Topology in neuroscience
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{
"cells": [
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import persim\n",
"import matplotlib.pyplot as plt\n",
"import math\n",
"from umap import UMAP\n",
"import ripser\n",
"from scipy.optimize import least_squares\n",
"from tqdm import trange\n",
"from scipy.stats import zscore"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"X.shape (4598, 200)\n",
"stim.shape (4598,)\n"
]
}
],
"source": [
"data = np.load('stringer_orientations_pca.npy', allow_pickle=True).item()\n",
"X, stim = data['pc_score'], data['orientation']\n",
"print('X.shape', X.shape)\n",
"print('stim.shape', stim.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"4598 trials. In each trial, a static orientation grating was shown to the mouse.\n",
"\n",
"data has fields:\n",
"* `data['pc_score']`: (4598, 200) contains the population activity score along the first 200 principal components - PCA was carried out on the population activity of ~23000 neurons\n",
"\n",
"* `data['istim']`: (4598,) contains orientation values shown on each trial, orientation values range from 0 to 2*np.pi.\n",
"\n",
"For more details see https://compneuro.neuromatch.io/projects/neurons/README.html#stringer\n",
"\n",
"(#samples, #features) = dat['sresp'] (4598, 23589) ----PCA---> (4598, 200)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Principal components"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "1e2fca6859d649448509100347808cea",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
" Figure\n",
" </div>\n",
" <img 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' width=576.0/>\n",
" </div>\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from mpl_toolkits import mplot3d\n",
"from mpl_toolkits.mplot3d import Axes3D\n",
"\n",
"%matplotlib inline\n",
"%matplotlib widget\n",
"\n",
"x, y, z = X[:,1], X[:,2], X[:,3]\n",
"\n",
"fig, ax = plt.subplots(1, 1, figsize=(8, 6))\n",
"ax = fig.add_subplot(1, 1, 1, projection='3d')\n",
"ax.scatter3D(x, y, z, c=stim, cmap='hsv')\n",
"ax.set(xlabel=\"PC0\", ylabel=\"PC1\", zlabel=\"PC2\", xticks=[], yticks=[], zticks=[])\n",
"fig.suptitle('PCA 3D')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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oPHWnWHI08qnafprzvFdn/7p+gIcQHgohSgwyvLdfCGYIcSi6tGBknBBxyU/VVkWjnacRakqE7piu3PYiUSQ8hVw0EpUfWj/hohDFeY9u52l0/iR1NZM0Qi0rEfrr+nLb00SKcBeIV0QDw4akNCGu3/rXMpXRpIoQbjIhCgseu0p+mhAp1x5eJirLcC29su7fiVUh+p7xqRCuCLF7ywPrJgQJUZwvhF6tF2qHEqEOfHbPoXKoioU4c0UIveF3viBOC3eBeEe8/kSHKVILoZgphN/ipxPnmT1THge1WghPpRD13B9YJFNkCHeB6CDqCCGE0EwuvS/C9A+sUw693qBfVfHjyyWE2BFhuG6nHX1wmfzUR1//j8PT6vxenksPuiJcwI865v3Gnx80Jv2kPeAHHedxp37NPRDO3AMRFTNm3aM/+a+9TrHSkLViVgeIGgftvYH1B8GvJwQMevbtPkusZWAN3DM92gQTutGfngx4aHWPBmBiVXHiPSkyO8AeuCdzmzW2dKAbPW6fT6s3oUZfyL3Lv73vHLQYBzEP9uMKAel3T2fv3g+69AHTR88vv42lE7jUfHiZKnYQNxG2vPbYh614WraHBk2heu3y21OzoPVE2HgEj4ZgYgnIAGeQOVRQBozPF0GzEbD5EGCYedCEVnTiIe6QUu7+Dc2MIPEdCHqjYsSsEJRK6NHf8LmX/eehxTisYgrpTM+y611mD9jBYwfCbz1i0O+nvzyRaN2rQuQ4+LLVfe6VUiydH339vwieSxR3RURTP80xKyod5+NO/Zp/KBIAc2PFM5+OVfLVXFySwTsDwpxBKTc8WAHYdQZQ8sHo7yg4AEs6PdOmnxmKkQoUI//pZpcjZwl/vQCJng7FdCWK6f/cboIJq9h5Z8PovhB2C6zuZFVi33k4HQphMeB9/3m+3xfAp/mw296QIY5pPzwTuedfhGMJ8Fd3MC79ObxetsD/Vh0Mn3uJTIATV8DHDfq1A0CmlGEUVnEBo8EdXuV9427M97OlLuCEC5s5/lh1ZxbAZ/mwxx5eNQUXi0fXeamQyWDR2vvv23cOTodidC2BP7y3lW1WfKZE8dnDDzsnCM4kwdpuYBRYEzo3g97tnlg839Jn4MICeDsPNtrBa4///vrCeC496IqIpn6aY97b031WPfzHkaljTRda+jkwplWVChmzVgINjQyff7DsI7i2gT+8WvB7KOjfXwiNxpOgyqbgfyR6W6uGU8shO+HJ6mUdg8wni9eqMLSJaairvw4L7olkmzoSVn4D8rtuy+/HQchK6NoMoYekVVAUWb5adSV4K8D9GYYOJIXCkpOwJRIyXoZFVe5BCEheA4U3HlCgRV24thqWfnjf3Vd3wK3Tz1amE841OGpfjVPiPnORE9Oh+nBYuPW+dR/nN9QjuEHeE88MeOHMvHMNPymrwmDjTcgqBrxc4c8ZMH4B/PjoF/VYCilEW/a9MBOK90FlGXjdo+es4y/P8+Fu/hNBYg+K2J57IIK5B8L/4Uq+16X9JC7ue13UTxpgdjAslZORmThYGlfI9C+FDE44wWq7e3bcumlINVnThyvD4eYokJ+/gbgUwcjg+Xxy+edyxUvQMpY9bCfikW0WUMxc9pN4V/DH43KJEOyoyq+seazy13bDX2Ng57T77xd6ODkdbm69p52ucLGzYf+z5gix2NEUb5o91sNzXsYFjMMTSbgc8uiDGxtBHV8QgvyNNwgdoeP6xPJF+phBtAvUu/ulLDIYLuz7x+HC1sGZbx89RWvNSGjxKRxvDe7PNwfIY5F7CfYPg2N9HlKopg+Y/nNFmJICWNYTfn1Y3UehUcOBPyH7TkrKCc4JnO9dwJi69ymfkQfhCXD5JgCJJONCLT7hWwD6msHfLjGcNzqOQKBFz9vsYz1hZYdYSCQ12MsKYp5C8OdDZwZQi9bo0N25hh+RXFsgWM4xLhFbtu1gP7gx8o5HITY7AcJiyb/w8HsnlkK82UUPTsDJrRB3g2MLIKYfrNoMje959F6+/Xx4gszHYevgzHcVO93xubi4b7uUO9Z04WBY6r9yLT/MLX13xrD+gV78HRRPkVrH/EOGm8HcWFnOlXxvkpMnyfx1r4saeKxsZXfr4Lacz42zJ6BPaxg6GmYtw/P2+Ozh2ahURWx53RPLwkLY/y5cToJfjnFrdmuWOQUTRgY9qWYILS1Ug9U/H3ibuMhk1hNHFnN5svFtFcXkkEfOPSkvH0T1jvDqdGgwEMLZTxwX6MAnyEvfNQuS4Mw3YF8dqva+U6/WctCXgKwCXkkXcJEccshBhQ49yttR8N/sAUsTGN/a8HJUer341wugQ/p7LLdr+/iN7NqE9Xv9adjja5Sff/7o8p/1gPQE2JYFVnfe1o5/BPkJUP9tMLUtX+UCK9Ghpimj6TMHYs5AiwaPL+JzxRbSAM2/WKnUxBIGLgYb90cUXHoSwlNhVp/yXg2AU1th5uvQYyy8vwSys1A08qJRzbpw6Mo/j1XPF9K3gJ3hbUeNmkyyyLrrpXYMK7lMLNYcwppaLCSKUyQwEMPgaEPsqI8t9bB98pOuAE7wM5a4UJ9/TkTPIIs0kYb+7b9QdKwFfQLufxAhIF8N1iaEkcQYVhGINxcwXOOO5obPbU4XnKey8wniXEyp9RDZHDCmNU4MSSiB6X3AN4Bm0y+j10D9+4Sw1PwV9EUgewIv1LEPoSARGrwNJjaPLv9veC4G+rYBPXsrkyPhhjD8Jx17fVjazrt7wrfLvdfBj/c6VAXEMx/7LlJrAVm54z6ojduG+fYLQ5FaV2bYnxuVq0D9xtCsLbSaAPWrwc+TwMQYcxNjeGcxFOaC0gh+PwOrz1Ojd10O9x1CtdvTQIbvhDVhEDnmzoBOKX1oQAq5DKbJE4vWgsaoScCI8j55FcmY4oqM8m/dJpbQ7SvD/2v4gGSuUl8MxlFWBQArT+i3F6wrl2/HbcgTi/bYLOFVamNBdazvGGedHqbvAmtT+CoEXC3gxmgAeuBBD0ePBx/wZjz0nApfvgkDOxq2VasFdRpg/0ELHiuh2oS5kBQFlrblNr+2G4rS/2mcATYxHg0qGjMKv1Zy/J4ioZlATwlpmN53Qt/TY+trOBfbKve0q3uMh2xxCS1XvQfNa0PPt+9fZuFFeHsjoIWpncDlnsH3hp2g/2R49U3Dd0sraPcK1Gt0/yZJxcTREVnp9eFDZVTEobzrEbyIYVzgKufogy1eHOcUle7K9tccRy7R+REn93xQkclW3sMCp/sa6CD2I8KTUSyaCZeSH2yg51yAD47A9BrUXL+ONZt74Vez8QPb7ePZmezAWlRt9/COgCVGHKMduOlg+BdQqzl2XoZnx/2uD7d/ETf72m5QZVSccQYqfppVZkGJmLP/hpizP1xEpuWLJUcjy/4+ajrS7WlLkWn5Ys7+cDFn/43HrvMsp3Q9roz3O7fbU7jm7L8hlhyNFHP237jvlK7nMiUiJ18IRSsh6o8UYs9OIQb3ESIr687+YzOFWD9SiB0hQmjLT3ESX50QwmexECmPP3XnoexSCdE1U4g03T92xYrVYpNA3BLL/7FPL/QiusstEedVKBLzrolNwzeLK03+nQgVNs3qTIkQnTOF2BYnxJUEIZquEqLXRpE/XIgENyGKQx9x8MMXhaCFEB8tLLdZn5UnMm36iVtVN/07ocP3CLG6uxAFaffdHSVOiJvisBBCCLUoFKfENJEmgv9VU6FimtgkEKniQNm2itB38Q0hMn8WQq8WIudHIVIRIuntRxwsI0cIWUshmoy+s+2yWohOmUJc0xi+bw0Xwmm2EEvPChEaIsRELyE2TvpXsmeK82KTQFwS4x9YRivU4qz4WiSJ0yJM7BLx4uK/autuKvKZckDUEb8JhbgiVopT4jNRLHLvX/BwuBBxWeW33X3vb7guhNsvQoxeYrjm95wRQghRvCBHZJtmCO0f54UQQuhUQmTOE6Lk9mNTlSPEmt5ChD7+vaCKFOKUQoioiY9d5Yn5n5tmddslbG6swNfJkrFtfDkYlvpYQVm3e8Pf7gxj/qGbmBsrH+gavz0WDDyX9J73yth/yekyWe+XxGREcx/GtvGlZ4AH7fydylzdzxUbSzjxDUypD78vgR1bYMldyzeeXwxX/4BOPqAof2lkTa+PuDX2keGliaRT8ohMZN+wnOPrzsBuNVz7Z3CaBVWwoAqW+AGgR08eueiLIemHHFSH3SiIN8cxqSbeZ/qgeImmVAGk7EqC/WrOF6RCXQ848zpsfY3C85CXDEnDoYACNA8KzEtIgu6BMP2N8tujI7HXbcSx8Nd/1jm+Cw4/In3a1bUQvhNSr5bfri0BnYYqtMQPQ4RsIse5wLdc4LvHO+l7sKEuFvhhhue/qv+4pH0Mqe9C4gjQR4MRINcKUBc+uJKDDaTtgH2zYM18iI2Aw2o4oIaBqyE9C3pVg7TJMKYJHNoFdvFwdSXBhNOatwgm/LFlNMUFNdUxpk657UlkUIzBR59BCGeZzik+oQZd8eRlHVswYE8zfGlGKse4wHfEcYBCClGXlF/zObadNbroSOj2NiSmwa41sDDGcO+HaqB/dUh6G5aMhoQtzH01il5Mpuh8PKLYgeLZxxAaKNwPqZMg/YvSA2dEwPWtEPz4y8/KjEBpw0v3vHgoz9Tcl3JvD/renmVkWr544/dzIjIt/6HHuV/du7kYkyXazzoiLsZkiTn7w0XlqTvFd7vCnnsPuv2sI6Ly1J2i/awjj/QO3O5Rv/H7uXJlKroHfSk+Xywas0jo21YWugCZ2PFJN5HW3luIjmOEWLJKiKC1QmRECJEa9o+6x0WEQIwTn4gtD23juogRiDaij5j20HLVRB9hkd9C5J/LKUvqcDd5Ile0EXXFDPGZ0AmdeEeMFI4C8X7cZPFry+NiW8twEfVztMhNFEIrSkSmeFSX9P5URI/upogXxsVtRbNTQ0VX3fvl9u0rOChWdD4szlllCze9sXhFGLr+CSJONBHVxG9ioUEfzd8QggAh1u4SYndpdoWbMUJU6yTEtz8KkZn5z4YbmwlRDyF0//RIlFGcL4JDz4jvT+rFhsVC6LRCCK1aiOk2QsyqIXIT7/wcOqERoeJ3kStihci6IUTK+XKHKhBJokAkPY6qyqiQHnSYEPH9hAhDiNRpQlxfI0T6kp+E+Agh3hktRPMBZUl7hE4jcs/uE7rVfwlxLUKIk3sMOvugnxBqvRBdFgpBAyEOnCnXxjHNIbH08mtCmxkpFmrWCRNVoFgg1gshhNDqdWJuxhlRTeMjvs7Yf18Zo0SicBAK4SU8y7bdEkkC0Vr0EyOETmiEXujFdbFaZIkb/1pH9/I8vHL5IlFcFb+KPJEtPHXGom0iQmwbI0RJrtgjzgpEazF9Zzuhk1cVovPrBn239RXiXMk/7v11YoVwFVZCLmoLhW6UGL78M7G4YZEoPCNEcFGwWDNrj8iJKLpTIf68EEXZhuMUqESBRojZUULEFIn7otMJkZv4eOeu0whx9U8h8h6z/G3+53rQtwOwtgcnMnPPDVaejuZgWCpHwtPZHpz00Ajo23XtzI0pUutYeTq6XNn3/rpMVHoh7/11GUqjZ68l5jJzzw2mbAh+ZGR1VHoBI/84T1R6wWOfT1R6AQOWnGbg0jNEpRdgb2HMsuGBtPN3YtnwwDIvwf168FmFaorUOpr42HMkPJ2Vp2Meu92nQggypr2JScl5os2acuiDNfRovJN3xm2Chn6IeTMhcBMsWALONf5R3RkrvHGgeul4YjoF1GU2szharpwTtgTiT7tHLJV4kt+4YvkXlo1t7hvZmUM21wjhF+ZQFVd8qYYHXizyms9xtwyunqzGptnezPSA1XE9WE9t4nk58iI6YIOjiQvnm8dyQj6P7/mOwQwkn3w+snifMfs6Y7ItDX9ZTapjSK6RSQZRRBDKFZi2Fk7nI/74Ed7+Arq+BcUlkJQKEdGQUQwp9yQtmf8x+NWGHzf8M5jpbkwseS29KRc/lhExHoJ2QGa0nMy8agSHD2OmB2ybFcWyv5dw6S8FtRiJNZVga1vY2Bg0RWWHWkc11r0EqwOZ1AD3FeA2Lx3Z5YFsGgpb5wxHaJwQF8LhXDAUl5CbBNsHHmNm087s/TqFvKEzWbO0HTmD58DEb8FIBhvegNO/Q4fysRSfKqfxTsA2wu2LGd8ymCJ7P8YVdSePPFwyejE1Kp4sZTQzkiNQ3zNL4EN20p+1GOGCO3diZ+ToaMcN2rOSS8xEhozqDMMOfyLZRzCrXvrpVNfZQiynqH2xKqbD2lO90JMaaUo4tgxOTaMK7vRRa3DtdoTgjzIZMPUgNXfICfthkiGM+q57fxZHmcrvaMnnT6ZTT16FY/5jGT/NjAu+8IPZ94yc0oNzVU/cEcCzEZjZov9sHVgO49TeCKbcgO+j/ikrwIHpMNMDIksX1SnOh5l1YOd9Yi6j9sG2YXDo/rP0nhsVHiR2O0hKVXbl3gmuKlJrHysC2uAm/2dEtq2ZkvhsUGv19AzwwNxYSceaLny7M6zUAEZjbqy8b+R3VqGaMauCiEovBML4Y+T9AxPujR7/dmcY52MMkZff7gxj9oAADoalMntAwCPd6rfPo6WfQ+mW53QD6vV0uLYdEaVDUajFYclc+qSCo20DXuuSi0XzYlYMD0Zeo025ajfIIpo8uugqEc3XZW7vLIq4SgpBmniYHwZFGviwFg5mNlxg6SPFSb9ix8YVdrz3BVyyPcpAeuFBVWYzh/a0xhRz8lBggQIXbJjIB7zLVL7auBmXS7UxNoXQWLBwySVRFoqLyh3z/Oq8DEvh2m3OYaP/J7Sp+TEyXXXWFB8hwvIYXbVjCFWMoJ5sLz3ateJN3iWbfASCutTnOmnYYQ9eB1ErbAn9sCb1l3yDLCsbTE041LouyuQjtJoxC3n92ug27kbRo4uh0aPbETE3kDV/5R/yCAFLMqCOGbS0hD/qwoaJoPKFuh3gwh8Kts47T+v3wKEqhNecSVG330jt2IXAQaWRdoHToSAOlHcyO/gxCJCREAu/zoExH4D7c5qYkLEfLGuAaWl7cguwfSUB/e8badlsI16jmyEbl06ushbWKeeQlRiR9cUtLu+phZ1DIh5OrkS07cbZGSaYTX6fvt6lB7Y0h8Z1DDMWFHeMx3J+I5Sr1KAmsiquaHPVdP/oIvUmh2HneRO5rg7dw1N41cEZ49L3owjCaUszzGlDFI6Ec45qeJKNnnWiCB9ucVOWSR4OONOSv4igI144YsZmhlNIGq2QMZY6zHoZ1wYXgr/1g9DJNXwZ8j1GoZc5cGKN4Vmw4A3+Um5gdptjrN/5KWcbJ+DW60PONv6eVLmcNK+a3E7a9T1zySSLqydbkLdjOtu/cqOVaU0GA8dqwJp4aGgH3/MDXehCe9qXiRBcBAdSocdsR3xNbDlZOxYUGTRy8EUIF2QyiEDDadQMxxz3ABmO1cDCDlK3QKrOMN8/Kxa6f1P+9Cq1hqYfQK0KDC59LJ5pf7yUu7v5d4Kkwh87N/a9GALNwsV3O6+JOfvDy8p/tytMVJ668x8u49uBaUOXny0LyLrXXX7bJX7bLf0g7s3THZmWL/ovPiUGLDktItPyy2T4btc/XcORafli6PIz4vMtVx8ZJFeh7ii1Wojta4T4apoQPboIoVKJ5ldLBBeFsE1LEYhN4keRKfRCL4KFWpQIg+upplgtED+Ly02+EYs+/UnsEFdFkTDInCryhWZLjBCsFYLVQmyMeWxZPxwlRGWE2LNZL0yEhzAVCIUwEcNUE4Wq0FDmiggWCSJBCGHwYKUdESIvWojjnkJc6ijE1R1CZGXki53RX4v3QmuI32cvFCfshEhe+Yx09m/qHo8XgllC+G8W0TdjBOJnYZcxT1hp+4tfPpglTIr/Eq1FP2EhFMJV+AqErSgQ/wy6u9RGiPP1hNDrhMi9JkRumBBeSReFmSpSJL25S2Qpm4uzZjEicZmh/NuJ2aJKWIJIzMkT4vi+cm7uqGIhuChErWuGALv5opdYLAaW7VerhAjZIoS61C0YL86JvddXirQovSjIEUKrfbgeFv9g+C2Xz/mXOntMbtfNuyrEPoQ41+I+heIihShWifzT+SLTqKOIsl9o8KJOPCGE2VRxY2isyGl+UghWCO3hZHFlqxBFuUKI3Fwh0tJEYa4QGp+lQlRaWM79miG0Ikpoyr7/ukAtAigQ81p9JRKuZwj3PQWixtXy7torIliYCsR4MU4gPEQz0VeMF1vEOyJckFMkjNN1Yq/upFgshoph4g2B+FlMKA3QuyWOiMNilbAQG8VH/zJI726dVUj9pEIR8epkcWPUx4aL5NZ1g852nRNCWUmM2+AsKhc6Cp3sT/HXgMmiqCBNXDj2tpii9Rap4k6ArKOoIhC2YnAnrRhEpIifcER8rzsiVolLD2xaUyhEyj4hOtzQC66pxZJOQuz9MEcgfhYy3WLxizpNyFOFeGuqEOO25wpEgjgj7jxrb043XENxS4U48IMQMeeeSk3leNYu7grvQXes6cKJm+mo1DpGNPe+b27sR2FvYcz7naqx9FgUM/fcKEuROa6NL2ZGCoJisjgSns7fQfGMbeNLdpGanSHJRKUX0s7fif6BXqw8Hc38Q5Ecj0jnVFQm73XwK5ecZOmxqPv2tG/v71jTpazMhnHNAUPvel9oCmBwrd/LF9tCORmZyclIwxIp5saKsqlgzzrN6EPZ8Ct8MQE+mIl29ixmHc1n2hev41wzjUPTlqAxDWSksQm7TIrpQRaTsWA2tsxUN+bCvlPUPZ/A3PEFTGA5X9OVz3kFZyzhZgygg65u0OUh04ZuUyLgx238sGYJ3b6eS4seNRjLm8iA3nRmRc1mDMuC9ZlQV1GvrFrWaTjRDtx6Q6u74gqzKSTLSkWe8XVy5KfRTplAgiyELFKo+SKmoxyPANIgUoF3Rx3f/1qN7f7nOO3gxtSvEinu7YXYswHtzVQSqqjIVxRiwT+D7uofNfwVAg4FgEyhx+tgCvEtXEgbWw99yinUe3MxPToX+gzBIb8IR1UxNj98BRuWw88boKshJ7KPMayoDDVLFwAK4wBGd60GZGQKdXrfaduTxnhWb0xqDHzbfB/qrkpGf9yB6g7cl2HjwcUdOve+//5njUVV8JoIDl3us9PL8CzRASGaA/i+nYFMrwOLjeg9FnFtzffctHKi+2xTFPt2UHfhVjj8MwzsSU5cNkNFInUtezCzemlKqexM2LKKNsMHck0pyMAVBxQMGWmE96VDdPi9EPHhfhJ3qrm1sDnUrlomSl3qkYcaLVpS0KBW12NxkAku/oepZfQmachoSgsOMxwZWUzgdcaVBpG5EEAaiWTTrdxvBRBFMDFcpT3D/jEF8bniaobVG924VD8IX7kWZcYpNIUqrtvvwrdSPxb+1gYxKBO9Moieu7Zj+rOMwN8WcHEuZPdIwBlfCI0mtUlV0r7ogmLsYSxCTmO+qIjl75cQ7SfndeqXNReeBWuvwweNIPZbiJgJpjdyoGYRVfc50kZmRe1fGmJzwo1WfzphqgejXHg91xwvoOFd0zhdB0JxHDh1Ba+KjWF8aircQN/OnHUyMpM9ocmseLMxvk6W/yoftsHYZ5CYXcTcAxGMaO7N+52qlTsWGFzPUemF+DpZMHtAAAAXY3MAqOVhQ+tqTuXavW34obyr/e7j3jsPOyq9gDGrgojNKsLMSM6gRl4sPRZFx5oubA9ORKXWU6Q2pKWp62GNtZkxHWu6PHQ+d4XRsjN06QctOxMydhjftz/GJeObVKl+i4Z7B5G9IoNX/viZgMqBtLRy4VW9HEQhPQcF0XNLFEnfNsd7gAmvkUSfuyNRGziAnzl8WQ+NkZLOzbTUvJnJwk2mUMccPo6CMe4QWDqX861c+DMH5BoCOwahVNZgPl+jjwHNTDheFQpLyg+jqrQqLkRfxOW1xlgFGrOnD7RdDpmh8EnJW5RYZjIiYgedBr2CsgQ+M+5JFrHMJgNLHmBVKoKrhbDUBEZ2gP35ILdkaqd6TNranA5eK+hoWo2SBq+gmHodox/X4jO9LYe/KiYyR00l63okbRRMl8XjHqhk6HteqHKgwU7w/wRkOg0BUcewyhcU1Mylxc7B6MeNRn7ob1idxZfbl/JlVjoUga5Oc0782ZLsn6D+B+DdDUaUqkGPQE/RY41tmlkKZrzehWKZCeODkpn7yjHs6PWPciamMH+VhkMXlSyYW/EGQ24CNRbc+a7Lg6TvwaQqFGVD2lbw/AY0r2XhuM4f1N0p8umBRhdOlRoLMascg5Z6KLU6UKmhyTJgICYtblEpB6p1sYTvBxnGRzf+Dj98xOA6/lxsEIjN6cPQtC1m5kZ0+Lk9NLUj8XwYr1r3YUqyjCoAag3F2ghumO9CTVMa05rN/Mry2EJ2nbHAPy+DRa9q6cJV9lCZjznFO3TAn93UKXXf7mcWe/gONUW0YnS585/LSG4RjD+N8XxeMQATIuF8PpysB6alN6dMxqr+izknNuKSHErDw6spyvej7s5IVM5G3Gzsw9Rfv0Tbcya5CUM58iookmMZUHkqVk0c0b8Sj/w1PfISLa5qe/imHxgZo1+zFz/fC3Sh/CyXRUfz+TnaijpO0LoZFLaE1+1NyUdLDZmSONQ41bpFnVAdzn+bktPNjUtXwVqppMFKazK+BLcWhmNZ1jQsMXnqW2j1Exi/xFHdFW6gDb3XGJJyi4nPVvHtTsN47/2yf91tNO9nwA3GPoOTpbmIQxJyygzw3UzrXhMIK/0LUzYEczIyg3b+Tgxs5MX24CRWno5mRHMf7C2M79tLtrcw/oeMd/+dvjWUqPRCTBSg0uj5fHsoOUXacslYANr5O1HV2ZJlJ6JZf96w0HhLP8fnNs1qjxZm2nmwRmOKV0ER9SvXJOfzDmSOGYmq4AgFF8ApLZqZP89n7dA3sQx6m0btqoEyBVK+BRM17kNb85WZHTdI4RzR1MTVkLmrgxvc7AsY0ieeClOQrbGA2ELIVsPyJMN43q+lBrqTMSKiGwPOTMFVPpb5DESOMbpNoF0Gn8wGo8nl5d+/5Tger79CwuvBJPwSQFYSxA2GG6sg6/tbVDvZCrvx3UmJhUpfwmv8RBo3sbjPOrsVSooa4kNgfSIUNYdAJ5aMOs7KTmtYygxqJ9dCNQP0Po4oA1xJa2HMrffH0X6eHXMnjKHJorcYjw8LfosmfQdoAXUa1PwKwIQMtpEvZmMyK5e1QWrWDh3GomvB5Bw5h0+vt7DauxWuXyfPrgmyA+tJThqNmb0F3t3uiJihltNfuQgzefmkMHod5CWB7V1jyNaOMjRdV3M0XknEtevMN9/Mx61qYVo69e02xanbOH2+G7nZmYBjBSn3weQdgKSZhl6zrDLkx0LOfIjdYo+x50LaVE0kdmoNCjP2IKv0Fz76dEo+74GiwAbZgQAIOQ8UYHbNk8VvroCU+XDTHPxPQ98RoNXS2T0Qvzm/o1zwCXy3GIaNA3MjcLxI7v6FXNePJCgfRgI0GYnxjQjWbw1k+fWqRI3XkGciaOOTRaXRr9ND8Ra7qEU8qaxEQSfciOI6tncldGnGCIrJY7dmED/r4S/jO0Pi4/mFCC7gTtV/6KLCuFQAV4qgWH/HQAPvRd5AWQSXaq6mxOoNjEK6EVd/Dl6rA7kQcJBwE0GCMpBiVR1UJWFY/fw3losEyvNHEMEK+LoNaA7wy3ENEekKvmqrxr5PQ/bSEDA0924WjNl9gPkjPqPPl9NoWqUnt4aCIgi6ZZvS3FEBagU5ebEcHvk6UR6VcV+6iN0zbcg7ZY7HKTAFomqCq2otOlsvlIGtuDwXojZDtYGQ3AbeV8MSY6ihhaIMsH5UlrnnxHPJJKaQG64uK1MFVV2syCpU3zf7F9zpVd6dfex2AJYhi5cOlVrLlYSccoFgM/fcoEitRaXWE5acy1e9auPrZMncAxEcCU/H28Gcad1rcjAstSzgLCQht5yB3x6cWJbGc2wb33Iy3u2OvxSbzdVSl7avszVhyXnkFGlp6eeAl505jb3tqO5mjZ25MSOae5dFa4cl53MyMgMwvGz4tqn4JMe79XDCyJSrGZmcC7lFywnTsD4whW01mjGq9jS2HnsD14Y16BAZTN2V63HWvsP+OrXo4uNKREMrAq6AwtrwgvQmf3KGKGrixmz2YoMZSxkBgIWlIDpajV2hCXhZgk6g31ybdzr/hRdX+JhBMNycouGCjShxL/Hi22+iSBz4Hd620zH5qxqK7pBOKgvy5+L44Xh6v1mZRu3qcWb0KTyr+hO+GhSOsGIgtH8XutW5RsBrxdh2AfteELwEVIn96fL1I9P+PjPOcZ1vWcvCTu9QaYAVbFJR/IcPM/pe4xvrbUAwuzhCzZ01UA/LZ90nqxi4fiC2Mkd8Ytuik1+jpJqK1JaFmNvLaN3Aitl/xDCitS3mVWzL2lkdvAa1MWyZY45IkeFfJwHzuDwqhR1gz+QvafPKEMznTsfWK402VeeimexM4zcMES5XfoVryTC0GTS6NZ4NNUG0gJAd4FUfTs2C0z/DmONQUhO+OA7ftQGHqkNRW62iLps5ePJzvmjlU+7cdTqwsHEhZXd9TH3nAM9/eTSbHmD7DiSug7hYqDEVfHpByhYISxhEk8Bo3EvGkuX2Fq7vqzFaupmstztyrbEPjhl1yVrrQeDJIFh0An47CTl+iC8ciOYzTB18cB//CYvS4ULD7rTueB63lqWZ3dLi4ZeJ+DZxof68yYRc+JAb6W5Ur+VDSLGcOdq5qC+bMDErnjWu0QxRXifO+hTfkM8+1mPEWWK0nhzVjuKAaTa/sZJtbKAXA3ChKoP4mS90ECGgEMryidWiJbVo+XyVfLyuwVpalzcXJqZN0QktrsquGE34DvUENWf2B1FphZrLvllEOBixbuAU2nzWD/nvTuhmnEIZthjt1A0ouhuGxC4kyJh1tIi4MYn8Xj2JdIoxL3Xr/xoOqQWLONswhGrVXGjcwh5TJbhNh5gjagJ8LhN1yxOiPVhjXhkT1zeJbGSNXYkRWVtN0AG2g0HhAEWfpiEbPJSiYi9Sv4mj3SKo+QZ4toW/tXBawHk9XBkE17bA5Bvg5A86NRx+H7w7Q9V/OpAqnAo30EuORhGfrcLFygRjpZxlx29xMzW/rHcL91+msX+gV1lv9PbY8u2xaIC5ByI4F53N3VHhmYVqlp24BcCbf1ygd30PknMMU0NiMovov+Q0H3b2x8vODL0QZQb+YmwOJyMzGNO6yn0XzcguupNHe3twEivPRJNXbFglxcpUwZhWVTAzlqNS68va71DDpcygj2jujbmxgo41XVh/Pp4rCTlkFpSQVaiu8HHoWUYwWiEo8fPlQthZ/FoPRnVpLa8uO86evR3ZXL03zUP1HPPqwt4+vViVu4QDFn2Iq9qCD38Jpe28doxVxKGjhDNk05cm1MWDbVzGFvMyAz2WxSy3P0i4/QKq4Q4KGYO22PB3n50oUuzpkzEI/9pggQXXOI7JFDMyrFaTVmcN5ht9cPlqBEr82JS4hyNf+mJltBOfvybSfY4rvVs4IXIFPqfg1EqIWAbHtkEVB+Cr7djU8sIkpxmRTSBHA00/ASPzh+vlWbGF0+zkHENoT6W/hhKiaUo9449w0XkBpiAGs1UmZ9J0PWZplnz6+xGuuymofakL4zZ3o37hYL6KNKfxd3347reB9A4YQFRAKr63Q9LPnYVPPsL46HU+nbyCfrl/EGbTho9278QxNZXIqVOw2b4EvxEzmdT+NSY3CyS0RMYiexOiBYwGTn8JBU02Mt06ksunxrDyhp5TMY64jYWAZtBuFLgcNvSgf4uEDTegpTsc+iSbIWu/YFC3GPzbTkCGAjWpaMnESFMTOyswNWlKRu7Vh2jo2XNlNGhzocF6kBtDtAquZYC1NVilFuKwNAzrQQ0ojlNgFH8J074h2Hh8AkEBEH2VQ4uucrygJdkrt/P3YD1/Ld1A17WTsPI1guOb0LlMIA5PjPHAnbeYYw9nmtbGpd1mMjIEHX0ETt/bUXXyD3hXzuWi+wVQXKXGqjw8u0yh3ju2tFLA7K+hiVURlMiIz2qHuWtNhsmtqYUSvUjmhr6Efin5BHpfIohUrMU+3igewPzSYPlTJpAvDMujv1CM5ZSFp99NpeUoinPx2jYR1HMJ8tLR/fvfiXzPgomNFtBz/Rf4HrmJUvkK56Ob45CuoG58Mso6QdCyOpGZ0HgJKJNsoKYjRbKqnCSWzvgz4yP41iGJtpNPUMVoC67hU0B1nDXbcvhV1p2aX6QSZZSPnWURVqaCnTcUbLWcw9Fv4tHv9meZi4LVh6FS6cqUFpjwvdsyNLt9uTYSZsVClR6QcRQaToJzKyCwHpxpDdmxYF7qDMqJguBFkHb5JTXQubm57N27l8TERAA8PDx45ZVXsLW1fawGriQYpiTlFKkp0QlszJQcCU9HrQ3lVJQheGpsG9/7jsfW9bShrqdtmev57sU2bhu9273b/oFevLP2EgCmRnJis4qYf+gmrtaGxR0UMsgq1PD5tmto9YYxOF8nC1QafVmv1sxIXk6O273424FlJ26mlwV82ZoZUcnejHPR2YSn5vP7iMYcizCsbFPZ3pxG3vZl7vLb2Jkb42BpzLnoLM5FZ+FgaVLh49AmMqibm4l2+yIaoeft1xYg0mzYFtWHm1lVWbb3HTZ17cXoPxdQLT+BuWlKHAtyCL16CB9zS476xhNLAqvpjA92vE1rTDAihK/4jZPcIp0qOOFd5MiMeY2xfk3H7aExG9dizL4ajM3aDmj+gjSyGMdPjCscxA+7qtGw+iQ+uFGd6GnjSNJ+T9OmWfQs7seha5Y0r6al8yW43BNq7NGRpddz6sQ8AhY2R2/bDOe6GXh1SOZv14GEUIlhqbGYasC/5R3jrMmHiyPBawh49K0Y/X7BMFyw4m/200lWH3NjC+yFgpnf1cI0xItPl4bQ2MyVGx77qaRpiMut3qwaVcTxVGdqkshlC1gRak2P9CK+TLGlR0w0+iINXo7G6KxAv/kIRqdOsH3G99gXHqWpbhbW8knIQ1ScbppDwI3R+IX+zQyNjK7Bq9hbdQDd929g3dGN5LSuC/ZVGXgIasW2JcW0HynJnXjX7C0OZA/ky3egS2eo3h4CBhtWE3rbU0YtR6gLHD9ix+Ghv1PvUHvsLA7ixmhG9rlKYrgb2y6kosDldubx50raTijJgtPdodZ30PZHw8OzSmcNJdYaCkvqUaPbTdr/XB3Fzz8DqZAERBmDgKHtJ1DneEuuHt1PumcL2oZ9QNTeEgLUcyFqPUpvD+q/dgplVBJUVmNnZEzX0mtqirmGK9E66m+DiK8nUcdGz/Afj3P2pg0RTTNIuOSPg+VGdtRqhadwoUFmFUJSTTiR6U1j4xp4Oy4mgf5sYjK9c7XgGUIQcmywpLhkBJtYjzkbaE8nOsjG4FgRq7s8S1Iuw7k1FO6RcXhafRqq2uCTuR3VtaVUOX+RM8Og0cnPaXc8jZTKhmEn7dL5FA/thttxM1LmqhnurSTg19ocG53JxgF+zA2Ft7SCJt8FsccokNGMQKbPosisD3OUpzl5C1onubDbxpSOLg5MK5Txox7qLFRhnqii4WINsnAdDZpeZjIefEolfsSUkj+Hc/FTE85WhVt6aKiA3AuQfwX8roM8AFpMMnwAwn+EomjofxDsq/17FT2NDX2ogV61ahVfffUVnTt3xsPD4JI4cuQIn376KV988QXDhw9/ZAP+Ltaci86mRGcwircDp+4O1roft1OEvtfBr2xe84ageKLSC9kQFM+y4YFlwVrvrL2EVi84F52Fr5MFUemF2JorySnSIi/1dfq7WpGUU0yOSoOXneEVNSq9kO515WWLaoxoXt6Fd9ulfvaWwSjXdLOhYWX7srIrT8cQkmhwb0/eEMzmCS0IScjlSHg6H268QlR6IWdvZVLX07bMrX77mM96EY+HYueA8vX3EXYOLEnagveBxSjTZWxs2ZPAHC/OdelANYWSswNa4L1pNenGxgyfmErjY0rO/mmPi3UnYiqpOGs1Hmd1LMgiSNwRjVlwGL98qWaufAif7m8Fn5kasgR8Z86kKw6c7LgC1aDfmPe5NbXlldgtbnAmJQS1VTGn9x9G9+uX9Kq+hJkMxKsEZOECZw8ZvUxLcG+/G2OLPuRegBBzJUm1r3Gw+YdEaBvi+kNTrNw+Iz6zOrFFCropR2DpD+1jwOSuudAFEZC0CXSqijPQZpgQTDhbOMZ4+tB6hQUWbVMY+YUrEf45JFtEYflHHMF1axNwuSVWBaZYGVlQ19OWq7Tj1zE51LlqBQUHsLcwIyH5AnGVi6mvjeTw0Opk/v0h9dd2xmFgPfaHXKTXpptkXJ9CnlkIKcdtyP5tGeYfvUP13DWcd67Mh+YDiJ2+n3E/5eAyqhp8sxXLFp2YZ5lLfp4Gl1adWB78G+/37EFDD3O2BoFLAYRZzuIAHzNaeZYuvoEk5ED9GRn0bmdMDl+TyUb2soiMqP0khTtw6lAh2flpyHSRQPOKUe4DaHMNYv+Aqx+AYyvw/xh8W2dBTw8K6w0j/PxytLuqk18MgX9tgMv7wFEBO69AShQlei+Eyor+F7QM2toAebYrjk0KYLkOLIBdC7EpegtmbQT7TDg6FjCsf1KYIcPZGEZ7WbAqXk5JNrS71JCg62nwbg6VvI9xxW0em9UurM4Q+Nke5ozPX5havkKknRuCt7jCIa7IxtPeaTZhpJJCM67yPsLYlEmySmQRz+9sxpfGVHlZU37mqGFYCLordlxZ1IBN/WXU/bEP1mfrkFkrF4dtO8ivIiM9xQ1lbg2S6/fF2fsKZGexclwk+3Dn64ho/FXmeL/zK983HIps5i+8k2nJDUVLqjQsZurkQMaf/YFenwyhj0kcG0wyMLbL4OO+eXzsHsfPejd+jhd0sISvKkOfs07kD3IlF8HVLir2mGlILE2lOhETkEH+DINxrlf6ZlllCrj0Bgu/f57irQWgioc6s0D58AzHD+RpbehDDfR3333HxYsX/2Hps7OzadKkyWMZaDsLQ0CKlamC/GIdGp3A3sKIcXdl28oqVLPydDQgK5uK1bGmC2dvZaJS6zkSnl5meM2M5ESlFzJ9ayhrRjfl251hZT3xdv5OTOtek+3BiSTnFHPmViYNKtkSHJ9LWHI+73Uw/AoXY7M5GZlJO3+nskCxrEI1S45FcS0xl697G8av7S2MMTdWcC46i5Z+DpgZy8tNFRvR3JsTN9O5FJdD66pO2FsYM617TeKygspkPRKeTmGJtiwwzN7CMC79qDzkzxSZDD6ZRWwJvLH7V4yvH+Kjt75nQ+AApnf3IaFvI348u5XdnToz+PBBCvsMYbl9G2Z0N2GfmeCVc1eh1jGgiHXZf9JTdQv3RfP54lBlUse2Aw+gizMEOEBwPnwQS46NEZmn+/BePw19lAY/U5eZASR/tprfLm2lbv0FDPqhL2NTvUl3mciZ8b2JqSL45RRYW1YmHz3Qh5aRAHL8gmtjFrSS6MBtnGchmr41cM/0p5X2SzIizfjQvzHjKy+jyl1JHewaQtuzYPkUb7+Pwy9M5k2605oAGLODCNlUTjQvxLd6Hc58Y0K3CTtJHpeKrMNZfOs6sIFIJnEOayz4elnt0ukyShKyUpk3YTa7B3dCPcAH2y6gTlKi7NSQFnI4GtCEL/f9zYUrCfydr8PPA2QtVXwi/5SJX+bQ9Hgss2o74HbWD508mJuVfdD6ZXKYflzz2MPXbtfBeRDW3T6iKbDmJAxbAO93FfTvuQ+FjZxd5+zZfBicPOHPFEe2vevIrE9bUNK7HkXE8e43NmzYtRzPnuPISa+NfVEouIWAcZ1HaOnZYWwPvu+BbSA4NCvdqFCiNXfBrK4xljIw8odKnwCOLtCwPdi4wr5zYK7HJLYm9UoiEKH9KJbHcMQ1ia7LMmHTRvjJAvy7QHosOJ5Gm9Wege7ZvPV5LO92MiPyF3/czI2YEA07d0KnWvlcFZX4vGEtpqnX8I6HDG/xI0ev1+RivdWEaUyARKp6/sRVWV0+LViAMD7BZ8Zb2UQnFjABPacxYg6u8qo0JZAo4vGlMd7Ue4gWXjDHUmBXJgq8MMtzZWCP3fw8s4BWlz/EYeN4RMAp9gl3nHc3IbzdanZ8ksOk+bUJ6xWFjU013LMc+cPBhYV9ofKhRgxPPcTq46tp5SxYULslXjNM0W2ZSZPdKuRhU1nd+GPk+nBWN0+jGjeoji3H1eHszW/OmRAVq1PNcGmqILU9VGsk49wEc3oXtmKeOdw9G81KBv65kHgF3Nsalp+1fEC8XZuToC3498YZnt6GPtRACyGQ3SfaRi6XIx5zleqeAR6EJOTiZGnChosJWJsq6V7HrVyZe9dY7h/oVdZrrupiZTCkzbz5csc1YjINY8pavSCrUM077asSnVFI66pOTOpUrcx4briYAEB8tgqAxt52XIzNoaa7NScjM2np50hdT5uy8eUitZZlxw3jx7czhN0edy5Sa7kYm8P8Q5FcjM2mYWU72lRz5pfDNxnZ3Jtc1U161ze8HW0PTiIqvRBTpRyVRo+NqbIs89j24CTMjRXl1qp+XlOtLhVBwxswsNpAWn1vw0rvVqRbOvP2ho143MwhqYETX0z9lEvEoieGGiYOFDu70aCqOfUXmHC5mStKl1gO7unFH51j2X8wnNCTr1PLww29HuQmCgiwgqv5oM5nRXoYCdf6Y6ecWxZRneej4A8HPWGZ0XxwbTJa29VsWfIXLt80pq/pEdL07vz+gwu7j2ym776zCBPIWwkW7cG8jgyTw43R2HyLj48LgW69KbriwYXPg4n+6QMUiW6EF4Xj5RaA0V2xd/ZPvgLmE2ONBW2oD1dywdkSo2wtzZOaojidhLsyj48KvPj6Cz0jXz9Aj4uVGdiwKmtIJBMdH1MdRagRqlMgUxynz9ZgPNNu8sOAVwkeWcymV0sY1EmNdWVHzs6KZK2FCzdb+ZCV4IJnLbgYlkR4lQvsGd2JoV1mM+jvNuTM203nLadQNd1DVadRePz+JpUHt8Dq+J+w8Tu6N03laLYzMytDm4YwsmU2dWIO0sy4Cv1OV2FfCKzpcZ6agZ9zZMcyfptQmTc1h6ndvzaWPT/ExrctWZlOHNw+iMm9boDyOU0XvAu5EqyqgyoNYr6DrMPWREfEYFofBlwCvR5W2IItmfTpVAVZnS4wbRN4toTXP0Ov2I/QdybK1oy+U1rQPySe1Zt6QnhlyBoLy9ygbjuuF9egqKcdu2alIF6Lxb6rOe/rTrI1z59azlVQnovEwl5OrXwNb5g5MokZWOVZk9+7CTY7q+FWXc6NqxeQm6gZVXUSv+kqYayrx2Bu8AZtkeOCOYeYzkmWkU0LenODLagoRv5CBhAek26e8JcObilx29qaxFdP0CzGiKxKydimWpLa1Q27BoI67+dgFyq4FijjmmYiP/16BP1Zf9bVW8XaX1T0NjrGxhUHCNNakJ6zgWoe9shNBD9vkfG11RAOXLIkc4WeV87epOZrVcH3FimUcJ1qLDUp4kjJNgLGdOGnRQUk2ii59ZMpGXVhlUpPtFbO6Tegek9w7AYJu0EkQPhsiIqD3sfAvbXhdEKXw7FJ8NphcC19Zlw9ABEHoe8sQAcWlZ5cTU9rQx9qoD/77DMaNGhA586d8fIyuGPj4uI4cOAAnz/OovFQlnfbw9YULzszarlbs+qsYbrR170Nb939A71IzFZx/GY6jbzt+TsoniPh6bTzdyrrhWp0+jLjXNnenHPRWfRddApnKxNiMovoXFPOlA3BpcFnBoU08bGnnqctxRotO0KSyS7SkJBdVObSnn8okm3BScRkFjGmdRXGtK7CtcRcpnWvWW78WSaTcTIyA18ni7I53cuO30Kl0XM8Ih2doMzFfTt9Z7HWkNrUw9aU3JQCWvo5AoKZe25gopRR18P6ua5o5WEEgebgeGYbb49sx/I3vuWj2ZNYPKolw89bs6RfdzR6MyxVJnz30zqWKmpighozY3POtC1hz8QSUgYNIuxyFn06v05xiS3uLf04dRradoA5s8Csz3m29j3Bzp6DEXLw8NrL5UORfDwthI++OUdW3ih+zXQk+4g1v0x9B+Ofv4I3jElPzeDIgg5440t4+8vITwVi19qaY7fysMixxrUb/JJ2k9Bf+zGw6k2Mw+qT+o0bJWpwVzREt6kvza9PIffz5pzsJGi3/wVE1VzPh4CTgMLwWD1hAUvtKXFqT/drGdhPCuGDn4LZE/AXTQigGumEcJHElUkUf9qeVOOqWL9Xj2TC8Dn9BWPbTGPSkgmE1fCmmkcedbc58dUCT3oeXM2k6W9xOVOJYqeWm20a8rbbAloyGuMuOjp07czxXfb4LK/HWV81fknHeP/s74hD9kwa+gq1PzejeE8RFuZxfBFWiWx7sHe2B6cjYOTKignw+WsQpd6NZ9X99Hl3Hvven8u6eRZ82i8NtepnAq1yqNYsjZwMeKs/WL+gYdI9tUGTBzZqwx3v5gKV3jfsS94JtvlggwPqHcsxyX+Do96zqJIYTC5DkOk+QMhkCJO/MdE3Q8g0MDUZzFTwphXYpcDhTtTubo6teRG5qU7cbFwTTsWzeEMu7YyOc2qnAyN/a4Cp024SNq0klN6Q1Iz8kObQ/W+M7aoQr7CgutMVjIE2yqWYWDizSPEWLbWLcFOGYkE8vtjRjlEcJ5ypfM9Y5tLfMGnr5UUph4E+kKLG9lwfbB3r4u6Yy84hW6h9KBDzqV1ImPU3S1buZbfMmtN1q7Lsve00vtoKa+s+xHQ/R+TlYXzrmseN1IHIXExZE7KCswfglzHtWbBOR//Q2hSoA/mqUjH1plrRfI8ejphjk2dKnGUhxUX2mN6shNxEQVDbYhruNMWjPljKocQiCvdwOcWrqpCYISP2ICQsMWSrNVWBzAMc7nJQaEtAqwK99s62M0sh/gJYnwFVLLyWT7mX/8fhaW3oQw30iBEj6NmzJ/v27Ssb4G7bti0zZ87Ezs7usQTsH+hVNnYMkJxbDMDxmxnl5jrHZxcRk1nEL4dv8k77qvg6WfBO+6rYmBsRFJNdNnbdxMcef1crtl9JJCbTUMfbwZwrCbmci84iLiuIn/rV42JsFu42ZgTHZ5OcW0x2kQalXEZMZhEXY7Op6WZFSz/HsgCxa4m5TOnsz83U/DK5757TfNt9vv5CPGvPxVJQokMhg9KhdWIyi8peEG670AGUCkXZC0HPAA+WHrtFsVZPSGLec5tqBeBiBBeqQ3GKI1b7TjP05ipG9VvELzWmMOqnt7m0/S0uBX3DCHM75qd+RmRhbZraF7GmOJYZw44ROywPhfiT1IuFOBSFMC7VFvZeIPVVX/RXv2ZPXlM+nm5OQGMvIqplU03lgjAxJbXoOBO//gn/lqcwDajLQlUkLQep0VhfQjGtFrKjpli0c2L3x38TOuMKJis2EGhiS253b+xzrDnsnoKiwwKq/DCRVgEhXL0cgKh3mQaHjnG9Rz10WdX5wHETERP3Enn0APK+OuDV56LTctgZgacppMnJbCUjzO0WgT0t2L4wm9dWmrB3fDrpTmeQoeQsCejoRBuqoF4RztZernyxKIduuy/xuXIit3S9KDkeyIDfl3O1VSqtovdise9LJiWFMkinpbBaGDlNa/BelTdo2XIM5opraCPNMNYWc+U3yLqh4EuTtxCr+lC5yTDixAoqlUSRGVcVZ3djur7VnLayVIo+KsLsFROupMD819riXwdG/QkHYmHNsU8pEJ0Z672Jyb82phmXyEmzotglF6WihN7dlpMklCAfCjynjHj3UGmQIRCw9lTIOQ76NIgOg32eMHS3wK5mLs5phSirGSOsQFNiRDCvE0432qDGTJlJHf83SddOwXhLCxgyCrY7gS4LHEzBSo5MBsuO1kcmT0N39S3SPIbSbawrcvMNGBfo+OTTKah+mEuGeRqgp+phM153NWL59D0kbviQKSM6Y+2ewpey/fwc9wttzfdibL+CLKURzqI+brLLXKIlR3EjmVTMacQt4rHA5oXo9LEpjITJORBqhJg4GUpqYFLiQ32LK8BFbtW8yA+DMkmWKylxNmX0rnRGhZ1HffxLFkx8m66Lkvha1hKvEDkymz8IMS1mUJcrBFQKpt65JK44eJAjZGjsc4j4/Ddciieyoq6gzvE0+rVpzB+j46g7Q4MqMIlTB1Lo+F0lWs22JKo3HJgt6FFFwdIaCey6bEJRT09aeRqWmfQYCZeWgn1VMLlLxdEnwbQGOAfe2TZqJ+QmQuZGyA8HhRlPzNPa0Ica6MjISFJTUxk0aFC57adOncLV1RVf38dL07lseCCfbr5KfFYRSbnFmCjlWJsqWXIsimXHb3H2VibvtK+KWqunqosVs/eHE5VeyKiVF6jmYsW5aMMao75OFvi7WLHqTKxBeLkMrV4Qk1mEuZEcE6VhfPqddZdIzCkuJ4eZkcHlbOgFZ3AyMoPhTStRpLYlIjWfU1GZxJTWi864wOYJLZg9IICVp6NRqfWYGSsMUdgWxhSUGF4WTI0UFJa+OHg7mHMkPJ24rCA+71aTKwk55BcbgsGCYrI4FZVJUEw2r9RyYduVZOp6WD+/IDEgTgsdb6XxfmocXfq+xcozB2l25Qw1NOd5ZbeOUxZNaJvxKa31Rzj+YTxG19U4fyNYkB1FcpIVbc4rCW+o4rUCNV3NvkYRJGPymjV0HH2E5rZOhCSraL1rLC12e6JSwkJ1HKNwImD/CTbvGM7RKw2oogwicsBiTF11vM1shtEKXzdPbP0+xKTe39T6wY/AT97gzV3d6XhuAOHTzanSKoHQ3c7YpbqhMy7B+/c3Sel7EN2RZuTqjNGmy7BrDS4yN64f7EMz5j43nd5NsmsRf62M5/0OfhyzimKAdhFFzSdi3LkYJRY0O1uVbjsG0/JYbQIiknnjVx0x+U2Z30lL+1VdsM3bSugrf5Gr8cR9ehfyl6vZ0LMz/b0LmHr5c7YZ2+NDUywbt8Z3UAmHtv1BlLULxccGE5f3HW+pCpmWDzJ/gZ1tLLbmEdw8nMrRSpUZ2SeSL02vMct4M9fyckkJa8ctM0tO+BiRtg9s7aDvdTjmAAf+gu3XQVVsTA1dIEdD89CkmdOs9SXU6n4E7RlID59XmffOeg5WgTjWU5u9L0TnDX+583/SN5CxDoragzYRjo7Jp1WdFth61GPfnsVkXb7J4IH9SHKZge4nHVl6I9r4TAFhhjxbAcNc4U83KLBH5O+G2K1gvgMZpmyrNwr0JfRuWAcVv3L+ShNSL0+ge8fXiUyFfbIiZnKTG1pLusvimf9bNTKHNYYGx7mSUx8bozR0Wd4EhbbnkvItfAN+JFJmQaJFVSqbhZGHJcmyS1SjOV8yjYE8/yGDJ+Z0fTg8DxFdjZwPL2B75h3M8u1wnriRY4lfkKpyp+eCzkTWvkVJ/yjcZQ7odC5E7VhPkntV4nrq0coq07zfRvqoTWk0ZwMHY225FO6KqtZe6GjK+S868EHl5Zhmm7A/LIlf7J2xaJFAjndtgqun8c0tC3Q3akErDRF9ZQQe17Kuj5IdlwRJVfLwwIR8hRXG8XDiEvyaZxC91U+GIZK7yY2FnGjD6lVN3gdbH7ByNnw86//z9B+Xp7WhDzXQkyZNYubMmf/Ybm1tzaRJk9ixY8cjBcwqVLM9OAl/Fyviswwu6pLSHqSVqREt/Rw5Ep5OXU9bWldzYuaeGwxvWplLcdlkF2k4F51Fg0q2RGcUEpVeiKu1YRK7sRzUeoGViYL8Eh1hKXeWjLzXOFsYyylU6zE1kjOpQ1X+PBfHuegsQpPyuBSXU1ZO3NUbvj3+HJKQi5e9edn85hHNvTl8I41z0VkUqnU0qGRLck4x1mZGuNuYEpVeyLg1FynWGFzcCrmsLIjtVFQmY1r5lM21fm65uIEMPdy0dCZErWdccgw2Vna80+Nrjs/qQ6dVx+mwcjteloISLLCJV1DYvoD650JQns/FyNKbo8OjWNnNmrEbzThpkoRRDTljqrlibhzFCFVDPjzRlgg/S0bGe3MNK+rnfMoE06m49vmOU6qGGAsz3iGdGl90Z9uevSxo8AO6v70Z3WMDWTdXkZLUh21E4eWWhKlHIhrlXPq8e4wPiybgrzel7YJ3Seh2EONj4zHfO4kTEQI1MibdEshk4EM9lnLruenzXnZxgcntNzKw7iT6bvWl6x5fGp/fzWdft6Fq+Iek2bYjz1HDwc7xZNl58M0BN1qO74a8RNAh24a3N46h+boveHPXUninBmmfWFHjZgRf+nVG230wGzb9zlDy6UYya39fSYdf5rBzTxtGL02msvkurhSN4KglFKyMY90fDYgvHMi+C9/QsV5Tqtu25KBPLewrXSDDA3Sp19EdfpvJtXLJc/2FypXOkFBzLUfC7Th5FZb0gEOXoE8dY4Z++yqh+19lz4W3sNqVwf7dDcm+ZYKZmQoTPcjlaS9M53fj9RVYNgKX8aCtASHnrFFoVlB3Qy38USCzjoSztXGtdJReRilo1D0pkWVi5qhCeWAA+qv1kSt6gcMY+CURdKco1E8iU3GZ140LAFPa/9SPdvFXSbZN4g/RmWtb4PVhkVg6ppJR+Ana9Zn8/Ok36GtCvwO92DX9Bvvtw6F4KMjNocZh9HIXYqgB9qfI1w9DTitay4zZSQmbqEItnDjFJvxoiCs+jzzvF4b3ZHQbz5HicZxkx3zquKdj9PdYHDNt+chJYH/FnD2zPgaP4ZzIUJDRVIP8bBY1LFMZqLGnh89oREAuu4eE0eTPNtjMHc2J5nqGXMkna+kiUISjSQwETQb+O/vRaIc/76cKrIc1xj06iwTiaZtTm0Ne+YAlsVWgdw0Z8+yyybdWUSvLijkx/rSqbcZP46GVKehKDPPmlfd57A4/CRcXw/53wNQW2nz9bNT0tDb0oaNHqamp1Knzz+jMOnXqEBMT81gC3l5icdXZWJJK3dt1Paxp4evA171r07CybWlJw7Sj9zr4EZ6ah0qjx8vOjAENPYlKLyC7SIObtSnZRWpMlfJy667enjblbmOK032MXmFp4WKNns+2hlLP0+DbUN7OcGaiwMXKhJZVHRnetBIt/Rxp5G3PmFVBHAlP58gNw0Mou0jNytMxVLY3M8gW6ElaXgnJecWEJOSSX6wpa8dUaVBtIx8HxrTywcPW8GJxJSG3LCf3o9arfpY0MIZ08yw+69KLz69dwvmvlZi5xzF93CiKGprR4cZ51JZpRMVZMPTKaeIbvUaNY3HsSJ6CRdVquFzz5I2dakpMi/hG1pszGWOJTWuLg+UwRlvZkWNWTP0ja+gz8CqDHSNYq29AkakbMQkDaPzbRD5uc5j0SmksSXPD9a83+GnSTCZP/JyEkT/hHJKA6rWxbBn0F8s+/ImaFnpK1NeZ2ygfN7+DJNW+RULvHWSptaw67MaeFc1Qj/uV3E+/I9Px+nPT4cN4nfasZyo2c2sjalrx6V/tuFI/iRITKz6a8RZ5TtkgL6HEzJkU91RG7C+hoF8RB/vvwSJPh9dlI9rsv8TkDxpRI/gSRvpEPFPsSbaozwdtGjOUTHpsAKef01HMWYjIAbfDx+i5VoHe+G96u5oTo1jPgWaV+PmT1sgqB5PxzmL2bVrDqEnGnMyGoIyhdGQGdi7hqP0j0Hh0w6H6F6jM9/LjDitORsDeETCgOuyaB6uWwZJ3Ib4lmLazZMIvPdgY74jMTUWJogZJhzqjjR71olUPgFlVcHsPis+B/zCoBHg2aIDa9DpB/lk0/OQVVlovIO9UCTLHT1BWacvv8T+RHl0NkbKFYrNQNMIf1IehjjkZdSaSsCQSI3ENW/1b1NaPppfVb7w7vx55tWxRNYPgyvDhx7F07H0I2S0jJudcwKy7BrHic4JnvEsT+7mQ/iZk9QKnjeCzESpvR+9UBaGoBkZO1JKpKGEyvmzhfQ4Qyjlm0J95vBx6fSBVvyKt3nHsJvhTd/AZPgodQ4pzCYWtIrBX6LlRN5KiqkNAm4jfvLZs8zaiKNCYbF879l5Yj7zfWzQ/Fs23b89lQucUgjoJTE/oaDPrW1qfyyOr2i0ur90IZiZceWMtcyYfZs+sdaxx3s8KwgkilQt6cyixxlWWw8qreoZNyie7RxH5ra7R/10fjjQ0I/4oDO4HsVdhjymcaga6YtBryp+OXAEBb0L3P6Dx+89OTU9rQx/ag87JyXngPpVK9ciDgyG/9ez94ah1ArnMkJrZzFjBL0MakF2k5mJsNmNaVSmb7qTS6EszhEGXOm7cTM0nV2UYuS9Ua0nOMxh5C2MFWr0gv0RHfomKln4OfNWrNm/8ft6QG68UGYawLSOFDI1OkFesJSg2mwaVDMFjXnZmxGeryC/RsSEogSY+dpyLziahdEzcztwIO3PDutM3kvPKIrIBRGQmCTl39JBf6vo2V8op0urxsDWleRUHvtxxraxXfy46i9d/PUdSbjFFai3vd3p+i9472trzI3q+69IHy4JC/h79NiebNmZSh7mMOP039U+fwk0o2Vu9Pq6ZGThSiAZTgrXF5PsoIMsapayQm5Nr8UbJBWr/sgaHPAfyLPTIu0YxZaYH7+zJxiTdiOJqToiT9bma58CyI30ZcyEQRbElI/++QMfuLRCpfen4Zgdu+Acz/qskFJ1V1DjdHM/QzgyePJ9j9S6ieuMPVEfaoqx7jhOrhxPYdxNytTHFjun4LhlN/ukfKPmgOvlDwOoFTxc1wYgBtIK2AhEXz+vbzuAZ78uVejfY1eMiPtGW5FtqqHPFEiNVa0oSLmAeK2NofHcmrOuGjGgEWob8pWHy/LWEBTTFKyKBjsfm0OjUcVxSMmiyxoF3z49GqTRCozfltN8ATG6dxji5ALVLCkk59pikgmdILrUyz9JRYc8x7ZuYNr1JMyWMczeCjZ8QPGgqKe8Gc66rBWPzzpGXuYgSrRKlBl7xLSF9dQ1sjE5yLcyC8fpg9PI2HAyx5yvnXDKURWiFjJQ8b4b13U1gwyBOHf4ZpfzdF/sDAEcaQdolCKwDNlagzFeQal2TeK0ZfSJ+Y2DSe4RqtuCfOA+ZPI+eNUbjZBoBMtDIszHT+iBUJsjy9TgRgtPbObz20VlmXplFe/NTVJo3nVVGS/izfmOqhRfTXZHGl4sPgyaICDsnOo+N5EDXrZxxS6BEqcFBHQw2DhjLUlHLGwERoArE+Iot1f3OYmx7jj7K8fxACZ5cIJZi1KyjP1MJpOuLVucjsRE/YbbPHmGpptetSiiDq3Kr91GslTo29Z2DSfhN0Efg5pXJqN0lWOi0WFhm49tmHzv376JB2yh8I6ugM1VjaqHnjMkFajf5k+4LG2OXX8TkLbBhWDtwOEaXyxPYN74P6lsunHExwyuhLvF2xjg7JzHEz5UfpidztZMNMo0M5YVWrLWT080IjK0NyYoyb0A+UHAekpzAyge6hJQ/HyNzqPfGs9XR09rQhxrowMBAli9fzujR5VdU+fXXX2nYsOFjCbjydAzq0kiq0gRenIvO5t11l0jIVhGTWURCtgozYwU9A9zZczW5rO6+0BS+6lkLjU6PRifKxqIBLE2UpOaXlH3PKlTz2uJT5BTdFYYHZev2aHSibMz6brc2GCKtbxvQ6NJgtpjMIqxNlWQXacgu0uBuY0piqTE2koNGD+Ym93dAqEojuBNzihn7ZxAlWoMUt9u/7Um4GJvzXNJ93s0YZFgDgw8fxrqoAEWCGSU+JtRKCyKnujneRckcNGtJx5+2MH/fQno0/oJ3f95A92vn0Te9xRi7fUxbvZENowoxVcnpvcGUnW9nYWqUx4jNgZikWyIo5mAlFbfOVSfUVE/EtI3sFoV0+3MgdQY24Xu7TCKmHsX5jTiKjfKZ/e3HDP5jGHHO6Rx1DcaEbiRdaYivTsHFYjPM82zg56kUDjyLW7Y1rvv7U+yRQJZRCAmz5agToda656bCB1OggwahXBtSSKa9Cq84az77vgZxPjdpc6w24X6ppDuHcLaRG3M+/YsBK33wjvWgfqgRcr0l7y5oyyuLneh+bDdnfS0Y8Ndgrvm78eOU07z966+ojF2xJBq9TInMQbCpV1PGxKbz+sBdtP1qFX5Ol2j+RmPSog8R39OXGY4b6Jhvwsra1QlLh64nw3ljpSsynQ2t59encGVdur/zPfH6b/DL6YVFsB1Bx6eS7eGFrFhBHc8L9P6qPZUcYtFnGaO5VAOfwIuYawVeTld4/50U2rSdBrR4IerWa8uPJZZEgwKwHAa+O6BoPdSeewyP84t5JyiYuII2HFR3Qme5i6YeQ7FxyCUh9RXSUieTUVlFQNEOhK4yzmQjozklDgto4B5M4fxmpI8Mp1q4H202JOMfGUPk6coscNUgf60AE00JPkfdueHsw7nJ3yAvMScn5zc2/ekCHubImn6PTSVTckmHvHBUWk8ux8+lpeMYxhNCCDF0pAGVOIMzKkby/QvR55NiLusBXW6i6/smrY80QDnmO5wp4LMhazHuuRntzWJyq1zEXmhpOVtBSYlgzCdy/EumsCf0D7qp9jNy+QGU8ePou+0tzuZU5us/t1HJtYgalfz5begtbCL9aD2/I9vatKXZ62p2/GSHUYGOLH1d0BmT5h7H/DAZvqfVyHR52ATryY80IipQT8yvMpYN02ERpcTHCcLTDfOe84vBzPT+53TvNfW0PK0Nfago8+bNo0+fPqxZs6bsYEFBQajVarZs2fJYAh67a2Wn28hllEU5mygNkdXzD91k86WEsnnLJkpDus5fT97i58ENWHI0iuD4HEpKjV9qfklZ7xgMC1HcDxOlvKyOVn/HSBsrZGUvDp52ZshlMuKzVaQV3HE75xVrsTFTkqvSlhlVpVyGpvRNI+OusuZGcoo0+jIvwW1uG2eF3NC+Qi7D1lSJqbGCk5EZZXnGnxe2yBiHDFJCuepVB8+sFF6J24OtOpfjjg3ZX6k5m8Pb8vlPaxg79XtOWTRgyaFQ2lhd5eC00yy01DF7ehF1ZZGE7ozG7pv6DLpphnL+PAYdyueY6zi0ljrGRLSh8I1uFBZ3wKrImIbjVpE8aR7zG1/gx0w7HMd/QIGlivV5dTAZNo8dM1eT7BfN0T7bcJvxGfZGJUR4JKLuvR3t/HdxqBxKdp1QMqveJNP4L2xb76Du1wvJcYBms56b+h6OWkCsmtz0ApTqVM436oyJtpCRy2vR5VAiCB0tTl7k2CtXudT0At99NpNkb2e89yg53jCAZW8Gcdb8dcYteI8bnQ6j89iGQ9oQPONSOdCjJ+OWLkQrM+fM6CJaHYJkC2t+93mFuee3MiT3bQbPzeR8iYJTVfvyZ9YiHLPNCej2Nq3iMhnkt4guETvI2fkB9oBltSCc3fLADCz1hTg6RdPMOAxX//VUc07HJt6ON377hP7m1pjpShjT/CTvjlzHL6HVKJQ5YCGfyqwZrgixE5nsuay5U47cMMM0K/8pUP8nyNoDlZuC4xvgPABKVhpWMfpZnsrXn25j04+TyAmZjJNMhZfND8jlucSntMI55lWCTWzYFNOZLGct19Pq8KFDDpYeb0HDRLwqXaX1mxuhUjKnCnvheq4lye2HYmGs45WmMaxRXEGVVofKwXmM0q3EyLwKCD1u5lcYNWkj8yOG4OhsRm8+Y5OuJykuBeC0DYvi5jjpI5DLc3DHk2Z04QpbyCWT5xc6+vRo4hORn62MbMAehMt5KLLCxiOf9IbX0eV2wCblJhu7q+kXV0Cx8OWvXrE0vaCj0LQ664flo3HtTYsqG/lk3WKsjQ5hNr6AW+eLCd0/hh5nY/hmjDdXbmxm0fiaBGltyG25CK9YJY5yB9LsczErsKf+T1ZUm+GG9Yw86mxREpeuwNg0g91pgia17FACzsPg4lww1kEw0Pk+67pcmwFXP4NO58Ch8bPRz9Pa0IfeWS4uLpw+fZojR44QGhoKQLdu3Wjfvv1jCziuTRU+2xpazmjpBZgo5JTo9GUGDO4kFfF2MC+b83wjOZdeC06W7bubu6d53zaQYDDKZkZyNHphaKfUQMugLA+3WidwtjJGLjO4vmu5WxOfraKmmxWBle0JT81Ho9NxKS63rA1rU2XZIhkA2YV3BjJut333ed6NTm94MdHpBZlFGijS0MTH/rlGcpdj4mfUmTyCfHMFBUUy+rXfTerAAk62qsFPQ9Yy5r0RJAxJpdL5q4jcquxLXcWR64cYUbsP/rE27M/ahp1FMiKyOUaV+hEUu4dh2nQUQo+2GPLWzqDxlrpcv1SNbjF2UHMzGp9EqivSOKN3YvaROqQ1u0DA6/tx2uuK0j6VKw3N8Vo2lmT0mGhM8EpxRW+dx7ngetgdb4fRgom4+MRQb/hqhEMmUVca4jDkMibu3i9Gh/dir4QdVZnkuIJ+m2tiojUHcjjeLhqZNhSLwjpAT+a8n0njY70IuHyO4KZ57H7Vj257fHFPtORU40/Z/dYczIurM2LnzzQ8cRDfmBxcf/+bI1VHk31tGUEu7zD99E4uh7elxQ0FZktGMOjWejravksluxPYWeayJ3Ug4R+H82tRF7ad68OrHyzF/uQq1Jf9UATGsKW+M9eOD8a96EsOxdTnrEUzPv5wMJw0wdJDR/eOa7CscYuqtvkYy3XM+mYCtatm4qiuTpzJDYyYhwUXqCRb/UJULTcGY1vDByBtGeTsAc9ppT/FF5C1E9TrhtMsR4fZmXk0sg3CIccI88SbkF2ZPUU7GMMZmhDLrerZNH1vBoN+1/Db5Z8ZZeOHplcGwwN+IflEDxL6XMTOLI9wl800anSK6iUxjL2awMkIB2JDWqM0zefAej/mFPTijLILEaZ16atbj7j8GonFR1lYZykoPEAcxFmeQFvzT/EEKqEgkMO48R6nySOWMGq/II/Ek6Ijn7xpo7AlH3m6A6S6QqeDuO1oS35BFOaprqRY1qPft6kgy8JaqLjWvjZWVUK5UbszUbZVGBWzlVPTfkFZbMRX34zErE4m8zN/ZMOCcSS4WbDJewqehWtpXpBLwaRqVAq14bJvIcVmxXDOH1Wj85z5MhaHoPboC6zxugAmCLzbO+DsJCO/BJoCeXOhSWPITwLHFtD9W7i1G+yrg20Vw/kY2Rg+igf0rv8NT2tDH2qgi4uLWbJkCZGRkdSpU4dRo0ahVD7Z2/Kio1HohWEMWK8T6Eq3l+gMBs3dxrSsdwrQwteBdv5OfLvbsPxkRqEWCrXlesv3cjuNKICJQkaJVl9mlAtLW7y7J32bzAI1OgEpeSWYGhnc1Um5KnrX92BvaDJ7QlPKyjaoZEuxWkdYSj7GctCKBxvju/F2MCMpW4VabyjvbGVCRkEJegEanf65urfL0bEvuw73ZXJYFoP+nIuVNoNRX+zDwmsxVexD0cVl8TE9MbILxv+mEzaFrpyM2UC+wgyVjeBN63Z0vWJChvHXzP/MBP3yXcQlXcFEGDOzXxiFr53m5q4mmLSfw3vX/YjUmFCjwRFGoyXju684c6kznn3XEeUtZ/WXn9Pvy2/4YOVgjjuloEROnnERN8ctp8WiCWRUi8ftpw9wOfAK8u29SbXMw7zmNXRWubTcobk7k9+LJ1PHkk9aE14tlzWDrjHkr1pcaJSOTV4hMoyJ8lXQ5rA7QY0tkelfpfPm+kz5Lp0qERpqXM/ERF/EhQYfkWLUmnULMhnzw2nSjBbSeF8KcfZeNI3/FFXGaS5aJ/LxuHisozxx++NbfGKzaPNqHpNWQ2yAYH6gkveOmjOs+AZb8magVFjgGP8qDV6fQq/McOQpGvyMr/LnuvFYRDvTzFMQ/vlF1BHGdCwx46MZk/CtnUyxxojhzVcye+l7qPVFyHIh1xkKSUTFlRemZis/6HtnxAvf38DtfUMktzYJcAFNILisltHnrAIHoMCqGo6uV0nNH41SH0Bfo4nk6PwocjQnwD0NL0UsWQm1yNRaI259xA8TrJDVjGKonx3+gzayOSSDDcsOcdCvByRaUy35Mp8tO4tx8GbmzmvORvM+JBfFkhMxBEuH43zv1AzsY8FSAbIS0OeCSMecXEoUkCNAgw6lDG5hWBHMkwrOS/sMUWCF/WvL4PVVMGEVeTvGYqxTUfLNl9i6BPPnR0Z02uxOnnMRl0YVE7iwP9mmB/Hbp8VInkRH1xM0OXOT81tWQLExbwT4YB1WzNh1g9nX0Z9Xe//EVJt36d15Nh9duMThml9wpoYnUAC7K2ESZ43cxx7jfD1VrmtI9VaQ3CiMW1aetB8UxdWzDVA0hnrvQshk8GgMFxdApUDIugGbuoFrY3j9nOF8qk00fJ4lT2tDH5moxMjIiFatWrFnzx6uX7/OvHnznkhAq9JxWk2pO/l2AJWzlQkKmQxHS+MyA13T1ZIpnf15bfHpsvpGMtAIg3GWye5Mhboba1OjMgNdohPlEojcRl9qTW8b6rvLKOWGyGuFDHKKtLy77nJZ8JdSDlq9YYxbVTrn+bZxtjA2zIO+XcbKVEl+cfkx8PjsYnR3vReYGyvKDPvtKPIXRf8Q8IlP5ssD3xLtVwnfw8fxTkwjxkNHpcRkAmNuMOfmcj6Nf5OT7R1Y+fck0tsrOFDVhH4zGnOqawjyVRfxcqpCL5NICrKNCW51g31jjvLnWS2Boz4n9dP3EN5JmOZbIDcvRqmxIq64CvsDDrJfOxJ9tIYPJyymztKx6PNtMLfNQ5nugneaKxfiPUg71ZxWi77BPMMaF+Bg66MkfvQTHbq1YQjpWOHwQnX4Dzpa0XC6F0lWufRZsBjzwknseXUGJSbxgDmmGmtqX9mK1ljL+1+YcLZVDnJNFn1/tWLBd5XwSPyRkXOy2DbEi+G/OWBWQ8On33+I6XQjTDTFrJzhTscDFlxMCeDWmrf4/q2rTPhcw8FOnqytMoXTr/mSWEnGdy6f4q6+Rq3p7tR6cyum449yocQS+fbG/BKwj/k7u3CybQc0A0zpF7uBYkewWNsSjVEGg37ZhqiaSLVmZ9FmWzNl1WQy7DQUKMC22A1zPPBiM4rbS2K+BBjZg01rSHsTcv+ADKDACALeh/ydYBIPyFMx6vQKiovfYxv2Krk4YPnBq1jvL6FysoCPDmBXOYgPer4BBzqgjJlAN/nfaMyiGBvZiSjburRtc564ECeKHa2pWe0wXhODqbs3Bt2qNL4d9AXReV7Q9AoFxhYgc4KOSSD3Br0LHtejSSucjKzhN9wQ7WgtO0IW4ChsCZCZ0J7fqP2813p+GvJuIpuiR13YAc2OHBLfOI6JPIcLZyeyORlG7TqHS2QMqv6rcKq2EvP+UQSevYiwULLFaSnmyZ6cr+eE9X4ddfIvM7Dbl+iLPVh+Yht2JsfwtFpJlYJCFvVui1Oymou6hqBwoukGWyod1rFh/gVQOvDKu66YxZtR2EvF8qVV4IIxN3LrEJMDQg+nxkOlebBXA022gYsLbBwFXq9Co3cqVkVPa0MfaqDDwsK4etXwZjdq1CgaN/43jvnyRkgml9HO36ksQ1dyXnFZ7zgqvYAvt4eW6ylr7voiBGXznu8mMacYCxM5hSUGS6gTdwK5yo5TahVv96JNlAaXuMHtDaZKGcWl7nb1XT1trR5szZWGZCilU6duG9gyg11a3OiumLGqTubcTC/CWA4qPThbGuNpb46XnTlFJVpUGh0T2t5nCZXnyIY6kHXuJOM++oGuV/YA+RipMml+PAOd3p39v/6Jdccb/Kr4henpXWnS7hSKEbY0HXSTDoVjuHqmCjqLXH5ShtL/ohZt5xOEjrhA1Q196LhwAmzrxO8XW2OkNibsg7l8uGICuhkfUfmbN/mNUUxvcZRbTc9S5JCFt5mKi912sW35OF7vspNiISO69g1SZ3xK39rXSJz7Doppc6lyvC32g3fQigEvn3EGiC6GyGJaV69KkcV71A49jFWBCR2PWJFlY8yp5hk4pceTnbqFQQsP0m63nBVTtjJzzja2TvImyTmJC/3CyXSfSJKdN73XhjD878VsGNwXI72GLDsFHWZfRXa9hB9/H4ttjgYBtDyexke/Z3BjqB+u2+Hb2V/hYHeUXqcbUWntdUx1thxqb453JExOWUyA03niqIpJsYaaGVks7tYdpQKQw3y+JGRPR4obQH3vMxib6rFQaDDVDcTV5FfkPJ/sd/8G02aQcADiEqBEAzZboFswZF+Bg/0z0V2eSWGRD+5+eyiI7Itm5+8oYhU4sgnx9uvIWqUgywPNn9P4Qh8FlpvRxgsO+H1AP/khplRexLU+vuzR2LHPbiSH1w7h/DYLCgYeRn/DFfmHS9EvTYJKucjsjBHyPCAPUJBauQqVLevhgRYZxrjpTdksH4+3TEUf9HThzResvSfkZH+ocQVj9WWMRzpTdWd9lO9+ReXdfXBw0fD57J14h3TD9dOzOLqBnGDEKTvSrVxYpOnN/NPbSbS7hKV8FGv8qnDhgxa4azVkuHlQ+0o6HqZhKKo5oLxZjcEdfyPLxg50ybjeMuZ68xwwsQK9hsNzcslvoCO5rgqwwrJEgcLVmMhsiG4H6WEQuxK89LBrLTSfCxFnwNIJBlVwsPzT2tCHGmgjI6M7BZ/QtX2b3Ht6lMgEI5p5ExSTVWZob9vgEh3EliYzuR9OlkakF2juu6+wRI+ZElRaQ69Xo78ztep+3B4zvr23WCtwMDcis0hDWkFJubLuNmbIMKQLBVDKSnvR9xwz664I8rgsQw9cpRWYKOWkFahJK1CXiyD/csc1NnvZvjA3d3cnmGFdiWWdOpCW5cOO4ROoHR9Pn467CW5fg8W2b9NF8SPTlMMZl7ieLgWhXB3iQYa6Ndu6OrOhdwkTYhrxU5GCfpxCub82vRbEkNDzICPen07blZ0x+XYVq7uHkan2I8Y1hXE/foarcx7iXEMu2mWTM+kXml5oiNutqjTLt2FX/02YnWxN1NjF6NcPRWWbS87cSWj9ojFuVoDKcS8W3cEUxxeis0fS2BquN8GmRE31WbNJdzJh/JIthNUchn2uBZ2PpOITW4XqEToS/SP5P/bOOr6q+n3g73N7edc9trExGkZ3d0qDUgooIUqLipKKIEgKKIKoSHd3d3eNse7Oe3fz/P64wFcUERU28Hffr9deuJPPeTw7z+fzfJ6ofroueTaBnK4ro86pw6iixjJg0wnSPObQ9PAFUl1NBMXfocnpY4yZNZYjlVsRWzWZvII69PpiBT1OnmLS6vE4p2czb76SXXu8mdf/YwTtEDJ19Qja+Sb2DmOpb3uRmyvKskd5Ff/NaqSRtWlpvxlZsh0LOo3mhF1pGqvvIUigyYhFGFcNRO+p5MrVOpy5U5WGNa7gJZ3xShtnAMd3oXxXiAkGskEaBxeCQGmECoVVSUivjK9ZgbPtXGSeh9Df64QgCoAcITsSnJPRnK/PFWLQNnal1jA71u0eS4np9qzN+wzzhFLszu+A4Sc7jC2lGA22DHJZywD78XB3AB7zZpKma4LJLZlWiRdITavO1RB7zKYa2ErPYsSX45ShnekyPyWuZai3C7VkF9Fzl+8oQ30mUoG3ilmLz0mlaZB+Gl0Je+RDUpDdNCKOXo1UbaKBQya+l29h1+cCjtFgmOUJuxwRY/U4l4nlTMJCFJmhkLSOg46OXJCOowf3ubllLjVbxzF92DDCy+8l3M+bLCdHkN2EpH4oVpUk55qU2gfMhNvnUX4rXP4pjkMf5SGPcUKeYUKplxHrD+tWQq1kS7CgbWPICIYhLcC9MdgEQrkeL19F/9aGPvOMa9eu4ejoCFi6cmi1WhwdHR936MjNzf3LG1QPcCYh25I6JZNYDOnQVZfQGn5v3izCuNkryS80/sFFDTw2kH8476HBfJgujVSQYMT82Dg/isT+K7J/M5hws5OjNZgo0Jv/ECEulwkYDeLj+z4N3W8e4Pdr3494VLGsKKO4f8+Zlm3AFurrTxPpU5ly2QlcVZXF/UQai9+ojHthMCF3ClifNYDQGl+SdT+YNt6NeGeCGd9PN5CmGcu18aP4VhnEB0tKYXuzBD5CPPXV6UiznKm5qy71tjTFL9GO420PUXXWPK6NmMvo0hE0C72HOjCGEgvfZxqgVxRiNAoYHXII7bUWN6DAroAsGw1qVQjCihUkOk4hEahMMyq9qrmiZewAO3RZvpgpwCnbDgQ/RCQIuLCq70Vspfe4XecMoZFhjFx4jeELO9FtTj3KXxb46ssM6l/dQIFvHgfeSqDtMm+UmVXps343NaKuM3qiHwc6rMI70pVlzaZQKeYMPwe/Tcvww/jkJfP1mZH4VFtMZpNwjhesYV3SPUI+K4VQF652DkPa4w51fOdiPj2e4Tt9EESRy199zJaUIBb0HMxXNX5kUK8fEfPbc/CyDaVrnMBIH+QEFrdmnwulC3iWgFwdxGohrRBq1AXTIQWBZOOBkhxTeWykg3BvaIKoOhA7GW725+actnx7ahC1SyxnX20/mjdNI2NFKL++9xGZaY58vv5zClNsyLjnBaEiOILSIKGSIoaaba6xYe1EEEQwSTlZcTpdvbfRRUhigeFzNBJfVGYBe0GHIKgo7beL7kJ/VvApOpLwBZK59PoYaL8OGPzqcAl3/OZ44tV6AvIUP0SJBmV4VTbUa0zLpMrUVAFVUinXWIPWyZuBfUdzvMcm9nm34srZibS80oGP2y3l3VXtmXdHQ35dkYnzj2KQy3HJMhJwrAQxvuXxKEgnI8eNI9VB2AM1P7bB874Cg4eOGzOyMQToCDzrRYKnhHc6Qm0phK2HHV0h4TB0GglBD8f1LYsok+3f2tBnGmiTyfSs3c/Fb1ORHtkprcGMUibBZDbzW9vlbK943FTjafyJncPNQUlyrg4XWzkavelxJykAe6WUHK0lXUolkz6RO/1bVDLJE+elFzw5GJBKeLyW/MjwG0XL9fN1z6cnlQx+61Dwd7Ypvijuh8zxBtvzERx3rE+EsjTOGRnYVCsgzdaNSwMmUiHcDkXf2Ygd9Qj3HVAecGXqe7uY36AZ9fKCWWtbwOYhaWyqnsgPneJRdvyEW04XMQ/YiinsDu12N2DhsC2EXa9Nr5vBfN//R3afr4Xb4aYoGxxHTPLiqnM2mRGBqK9XpNTYOaQl+WGuehmxwAaJnRZN45OkeCdSneX05xLx3KUCrYpVb8/DFtkYuuVPZEPXzsiNAhnO2ax4O4qpEx+gzqvF6n4atnc6xokmpdjT1pUUx0WUiwpnZr2dLO3oRunT1YmvYMemJeMY8OtlFgxayfSlTbnn+wathlQl8FwWP4SWR+OqZ2THhVwLDSPL1o7+eXOIbBuOHVB2pQc2KaG4+9+javodehpOk5hYnrhVE3j77aUoC2W4ZRg4tKcRCVHlMQ4REOxE1A5gn7eTWsEBnNvYlXrdfkXkl4e9q199VL4gmqBUDYj7CW5cAWeFiVCjiEObEGbvvYwhMZwJNp+ijn8LUZlFtkcqR660Q5vmgiRIxaqZm4hM6sKQC2rsx3RDWuVzto1uyfpTfdmw/QPGLWjNvKvT2WU3mC5RF5A4yuHNJSC9h4A9RvvKrDEvp5nwCWHyadzDGbnRnqHSIxglJrL5msmsYy47ySeDElTAnqLrcPcikOKIE62wt9lH/raPsR/VG7mbGfFmGdjbFVm4K/buGQyvvRT71ABWjN2OkNCVHXVvsbzTfXJ/rMA931tELTzBpV5H+PLdJtz0TiLdsyNlspPpY1qGPHg/5x90p3nKdQbVXw5RcObrCygkadTp0pS0BhKUaaXo1FrkyAyB5SrwvALBn8GetpCohxxgSReYlgXKInQC/Vsb+tIbxbWv5P3U7Trj/4zzIyEeBYD9XigbmeWj8LSYKpVMgumhwczSGJ4wsgD5OhMqmYQcrZFC458rq1V5T5xsLeMVgd+vnPNEoJfxofv80fXtH5YKfRqK37R0/b23v0lp9+KL4n5IKXtY1zSE5fanuLyrGn33rsHFMYNqWRfxMsWRaWfPLftQcvWuFG4LY3fffD6tUZbEGjls8KxAb9s3Kb2iBm3avMvNnl8i73sASYobwqr2pB3rz4xTAxmx6Gfe+fF7Yr//km4p7izVK1j4oCSzV/WmU74jnKmNMTgGh1MNSO+5Fn35Gyi7bib/p4E49vsJiX02EuA46/CjKrV569XulfuQXg7TeOB9naC4YdwpdZ6wa58xbs5iVAV+zB74FQdrfcL+Rs2RG53wSJWT65pCvoNI1eOO9P+iCh98c48al+PotfQKZxrZYcKZ4JP2fP7VfBofP4w5sSwpD7oSkJ5A6ZS7tAnfw9JzQ0nPKUnOnbpU2OKEe7qRwFprWdC7Ip9060LJi1rS1/fEEBeAcKMSb2jsqGSS06fjTNbMKsU3ES1RhRnYsGgg9/xBrBiDozIUP5a8NsYZoNJmsO0HnqmgloEmE9KMOoTy3yElikqeWymFAl30VxjMrlB2Osk7L3E2uhbtRSX173Uh18aOq/qKOObZYsoOIE5TlpXfTaBL35XkOejpVe02NfxO4C6NoZTdL7xl/zEKeQK4n0B0z6VQaIMeJ84RSD5SdDgTIwljvjCLW1RBB/RiKAFUpTwtyCGVGC4Ut+r+FhIUlGMvdom/IJyqzfVly7g59UfoOws+6sYn+3MYPg2UuV4IONNotzf72+1m9rYttOzTDtcFrdhwyoHT5ccgX1+dD/racbZVHJq8Kty0q8mnb5RldLV2bO2Uj04UsTUWYK8Dva0aTaCOB6vuk1NJid5FQJUlYWxnuN4UmqRC8EeQYgRHwN4ePF0tgcavEy+9wsCMvXf/8hgzlkAs4Te//xat8clKZL+l0Gim0GiZpYuAVHiyy9SjYwBytMbHEde/51xUJtka41MjwG3lUhBENL8pAC4TRB7NsfN1pifu91v0Jv40RUwlL/oCD08j1wznUu7T1kaPPltOdMNACtrY8+mEL9lk6km2Ts2FT0ZQcfwvhCRVxdRgJtSLgNmrqW+MZepHG/m12nH2GWVcrneXzSmp1FZnIHUsQKqT4RLuTZ0b7nismEBsjhPejY9hE/IAuWMOXjbJ6MJL4XS/JLr3F2B/sBVZs0dzrfVBnEUo8b6lOpQr/vRgSnGr6m8xkX78UKCg8Fo8Cz+8SoMjpUnzlHGpmgyV3h1VoQyT1Ei8x10Wj4AZn/ZEbfiaQfPbkuRUnlabU/GLlTL0wgKqnILj1WYjNxr5eOo0Zm58i8nvb6QgNo357wbz060KlDtvS6bMidnlh3HyXEdi3Rbwc8/2rHnXwN1lgVzvVEjQqaPUzZpHdEEolcusRe2ajVElo0LF8yRX1GHzwIjZJMXFOR91IWToatKj7SRkxdRS8p8ginBlOlyYBpUCoIQDVKsBmoQPuJHcETfHDnQtMZr4dCNy/SAu1jlFrfwDlFEZmansiEPmbGTZoRxpNYgmzWaTuvwrTPscuNr5bVYKU0hJLYF3mducv1iHvFX1mdO3A8t++JiMYad5234lS42NQeoD+RdR2y2gvOQGBrMNLSWJ2Eui2IEt9hjxAsryv1K/82lEITnMw4D05X+aXyjSwZ447ZyMXeIVVA45mG/VQNNpF7IwmCuAdmZ3mn00jKk/zqHUbm+afVkGkxBMTqYrapMD+kIbjvctSb6nI5jyqGn7ObVmenDzfAOOTLxEobwa7785DsckA9wyYxZLYmoqcL9qBGXDU+n+QSQu6W8j0SlxchJBEMhPg6rDQJcK+iRIPgHZd8CtMkRvBd/moHy+rsnFxkt/CwJcbLme8Ndr1dka4+OGEv8GhVSCzvDnM+XfzoR/a4yTc3VPFEj57TF+LioepDzpen+0hC6XCrjYKpBKIDHn6e7zR8bZxU5O5m9c50fDUxjSOLjYZ9FmEdbV6ENuij1Dvv2OUZe/oZHTcbbXbot7XiSNj0ahzk3j4K+daRGwCgJ0BJx0wemMkfPl3Ai+P5qYjC8IOulNXpotybu78r2jgVKTM5k07gjD1JfoFXwY7/CSNF60gAFv/0QD2zzOxwSSp7HBS2vLPb9E7FNdCX/3R8rNHINDQDxKjySMDhq0CgNfcBV7XIpVT3+Xt2jBW6rmxPQ5yZBvl/Nz/yF4pLvRfc0aTjVZyXu/RmGQZ1HqVhjJvoEgpiCXH2br267M6a/im7GV8Y83oUrWcKdCCjpnCZ+MXsSvvSqiMGUTwB2ayr5jX9Yw1rwfx/vpOdgnKrjnXBqZNJ8TmqE4Jn7Onj63+CHEncEXhtDnxFrsFYWEnddz4XYTtmz4ColdDmHDvqVWnZ1UrH2KAR/NpcVbMlzNqwlwbYgWB0z0QsUvxa3S5yL1DFyZBtiCaghU+RhyQiElch62JgfSAtdRUpGFu89+IoPdMbmnYbrmjfzNWHxPXoZ2tdDaVqbhTzOZum8Z6/eaiLf1oI19DMpSKew42puPKq/l8va7vLFlB9LgG1RueJCFTv4E4E5NUyiXHlTFlNQGrb8NhYGJ2KEi3WyHIAnHl3X4UZ3ebKYCbzyWuwPTKST3tTPOANJpdTDUOkSp1D0YUzsj/WYYqVVjoM5NZCIE3rdHXehDiUhn1rfLg/EfsunafAKurKHyB3OQl0wh/7Y3Njnh2CvdabA/lUtXO1P/si0p96tzd0E0ZjETiUxFTiMBsVImHC+NVBLAN19/RJvzl/m8R2XiNtSkSoKZS+tk7BoArnqL5/XNy5B2HtyrQsRqONYXKoyCWrNhV3dQB0ODr4tbi3/kpb8Jc3tV4b1fLv7p2rIUkD3MTU7ILkQhtcw64c9nns9C+2cL1Q/57fV+O1OWCgI1g1z+YKBNIoSn/FF242/Wo1PydChlf1wt+H3Zz9wCAzZyAe3D3LHwlIJiDxIDcJLCzy2787FtGTSBtmz178TUBpPJqu2BWp+FbG4hm1Z2Y6epLlUOXiLcXyAupTI+Nhr0ahMxLSJBhCRXA4X17zDq69Mo5nVi6rhfMSmcWHu6JXsulaVXlA9fdVvLnBg/jtwvSdf3F+N2uxxeQgF5y96h5OKhuB5tgvP4b5AChfk2OEyaSs0JJuzsX/Gh7p8hFSjY78U1GwP1Tq2j7XZ3NvY6B6IRsAXBlttVfZHpDXT7GU71VOF190PGLLUhwrcNKR7v0LiSG2Gxo/C/W4nhvx4lue1gGk4/zJSB73Lujj3flRlFm2gDS774Aa0mj7R1odgUCtjYJtAp6gqlU3IJTM8hfuenONbIRRfjSKcZYxi7/luGu+3i3UV9iZap6R12h2Y1DhJzpxGun48GQCAVcEHg9dG/axiUfBNurYGkh0UoHK+Bu50D7oA8qi/60Kvs1bakzEk1Hro07gkNKEyXUN1nJeJRF2zjEojrNo4fNh5Hel+Lg7dIxtA8ojvISdHZ8PXdEKI1/rxXbxhdxd2E17+AaK5EtKEh0cYu4L0NQpagF7PxJQ9bSQE3sCUBBc7IqUtHsniyOmJDhhW5rl4UQpgDirBOYMxFejWJOyumE109hS16sJFA03Lp5K0cy8zrcPBcHwp7nQQp2LnfoesZR0qOa8TC28u5N+guWn1X5g4Jo/LPfmgRyeycg9m5BOg2YLNsGNkDC8E9G6p6IM+Qs6jMWI5XPMf8r8oTps7DoaQjV2Mh0AfUZSC4HrhVBPfKFln9WkLp9yB0ABgL4cEWcAx8NQ30S1+DDna3Z1a3yiilT3f+m3gyyvm3nuKiLORhEkU2XIz/W+copAIVfRzwd7Z5aqS2+WEQmZ3Ssl5qhMfGGSzlSYs7SOwRglTCGb/KGJ3kPPAMYdVbfbExazCLUgZFLadj2hY8hSyOtWhExUNgtpNy47PJbLu7H9ADRvr9WAFhV3X0o/fje3IUxkQ3jHITfWqcI3ngKppWvI69RxoynQ36/c2wGfothQk+iAYpirN10F6pgXuOGpNZwARk2mu5/tUn1Lfv9Vqtf/6eMj6BzJ7dnGGLK6EqNAIyBJMMBD1wHpe0XUydEMT4WQ6sbtOKwMRI1N4TaHenLSZpIQq9Hpdrjck2NSY/cCc5tg6MWjOP+nYDiXcTcTbH43o0CMEALkkKPO+YCY27h06voFLYOsTrYajK32GBXyW+cP6E4QO+QChZCA4CzUZ+R6EKVE65GDIciL1Xhs7d/lcoSMADO5JRMr+41Pe3kdlC89XQLxxar7JsE2xAKAXmILibV4vo9KGUdLpBubZN0PhdZ1uZQK4bmqMxqRErSBHdTNxxdGFz3WlcuPsF8R3L4x18mTe8f6Sl90/YJ92ARQ7E7ggjR2+HBi1I9CCPBVMA5LUFMReETHSYcaIQT1JwxpN3WMIPTGQKvbnFmeJV1otGokRQKClT6jrN3/6cWXcd+FAGNvlglIFOAWk1M7k8IJvWR+MZsCcKY649XkkaPrmwyOKPdr6JrMQ6rkdu4/I7KSweYwfr7ZHs6ERq/19Aewu/bd6opDL0gRL2fOTLjM+60Li+klJ77NHHCniGQo3hUJgEJ6ZBRvj/RLTxgAbfg0sFSwerAbHQ6xVd+n/pM+jMAj2j1199Iu3oeTE8Ty3NF8jfuZuApZ73jcQ8vByV2CulKGSSJ1zYwDMjvNtX9il29/Zv2ewHyzZOwZxdwJvnV5Pi74pdtwI++X4tAZc0fFrxC6bbL2FPvUGc/Oldrnq48Nmk5bwbWcCnOZfImL+GGt3WMmXGPuwrnuJqUm1+yblBweZ3mLmvKXk3Avn0fENuLhxL50G/IHfIwm7xcG4NWEHqgg8J6bYeIgO575MMiBiB+rTHjRLFrZp/hcRWzls9O6Ou2pVcxTVqnu3I5IlliSgVRXCUGpeUyoRG+BIS24QCex1TvwgiIc6FQsGWc76fc7HtAw6178WANT241eAGS9/xZtwX27FNb8jFvaOp3GErrWJSqL8PBoYtReMrQWlKo9oRkYg1n1Cy3zKC2mxEvaQDCfY+nN7Sgsq3TvN57wG4V7xOQlJpLt8LpXy9K3RtfZzOXYcWt8peCM6lnvzd/x48+Bnuvu3C3QfDaVOzHYIEyosHCCvYwSZzBJq61ZEkC+zJGIbq1F4a3tvPl40/JX92BzSh9gSe1rDqx+HoJ8pxTNtAwdZh7P38OC1HvsO5ghBcSh0iySEMbs2GzEWULludWMFIFOMIYjbO5OKJFi+cSScL6R8ibl5zJErILgdjRiC7WAm6/EjS9n4cctGy2V5Ba6U78wtPkn3Xn8/eucU9VTA544bzs2sNFtduhrSJI6JYhs/6lybnYGUWT3Dg6Bwdwq92tBvrTX1FT777KZwcpxwKS6TisyoI59Rs7n6YQePQMtgfklJgB4X5sOdTUAJVOoHrM7r6OvgVlXL+Pi/dQM87GP6E21jCH4PAfs+fBXK9aJ4WEPa89390moBl/RqwVFr5GzjZvDrGGcBNCR/X6ohLRiCHRrQio6KJoVfXM7jkRq7nNuaXeY58IT2BWiLSfvZNQrWuTBU7c0NU0LLfTjo0PUuZgkDWNTmMZ71VjG10ijGfzGHrzD7YAXOrXMf2Qg3KXQrjnVEz2TrhC+reKUvVE3VILHObe60OUmrKZyhCH+DoIvKOcjqNX/XG9c9DtAbqnMUtVkmur5RC5R0yXX3QKQtou8eZdHUucQ72jP+qKkfrS9jcqjUzBq8iTnwfj0s9SOu9iu4xIvKcQ9iaFOzt4oxSJ6fGuXDERhvw8o5G73udM3feYEXVPjjl50GyjJ8cujNOcQqfese45hOET5ScTz78mo2r+7Nk5ijyRRtyHLW4a3Oo3uAUQchp0WkzarKBWcWttRdO7l248LYlG91kErirG0FuphylcSjSdDu8dcE4BkpR9N1P0wRP1O9sQX/Am0mr21Igl7F3RwdK1rjAwYvVOBJeldy++7CveIhewdso75PMDpMbLnotgZII9FX7cOnMKTLdvsTbbRWukqUYzI60Yz4tJf2oSkuiuUKZ16Qxxt+iynK0a9phdsvE4agc33wt7wRDi0gJMfIEovSQfqY/bwzZT4/benr/msAPXrWQXhVo8cVHHFLIOLb9DcwFanzHq4gYUYjQ4yq+MypQP0FJ6vKKLBquBWM8db9Q4hLuhRhciPNegUIj2AFGPYR1haSLUOP91y96+xEv3UD/vt3k89jdf2OcbaQC2uecrf/ZYX/n/v9ujl+0HoLnIqQKFby1xOW488HV7znlX59pdSdRPekICU3h/T2z0aNmwJzN1Kv7I1uEnbilyZm35UOcz1+haq3zDBs7C6VOh6tgos3ZCvRXScmRm6n00TJO9zrAyHGfkKfOIq7VAda1PICNAE6ABkhut4eaV2rQqm07qv4XjDNwxjcazYAMZp3rz6RSeVyvEs6SYRKONBlBpH8OivS2OKbreWvmVxypEcf52rakqmbSddv33AjSsb9PASVt7yGXx2CSa1GYb7J3uJG1nTsRHh5M1yY9UJwT6PCDD+3XRdLb9XPWenfD2T2eqQsC2GTTiKzBoynneBfHUrmsn92exAIv8u3l2Eji8PBMJjvDnciYKsgJx5Yhxa2yl0LSccuA2gsQELlzuRX9v2tOuruEyDGnCHGdjvSWSGZSU/TuDtiFeCNv9YDsQ8FImiRQqepFbH0TGGNScm/aMBIuTCB/rTPTm+dQpcYcbGxv4mNr6VgklRWirrmMbnYz0AExgCiAh64/ggrcCcT9NSn88rdxqAIFjgi2SWg76vBNhBQ5hBl1fBMEWhkYO6xGVukqI3SuzBW6Eq6pwIRuXVCNX8iJr3w5N8tMyRFmJKXykN3KxFgumaVXlcQNKcetqnokCjnInNg/X488S8Hk/gEUmqAQyHIGfyNkboEcs6UN6evKS1+Dntsz7HEe84vm0VVt5JLHdbB/a5xVMglPid16dXhFh3U7VDZE2pVlRI0FrK/Zk4QgfxLtSrFu+Vw2ObbiR2N3wpsKbEpuyKzt4yjrf4dVU/vSo9suqle+R91Gx0ja0wZ3VQG6Y42J1dmRledMQf8feGdxD96ePRIxxQuvNd2QY3FDKUXwFKGvz3g+abuDqv8hI/Gz/AjNl6/B2NmL62EtOVNrKE0OVmR/y1yU+mBctV7YSR2Jrm5mwqxd7GlamXLbmhDBRhZMUhHtXpvojFGUGH+Kk6lXyc+vh2CGoPlvUmDwJzmnLsczP+CcQ018q+xnqd/7mM97kG1jjzE0mzMLP+V8ZBVOpoZQKFFxTyzDkrNDCAiJI/xcbWQSmDBpJtUrBOPFDWQUb9Diy0JQgICA0kYkHgGFoKf8aSl1zopkp5TDo80E0kvf5o6XHyn7viVi4H4EQBFeSG6MB2Vc4pjz+Tz6dz+E9CsjfOwBPQTMKEk3ZKPU6tHpPVEalRgKXZGFVybKqMJPtAwKpCho9fRyCf85bMyNkOcAAgip9rjvBRuZSNsCCDKCTZnrOGbY0HTIYsIvDsJ8Q8XJc61plaZm23tQ7lI0UoMMv5tOmEslQGZZzPpyPPCHlGA5mgIZimsqbPLkZPkLZMoFjKKAAZCJINGCnRkav1u0hUleNEUSz/9P1p+fh0dXfVrZULDkPyuk/yQWvGiwkb+aowe1FJb4aVl6+C4XZTWorj1HZf1NJgnzSF9fGgwySrTLZ9nuwRw78yZzKx6np8c5fLwSuR1VBh9NXRoueo/5OhvcEPB2yKZnl83sbniOkspcEvxiudP4KGXWvsn1XhtxO10bj7K3sVH74uZbgBkzkpc/diwyvuYdulGPptJKZPqlU/m6QJ1z85EYT2OWKbjnt5oSCYGos1T4pOvZ06MZ+owfcImuwddjT3Cuxy4cXbdRZ+1HXOpwG+cQZxwdoQVrWe3Yg1vbN/DAwYfsmgvYuWMo8zUT+dj3Y2ZpxpO6TU1yDQ2K3CiSEgO4mV6Gj3+ZQWxaIP3arqBelbMYCx35eXFVZFQublW9VELfhuA3wVQokBIEHoqjDN9SgtJ5ZdDhzMmfTnK+7R1GpQwlwnsAKkkSGo0NNq0SuBzZFpnMwIKMD6CSwNtzfmDbRw7kS9wx3HSAG5lkNLvFPVNZmsuO4ibTYc4OJSu/DDZOV5GayzFX8ut/6K1+NoJdU2TxK9AXqKCEAfMDXwxiAt3zodci2Kc2k3e1J6vT/Mgrbwv34Mi+QZzwFzBrDRxcPpzxislU0Feialsziz/3ReMDtnkm+gyWsGE6ZIsODPwQDAooUIM0F3KcoXor8AkAn+oQ2L64NfHveOkGevT6q8/VN/mf8mfryI/Qv6TBwd/hUROP3+KglNAxzLd4BHoO3o3dRIeTn3DlbBUa5R7GtqaeU7raDNEu5qasIgeUlSnf8SyjM/NY4hLC9JZLqGNOZ0nrJYza0og8l3zSMwVmUYjbml6IbQ/gOGwhpn6/ctygoDA8FNPKvpSd9yE1Rs8nuc9KEleMY6PkHdwoTQB1ilsFLwxHbGlOGABrLoisyzqCva4yTXf7Y5RKCUw0IyBSJiqIPr/2xTW1PN8vvQymdE6VCWC633AMysU45LryZbPGZHRdx9nOw+h25ycCfmrITrs3yepwja9i1rLetTcevnfpLNvMIrcPWMQQDuZ+zpYhbXBrkEpOaB4zl7Qn/te2HLpcj+wzHzC43yDsVeriVVIRUXAToleCVxaYaUZomW/QPfDEVpVCmvt1LjxoBc2NlGrUmPw53zPrxlh8VQl4HAeHO/nY3zRhNsio2u0Ud67YM3jcN6S0D2JdAx+uSjtSRnKBYPEoZ7VNaFx+PL7qqxQAoZJsylGluB+/6FD3RJKyBJ35JKkOJrI7JyAKcP6wI++u606XBsuh3E80sDnCAP1arlfwJyvQl5FKEUf3eyzI+hTdZzW5ZxNHcPcolsfP5wOWcnm0G9W3Q7NlENfATKNkCRkSiDeDxAbe+g72DoeYRPgwGySvfsHBZ/LSDXRJN7s/5Ba/SF6G/ZUC6t8VFfk3PK1PR57OzKy9d/mub/UXco8XTs2ePMjQ03T7B+yRtCQgN45q5y9yrGFTjsS3JlR5HWebHLqMsqdE1Uju/eKE6UJV5HM/48ru8nQ404H41W8xrf0egsvcpiGgPFsbn4PNULumIXt/EdpcR7KrXyCl1mk0YZfx3zmQmp1s8KVacT/9S2O4VzeGe3XjFnHIP75CaLgzuTb3ifIrwCclhE1vbkdu/gkFWiaNnU5CxVRct+iRoWN3Hy29Nq+lwZEN9L6RiT5IyuaArnzvP4CETB9EdxkBhREk+ObjHXyHr78bxfvdltBH/SNpeQ4oq2WAXoLEMZU1J1vyycyd1KoxEuE1KJv6orjSDXTRkAc4IiX17ji8EDBJM1nYsg67SpdkelwJAp1isd80mH4L3yP7TjqrSzWgrK0naWPs+VXWnosdnMk7lM5Un1u84X+JAu1kyHOmqd1qJCjxtD0CNgLJQimcyaI5k4v3wYuDkD04J9xDo6yCqlCC3ZpGvJN9BUOvQ3zaX0KaAZaNjGFHelOMmUpcGmQh15nR9LzN6mtf03jlfZaPvsv7Ewah66lgcudcJIlueKhEcitA2HYJKVh6PssANy0c6gK1Z8HpL2F3D+i8r7iV8O946R6Xc9GZL/sWLxwTvDDj/Cz23Uohs0D/1wcWB0pb6r4xmKkjLtN56naqdrhGYmtfXDyzCQq9y33RmYklWjDkVzvOvmGLvV0uJ2tmMvCXA7xX+Tg/XyjP1JZHuNDyMPGXauAJlCx/k+D7ZdH2WENWqgfpnqkUlAkn3jODpDHzMDa7RlM+e63KSv5TtOhptXc7PVdvYsGwLPzulyHd63tGzIlDlBiwT6nF6h6V+OTzzlTw6kVjevHgjV8JNszkmnYU6bYOfPFOLRa2GkEJjxjU5lyycEEW4cKNlWOwq3UTh9AY7DIKUWXpMTTI4MzSTvwwbC6zP1hJ748WElRjPibC/1rY/xA+4yBNAJuWluY1bgh4A04qA61/LMvYXdcJKhGLoAQMcCvNEY1YjR4nfTik7opEauKnhvZc5QH3GqeSIDVyVLRljs1kmmSkY0chKkHK3owsLqXO4AH3eYAvtXi3uB+96JHYIMkoheLTfoQeNONvvojKOZu4ttGwoR7vvfU+reereDBIy9qFSgSNCYNRwHdpADeTK2AjFLLzx50sz1lHR9tI7rmU5M2fID4TjnWD5A4i8Qq4WxqWrITEt6H0uxD6FiiUIPwH1hNe+iOYX0BHrP8qIrDhYlxxi/GnCAIYS5YHtQRvfTzvNZnFnKCRZJ8O40ub3qzwr4VdjBrzwQqc9vZnUL3SbOh7g6pXJ7B1+FY0DvnUrX8Ep+4b0Gls0BXakg2UuVuBnN5r8Pt8MvluWdze1oveHOZNh3XF/chFRnWCubNlBn1X1mLCN5WZPm0yZcPlND5SHodMX4Ys6cTNOnF03RDF0v4tkeSfZnOHtznduhLV/b7mmx5vsq1yY1pE7aPp6SN47kxijtiDJQcWcnP/O9T+sSnN/O/yy8khnCnthIsInjWjcQ/LY/n6eLq0/go1a5FSprhVUaSUGga9zdBuH4RthzhbMymYSVIl0SBNyZtbShO9/ivi9vfk0sCpRO57g5KXBWrEHyc+vDL1rx5FtKnJeXN/TFJfDNQHQxniDB6IdseIFBxYmn8Co8SJxNy+SIACkov7sYuPMDs8P/waowtQOY+0kqBTOvLO0sbUOR1Eu4FfklDHgf5vtmD77g+hTBoxn1xhUvfGXI0sT4ORTTlg7Irfci8INXNJZUbUgsQALRaBgwHSHSAyDNKmQYOlYOcD7yZDpz3F/fD/npfu4rZTydHmv/zZ6OtKaU+H4hbhmcx0EMi+HUv7BUMZMWQupxIDGL12HvNi40jwMzFX0Z/ssesZnBfL6LtViO57jZpk8ZNRSliMBxXGTydbambfps60PlkXeq0ip8kRAgf+gOv9ECoKTbnLSZwIQoFdcT9ukaIKkbM06Aj7Wp7AKM8hIPo8mR4ZTJviznsL7lM23J1228NZOCgAUSIDiUh21XCMaUYk2SUI2VyR0tqrXEqtTJbZja/UC8ifuJlV4b0p2f8QqhwFU967QlvHUPqOmMeP3w/lg5ljyRDccCISGeWKWwXFimMbyLMv4KTGgcLkxvgDJbxPYUpS4plyFM8oA9W4Q34JOaRJmNZhAMNrG9gsacFp/a9I5dGEalZxc8diJnVpjdp9OUpAbfcrVTQzkQWeIxRw4P/H+v6f4uUJzsdJCO+NrVcW7vJchuxaxPStQYwcFYqmTTUMOlvcElR4nZCTV7IeP5jGUrXeFRan3iX025Ik1TeCVI5JJmIjEWk+SOBcFzMl9kspdREmNYOhp4r7QV88L91A+6hVpFsN9J8yecctjpbxKG4xnsn3tUowst9c+u/6BaWriYX9G9Dn6nbqbHSlRsOFBH9XihsBDSgpsaUP8YjAW81Wcb7Qi+N3qlNY6xytQ+6T/vV4rp2rgfpWeSQd9nK3wRGCqc+vaF7rUp7/mI5qLujvcTY7n8iAj7lecTtySQHh5Y3oVPZkKp1JdKzPe/PdGL6kDia5yMmW/oxy3Yn/1yUIG7+QXoWzed8vHaWjC85ZedgF3qHL258RIQGVaE+PDd3oUPUa3r6xDH67A2UdSyHDq7if/JWhw2Ed2Qu/5eD3o9EjIzWrNEdSKtAy8Dzb9GvozreExiqg8zZ08kIM3tCGvYTp3yQrqTv17Pzw7vwJkapsMo1hxGrfp6vDUkT7C8QCElzpx7fF/ZjFjkrZAEnJJDR2RnYlCziZBTYPuob7SRnum0qSN3YvZUJzSDg/F3e7WSwzVUe7vwklDrQGCTjvlNKylIn4MZkktnTnTuVCPtiu5H4BOHpB60/ALaS4n/LF89INdBlvNdcT8l72bV5bGpZyK24RnotxjUOpnTuQFF8fDA2VuGy5yqAJC/A3J7Bk5iEmz1jLbO0tCmyziIgvx6c/TCDHK4O3yt3GlG9P8PfDkBc4oB37NWXDbiCuH0F+0pdUo8P/T+P8kB2KH+jg9DEO2kWs6DuQN3aMRy/fy4Z+92k4fzz5Nrks+2o0TaacwIzArPd2oPw1AHdbWFxtBGLzzzA5wddVIviyylTea7+YeI2MXHsNJvdMKnfYwb0jA6jm0w7/Wt7A0/uz/3/FrrwbeU0/wft7MAh6vDS+mNCTkf0OcmkBMnUmYm4pCm0kLD8xBAdVPDcKwrgTIGCK68su29r0aVaJSEAti+F9+/dINSuoIOnBdyzCEdf/1+/3b3HPbU1h+i4qftuNmbM2cAPQLrvIoFMNKL8xnIFNluDqGUOmdz0ORwXRYqsnbe7BDnswaQUcE6DLL840uApfhUlxLykQcReaz4VqvYr76V4OL30N+m7SX7ea/P+KXAIjWzyjSOwrhK8KTnQIxD6/gArh1/jYeySFaoiw9WBjeiUa2tykVrqJhB1NuOumIyEklgJ1HrIFI3jrXB1i31nOmVnjiC9zF32H65SbLKErnxP4MP3o/yvVCWWeYjhlc3yZ+8EWap5dSLqbI+8s6sDChf2QGmW0nz+FgfevMPbkHXxbdSGu926WrI2inN1a7MVCpOnO2CgKOR1Ym1LfRdKySQ7qs+VwTPDhxHfjeLvJDyiFLsX9qK8sjtVBXRe8nBUoHGPxRUGw725GDfDAXmZGMOagSqyB1E3K0JFrmH9vOLq9QzDGqMjSqdGbXagjQjmzFjMicomOLCI4yTKrcf4NCu8d2GuvU9nowMa639DzbCDVv2pI1LBklMo8Dt9qxpQDcyHKFalvLLWuixhszXwZcY0HDgZMwQakV2XcLq9D+4ZIr+0w3/jfNc5QBAY6S/Pfdm87qmS42cn/0bnNy3q+Us0y/opAG4GLzdUk2XvR33YdXaXfoPBNYEncQSbev8rGD06xtrQLVQd/zXf9F+MhgtQrgazAKC6220GMZwpZSiOnt3fHf3BxP82rQ0+askY9les1c4koY0RjK0VmDGDBmBo4GRKRKpNJ9xWQ2N5DI/pSv34XWpQZh0fwKrInf8yuAftYO6Eny4a8idRoxqSTkVrgQxnfRL4cZI/w/6Y8xj/DtiTUOgWepYHcEshd4nGsdR15Yik8UkUgF/wu0qPdGrwV2dgLORAE7M/CpuxKNmt7kosNdhI9RnoylENEcZm9/8F65v8WUxlvCmasxPHLFdTYVIqOc1rQNCWJGQEbuS/zAbkZaa4Erw2FXG+YzOVG2Zhz1ey8LeNePSnbR+Tw9eE09tf4Z9/c142X7uKe36sKo9dfpaSbHacfpFNoFFHJBGyVspeeyuTyJ7nMj2qLKWUCOuPfS6SWSwUMJpFAV1uiMzS8Uy+IjmE+fLHzNhdjMskrfDJqXSbAn90i41VNsXoGJaVS/Hxt+NJtMlPvfkrAsSukKdS46w1kh0UjHC3JO9jS0c7EUBHU9c5xKqokGcAUNiIjEEtXXiu/pTLB7OVLPtIuZdaoQywd5oBTnpEg1vLVnM00MN5G71EDOWmciV3EvYxBtCnXhe0ZDUg+VJ2EDefYJYPtP9bgWGRVKoSoceIQClnD4n601wafA2DOBtmtH2H3EUQff0SlEolODhI7Zn4xE9MVPxyFeGacqMKvJT+ktfs6Stjd4JgIakKYIawFYCo3kKMq3gd6BZHjikk5mhv1ZlJmR0mkRhVGD5EdGm8MF12hXgLeTQOQ5gczevtNzKZykOSCu1DA+H4yxGYCvfFB9v/EM/HSDXTVAGeOjmsCwNwD4cw/dJ9Co0i/On78cjaGQoMZicBfVhtTySTIpQJ5v+sY1bq8J8fC09AazNjIJZTysON6Qh7B7nbM6laZyTtucS8pB50J1DYygt3tCfGwZ/3FeHRGEUeVjNxC4zMN6SN8nVT8MrAWB2+n0LycJwdvp9C9uj8udgpWvFOTiVtv8svZGLwdVXzVpSLTdt3mQVrB4/Mr+Tpio5Ci1Zu5npBDWAnnf6TT4mZ6iCNb9l1Ces1EtKOGW23TsPdPoFqjw3zd+C5VdLZU+WAxUgkkArFAMA0JprN1NvcMWlGLVja1uOJ5ibIRw+izwod3VpfjRsN7TOvjxrqPU8iooiNMtYSS970Y7H6e2x+ZyWi0idiDTanb5CCuXnUYEbgGidU4/G0kdpYffCdC7Q+gnTuSSnMQU95DHHSELqb7ROZ70GbuKOwFDSc39cZz9DlyBSOFdneZxP/SBP2oUHwP8orjwwycFNmc/HIZO/pcwq9sEgOlJ/H4bDwrjk4hq6SAQqHH3DAf76sphLg58UWgnIa2CiyV+///UCS1uB/Rv27gw/8S6V83iNYVvBm38Rojm5Xi13MxpOfpSMguZFa3SpTzVdN+wYnHhnfnhw1wtlXw8+koS+1tUcRGIXt8zQ0X4+he3Z8sjZ4vdt7ms/blCHa3p11Fb67H59CktDvf9AjDxU5BZoEeb7UKEGgU6s7Cw/f5rH05bifk8NGm64xpEcqaC3GPjauDSkopDwdmda9MsLs9wY0s1dcf/fuIkS1C8XW2eWy0K/k7PZbXRi6hf92gx/d/JO/rSFtXaNu1AsSsJTxYpIO2I+GfVYMNZsYd3EDjdStwRoGcuZTCg3Z4U5YGVuP8nFRpUY1NLCZ+fDJ+4+ux0NSe6QNuUBAayDhdOPUup2JXQ8VBWTzndxdgzvsBh0x/ure0wU/+q9U4vwgcnRHGroSoSwhDJ4CkLnlJtxDLJJGT7sPGE0NpM2MN/eiLkmRq0R0na3T8c9OExYQomnOw0gpyNE5IcxL4bux7rFgjUCCIaGPP8haeTG7kRClsilvc4kN8CVSrVu2FXOdSdKbYdPYR8VJ05j++Rka+TvzuaISYka/72+fN2X9PnLP/7t8+95/wb3X2onT+TzCZzeIPa8zimUvFJsI/4t/orKj1bRbNT91uMoni4p9F8dL1IhXnH/E66fvP0GhEcc5SUYyIfvr/j1eJ1/GbsmWvKO48+Ofv+6vOi9ZZkc6g/y5VA5w5NKbxv7qGi52CwY3+fvs8FzsFo1qE/qt7/39BIggM+g9HUr4K/Fk0sEQCQ/sVsTD/j7GxgVHvAv9P1kCLmk6tHv2XVb9QBFHcVqxYsWLFipW/jyCK4gvvB+Xm5kZgYOCLvux/mujoaNLT0//x+Vad/33+jc6t+v77WPVdtFi/KUXPv9X573kpBtqKFStWrFix8u+wuritWLFixYqVVxCrgbZixYoVK1ZeQawG2ooVK1asWHkF+c8a6Hnz5qHRaB7/3rZtW7Kzs4tPICtWrFixYuVv8J8NEgsMDOTixYu4ub0e7RytWLFixYqV3/KfmEEXFBTQrl07KleuTIUKFZgyZQqJiYk0adKEJk0sdcADAwNJT08nOjqaMmXK8PbbbxMaGkrv3r05ePAg9erVo1SpUpw/f76Yn8aKFStWrFj5j8ygN23axN69e/nhhx8AyMnJoXLlyk/MoB/NqPPz8wkJCeHKlSuUL1+eGjVqULlyZZYvX8727dtZsWIFW7duLcansWLFihUrVv4jM+iKFSty4MABxo8fz4kTJ1Cr1c88PigoiIoVKyKRSChfvjzNmjVDEAQqVqxIdHR00QhtxYoVK1asPINXuhb38xIaGsrly5fZvXs3n332Gc2aNXvm8Url/1qWSSSSx79LJBKMRuNLldWKFStWrFh5Hv4TBjoxMREXFxf69OmDk5MTy5Ytw8HBgby8PGuQmBUrVqxYeS35TxjoGzduMG7cOCQSCXK5nCVLlnDmzBlat26Nj48PR44cKW4RrVixYsWKlb/FfyJIzIoVK1asWPmv8Z8IErNixYoVK1b+a/wnXNxWrK3h/gnW9odFi1XfRYu13WTR86LbTVoN9H+ER3neVp6f6tWr/+Nzrfr++1j1XbT8G32DVef/hH+r899jdXFbea3ILNDz/bEHZBboi1uUIseYB9d6Qur24pak+DFp4HpvSN5Q3JJY+S/wYCrc+6i4pfgjVgNt5bViw8U4vtpzlw0X44pblCKn4C6krIf4pcUtSfGjjYLk1RC3uLglsfJfIGYOxHwDoqm4JXkSq4vbymtF9+r+T/z7/wl1DahxEuzLgjYRErdC4DsgtSluyYoepT/4jIHAQcUtiZX/ArUvgtkAgvR/29JPgj4dfDoVm1hWA23FyuuEcz3Lv7eGQ+QikKuhRO/ilak4iP0Fwr8BqQOUnVTc0lh53bEN+eO2c11Blwod80BmX/QygdVAW3nNeOTiBhjcKLiYpSk+QkaB0gO8OxS3JMWDX0/QZ0DAwOKWxMp/lao/QmFS8RlnsBpoK68BmQV6fj4dBQh0DPMB/n+6uH+LfTCUnfj3z7u+HLLCoeEMEIT/bY8+Cal3oMagJ7e/qsidITEThNNQpsefH2fUwZlvIbQNeJYrOvmsvF5EnYC0u0++/97tnn3O9eWQdR8afvXy/masQWJW/pRXJWJ6w8U45h+KYP6h+xy8ncLgRsG42CmKVabXERGRvVOSOf816HKe3LdpEGx5D3Jek9i7/ES4vADOfvns46KOw+6xsP+zopHrRXCJjYzChQhOFrcof4sozjMKV87ya3GL8rfZNNDy/ucmPP85pyfD+Zmgz31pYlkNtJU/51WJmO5e3Z/3GgRRK8iFhCwtcw/cK/ZBQ3GQcxluDLO43RKWwN3wO2wbfJ+0s8+u1rutG6yoCCYDZB7sSsHpHqicnjym+0/Q7SdQvwaOiZjvIW0DNBoBldvCtR9gkSek3bTsNxVa9FMYD0GNoMMCaD2jeGV+GnoK2c8PZJL0xHYNWWjIopC8YpLsn6EjHw2ZaMh8YnsU1zjJ+iKVxZgDCYvAkPHs4/LvwfUh0Gm25f139H1yvyYdfnSDHXXg90WxexyC3mdA+ezuxv8Kq4vbyp/Svbo/Gr0Rjd5EZoG+2GatLnYKXO2VnIvK5FzUoz9+gVEtQotFnpeJOR/y94B9B5ContwXvQjifgSFPSTNgoM/LaHC0gUczb9Li9ouOOHx1GvmxkBONIhGgS9DjyHwR39cidqWn9eBO+MsOeGF9mDMhxJDQZMK+of2LGMH3B8G+Zeh9A9Q94PilffPOMdWFvMebRjGYBY93u5IEBO4RQleL598GZryLYXIUT6xfQZdSCGSUtTEk8AikSX5Z4gYAYYsCPwT74lZB5ETIHYTVKwK1d774zEmHSgyoCDD8s7JHf+3z6UIPj9WA23lmVyKyeJkhGUYWpwG8dFg4cT9dC7HZnM2MqNYBw0vEtEIKctA3RTy10H6RPBaDM5DLfvzroPmPpSZAeoqkHcBfEdB58bdubhlIYfrTSWW5oxhDfpcSLsCPg0hV0jlNofpdbYbglGGTAl7mYcMJc35d1YrhwcAqCnaQD2zHrw7gmM1sA+D2KbgsBPa9wH9dSgIBJfWEDgFPHoVqWh/myq0oi610ZHMAy4QTA1SiWESLQigIvO5Xtwi/m1+b5zNmDAQjQSBXBJZwUD6sQgfyrxUOTx6gSETVO6QewIcG1i2512DtH2QfApC6oJ0E4R0Bb9+T7+Ogy+0vfxH41xUWF3cVv5AZoGe6bvv0GXxqcfGWas3FrNUYKuQEeJuB8C5qEzmHQwvZoleDLknIHIoRI8BaQgoaoKy0f/2X+sO17rBuWsnSJpvJukXUARCtYAG9O3Unybu3WnPCACOjTCxYtpBIg4XsJ5PWcSb7Dq1A4nMsga9gY/YyMdPlUNHAffZxwW+Q8Tiz4vlCD9ThTRuPnHsOiqwnoovRR/PouAepKyCtI3g1hj8xkOhI2T9ClFD4IAfZO2CwImQkwlxr1Cn2Qh28jNVySICgAR24sBZktjMVzQDwBU/atOakjwl7wdIIpJL7CsymZ/FKRazmpGYMQOQSjTRXAXAjJGNtGMb7aiBmS60YguTuclhfmTIS5FHFCHlW8g9CAoP8HkPIofA7TaQvhv0KXC+JkSMhxvbISkanN+FoC9Blwd3frEEFf4elyrg0fCliPyXWGfQVv7AhotxLD0eCYBCKqA3iVyMySrWGet3Rx+w9EQkdor/jSmP3UsrFlleNA71oMQMcG4DMe9AymV4UB4aRIPKHzzawcYGS9lXYwxvl1uLc1w7rk6HqN1Qa6+EbnyKG34AFI7dwPXyb5K6cAwDAoeTeMeOB32aEL8RYpsvph0jCaER+aRgj+djGUwG+HL3cDTNNmFrn0cp2uBEAImcJZWrZHAbdyo8Pr4iH8BTXOUvG/sKUGUnYAebXaFESxBvgcQL8pJBYYb1faGpGc4NgAIdDDWARAZmE9zbDYH1wca5yEUnin0kc4Us7uNMCN7UQ0FJEojCidIAGNBwg70YgHacI4RaT1xjOt15wGV+IBxfShX9QzzEiI6FvE8uEEprqtOaz6hDNsksJpoo7hDJbpS4UZKWuNKcZrRjNePoxOcvRSZDEsR+AKpgCN4PJ4PBqSJob1iMsrkiJOjBtwR4uINLV/Bpbjl3cRCYouHaYGh9DpwqvRQR/zbWGbSVP9C9uj+V/CyRD3qTZSZ1OTabn09HF7ksmQV6pu+6zZrzMQAU6C2jdakAUzqWL3J5/g2iDvQRIJqf3C5RWGaCdpUgcIXFUCtkcKMRnJFD7CK4+/GvSBxEStdtiFkHxhSRc62/YRz16Ic/MdxkEtXJUkXgsqkLrosHsiskjMr7plBrsBPedWEn4zjNPDbRiWXUe0KGnSsvYui0Asev5uC/6ifCV5UAoBbjGUQ4pen+xPF1+Jo6zHyp+noaggDu7SwzJEM2SD1A6wxZ9pAIaIBAI2zuDTodlKphMc4Ad3fCLx1hz0eQkwS/9IW4K0UnewQn0QAxnGcagXxLX86QRDIijpQELDPkXECKEv+neCj6MJkujMGLoKIT/ClIkFGKkgTgQznqAhBAAPZAEle4xjauAloacZAr7GMsh5nIGHZgxMx1Dj/z+qII5tQntxlT//i381tiZ4ABsGkKUntQ+kHOPVB3BlV9OLcG7gB0Abk3bG4BP78BN3eBjQeYJfCgEG6s/ed6edFYDbSVp5KrNTxl67OjhV8G3x2NYOmJKPJ0TxbJNYmw7GTkaxXNnV4FHpSC5Pefvl8UIXYK2PmC1A5MBZZtoh7mxh5n45l80qY5YPTQEtvsIGdGjsVAPhVpxClWE8clLgQsouX3m2g7LASjRzKnq39G+ZkJRNge5D32MZSjhKa8jf2GIUyrruPIt5BvyCQzdDuS/j/RpE0Frvfpz87FkSzMKMFV4xKcKfXUwLLiRF0OeujBqxA8ssAlH7ylkAeYADngUh00V+Dow0loQH2o9g5ojDC1Apz/FS685IwgDenkkQhAGP0pS1cSuUgsMURwmnS02AEtaMzX+HKP5QRRmt7MRontH65Xiw4MYjbSYnZ+SpAyjQd8wHTWUJ4MbtOHuTSmD7nkcpPNKIAzbCKZdAqAUrQE4AtaMo1mGHnaN8ZC4STI8QTDQzuuOQX3PSF13J/LJOotX6iUnSBRQrWDoDRA/k2I+QWCqoAohdPzoPAkeNSBy9vh8Gx4+yx0Pgo2bmAXZPG23F4P+ckvSGH/EKuL28oTZBboGbP+KtEZmie2q21kVPF35vtjD+he3b/IXN23k/6XaiLw5BDhZEQGGy7GvTYVxRRVQRoOhTcshrdAyKOxWJ7axkZ8K1+JaICsHSAKoAgB1x4QORnCtoNrU0g9ZDHaVz6dzoVPv6C/djKNbbpzkB/ZySKkWS64dtjAA65z+8tA8ra+TV6dfSzhHDFcxAEp7oSCNA9j55VkTmnJhf0enD5zmfzVU2l15DgN6tfG5wRsP3wQe9c4EnLOUUX9JyOKYkYiA1UVS2CYIg+kJsss2hAC+mi4ehFKAnEXIcoHjCWhMANylZCfCY5O0OYllgmN5D7LKI0NIgEMwY1L1GMiEdxBYCe2SHFERiw65jGMPCCa1ZjIwAfvlyfYCySHSPKJp5AMltCKcLTI+JWK2BAK3AMERN7gW7LIoRretCIfW0DEgGUo9Uck5QEPSJkC3tVA5gXyEFBWfvI4Yw6cLwvOzaHsL5B9H7IOgzEblG4gEyEvEkwmMBdCjglkEtCWAZkMKtaDOqMtnpkSDcCtLmx4z2Kg9w2FEk2g77Mn+y8V6wzayhNsuBjHkXtpqGRPvho5WiOj1l/lqz13+XDN5SKbuU55ozwyiWX29vv5e60g59eqotiXv46j29VqZF0tQNSBESNZhgxi9mWSMh4ECWzKeZtPzlTlqu8JSk6AhnHg0cESvRwxxjI79F7THZlGifTbOuw9eAwteejR0vDeOOxO1acwQ4ohxRHVr2/gRkma8AHlaYUJEzo0OMQ0xni9ItITDdBvCCBfW4Ci/APKlqwCQHB9qDciAxlQXt22OFX2l7gMBffJYMoAZ6Da2xBQFnyM4AnkA4VmyEqCpFOQfhfe/h4GTIOxZ8HmOSJzpzCZMCqTRdbjbSIiPWnOEHo9/l3Lk0m3BvREIJIIpLCBDC6QwhFWsoIMQIkJI3pEwBYpLoAramxxwvs1SbGqzWSGkI0dweRiQgRU2GCPFgcsBsYErGc4WxhLBqnEIJCLAhmqP1xvDd9TlxASe0aQVwPyjoMhGn4O/oEO90uT3S+arLOguQq5yyypUsZs0EdC2lrLjDt0EiSegIufguNsiDJBgRxs70AzAaRmyNdA/AlLNPe+yf+7f2hrKFEXQtqA1A1uHIH0B0WgyD/BOoO28gSWdCYTK89EU2j834KPVIAsjcUlVZQz12B3e9pV9GLbtaQ/7EvMLiRL8+qmWonxIviC8LAO4BWucL/8TTxvaDitOo/n2IocupZHwQmBfB1kNLvH7par+bJ5MvIsF9J3wKGtV5GIUkrmVKTgNugFcLpZiZK73iD+F1/sP2pJfFQ73j1xjZyDnlyNDAITuH0xjeof6mn4IILNbQVqjehJ6WGzyeQqD6r9SuHZmjjYF6CQmxA29aDZxgK0qbZgWXqmuno8pemMI2UwUYiIERnFWJT4Gaj7gsdtSFkJVUeIRK2ClB0CXoAfYAau2EKAFiS2cKYHqGLBTgmJweDkC0G1/vz617jKHW6TRx7OWKLLTJi4zDlccQPgNFM5zWR6cIgAmgJQmvKsxsBFFvEzI3HnTaQ05jzzUQNqIA+R5tSkH9u4yAJucpnUVyRK+3kQEFCiJoVIUtBTjjrYcIYolGxAhw6oBPhQllp05hO6EEMUWaQiPJwfiqkiqEGrzGANQ4gB0kim2uoQDFEgdYJSLRri8tkakpRabtYBQQ6BBggKhHLfQXR/yAsGiQuET4EcNWhzwL4U2MjBbxjo54NCBGcZOLnAG2ch+tKT+f+1h1p+ANovg8gT4BxQtDr9LVYDbeUPXI/PJlPz5PqQSbQY6dJeDtQPcSuymeuDtHwuxWQ/dV9clpb3frnIhiF1Xzkjbd5qxtTZiGSGBOl4y5/ZbvagETQYgwx0pimHluaCXiT4nISdk4+QtTCPQTU/wq2bHt0eHUl1byH0K4UoQEoeyCsU4FWrkL1VvyS8+3p0RnC/UJNI/72oIjpRKJGi9nWmrNCIkz/1ZY9WybVJjkgb64gZ9Q612qu467cRhcEO2+XjsIk5jKrnFpwK6rGihy2OnjDr4ZqbBClqygJwhBrkE0EHspA+ZdZT3AgSKDHT8mMoa6BEOCRI5JjNAm5YXOGtGsOtvaApgAwHsFfCtnkQmwg2TjAv68+vv56N5JOPE06Pt8mQcYVEpFj6E7pQGkcCsHsYGb+MOeSSw2imUJq32MhI9rOJ5qyhDZCLZWaZB4TSgem0pg3jGcYU8slAjdfLUNVLI4k4jgPXOMM7KLmBjnJYni8fSOcO+4nGDTfm8SW5ZNCS/qjibDGWMCC0EJDtt6ETlXiHmtSkPjiCtDLkbwH/g6VZVWoX3pNtOOkFJIOkmyX4S5oE6nbg1BUK8sAcAYFdQN0MTjUEF+DiAdDYgrMTeIdBzG7QZUPdYX/+TBXesPwUJ1YDbeUJHrm4bRUSNPonQyZNomVN+I0w3yIziJO23SQ+W/vUfY4qGQ/SCl7JdWhjkIFbHW9QqXKVx9tMx+QoNGoc24i8yweMPtCUAGlJPvj0ewIPNyCwUMbJfiKaHZ5MNstQCjLsHqgptb098joafPuNJttwk4rvz8HWS464syK2t8uiynQhfuxIFA4aCgApGlRIURrlmLbVxTh0MZI3D3Oh5ihU82MwdfyB7GXdMGzrxtiei8EevOaCrV82P1GGEHpRn3mP5VYThgwHRAS0JGHziq6PimbIyJFiMptJk4HJDKmAlxRsd4NBgOuAKhmCWkPmXnBWQ8e5z76uDNkTxvkR9jgQRSRqnChLL8ryv8ooy5hMMnl8yOcUkk4FIPChO1sO2GJZL08FsjBwi2tc4y3mUIrSVHtBGik64rhIaaAi8AAd/ljc20osBlIKGNGyi9E0ow1hDMaACb1TLnbVbRHqCyiwYwDXnriu/i5oT4JYAhKX2JAZCz5BUJAMKqkl1kBVBkrthMRlkLEFAiaB/yeQdg+MfpAfD8JtMAIZGohIBJUSjn8PQa1AlwtSOchewb7q1jVoK0/QvJwnga62fzDOj7BTSint6VBk8pTz/vNCt4IA7zUIeiXXoWdWnkbjbTXY0XoLevQYMBDzZj7pbQGDwJSoBXxf+wKnfM7SYoMPyf73ubR1OWVDSmEfKtAi+l20SAmxrURjv04cKr+OrefqcfLngVwfPZsjXb7m/Kq+pAz8CefTdVDHlkUA6k3di73TWRThJZE65GOochnD1IlUamZHfooEv91zEd48T51P0mm3KIfVtOQaK2g+Eip1y6eQDBI4gI7sx89Sg5U05jTXGMM2fEjnbDFp9dnoL4EhSUqSUo7WKGACtECyDpKA0iKoAEeFxUirAZUZCjMh7x+k1KeTRhjBtKMxOfyv+8gNfmQkeXTAk7dR8x1VqIQlBSgaSyyFDkgGAnCmM5/xNl9TnqY0ogZfvaQ84ZdJZyaymus4wsPYcxVabEnAEtwpB/yBSGAfkcxnBpUIorJDSbggoJ1Y+Idr6uMh+Q3InQOmWLBTg1MdCFoJLm9C7jrI+gX0mXD8XVj7PiS7QbQI6/rCgsqQ9TAswE6wzEarDQUnbzDoIP4MGLXwgwesqV4kavrbWA20lSfYfjXxDxHcv6VAZ2LIrxd5kJZfJPL0rOmPi+2TkZ5SLMY5R2vk0N3Up59YzDSmObWoyya20uJ0M9aPXkfdcH9YmYkgB6kX2HaAOrmN8MjyYMDd8iRkpuE6txyqTHD6rD6tPv+YhpkD2CospvKa7qiyHBGBguAIbJI98TjUkNyqF0l/YwcFthk43W1H6iUFQo4a2w5bUcz4DJNehrnbRk7PVuNxtCtpNWeiXt2WqOnu2HffRRQHOM83GCjkJrMpQSPyuE3C79ZBdaRjRzCOlEH1HO7XdI5zirZo+Rvtgf4lijBw/BIqHAEfJRQCgdXAPwBcHOAu4I4Zs14k4Cq0AiQS2DIGji6Eq7vB/Iw829+jxom2vIEOI8E4sYCvAVDiSTZKbPCkLBoU6CjE8rE1ANeAB1gMtYgcOXK6MI53+RZ3vPF7FAjwCnOPr7nEIMwYSeAAG2nKIeZykTBuo6QEhajQIMXyvLqHPyKgJJpc7lIvoxH1rjWkS0FnPHBjJpPww4ZbXMeUCTdCIC0KZIHguw0qpUHJCRA3HZLXgE1LyD4CJ96G28vApIe4dDg0FdgAtgLk6yANSBWh9JvQYRFMjISBi2DERUsNAs8a4FWz2FT5TKwG2soTPE9Jz0KjyBc7b790WS7HZNF50ak/rofzv84yD9IKHvaKfrVoQGP2c4pggvl4xif0mNuDNpfb8H6f9kRwj7yfQbbPxMzKy/my+U4kZinSFBsEYMNXYzk+YQ47p00i40I2ka32kVbvLB3eWYFCLyOhz2q6+SZQo8VhKtU7g/2pupiDosksvQvDpVIYECC8HKblfRDK30ZSIZzk65WJXtKNNEkMV9v+QtqopVziUzxETyK+r8ue3ae4mrOC+4e9KC8Ox7uwM9PbwtaZcOQX2JLUmmuMoxVXsX+OhgcJbCKFPWRx4aXr+hGC3JJOk9QOnEOgjBpKKME2BqLyIBmRHCSEYJnRxWBJ00mTwJk1MLMdTGsK57c+ed1bx+HWiT/eT46claynEQp8gON8xQ1W8TVvcxyogBupwCkgFsgG3ABHLLF4eiAfB0RE2lGRvlRkLh/Rj6d0bXjFiGIJMSwnnPkcoCXJnOAXVpDObUbzBQqgPNADKI3FW3CDR8VkdPiTz5KBS1jQeh6ls+8ThBQRMyZMSJKl5HuDUmepDGf/JhQUwN33QJ8GhTvATmIx9tlnYe8OiMMSDJiPRc+7gAciaMyWgZpEgEtr4OKPIFNBhWFg7wsSKXQ/AS1WFIMSnwPrGrSV3/HXBSl81Co+a//y00A+WHOZ3MInBwx2CsnjamKP0Br+xrSnCBEzRSZlTYbFIPY20yu2C5q3CnnwaThSgzuC2oBzujv22S58dHYm9T8ZQWKJaPKTlXRuvwGHVE8yA6IIkXQlovMm1u14A8ckT5yvV+beh/PwWzgSTbULdCrfh/3iWSSCmfwfB6DsvwpzsjtCrbMYv5iEEBCFesAPONc7RcrY+WizHEk41gTfGR/glt+AyCFLSSqRgHeTfdz4uTbGPa2xrbiZK3t6kXgP4iOhcv8ltPzpGyQ8X+xBeb7Cjx64PKwyVVSYc8GcDdVOgaIsmPItrlL5EJH4Y5CESDVg8cMsXE+ghlnkboQEKXDvGMTcAk0+3D4B730Lnze1fMg3PqVOcwq3kXCNRoA72WymDxXpCpwnncP4YDFOKVgM8qO6F2bs0aOhEiHo0XONWygR2c4omjK82AuR/BWNOImBHIxo8KYGlejLRqZgJINfWE8ikAUEAU5AARbDKQHsDFK8pUZWrAki4LuBmH3v0Q740DSGcalTEbQCWr0lbS7RBJEbQNwJmhsgd4HYNItxLlUL0utD7kSLbiWAizPcyAIbLMsbMUCgDWRrLcbu/FKoMbCotfXPebXfAitFSmaBnttJf919PF9XNI0ztAbTH7b91jjbyiRojGYuRme+kp2tjI0NcANkaXKEo3rafdcSAzZ8VmkiHT/uwoySMzlYYi0XK1zADDTYdoSSp+qy/7PpGCQmOkyYwa7F75PU6AQSEWQClFoyjNS3VpFd7xR+80eRNfIbpE5VUGJGYXakcs5o9tvngVyN5zs/IokNwBQQg8+Xn5G/fCCmLDXCo1YYgpnkcANlel3GftQQFLFNkWndCavuyrW0KWjohQZo+wG0HFSDQJ6sgShifpwq83tk2OL6u3KiRYHbLHCdAYIluBqpPRhiRSocN6BHjojATUQaIXJJEOjvosE1w8zH2GFAghl4+xtYNQlSIuGNMVC9M5Spo0OPDgVPJk7vZDq3UeNJDip82UABOexjMvkIWILAtFhmd3oshkUKxJHPFOYxkOFIkXKWKGI5iwM2r7xxBrDBFxsszZObcpT1VORTmmOgPMOYiAKLlyIdi6FWYHn+K6KM5gdb4F7jHOV/7EuDzyfgc7kaoSubIR3rROE8MLwBqoOQvjKZgp890UcIeHcH/yGQl/1oaQC0KQ8HX2rQ51hc2WKWJbZAC5QoAW3HgLQQUqOgclfwKFv0uvo3vPpvgpUi47ujEZyMSP/L43ILjUzadotfBz0jefRfklmgJ6fgz0sBAmge5mlfjs1+JSO5JW9KEIMtOZ6meAlRJaMQ9I4Ex5bCLyqA5n370y1rNOebHGLBknFc6biTbPdkWs4ayZmPZnJl9DdgVOD0IAiJUza+Jxrgu7c5KdMmkVs2HPM7OzB13c821lHR1BxxVUfu9m+N+6+9kfZeDYBwbj8FE6ajz3IhZVcHKm3tiOlKIxKPhCGPKc+Db4aRsakq6qxJ1N7bHv9uP6BDg5+6FCH1c7h+Uk1NWwh82DxAy330JJDLXe4wlOocw4ViavXzJzwyzo9IbA02opxARKRYZs0CAsHNRQzHbHmUYa/E8uHPTQNzhsWQbp4FVzZCfvlvyONL+pKNGYEK1MEPXxzYy2FMfEJpAklhP7nYIpIE1AGOYYli1mAx0pY3WoIRM174PE7T8iMAP4ox4fZfIGKkgCTsSCSfdThgcSs/ypp3wPLsFYFEzNi6ppJ+rxzRtS5S1TkHiVsK9vd8EKtBtgLM2yB3r4FrCeWpePkQQnYYhRsgYQNklbYY+tJvwqEdcCIJfIGyWHx/CVgGA/5ACR1cnQOaGJAEQpNxoPYtau38O6wG2spjLsY8Ixn0dxhMppc6a91wMY4/zp+fjr1SWuyR3E3oQj75nGff47rV0k9kRH6TgLuHF6r3JNgf98Ou0JauK7vSfGV3DKIZEZGaR5oxscvPnGy7l7VTPiOh5mWUUtDJjMgwYsjWodIraDxxKg4Pgrl1oBEFLY6RMPMrhCh3jKWzuH9RxDCxLTZOmcicMpEUOGGvdEb13nJcHSQY1NEUxPthExRFYYEtlQfMQ+WXQKMF3xE6uAcxZTeSDdjjipFMnOSlmbxJzcrp0G7A/57zDh0o5B4+WNzdhiIMAvunKH0FTOlgMAp4GUGPSAygOiAgBXIQELEYTy2waqzlY991PIS1h8vboGRNIx7U4fala0SVGozaMZls7FjPLY4yB3cWcxtojcWVm4TFvRqDJXI5GMtM0hIoJmEMExjCNM5xny/5tMh18qIwkEweBxlAOhKUbMeLANI5jppkpJQmk1TAXYTDAjQWzNjUvESKGUwmJVENLlFx3jiSTocTN+tbnEuMwi4iGGPZPDxWv4XbjTA0UtDbAhrwbQ9RhbBjjWVdvy+WnPL7WNzoCv43ELqbAhlYBgqKaMhNBteSxaKmf4w1SMwKYJmxJuf8MdXhacgkAueisl5qd6vm5Tz/+qCHiKJl9l+cjTMSSCKeJLRoaUt3vmY+ueSxImsDsmwwzMlBOdbAqbbHiAqMQpnvgGuBGgcE4lrdJkelpcfscVQ92AJRagYT1P65H/NsNJS4VY4CrxREqQmjcxbpDc9gALJt7iBkOyK/WgnbxX2wa3kIY7YL+qFLEL74gsTgE7gYJAR88CWiTolzg+O4lorgztfjuFDzAknfDSYrRsmp2AXofX/CFnCjJn40J5TJOHjk0HbeODJCm2DGoltfPsWHj/CkNU7oyeCbYtP58xIYDUF5oOph+XA7PxxApQGXEDkHVAHeAbwAMyIh/ZejqfgBt07CilQY1HYiVWIOMm/eHQocLzPdFMJJVuNMEO78TCJwBEsgVDaWQMY9/G8G9ODh9mwgFyNH2E0yqaTwerdMjedTouhLNrvYzkpUvMs9QI0EKRJcHx6XK4CNaJn9mkRLYN5luQ5pkBojJjK9bxHbcBFpH81ANRiMNVwQP1xI1NJ3ydjSAbnWjAZI+wZOx8BxLIY4Ektg2AMsxtgNi4vbBcv6t58EuiyBSUkQVLThEC8E6wzaCgA/n44i8TkNtNH8qCr2y+tudfB2ynMfW6A3sfREFK72ymJzc9/hJCIiaaSTfj6FulNDcfjWBu9mTmgXprGhx06E2EKqDqnOZPPHzHjve3zjA7hT4SpeFb35OXg+lYfW5K1JU7hX7RKiQz5+N8uhKLSh0fiZ6JQj2LKjHXqPDFRZavSe6WjscgkZ9h0mzEiUevI+nIvkaEP0KZ4kLX4Lec1zpB1qQk5gFNffW45EpaXy3DFIzXIMKV54NziBU8VbGEpefNiJREAtVOIBXxCT1QxJgSuefiIa7qIniTyucIf+uKR/AW6f48GHONGhWPT9d3jk8s5db3lfTVIjtUwi4Qg0RM4lQIMJKVIUmDAjJfloEyqN+4Yf+8DBFTDkJwgpB46X26P9fhwe7+VwDF8StC0Jt9ERj2UGJ8FSPetRkJIUi7vXgCXN6A0G44iSCUxFiQrFcwbdvap4MhIw8ICv2cRF7GlKN6AJWWRjKQ6yHigDOAlwXgStXk6rZW+xd/BKVnzdkYnzC/A70BFx8iKcYt7g3i8Wt7g9YGhxALN3EgalEZWPAlOkRbe+WAz0KSxr3TZYjP/jHwdQGkGvhYIocHy9CrM9xmqgrQD/LBI6Kafwpbi5L8dkseZ87N86R20jK1Y396O1RG+82L19JW67lES/GcMPHdZxavFpVvfeRqcNLREfyGgYV4/3N/bgl5b7yTNLcVhr5ov479kwZBGr3l9E+QPNcU72ov3s8Rx9bwlR5W/hcaYueTob0lxOUqv6BTKbH6SwwSnEQiXa3r9g/nQWokGKq7Mj0e2/J98oxe5gaxLO1qPGvVBUPskYMh04WukGLmp3qsWXBZ+73F8xEGl8c0LGjMbJVk8632EkjyNL3qfrR7MwiOAltOYmgXgzG022M1f23qJZn834sYzoi82ZOBy+WAIVqvyFkooZ311gbGVEYTKRh0gaSlyxrFcKQEmSiUdNPDbYxJRkS43zABxr9wO/mPYzd9EGPrql54F5PnEZ9mQr7LF33I8/UktTDqAxcJCHAVGABxbjkQ8ocOFrZuPwitY0/yeYyUHHHWy4xAdACme5jAIFesCBDNHSbDPUIKHShWrcqXMBaaYTgz/8kogy9znR7BIZXlnI9B5IvhqGTA/acveQ5zhQPsGbyPI3Mah07C9U0C7SsmQQjiVNzQbLgMiIJZWrEIgH/OtCn+/AryyEH4CSr1aIxN/C6uJ+jThw4MBLu3b2P3APr78Yz4aLcS9cltFPaXf5LCRA41B3fj4d9Qc3d2aBnu+PPXip7m8RkVwKHv9+teF9Omybws77u0jNi6XrxpaM/WoYX300lU+7f41NtjOZbqmcqHeKEnlOeMV7Y5KYmDV+HhcrPOBkp630njQNqWBm55TJXH1rLW2mfE7vNlsoNXME9vGBmEKiSB/wE/HNDlL45UTMejmGPS1J+fYNxJD72AaHk6cqwG/mOKK2dyRLnU7bAgcan2rD3NNuXP14IscbHKd3/R/o8nkiK+tvx5hlwixGcXNLR27v6ML9vcNAMJHPHgBsKcXVOVu5e7gpzuZhONCWq+fg6jm4dv6lqfevSTJA50g49eziOXK9iBwpIhLMHKAmQ9lHBkZEopGyHzdiUNETi7t7kNaer4Huq9+gXP85bP9G5K0QJX1FGe87GDiyoh9Go4QqmKiMxa19CAnXkHMdKMCOFBQYkJCBDTHImMo3j2LoH3Oey9zm3svRzUvETAGRNETHJSJwYhtSblCIP2HkAJokG2oJUFWEcwoz2rVvci61BEftYO5Xsxn0wRIahJdg2eZ6kKFDCLlKokqLbYInCQk+6ICUQnviMl2pDFzCkq7WB8tasxOWwLNALBXiyrWFrr1gzA4IqAhSGZRtA0q7YlHPX/I833OrgX6NGDjw5SXwHfkHFblcbOVk5OteuPGr7Of0t443A9uuJTH/UMQfBgwbLsbx1Z67L2Ug8YhxfIuaFlzAUryl0fgAZo7vx/ApbRm8tBvb3jjH4NW92dx9I5nuWYxY9AVZcnsy/JMoEefPlVpn2DRoKTnO2YiiQKGDhqhK15CIEj6ucpFB9U6i5gbe4hG8ohVoMCMmueG2YDjqVX2QtNiPpvN6SpaKpOqOTrj2WkO5aZOoMH0C5z7+GkGnwM43AUEnJ3JfLXIzocW8MfQ+2ZBt2/cTnbuAtouGM7/WWS78NJYdH80i+mwNzm6qSsr5LgBIUJAb1Yjwa5m8OWkBWZIlRFCPPkNhzzV4892Xpt6/5mwBbM2FNc8IclyrxdRFD5ihjAQ113HiPn0Jxx4jckTckFIHM2UAOyw501nApRR3nCP9ycoU8Ay4yDihEGdlIaWHL8ZWZiYLi/u6DnAOG6JxIBYPTCgoRE4sZpTo6EFHfPFAhTOzsBQAL6SQWrShMZ1ftpZeOAIqbGmALLckDUdMoKNoouuexrhrbhAAlN3WmOA2P+PzY2+mAc6zP0bilU6co4GWS4cScKcS2Q8qINx2JvyXvly7UpMz7fZwouVBFgLRCPiaLe7uAOA8loIk2Vhm0oewGGwZltkzEmixBlQuRa+Lf8LzfM+tLu5XjI4dOz51uyiKZGRkPHXfiyBP9/eNbKbG8FLWftPzn1IR4jnoUc33D27uR7+/TPd3CH7444nzwxxZeT0vyi1yBgpxT/bi22HrKBEvZfCiXsQG3WdD96Mk+aRQOjyAiNK3qHsujBrn6tB+bR8mfvMhwafrcrnNHkpdrIVzsg85uixSdWV4UOIKF37qgHTmd5TquoH0yV9gN3A5tnZaTF03kDx3FPJvxuD9+RdE+cdi13UzxjxHzPkOtPluGDYGBdHfT+BC2KfEJpYl404nji8sTekxMfjXiWHUuZpsGLyUjh3d8Wj0CeU6zkDM9kGBCiVl0fvXZNzGB5z4Ops2EwahIBiJBMpWemmqfT7eUMPhYKhh++fHbC5EapAgthUQDmoxMoI8xVsIejWOyKmEkTQshjYDS2TwNQQ2AiICVbqtx1DzCjZaOcESM59jBonFMNwFMrEELLVCyyEEEpGgRktzmrCdPaiwYTEzcaM0UsyPl0RUqJjIGLzweLk6eilICOYIGflfkjZ/HB4b25FT+xKetlquGKTsa3KejUOXMOZmFU61PoDML5UVk0ZjPtCQ+Sdq4+aZhYcAjmdrkF9nA26RATQoc4vUtb1w8U8kM84HAxYjLMESBZ8B5GBZd34UGZ8H6KQwZmsxqeEZ/NvvudVAv2KcOHGCX3/9FXv7J9epRFHk/PmX40d8kJZP4T+oPSIA776EZhVNSrtz6sHfH4wcvpvK193DntjmYqd46YFjQ+jMkN/OgGbYQ6rI+fQbRAXFsPCDt+i5oSYxvtmM/eYtZoz9lLVvbWF/2x1UulkJ1wx7nNJ9mfPth+zu+xO8tQaFXkbPLyaiEKVk+8finuVGZukkBEBSqELTZSPyJC8UZe9iFsEUFYj+fij2NloKTtajZkIJdPdLUn72GGQaO7YP/h4BE+XfWE7krVh+6rWHD/e04YTSzKwyt/CqeZYPfhlIQJUblK67C6W0JnLUqNSJSIDdi/rR4f1R2CPnvQlKJL8rWlKsSARo8hcNXFaokU4ygU6A3WYkdgYUBWYgAxNZ5OOJH2k8oCRSLHnLLoj0RWQBAj2/G4q9aybv2OaSkexB7YlT8XTJwFZhxg5LEFgOYEKkMia8yec8bmzjIhWoji1+9GY0XelAdSozmg8fizaFj16aal4m6XRAx1EcfFZgY1Jj+yCUrDaHkRbYYE5x56p/Mq3OtmSgczalUl1wPFqDpMaHoe0OGntmESGBfFHAvdpV8kzgXzIG7RcTWbr1DSo9KMVdoDkWD9laLIFhcizr+QBGGwiuC7k5ENLIUu3tVePffs+tBvoVo3bt2tja2tKoUaM/7CtduvRLueekbbf+0Xkify93+nnILNDzxe67/+jc9AIDD9LyCXYvuiCcBNLZyAkG0hp7bOByPtHhkYxet5pDxtNEe8zHOduOz6auZXXv40SVTEVVkE2hnYb22+vQe11n/NId0Ehy+WTEDCR5clYO+4F8Gx3Xmh6k8uHmlE714uef+5FV5wRKARwjgrDb0Av9jjdQH21O5uY3CFw6CAf3dJK2dyTjWEM8Kl8j+3ZZSpSKRK7Ixb/mefaM/Ybes8ej9k4GQcTWqRBvP4GsDB0Rm7qzQRKENjeDHQveJyfZm5M5fXlQ2Ijp/WZQu+tGNIAdBtJog4N5OoPbl8bORs13m4pM3f8cOwn4mGFDJjTNg8MmBCSIgohM1JOHCU+UyNEDCrSYkSKwAwFnYEn7nSgdc6lY+wzNRs8FrzTuHq1HxcansAG2YMnLPYEPelwALQLpGDCSSBaFmMgljwTO8C2riCSOkrx6Xdj+DhKckeCCHBukQi4pHyxGaqvDcX1L6nTfz/dDP2HJB6spUSoGY6GS7LJRFCZ5kO+ayVoJ2CBjjxBCXUUuXYyZ/BRei7BvepLglUSMxpZJUSEYgbNYIrqzsKw7ewCpcmgxAdpOKEYFPAf/9ntuNdCvGHv27PnTfcePH38p9zQY/3npzsux2Xx3NIJP272Y2twzdt/5V+d/uvk66wYXXcLjbDYyj804YUd/WiIOukft3SNIEfJxyVHT76evGfx9R+aMOYFzugTPBAcKHEy4pKlJcdeyv9lJnNJdKBETinuWmbsh0eSJMhocr8OUA61YUOEGMqOMa/1W4v7wnm7zx6A6V5esBkc4752IuVBO20x3DLmOnH5zDRK9ijZj56DySGeabT71eq8i8XoFQOD2vhacXt+TXIOS5Ae+DF7eCO/AOAZ5JqPTpDJucy/6h91l1EdKblyOxCDU5+bFmjTovh5zviNy+1wkHCJVqEUSe7l/pFWR6fpfszAFJsUBRgSUgANCCxvYr8OHRPJxw59MovHAAxNRyFECUsFM9KWqqICxuY64qvTs3deMHTVu8ykyumPi1MPAL6NOikopoRA9ImpEBDKwx4wME27s5ChfsIRCdMx6TWfOj3BlJZhFEo0hXFGoiMj0p+EVe0r0mYVucR8qHqvHibrxuJRfiVxiYt9377AnLJpq20I4MmopEkQmEMW63FDGOgahCZWy/lY1jOmOmHQq4rBUd1NjmTknY0lbSwYWpoON4zOEe0X4t99zq4F+xYiIiCAlJYV69Z6sY3zq1Cm8vLwIDn6x7trMAj3norP/1TVuJ+W9GGGArVfj/9X5WUVcrGQknfFATWfqQaYRbhhxzFFRNsKPDb3HkFdVh3hLSrbTN+Q4aui0dRpXq2ThmepKvqORLGcd8kJ7QOROqfs4ZDljl2dPnGsOkmRvJm7ohhQJ+gIVGrtC7AwSUiZ8gbtPPJkbemDIcsGhxjkKkj1J3N+CTL0CN68EIs5Xo3KTY1TvuJ2YE13pPul9stLWEHu9MtUbHaNS2DVK1zpLQGAcZuD7iGD0Mh3SHAfWnarCjn2dSMrU06LLJr7fVoItW8uj2pNLp84nsZWlkJtWnjNHm+PsVKTq/nf0c4Mso+WLf12ELRrYnwuokAKOZAIqyhCDJw7E4kqUSzofH2pBbq4Du74dRpBcz+rVPZknChhcklAgQ4aEGkYzB6X2mJVSCh86uyWoMGNGiowuNGEk/fHBlcVMogstilUVL4xmd/E+uxqPeSto3G4r0nrhCM452Byryp0ycUztd4IGSCmtMFLvwx+YIbgQW+U8MsBLFGku6Gi8pQpf2TuTs7Ids8tdxvdoUxzcMrjYYTuHvx9GXSw55kbAvRmMWfh6GGf4999zaxT3K8bIkSNxdPzj2+fo6MjIkSNf+P3+7YwVoKLPX6z/PSeZBXr0f1LfUyqAp4OSNyr7PPMacVnaFyLL8xKAJ5/wJg5GFVd2nAK1wL0yEznS4H3cYu04ZRtBq31zuV02CfcMezZ0G8EPAz4nJNyPPIdCZn28gQZn32LVmysJjXBhfa8v6bS+Az7pLsR7pxFbJpy40vfQ2RWiBxxlZsy1zqOfO5pSP/UjsN8yKs3/kF+rXSZqQ3c+T/Dl8yQ/FA75OLlko/JMJaYgj9QMZzp/+C1VW+3j6s1KNOq3krzIAMziwwYOKg0ZCQFotbYkxvthypFRo+l+Ni7vj3vIXD6dNZZN331I1J23iU/0Ivp+I+6GG7h0pUjV/fdZlwAHH1brClTC3ACYHABN5FjCi7J4GAOMgB7IQ4YWd7J5i0hMRhH7OBcqCxpGruyHjRSijzVB99VnyAB1oSOXzEo2SIPIEgIAV0CJKz6MYji2+FKWMG6RSQM+JJBejGEpQ5jNJSIwPndB21cUZxmCUUrVzdWw6z0TyabGiGGXET1TCEkSmXYghPKYUMR54nM9FA3O5Be4EwaECmYEEQKOlSehIIdr21pwd3UfjJMW0XlTfwoKHMjBUiUsSoA3Z8NnB6HEa9Tw4t9+z60G+hUjJSWFihUr/mF7xYoViY6OfuH323Uj8U/3qSRQztvxL90sS47/Mf/4nzDvQPhTtzsoZVQPdCElT0d6vo73GpTEVv70V1drMPMg7dn5sC+DVZG7ad5uIYWaNAQ0ZKq1fD9oJ0cb3UCUSum8aQn3Qu5yqn40vddtJTrQhu5r6+OQ7cjxRtN4e01NRi6cxb2QBAYu68fhJtsYNmc4BaKUHKmIFyqUQNCsuVTseogyBa64dNxNRqGSvZOmkZDkQ57EROr1Cthm25MVUZLJb62kMFPN6Llj6Dn8O26frsW4N9ewa+2bvNN6Dwe2deXM/mY4At98PJvWFa9Tr8xderXbzYcDfiEn043QsOvcvlKJ/OwgRo6pwccjp5CS7ULF2hdQ+Nlg5zECUSz4K/UUDxoj9LoEb116cnu6Hj68wf+McxqP2lgIaLHM1/Q8QMqRXBdKd5yDXcvvGdZhOxq9jN4ff8XYlW+R/eP7pNU+xk3BExDBXBIIBoM3jvjwDavQoOUyD7hBFAaM2GGHGTsSyKM6I/mI5XzHNloylnyeP/e/SCkwQdpTGtcsT4bDWYhGEwUbP8TocwfFkKFI95cGSQqm76YwssVB5BfKoK7/E65h6ziSlsnWux68d78EpzT+yCsfx2fFECTzhgOg6X+EA2oXRpS7wJlf++IBJJVIp9dU6DGmaB/7RfBvv+dWF/crRnZ29p/u02pf7OzwQVr+H3orAzgqpZT1cWR6l0oEu9vzIC2fASsuEJP55x+QeQfCmdqpwj+W5XJMFr+cjXnqvq3DLe6hL3be5rP25Qh2t8dGIWH+oYinHj/s10vsG/XHoIyXSY2EIFa/3xYbrQwREbNgZvCyMKZ/9iOxAfncD+7P3JGnSXfNBrGALFc4VzeLPCcl80acpOuG8iwZepslw66zZFBfRKmOW2ULGf7NeJoe82fFxgNMs/mYEh+VwRZ7IJ4GHnkU5gn4tjqA7f+xd9bhVZZtAP+9p7azc9ZdsGKMwWCM0d0NgiIIEgqoGIhdiCAotoRKm4CEgCjdHWM0jFqy7jw7fd7vjwOIikhsMPzO77p2bXvzfu+dPff73M8dLkUolXo6dN+GIEC/ISuo3/woe3d0QOlSil6v4L13P8NkBhNmMjMDuXAyCheHElq2OMKkD9/ip7lPU1zmgmdoKl3776RO7fG07teDC2cjSCxqyIWLSg4cgEtxR2gReZISsTtmyyw+/7oVdUIG07/PPVX5v+MggyUx4PGXSneucghWQYoGa4ywDuvKpjNgRsAClBKJisVI0TlWwrTZjKufg8kkx0Wt4fPErkjeeR/DgVdA9LG6zt3LQNSB3EJtgkjBRDBuqJBgh5Rm1EGCE1+zgQ7EcIQktnCYU7iwnaNkU0QdbpIqdr9odwqOa6CwBbheZzJeSYVSE4JEjlPUPKRp1lQxUWFAe/R5UOmQ/N6auJ8HseHVPbwb54iTQyVlTU7S7Nc2lD4upefquXwy4mmSNQGI/Q9gGbMZXeNUdA1T0R0NJefXz3ivbxTPSHren2e/S+52PLcZ6BpGbGwsCxYsYOzYP1d+WLhwIU2aNLnr6xdpDPxwIJVijYHlcX83iL5Odqx/sd2fyneGeqpZ81xrVsanIxW4YZT1j4fS6BThRYeI28vnLNIYeHv1KTadvXHt7R71va9FZX/3RLNr20e2Cmbr2WwScv4+e7uQW3HPo7mVvi50OlcHi7QSk8SMR4mZErWZPe2GUOZkIizZlX5rG9LiiEB8s43o7PQM+6kVjy7Tsa99KvXONwbBHgQzIZcF2hyQUuFcTLmzml4b2vFyWgHSiNArxhkMJnh93ud0a/4+u+M6UNxhKV5euSybOY46bY+z4PvxnNvYgvSMQLAzYUaCyawgbkcjNGVq3p82jaXLH8LZsYLz2cGUapyxOBgwm1UkXIzmTDp8OK0jv/xagFIVi5djV6IawPuTYdRwA4KlGWt/SCc45EPeeGcwAf7UPAMNMDTg79vKjZBTYNW3KGB1dV/tgeRy5aBSwEQr12wEiwXtkA00zVaRt8eLHw4/SdmmIQgVbqC3B4kfmOxAzIYMVxT+UnZJrJ4pZ5z4kNH0ZhpHOYoKJR/xJC/RBzDRnViaUY9sCnHCkSOk0JTge6CY26CjM6il1kj46/mxLjySgCg1IEmrhdUhKwGxBCHNG0EwYTf5UWoPPMOeXpeJO9yOHi+Nw88jn4qvB6Fs8Rs5W1qQ99BKKr/6FL23Dl5+DVol0Oabl2m+xpd2/V7nSWEhIQTQnb/PRGs6dzue2wx0DWPGjBkMGDCAJUuWXPsDxsfHYzAYWLNmzV1du0hj4JUVJ9h54cYddAT4m3G+yvX5xGFejoz6/sjfjhn1/RE61fWkRGtELhWuzcCLNAZWxqczKDbw2rWT8it4beVJTlwu4Z+qgPdv5Mt7/W48K3dTKVg8thXjlx5lX1LR3/Z3/nw3jzYJ4M1e9aqtJeb1NIr4mLIMLXtNr9K98j2aHY7AIjUz/4lI6p9xA4zs7pBL06Nh9F8bQYm6lOfmHST0kprE8EcBA36XfciqbebHxy4SeFnKmoea4plv4sch63jx81zqfn0YaVZ3PnASyN90ij7OWxkxdQlHE2NJfCEckyilY8O9RL54Ghe/Yiw6OWazlBG9f+Txx76jx3ObqOWZjmN4KdM/mcDG7b1o3Og4i5Y/yXc/PY1rgIaSFGcCfTJw9CqloOwgXp79USqPgqWQBtE/kJXbHYt5KXn5A3nmhVXENvmY338B7welzoZFhDIjOMpAWwLIQCoHcyl/dDE2I2KHiIigvAC5cuw/bYFDhy14mOHYkdaItSxgzgWzL5TJwDsXcIEAIwYBrMUozZwgj158iXWlX0CDga/Yjh6RT9nJADriiAOOONCCaRwmhUSmE1qTCpd89g89Gjuq4WQjzHNfQjbrYSxKMyjssexcgP2YkQjH62Kun07dRFdO1umO2GkH4o8L0KXUInNnaz7u1Z3eaSV4ztnL0sZnOJ4WjSjTgdqOxfkbUbY006aoknPu8AG/PpAG+m7Hc5uBrmF4e3tz4MABdu7cyZkzZwDo3bs3nTp1uuVrWGfJKYDAyFZB1wzU3N1J/2icAb4b1fSWjFmHCC+eahvC/L3Jf9u347rrj/o2jo51Pdl5IZ/0Yi2FFQZ0RjPbzuVSWKFDf5P4mNlDoukbffPu6lYj3ZInv4v7032vsuJoBquPZdAl0pu8cj0yicD0hxtWy8z6JbpSjo7YDfa0Dg5ia5dKpEaY9fJFPpxYH1Gwp9jNSOzh30kJF5HrywET6lI5Pw4v5ETDFE40iWTK5CLa7JFT7+LV3kgGos4aSK1dwhufHOajl6N5N13FIxWn2JDZl8MFzUnPr83UC28zMvI7TiY0IdUcQuEn7hSVuRHYM513X51MLd90enbbiKelmLJcFannQnj84+VghiZhcZRUuqK3KPAMLWDswAVMmjuVtAshLFqo5PT+L6kb2Q4X59a0bm0CQti+3ReJGaa8Az26Vbk6q5YCPWzKgkG14LlDsCgRTveDoxUw5iy0V8H2bEAG4bsR0+qAXo3OTYODXxpk1YVZnciNSWZ/Rn3iTA0hqBQxyRu0voAIYpr1DXfeYzBiBziYsM7KpViThFwABW3x50168yP7cUWNI8prYj5HJ+pwlgBc772ObpcSA3gug1gPhNgARMdKqFWA4JOLTHsEcWQ5XPKncNlkJud05Yvd4dh/MxdBZ0FZN4k6hy1EiJlIAPO6MJx0OkRBCqihh4bp6jb0KrjAMZdAoISCykbolCbsEzVWPYc539/nv0Xudjy3Gegahk6nY+7cuSQmJhIVFcXo0aORyW79z5SUX8GIRYfJLLFGpu48n4u9XIoAHE7956Ii49oF35Z7+pkOoaw5lkH+TYLD0ou1/Hjoj65Uy46kUab796hVhVT4V+N8PZ89Gs2gOftJKvj7GrlJ5E/u81dXnGDNc21u+dq3yiT6QVI59F/HJhrx7KILGMxG6iTKaLNnPzl+FjruUGO0DwVKMEpAYpJzMtaBcV8do1a6HV+85sxzXzlSKy2XiyEufDe8hKnvl7NgTF3mjB+MY6mG7ts3IxR5sMu7PX7Sy3g3zCZL5cek0x8Q6XKWi9l1ebj1SuylOpbtGcSct5/kyY8Wohft+aD/91zKjmDQp0s5lxFJmPcFKvUO/PzOUHq8uAlBgMRNdTDr5XSL3UzPp7dQaVCxcEUHPn/XGXuZhrAgCWKZE8P6z+XU6Vl06/IAxJlOOwMzL0JimXX9OVQNrgoYGWj9StNAUBKgsIYMOyRQvPtb3DK1cCoUjgcjGOQ8vnQ9O51D8Hn9NJkqZwgsgt96wK+B8O0icMyBTx8DqQOMiUcQTIjXEoS0gMB7PIyAyHLi6EM0Da4rVjKcVjQhiAMk0ZGI+6OrW8VOAg1cobEr0tnvIX52EKHwMWgwCzE8GyEoH9E9B291EV/7rUbwcYBN9aBOEcc91IRKLTib4O1GTejcaDt7VrciqP42Ut0bQFgQU6UTmVoRAFnJELCOc/Z7cTWfQhPliyARECqfvN8auCXudjx/AP67/r8YOXIk8fHxREVFsXHjRl599dXbOv+1lSevGWeAU5llxKUW39Q4A7io7G7rPm4qBcueaXlb59yKcQZ4qPGtG+ersqwc1/rfD4Q/6abKCVJBiBKLg4hFKeF443LW987mVOMcvhzvzqPLnMmoJQNcQXRCWenEgtEi6/s4YZKDQVbM6AXuZARKOdosm48m+/LzMAtOZaXI9DrKnVUUe6k4rGhBlhhIgmMD6jmdw7lVGe80f5+BrOWtoE9oH7EL4yk5gzx/4anGP/DD2FHYe1fSefY8wp87g6u6iEj/BGa9MJ6urbdQJyCJprFH6NfPTPLlYBauGknTBkfZuqgTjZsaGT/oF8gKQdBeKbqgeA2J3Rt89qkEyYMwgjwdBs/XgSlx8MMFSHwYVqSB28+QUEL++QI6RHblqZ4NCZ/6CGn29ggzPMG7DNY5IbofA+lZFjTvx5q4RcQeKYPYgzBuFdh5g6sFlLUhrDYcXwJPxIHggIgK63RPwNpvSYM9MlLIAyTk8fdsg17MoBOfUniDfTWKxHJILYcG9lAyBSGnFQjB8MJRhIs+8HsT+L0xogUkciPCZysQup4FZQ71Pw7FcfFkCr6exZv6z/D5qB4lCS+y5OBhaC4Fx/0gL4S0CEhsAUIgEjEQXck4hsypz7oJnv8uXw3hbsdz2wy6hpGQkMDp06cBa7eTZs2a/csZfyar5PYjvZUy4Y7qaYd6qpFLwViFqZxy4M2et5/o6KZS4O1oR275zRttiBbxpvvvCqkE3GQYS0UWPZyFSWEClPQ9FE5ghgOzJpSgKjWjcYa02t7sa2dm6Ip8DLIyRnyvQK8wcKypgqFLQnn+68v4ZBnwy6qk/Y49HGneiB1dG/DSwh+Y2r4uxU7uPHV8AXY6PQVOXiSLwZjMUpItwZymIRaWEuiaiSgFUSIhqTgMk1TOG90+YHDz5dQKyuSZNXP45cAgcsu92JHQA8UFI1Fe7dh2ugtP91uIl4srrz06jLmrHmX6Uw1BFgKl8xDs+4BdDW/+fD31nGF2LHhKwPdKlHSJHooNmLQGzuccYLfzY2QFO3DJx5V8lYIgjRMkuoBaB24azDo7cpy8eOjl0VhKpCDdAoZiaCFCcwnULrF6sx0zQZQDRdbvggRwABSosKcNXxNBLUBGAnl8zl5eoe01UafzMBfIwY0a2iPxKjozlBjBYwWUfgQSHwTHSeAVCK0bwWP7EF5ahbikCZQ6QNRFiNQhCGbshu6BwErc9KUYCqKJNGRjcFSQ6+GKvajAoFdhUbjRpCyeo5WNIX4MlsBUFA6XWDmsgJWcp7lJjyDz41F8eammBdVdx92O5zYDXcOQy+XXfr4dV8hVvBztySm7vW5QfaP97ziQ6otB0byw7MQdnXsjXNWKO5ZlzuNNGDr/ADebqDs7yP95Z1VwuDeIRj6X1kY4l8+U8COsa6onfJwDvzwsBUHAqdhIQK6M2ulS3p2sJOaoEanFHsdKA6sGnENVUUmHffmEJBaS42vBx9HCy58tZegSNbmqWiRER+Gek8uSxiP4cdNwfCW5ROrO8oHTO4SQzNHSaFRnKlHKtIx1nIfWqERwtbC/TzN2Z3ZEq1NRnudEK5cD/GJ+hLTM2pj0AgatA8kFIVSYncjI70KgbBtDWkBjY3vwOwn6k5D/DNi1oNz1ICrj50h0S8FrK0gfgB5/k2Ks38t1EKWEwkdpGm8i0akvJ+zfIWyeGkvQHBxnZEI88Gp3KHBh18Pl9Bo5D529Es6KyGQGTKdioNgdnCVgMcG6lhAuBXUa2B0CO2fwLsS6Di0DHLAuNFVygXJS+IgwvmQi2/5koB+j+b3Xy53Q1AOMw4EsyM6Hc0DdN+FwA/gkD7qcBDsTQuNkOOEOXrmQgbV2p6kS9oFkjR/2BUoW1GvP940iONMgCl2ZC2waisqrkqMxjsiLyjCa3EDIxaA0gVgGZQGcSGiLvu0l3Cio0Qb6bsdzm4GuYZw8efJa5RlRFNFqtTg5OSGKIoIgUFZWdtPzI3zUnMosva17+jor//2gf6BvtD+fb7lAalHV5Gj7ONvf8bkxtV2J9Hfh2OWSfzwmu6yaK41JBOxQ0OC8khcsZxn8jZJumyUMWmUGiR1uBSIHm9uxeJiB0d+KPLnAxMDfQpEZRSIu5tJ+dzZT3wpjT/sgZr7UjFnPLafDjncocG1NePJpvpz2Cm0u7qXhpRN80/4FJkVN4Z3ED6lfeopEZR1G2C1G4ajjdFEM0Q5H+bLOqyzPHcRmTVda7zoMWoFY98McHtiS2MB42kbvY8/g9pTpHUgqqoPSQcZ7LT9BZtKgMTtRbo7hw82DeE64TDOnmeA8lcvl/ahdDw4v2kOzusfAUvhgGGjRAstCYcLDkKeEx1sQ0sERQelK/dAtSF8/zkW72tRNs0AwMOQI5iOuPKdai06mJDgjkTyJF/Y99RTW8YQUC1TqwfMwlARZZ9sqEfztwKADQY61spgUECjD+nttXFhFOmY8mE4rfuYsOnR0JpRa19K8HgBkEiAARoTB5PchVwuj0kEugVIJXPKEw3WgWAGNEsGAtZmzCbgMJpcSzkcb+bpuRwKUZymTuCCpNBNQnk5QcSp6ZxmHQ+uATgHODmAMALtd4K6l+5GzHGrtjQPlGCVm5NTAVlbc/XhuM9A1DLP57vzFZ27TOHuoFIxsFXRX92wU6FJlBrpFiMddnS+KN3dhh3pUTVnSm3GSDL4IPk6CnZmE+ka+eR4QrC7LVnslbOyt5GBzCw/9UsHZ+kHIDEq6bSjig7dd2NnBla/GR9J2VxE9Np5i8IrjtN91lKBLO0kK9qf93r30OtYOBGiYe4wLoZEoKzWkqsPwKctmqvM7vFvxAa+6f84zqvmUG1T0cV9Hb+cNjDjzHWvKB9HH/Xd2JbThjfiPUUhM6Ex2OCi0NK590hqQbIQXtixmYHtfRn5Ql8wKNzbsKyJ/8ndg7o/KYyJ1gmH9qRU061QEMt9q12mVIUghJh8OhEPmKZbaf4qdWzFiaymCnZm6smREMwgiYFfA+24vku7mz4KfnmNo1iIemfkzGyM6wUUjzsWJlF6sh4O+IZXNtOCbCXn2UOkI9nagUYO9EZUAeokOEyZAQiqlTGI7njgzm9Okk4XVekEqr1L7QYjivp6JP4FSCzoBazqZBWQWCMyHoGJQmqxrV4WAFkwHZci0JnIbqGng9wvH434hW+dLkH13jF725Fz2ZkTqSmJPX2LGZAcuNfAjUxoOOlew1+OeL2dL91B0pj38okim+FA6r67KoMeUceBw5y/41cHdjuc2A/0fI+M2g6BCPFV3nSd8sxnr7eDqIOeZDnfXDKRpsDvH02/8kiIAXw6Jvqvr3xSNATZd4KPe+1lvf5LX6M3X5XFUqiXUTjTQLF5CZoA9E2ZJAQVYHHEqA5NCQv3zRiRIGTv/PAiVTJ60C/eSCkDAu0BO6+M7UWoNPP/BDCasnIG3toBmxSd4pvl3zKj7Ck1z4/j9UG/6l/9GhqsvDyl/5TH5ckoKHTkvqUuM6wkClZkoqaSDy27au+/j4eC1OHuWYO+gZ+TWhbzW+AuMooyX9n7J3oT2fLVHirTMhFxuQmt0QSsNRek1DndnuLgHrP7KB8k4S2BIIgwBmo/FGJfAkfyXGdllCI+lrmVa11cRveQIRUbryHjImSn71zJMvp1DTf14NG8FuSY/au8v4vLnKlr6F7HpDbBLh0qFO1zyhTNGaFIGkWmgqgAkaHABVFjd3QLeQD56ZtKKsWwDDDhjhwwJiho6E7wpTmlWuxzyClxcDrJ0uOwG5Xrw11hnzOlAphKStGgv2ZMV4Utdr0tQCinhtfg4ZzJyvQWFXINQX6DOTg1HuiiwdzChcbAHk8G6xCIoKXRoDBGFYGwBmXV4btJqemw9wMXO7QjvHAWfvwjNu0LHgfdZMXePzUD/x+hY15O1J7Nv+fjpDzesgnt6/WOZzltFLhVYNPLW8rBvxjPtQ1l8MJVK49/LnwiAq0M1Fi35ci+8u5mvZnel6/MN6UsjJhzyZ6RyPe03Ccj1ZvJ8zTyyopxDzezJCFJglAk0Om7km3GBIBE5sL6YUd+eZsnQSGKPF5LjqeZQi/rsadcWoUJALFNSovZk5WePYKxQEJ1+lBOOMTjrSnA1lGIwy5ni9R4/uo5gQNavdCreSbBrKvuMLfnC4yU+83mVIoULohGchSIuF9Yis9iXr+o9z87kTiRoGxDu70cn/xVcTDfxVLt4PPQ7iez8IXjduLRqTcYiwoVK2HIJHg6DgKsp8B8dRZ6YyiOsIVfmxcSSr2BHQ4T2pxCzQEyxR5IUCEGVhIvphKfGMaLuUtQe5cjMJga+soZVbR4hKv4iia1EkJZAQQiEe0JOU6jvBsZkkOaDJB8wA46ADAOOhKJgFPVwx46JbGAQDZlEByQI901Xd0Typ1BmgUa/A55QuBTOBlsj4Bd0gsEHwbUAsqQgN2M55Yc6V6D8vC/mEwWUuZspVbtSEuNMfYdEjgQ3BBUUOKlwkpwiOTActd6EmN+CUnUt6p4r4kJOHehYAJRAXjTjnwtmefdubI6uxZyskwxZPRcuHLMZaBs1D2flrQdBNfR3qpKiHRO6hrPqeAaam1Ue+ReeaBVETO27d+25qRR8M6wJT3x/hL86uy1Yi7W83atq2+Gs5BzfcIzNe0pQYMI9KoSh1MaZeQR1deKC6W2C6swjzRven5jNux9UMHSxDz8HqdA5gNRYSsfdOt786CStD+Yyen53TkY58PycmRgUGnpuPoBKU4JfThITX/qUkKxker2xga1hPQjLPM+wkz+xJHQEwxosJt61GbOOPsd3LqPp4rGD34298FbmUUuRjtQEUrOZ3EofdIIjz/guRECkPEuFo1pHP7cN9GMDyD9BdPSlrFN/dIpmeKfPsvq9r2IogrKT4N4BhJptUKbmweTTwDlILIXZ7YHLyVBxnHM5oTSJWYr3Xjdkh8OgURwsAiFAhbA+BAjnbJAT9WN1FG84SJbcHsfLZbhXlLG/ZSuQWTjT3hvRJIK6FFzWQbEf7GoPhwIhvz60uQwuhSBkYq0uVk4xFirRE8DXTCCWGQygG2sxY89UrKmLOkw8wmo6E8RL3F7k7z1Dmw0VSWA0gCIQDj4FxizY3h0sUjgeBo3NELsBFnaAbCckg3aBZyWxB0VIcsLVkMbEVmNZPuMNUvw9aTl7GbnetZj5yBDyA3qhDdoElQPA1RFVdjmOeb6Qbw+7gsEsQps9ZIR7srxXIEhXMUHiwpA5OyGgatvy3i9sBvo/xpmsmwcdXM/kfyijebu4qRSEe6n/0bV8MzxUCur6ODK4Wa0qkQXgeHrx34zzVU6m3zwf/E74lYvs4jLZXSKonVsJDXyQI6ENfgTjBL8k8NuHxexvZaLDtnw+fdkbidIJUOKgN/HQb9lMmtacPr+nEn6xlJ+HNUHrIHI0JpgiNwm53k68MPsnJNI8up/agZtQys6wdth1M7A7uB1Lmo2g5cV9hBef5+2TH3FeHc7aU3055tOE7qVbeFr9DX5iLkfVMfxoHkoHw25KtK6cilxDxIUxOJpLKC9RolJpERSQLuvMZ5ffYvb2zgQDKemjSJ0rUPuaEp+B7JXQahd4tAdzGUhrZoPeJkqI8IeeanihHiCK8FNT0MDEXo+ysWUg2V88TbmXCded4eBzAmRGNF4WMmQ+xAd5Uz97N347fkDnAMzzJsfBj+E/buP0iCJORNSDbBEaFMD5ZnAi1JoXfV4NniaQiCDYYW3EocFZVFMuVCBHQS4iWVTwEGrCcSGaP/J7C6hkPUkUoK25BnpXHyg5Bn2SwVwEpXGQ4wzHQiAkB55YB55JcM4ZPCqgUg7xoWApg+hLV5qICYyKW8fSQY05HutLWWgpdiU6ml84wAZDL8gZA3VV4FKJRqEiPqQpVErATQ/yFFCYQJEN1EYiupBr9qZ740jWSjyoWavRd8aDUGbAxm0gl976jGb2jktV0iYSrNW8In1uP3ezQGNgf1Ih2xJu3CzjzvhnHdT1qXpDsoBenGEMtV8fACdfA3cVUiRs31aPhfuCoGMQDWIiiX12AEN+qcNrXxTQa30mn70Sx0cvHyH8XCkfvRbH9Lea03HHw/za91MqHMZRL+EC6vJydHZS3IuP4Zpfzum6DZHkWei7YyMJdesRlX8SH2MWB5u3YXnboUSXnOTHyBFkOvnSvOww6xz7EqJPYYesM5voTRPdKYoN7ogGgai1A1nitZFNfj/jlFDB+OzZGO3dcCg8QUFmNpghJgxe6y8Q4H7dAwc+Dr6PgHMjKFkDp52hYH6V67Uq6OME5+rBFy0g2Bk4fQDKyiEZpk/8kZ/HfIV3QiEu2aXgnw7n3RHXh+LgVs7JzhWcjvLns8JofnlsFuMn74e+UqS9TDj75DBy/m/IL5dbo7UvN4NL4SDaQ7kZulwEpRzUwVBWC0QZiHaUEYGP2JoKQrCjNTPpSm2cWEIvBvLHrC8AJy7yNJsYfP+Ua8+0IwAAssVJREFUdzNMGvAthggJ2DmBOgIUAeBYCt/8BI8I4J4Oya5wRAeJ+VCeBV5poEgCRxE8RdIN/iSWuxCacYLccCX7+r/K7y8MYcW8Iby69DPq6S7jkZVPg7Rk0EngvAwui+CnBM9wyI8BSwuwRGKhA0jD2SIp5RImxH98TX9wsBno/xjj2ofd0nFO9jJ2XshnZXx6ldw31FONo/LO1nedlbI7KpTyT4xsFcSIlrVRyf8ecGMvq/ogHAfk1L9u9gOA2QJdv0Ls+TV4q5F8/xAvNcziVLQXz65qwJOz65AUqsC9fUMGr07ijc/O4FhhIaGBD+m1nVEYzai1lTSLO0r9c0dAL6Ao0+J9MZffOvRi8uh3aXH+APu/7ECL1EM0TjuKe2kBwc8m41Oaw1MZ39G66AAzPV6kf8U6fk/tzbzCMaRLatPL9DtCgYX6kjM4nl3Me4ebg1TC1znPc6llIesrHyNcfglfUwkvdYdD6fDN9ivPJVrg9HCoOAhyF5B5gczHOjjXRLIuwckdf/y+YwUcMEMShJdnMnjXLjCqETL84FQe6E0IJiNCoYJBST/xXdNBvPb2ZNY81I1eB8/jmZCNuUJGgOQCX7boizHTYI1OPuYBarm1a2WeCjysa66YRWtdbiEITjZENEspxAxYCDTJ6McZHDlAUzazgcw/iV4HN1xq6jxwbzjkZYJ9fZCpQaaCDlvBqwUIGjiwHdaFw24BKvRgEQALlOkhxww7QdwHgRczmFPvGeY5vY50YSNiUpPpevoMqar6lDs6kVinLhUuLvy85nHqZR6HSiNUSCFDCyUmsFNhdW1YABOIFhRiMmXoULCP17D2C0i3QOsKWFc185F7hs3F/R9jzu6km+4XgGbBrhxOKaZjXc8qM4xFGgNZd1hGM9RTXaUdp9xUCvxdlGhuUOKspPLe/IcekeYwf74zMapajLuybSQhuGPH5YEiagqRPtuXIRX1YEw+lJn4/ftM3olOZMy3zzNmocjzszbgfzmTN76cj2BQYpDIkRlNjPzoJwyiPXO/HINRK+Ht3z4kqDIRpVLHZedgIkvOU6hwo1+rtWQ4+BEbfoTwvHO46Uu4lBGKpzEfu1qB2GnPIYgi9iQyt8EmQrygvi84jZxN56lm3h0owcsJ9l4ElR280A1AANeWIL3iLVG3hga3HpR4z5nWDzLOw3cZsHcVXNwEh92hZQE4i+ADmCpgXwVI7cGsAud8Emo1JDIphYQPQ2mxdzuLonszxvAVZe0SObVkNRFGezTbV/Jlj1eoyIZW8pMEpCazomk/iJCCKQDQQq4AAUWgV0KJG5wvoX1kMVsEOxKlv5Io1kUQ3GmDF40epPQq5+Zg0UK9K+Vf806CSyj0OwCfukAHC5Sfhl0O4AG4pFld2nlmCAOyQDBCtqM/Mwpe5aBLDK3r7gR5OscvNafQ1Y6R2m0MnraMd5vO4khRE2bNnsDnLSewqU8bqJsLRgcwOVmD1KSl1vxrswuyhKZ0DjNhcgCzYJ1Fnzdb38s2maEmdkX9J2wG+j9GQfnN85ElgtXN2yLEnZGtgqvMMK6MTye9WEugq5LCCv0No6ivRyEBgwWC3B34dFCjKpHhegbFBlJYYSA+rZDjl0uvObviUv/emrI6CMSJU2Pr0I7Ya9vGUoex1PnzgWpgwQTyMTJr/jcsHrmYfG8/tnZvxHfP9AaTkf6bduKmzcYotePT517FpbKM8cunUipzRq61EHvxKHtbt6Rd6UEi889jAl5r/gkH3VviZijEILNnZPFPvObxBXsdWvOk74+ESAu5EPgcsovLiXJNZM5g8HeGtFL44hjsmCol4MpqQPbjr+FZuBRKd4NzGMRuuic6vGvMZhj6Piz7FNZ8DQcWAXng6gR5UrA3QSBwAWgCFLjCOTVUFFHH1YyxQoWXkM+eJx8lf2xbCv0b8tmyTPTltRk24hHenNiT1hsP8VTvhbyyeCq5IZ6seHoApGnBsRgs7pAFBOpAKkClBGmhE2mlenAtB1MHyKzkzcC6fCj1vp+aun1iVv/x897xcGA2hD0E3b4GOwcwKuFsOZzyBC8VKEogx2J9KaoA3IASF3y1EnyOn6SR/QmkJ0yIj8hBcKTL+fUcixrDAslDDE5fyxttPiG/lhsUySBND+py8K8EwQDeMmqdtHA51BfUAmKZHL3JkW7munwq84T8DLraqdC81QO70Gh4Zd59UdmdYHNx/8fIKLl5mU+zCD8eTMNBIavSWeug2EDe6hlBxwivfzXO8IdxXjSqabW0f3RTKXBXKzh2nXG2k8LkvvWr/F43wgc1hxnFcKyBeGYs/EYmxRj4hks4sZrjFDOGU/Qs2E7T1A0s7VOHCpWKzT0+ZPzMHegldnw48QsEQcNHE9+jzNOJiIKznHq4Ae/8OJ0WCUe4FBBq7XLY6GmmtX6TXxv2RaaHd458wISTMwnXpvBUwhw+8XyTYEUhsyMWglkkTy9HdmY5m83dkDZ+gsIrQdo/J8Cso7DqwnXPkjkHqT4Lik7cE91VCamXoJEdLF0E5+Lhh+mQlAfZAtQqA8FkrWqVgNVFXQCU54A0C7wE5GId5BcCEGZtQTFzHdkeY+n8/WV2evjRdHxn9qWLNCo4SYu8w5z+KIr9bZpzKKgpJFqgWAlpAZAngwv28HMdyHKB9sWY/Q1c2O0NGQooVdNJ04FBEndOUUEYcfxOAQAiIhvJJps/XrjXkomKVWwh597r82YUHbIGqG/ZBKMiIT8HNCkgUUC9DFCWgcQAfibwx+ruTm8EWj/wK0IwG5FWmK2z6jeSaNyvHSc9oxgc/AmScpHeh74l1CERupmghRGp1A7WhcAvYWC0B1FGntwJlxQNlBugGFwO57NVlkD34o0wOBDzxL44XDqO9NLR+62t28JmoP9jtA69eclFVwc5T7UNqdI1X7AaxKfbh3Ihp/yWz0ktrOS3E5n/fuAdMig2kNahf0Q36c1wPL2k2u53M34li/7s5x1OoxFNNN+agnxPAul7TrLdxUhakCtjV5/GUZOPzl5OSrAPLeJOM37OYiISUyh1UvPU/AW8Nn0mXhkFUA4HQ1tSb9F5Br61HOfSMt5tPZ33m73L1NZvEVqWwuiL89m7uSXKCi35ci98JaUcL1IgMxpx1pVwRN6G99xWEJXyDo1+ti4V9giCcDUsPAjixQ1w4TfodxjaLofgR+6L7m4ZowEsV14O5XJQOUL8ZtCLUAacxLomeiwAdCrQYW0ypQOKAiFPBCTw3hzo0wli6kHjpryuDmX7nj1IjuzlcXM+rQr1ZJu9+ajzx3wU8gZO+nL8TIX8OGgQdnGAHqtvUiZATBH0LgOtAEelUGkHGilkSlDYW7hcL58YIYN9VJKEjjNYW6YeopBe7GU0R649nhYzlZjR8+8vwPcMsxF8hoCulbWkp2MpJNhDqhoK1NaUqHOuVve2iiu1uEV44QmIqgORkRDkCSt+h+wc8A2EFt0Y0XU1iYIrvtI0vMvzaa2yQ5IjQIoE5QUD6rBUaznWSjswK9BZ7Gm66ggNT5xDW+lISYkbIhIOqDzZE9WczBY94NcCmLX/vqrrdrG5uP9jGG6SiqyQQN+GfjzTIbRKZ8/XU9tNyeGUmx8jEawFJAC0huodbEI91RxNLbzWQENrMFXr/f6JdnjwBEE8STCx+zJ4rdt61gzKY8uK3jz+43GmTtyAVCoghkaiTMqmQlXJycateHr2J4yf9TMeJSL2p49R7OhKsYcrkefPMeHHmWTFNCPy8BZS3IPxlWg4XrcpMZXFjHCty6DsXUQmX+CDC+/xsGsmMm02p0L6sCCzPkdljXjIezdZFRLebQomCzz/O/xwHIJcoNwkYlndF4MoR/mmFtzvjefhjikrgkF+0LgTfLQBfPxhyquQXADHFsGJcmutELMF3EsgxRECRPCtBI9acMQPJBKwuEFyMXz0PIwZAFvX8Gb9NqTpdVT+uJUBbTsxQCJB0wmUXV7lpwR4e/zLmDwtUFqGXusIeVAnCC7VkYGHPTiVE3o+lYLLdSm1l4FvBYhmDOpKEskCynGhHtm0wBtrHYOGuPAUITx6Xb/oIdRiEAFIbzCvMmLhU87TBW+a4f63/dVG6i749RVwEeCxIfD9VjjkBHnu4Gi0NllRS6BSgEwRSrG2ZZ32IsyfB6eLKUpJwK00GVLOgbc3RETzw+OVVHzzKWNqj+bjCZMITlFiiYNweR4X3b2Y8t163vu8G2TXgXw9NChje0QUFnMOHAYECbUMDXhDoaBo5k6ao2Aa5+mJL024vda69xObgf6P8XLXcPYlFtxwn8ECPx5Kw99VydPtqyeRP6v03ztp/anjYzXWuVgZn/63CmdKxf35yHtiz7dX81mj7dkwqiHbYtT0O1LI2CwZvx38kPouPgROXYPlk+/Y1uUDhi5+i3V9ejPmp/0M/WEhphB3Gq/dyYXQCAobu+EmKebjz8dhn1UAEmhWfoYlDQYy/sBCGiZvocA3glR5bRqOP83uVR2IKTjGdnkIT2iPcCz8Mwb6SzHqzEw50AjB0ZelTbdyPh9WDwVvNaR8UY8Coxq7bIHGfvdFbbeOTA7ufuDuC3u/hK3vQVE5+MeAqRw0WOtBa/2sH0BFGQRUWktg59qBUAAu4dZzBnWCvHSY+iRs3ka95r2o9+sGcP0c2ncBQHXlYxTqD6O2KmEfrH5KZHmmhTUyCZc0EOVp5ozShExbSk6IiKZEDXWBQgVs8yWyvpwkhQPNFTl0FJzw4Y+XZhUy5l0Xv3CVGxlngGMU8w5n2EYuO+hYtbq9GepaVt06C5CfBIV6yJODxAz1UqFCtOY9+wC1sZb83HgGjEaoTEarVtFvszv75oaCUAbLj7PcP5pT+zfjnpJNyUNu9HRTEiGB2s7w60Anyl6fxcmh9VAne1PhWAnFCpx0AnYKKRUWB7R2ZgiRclnrhrsEnjLCu4oS3pWeZT+FbKTdvdPPXWIz0P8xjtwgCEplJ71W5atNmEeVu7evZ0r/+ry64gTZZXrsZQJpRVr+2r/CS61Ab7JQqjOhlFffKsug2EAKNQaWHEpFY7Dg42R3141BqgRHB4K/e5/up47T99HZCF++TDv/JlBQDM8MJNFPyXJNEWN1SpbF5cKGn6BTJ+Y/OwatqwMtk04T16IZPQ5uJnHgExS6+BC0aQYDTyyjX3QjZJo8UHvhgQH3d5bwiY8jj3XZiFdpGtu3tUNh1DEn6GmmNI3ATSrC/lyQyBkaDUOjrwop0E59huxKePUCNd9AOzjCUmtKDZsngb4c+kyBoNbw2ePsax9JYYEL/Y7tRQivgDJ7eG4KHFwLvl6QWwLr1sIbPeDQQjilhrPboFMHeOFDaNYZho36221VAqCAIH9IO62k/ZRP+MCYRtHm2TR1l9G30JkkHEm3iJAl4K81k+lTTv22DpQrfNFbpCzB/a4rmjfFje9oSst7OXsG8AqHkcus35N2QfhrILjCk/1g99uQBhAIb0yEbyeAox72rYWhL6Jf/gsfHVHxZKwAjz8B62fC8k/47bmlrGrVk0fEUHJVbmRuO8P8lZMZ1PctToZ50mz2OLoo5MzQ6nlaLMZ8wpUPi9351cdCQ4k/8xtI6GQGJylUilbv+iaUdKA9s3C4t/q5S2wG+j/GoNhA9lzMZ39S4bVtXSK8KNQYiPR1rlb3Nlhdymuea8O83UlM33j+2nZPlQJfFyVKhQQQOJxSRKinipGtqq+Xq5tKweCmgaw7mYXGoKNbfZ9qffbboR5O1EsBLlyGk5egZytoPQouXib+6LdMivHip5/jISQQ3l4IG7fwy4WjXA72Z8DGlYydPp9Pdq/nsUefgH5hiAWZIAfjw88j+/p9sLdDrEhGKC9iXBRMd/Vin4MXuknHkWad5nBMXVRyABlMzOFGroyR9eHTePCp+hi+6qXbFEj1gZ9S4ClXOGqmjbgDk4cPgns+FAhwKgJmbAPjXug6CJZsg4pSOLMPKkvhs23g5gNdh1uNf/0bZxo0doHS3uAog9MTl+F8fj+1yvMJVZoAGb+7g+sFqMiVIvEQ6aox8L2PjnERdjyPgQAEAgRruHznCmtQ0NY70LcEgVH3oy+yIECTK8VUPCNgwqtguQRRreFgNKScsLpjDpaCixeUpMGc92Doi9j17sOU3leus7YenA+Fpwex0AUmqu2JGNaQRkfBQUjHI/0yDXKTkT72OTzWFD59CSelBTNmevkIPH9JAEHgspdIhT30FWDMlXf/R2XgL+jQYc8qnZp5BtinBv8HIALLZqD/Y7ipFNT3c/6TgfZ2VjLzsZh7KsfVNKeNZ7JJL9aikEs4lVlK82A33ugRwewdl5jYJ7LaDea0dQlklVrzs6ujSMld0b89pP8O/l7W34f0gIRkhqrc6BP7Lk6vPw7frIF5a8HHkV9nfUxqk1Aabd/McBcf6g4fB0kJnGnUgdjnFhKbFM96pYrtv+aydfm3fN36OY765tMIeDUAErVwyC6Cc14RjL/+P19yY71Mb2f9emA4fdhag/nQARj/HFjsYfVKeGUAHPodWWU2dO4Dr/0Ifd+C5nUhujO0vWIl1M6wKseaJqRUQf9nb+m2TnJYlQ0ODcJoGOEGX39yre1huRkM5QIyhYhTI4GZ/kpm4ou9KGF2kkhdO+BKlduzFh7EXlZg0MPO36BpJ/BvDNuOwtjB4JoDfQdCQTDMnQ91QuD1sdCg+d+v0SQSVjSDqGiUAtS70lLgtVigSQ94MYbZRiOM2ADdrfXKB6GkFF8ayyQ4qaFOscCZLIEAO1irgjFB1muoBDiDIxZgikUgVYTyB6TImM1A/wfRXSnQcbU7a3W6kf8JN5WCt3vX45kOobyy4gQ7L+QDcDiliCOpRXz3xL2pLzyxTyQpBUdILay8MnuvYQRcl/86Zdy1H53iv7X+0CkGOjQGcy7OkiQaucbC5Kk06dcfZn0M895FrFMXi0RCj32bcH5nEJrZ29kR3hE5FqQuVuM/3t96ubBdkFQJj/qCbw0tUnVHnI6D4S0gIAzOJcKYJ+BgFlQegpXzQa6Cfg/D0JfA3RUOzL3xdVw8b7z9Xxh/pILj7/XF3KI50pg/mrEIgJNCQKKCSpn1/9EZCVog3SDgeN1HMtWxWkMyqo9v3oPvPwb32rDmFHw1E7ztYP4bcDbeGkjm6wbyY9B2JtSN+vs1+re1ft0IQYDAK/8n378JXaLh2dfg9fdxQoLcDvwDQJovoDdDbiEk/+W9P+DK2v0CJcxQguMDomibgf4PkpRfAfxhnKvTjXwrNAxwJtDNgQs5ZTQKcKVLpDfzdicxKDaw2mfQoZ5qVj/bmpXx6dW69l5teLjAkC5wYDdIpdCnKxsHPcksM/xQWopXoZGopm7op/dHOH4CCnIYrMugT49uqG7wPrIsGlK0d2acK40w4nfoGwYj775LadUSVBc6DoDQKJBvgNfehqAw2LEORvcFswa6PgENWlfL7Zc3Bhep+LcZsFoK2Vd0JYp/NP9SSqCwnjUT6yr2wh/HPbURLjuCT3P4Tm7NfKixdOgPqxZBpwHg5ARvv2t9CLkdFJfB+5PgkQ6wfTXkZNzYQN8qogh/qbF97ooDSu8OP2RCNw8IUP6x/3KpVZ8TW0ObQGvTz+s5boHXjTBLDvVq2ju8aOM/QZMmTa79nJhXLvadtUdsOHmTuPNc7n2UShTn7koUa7+xTpy7K/Gm2+4H1+vsXp57t4zSiyKVorjNaBHFyso/dlgsopifU233vVAginwoiu1+urPz75u+KytFMTfrzs+/x1TorXqWzrL+nUssd3adu/2MVtlnvLKy2j+bN2PlOas+X91+4/2fGKx6nme8+3tV9bhgm0H/Bwn1VPPbC//gLrrHXJ21Xj97vdE2G7fOV3IYJ4OmggCy66YKggAe1VcyMtwdjj8JtWpmZ8l/Rqm0fj0gqBRw/inQyMHBzprB9EBzVffV+Nm8GQ/XhQPDobHPjfdPkEFrCTSvabNnbC5uG9XM1Qpj/7bNxq2jEqDZdYN2iQW26qG/PSiqeTCPfsBKRj8oFFtgmx4esge5AHXvcbbUfxlBgJZXmq2VW2CjHvrZ/7GkIBegVQ2NzquB7ww27pYijYF5u5OqrNfz3VLT5PmvMbUcHi2GFVfLNm/fYK1B/f9AWjJ8MRXKSu+3JHfF3/6GDyIrf4RNa++3FDfl8woYXAzfV95vSW4N2wz6P8jK+PRrOcg1YaZa0+T5r/GEg7VgU7erFQxfehLyc6Hfo6D+a0jMf4wFM2HRLAgMgkHD77c0d8wTDqARoeuDU4XyzxgMMH4kODrDxZL7Lc0/MtQBsi3Q9wHJYLAZ6P8gNW2Nt6bJ81+jgRzmuVy3Yf5KKCr47xtngOffgLC60Pvh+y3JXRH117/hg4ZCAT/8BqqaXdUmXPZg6dlmoP+D1LQ13pomz3+eFjUjQPCe4OMHo26toIiNaqZb3/stwX8O2xq0DRs2bNiwUQMRRPGvrQxsPIh4eHgQFBR0v8V4oEhNTaWg4Madv/4Nm75vH5u+7y13o2+w6fxOuFud/xWbgbZhw4YNGzZqIDYXtw0bNmzYsFEDsRloGzZs2LBhowZiM9A2bNiwYcNGDcRmoG1UGTNmzKCy8o8SPb169aKkpOT+CWTDhg0bDzC2IDEbVUZQUBDx8fF4eHjcb1Fs2LBh44HHNoO2cUdoNBp69+5No0aNaNCgAVOmTCErK4uOHTvSsWNHwGqwCwoKSE1NJSIiglGjRhEeHs6wYcPYtm0brVu3pk6dOsTFxd3np7Fhw4aNmodtBm3jjli1ahWbNm1iwYIFAJSWltKoUaM/zaCvzqgrKioICwvj+PHj1K9fn6ZNm9KoUSMWLVrEb7/9xnfffcevv/56H5/Ghg0bNmoethm0jTsiKiqKrVu38sYbb7B3716cnZ1venxwcDBRUVFIJBLq169P586dEQSBqKgoUlNT743QNmzYsPEAYavFbeOOCA8P59ixY2zYsIGJEyfSuXPnmx5vZ/dHmx6JRHLtd4lEgslkqlZZbdiwYeNBxGagbdwRWVlZuLm58fjjj+Pi4sLChQtxdHSkvLzcFiRmw4YNG1WAzUDbuCNOnz7Na6+9hkQiQS6XM2fOHA4ePEiPHj3w8/Nj586d91tEGzZs2HigsQWJ2bBhw4YNGzUQW5CYDRs2bNiwUQOxubht2LgDbK34bh9bu8l7i63d5L2nqttN2gy0DRt3wNUcbxu3Tmxs7B2fa9P37XM3+gabzu+Eu9X5X7G5uG3YuI8UaQzM251EkcZwv0WxUU3oKeAAfchmw/0Wpcq4wMccZTQilvstyn8am4G2YeM+sjI+nekbz7MyPv1+i2KjmijjLDmsJ4Ol91uUKiOFuaTxLSYq7rco/2lsLm4bNu4jg2ID//Tdxn8PD9rRgUM4Enm/Raky2rMPI2XIcbrfovynsRloGzbuI24qBU+3D73fYtioRgQE3Gh+v8WoUpT4o8T/fovxn8fm4rZhw4YNGzZqIDYDbcOGDRtXES1wG7WbLBZYuw7y8qtRppqKKFr1dRPOnYc9++6RPP9BbAbaho17QE2M1r4qU1J+RY2T7b5gLofTrpDc89omUSxBFMv+dNjerVBXCRtXwfZdMPAxePG1eyxrTSCpK5x2A7MGAFHMQxS1fzqk90Do2BOKim5+qelvQJQLZKRVk6wPKLY1aBs27gFXo7UPJRcysU8k2xJyGRQbiJtKUSNk2nnBOgX8v10PF/WQPxgEASSOAFhEHXrRHwnO2AlZ1sNE2LkB9Dow6KF1LIx+soQePfOZNq0Osc2gR7f7+SD3EIkaUaqmTNiOY3kaomY8Zo+WKGQHrh3y/iS4cBFcXa2/WyhAwBUBKRcuwoED4KgCgw50lWAxW4+7eBaO7IMhY0AqvQ/PVkOwGWgbNu4Bg2IDrxlCo/kM+xILKazQo1RI0RosKBVSRrYKuqcGu2mQG7XdHHCyl9E61J0ukd737N41DnMB6DeCR1PwXQlACd0xCpW4iD0AEDGTeHkrPy9sTYMYR/oPtZ763Mx6LJ71CMWaAOpEfcn2rIch+Wsa1gNP93++pY4iTvIl9XgSJ4Kr+wmrnpBfSWMsBfSnvjYGjRykJhkHZH540o/6zOXhIQWcYiYVjMGeIoqIQVv8Mr8t/5zXXweLFgSgsBgmzbC+HwG89wIc3AmR0dD4vxVfd1vYDLQNG9VMUn4F09Yl8EKnOjQMcOZQstXft+5UNlmlumvHOSik92wGW6Qx8NovJ0krqiStqBKAbQm5hLZX35P733dS50Pix9B8A+SuAM+e4HcBJJ6Ipl1g2oDcrjGiUI5U+BQdv2AUK3EMHMnC/c+grJwDgAUdErGcYeN+QCIvp9AkJTexiMceg96dYd33/yxCMqs5xjQsGGnJR/fksauMrKUgGnH3H4lBPEKW2zFUJtAb92K0l2PC+hlPZhXHmAaIxPI0Uurw6jvPsOZnkBghthmMewrUf/nYvfM5HNoFUU3u+ZPVKGwG2oaNambauoRrLuSGAc4cTinCXia5Zpx9nOwY3LTWPc2FXhmfTlK+hiB3B5oFu5FaoKFQY6BIY7ivbvd7RvlZqEyG4t2QOAmKd0DTKy1SNe+DeSdqeTyCdAYlPIaeZYhFzXB0h+j6uymV1uLzSfuQK5S0fUdDaaEXEu0gtImf0aulC6MGwWP9by5CHR5DxEwIA/+2b/dlcLGDRjXVqXFmNFh0XPZzxc+kRy2CUQ6iPYQhQUUYiHrCK+xB9SUhkseR4oFSc5Fnh4ECaBVpnSnvrQUjRlov+90XcDkZJs2GBo3/uN3+LRBcF/xq376oRjOsvgBdg8FNWSVPf8+wBYnZsFHNTOwTSce6nrzQqQ5H04oB0Jn+iH6VCEK1u7f/GqQ2KDaQt3pG8MWj0RxNKyYutZj5e5L54UBqtclQo2jwJfQoBI964AW46awRyYZ0sJsDytUgiQFAxUvIDBOY+epTaMvVlOqlmEknqOVT5MlmUipAWmpt4g5E07+fK8u3HaD3F87UbX/zymFyVNTnaZR4/mm7xgAdlkD35dX18FVAkw0YYj/HTpChkxjRAgZRhd7iQhF6EphOqWYi8txR1C8u4IL4Ab+YnQlumMm8r2DpNzD4UYhuAhoRxjxljYj/bgYs+Ro01xUoSz4PT3eHVwbfmagrz8OQtTDlAYwmt82gbdioZkI91UzsE8lTP8aTlK8hppYzJy6XXqtinFWq44cDqbzUNbzaZLgaEAbWQLCrBVKe+C6OpHwNrg5yiiuNwP9Je3hBAgo3kESDx8OQswqEJ6DsRwSn/hDyqzUizKJFLmmGJrMZwyc1Qe1QwezZ3ajfSkmdNnup03MzWqBri76kCmPw9gJ3Ly0GyjBeKYMpYiGOMTgRST1e/VfRVAr4sD0EOFarBu4O944U8gx25CPJUeCUCQkxGpD4oKYLOrahd8gFp3GIjsPQMQqTpIyg4AJCQ60FTjy9YHs8RNSHpGTo3gFe+BCiGoL6yrPnZsPF8zD0BWh9h8F33YLhuRgYG10lT35PsRloGzaqiSKNgR8OpAACR9OKSMrX4KKUA8LfWgxoDaZqleX6kqJX18Qn9onkhU51uJhbjsksMqJFbUa2egCDlW6V0mTYPgqavw9ejcCih60PgeY0RISCqimYzoNjFwAu7R9HncB5nC+OJrXAm8DGSRSa5WxYOZA501/jl7ODkDrEsWXtJOzpxeJfdHy5SEmLVoc5mN6PvWmPEdoajEIZKXyHAwFksoLGfIk7rW8q6lutql8dd4srC0izjMc95SQEglcpZLgVYDRto5YgQ2AZes8L5Aut8LLkcnnP0xzc4kppBZxKhoYhsGMrhHSFOmoYMwzs7GHOXIhoCId2w4g+UFEBa/ZC8zZ/l8FkhBNbIKoj2DncWE4PB/iqe/Xqorqwubht2KgmVsanM3N7IjO3X8JoFglyd6BEa+TY5ZIbHC1Uay6ym0rBoNhAfjiQyvCFh9l5IZ+3V59m09kcMkt05Jbr2Xkhj5Xx6f/dfOiCE5C9Fy5vhv2NYVcgOPiBIggaJID38xB+GNGhGSfMLShTHsckSvii3y9knglHIrMgUxjp/ugycvQ+9GuznJZOevafDabjwBgWLHZjf+IBvtvsxOtfTePJ+Y48NRcUuNBdPEtqUWuOc4QEFt5vTVQJ9rTD55wWhyIQDQIGwYd0TMgFyJWZMGNkp9gKGUXYIfDM1E+Iu1CLVi9Do1Hw1Qro19fAxhOwbh+0fX4LT7w5iXfHV/Dmq3BoLwz9cgzTD/UmINLC70lg/sub7Y7vYVofWPHBfVDAPcBmoG3YqCaaBrkR5O5ATC0XDqcU4aaS4+9ij/IvfiuVQoJSIa22rlZJ+RU8vvAwz/wUz8ztl64FpyVklfJz3B+VIRQyCdM3nmfc4qP/LSOdtgd+7AAGMzi3gojR4NUPPPuQ4fMLS4+cQVOQz/q5IpcOXsByrjklksOYonPI13emy+Pf0fSJ7xHVFezf3Jf+w1aiDYNidxUfrO5DZlwo6WlhLFv7CjM/bcXEj57n6X7zGN33PU6nW9dW9yRF8suxVugraxPBy38TUUTkIisoIene6+cuUKjHIrqD6ZRInqyAIDM4GsDeCMhAhQ4v/XGc9QUkrXFi+BdwIROohDe+BI2zAuUZHcIZkYeHfcwT701F7p/DN9+CnQs0eWw7frHbmRJvot+vsPYv6hHsQQ9cTICDa2HvSsi6CEvfBk3JvdZG1WNzcduwUU3M3nGJ1MJKvJ3sCHJ34Njl0hsep5RL0RrN1ZaLPG1dAvsSC67cS4LWaEEmESjXW6tCSCUCZotIaoG1ItThlCJeWXGCzx+N/m9EdCdtgrTd4OAMmQcwZx7ng74f4hFiQhomYdt8CJZP4NKRHpQlaakzAlqdAYl4GYlPJgMnbOfSuVAsQdCx++8UlHjgXVbCqElv0bb7epp12cC2DaM4deJFkIKHi5E2rebQzOBCx9+n8NU26NZ+C2PDXsS14lU8ifqbiHkcYyOD8ac9j7DrnqvoTtnvvhvXCghpAf5SE6kimBQQfQZyo8G/2BNJfn1kjrGMm7qN5zs6U6SDGcvAVQ0mfSZlGa4IOnh+7K94d8olpVMYlEFIG/hi00mO5JrockZBI09o+5f+HLHdIbofPPQ8TO0LBi0MfA42fw2BDaDt0D+OPbkGfhoBY9dC3U73VE13jM1A27BRTUzsE0mp9iTnc8op1f7zGnOZ1sj8PclA9eQiT+wTSaXhNOeyyyjTmZAIYLL8EQxmJxUQ5AIavQW1vYRwLyd2Xsiv9sC1e0b7yRAxEDzrQ+4xLI6RdOk8gUqtC+4DPyM4MpEmHuuI8N1JXvg68HoURckKft8wiA8+mM1X3w3ls08mM2baDs4UnOOFiZ/Qts9yFk74hEUvfcDixBA8/JMwHN0DQUMJ8FJw+vgu9hVsRaksJy5Rir0qFJ/WDYhUR99QRA+iiOVtgniwFkubSnvhqF5PZYEvmLLwLgahNqT5wUkztDC6IKqkSMTjDJ8UQW5Ge4Qzyyi3QHkOePv40yXGGo+3d50jmUsccQkHt2Mw5CA0HOTEpbehvYv1mBfDYOnwP+7v6gXT11p/nrgaTAaIaA7BjaH5X7LX9BrQV4DxSjVSow7WvApRfaFeDVW7zUDbsFFNhHqqKdUaKdVajaLlLwHSShloTWCwgExizZGujhl0qKeaFiFuHE6xFo+wiPxJnkqjBbnUWsKpvq8LLULcrqyT/0ciuqUK8Iu1/hzQGrmhlFadFlFU4kPg959Ry7sW54JEFL6FqAO2gSIM7AUOHenMMxOms+FYexbtaYe+3B1Hp6Ps6/AjR3c0o1jviKxS5I3Jv5AbHsyCyWH0PzuLVwcdpvj53xjc7TP0RhXrfxvBz/tqM7fVWfKFp/G19KJU44rPdVHaUhS0xrqQ+iM9KOIiz3MeGTXXgzGPZvhRQB+kONi/iHj0HVwwYVGA0QKX3UDpeQStpTZphGOQb8XTdwVrli9DkQnGbMg3w68eYK8C8q1lPTtGnOLDHwfwxm9f8pu+HxvOQaMWcGI/bD0N21dCi+6g+ksr6lhrwTeKc6H1EFDY/3l/s8ehyRCQXrF6Oedg79eQfabmGmjbGrQNG9XImDbBCPxhFOGP79dPqk0WOHa5lGnrEqpl/VdrsEbXqOyshY3/+rJgNIs42ksxmi20D/firZ4R/5mI7qvNqcxGOL4EyoudMXc9QZbnQYZHrCBGuYIT5XWtx6Z/AHtmQfEkOg5Zw6jHZ/LiMx+CAAuWjkSlCqB7y9/p0WMtKvtShk17m+mTH6Wdyyr2b3uIpV9NRhAs+EvOYiyN5d3u6cx4+ROmTuuARBAR0fDytnR8P4IdN1huNmPkIgcoIIua/IJkwcxlznBUmcvR2t6kOv+G2c4EIkgLwb4AfIrgnAVKU9NwP7CVHssV+GZ9xppdYJCA6ASiJwhSsJwDBNA6wJOPpRMYlsyLA84S4wb9GsC5R+HSK9BkDbzzKHwxwVq7+6+UF8EwH3i93d/3VeTBqWXWWTZAQDQ8swFGLL7SmKsGqttmoG3YqEa+2pl4bZi9ahT/ahyvopAK7LyQXy2BYlx5KdDozXio5MiuviVcR7nOzLHLJYz87jA7zudRXPngBopVFkFxKuQmwEQ5bJkI59fBisdhy9sg9WxE/UeCeDvgfSZGf8CzcV9zOq41CjsdCBUUJ/yCUWOBPCiP86VZz0ze3PI5Zg8p29f2ISs5CGOBM8d398bZuZhgh4s07fIrPp0u4PxQDrlUEOIsEiX7ipF1vyQoxLqEocIRqc/vuLlfxN4pEYAKcrCW+gAjOvRocaUeMuzul/r+FTNGWpwzMGInWEyl6HBCpBHkQqk95DqDYx6Y5SARwasQJFoDhSmtcBdLoQAIAdEFJBUgsYBZAoIRdhzrTdSEHOY+/yYv1c0hbHIJtVVFuGjAkgmuHrDnV3joL1XFFjwLM4ZAVHuItmbKUZYLn7aD+BWw7T1YMRwSfrXuEwSo3xNcA+Cnh2CKC5RlQv6Fe6XFf8fm4rZhoxq4mgNdqjXe8jkGs0jrUPcqL/lZpDFwNvOPALUCzc1lKteZOZxSxHtrz7B4TIsqleWecGwJ83q1IC83lGcPg0xpnaWV5ULzcdD8GethZiOYKxwI9TrBIudniQg/DRmwbvNz9B79NQu/nER+E2/sLUp2/1KHsxej+W55X7pPncxbnXdh51HMiUNt6BlZgKxuBXU6rEejc6Wkwg+9rDm9vv2EuEfBXw069BiBXhyjTsOdxDZ8hhjWUEo6X1GLIDoxjO3Y48gU8pBjf7MnvO/IsadXegzSgiMEG9KwyJyodHHFLg2c8sHSAewM4J0DxWrIbgt5HhBc3IrnXh7F55MXoXEVIAXMOhCDQZYBciNkJC9BvakfaZcFXgzwoMhexsmPTEQmgsQefsuEl3rA2X3wwzsw8kqK1cnNUJAGP5Rb3dgf9wc3H0jcC+5B0Ot162ehTlfr8aIIZ34F70iQ2YPcAX4ZDZc2w4Qz4F3/Pin3OmwzaBs2qoEfDqQwc3siFXrzLf2TXT3G31VZ5ZHTK+PT2Z9UiPTvk+abEuL5gDbOuHyIhmE/ENmtEL8YmFIOzsHwyziQqsC3ofUwmQK8o3uzZ8loJAVOJJx5glGjC7mY3BbBAItfGcbwDovp+uIC7JSVNGl8gFc/eAuJxEJA6EXqtzkA7haMDaU8NGI2z41IpOx0FEs/qgMyJ7I1AqlsZzVDsOBsTQfiZ2LE0Qwz76CMdL4iCEf8qUVHxCvlaxxwRU7NLxot