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@orbeckst
Created January 6, 2021 01:14
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Density Analysis in MDAnalysis
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Density Analysis "
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"import MDAnalysis as mda\n",
"from MDAnalysis.tests.datafiles import TPR, XTC\n",
"from MDAnalysis.analysis import density\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import nglview as nv"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load trajectory\n",
"\n",
"We load the trajectory in memory to speed up visualization and analysis."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "33dbcc89232d4aefbe1d6812fdd2171b",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"NGLWidget(max_frame=9)"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"u = mda.Universe(TPR, XTC, in_memory=True)\n",
"view1 = nv.show_mdanalysis(u)\n",
"view1.add_representation('point',\n",
" selection='resname SOL')\n",
"view1\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Trajectory fitting and making whole\n",
"\n",
"Adding the workflow takes a while because the in-memory trajectory is processed."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"from MDAnalysis import transformations as trans\n",
"\n",
"protein = u.select_atoms('protein')\n",
"water = u.select_atoms('resname SOL')\n",
"\n",
"workflow = [trans.unwrap(u.atoms), # unwrap all fragments\n",
" trans.center_in_box(protein, # move atoms so protein\n",
" center='geometry'), # is centered\n",
" trans.wrap(water, # wrap water back into box\n",
" compound='residues'), # keep each water whole\n",
" trans.fit_rot_trans(protein, # align protein to first frame\n",
" protein,\n",
" weights='mass'),\n",
" ]\n",
"\n",
"u.trajectory.add_transformations(*workflow)\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "fcc9d90f7a3b47878c8443e15ac34f6c",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"NGLWidget(max_frame=9)"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"view2 = nv.show_mdanalysis(u)\n",
"view2.add_representation('point',\n",
" selection='resname SOL')\n",
