb7/99meupngkvPDCC3i9XpYvX35AT/aePXviPdlTpkw55rVxzPZm3759hMNhiouLSU9PP2xDSTgc5rrrrmPSpEn84Ac/OBXIh8cXa5p9rDhWDu7nCQsWLIiXfKxWK5dffjlPPfUUH3zwAWeccQZ//etfOf3007njjjt4//33DzmFPhRifHGj0ciUKVOIRCLU1NSwZcsW2tvbCQQC8W0jkQg33XQTZWVloxbIXxRi0fHic8nN/rxzcI8XJpOJJUuWsGTJknhP9mOPPca3vvUtTj/9dC655BJOP/30w+qJdXV1xTXH1Go1VquVgoKCeG/y9u3bcTqdvP/++7S3t5Ofn89dd901aiPyl7/8ZW655RZWrFhx2G3OPPPMzzUX4Uj43I3MXwQO7mjAYDCwYMECHnnkEbZs2cIll1zCqlWrOP300/nGN77Bm2++STAYjG/f3d1NZ2fnIdfIBoOBvLw8pk6dSlVVFfX19axfv561a9fyr3/9a9TO+Wittl90fK6CeTQ4uCPJiH/epnM6nY4LLriAv//979TU1HDVVVfx0ksvMWvWLG688UZ++tOf8pvf/OaoKqCyLHPvvfeSm5tLY2MjL774IhMnTvz4LgShrV1VVcWFF17Izp07P9Zjf+JQFOVIP58prFu3TgGUiooKpaqqSqmqqlJWr16tPPjgg8qDDz6oKIqiyLKs3HzzzUpRUZEyYcIEZdOmTQfsY9++fcqWLVsURVGUoaEhZcyYMcrOnTsP2Oatt95SLr744o/noj5BhMNh5Re/+IWSk5OjTJw4Ubn88suV//3vf4rD4VA8Hs8BP263W/nWt76l3HDDDUokEjlp59TS0qKUl5cf8m8ul0txu92KoijK6tWrlZKSkpN2HqOMo8XhiH4+V2vmWbNmHbVtT5IkHnjggcP+PTMzMz5S769K8TlXhzwklKhAYcwneePGjTz11FPcc889jBkzhsWLF3PeeedhNpu5++67GRgY4KGHHhp1ocGRYv/8yEUXXcTNN99MX1/fF4ZY9LkK5tHG4TLi8OF07vPME9doNPzzn/+M/3//nuzq6mqeeuopfve73xEMBiktLWXlypUnRcN7pPiokduhiEWfaxxl6P7Cwu12K5MnT1ZWrVp10N8+w9O5UUckElGee+65+P04mbj88suVjIwMRaPRKNnZ2co//vGPA5ZQf/rTn5SysjKlsrJSmTFjhvLee++d9HMaJYzKNPtzTRo5XnyMvryncApwijRycqCMICM+Ep643+9n+vTpVFVVUV5ezk9/+tOD9hMIBFi+fDklJSXMmDGD1tbWUb+eU/ji4NSa+SN47733eOyxx6ioqIiXVT6qSrFy5coDeOKPP/74QcQIvV7PmjVrsFgshEIhZs2axYUXXsjMmTPj2zz00EMkJyfT2NjI448/zh133METTzzxsV3rKXy+cGqa/THA6/Uya9YsHnzwwQOSaeeffz533XUXp512GuFwmIyMDBwOxykO8xcPp6bZn3ZEIhEmTpyI3W5n3rx5R+SJazQaEhMT6e/v/yRO9RQ+BzgVzCcRarWampoaOjo62Lhx44hEF07hFI4Xp4L5Y0BSUhJnn302r7zyygG/358nHg6HcblcX6y66CmMKk4F80mCw+FgcHAQENpXr7/+OuPGjTtgm4ULF/LII48AsHLlSubOnXvI9fJIMuMPP/wwNpstzhf/xz/+MfoXdQqfbhylEH0Kx4lt27YpEydOVCoqKpTy8nLlZz/7maIoivKTn/xEee655xRFURSfz6csXbpUKS4uVqZNm6Y0NTUdcl+yLMdJGcFgUJk+fbrywQcfHLDNv/71L+XrX//6Sbyi0cFXvvIVxWazHZZfLcuy8o1vfEMpLi5WKioq4jz5zzlOcbM/zaisrKS6uvqg3+/fYWUwGHjqqaeOuq+YkRwIQksoFPrMZryP1pP88ssv09DQQENDAxs2bOCmm2763Mk6nSycmmZ/RnC0zDjAqlWrqKysZOnSpQf0bH+a8EW2/z3ZOBXMnxEcLTO+YMECWltbqa2tZd68eVxzzTWf0JmeGL4Isk4nC6eC+TOGw2XGU1NT437N119/PVu2bPkkTu8UPkEcjQF2Cp8CSJJkA0KKogxKkmQEXgN+rSjKi/ttk6koSlf035cAdyiKMvMw+1MDm4FORVHmf+RveuBRYArQDyxXFKV1lK+nAHhRUZSDlPkkSfor8LaiKP+L/n83cFbs2k7h8Dg1Mn82kAm8JUlSLbAJeF1RlBclSfq5JEkLo9vcKknSTkmStgG3Al8+wv5uA3Yd5m/XAU5FUUqA+4Bfj8oVjBzPAyskgZmA61QgjwynRuYvGCRJygEeAX4JfPsQI/OrwF2KonwgSZIG6AZsyig9KJIk/Q84C0gDeoCfAloARVH+Iok0/Z+BCwAv8BVFUTaPxrE/7zhVmvri4X7ge4D1MH/PBtoBFEUJS5LkAlKBvtE4uKIoVxzl7wrw9dE41hcNp6bZXyBIkjQf6FUU5VR27HOIU8H8xcIZwEJJklqBx4G5kiT9+yPbdAK5ANFpdiIiEXYKn3KcCuYvEBRF+YGiKDmKohQAlwNrFEX50kc2ex6IFamXRrc5lVj5DODUmvkUkCTp58BmRVGeBx4CHpMkqREYQAT9KXwGcCqbfQqn8DnBqWn2KZzC5wSngvkUTuFzglPBfAqn8DnBqWA+hVP4nOBUMJ/CKXxOcCqYT+EUPic4FcyncAqfE5wK5lM4hc8J/j8+kga+HPolRAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"ax = fig.add_subplot(projection='3d')\n",
"\n",
"ax.plot_wireframe(X, Y, lut2(X, Y))\n",