7bAV+iYiiHYYf4zFUu5CcTMQG4BCALMKfHzA1R0sbiCI4HpZ5LGHvmN2izE0dj/MihVdCGl5EUslmJxBlIG0REqXtxZiAByOyWiy1YB3rhQd8NhEkCug2wBQGqE0H7YsgjG1oDAZwpuAnRIqSyH+Nzh/ECYnwPD54NMA+nwByiutL/MuwPcDYckwGLoc3smGqEEQ2gmcA+6nZv/ANoO2YaNa+MMa/rVq2I246vXeczG/yiXpEunN4kNppBdrb+s8e9kD+v7e90s6d8gGlz96PUb2gXYvQYuxsG+BgaJj5+k9KwqHi9/TOiofpUyDzr6YT0dHcyKrMxN//ZxLhkAmDXwHD8dLlJeoycmohW+DBKQVas5ktCLH4E949BEubWnKUddWTFrsTx2HCsp0HoQHz+LYo8+x034YleQCoMSOI0xizvbuLDnUjFMvS5A7KGnCs4TQgw+R0YEPaM1b90tzt4fCGRTOaHM2o8xOIstFRbDvD4h2YzCWGjEkgFNtsHiCpx2oC6HSHepIYFdjKW3ZRrvm24ltdIDk7HAsFYCDCDp71uwahqMUVPGgC1DQujX0eQXc6lhvvfBKxdQNbWDRQghOh7D6ENnRut3JA75KBpULqK/2orbAz8+Cf0Po8Cx41oGukyCk7R+P1HS09aumYDPQNmxUA/2i/Vh+5DI5ZXrAauyMJgvmfzj+qoEu15uqvKPUbycyb9k4yyVWWUwWKKm8dfd8TSHzEDjVkuHoF8ihheDgBg0HgtoD+n9hPeb8m68Q4XSOqd7LefvVXLQOHkg0RnRlZSiblRAl3cucpWNo2uV3CrWeOJ2s5Lclz7DhYCdU0WkcOd0OrdqMTubERU1zRk97g8ef/YRMs4Tzqa2QKEzoAw+R5hqIVFKJk0XAReKHOXM5LurT2AvujB0XwU/KAh7nFyLoQS6nkOOArIa7tm+EvU83zj/9HmfUx0lJm0vLJRacDSB6g3AE7B+DLBPYVYJrHugsUhYdepLkfD/2HevM8Yxm4AeSFFD4CuyL60ZehAPOLaG4FUTPhNP7YU1jSF8Dq58GoxFcwyEtDgLOQ9/xILVASEv4+gkYNRO8r4txPL8ZFvUBjQnc61gNtEQKPabc+JlEEQ7OsDbt6PwOSO7Tu6rNQNuwUQ0sj0u/Zpzhz92rboZGb2ZlfHqV9YVOyq9gyaG0fz/wCsbrxNyckMObmno1tliJvhRkDiCVW38vToLvW4JvUxi+B1aOBeUVAw2QckBE3DOOmPBfOJXwEOXF7uzMHUOPsFm0lh2k9ofNefrtUbTr+RP9lUcY0etj1vw+CH9FHvt3dSApJ4DVKx7m56+fZfHc1/Fpm0FeljeL5n6MX1gy8eZWbEx8CbtyHS3qz+Ghfi+TXh6MvaKUguKmHC5ZTl31Tvp3Psd+LqABcjlHBD3wpiGvU/GPz1qzEVG6tCKDH/BOSsXBYo3QFqKt310rwaIGuRQctRBnNPPIT62pfdSfMU+cQTBJENUg1YiolQJ5BgfUaeCWAk7HodwRzAUw2AH21oGBu0EyC6RmMDpBqwOwY5ZVkoOHofgIHPgeOj0DT34D26fDpnetzcpqRUDzp6E8Dxy9/vmJkrfAzpetVcqih1hn23/FpAeLARTV2NTkAfVh2bBRc0nKr2DJ4dQ7OlciQGGFoUpSrYo0Bp76Mf5fg8L+iVKtqca2n9TkwSxX+OW6/FWnQGj4BDR7CeQyA6Pf/YknZ5+AvQuhIJXZXcB84BwqVSFNYjfw9lMNKHWfiH96GfW3iyhkWpbM/oTja7vySP93OLW7EU+8soKeMzZzoYMDK37tiYdvDj5+2aS3tCNX8OOlCRPw9rnMx0t/wNktFW/1JfRGezKSe3J8x/cUlodRpvFjb/wyQjxP4+qUQDyzUADOwA6+41VqYeaPnLtDLOZZFJxnx71W6+1jsVC46XGOJXTHx1SPpZ0Fq6u6tjUwj2LQpEG6ChJ9QO8PekdwrrQQv3Q+WsEJwQBYRIwhAmWuBiRFYCwBswwsMpFRnT+lVh0z4x6GXk4gKwCLFIxqeMo/lzfesa5dF3lDeiKoJ1ublW2eC5nnQSKzpsI/8St0eRdWvwTr3735Y/nGQlA3aDsRPMJufMziFvCVBxg0VanQP2Mz0DZsVDHvrT2LxnBrM+a/YhFh/t7kKkm1+uFACkn5dzt61MDkUKwRt55R4NX4j21SBfT9Fho8BmScILJwBCEpI+GHsbBsAs1HCqSZhiGKkeSmNUYUdfQsC2fBmbfZf6kVYe1WM/cdXxoHbMXOVUdkvbO8/twU5LWMHM+JwdGlktdb7sZip2fzpw1RGwtxD8pn5qKeYDbTvOH35BcHIXUyMHjwWH7cP4L1u9dg1IRQ6LCZ5ZtXMUFIwdUSiQ5wJoJSEjCRjv5Ps2cRCxbEGqr7P1GcjsfvP9NllRPawhScS0Q29Q1mVQcpydmwSA2iO9gXg1IPcgs0LYXRh6ScyZDwePQSHGsXQm0BaoGPYxYugH8xqE3gWiqglTnQ/YM0korgo3NgcoKma3TM3jEN05NGFg8HOxMU1APHcjBPg7d3wvAvIPUU2IfAx1po0B8ie0GHl6yNzA4v+ufHcnCHYZuh61RrOtaN8G5s/fxJq9HBZHNx27BRhSTlV3Apt/wf90sF6yz5qitZLhEw/iUx2tVBXiWpVtklurs638fZvsYWK1GoYdRJ688WE5RdBpeQ6w6o3RSe+Bm8IuC9GDi+icxtGRzLHE6nJi/g4ZpFSYk/7valCAEpnC2B/U6eHDr9CDOW/sybX/ShXsguegbtpGNGPCdrxzCmWRyV3oWse/8TXn33HbRlzkz64AdMaiXDh7yNt6KCN4e05vsDC/nw973Uiz7JucJGHCx+nFPyfji7pPFKvJlVuZsY26EVFaqLqHBETzlSrH56LWU44c03GJA8CPMn99rw1Bocc9JocOZXRiw5T0lwNusbmbFLgtH7If1t8D0C9uchpyN4VILcw8y0Zm/QdP1xBIMFYS+IvpCZGYQKcFSBoAEw82HQOEynJFAEuIPEAA8HWSjY35SyzAC0npAwEh5rD6kH4FJDOKKCkS/BwxJQCVB+pXnGgFnQcyK86w4pe6D5LQSElaWD0t36Ung9Pb+tcm3+jQfgE2DDRvVSVlZGUtLfyzqdOnXqtq/19upT5Jbr/3G/WfzDOAvwN+MsAb6sgiYVRRoDmxNy7uoaZVr9A1GsZNfrsCAU0rZft1EQyDIM4fLFRtByOGj1PBndjI+fdkBf4UZyShf2H3wFc4WcenZ6XrZbxqDcS5w51wWLKCExrimGUgW1JedpMWwdMeH7ECUiK8/WY8XmtsyY9zpebZLp/PB8Xnn+Mfr3/BKFRYqjMo++0dPxdknE138d7w0KpEOtxXSvNZlSfS2+TQymtCSQrUd/IYKxTCKTj9FjhwqANbzFTLpzkrX3R5l3QqOHYMV0ZEd3sa8d5Ht70fnyV/ifBEpgbxGcsIfs4WAOgvNhcNRDjr7MgfkNx+DnkIKLXzaNWm/Ab+w57OxBV8eazaBXSjDVkhD5HbgfAnU6RK6HeWYH5nfujiiIlHvD+b4Q4geXh8Hu8TD6HOjKoIUfBFvgwDTY/xVoS6yBg+MPwtNb/niEyjxI+N66rnw9JSkwrxaseejO1XM344vNQNv4v2bFihVERETw8MMPU79+fY4cOXJt36hRo277elrDP8Vp/50bOTAtwBfbLt71GvTK+PSbNui4FSoNIu+tPXtX17gXBLQBr2hrrvP1rO0JOx++iJgUB+pgDAE9KS3zY9u2T1m26XtOXuqLNN2INCOP4KQADh18geSk7ixfIGNA9+k41S3nh/3vMPzRcxza8BAuygIO72+DPOIcfUbNonu7bzh6uj9Bwcews9Ox+/ijpOZE4OiSSK4plB1n3uFI2kBcXH+jge834CDg5l7KoJhv6B87mQPM4xzriWcNJ9gAQAuGE8tgQml17xV5N7zxK6FNpnExQoYiLQ//sroY7KwBXvlyaLQdxDPg8SuYCqBJgZHkWh58nzyA18c/RZtJSzhp6kWz2BXIdFCR70lFHT15DQVqfWZdU45ZbMDvjMilvmDWQ3YjkdXbBeo3Os5z/WHjAOAsdP8C+s2BKc4gloEZMDhAj8lw4ntrhHbtFn9eW46bClufgMRVf34spTv4t4bgO6zVfbfji83FbeP/mg8//JCjR4/i6+tLXFwcw4cPZ/r06QwYMADxDorzyqR3/857KqOUubuTeLtXvTu+RpdIb3acz+NoWhG3GEB+Q0I8HP79oPtM+EDrF9oKMNtTmiHj12FQ7xmoI9+K5eJFNtr3pLV+O/NX7aNCG4yoKMZgdqK4shalkgCG93yUrOxIlB4FSGQimCyYDVL8G55l+5rnOLvTxNeb6zP9na9JfGEylpBS7OTnGTLkLTz8L/LjtslsOTmKt8dHWms6G0Qwm8jSRIFZgQE7hjVvA3bZeNhncbKkDb52cvRSM7MZij1qFlJOCC0IYdn9VuntE94CJxdPxj43EYwmjpx7gUVfQL3LoCiH0/Uh+Ago5VCeDTopPBT8G36LfmfezK9IdQtHbq9lw5LnEduDRxIYLtmh6wI+J8z4PrsN2ZddidxejibQifQugJ3AI4MtmPOjcQRyBsGBNtB1DvTxgkQp5FVAox4FnNjkwZ5pIDFBw2Gg/ksEd8PnQF8JB2aAOggCrrwf2TnB0H13rpa7HV9sBtrG/zVmsxlfX18AmjVrxs6dO+nTpw/p6ekI/xQd8g8cSyvmXFZJlch1fWnOO+G3E1nXulfdDWeyyqo8L7tK0WrhZDzUrQuD/DCEteeQ3XYy9lvTrfzLvmKZ8yAea7iMEafWUlsbgJ2igBeG1ef03sGo9TkcbtiBSPtsnOyyMZql6PKU2Mm07F0+giH2c/luzWhGNfuWNDcB84gc3u74LsaJdem1bCtjWjzF2aSOHD3eD4OzA4t3zsUgqpDK9JjVSk6lP86JrDEog/LpH9wNpVSPUqYj2HUfufoA5hqP4uIMQ5lzvzV595SZYPJh2DmH4NXfI+kPmY4gdYKMWvDou+B2Gep2hPRiqHMBVEIwKyufBU/AHYz+SiRFoFWBIgM8dsJrHV5heM5MzgyL4Wvv55EansDOADoVbHtVwsNvQBlwuC9ofCG5A+xoCeG7wdmUyzCdL+17DGLupuV4NYLd74N/c4i+rm2lpgBwgOwjcHnvHwb6brnb8cXm4rbxf42jo+Of1od8fX3ZtWsXa9eu5ezZW3fvFmkMDP/2EHfpVb7GK93q3tX5WkPVCHLscgk/HEipkmtVC59OggHtELduQusQwaVTkRyfBW6e0HikGUQX2jgYiI3XE7grGCly3Cmi8FIjWteajQIDiZJwDl8cQEWeCwqdGXO8SM65YFp6LuVV0yIci0WMRhmFyXV5pNWPODsVkeYawLNt3qN11FKCfE4TGHEcrdqD/l1H8XCXx0ApIpNoifBaTc/WT9LOeyJquYDSLofUog5oBQsmiT0/pH6KozmEUJoDYMHCb3zKu7RBQ8n91e3tYDAw/2AE7xhaYW4/EvcyNZ++EcX7r4Qw7jVrKpJTMThkgpMBjjaC7UMhKViFvaQSVW45aIGTIEuE0vYilQEi/mY4ebEfBw2dGNBqKSt9B5AdLqKTg0sK+MZBuQxKYmDEGHhoIpjNsLYItMVQWu7F/pRJFNCVKfOnEqZZTtzXsP4Z+D7MGlwIsGYIxH9lzZ9v8WrVqeVuxxfbDNrG/zVz5sz5m6vJ0dGRTZs2sWLFilu+zg8HUtDo78KX/Bc2nc0hprbrHZ1bpDGw71LVlQzVGqvuuaqcngPg4jnK/Duz5PcRqMKstZSzdoA+R8/GVU9xqfghfg9qxZasz8gCyg3hYJAgukCezJ0xyT9x/uIjOMasAR04oEMRms5P9sNJfW80OapH+GHgUwyM+p6+Y+YRn1WLr8uGc3RvX2b1iyM0Zh9OLhcgQ2D57jWI9jLMDvaAQHCQPRViPZyNSrrSkS/SzhETMAOjxEBxxpcE6vRkCCm8QjjhNKSEy2gooRQoJRcVLvdVvbfKKvk0jg4HPWY2E4fn+pnsThvNq0+AvxN8MALy64NxAJhzoEUqmNyhacpptkxQUZIcyKAPzqHXqBCLoIvdWSKGHmZ7ST/S5nfiw9xOTCx4jjDZOdq8vAOMELgV8vqByQ1qa8DnGMj2gesJiHSF0L6Q9bvAnrTJqIuKidG70T6oNpeKBmMqgvwk2PEiPLQG+nwLpZehVtt/e9Lb427HF5uBtvF/jUqlIjc3l7CwP1cjiIuLo0WLW+/kVFzFZTHXHM3gmfahd+RaXhmfTkJO1VWlUsprsKOtaStYvA4nEbouA1fhFO673qd04kekTduGsW43LAcVOJrSaTloNUd32+ElHKCW83ZwBe+iQrAvxDt0LqIM9HI7hHAzdjITbvaFtO0/G5mDltcbP8tvDedReljN8rB+dHnka4w6ByrsFGwpaIjSJZUZY+0pk+n5bHcS1qwpgS2a9jwe+DBGs5rDpavQ6ntQKf0UiSjBP7Q3TYN7kCQRkCOSZnbFgg4/qSuvsxw/7s6Lcs8wmVBu2YylJ6gFZ37hDRQ4YA6UovEGVYWZy4Hw7XiY+hNYLkPQGiioD2VtYH8YhHqkY2yigCSROhfh005jaBBxmFi7I1ws9yDy91yOXxzLHEU0gsHanjJpDFR6wSZviFplYlTMz+QcG4ZruYQwGTjXhkJHMJWDe5ArfLaNEmdv3DLB+WtI/N1aThwgpFv1qOZux5ca/J9nw0b1M2HCBJycnP623cnJiQkTJtzSNYo0Bnaez6tSufKvtKu8E/TGKvKzAz3qe9XYXOjrEUQLdVxW4HF8BsKWVSR9k8KWHc/gZdrH+LRCfnzySSTG9QyJaI2L/BiiCIIJUMLBi+PYmfA5Bq0jEo3AkoU/sfKHT4nOP8749uMZ0vJjJnm+z64zHVj687OcWj6MZWunM/Cp2bhEHKeJ10mUfknIZXoqRXimXSgtak9EYtbR1v0dTCYfcvRdmaNvRLhTYySiN1qzNwazBxclWzEhxdP4NN8W7GRJ2Xk+IJlQmt5vld46lxPp9XIc83vUpWlWN5yypTjgimupPfZFZrADTw24pcExZ9gVYDXMG6fAxhbO5AM//jaWng6boJlAWk+BnSc6YqmAvN3+OKUUU2jw4NJjEg6vg2YrAAGEDHimCdSOh8ShFnpnzCNcncC5UZCXDnu+gkc3wPC9MOwkENOZRzwb8Loe9sVB76XQ6/vqVc3dji82A23j/5rc3FyioqL+tj0qKorU1NRbusYPB1Jvu1PUrVB8hyU6Z2xPrDIZDiTdfaDZPeHkAXhjMBRnwg9bCXizM46ORqjTDMmCaYxb/TGizB9R50ljz5+RaU2I2SDmQGlGFM6l6UzzeQ+PDrm0fug9ooI34E8WhRd9UBWW81qrT9lyYBAf//gxuaVhjH9+NOUGFSUVISRr61Je0oht+T05V/gIJYCT+iwWnT0+9rvxlOZwQfMsWosnaYq55JrVKGTZKKQ6RgofYcZItnASzALDpcUMwYn36X2/NXrrbFwC9lD0eB/W+K1Eb4bXLDtpsLGSbBeYPh4WjwWfUjjhB7+2gQojXEyK5cLJrgwukJG3/jG2ZnUh3PUcLrvh80XTWZf4MKrlriR0csHkLqMwriHqdDB4gDLf2p1K6wIVnlAaoODJR/dQVtEAswNYfEDzIQS3gVptIPV32P4ERBogu7612lhQF2vK1f634dTc6lHN3Y4vNhe3jf9rSkpK/nGfVntrRreqArL+yon04js6L9hNSVJh1bwwlOlMzN2VyNu9I6vkelXJ5hgwlEKfSyDUawIjX4WOAyC6FTlfg75cwomfaxEYkIB/y+a4hg4nfksyTcM+BkAwwvBuP5A0MJy9C1szp+QAFTI1xmI5DSQ7Sb8YRqAyEfJgy8JhDHzye74yPIuurhq1qoDVmc+TRQRvNHcjqFYJX57OQCnmMth1I67upxjeKQK14wWKgWD7j/FXzKNSUpcT5R/RzG0AMqGUtXzBUKbRWDqAZ9zBSXGMKZRzkbj7q9zboe9I0JTj3uMVXt+USqG0gDfk4UzdBAGZMPg7ONUQuq+HrQNBoQV9CUhC4/H0PEEzjQmLnYghXklyVDCy18w0OHGes1Ofpm2ZPbnJsOdrKGkILT6Bugeh9iHIrwWLfwGzHF7uBTIkbHgFEp4E/w/gXUc4MRv0xXB5HeQfgaEOMOR16DjUWtXPUAHx00HlCw2fufHj7egMZQnQNwWkt9ls7G7HF5uBtvF/TWxsLAsWLGDs2LF/2r5w4UKaNGlyi1e5tXQsgT+KkyikAgbzzfMg72RdOym/4raNs0Sw1gD/JzaeyeGZDmE1KtWq9DSUnQPF1ZbP9kp46dNr++s/Ddn74HuLA8++s481H36M+lgfzuT6EuCyHRfnFH4+cYQ9j7mQ46VmdfY6Yn5sTv91C6jX7ByIEKhIhAo4erE7H9b/gP06P1wjC5gSN5Xx9gnofdVgEblY1JPLumhklCFaJOiMrqRqBhLr9gUakzdntU/gZrcGb8U2tuYdpcQUg8XijElSQIGQwc/ie/QXXqKOHZjpyGhm04AqjlaqTmqFweszAGjV4xcO8RtSLnOqYR4GtYbVg+BifXhoFXRfDN2Wgy4Uui4Bn2QTR1Xwpfvz9Oq1n/JarpikIhleLsxo7otCB6LR2okKAfKj4dAYcMyDxoeg3fdQ6QEBGSDoROx1Anku8HgReBtg3dtgqbAaupABcP4baB4A0isttxVqGHwY7JzBWA5FR8GrvbX+9tl3QJNkLZKChFv9N/8Tdzu+2Ay0jf9rZsyYwYABA1iyZMm1f5j4+HgMBgNr1qy5pWucy/73nGVnpYzvRjXj403nEUWRZzuEMXV9wk2bWQxq4n9rD3EdLy07ftP9HioFoV5q3ugRwaYzOSRkl/Jy17psOpPNxjM5N3TVpxdrGbc4njmPx9YYI315KUh11naSwpWFuvTVkPkreDaEk6+BRytwaQJys8ih829S/2QOvWUD8ao8AYCf/QFeeHkIj7s2Rm2fw1L5Jvztk5HqLeTpItl9Yhqx9T6jqCyAI729MMnl5I9zZ4rkRWSnStBL1GAQ2JT+Ib0bNQbZWSqkLhgUWXjbzWJ5xk4aun+GXqYg3dgTO0s9ojybILe4YictRgRKLLUJExzJJY2VfM7jTKIfzwPwsRESRPhObn2JelBoQT8OVc4hfF8Kk34EsQRmPAb7msO3b4KDBuodg8DT0GwD5PnJaNt3Pe1y9pCnceVcQDQDTixnSd2xaBTQfSFkREFcD0gaCj5bLZQGSvA/B+EHwVUD8b0hdr1Ah1U6fIIPsHdVOGkHA+BhsF8FQghU/Aa1WoI5A85/AREvW+XNjoXXjTD2A7BMhba/g38fSP8ZKlOhXznIVHemi7sdX2wG2sb/Nd7e3hw4cICdO3dy5swZAHr37k2nTp1u6fyk/Ar2JhbecF+P+t54Odmz+0I+Xw6OJqa2K8ufbnltf8NAF+buSmT1sYwbtoScuT2R8V1uL5L3bGbZP+5rHuzGnMebXDOy16dxxdR25ZkOYQybf4BzuX9/aTicUlylfarvFEMBxLUCt37g0hbCrwyyeUdh96MgM4N8aDkKLpF2IIahrtAqVoKLZwYNVeMoMtQlqfJhwtXLcbU7RZDWHx/hNCIQqEwiXL2eg5deAiRczB2AtqQ2g5q0xCz5ConJhJOYQrDDBh69vI23av0OOiixiyKp7GHcvFbhDOhEFTJBg1SiwddhPa7mvayuyMfRcgAXovGVr0BiFtCZnuIrxQQaCd4s5UM2sohQonnoioFeYIYkEWbJra0pazIWLGRxCf9ECUKvrkR3SmP3MMhzgpA08MmG8y2gzMVa/jOjFxgGgk8uxMaZKFK6opcp6Wr3Cp32deGxdRuYE/0y/mk6YjbZE3hBJG6CAFIRQzMJMpVIo8NgpxHIDYbDj4gY7KDbaiMJ6rZ8v1FOh/kwdjqYBFC4i0iTBfLioOKg1ZMld4LQMbDNDNss0HUAtDwD7lfi8zoeBpPmzo0z3P34YjPQNv6v0el0zJ07l8TERKKiohg9ejQy2a3/W0z69cwNt3uo5Hw4sOFNZ5xuKgVv947kmQ5hrIxPZ86uS5Ro/6jlbRa5rSpeH29I4EaVwCUC9G3ow3v9ov5VniVPtWL093EcT/+zV0AqWMuH3irH0op57ZeTfPpIozvO574RZg2UXQLtYrDkQr4LBDwEZi2Um8EbKN9XQhExABRvFXGSWmiuHIe3bh3epkP8XHiO5LLxNHb+AHdFEqfLJyBaSgh3/hkv5WmSy9vT2G8RZpMjZeWRKE8aqHhbjSBaUOyroE6cmUUt3gUPIAvC/D4j0HEVZhFOWt7FQchCYhQwuehJ1bfDIHWjtuJLtJZgLuvfw2AJJtJ+HFK7jxjHSj7kPAN4kQDCaUGfa8+61w5KRXB+AGbPa5nJAl5m+oWXaZSWRofFYOnxMKqK1bTbKJKvhuaLQZ8P8V2h7gWI7wnR8ZAWCgVT3ZEZLAgmyA04TrxfZ1zsi3g2YQbSwFEU9zAAEfidEsjqhPUDKRdxthOxGOH1JwSWfWrmmEZF7AoJJ/qJ7HpKYPhKsDsC8islsKVmEQc3gfwiuLwBXOpAsxdhnhMEnYA2xVf6WAN2ntavu+Fuxxebgbbxf83IkSORy+W0bduWjRs3cu7cOWbMmHHL53uo/27wHBSw/JlWt2xY3VQKnm4fStMgNwbOOfCnfT8cSOGlrv88iy7SGFgZn47eaGLOnr+nZbUNc2fmYzG3JcuiUc2Imbr1T9vNImxLyCW0vfqm5yflV/DSshOculKqdOS3hzk9pcct3ftWUNYGuTcYS8AlBlzbW7f7toEnMiHjPXAdEkhRz3wMRjV2BjskSHEr3wUmUIoFhLEZnXEYZwsX09HFHaNRTbbhCbwKtrKp7mA85IdRXNDSRj4ZveDIgqEjOR4bzjsfzkd0qWRFl6eg0gC6Cnwbfkd9xZtYTAJGmUiJGE24dCoaaQhy6VGOsQyJkEeUsi9GSxCOxhQ8ZfOQSowYgQLa8C5T6EsmKcTThK4osEYi+QrWr+tZySccYT3vswF77mJqVwXsYhlr+Jx3WUMdYgmlMY69R5A8Pp5k02GWhK/i8U+g9zJYMh4iDsO3H0G5GzxZFxJawEvLwSMV3u2pJC6mMc7aHKK3LcMiynl2wSy+nDqaheXPclGxAGQWGp0w0/q4hN+eEvgwzoxrkZFG+xTsGixQ5mvmVH8zU4Ye54sxsZzpIeBQW0A4IkOUgKMFnFUCTVZAuQ58O0HaV1B+Ehq2BrtOVHle092OLzYDbeP/moSEBE6fPg3A6NGjadas2W2dH5/250hruQD73uh6R2u1MbVdcXeQUVj5R1T4xlNZNzTQVw1zUl4FK45m3PB6Mgn8NObWi61cxU2lYPaQaF5YduJP253sbz5c7DqfxxPfH/lTl65y/a1397pV2ieAaAK7Kw0PLHpIGAcVx8BwAWp/Ai7enmgyRMBA0MBkZJ0nk+00mqSxe2knG0i66RxKUYegU5MrDuaCeSbJPEuq8gg9Dg7nkHEljRXPodBb+PTlp7hUtzZT3v4JhfQ8elMDkLqBayo6aR65QJEkhnpbWmFp7UOcbis6wROJQzFaSziIweQyEhfJHnLtIshnEr0IYSTFvE4gRpqwDRkyTBxmPZ0Y+o/PHs8GzrCHcoruu4E+zU4uEU8uaTSgLbM5BsDET5UcQ08J0MgLntgBRd7AaHjudcgOgKVPwysPu3K4hzsKQwYyvSNyUnhocyv09naAlBJ1AK2/NTB18Czq7/IBRwmCg8iYCVLcsg3MmyajzENObpgOnZM9cq2W/Dr/a+/Ow6OqzgeOf++syUz2PWQhIewQghAWWYSAKIviitYVrNalasVatVqsP6t1qVpxqSCiFFvrQpVKUbRsIsgadoksCQkEQvZ9ZjLr/f0xSdgSSMgKvJ/n4SEzc+/NmUvIO+ec95xXS+mkfzP1zwfZH3sDjvUGQgDzRA8xA7Q4CiDv39DnHW9PudtjEHktmLt7E8NaW0t/v0iAFhc1vV5f/3Vzhp7qhJr1HC2vqX/87W/HtCiR6vMHRjL+9TX1j/cXWbn+3XW8Om0gSeHe3mupxcED/0xnU3YZxjP8Uvn8vnPf8f/qgTH85bu95JYdf29PLf6J7BIrNw+JY0VGAdNS4wgxGyi1OJj7fRbz1h485+/XHIaQ41+rbvixL9gOgiEcfKJA0UH/p0vJeNhO6HALPb/oA/RhWyD41iQAYUTzD7bzKQbXCqLURThIREcug7/dTL7mGSLVHeTZXyWc/7L88t9TGBlFUFlvglzv49aZKfa8iFH9mBHfBLBtyAICwl9mz/Byumd/R0bv/rg1ZqxKEtGaF9BhIZjv0HGEJB7AyDG+4iuCGMk/CWIRn3IJpexhDZcy9Yzv/Tm+popSwolry1vcJA/wDjfyJNF0O/7kgUPMuklH0Z/e49urj/LBQ39CXwO/+JsvYYc8vPG2nZidsDsFIndbqAxwsm+sD4fMGhKPGXBErGLUmin0/rkQfekgjiXUsPUaJzsvLwYlgJ3jSnARQ+p/Nbz3ehmoKjFZmYz75yHWDryc/Zd6iDLHkLh1EikBCmH/0KDqVKLiNfR8CX7sD5Y90O0Z8OniTTD069F296ilv18kQIuL2s6dO+t3+lFVFZvNRkBAAKqqoigKlZWNJ10BDO8Wzq6jVYA3WNcF0XOVFO6HVvEOKdfZdriCibPXEGIyEupnpNzqIK/CGzjtjSyPmjW5d4vnfv/+y2EnfVgAmPfDQRauz8buUnlr1QFiAn3ILbViczW/NGdrUD3gqgTfXjB0NWgMsCcNXOUmcIdQtMlBzhsQ/yDYK8FBH2qIwod8glmDW/VHq1RjwEEeL1PDHmo8I4jmL0A+fgThd6Q3cUcsZHcbyazfbuCfd+3GNmQ8PuzC4L6dX87tyhuzHiA6YB67+k/BzkD82QhUUaGk0p2nOMYkVJx04R1qCMROFAewkEwYydwMwHU8cNb364O5w3vOdXToTw7OAHlF+Ow4StxaK3dd/QwfOv5EYAH8+nc6fh7ios9mhZTv4hi6uJwfx8Uw584b4K084AcsvgY+iX4Xm/0S1s94nYlvpqGoCmumZuHyURi0Mo+Xp3WlJMLBTyOt6J1OnOYqXnv6H1z71U4eeyISrTaFwnUPYvilD7+ogh8dEHMv9HnX27xB34A9zxuc20NLf79IgBYXNbe7ZUOw949NIv1QKdsOlzMluXX+1yeEmcgqsp70nNMNBVV2CqrsZz1fp8A9l7U827qxDxv22mBssbvZX9j4MrH2oNHD2Hy8Wz9qwLoXLFvBd4AP3d+wk/OokZLnIHYG9DZ9xBHrJH7ka0LJwhnUi2rrjXgc3fBgw4iZGkZgYD9OQjByDPCOhiiodD1o5bXHd1EUqmLlRizcSWb8Z/xwaTDhPI+NWCJ5Cxfx5PEHNNhJ4B4q0eAEVBJQASvxuAnEShEf8Sl38ATKuSyy7YR+GHOU4rwb6BLZBw1r0akm8uKtXJZXhc6l8M41kaj2aKbuOMzDz14KBOGmlB0DUwkv9MEWvJ3xO3IYsMuPq98oxUMYnwyKICbXzAtvlmKu0lLs7+bNj4+AB0DHrOevY93IXsy5rxu2ACc7RusZ5zrIW92iGV/jW5/0BeAb7/3TXlr6+0W2+hSiBULMBuZPH8JTk3ozc0LPVrmmo4W90Z6RLevFn6hfdMuuFeanP/tBLeCxAao3OOe8DrvuAF0fsO+CY7OMREwGrKA6IP7BeIyaKmyEcYTRaMvziXZ8Rjz/RzdeRKEGPTnE8DzF3EMBD6NSDlSgYMGpjyOn2yU88ZoZb+C2sTtlCKVhbpxKGHaSCGU9ZrYAFXgwoiOfHBZSxiQq6csu1nKATxlONetx8RJfcA/pbXqP2tOHxx5G/4e3eTVjKncxjt77Y0GBe17pwvO/TOQfv1JxK7eRuD+GwRsjgK1oSGHwDn88Og+GQ48RezCAHYNMrJp8mNVXHSQvwUJ5qJvvb6rB5menBkhebqqNXk4yesfy+uNXYPNzgasUd4KNnT52tqcq5LytnnFu2V3VPvflXEmAFqKF6rKwW2sTjzd/cUmLzh/Vo4VrQ06wt4VVsSb3b7uxRE817A+GnwPg6EtQMBcq08FaBFpAtUD083BJtTfzu3S5H2M8VxLN/1CAILZiYRABrCGI7wjiA5KYgRYfYnmTRJ5DQQ+MQeUqXn1M4VB8NbsHHADPEhS2oecD9HyBg0JsBLOfX3GUu4BAjCymmAnoyEPBjpM4InmCcF4kiy8xU8gxJvMpKnY6cUnPJnqFRxn1vyiuXhDMHa9EYwUunVfBG5PjuHxRICO/8+dwfALR+X0J2teVP/5xA1ZfBZdioMIvhMFbDvHxU68TklcGqp0/z9lMz8yf+cfvv+DK3FVU+R3hnh9XsGpGObsnWDGVK6DaUfUuggpV3n3axA3zg/l6ioWkCgOfPJzDkj2llCxpuL1VX8H+ACh7r11vU7NIgBaik2nJ3LGPVuH+sd3PfmATJUW0bL5z+siE1mlIQ/SgjQGXDQrmgzsTIiZ6NzOJegu6LgD/QZD/OuQ+DRX7BpOt/I1+PEcUNkqZjgJsYjE/8B1RLMJIEXr8CCQQX5y46AZsRmEPiYf2snRyIBsurWL8qoOAFQU7Hsy4icBFJHAAO2Ho2IqZ59HzGYlcSTivYuIHfClAyxECeZGuXIOOblipIZuaM7/XTi6dH/gHs3nn1i04772Z5C3+OFzQ9YCBUf/zY814Iz8NjOTuN4eTF1nGvt4HiT0SSGa3m9Gqkbx330Gs5ijmPP0FO8euIbA8hiVJvyIkazybxlkx2txoPE5y+htxRNRw1XwzNT75oBQx5EA5T//5e+bfuJq0z40suTWGVxNCWDm9kH9ffYycRxtuszYctJGga/6Gfe1G5qCFuID8695LW3U7zjm3p56WKNYcTVk7fa40RuiRBTVZUPpf0Jgg4m7vsKUukPqNz/P+6F2WFYyCmwkc0I3BYHCBVUOVYSixjmAqUXAzGAeD0LIJhXgUlqIlAO8+Xj7c8Uk3fvlhMQUxxRRFg+Jw4zCMBfSUoaBhJ77k4aY/3o2bPWhxc5iXMfElCtvJ4mkghDA86LmKa1nBdN6mJ76soZxwiuhBAnradmqgtQURShhR3HjoWkb+bQ4Re6yoWrjt61x8ahS2dr2FkBI7CsM50C2COXdPZ/SPkVT5BZOdUMifZ9moMXvQqRloXfuYf+01GFwKlQF25k0dwfLJQXw3bTeVoVEc6V6F1pXHVWUBLInOZ3ePctLf6I2q0ZDwTQH3e3rhIZDXSGTswQi6vtxwm00joGd++96n5pIetBCd0MR+Td+1q46GlvW+G5IU7keY+dyCxYCYAKaltv1yoKpNkPMoWLaBRgv6ICi4GQ4a4EAk+I+prXPQDVQ/BY/LSPDNZmJuriTecYgAFGJw4UMuetagJQ8VP9w8hcpUYCgeerA92cOnN1dhrLySHrv7c/8cLXjigRp8+RGjWkY1D4JqA1x4CKEGX9z446AvFq4DTITwLj6sxY+3yGcTownkM4oYyy5SeZU/8lib37PW1p1+LF+7hBfj5lKkLSIjxcKdn8Tyysw0/EtMhJT8AoVf4FS+I/Ggni5HRvLBjExiDt/DfXM+pDJoAJH5/qzts52PJy3D7j+WRDQUXFJOv/VDWXR/KTZTJHj20XWvhbXX5BLyDy2oeuxoeEATyy+J4Q+OWLQm+IB8/lh5GPtvjeTM7Oi7c+4kQAvRCb14/YBmnzM0sXWDc50hCSFnP6gBab0j2qW4RtAVYLoECt6DqtoqjRo/QAfuSugyw5vSpT8IPhbvBie2QjBe7Ye+TxZOPLjR4SEWiEIlBA/HUMjEShgQhkIILkMmwzaGcNU3PXj2+WgmrAoEzQBgCBoCsSv9ic86SEjJOmA75dxPKa8Bn+MkEahG4Rhl3EIhjxHILbxHOp9RyBD8GI8v/ShmJGPb/J61BV3Pblz+YxxWN1hdcNObXZj+joHFl9+AghmVJPb26Unvn1+mOCiJ/jtu4R93TuK2f3XBvzKc0pAEQvOjGblyFHZPARm9ihixpit3r1iGX+UBVG0+aLQ89f5/mPG2H/94NJu7v4knjRBKqeaJJfG89l4ew/M20B9f0vwDMbxkp+trHX1nzp0McQtxgThxw5TW9HN+81Nd9RqYOrB9Jvf0YRB1Pxz5M2gDwJUHER9C+AdQdB8U/xZ89KDtB+ZREPAuqF/D0TUuTNbrUFEJpgQNT+LN2H4LLenYuRoL3XGSS7BmG0O2RvLZZ/5od+3nxetL+OvjP2KqsmH3j8HCHcBWjnU5QlDFCCAWeB0Ix01fDLxLJHpU9Bzhzzjoz16MvEA+cznGZ/RhBUOAL8/5PnhQ0XTgci0lMpS/F6zk7WcmMXfmYZ55bT9P/CmNMStuwK7ZyuIborjl84VAJavH/ERJhJMRmyu58x+JxP/cl+LwqbgUcAKXr0zmowe28c3f1lMZXIZbq2Po9xq2TtDw9aPh7Bphw63zJe1Sf5aSzzrKMA4188nUfMCGGw9Llf7w++Pt6+j7cy6kBy1EJ7QoPbfZ56T1imiDlsBfbxrY7HOcHu/8c3uJuhdSD0H1X+BQDNi3erdurP4UPMWgdYJqBdvXoPWoaFH57oZDmD06PKYizHyOhiV42IeTcTi4Fr3PDwTwPf7mXXDTlUA8EfOCCdoMv53dj/ACf2z+P6DBABwAfKnxCSQ/aimo82tbZgRK0KqVGAqCOcITaLBiwsjPXMN9RPMg0Ywn6KzvUUUlkypUTl+Gl4MFH/7Nr9naeje1GVRU/shjLIhbwsNVL5Ef6mTd6HI+nO7i3fu+wejpQsLh/QSVacHTkxVX7OC1P3zBH59zUsHT9N81nl98s4vsHmUc6paPn0NPt8NhbBhfTK9dJtJDbueKJTHY1SM8dV8l25KdoDjoHxLAbkZziHHMjOrC/USxjiGMIZQjWLHi3TY3kyqM/JtHOXM51s5GetBCdELTUuN474csShsoQ9kQvVZptXXYpxrUNZgQk47SE/YIP5uEUFO7zD+fymcE2NNBG+19HL8fPE4o7QOG/S5saCnH+4uve2YA6cOPMDBjJ2DAA2g4ghY3enygphc6NkLqAPj0cyCI4pCuqHhYOCMHhzEaFQsKO/EnkCpsaJRcNBzEpfQCRgNVqLjQKGa0ShZhRWWMDU/iO2oYwD8pw83zDCW0CUlhfyOTh9nO3xnKdBJOek2Lgh86zB30K91CNXP4K9E1Idz9t2f5E0+CUswf/7qAxberXL84hsh8Pdbg/ejUQrofuImMw/uwmUqxBR7jh0udDNyg5davX8Fk0RJQGcjB3i78KsJYfZWTOzZ+Qkl/hR774fKV+axKM9Kv7zBSOD6tE4WROXj/DxzCQgJfM44IVjIWLQrmDrw/5+r8aq0QF4kQs4FF949gwl/X4GnCviUhJkObzvc+N7X/acUzGpMQauKDGUPaZf7ZngFlc6Hic+jyPgTc4/1TRxfl/Tt8I9QkazEAHtwYURn3Yzh6VqEhFpVSNOxEZTQqNhQqgBjgMtStG0AJgBgXnz6yn4ce95CcPJbRQbv4FhsOnEwhjMUU4aE/YAf6ABVAMFBFBRPRakMpDa1mMfNwcwPgwogBH7Ts4ieC8SPulMB7oksIJplA+hFw2mtxmCjluta5qefAD3/WPPhfQr5049ZcwgPvbkSnbsTXcSMLZ2Rz46LN/P7lS+m7KxY3esLLD3Es3o7itvPSc2/yt0fyMVUZsPp7qAi3cUwtRXHH4wxwgVLFtpRqkrfEsXuYkV77QzC4XHxB2mntcOBGg0IoBkYSypV4fwAS8aO8A+/PuZIALUQnFWwyYNSCrQkd11duaH5SWXN81owh97/eNLDFe5I3VeEfoPo/3q8dH0PpVNDcAUEfnXyctj/oHlFxf+JBX+0Aqw8a8lGIQ8WBQgAqSUAoCm7QmcBlAJwo1XbAQHl3fx763fXYZ1Rxtb+Jq1NUvhlgZMo/vuY7MgEX3p64GYgD9IADb5Vqf0pDiwEtRsxYWc1f+CX3MZahfM7jaOjO2xxgE+DNAZ9DFmlE0J9AAEYSxi6ubOtbes7iV5jxy9ejUgLo8RDOTf+6DSc7+frqzYxfPRntYzF8n7aFMT9EEvcrI79+92vyosG/ykiVnwu9XYPTEAqKHlWr9W4Rh4vgYi2jv47ncK9CDvUJY26Paad9/6NY6cFXJGAmg6msY3y734PWJnPQQnRSi9JzmxScAbbnlrdpW/pGBzb52LdXHWjDlpws4mWIfBt6lIBvbSU/97GGj9XfpaAt1IDV+0tfoRTwQUGLShIK41Fq997GpcK4GhjmImNgCCm7X2LHzaGwthyjyQwuDxX5Rfz5ke1oyMNKGd5c8Ry8m0QfBgoAN+Bb+7cGMGKlH2ayeJkMZvE9+8hHi5MbOR50NlLCb9jO79jR6ves1Tk9cMnPePJ02HW22t3XEqg2DaMk1MiQLbG88thl+NYYiM1NZMo3I3jmuZ85FKfHrXeyO+UYOkcxl20IQzU6QCnHUGXn/te6AxUo7nzsftt4908/UhFQze4eNYxkCWvJYxcF9XPyC8jGhhvOs0SwM5EALUQnNS01jqgAYxOPbttqUvePTcLPqD3rcXHBvsy6qm+btuVExl4Q8hDoQsD0WwiqhpDvGjtYxXufFHTY0RAHHEYlBAUNYMXbCzYBZbCqDDYF06fkShYGrWDsA264/CcIOwpaHcsO9WN9aiEeQjCxH9gPDAZ6AZXAOmAlsAKoxtubBjCTykRKyWcPx/gnw9jEcF7id/VNHU4ob3EJrzGwtW9Z61ltgWEHYfpe2HGIgGo7Rlch4EDBQIA1jvCiQi7ZMZQqczA19GBv3yNc9mNfnlg4mlXjCll92Vwq/Z2UhZZz17wYXFQCATj8fRjxeH98VA+q1sFoUxrgAAW6eYJIIoiFbCWFuSxlPwD3ksRfSGUdV3TkXWlVEqCF6KRCzAau6Bd11uPuHZ3I9BGJbd6Wyf3P3BZfncLffzm03Ya3G6Ix146KnkK1qqB1oelmQ4MHcKJQiDdgVwLZQAne3m813t5wFa6Qcrr9fAepMdfz1rztMCoW+ulBB119YgE/BtObf7MWGAhYa9PQDgAqGrrVPn8YOAL8CGxiTe1w+GoOcDufMZR3uZsvcOHGjQcdGh6mR/3wdqf0gxU2F8MnRXjQoqKhRtcPu0aDhxygBrPVQ2lwGSk7x6DHyfIJu/jVvHd55YUv0XjKee6P8ynsUshVS/ry2U1H0KAHcoEq7uQD3IoZHVF8xyEM1FCmzOR1zXh6omUiSYwkjv54Vy9E4MPj9CaEpn6o7fwkQAvRiQWbzpzdq6/de7s9ErKig0xnfN3mUlmy42ibt+NM3F+5cb978ryA6lRxhTtxJ9vQHdyIW2cBbS5wBAUrCkeAUlQKgDwY7Ad/7g+TyiHka2y+DjQKrPlVAaxMgC1RoFO4lEQG42Qr3xOAi2MsZBV/Zjkv408Q4IMfLqAY73B3FdSmqUXiIpCtJOILxOAhgA/ZyaX8hRAexsLZy4p2KLsbVm4FgwPQoMGAggOjq4jq2yvRUMaPw79FReU3sx/jx3t/4n9Xb+A/163gg1+uJOmnBNZftpqS8ZBY0IfdAxS+nbyOWMx4PyQdBTSolNOTCEDBgJb7+JZ/sptlHCQcP9bxSxIJphIHffknv+WHDr0trU0CtBCd2NSBMQT4NJ7L6XSr57Rm+lxMH5FAXLDvWY7qgPk/VYXtVrB78NzvxvOgB7XqhCF/LSgGF4q9AEV7GB/Xf9G6y1Hw4M2TdUBYEsroS4Cu8JMZ/lAEVhu6o1Ucq/oeO5v4gr+wlxyu43fsJYdMDrGV7hgYzWCSiSKINJJJYzD3MwPwoZJCJpGCP91q743CL5lCAWVU0AU3IUwmFAhjAv2IxY8QzJ1/Qw2LC9YVQIwV74cOX8CEgonQQ4EcTKwh6eBINCSy4J1fcPkjA3j4yz9SFAWj1l3GzI9vw8cVxq/zp7B01JNU+SlAX3wxAnYMdAV8cWHkVcbzHOOZxiA+Zy/X0ovNTOcyji/js+JkL2VkUNYht6OtSBa3EJ3YiowCKmtcaBVwNzDN3J7rjUPMBib1j2be2oOnvTaxXyS9ogKYPiKhXdpykq8r4epsmBmGdnEXKALF/3iAUzQKuq918IYCD06BLSo84cbbS6sCHGCKgrUmeCkWJuqgRoWhD4HLg2I4/mvyOzbwH75nLIOZwbWYHWbGfReJj1oIU+Prj5vJLWSRy0pyWMbnQAAQARi4jdF8RQYlVDAZhaMcBrbwHgtJpO3Kc7aqECNkTIWphyEWNkdVURaUwZUrYuFICAkB8ag5FexMySdlcxjvvDOfSWMmsPjGNbz459sYsjyOMTeP5MsrN/DAgY/xcYYABjIpB4Jx1OZUPM5lXEl3JtOTKuz8gn5cTuJpH2CiMFPBffheYCHtwno3QlxgpqXGsfFgCav3FZ32Wlywb7utN65z/9gkdh4pZ1N26UnPR/j7YDKcPYmsTQzwhcvMMCUQzfAGBgW/zIXfbYevLvNOMz+xG7CccEAAjCqEuL4wwwRRJ7wPw8nXe4Ab6Uc3LivpjeGttVTF3IFy3zb498mfnroQzhe8ylp+Jo3bcAPg5FK6MY7+3EIK77CCdDL4kdlUYiG0M883n2pdAYz+ETRRoNNBYh7XL55PUfizmLIO4b7eD+3OTLoc0VER5cu8e3dij9dyRF3F3qP/5e8zljPwsn48qNzIXbxLmn4Ag38wsjz9KzbNDCNO05U0+nIvo+u/pT9GrqBbo03yp/3+H7QXCdBCdGIhZgOv3zSQheuzKbM42ZJdzNEKOxP7RfL7yX3bNTjXtWfO7YMZ85dVVNnd9c+v3ldIbpkNq8PFoxN6tWubiDfAmh6nP+9R4ZpNUFwN2RY4aoVLwmB8EBxwwWEH3mHnn+BfB+H7X0PUmWtpG9BzOcPgi03wp5UoT40F952gaXhIejR9cLENDx6WspHxDALgCa7hAAd5ltvRoyOUQBy4qKaGEDouya5Bc4/BDgv8LQm0te8zwsebOu/ygAeGrg3E4v8C+LugxoU7pISi9al0GbEbz2MR/GvALELwBxR6L7uC3joFTN5krhX8n/eaD7/BxF3B2K9+GGOPaBw4eYg5TOASrmF4h7z1jiZz0EKcB0wGHTMn9OTaQXFU1rgoqnac/aQ2EmI2cN0lxwthBPhqT9gHvBPNndo9sKwIClUovA4mdoFIA6xIhkNpkDMGJkQD4TCwBwxoxvDyrQPhb9fCzNEnBed8SpjDl1g5uXCJBg1TGYEZHwA+4hu+4wN+xaP1x0zlLUJ5hCN4RycWs489nD5y0u7eOArv5UPpCcl3PQMhczhsHABlg+HXMYATHuwC1xUx4O0X6HHpVTgKp6D5yyD605Uu1FZFi/eBLkZUVD7mO3biXTd/bOGV3PbPKq7v/ikAB8nnb3zNSyyq/7aV2FnALio7exJdK5EetBCd3KL0XF5atpcSi4OMvAqGJQazel8Rj32+g9dvGtjuvWiAmRN64aPXknGsiueu6UewyUBMsG+H7L/dKF8tHJ0APloIbCAbvqsPfN4HdsTBmEBvdY2m8jPCry8lh3zeZxGPcj1hBPIK/2Q2n2HCh+lMbvT06VzBXN7iZibWPzeERPKpJABfDlLG9XxJMuHs4p5Gr9MulveHYheEn3IPu/p4/wC80w8eTYBuZtAMYgib6UI+unA/GvvQdoBcbuc5UujOOzzBdwO3sntgGNfhXTLYmzhW8AI9TpiXn8cOHmcVJdj4HcPa4M12LhKghejk6oLeD/uL+DGrhFHdw0jrFc7qfUUsSs/lvjFJ7d6mELOBp6ecvCFJR7TjrCJ9zvx6kA7GBp3z5eezjBf5hK5EcC9TeJgbCcDMNSfMnTYklmhyT6k89TzX8XztftF++PAClzGE6HNuW6uJ94H4sxyjKND9+ND8x8w562W7E8trPMQQ+vAE77OBn9nJXAacMM88/pSNWn5BH/Kp5hf0ac47OG9JgBaikwsxG7hvTBKX943khaUZzLqqL8EmA4vScztXj/UiNJPr6Uokt9YWbuhGDM+1Qo9Xg8IfGNni63RmGjQ8xq0AfEAo28kkmTNvuBNLAK9dAHtsN5UEaCHOE0nhfiy4a2j9407ZY73IhBHIr84wlC2apg/x9DlrN/3iI0liQgghRCekqKratrvsC3EBCgsLIyEhoaObcV7JycmhuLj4nM6V+918LbnfIPf8XLT0np9KArQQQgjRCckQtxBCCNEJSYAWQgghOiEJ0EIIIUQnJAFaiPPU7NmzsVqt9Y8nT55MeXl5xzVICNGqJElMiPNUQkIC6enphIWFdXRThBBtQHrQQpwHLBYLU6ZMISUlhf79+/Pcc8+Rl5dHWloaaWneXawSEhIoLi4mJyeH3r17M2PGDHr27Mltt93GihUrGDlyJD169GDz5s0d/G6EEE0hPWghzgNffPEF3377Le+//z4AFRUVpKSknNSDrutRV1dX0717d7Zv306/fv0YMmQIKSkpfPDBByxZsoQFCxbwn//8pwPfjRCiKaQHLcR5IDk5meXLl/Pkk0+ydu1aAgMDz3h8YmIiycnJaDQa+vXrx/jx41EUheTkZHJyctqn0UKIFpG9uIU4D/Ts2ZNt27bxzTffMGvWLMaPP3PBAKPRWP+1RqOpf6zRaHC5XI2dJoToRCRAC3EeyMvLIyQkhNtvv52goCDmz5+Pv78/VVVVkiQmxAVKArQQ54Hdu3fz+OOPo9Fo0Ov1zJkzhw0bNjBx4kS6dOnC6tWrO7qJQohWJkliQgghRCckSWJCCCFEJyRD3EKITk9KHzaflJtsf61dblICtBCi06tb4y2aLjU1tUXnyz1vvpbe81PJELcQQjRRqcXBe2uyKLU4OropohnKcDCJH/icwx3dlGaRAC2EEE20KD2Xl5btZVF6bkc3RTRDFtV8Sz6fcX79u8kQtxBCNNG01LiT/hbnh1RC2MEVJGHu6KY0iwRoIYRoohCzgfvGJHV0M8Q5SCGoo5vQbDLELYQQQnRCEqCFEEKITkgCtBBCiGaroIgNfIUHT0c35YIlAVoIcVFrztIpWWZ13Fx+w/Ncy3aWd3RTTuPAzb1sYdF5tqzqVJIkJoS4qNUtnQLOmgDWnGMvdFP5DSYC6M3wjm7KaQ5h5X2y2UkF04jv6OacMwnQQoiLWnOWTskyq+P6cCl9uLSjm9GgHvjzA2l0O8+WVZ1KArQQ4qLWnKVTsszq/DGa8I5uQovJHLQQQojzgopKARZUGq6S7D6HhLUKFRa6wNIJCy9LgBZCiCYotTh4Y/l+3li+76QkMUkcaz8fsZso3mIhu0977TMOo+PfLOHoSc+rKqQfA7ur4Wu+7YIZTvjQ3RYtbhkJ0EKIi5Y36O7jjeX7zxpgF6Xn8ubKA7y5MvOkvbgb2p/7YgjaO/mE3Syqf7yMN3mEODJOyeoup5BjZLXK9+xGMAkE0q2BXcF80eKHDh+0Jz2/eD8M+Tv8cW3D17xdCzO1cIO24dc7ksxBCyEuSllF1cz4cDO5ZTYAbA43T0/p0+jx01LjsDrcgHpSklhDiWMXera3ExsfcSsK8Coe7Fj4gsdRcfID79OXCfXH3k0sLpy8zR7i6duk66uozOcHBhDHMLrVPz+aOLL5dYPnTCWGKq4/7flLIiEtHiY38s+QoIE3DE1qVruTAC2EuCi9sDSjPjgD7DxSzntrspiWGkeI+fhv7Kyial5YmsGsq/ry6ISep12nocSxCz3bW4cP3RiJL0FUkUs+OWhxArCS1dxDDTp8qKKIEKKooBTzWfbCduHmGRaTRm8SCedePmIAsezkuRa1NTEIVt3m/fqQBza74UYdKEqLLtsuZIhbCHHRKbU4CPcz4u+jJT7YF6NOISrA2GApyReWZrB6XxH3fpReP2R94hB2Q8PkdUH7xEB/IVFQeJB19KAvC+iKEQf38iUZhFGJiXvwZSXPcC/JlJDLI/yVb/mQ2TzQaILXAQp4mWXMYjHdiWAedzKP6WzkMDfxL45SccY2OXDXX3sZpej4gUUUnXTMjVVwUzH8vaZ17kNbkx60EOKisyg9l8+3HgHAYrfhUWHb4XLSeoVzed9IwBuEF6Xn8vC4HmQXW8gqsvDAP9MZ3i0UgDdXZtZfr+5rk0F7QQ5pNyaaYYTSn0z28AnPUk0FoRgpBNJJp4wyQohmIDfwFv2xkM8veAwrJp5gLv/HDPrXDmH3JpqveJi+RKOg8CvGkE0pL7CaRexhI0c4zBMNtqMQK7EsIAQzU+nN9fREQeHUTvIIIF0FbSfM2G6I9KCFEBedaalxTOznDcSe2l/W/kYtq/cVsSKjgFKLg8c+38FLy/ayJaeUK/pFAbApu4w3V2by1Y487ry0K1aHi8v7RvLI+O48Mr7HBTuk3Zju3MDt7MaOGysVdAUcOPgZE4v5lh5EkIiOPH7iFh4iCJjPr/iYuXzBDyxhff21FBSmMpDueP9d9lFEN14nlwp6EcZgugDwGhuJ5x2yKa8/14CWAHwowM7XHMWNjkD82c7JqduzAyAnAu40tfGNaSXSgxZCXHTKrA5W/Fx40nMZ+dWM6h7KtNQ4FqXnsnpfEWm9wpmWGsfc749nIfvoNeSUWKnclUepxcnWQ2UM7hrC9BEJAA3OY1/oJvNbNvNPdrAdP0KIwIyBowRyhBhgNmPpxtVogN1sxM73fM2PjGNwo9eMwp8RxDGVPoRh5hjVzGcHT7MRJzbKqCGx9tg1hUa66dMoCT5EsK0Ht2oKqDRWMkeFrY5obtO7iNHAOEVH1/Mo6p1HTRVCiNbx9Je7cHlOH+c8WGRh7veZTOwfTVqvcKZfmsDD/9qGzeldJKtVoMbpIdikp9TiJDbIl3WZJazLLGHprjzG945g3tps4MLM3m7MRpbwFTtwAimUsBuwEUI/iggDnMBWvmE/8Bxv4YOO8YyoP/979nKMCv7EZ6SSxEIeoJpqNvI1IRSxlLpJY390+NGDWDLQMomt/B+RPGN1UuJR0NcMYk+5L37ouLGPge6uKF72wEq3E5fi4KgaQBfNeZAdVksCtBDiouN0NzwJmVdRw7y12ew8Us6m7DIOl1rJKrIAYNCAw+MN0naXN2BX2LxJYTqNQlaRBYcrn0fGd2dIQgh3LdjMrKv6khTu1z5vqoOU8jPb+BX9UCkHtgAmaohFoQg4CCQBfrjpg56RXAe1yVxbyMCBi+t5nzKsgI29FHEZfbmewfiQzFKqMH92G468ePo/tJTt+nKqUHiarRQSz68t5dDVDh4fnMeqofsx9PlDudfelTEGlcs1Kl95tLxt8+EPKCw4T4a3QQK0EOIi1L9LANsOlzf6+qESK8MSQ4gKMHCoxIrLo9ZvIulWwerwPqqyuzFqFey1AT+3zMbGg6V8tSOPnBIrkMGCu4a27ZvpYNUcxUkhE0jlME72sBM/LIQA+cBQwAgUAHZ68giXcoxs/ksV43iYamy8y/Okk00eR1jBDvoQRSgB+BCODRtUhKKtCORypSvHACtGKqkESoFAYuwmjhoV8AuCL/tRZlD42zj41FjOh1or2zSRGF067jjPZh0kQAshLirbDpWxePvRMx6TX2knv9Je/1ijgKuRbZ4VRcVHp6Gm9oBN2aUAJIWbmXVV0zbmOJ91YRTRDCSMXvjwMX2AfUAV4A/kAiagEHiS/+M9nkSLEQ8qr/Br5vI1z/MvjmEljW6AyiReoRtJlFIFgGXGfPAE8qquBpNTh1UfitZjxK0pBHMlR6tSwFgDQUCQByVZx1fAEx4dMRoNEYrCq74dcXdaRrK4hRAXlfs+SqfKfuaNl02Gk+cpG5iurlfjoj441zFoFQbHBxFsavsuW0dsK1pNFmVsxUY+u/k/StjFv1nOHuB2IBIDLkALWIAavPPQL3ArFRzFipY7eB4jZnZzkGNkEYGF7WTjooJqitnF0dorVMG+XqBT0NiN3LqgAAD30VBwmEHVguIEmwd2B4FGwU8D1+ngz4o/R4gmhk64j2cTSA9aCHFRKa9xnvUYq6NlC2UdbpXPtx4lOsiEyaBt06zujthWdC1p2MilJ8+xj1cI4EYW8W9MGJhKJGUUcyfeXnMOUIw3QGvwEIwTKyF8wRq+Zh8QCugIQE8RGsAP6A1ODeirAdD3zcGpMaM6tfzjjhBwuCFGwds3d4CfFYoTwEcLvTxU+Wq5zwC68ycfrEHSgxZCXDRKLQ6CfPRNOlbXgt+OGuCalChAbXB3stY0LTWOpyb1btc12D35Pd15lO48yCDeZjf9qSQeA324Fn9KsPEXYBvgC4TjvSda3PgByRxjPOOowQq4AQP5+PO/6lfBFQsYvf8AqhGII1xrxKjYiDYasPsosOxG0MSAOwI8saD6gB7o4YEwD+MNdkbrml96srORAC2EuGgsXJ9NUROHghubc24KD7BqbxH78isJNunpFel/7hc7i47YVjSJXzOAv+JDKD15iKuYiIqWEcTyIPuIB7SEkQwcA6rx9qItQAQQiIaV/AcdB4ES4BjV1eUMU2ZBVjjYraBUgKID1UAeh7B7VPJcWqjRQWEgbIqG3FhQ48HTDfwc4FRBW8ZKeyULlLJ2ux9tRQK0EOKikFVUzZfbzpwc1pqq7G6+3VNImdXJs0v2tNv3bU8qbjK5jyS28hOXcg/JZKOwDwUDxXwM7AQygeuBrfjxNwJYQTSQgItYEr+/D/Iiwa8STE7o5QGjESojoLg7KBpQw8AaBQYbHB4NA8rhcCj8ZIZjRlBr6OeBwdoKMNq4NsDOVNruQ1F7kQAthGhX+fn55OfnA1BUVMSXX37Jnj1tH8Ce/eqnk6pXtacxvcJbNZmrs9SbPswjlDGPo7xCMf+ihk8JIIxRxJMGeNDiQs8NKFiBKVQzjkoO4UZHGXCM7FHvQ7QH0HtLTKlFUBQMOweCxYN3kDwavrsaKntCQAgMy4PB5dDNBRYFDvowtjSI1ZpI9hLDYk0scXSONVUt+XmXAC2EaDfvvfcel156KcOHD2fOnDlcddVVfP3111x//fV88MEHbfq9+0YHtun1GxNm1vPT0QqueWddq81H1yWGLUrP7dBgrcGMBgM9+Se9+ZZ9DOYqiriGQ1wL+BJBKHqqUbEBDsAFDHRr0OMD6MGuoGwaBj8nAQp4NDDvLhi+GfZ0hcJQcOshyAZFXeF/cVBuhNAAiNPBMYUbfT08Gwr+aOjVSQIztPznXbK4hRDt5p133mHPnj3YbDa6du1KZmYmUVFRlJWVkZaWxt13392k65RaHCxcnwOoTB+R2KT51/vHJrHxYDG7jla27E00U7nNRXHtpih+Ri3/3HiIIQkhDOoafM7XPLHedF2w3niwhNdvGtiuc9FxvEIcr6CisoPh9GMziUAZsAU9ZeiJxcoWNNyEhv/iIV71YNRWM5ZVbFaTKPHtgzqwAMY9hf7l+ThH7oannwJnV4iogZeugSc2Q68SWN4PSnWQ3R2CVLCp4KtwZ6STcJ2x3d53U7X051160EKIdqPX6zGZTISGhpKUlERUlLdKVHBwMIrStDUxdZWm3lx5gDdXZja5R5pTbGF3Owdn4KQ9v6vtbnLLbDzy6fYWXfPExLBpqXGk9Qpn9b6iNs0WP5MqlqFls3efEJIJAPxx8wcKcRDGFi7hS2JJwkSxkkIxFpxAFyC0KgfDR4kof3gT9bJloNECgeDuCqmZ8MxKMBugtBcMqIZe4C3zrKJRAaNKT6eRn6ogdhX8q/3SDM6qpT/v0oMWQrQbRVFwOp3o9Xq+/vrr+udramrweJqWNl1XaSoh1MQVfSObvLzovo/S6SxlgG0OF6UWR4t7uyfWrAbqa1m3Bw92DnIl1WzAh25oCEGlHIXddAF2VQdT6lfCLS4P6bpihqpF9FGslLKT52uvMVLJQuOfxdKjj1By7RJ0HKGCX3pfXDmMsOCfSbLsZVPKBHD5QHgl+B8DcxgE6PAcc5MWqdLLrGd1CRytgSxru92Cs2rpz7v0oIUQ7Wbx4sX1PYfY2Nj650tKSnj99debdI1pqXGM6h5GTokVX4OuSUEuq6i6ycur2kOxxcns5fuafd6p8811w9tvrzpQX8u6vRQxDgNr0ODAwV6CmIiCBxfeueYRG6K5ERiqdfBbDjFEsZGFhh3l4aS4FC5DIRk48v01HF58K5aX51Ox4iMoOwKVNuhRjpLRn01+D0F1MOhUb2a3ny/46byT2RYdAwuOwd+/Ia1gN2VvjWLW4hfA5Tpj29tLS3/eJUALIdqNw+Fg06ZNpz2fnZ1NYmJiA2ecrszq4EiZt5tUZrFz14LNZBVVn/GcZ7/qfMucvtx+tNmJXXUB+TefbOON5fu4vG8kj4zvTo9Ifx4Z371dNysxMBQdvUhiIz3YSSlf4ABM6PEvnUzP9cOwV5lwK97aVR4UZhPGDwYb/9NpeF/VcLDCn5/tXVFSd8INS9A+MRqMcVA0AfYPpygxHlQDFEWBUwED/N8Le7ksr4QcP4WNPeGv1z8Id70In39D0PofUZ55Bv79ubeRHg98+hfYuhKevQE++lO73R9o+c+7BGghRLuZOXMmAQEBpz0fGBjIzJkzm3SNF5ZmkFNiJdikZ/W+IlbvK+KFpRlnPkntLIPbx1Xb3cxevr9Jx2YVVXPXgs0MSQghrVc46zJLeHNlJp9tPsyuIxXM++EgpiaOJrSWYN6gC3uxMJd8BhJIMnrC0eJEE/INtmf34e9vJQJv0YyPCOYIwbiKkgj/7G40rz3JG7GVsG0gkfGl8MwjuIMM4FsDXbd5y4Z5tKBVobcNoqFHfimz5u7k0ylz+JW+mkvMKugOgyEX7r8LPv4Sbp8OaeO9jTyaCfOehL/NhLVfwqpP2+3+QMt/3mUOWgjRbgoKCkhOTj7t+eTkZHJycpp0jVlX9eVwaTpZRRbKrE66BPpgdbjJKqpusPZyqcXBuqySlja9TXyWfpiZE3qeNbC+sDSD1fuKAO/7/zl/E/kVNWzMLmXXkQqCTXqOltlaZV67uRwsRYcKpBNBFyrwDnEbWIcP3uBsB2ZQQn/s9PcxMzXJQddDOoqGbOD3D81EVeHhr37C1tsJqh70RphwmOu/XEaZNZEwSzGL+t3G0ILv2Px/bv7wq3tYjZtqVELW/wD5xRAVAVdf5/1TJ7YHzPoEuvYFkz+YTg+WbamlP+/SgxZCtJvy8vJGX7PZmraJSFK4H/PuTKVriAkAi8PFpuxSbpyzvsGh7scX7Tjj9cwGDX7Gjql2ZHepPLfkpzMek1VUTYXNQVywLw+P68GSHXnkV9QAkFnoDc5lVicfbTxUu/SsfUV65hHsSsGgBqOjmCAgGA0BQKDq7QC7VYgErleriYgsYW3qx3z1xJ/429u/Y+WGe/jzL5djt8RisBnRv38XqX/VM6hmI1/2vo8fYsbj43CAr8pPXfow78UrePv+HzmKPyFo4MX/Qu8nYUMDc/qKAuN+AUkDIDoRAkPb9d609OddArQQot2kpqby/vvvn/b8/PnzGTx4cJOvs2THUQ6VWukaYqLC5k0IKrM6mfHhZv741U/c/N56nli0k6lvr2Xl3qIGr2HWe3/93TAojh+eGMewxJBzeEct99XOY2fcbOSFpRlsO1xBbpmNX8zbwCebDtW/ZnV437de401EKrPYTzu/rSnujzB6dmKmDBMO/HgBDb3xeLxLlXVAsOKtUeWrKoS6XHTDSXlZFN+uv4OJ1gIKcvri8VFwFAcR/qxK0WOT+O7rh5ny6i5GvFtMkU8EWBS6LLGTZe9OaUAiXerCV89oiA+FTf+FjWva/f2fSUt/3mWIWwjRbmbPns11113Hxx9/XP8LKj09HYfDweLFi5t0je/3FjL3+ywA8itrmNgvkvScUootTnLLbHy0wRvANmU3XizBz6jlnVsGsa+gqr4U5JzbBzN3TRY7c8tJiQ0kMczMc0szGNsznKNlVnbnVQFg1IDd4y221DXUzOFSK053y+a4H1+0o/6DRF3JyFKLg7nfZ5FXfryn5XCrFFafHsSdtWut/7Mjj+kjExsc6m8rWt3bVHsysLMfg9oPvTqLQAVUjwaNzoOv1QfV4cZ/Szw+w7LgpyTUZ2/hLf8hjL71W+649GPCJjp4jd9wrIsveQ8P5oHr3yEkpIjQdS56HYvi/sKniO5xMxv3XMNffT8i9I5IrC9GkRszioRBMzFufhaGxkDXJPghs93e+9m09OddArQQot1ERkayfv16Vq9ezU8/eYd2p0yZwrhx45p8jV//Kx17bUC0uzx8t6egWeubA311VNhc7CuoOql+cojZwP1jkliUnsvlfSN5YWkGNU4P3+4pOKl3ba9dvuryQFaRhXtHd+N/GfnklJz7AtyVe4u497JuWE9YH71wfQ7z1h5s1nUqa1w8+9VP/POe4efcluZSlFhc2gTc7EdnTULjswePCorWg7EIjJ4aNFcvQDkWARuvw6Nxo/0+jJdcWbi2BuK44gEmzXfRLexbBv3hSeKmH6H8cDTK7xSSSgoJ1S3kL//7kupVAdS4jdQ4tfz6miiy56RzeLrCqNFh3DHYwL1vfATx7VMPu6la+vMuAVoI0W5qamqYO3cumZmZJCcnc/fdd6PTNe/XkNN98uPmBGcNsGDGULbklDa4JOnEbTNX7ytiZFIoqQkhlFkcbMouZVB8EP27BLKvoBKnW2Xb4XJ8DVou6xFGTsnh+usYNOBoZrnKjzfmYHF4sDnc+Bq0rN5b2LwL1OoS5HtO550z1Y2fZQDOZR60fbZgiAS9y1tyU2sHCvUodqDcH0+eEWXJSBRXLKohC91hH1zflbEhLJz/hg5jzY4xDF63DyUrAIc5nMOOSexGRUXB6vJWjtYBVoeOyNXBVPey4Jel4YBBgdl3tO/7boKW/rxLgBZCtJvp06ej1+sZPXo0y5Yt4+eff2b27NnNukaPMBMZBZZz+v5X9ItkUNfgRvfBrgval/eNZHi3gvrh7zdql0ON7hGOyaDlo42HeGR8d67sF8W01Lj6IXezQYPF4aF3dACVNa765WBlVmf999BpGq41bamN6H//MbvZwf1Ee49VnfvJzfFhGdx3DNbtR1+wBG00uLcMRJl6DLSgKwbWjYJx6yD5DfAJQmOqxlOxCxasgIVR8H1fdLnwefQoPtx3NZdZNZQULySMbXzeYwa6HRCLQt0GrXrAChg9oHxkpucSM/fNg36XweqPICnZTvx/74dhV8KVv2if+3AGLf15lwAthGg3GRkZ7N69G4C7776boUOHNvsaP59jcAbvJifvrcmqD7ynqtvjGiBpzPF53OkjEjAZtFzeN5IlO/J4ZHz3k4p0+Bq8WeBBJgMWhzfDOjLAh8gAIw+M6c78dQfZkVtOtd3dYHA+UUuCc917bFdLS+CFN1EmH0I3bSHqYaN3g5ADfWDCOtRCHcrGcDgYCP/TgKcf9N0N11pgvz+YCnit+H88H/cUWbnZ5CpX8vsHlrI2YQy/3llKtRpCCB6OokHP8YpYFkAph/m3gz4SinMhRFfGh5f8HXL2dooA3dKfdwnQQoh2o9fr679u7tB2nTCzodnbdho00D82iJS4YF5athfgpPnns6kL3O+tyeLNlQd4alLvkwL89BEJgEqZ1clPRytql0a5SOsVzr6CKtZllnDn8K78cKCIoQkhBJm8tY/n/dC8OeameOLKXq1+zQbdFQDXL4DVr6IG/g3lm1TUsCMohSbQqPD2byBtOXT9EvWezShRVsCN0m0Rro/Goeu5CkZkw7+noGUVJqsLH+0BnO54qE5l3tPBeFQ4dsV/ObR8MgEq1C2i0+GtEu0ADA6ozgWzHvpdG4U6az1KlwQs5WDw9S6p7igt/XmXAC2EaDc7d+6s31lJVVVsNhsBAQGoqoqiKFRWnr3aVHmN86zHnGrGqG48PbkPpRYHobUVoM7FiWUe69QVrAD4aMMhEkK9S7+CTDoeHteDNfsLeWR8D6aPSOBP1/Y/6XptEaC/3H6UqwfGtPp1T5N5GVRvBU0URFaiWitQProS5n4HK2JA8UDvr1HCq+GwHnzcYAfFCErhMTyaBJTiEhT/cg73CWJ1/CBCDszmisxdjNy4nsDaXIND/7uaboAx+DN+Lp9IsRqIA28P2oE3B0EDqE7Y8S38LutSZn0D90dBUiq8uLHtb0VjWvrzLgFaCNFu3G732Q86C6NOadaypr7R/txf21s+cQj7XDR0fl1i2SPje/DUpN4cLbORU3KIm1Lj2ZJTypsrM0/rcbeluspWbc7QDdylMGM2SoUvjFwOpWFQVgRXHoLFV0BQBfSogm3+cBTU/ASUBe+hKXOhhN8MUdWovb/koHIpMya/R0hNKdkv3U+vowpOwAD0AYyAR/XgZ8hlgz0QG5CEt+50FVCANylNXwXV2+A3URCZBIoeFv8FhkyA2Eva57acqKU/7xKghRDnlWp78yZpJ/SNatPgeGKvOsRsoNTiICbYt/55q8OF1eFut204t+SUNpoE12pUFYx3w0vXw69XgTIfdZAFRWeHpz6C3CTQLEJ95AWIzoThC1EWpkGfHDy2cjS+L6NWpvFa6AiWGCexZv9EFs+9jtCB/uTZ78BkVXGj4MAbeN1AYfk0TOhIBTIALRAG1AA+QEjt19bacwZfAUveh5/Xw7on4b4V0HN8296W1iYBWghxXvHRKdS4mtaD1iswdWCXNm3P2Xrlu45UsHpfESaD9rTj/Axaqh0tH1Wo46tVWr8m9L8KYbcVXuzq3ToT4MdkqNoPy5ZAWBb0LIUVw1D3jEXJuAQVD/SKAMdcFM1uWDoJLHegFD0D3W6HwsdQCgcwo/hjFuofoqJsOX0OxWDYHkRx5GYGRQRSWPk+hTU3Y8PbS/avDVdavPPPuUAs3n2+PYAJiADKgTxgxRy45xWoKobCLRDVt3VvS3uQrT6FEOeVmOCmr/N1qrR6jeQzbctZanHwm0+28dKyvSxcn83C9Tms3lfEqO5hDc57B/jqT3uuJWxutfVrQv/xMLx8BIpOmPvX+MDBsWALhH88AI44mPMsyg9jUKlAGboUZfbTKI8dQVUSwD4ASAHdcBRfJyQvwJXwBWEVM9iwcx/5saUM/+9h3rhaJerIMEqrZ2NWtbjwBmCf2j91O6YnAX3xDn0nAv0BPwU0Md4Abcfb+/z6SVj5KvhEQUB0696W9iABWghxXqlxNm2IO8LfwL2jE1u9RnLdnHNdYtipr63LrKucpVC3jcrgrkENDm+/c+sglHNog157+llaBa5JiW79mtDf9IPvkyHihPZ3XwuPPwO4IbAEVk1BQYOKgkIV7O4Hq8bCYQ1KjxzUwa/DJXdA7CdQAWpJAdpjhbicdlz0xrdqGOVDsrFcYuNAb/hm4C85ZL8R1ejtLRtCwDjZO4Rdx6yAUecN2jrAoILjKKQMh0F9IQrv/t9awHoUXuzhDdae2gGLimPwhxj46vete7takwxxCyHOK6ldgzlafqzB1xTAqIUaN0zsF83TU1p/XLOhTO4TX7M63IBau/QKTAZdo0FzUNdggk06Sq2uZrUh2FdPRY0Lu8uDVqPg9qi4Vfgpr5IyayvPdff09f450ZYSsB2DW7bDHS/Ds5+ANhTFXQp4YOB/YXMEeErAF5RKF6rPNigzohbp8FgmoTjy0PMBZvLZl3gDK8dsJPmHWJicSr9QyF0Pqt3bizQEgvUbULqB8yi47BB7M5R/6i1neRTv2mgtUL0d7Hbv16E9gINwaK232V89AaV5MO0N7zWq8qEyv/VuVWuTAC2EOK8cLm18z2sVb3AGOFh8eunJ1nCmOecQs4FHJ/Q86bmzZY2fbeOShpxYMKNXhJmMfO97zSqy8PSXu/nsvkubf9HmuDIaJofAqFTInA4/DUT1yUexaKDLbkhZBbnZUA6qzbviCpeC6hqJYvweneXfuJT+ONW3cDOAARNLsb/8Mqqvh5pvIBAIAmouAcN2cOXW9oSrjwft/E/B6Af4QnwiHNjsnYfWOL3B2g+wZoJeBa0RPHbvkHj6Z94AHZoAr1tB177ls5tFArQQ4rzi9jScIFY3oKzXKCTHBvLcNf0bPK6z+fO1/Xn40x1nPS7Cz1AfmIcmBDMwPhhfvQab01MfoL1aVlmrSUod8M1R7+5gW18Dvwko6yfCxybI+wgOFEEAYAClzICnOAZPyRQ0vitR1QhUTyxqwALUip440VL1cih6wGPT4I4GdzjozWDbAHoNBFwN7jgI7QV7HgSNFhxucFZDYA/Yt9mb6a3xBWygU0CjB8Xhnbu+5l/w2Q3en5FgX5g/AQbdBQNvbvtb1RIyBy2EOK/4GhruV9SFJadHJdBX364lF8+UOHY2u4+efXMWjeLtNY/qHsa9oxO5NCmM+8ck8eiEXtw/JomYIB8AAnx0vHj9gGa3odkifGHbVbB8AliLoHAHBC+Du74HsxMsLggHjJEQ6YBYfxS/LWjcPwMxuMf8E82XfdDcrqB5REEdBcYY73C1JgXmfQguo7cXbfKAoQS6vwkmX2+v0u6GuBEQdQ0E9PMeFwPobTDidQjUQdwA0NRGuLVPQexl4NZB5UHIWQFLn4Sn/ODjW9v+dp0rCdBCiPPKi9cn46M7/VdX32h/BsUHMTQhmFlXte+amhMTx5obrDOOVZz1GI8Kab3Cee6afhworObNlQfqk9RCzAY+unsYab3CWfzgyPb7YHJJKPgVwb8mww4TZO2EXatgVAkkGeGnFPjhcSjoiybehMa0CdUP3DXfoER2QztOi+4feq4cpaHnLcAycI4H5Vvo/gAYvgdNsrdn7DFB+dcQOBbCQiBaD6yHmD6Q/CYMfgEGPwdXfA0pM+HOMrj6R+h/pXfplbES7lsDoUbvkqwJr8Ltn4JPABgDwF4NlXntc9uaQwK0EOK8khTuR8/I04NQSbWDbYfLGd8nsl17z+CtfpXWK5zL+0aeMcu7Ic9d05+4E5aONfRLOa1XOK/fNJAVGQWs3ldEWq/wkxLPksL9WHDX0HZ/39SUQ0UODL0CnNO9658iq+HDQjAmgLULHE2Bqv0ovkBqb5THQtD+Tlt/iW4BkBgIxj7w7wQYsBpy7wFtIvj/BnTdoepbyL4JfBLB3Av0Tgi9AywZoNVDjz9Arz9CbBrY87zD41oDVG7yzjvrSmHv72DEjd7APOJB2PM23PQqTHsP5o+Dl2Kguqh9b9/ZyBy0EOK8M7xbKLtOGRrWaRWemtS79ZcZNUFd4KwrUQkNZ3k3JCncj+sHxfDmykzA28Or0yvSj4n9o+szwq0OV/2+3idmatftB95Yla42EzUQblkDSwPhv4dgbCZcqYfyYsj/CnqvgBgn+DhgzHCUJ99A1/fksPOPK45/bXsEShRIGARd7vU+pyrgugdMtTVAui/xZnIfeQoql4E9E0y123hunwqlK2B0NvgmQPwUOPI56Oxw+HVwAuYhUHYA9n4GVUcgKhWie4E1H292Wa3cdMjbBUPvOr4/S3uTAC2EOO/cP7Y7O49UsCm7lAg/Izqtwvg+ke0foGqdut1nc/b7LrU4sDk86DVw6hLvMT3D67PCvZW0Tt/Xu9Ti4LHPd7B6n7f715K9xput7Ai8MQaCR8Af5sOMbyBjNRjN8LtXYfbj4BkAm4tAUWHh8DNe7uFkuMsNfsc72Oj7eeOmLtD7uOJ7OPZbCIyEyG8g/zNQ34WQG6BmO/jGwe6HwDwQSr8Ep90b5K0qOMLh6BZY8RBcMQ8SJsDfE709br0FVjwJNifcMB8+uxuO7YJuoyG8nbY3P5UEaCHEeaWut5gSG8im7FJuGeYNjm+uzCTYpOfRCe1UbvEELSnCsSg9l3lrG6tqdbzr1ljPfFF6boPD3u0iIBKG3glJI6FrFTweC4ur4NcPw+9+C+v/B0NugtLV8NZvm3TJE4MzgGk4xG8BQ+3trd4ISi44cwEr5L3izdS27AR3CdhLIDcXXF9DeC9w7wOtH7iqIKgL6HTeYe+1D0H8T9D/PvAN924Jmj7XuwtZ8ZNwwxzI2wFh3VvvdjWXzEELIc4rdXO8KAppvcKZOjCG44Gsg8YiW2BaahzDEhsublHjdNcnnNV9CDh1hGBaahxPTerN6zcNbP/RA60ern8LfvMkvPIohFfBlcNg+l0QkwDz/wf33QM7PobLBp92ulqj4rrFifvvJ+9Hrqrg3A85XaDwNtB0hR8vgX2/g66vQNJeiN0BgTdAr88h/FHAB/RAQFeIHQtBITD8fbipBIa9A6oPhF4Cgx8D/yRwO8DjhPFzoawADq+HiAFw1d8gqj9U7ofkqR03vA3SgxZCnGdOrBJVN+87fUQCJoO2Q+afWyrEbCAlNohN2WWYDRpqnB7qqmku2XWU8tpdxs60OUq7DmufyloNihs8kTDbAg4nLPsA4qMhJOrM5x4F9VMVcjww43jXuebPUPNM7ZKqf4HjZqjJhZrDoGjB94RBkvBpwDSwZUPOTIj/M+gjYfNlULICqv8IIZNh3LewfSysXgxhPeAWG+i8q9M4tgWKf4bHSsHgBwe+hqV3Qb9b4dqPW/l+NYMEaCHEeaUuIGUVVbP1UBkltZt3dGiQaqG6td0GnRaLwzsRrQHKrS6Sws2d+4PHF++BuwrGTwKDCZbNgTmPQVUZ/PJ57zGbLRBvgKiTi4MoSQq6rTqIPbmbqokDJRL87gVPGZgnwHgLaM4wQFCzD8qWQtitYPYF614ofNnbU1Y9sHUJlALBFVCSDvk/Qmxt+ckZG7xbfxpqk+C7joERT0Pfm7zna/Qd05OWIW4hxHlpRUYB6zJLmLf2YJOXNHVWUwd2IcSsp8zqRF8bCAJ8tYzqHsa8O1MBznkjlDY36Va47h4YPAZsNhj3C/jVyzD1Ae/rmXYYdgCuy27wdGWQBiXi5OhnnA5VQ+HY82D6lXeHMI0BlDNFLMW7oYurGExJMDwdcHhH4Qd8A73vhlizdwvQnr+D6FHHT9X5gE/g8ccGP0j7M5jDYbYZlt5yTnemxaQHLYQ475RaHFgdLu69rBu+ek3n7mE2wYqMAkotTpLCzVgcbvIraii3uekWZiIp3I/31mR5593phCMFib3h6XehdwhERMKGTLjlyeOvx+nhjmC4wr9Zl/W/ETxW0Md7s7OzB0PYnyB8VsPH+6WAzg3Fb0P0g975ZQfgkwBaM/SZARHxUL0H4h8C1zEofAFCHwVDI1naGgOYIsF0lpH6tiIBWghx3lmUnlu/5KjTBaxzcHnfSDYeLOHhcT34dMthFqUfQQV+OFAMnLmCVqeg1ULKYAiLPP01owY+6trsSwbd6f0D4NSBYgaNqfHjdeEQ8Rsw1eaiBQ6Dft+Af8rxY0LHef8AVP8Xyud4z1MHgfUIuPSQOMO7yYn1EDirYMSdULXPW6ZSc0KG+b5/Q+UhSP1t2w1/S4AWQpx3On3Aaqa6jU6sDhebsssACDHr+etNA2u/7uBEsLPRaODL79vs8j7J0LvqzMcoWoh/84THCoRPavz4wOmgCQS/ybA6GiqttT3ucIi9DtaMAtsR0HcDSza4baA5YaO2VTOh+igMuAeMgY19l5aRAC2EOO90+oDVTHUfNL7b4y1OHOirY9H9I9p/686LgDULct+FhCfAEQY/DIWer3n3/K4ugMgJ3uOSHgFrNvR+zhuc9af8U1y/xFsnpK2CM0iAFkKIDlf3gaNuP/EKm4sVGQUkjZEA3dqO/h0O/dW7p7ejGiz7QBcK8TedfFzP3535OpGD2qyJ9SRACyFEJ3H/2CR8DVpAvWCG7zubhN+CqTtETfNmh0dP824P2hlJgBZCiE4ixGyo33tbtA19MMRMP/64swZnkHXQQgghRKekqKqqdnQjhBDiTMLCwkhISOjoZpxXcnJyKC4uPufz5Z43X0vv+akkQAshhBCdkAxxCyGEEJ2QBGghhBCiE5IALYQQQnRCEqCFEKKJZs+ejdVqrX88efJkysvLO65B4oImSWJCCNFECQkJpKenExYW1tFNERcB6UELIUQDLBYLU6ZMISUlhf79+/Pcc8+Rl5dHWloaaWlpgDdgFxcXk5OTQ+/evZkxYwY9e/bktttuY8WKFYwcOZIePXqwefPmDn434nwkPWghhGjAF198wbfffsv7778PQEVFBSkpKSf1oOt61NXV1XTv3p3t27fTr18/hgwZQkpKCh988AFLlixhwYIF/Oc//+nAdyPOR9KDFkKIBiQnJ7N8+XKefPJJ1q5dS2DgmcsWJSYmkpycjEajoV+/fowfPx5FUUhOTiYnJ6d9Gi0uKLIXtxBCNKBnz55s27aNb775hlmzZjF+/PgzHm80Guu/1mg09Y81Gg0ul6tN2youTBKghRCiAXl5eYSEhHD77bcTFBTE/Pnz8ff3p6qqSpLERLuQAC2EEA3YvXs3jz/+OBqNBr1ez5w5c9iwYQMTJ06kS5curF69uqObKC5wkiQmhBBCdEKSJCaEEEJ0QjLELYQQ4jRSbrL5WrvcpARoIYQQp6lb4y2aLjU1tVWvJ0PcQgghLjqlFgfvrcmi1OLo6KY0SgK0EEKIi86i9FxeWraXRem5Hd2URskQtxBCiIvOtNS4k/7ujCRACyGEuOiEmA3cNyapo5txRjLELYQQQnRCEqCFEEKITkiGuIUQQlx0Si0OFq7PBhSmj0ggxGzo6CadRgK0EEKIi86i9FzeXJkJgMmg7ZTz0RKghRBCXFSyiqpZe6CIO4d3xcegxepwUWpxdLpetMxBCyGEuKi8sDSDdZkl5JZZCTUbeHNlZqdcDy09aCGEEBeVWVf1BTKYdVVfgk3eXnNnXA8tPWghhBAXlWCTgQGxgSzZkQfAfWOSOt3wNkgPWgghxEXmxASxXUfKef2mgZ0yQEsPWgghxEXl8r6RDIoPItBXx+p9RTz2+Y5OWTRDArQQQojzRmtUoVqRUcC2w+VU2FwEmbxBujMmiUmAFkIIcd5oaRWqUouDkmoHMUE+AFzRJ4pR3UMpqXZ0ul60zEELIYQ4b7S0CtWi9FzmrT0IQFK4mSCTgc+3HmFdZgmhfp2rgIYEaCGEEOeNllahmpYaR0m1g2U/HSOryEKgbynDEoNJiQ3udEutZIhbCCHEeaWl89B78irILbMBsO1wOZuyywj1M3S6TG7pQQshhDhvlFocPPb5DlbvKwJodm967vdZ/JhVctJzgb46SqrtnW67T+lBCyGEaJLWyKBu6fdcuD6H1fuKGNU97JyGpDOOVZz0WAEqbC7mrc3udJncEqCFEEI0SUszqFv6PUstDrYeKgVgcNeg+t5ucz44PHdNfzTK8cdq7d9BvvpONwctQ9xCCCGa5PK+kWw8WMLlfSPb7XuemLW9cH0O6zJLSAg1MXVgTP0xdUEcmjbkrdWAx338sQLMvrnz7SYmPWghhBBNsiKjgNX7iliRUdBu37Mua9sbPL393ZwS60ltmJYax1OTep+1B1xqcXDvR+k43Sc/rwLPfPUTWUXVrdz6lpEetBBCiCZp6Rrkc1FqcTD3+0wyjlVxz6hERnUPpW904EltaOrSq7nfZ5JVZEEDeE55LbfMxgtLM1hw19DWfQMtIAFaCCFEk7R0DfK58G4skg3A1kOl2JwejpTZAJX7x3Zv1rD0ziPeBLFTgzNAgI+utgxl5yEBWgghxBmVWhwsSs/l8r6RrMgoYFpqXLvN117eN5KVPxewN7+KyhoXPjoNOSVW5q3NZuPBYoZ3C8fXoGX6iISztikqwNjoaxP7RZEU7tfazW8RCdBCCCHOaOH6HN5ceYC1B4pZl1kMNH/98bkotTh49qs9bM4pI8LfSGWNixrX8f7vrqNV7DpaBYDJoD1rm7YdLm/0ta92HuUXQ+MZ1DW4VdreGiRJTAghxFl4k7OcbjePjO/ebnPQC9dn138gKKyyN3qcj07TpDb1iGi8h2x3qTz+753Nb2QbkgAthBAXmaeffrpZx08dGENSuJlN2WWYDLp2XI7kXbDsZ9Se8agAHx1l1rOvgU4/VNboa0atwjNTzjwHXWpx8MbyfbyxfH+7bNYiQ9xCCHEB+81vfnPSY1VV+cc//kF1tXdJ0VtvvXXWa6zIKCCryEJar/B2zeCePiIBgE825VBtdzd6XGG1g8cX7eTKflGNzo/XbeNZWeNq8Bp2t8q+girG9o5o9PssSs/lzZWZQNOG1FtKArQQQlzAFi9ezJgxY7jiiitQVe9Q9aeffsrgwYObfI1Tl1e9tyarzRPF6hLTyix2CqudZz0