"view2"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Density "
]
},
{
"cell_type": "code",
"execution_count": 107,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "b2bc4ba243b045f598128d8b8d172478",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(FloatProgress(value=0.0, max=10.0), HTML(value='')))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
},
{
"data": {
"text/plain": [
"<MDAnalysis.analysis.density.DensityAnalysis at 0x7f8514a90130>"
]
},
"execution_count": 107,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ow = u.select_atoms('name OW')\n",
"dens = density.DensityAnalysis(ow,\n",
" delta=4.0,\n",
" padding=2)\n",
"dens.run(verbose=True)"
]
},
{
"cell_type": "code",
"execution_count": 108,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'length': 'Angstrom', 'density': 'TIP4P'}"
]
},
"execution_count": 108,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dens.density.convert_density('TIP4P')\n",
"dens.density.units"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Visualization "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3d scatter plot "
]
},
{
"cell_type": "code",
"execution_count": 109,
"metadata": {},
"outputs": [],
"source": [
"mx, my, mz = dens.density.midpoints"
]
},
{
"cell_type": "code",
"execution_count": 110,
"metadata": {},
"outputs": [],
"source": [
"grid = dens.density.grid\n",
"flat = grid.ravel() / (grid.max()*10)\n",
"\n",
"blue = [44, 130, 201, 1]\n",
"colors = [blue] * len(mx) * len(my) * len(mz)\n",
"colors = np.array(colors, dtype=float)\n",
"colors[:, -1] *= flat\n",
"colors[:, :3] /= 255"
]
},
{
"cell_type": "code",
"execution_count": 111,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x7f85103134c0>"
]
},
"execution_count": 111,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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7HsYastLiKYEUYI0h1Y5AVeSblxptJJGv0LYirVxDL825eesWd1a2uHLpNF/+8pcwDkoD2hikEGRFiaO6ULUBbSzagrRyvPTPM41wDt8TKCkpLPRzg68kUkCalwS+AgRpqXEYHFW1muvqWCEkQkBhDf5oTLxzyH2e7kmiHlW9x1EhHtTQMFn15XnO//zP/2CtJQiCXVXxkxLN02gDfpLHN0nGk7nKzrnxcNLRPsBgMMBau6syHskUT+s5MsY8857vKemy22N78+ZNgiDg3Llzx9KwcJjjut0uy8vLKKW4evUqzZkZjKkq2XHFN7HCFUJQlBbrqKpEIbDOYS1YVS2xhXMY68iMJRCiqlaSnP/3