"ax.scatter(x, y, z, 'o', color='k', s=48)\n",
"\n",
"# The result is easy to understand and interpret:"
]
},
{
"cell_type": "markdown",
"id": "6a4ee55e",
"metadata": {},
"source": [
"## Note that `bisplrep` does something different!\n",
"\n",
"It may place spline knots outside of the data. For illustration, consider the same data from the previous example:"
]
},
{
"cell_type": "code",
"execution_count": 75,
"id": "8c9c0acf",
"metadata": {},
"outputs": [],
"source": [
"tck = bisplrep(x, y, z, kx=1, ky=1, s=0)"
]
},
{
"cell_type": "code",
"execution_count": 76,
"id": "279078af",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x7fc2e0c7f340>"
]
},
"execution_count": 76,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"ax = fig.add_subplot(projection='3d')\n",
"\n",
"xx = np.linspace(min(x), max(x))\n",
"yy = np.linspace(min(y), max(y))\n",
"X, Y = np.meshgrid(xx, yy)\n",
"Z = bisplev(xx, yy, tck)\n",
"Z = Z.reshape(*X.shape).T\n",
"\n",
"ax.plot_wireframe(X, Y, Z, rstride=2, cstride=2)\n",
"ax.scatter(x, y, z, 'o', color='k', s=48)"
]
},
{
"cell_type": "markdown",
"id": "10c3a366",
"metadata": {},
"source": [
"## Also, `SmoothBivariateSpline` fails to interpolate the data\n",
"\n",
"Again, use the same data from the previous example."
]
},
{
"cell_type": "code",
"execution_count": 77,
"id": "b9bb2ce4",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/br/.virtualenvs/py38/lib/python3.8/site-packages/scipy/interpolate/_fitpack2.py:1252: UserWarning: \n",
"The required storage space exceeds the available storage space: nxest\n",
"or nyest too small, or s too small.\n",
"The weighted least-squares spline corresponds to the current set of\n",
"knots.\n",
" warnings.warn(message)\n"
]
}
],
"source": [
"lut = SmoothBivariateSpline(x, y, z, kx=1, ky=1, s=0)"
]
},
{
"cell_type": "code",
"execution_count": 78,
"id": "f238fbb7",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x7fc2e166e0d0>"
]
},
"execution_count": 78,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"ax = fig.add_subplot(projection='3d')\n",
"\n",
"xx = np.linspace(min(x), max(x))\n",
"yy = np.linspace(min(y), max(y))\n",
"X, Y = np.meshgrid(xx, yy)\n",
"\n",
"ax.plot_wireframe(X, Y, lut(xx, yy).T, rstride=4, cstride=4)\n",
"ax.scatter(x, y, z, 'o', color='k', s=48)"
]
},
{
"cell_type": "markdown",
"id": "d0ba5512",
"metadata": {},
"source": [
"Note that both `SmoothBivariateSpline` and `bisplrep` results have artifacts, unlike the `LinearNDInterpolator`'s. Issues illustrated here were reported for linear interpolation, however the FITPACK knot-selection mechanism does not guarantee to avoid either of these issues for higher-order (e.g. cubic) spline surfaces."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "c886fa3e",
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.8.10"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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