+v6LmjJuVLErPJafE2uj5UQHGs27AMi01DqvDBSjt8kFFUev+xYQQQlxwqqqqeOaZZygsLOS1116jS5cudOvWjYMHD57xvNTUVNLT0097/r01Wby0bC+PjO+OyaBrs0Bd931Mei3WU3cWacCguECu7B/daHuyiqqZ8ubak5LMTjUyKZS3bx10zu+nsXt2rqQHLYQQFzB/f39mz57N1q1bue2225gyZQoeT+NB6mzqeo5Wh7tZ22s2V69If/QKTQrOANtyK5g/Y2ijwXVFRsEZgzPAj1klLErPbfe13o2RJDEhhLgIDB48mFWrVuHr68uoUaOade6JxSjqNiuZPiKhSdtrnqsnv9iFs5nju3O/z2rw+VKLg+2HG08Qq9NQNnjde992qIy7Fmxm26GydqvoJT1oIYS4gGVmZlJQUMDIkSNRFIUHH3yQBx98kB9//JGoqCiSks7eW6wrRrHy5wIMOi2/ndCTLTmlbToPXWk7+7zzqb7enYevQcP0EYkntWtRei7f7jn7/uFje4Wf9n7q3ntSuJmsIgvZxRZySqysPVDMW7dc0qbz8NKDFkKIC9jMmTMJCAg47fmAgABmzpzZpGtMS40jrVc4m3PKWJdZzC8XbualZXtZuD67xe1rqFRkVlH1WYejG3K0vIY3V2aeVg6zqdW3DhafXiyjrhDHqzemkNYrnMt6hAOwLrOY33yyrU170hKghRDiAlZQUEBycvJpzycnJ5OTk3PW8+uyqR8e14NL4gLx99FSbvUuVbI5PS0e7j21xnSpxcEvF2zhXLOXuwT6nBaQP9vctPrVBwosp72XuiH9QV2DWXDXUGZO6MnQBO9uY+syS9q0NrYEaCGEuICVl5c3+prNZjvr+XUB9JFPt7M9t4KqGm/SVkKoCVR4adleHvt8B1lF1acF64Z6x6c6tVTkwvXZHCptfDnU2eRV1JxWDnPdgcImnasCs5fvP+35uveRVVTNwvU5uGqT7IYlBrfpciuZgxZCiAtYamoq77//Pr/61a9Oen7+/PlNWgs9LTWOjQdLWL2vCACtAr2i/Mk4VsXOI+WM6h5W+1pG/TF1WdB1wf3E5051YoWsUouDtQeKz+l91lHwZoDXKbU42FvQ9DrPK34u4E/X9j/p/N98so11mSX8a9Phkz48pMQGtekctARoIYS4gM2ePZvrrruOjz/+uD4gp6en43A4WLx48VnPDzEbeHhcD9IPlVJV48atQl55DQCbsksZEBNAXLAv4X7G0/bprvv68r6RTdrcZFF67hkLWjSFCjz0yTYGxgXz3DX9WLg+B08zxst9DScPLC9cn8O6zBIADpVa8ffR1o8iZByrqs9sbwsyxC2EEBewyMhI1q9fz7PPPktCQgIJCQk8++yzbNiwgaioqCZd45Vv99YHJa0CD6UlERPkA8Cuo5Xkltn4fOuR+n2664aEwdtzXpFRUJ9U1tCQd90e1yUWBwkhvi1+z9V2N+syi3n6y118svlwg8cYGol+h0psp7TPG90Dfb392bqtvfSKN1Fs7veZLW5vY6QHLYQQF7Camhrmzp1LZmYmycnJ3H333eh0zfvV73Qfz6h2q/DO6izKa5dB1fUohyWGnDCP7C1PaXW4mT4iAavDxZ3Du/Kf7Xn1Q8T3jUmi1OJg4fpsth4qq++ltqZN2Q2vfY4N8uVIuY1B8YHsyK04qYft8qgnbVYydWAMX+3II6fk5N5z3RrtnUcqWr3ddSRACyHEBWz69Ono9XpGjx7NsmXL+Pnnn5k9e3aTz992qIy9eZUnPXdicH77F4PYV1DF5X0ja5ddKdgc3iD2n+1HySmu4qud+WgVb3APNum5vG/kSXO7AGaDFovj7LuGKXDOGd513rrlkvp13Hf/fTPbc08Osl0CvaMDpRYHT3+5q34Pb0sDBTt6RTZewrKlJEALIcQFLCMjg927dwNw9913M3To0Gad/9C/tmFtZE1yVY2bvy7fT3G1nQ/XZVNQW7M5xKRDq3jnbOt6zO7aqFpmdfLZllyW7T5Gbpk3i1yj0KTgHBfsy6D4IL7aeYy+UX4UVzsorG7+Eq8tOaX1PeTXbhrIlX9dg+uEqP/Y5ztYsD6HrMJqKk6oftXQXHaw2djs799UMgcthBAXML1eX/91c4e2ARyuMwfOXUcryKuoqQ/OAKVWV31APpVWgf9sO1IfnKHhwNeQ6wfFkBDm7bGO6hmBydj893Pv6G4nJbIlhftx67D4k45xeGDb4XIqalwowJmqUUcFtF2Alh60EEJcwHbu3Fm/k5iqqthsNgICAlBVFUVRqKysPOP5515Wo2FulWb3egfFBzG6RxjTRyQC3lrMVoeLnBIrYWY9xZambQsa4Wfg6Sl9Tnt+5oRefLSx4WQyFTjTR5Q/LtnDLcO6Nun7N5cEaCGEuIC53U2rBtUYa03z98RuLT0jzUzqH33a3tp1CWZ15S7rktLOZu4dqQ0+H2I24KtTsLmaP7vtamyooBVIgBZCCNEot9oaaVnNZ9AqzLk9laTwhpOwTtzgZPqIBI5V2Pg8/Uij1zPptQzqGtzo61cPjDnj+Y3RKs0+pclkDloIIUSjEsNMHfJ9HW6VZ7/6qUn7fIeYDfzlxhT+PmNIo0Ht3dsGnfEa51oDOimi7bK4JUALIYRoVJ/o0ythtbW6Tmlzi1GM7R3B7cNPnw+e1C+Ssb0jznjuqft3N9WYnuHndF5TSIAWQgjRqA0HW7Y39rlQ8RaiGNU9tMmlIusE185V161lBogLMZ/1vGmpcfjomj9ePbF/dLPPaSoJ0EIIIRplc7Z2HvfZxQb5khIXzLrMkmb3bKePSOCR8T24akCX+rKQp+6v3ZAQs4H40OYP57/y7d5mn9NUEqCFEEI06u1fnHnuti0cKbfhq9ecVIayqULMBkwGLfPWHuTSpDCemtS7fnnW2VTXND/j3eZwnf2gcyRZ3EIIIRo1IC6IIF8t5baWLddqKp1G4fpBMactrWqOE6toNacHfnmfSD7aeKhZ30unbbt+rvSghRBCNGpRem67BWfwFqsoqrK3qIRj3RKsuipaTU00mzmhJwE+Z+63agC95vhcdeoZlm61lPSghRBCNGpaahybDpawal9R/XMGrYKjjTboSAo3M+uqvq1yrbqedHOGyf2MOiprGh+2jgj0Ib+ihmCTnqsHRHP/2O4tbmdjJEALIYRoVIjZQLX95IAV5mckr6IG8Ba6aOpe2mcT4KNj0f0jWtR7PtGJm5k0xaL03Pr31Zj8ihp8dBrKrE72FVS1WlsbIkPcQgghzkhRvEO6faP9iQv2xVevqd9Bq7WCs49Ow9/vGtqmAe9sLu8biVF35rAYF+xLTX11rzbcRgwJ0EIIIc7iyYm9SQo3k5oQQm6Zjaxia321Kn0L9rqsW3asV2Du7YPZklPapJ3D2sqKjALsDZTWVIBL4gK597JuTOofBUBCqIkXr09u0/bIELcQQogz2pJTSlaRBbdH5ZqULmw8WIKiwLDEEDZll5JfaT/j+WaDFkWBavvxZDOtQn0NZqcKCzfksLp2nvtct91sqWmpcXy1/QgZ+dUnPR9q1nNZz/D65Vqhfkampca1eW9fArQQQogzmpYax+fpuWQVWdBqFAqq7IzqHsbOIxXkV9rxM2qxOd24G9jTRMEboAurHcQF+3JpUiibs0t5bEJPPt2SS1K4H8FmPVMHxjC8W0Gz1z23phCzgRA/I3BygC62OHlzZSYmg477xiS12wcICdBCCCHOKMRsYN6dqbywNIOHx/Xg7VUH6nu7wSY9ZVZvSUofnUKNS6VLoE99spXK8frPk5KjeXpyH0otDhal5/L2rYNO6oUmjWm7whNN9dw1/Xn0023sPlpVX8NrWGIIw7uFtPuHBwnQQgghziop3I8Fdw0F4PWbBrJwfQ6gYnN4mLf2ILFBvozrE0GwSc+YnhH89vMd5JRYiQv2Ja1XOD4GHagqbyzfD1Bfv7mjhrMbkxTux5QBMew66t3C08+oRadRmDowpt0T2CRJTAghRLOEmA08OqEnj07oxf1jk3hkfHcSwsx8tOEQJoOOLTml5JRYSesVzt9/OZSYYBO+ei3z1mbXBmb1nLbxbC/TUuMYFB8EQICPnh+zSnhhaUa7t0N60EIIIc6Zd+9rHesyi0nrFX5S0J2WGsei9FxeWraXR8Z355Hx3QGF6SMSOnQ51dmEmA3Mnz6ERem5DEkI4e1VB1pt85TmkAAthBCiRU7csasu8NYNXTf02vngxE1O6ob225sEaCGEEC1yph27mrublzhO5qCFEEKIU5RaHLy3JqtDN06RAC2EEEKcom7uvKmVsNqCDHELIYQQpziXSlitTQK0EEIIcYrOMHcuQ9xCCCFEJ6Soqto2VbeFEEKct8LCwkhISOjoZpxXcnJyKC4ubrXrSYAWQgghOiEZ4hZCCCE6IQnQQgghRCckAVoIIYTohCRACyGE6JRmz56N1Wqtfzx58mTKy8s7rkHtTJLEhBBCdEoJCQmkp6cTFhbW0U3pENKDFkII0eEsFgtTpkwhJSWF/v3789xzz5GXl0daWhppaWmAN2AXFxeTk5ND7969mTFjBj179uS2225jxYoVjBw5kh49erB58+YOfjetQ3rQQgghOtwXX3zBt99+y/vvvw9ARUUFKSkpJ/Wg63rU1dXVdO/ene3bt9OvXz+GDBlCSkoKH3zwAUuWLGHBggX85z//6cB30zqkBy2EEKLDJScns3z5cp588knWrl1LYGDgGY9PTEwkOTkZjUZDv379GD9+PIqikJycTE5OTvs0uo3JXtxCCCE6XM+ePdm2bRvffPMNs2bNYvz48Wc83mg01n+t0WjqH2s0GlwuV5u2tb1IgBZCCNHh8vLyCAkJ4fbbbycoKIj58+fj7+9PVVXVRZskJgFaCCFEh9u9ezePP/44Go0GvV7PnDlz2LBhAxMnTqRLly6sXr26o5vY7iRJTAghhOiEJElMCCGE6IQkQAshhBCdkARoIYQQohOSAC2EEEJ0QhKghRBCiE5IArQQQgjRCUmAFkIIITqh/wdvZQNQ2oEBnwAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 576x576 with 15 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"ncomp_disp = 5\n",
"fig = plt.figure(figsize=(8,8))\n",
"for j in range(ncomp_disp):\n",
" for i in range(j+1):\n",
" ax = fig.add_subplot(ncomp_disp,ncomp_disp, j + ncomp_disp*i + 1)\n",
" if i == j:\n",
" ax.scatter(stim, X[:, i], s=1)\n",
" ax.set(xlabel='stim', ylabel='PC%d'%i)\n",
" else:\n",
" ax.scatter(X[:, j], X[:, i], s=1, c=stim, cmap='hsv')\n",
" \n",
" ax.set(xticks=[], yticks=[])\n",
" \n",
" if i==0 and j>0:\n",
" ax.set(xlabel='PC%d'%j)\n",
" ax.xaxis.set_label_position('top') \n",
"\n",
" if j==ncomp_disp-1 and i<ncomp_disp-1:\n",
" ax.set(ylabel='PC%d'%i)\n",
" ax.yaxis.set_label_position('right') \n",
"\n",
"fig.set_facecolor('white')\n",
"fig.suptitle('PCA')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"# @title run a manifold embedding algorithm (UMAP) in two or three dimensions.\n",
"\n",
"ncomp = 3 # try 2, then try 3\n",
"xinit = 3 * zscore(X[:, :ncomp], axis=0)\n",
"embed = UMAP(n_components=ncomp, init=xinit, n_neighbors=50,\n",
" metric='correlation', random_state=5).fit_transform(X)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "bfa263f6101549719988e86299e1e54e",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
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"\n",
" <div style=\"display: inline-block;\">\n",
" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
" Figure\n",
" </div>\n",
" <img 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' width=576.0/>\n",
" </div>\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from mpl_toolkits import mplot3d\n",
"from mpl_toolkits.mplot3d import Axes3D\n",
"\n",
"%matplotlib inline\n",
"%matplotlib widget\n",
"\n",
"x, y, z = embed[:,0], embed[:,1], embed[:,2]\n",
"\n",
"fig, ax = plt.subplots(1, 1, figsize=(8, 6))\n",
"ax = fig.add_subplot(1, 1, 1, projection='3d')\n",
"ax.scatter3D(x, y, z, c=stim, cmap='hsv')\n",
"ax.set(xlabel=\"U0\", ylabel=\"U1\", zlabel=\"U2\", xticks=[], yticks=[], zticks=[])\n",
"fig.suptitle('UMAP 3D')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 576x576 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"ncomp_disp = 3\n",
"fig = plt.figure(figsize=(8,8))\n",
"for j in range(ncomp_disp):\n",
" for i in range(j+1):\n",
" ax = fig.add_subplot(ncomp_disp,ncomp_disp, j + ncomp_disp*i + 1)\n",
" if i == j:\n",
" ax.scatter(stim, embed[:, i], s=1)\n",
" ax.set(xlabel='stim', ylabel='U%d'%i)\n",
" else:\n",
" ax.scatter(embed[:, j], embed[:, i], s=1, c=stim, cmap='hsv')\n",
" \n",
" ax.set(xticks=[], yticks=[])\n",
" \n",
" if i==0 and j>0:\n",
" ax.set(xlabel='U%d'%j)\n",
" ax.xaxis.set_label_position('top') \n",
"\n",
" if j==ncomp_disp-1 and i<ncomp_disp-1:\n",
" ax.set(ylabel='U%d'%i)\n",
" ax.yaxis.set_label_position('right') \n",
"\n",
"fig.set_facecolor('white')\n",
"fig.suptitle('UMAP')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Point cloud simplification\n",
"### Radial distance\n",
"\n",
"For faster computation we need to reduce the number of datapoints"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"def radial_distance(X, eps, random_state=None):\n",
" \"\"\"\n",
" point cloud simplification using radial distance (euclidean metric). \n",
" Start with the first point in in X and mark it as a key point. All consecutive points that have a distance less than a predetermined distance eps to the key point are removed. The first point that have a distance greater than eps to the key point is marked as the new key point. The process repeates itself from this new key point, and continues until it reaches the end of the point cloud.\n",
" \n",
" Parameters\n",
" ----------\n",
" X: pandas DataFrame (n_datapoints, n_features):\n",
"\n",
" eps: max radial distance - cutoff distance\n",
"\n",
" random_state: seed of random generator used for choosing the inital point\n",
"\n",
" Returns\n",
" -------\n",
" X.iloc[ind_reduced]: dataframe with chosen datapoints \n",
" \"\"\"\n",
" if random_state is not None:\n",
" np.random.seed(random_state)\n",
" \n",
" ix0 = np.random.choice(X.shape[0])\n",
" x0 = X.iloc[ix0]\n",
" xt = x0\n",
" ixt = ix0\n",
" X_temp = X\n",
" ind_reduced = [ix0]\n",
"\n",
" while True:\n",
" dist = np.linalg.norm(X_temp.to_numpy() - xt.to_numpy(), axis=1)\n",
" cond = dist < eps\n",
"\n",
" X_temp = X_temp.drop(X_temp.index[np.where(cond)])\n",
" if len(X_temp)==0:\n",
" break\n",
"\n",
" where_not_cond = np.where(np.logical_not(cond))\n",
" w = np.argmin(dist[where_not_cond]) \n",
" ixt = X_temp.index[w]\n",
" xt = X.iloc[ixt]\n",
" ind_reduced.append(ixt)\n",
"\n",
" return X.iloc[ind_reduced]\n"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# point cloud simplification using radial distance method - example \n",
"x = pd.DataFrame(np.random.rand(10,2))\n",
"x_reduced = radial_distance(x, eps=0.5, random_state=42)\n",
"\n",
"%matplotlib inline\n",
"plt.scatter(x.to_numpy()[:,0], x.to_numpy()[:,1])\n",
"plt.scatter(x_reduced.to_numpy()[:,0], x_reduced.to_numpy()[:,1], marker='*')\n",
"plt.title('example of point cloud simplification using radial distance method', y=1.05)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"eps = 0.6\n",
"embed_reduced = radial_distance(pd.DataFrame(embed), eps=eps, random_state=12)\n",
"stim_r = stim[embed_reduced.index]\n",
"embed_r = embed_reduced.to_numpy()"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "dd29d178b7c24d8d96cd5f6eb4d9128e",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
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"\n",
" <div style=\"display: inline-block;\">\n",
" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
" Figure\n",
" </div>\n",
" <img 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' width=1152.0/>\n",
" </div>\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from mpl_toolkits import mplot3d\n",
"from mpl_toolkits.mplot3d import Axes3D\n",
"\n",
"%matplotlib inline\n",
"%matplotlib widget\n",
"\n",
"x, y, z = embed[:,0], embed[:,1], embed[:,2]\n",
"\n",
"fig = plt.figure(figsize=(16, 6))\n",
"ax1 = fig.add_subplot(1, 2, 1, projection='3d')\n",
"ax1.scatter3D(x, y, z, c=stim, cmap='hsv')\n",
"ax1.set(xlabel=\"U0\", ylabel=\"U1\", zlabel=\"U2\", title='UMAP - before point-cloud simplification\\n %d points'%embed.shape[0])\n",
"\n",
"x_r, y_r, z_r = embed_r[:,0], embed_r[:,1], embed_r[:,2]\n",
"\n",
"ax2 = fig.add_subplot(1, 2, 2, projection='3d')\n",
"ax2.scatter3D(x_r, y_r, z_r, c=stim_r, cmap='hsv')\n",
"ax2.set(xlabel=\"U0\", ylabel=\"U1\", zlabel=\"U2\", xticks=[], yticks=[], zticks=[], title='UMAP - after point-cloud simplification\\n radial distance $\\epsilon=%.1f$\\n %d points'%(eps,embed_r.shape[0]))\n",
"\n",
"fig.suptitle('Point-cloud simplification', weight='bold')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Cohomological feature extraction\n",
"### persistent homology\n"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"ripser_result = ripser.ripser(embed_r, maxdim=1, coeff=2, do_cocycles=False)"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"fig = plt.figure(figsize=(8,8))\n",
"ax = fig.add_subplot(1,1,1)\n",
"persim.plot_diagrams(ripser_result['dgms'], ax=ax)\n",
"dgm1 = ripser_result['dgms'][1]\n",
"idx = np.argmax(dgm1[:, 1] - dgm1[:, 0])\n",
"ax.scatter(dgm1[idx, 0], dgm1[idx, 1], 50, 'k', 'x', label='1st order persistent cohomology', alpha=0.3)\n",
"ax.legend()\n",
"fig.suptitle('Persistence diagram')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For simple example of persistent homology and representative cocycles see https://ripser.scikit-tda.org/en/latest/notebooks/Representative%20Cocycles.html#:~:text=Ripser%20is%20cohomology%20based%2C%20and,from%20the%20persistent%20cohomology%20algorithm."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### circular parametrization"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"# cohomological parametrization\n",
"\n",
"EPSILON = 0.0000000000001\n",
"\n",
"def shortest_cycle(graph, node2, node1):\n",
" \"\"\"\n",
" Returns the shortest cycle going through an edge\n",
" \n",
" Used for computing weights in decode\n",
" \n",
" Parameters\n",
" ----------\n",
" graph: ndarray (n_nodes, n_nodes)\n",
" A matrix containing the weights of the edges in the graph\n",
" node1: int\n",
" The index of the first node of the edge\n",
" node2: int\n",
" The index of the second node of the edge\n",
"\n",
" Returns\n",
" -------\n",
" cycle: list of ints\n",
" A list of indices representing the nodes of the cycle in order\n",
" \"\"\"\n",
" N = graph.shape[0]\n",
" distances = np.inf * np.ones(N)\n",
" distances[node2] = 0\n",
" prev_nodes = np.zeros(N)\n",
" prev_nodes[:] = np.nan\n",
" prev_nodes[node2] = node1\n",
" while (math.isnan(prev_nodes[node1])):\n",
" distances_buffer = distances\n",
" for j in range(N):\n",
" possible_path_lengths = distances_buffer + graph[:,j]\n",
" if (np.min(possible_path_lengths) < distances[j]):\n",
" prev_nodes[j] = np.argmin(possible_path_lengths)\n",
" distances[j] = np.min(possible_path_lengths)\n",
" prev_nodes = prev_nodes.astype(int)\n",
" cycle = [node1]\n",
" while (cycle[0] != node2):\n",
" cycle.insert(0,prev_nodes[cycle[0]])\n",
" cycle.insert(0,node1)\n",
" return cycle\n",
"\n",
"\n",
"def cohomological_parameterization(X ,cocycle_number=1, coeff=2,weighted=False):\n",
" \"\"\"\n",
" Compute an angular parametrization on the data set corresponding to a given\n",
" 1-cycle\n",
" \n",
" Parameters\n",
" ----------\n",
" X: ndarray(n_datapoints, n_features):\n",
" Array containing the data\n",
" cocycle_number: int, optional, default 1\n",
" An integer specifying the 1-cycle used\n",
" The n-th most stable 1-cycle is used, where n = cocycle_number\n",
" coeff: int prime, optional, default 1\n",
" The coefficient basis in which we compute the cohomology\n",
" weighted: bool, optional, default False\n",
" When true use a weighted graph for smoother parameterization\n",
" as proposed in arxiv:1711.07205\n",
" \n",
" Returns\n",
" -------\n",
" decoding: ndarray(n_datapoints)\n",
" The parameterization of the dataset consisting of a number between\n",
" 0 and 1 for each datapoint, to be interpreted modulo 1\n",
" \"\"\"\n",
" # Get the cocycle\n",
" result = ripser.ripser(X, maxdim=1, coeff=coeff, do_cocycles=True)\n",
" diagrams = result['dgms']\n",
" cocycles = result['cocycles']\n",
" D = result['dperm2all']\n",
" dgm1 = diagrams[1]\n",
" idx = np.argsort(dgm1[:, 1] - dgm1[:, 0])[-cocycle_number] \n",
" cocycle = cocycles[1][idx]\n",
" thresh = dgm1[idx, 1]-EPSILON\n",
" \n",
" # Compute connectivity\n",
" N = X.shape[0]\n",
" connectivity = np.zeros([N,N])\n",
" for i in range(N):\n",
" for j in range(i):\n",
" if D[i, j] <= thresh:\n",
" connectivity[i,j] = 1\n",
" cocycle_array = np.zeros([N,N])\n",
" \n",
" # Lift cocycle\n",
" for i in range(cocycle.shape[0]):\n",
" cocycle_array[cocycle[i,0],cocycle[i,1]] = (\n",
" ((cocycle[i,2] + coeff/2) % coeff) - coeff/2\n",
" )\n",
" \n",
" # Weights\n",
" if (weighted):\n",
" def real_cocycle(x):\n",
" real_cocycle =(\n",
" connectivity * (cocycle_array + np.subtract.outer(x, x))\n",
" )\n",
" return np.ravel(real_cocycle)\n",
" \n",
" # Compute graph\n",
" x0 = np.zeros(N)\n",
" res = least_squares(real_cocycle, x0)\n",
" real_cocyle_array = res.fun\n",
" real_cocyle_array = real_cocyle_array.reshape(N,N)\n",
" real_cocyle_array = real_cocyle_array - np.transpose(real_cocyle_array)\n",
" graph = np.array(real_cocyle_array>0).astype(float)\n",
" graph[graph==0] = np.inf\n",
" graph = (D + EPSILON) * graph # Add epsilon to avoid NaNs\n",
" \n",
" # Compute weights\n",
" cycle_counts = np.zeros([N,N]) \n",
" iterator = trange(0, N, position=0, leave=True)\n",
" iterator.set_description(\"Computing weights for decoding\")\n",
" for i in iterator:\n",
" for j in range(N):\n",
" if (graph[i,j] != np.inf):\n",
" cycle = shortest_cycle(graph, j, i)\n",
" for k in range(len(cycle)-1):\n",
" cycle_counts[cycle[k], cycle[k+1]] += 1\n",
" \n",
" weights = cycle_counts / (D + EPSILON)**2\n",
" weights = np.sqrt(weights)\n",
" else:\n",
" weights = np.outer(np.ones(N),np.ones(N))\n",
" \n",
" def real_cocycle(x):\n",
" real_cocycle =(\n",
" weights * connectivity * (cocycle_array + np.subtract.outer(x, x))\n",
" )\n",
" return np.ravel(real_cocycle)\n",
" \n",
" # Smooth cocycle\n",
" print(\"Decoding...\", end=\" \")\n",
" x0 = np.zeros(N)\n",
" res = least_squares(real_cocycle, x0)\n",
" decoding = res.x\n",
" decoding = np.mod(decoding, 1)\n",
" print(\"done\")\n",
" \n",
" decoding = pd.DataFrame(decoding, columns=[\"decoding\"])\n",
" decoding = decoding.set_index(X.index)\n",
" return decoding\n"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Decoding... done\n"
]
}
],
"source": [
"decoding = cohomological_parameterization(pd.DataFrame(embed_r), cocycle_number=1, coeff=2, weighted=False)"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"fig, ax = plt.subplots(1,1,figsize=(8,6))\n",
"ax.scatter(decoding['decoding'], stim_r)\n",
"ax.set(title='circular parametrization', xlabel='parameter', ylabel='orientation')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "f3ee66c1601340fdb80c1c73cd1a81ac",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
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"\n",
" <div style=\"display: inline-block;\">\n",
" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
" Figure\n",
" </div>\n",
" <img 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' width=1152.0/>\n",
" </div>\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from mpl_toolkits import mplot3d\n",
"from mpl_toolkits.mplot3d import Axes3D\n",
"\n",
"%matplotlib inline\n",
"%matplotlib widget\n",
"\n",
"x, y, z = embed_r[:,0], embed_r[:,1], embed_r[:,2]\n",
"\n",
"fig, ax = plt.subplots(1, 1, figsize=(8, 6))\n",
"ax = fig.add_subplot(1, 1, 1, projection='3d')\n",
"ax.scatter3D(x, y, z, c=decoding, cmap='hsv')\n",
"\n",
"from mpl_toolkits import mplot3d\n",
"from mpl_toolkits.mplot3d import Axes3D\n",
"\n",
"%matplotlib inline\n",
"%matplotlib widget\n",
"\n",
"fig = plt.figure(figsize=(16, 6))\n",
"\n",
"x_r, y_r, z_r = embed_r[:,0], embed_r[:,1], embed_r[:,2]\n",
"\n",
"ax1 = fig.add_subplot(1, 2, 1, projection='3d')\n",
"ax1.scatter3D(x_r, y_r, z_r, c=decoding['decoding'], cmap='hsv')\n",
"\n",
"ax1.set(xlabel=\"U0\", ylabel=\"U1\", zlabel=\"U2\", xticks=[], yticks=[], zticks=[], title='color code: extracted parameter')\n",
"\n",
"x_r, y_r, z_r = embed_r[:,0], embed_r[:,1], embed_r[:,2]\n",
"\n",
"ax2 = fig.add_subplot(1, 2, 2, projection='3d')\n",
"ax2.scatter3D(x_r, y_r, z_r, c=stim_r, cmap='hsv')\n",
"ax2.set(xlabel=\"U0\", ylabel=\"U1\", zlabel=\"U2\", xticks=[], yticks=[], zticks=[], title='color code: orientation')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3.10.5 64-bit",
"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": "3.10.5"
},
"orig_nbformat": 4,
"vscode": {
"interpreter": {
"hash": "e7370f93d1d0cde622a1f8e1c04877d8463912d04d973331ad4851f04de6915a"
}
}
},
"nbformat": 4,
"nbformat_minor": 2
}