R+9w9twin3/jsyjhkZQOJQSDrMC4qjKOlCAvCzr9Am2h1IasrDbH/NAjLzXWGoxV+E5S1b7VB4KUApzD9xRpUT1+36smXSSlQRhDqR1aG5R0BIGHc45OViKByJcoKTFG46mqt37kflDHQE4H6dp7P1wnN6fW1tb43Oc+h5TygapvRDRRFO2SKWq12qEqzGel0j0qRhucURSNW8zhPhmPPrCWl5fHbpPRc3RS1r/npdvxY026+zU0+L6PMebEQ2hGWbbLy8v4vs+nPvUpms3msKp0wzeQwBmLkgLnLKl2eFIAAmsd2hhy4VBSVscZQ6Ak0vMqHdoJXJ6zvHKXlbubgOCzX/gMoa8QAA76WUkgwThHVhrSwjJX8xFAr9Tc68KFEpQzrHcLpBTMRh5OSJJcI6Vg9d4Kt5a3qUUB83MBszMtwihCO4kSFikUZigjpKVBCggCD60teWHQFowb2c4czaiSIbKyxPc8PCkxzlFqQ+BVMoUQFbnvlSYe9ZxPuiP2Oi72/v7+cff/f1DVl2XZ2EmxublJkiQAY1vbiJD3Tj1+3qMd9/qAJ8n4oOdor/XvuMj4MJr/s4CPJek+LDRcKfVAoMZhcFjL2CjL9saNG9RqNc6fP4/neTSbzUpLdiClwA7JwBiLGZJBoKolvLVVVVsaRz83xJ5BeQohLN3MECiLc5ZbN6+zvtXnlctn+F//603+r//n/x9Xx5V9y2GMoxQShCQKJNoY+oUFLEJ4lMax1cvxJeAsmz1NZ6A4PRuytrbCLz/cZmmhzotXztLpp2x2E7a2NkjShDQ3xHHI6VMhcVxjkCQ444Y2OYug0qkRAl+JitxwDHKDlAKHxJQWIRyRJ0kKQz/XhJ7CVxIrHEoKfCkwtpJBhLS7bGgPuwAP+t0k4VprsfbBxo/J+xdCEMcxcRzvsrVNjqAfDAasr6+TpinA2EmRJAn1ev3EZIanQbqH2eQ66Dl6GBmPbm+Mod/vP3L1kGXZQ6NKnxV8rEj3IM12Ep7nPbYL4WHHOedYW1sbZ9l++tOfplarjSfe7sXoIreAcK6qLAuDkoK8tORD8pTCsJVZIukIfUE/zbl26w5Jr8/LLyzxhc+/hHaOXqGHj0Ow0S1oxT6hggwota0qT2MoTQlOghB4SqLcqOp0BL4kDBQbG+v89y+6nJmv8alPXyHTknYpWJiLGEQNstJypukR+x7b3T6DJCXvDeh0Urq9hM2tPq1mTBQpnB8w35xlplkfas+OEqh7HpWgAdY4BoXBOYESgrSwlD7UfEVRlBRCoE1F4EZYFBYhBQKBxeLJ6jg73CAVjDYW7+t/k+S0lwBHpLvXQbGXiPf+bnI80CQmB21ubW3R7/dZXV0d336vk+JJyPhpdKQ9yf0/iozb7TYbGxvcunWLJElwzu1aPUxKOe12+5lOFxvhY0G6BzU07IcnId39Kl1rLaurq9y8eZO5ubkHsmwnjxNCIEW1xJYCKg6yWATOWjwlx5WXBAalBSRKQFpkvPfhMr1un4XFU5y/eInIkxS2WsJ3M0FuwDhDWmi6uWa25tH0Je1csz0oiEJFoBSbgxwlFTN+JQ9UjgPobG9x584WUVzjypWLNJsRvgDnCcq0ZLMHtVASKElnYClCS+DX0PUQiWAh2GFmNqYxe5qyzDFlQpYU/PfqXVyeUfMlLqgTx3Dh9GzVUq08itKAUMSeAgEeDmfFLhlI20puUAi0MQgnkbJ6DrWxCOeQQlZ/C4LAA08ptKncFKMNwkmnxOj75Ftlrxwwuam3n0yxHyZtbWmajjXRyQkWD4uGPEoAzklHO56UZWxExs45ms0mr7/+OrC7KWYwGIylnO9///v8/Oc/ZzAY8L3vfY/XX3+dl19++cibau12mz//8z/nF7/4BUII/v7v/55XX32VP/7jP+bmzZtcvnyZf/qnf3oiW9pHmnQf1dCwHx6XdPfKC6M0rdu3b7OwsMAbb7xBGIYPHLeXrD0lKQvNoKisWjVfYa0j1RbtQMnKI2uonAWKkpvXb7C93ef02SWuXL6CxmJM5Uiw1hH5ijTT7BSw1tUIKnlis19Shh6BknTzkrV+znwtollTbHRKeoMSbS2d7S1+cb3NYqvG66+/QK4l/VxjHUQ1H5toBqXB96vq1FqD8iW90lJTEAUexjrapaPIwHeC3PmE0Tzn5gNOm4L2QKOtJhIl6WDAL6618e0qzpUU2qfejDh3KqRWbxAGEQ5Jbfh86tIgJvYbhZQ4qgpZqcprrA0oz2Fc9fqnhUUKga/AISiMIfQqN4UZErHvqeFred9TPPr+sOruKO6KydsdNMHiYQE4e50Ue5f6T8MHfJKkrrXedf97m2JG+PznP8/3v/99vve97/H+++/z/e9/n2984xt85StfOdL5vvnNb/LVr36Vf/7nf6YoCpIk4dvf/ja/8zu/w7e+9S3efvtt3n77bf7mb/7msf+mjxzpjjZINjc3ieP4yClVj+tCGF2Mk1m2S0tL44CYh51vMjgmLQyDsloCGw19a2mEEoQjKwy+FPieotSWDz/8gH53wIsXT3P58lV6WYlxjpov6VlDXhpqSlWkIQU4gTYWX0l8BZkxbAxyGpFPURqc9VjrFLTqCiUlN9d3WFnt8Kof8Mbr59hI4E5bs9TwiQKPrW6OMBbhC3Jr6fYT4qBOM/BpJxl56Wg0IyQWKyVSCno5nBUOP/LQGraSnFAK3HA0S0HI7NIM0UxBJ7c0Ao/5mmJtp82ddoa/kdPPEsrCUA8jTi/4RLWQfmJI8ozZIBg7N8bVK9XKoTQOJSr/cV4awFEaxptxg0yjPIknKlnHFJrAV5QWkqxAKYknxXgDdjTnay/JHmVz7DCk+KgAnH6/v6uzbGTZGmVSnCQx7iXFk7j/w2jGo32Rz3zmM/zVX/3VY52r2+3yH//xH/zjP/4jcN/B8i//8i/8+7//OwB/+qd/yle+8pUp6cKDDQ23b9/m4sWLRzZKP26la4whz3P+67/+64Es24dhRPKjD4u0tATDZbEY6rd9QApJw3ds9TLev3ELnSbMv3CGc5eu0AhFVQFrQZIZrBV4QpA5QS+3zPkeseewSLLCEDcUAocr7i+/Q6VQQ2JaXt1g/V6XWj3GD2pE80sUUuJ7GdtpyUDDi/M1osDwq60Bc5HPQs1DCsedbsZCzSMMQlyRsdlNODMb4TtDL8sxBsLQJ8k11llKA55f2dRKC2lp6aUWhKqqfifYzgQLMy3ieosk15ytnyb2FdvtAe1Bl7Cbk2Qp/9/PPiD0BbO1GrW6JIhqzDQbzM80yUwlE0ivkhSEcFQNzZWv2I3sboAZbZwhSAuDGTaKaFPtCXhKVZt8BixVI8qoqUSwf9vyQeT6JBtdB2UuTFq2iqLgnXfe2RUQNOmkeFK992nIF08r7Ob69essLi7yZ3/2Z7z77ru88cYb/O3f/i1ra2ucPXsWgLNnz7K+vv7Y54CPAOmOO6KGn+ijqnZk/Toqjkq6k1m2wKHJdoRR4M1e87+kqra0dUhrMabglx/eoNPpM7d0liRJWVxYBCXZGWhqviIOfIwp2RpoYl/RjH2MtWwMCgKpaMUSYS3r3ZKFmqQZKbYGBUkG9VCxs7rKe8t9ojDm8tUzNMOA//lVQlYYMm0IPY+aJ9DOcadTUPcdEbDZ1+SZYa7pofOSmxsJi62Quq/YTi2/WhtwKg6YiwK22gV32wNO13z6RtMdlIStmFrk0e/m5KWlVNAMQ2Ifcm0otSGRCoehFngMCkdpHDOtJqgQKyVBN+PFF19AI5CmwBQpWzsJ15c7WJPRCBVhXEN4cGp2hvnZFsYpAmkRnsRYh3EWX6j7bc0jW5msmlOUlJRGUlpHoKrXSWsLzuEY3h5QQ49x5RCpmlq84Ypm76prbyTmk0oBey1ba2trvPHGGwD7aqHArhSyer3+gK3tYThp+eKouQtPQrpaa372s5/xne98h7feeotvfvObvP322499fwfhuSXd/Ty2k2/ox61YDzsBd78s2x//+MdHTmvaK2fUAkk/NyghMM5idM4H12+S9BOWzl3k5asvsZMadjY2GeSWMITQlxhnaaeWSEliT5LkJUIJfMBZ2MlLMisJA4kwsDkoWWwGnJ+L+NXNe/xsucepmYjXX1mkk0mskyjlwDpyY5BO0AwjRCToZpo0L1G22qFvRD5ZWbLW1TRDiRaw3i1pxRB6Hklh2EhKPGOpK9hJNZv9grPNOot1wZ12Tn1Qsjjj08kMaa5p+h4lFcEVZeU/bsQ+WV5p0s5atBYIKQg9ySAH4Sz1IKSQCr9WozUHi7aq5pW16GJAkvS4ttzlvQ/W8UWJwUeGEafnJXOtOTwvpBl7SFlp6UIKrGWcI1GWJWHgV51zVBq7tg6BwxtWfKUxOFNtgBptQUBpHb4cWvWsw1dVE0hemF2t0cdp8XLDhpnRv+M4fmha28MCgur1+oFz704SR5EvOp3OuCJ9HFy4cIELFy7w1ltvAfCHf/iHvP3225w+fZp79+5x9uxZ7t27x9LS0mOfA55D0t2PbPd7k3rDBoHjRp7n3Lx5k62trX2zbI/6yT8i3VG1E/mV+X+7O+DmzVuYNOHipQvUr75CYaqsglAJCqsojaEmBB6CfHhRl8YilMBTXmUtsw6Jw1noZpLtfkmjEeE7x+3VbbobO0RRxNUrC1gXEAce9Uiw1k5Z6VQfPq2az/pWRk/k1EMJxtAeFIh6wNlWRCfVpGlOqAQ6DFC+T6gdaW7QxlJXktQ4+pmlLGBOeVht2ElKWrGiFXmstjN6qeHibEjHKn65nnCuGVDzJH1TsNErCbw6hYWksORZxsXFJvXQo5tqrAHleyCrhhLnBImxRJ5AW0FpHH7coBU1qDU1BnBCIWxObzDgXjdjdWsLygFJbonCiHMLPn4c0SsMnSQfDz9Mi2ploXwfYx1uuME5rlqtQwOeEohRPoWF0lkcFYHnpUHKasPT2Ko12peVVc9oMywgGNvbJt9fsL+EsRfVbe9X0Af5jEe2q9HG1MhON0pr2y8gaPR1nNOi94PWet8N6P3wpPLCmTNnuHjxIr/+9a959dVX+cEPfsAnP/lJPvnJT/Ld736Xb33rW3z3u9/lD/7gDx77HPAckq4xhrIsDyTbEXzfP1bSzbKM69ev0263uXz5Mi+//PID5x8R6FGq3b2k2+0P+NX71+j1Ey5dusji4ieIQ8Ug13RTjVCCOBA4KckKTRRqQl9hEXTykkBIZkLFjtb0S4OvROVT9cAPJJkxZNtttlZ3UGHI0tlFZuoRmRY4IUiNJsSnVgvIUkunhEaoiJYibm1ndHPJqYZCyZidpCDwSmKvspYNSkfLKuYbMcvbCaWxzHs+fqAoSzCeT7vMWRAO5Um0c3Ryg7N2nNOwMrA0Amh6jpubCfM1n0sLNZbbCf/7XofzjQDle2jhcWt7wNmZCF8KEgPb/ZRLp1qV9SrXNAIPJRx5aVHCURTgK0cUePSyEisNTngE8Sxn61VjirCOeiDppxk7vT6qnZHmBf/3T36FByy0ajSaijiMmJ1p0mxUHtw0t8SBV+nDzu6SiqD6mXFV1KUQAoTD2koHllIihg4Kgag0Y+fQ1g4TMERlIxxu5MkhKQopHyDlSexXAOyXYbFfJ95hAoK2trbI85yf/OQnu+a6Hefcu6ep6QJ85zvf4etf/zpFUXDlyhX+4R/+AWstf/RHf8Tf/d3fcenSJb73ve890TmeO9Idzbt/FDzP27fp4LAYvREns2xffPFFXnvttYd6fI9KuqM3/oD/UFoAACAASURBVGAw4INr19juJLxw+RKvffIUOLBOkOQW4SSNqFqm9nNHKxSEXtXYICXUA0leKgalphhqjr52JLmlFghirwqh6dxYodWo8+KLp/GjiLywgEB5HsZp0hycM5SlQ/oKT8Jmz1APJK1Q0c4t2wPLxfmIMBCs7CTUY5+ZRkCRG9Z7BZmGVuSx3c/Y7BdcPhXSVJbVfo61EHtV5Z3lBq0dcegTK0VWGIyFblpirKJVV1gk17YLWqHEaMftTsls7GhGIZv9lA/zhKWmR82HQQ43twbM1HzqgWCzXxJ5lvmaopcakrJgthYMIys1OIlzEt+XYBx51a5HZiAMY06HEYV23Nvo8+anXybVjixPcbrPZifl9koHW1TVX9yoEYXQbNY5szCLUh6ZroJ8hJTVMtm773Rg6LCw1qGGJGutxVfVe0fbytJmnKNSjF3VwVcalKzsgEpV9+VJholuDiGrjcFR5rEQuxs+9la7e392GEvlzMwMzWYTay07Ox2+9KUvjm1tvV7vwLl3I1I+ysbb054a8bnPfY6f/vSnD/z8Bz/4wRPd7ySeO9I9LJ5EXhiF0Ny6dWucZfv6668/8g056ko77HLIOUeSJCRJys/f/d+89NIVrr4yRxUd44bRjdXFGXjVZRdISJ3FAMIa6pEkKRzOGeYaIbrj2Ek0yof5WkCYa26tb7O22iGwKadOzxHV5wkCRSNQZJlBO8lMCHkhGBhDWlZ/gzUGHBRag5BYoOZ7CATr/RxfCBSSG8s9RNplNpbk1NgQOadbcOpUg6Jw3N3JacUeF+YU/9Mx3NvOeWHOY8dYtvs5kSeGeq0hyQ2BhEYcUhYFA61BQGE8nJTUI49B6cjKkjjwyAvLnW1NasAJ6Aw0Wgtm64pG4NhKSnZSw3ytssnd2E6ZCRzzjYiVToEvwPeCKv9BG0CgAoXvSXI9qgIhd5V2HHhNDDVas1ALFIWt5K500GeQDLi7PuDmzU0wmqAWoLyQZkNyZn6WMG4wcCWhGnbLOUtaVJkZxt3PeBhlETvAUgX9jCtSKShMJRkpOczgsENPuhNgDA4IvWHGMlUuh5QTmcUTBPw4Gu2k/uwNnRsjMm61WmPL3CgWclQZT8ZCTuYtjJLI9iumjqLpdrvdZz5LFz7CpOv7/mNtpPV6PZIk4b333uPll19mfn7+2D2+zjn6/T4fXrtOmmZIz+dLX/oiSilKY0mLUaeVQAoLsroiQ+VRWos1Fhw4DAhB4ElybSjSAqsccSTpZSVrg5T11TW08zl3do6tdkC9FhOF0MsMVgjOtCI2eimr/ZLZSDFbU9zr5IiiYLbhE8pqIy4vS2ajgNIKtgc55JbVbp92u0dzrsns0lmEM9RdSXtgWOvBVnsbq3MK6xEHMVEMsSywLuD9jYxLp5q8EPl8eK9HkoWcnwtZbhdsDzShD8r3kaagl5TUPMVszWerbyiMpqYUAonwJA0f1jLItWUmDkhLw9YAIuXISkFZlhRG0QgltUCy0i9o5wXnZgOStOTuZsps0ydUHp3ckJsC8JECNJbMgCcETrgqslIJwkjBqBUYS1xrMDPTRAqFcyAlFGVOp1vpou9d26LIlysCDGNm6x6n5mL6haZXGISqwoQybQm94WpuWIGWzuEP/ea61IDA871xhWqdQzs3zq+A6rmwRYFUCkv1GlY2uUpDhqpxZG8AENzfTH7U+37UjbbXeTFJ6Adl9O7NWxgMBuPNvkmZ4qM2Hw2eQ9I9LAEe1b3Q6XS4du0a1lrq9Tqf/OQnH5g+cJhzPop0u70e165dpz/IeOmlyyyeOsWPfvRjHFVFqUQV/pLkGikE9dDDOcsg12MLUzMWlZ1sOEYHIejnGk85lJD0+h1u3dogkIrzF84QRQGZge3OgFxr6r5HJBz9LMc6g68UhS1Y72gaccC5VsRaO2ezC56A2ZpkY2BIjSHAodMuH97sMzff4I1PX6GXlHSzDIUjDusshaCEwziQRpPrkn6mGSSQ9xP6iSYtDZsrKXNNn7AGm/2UvoXXFmPW+gUfrGWcnTXMxh5lKdnqFwSeRyP0KHNNJy2oxxELoWS1XZIZiJVECIUS1fPUzSyBsHiRR14Y2kOSkFaSF5bVtsb3K/nl7k5BqCxnZiXtxHK3nXOq7mGdJDOwutNntuZXWrR1DArNXFy1WaeloR56eKry8uKqLjalfM4sLqAXFtCmqtiKUpPnGYMk4d5OStIf8O6713BKMteoM9OQBHGNRj1mrlEbuiNAFxopIAy8KqRIawLfRxszbBe/H1sppQRr0aZqHR9Z4Eqz27KmjWPYWT3cEHRV2NLwfg6qMEfHj0j3YRkUBx1/UN7C5Ny79fV12u02//3f/z2eezci5P3m3pVleehV5m8Szx3pHhaHJd2dnR2uXbuGlJKrV6/SarX4xS9+8djZuAeds9/v8+GH10iznKtXX6Q1N4cajtAxrmrXlUKgjRuGk0u0NnTTkpnIw/cU/USDFNQjj1oIha78yYHnMRspbq9tcfvuJrGnuPLCIqWKCHxBqCppQMmqNVYXlkxbNIp231KPwJpKv+1nOSIKqYcemS5pGwiU5FxT8d7yDjtbfc7MN/j8p8/RzTXtQUojrLyz7aQk9ARnWxE3tzKy0jLXUMwEAUEYkvoDNssW5y/UKI2hLEqUdbS7kKWG9voGG8uCZq1O4MHdTU3eCnn17CzXNvt8sN7j0nzAXCDpa836dsL8TMxMU2Is3OskvH4hQEnL6rYhDiXNukc7qTrSClHFScaRGLZJW7SzlEaghEI7x+1tSyNWSKe5vVXQjCSRgsI4VrsFs80AX0qSzNDNUuZCj0h57KQFNSGYrXukhaO0lsj30Lb6N4CxlVRQr8d4YcSpRcmgm/LKKy/geZIkHcZDbg9YubNDWuYEnkerHlNvKMJanYWZBnEUUJiqkWaUspaVBs+T+FKQl3qCPO9bIKuw0EkydBhjxxU7VFXzKLd4cibefhkT1dJ//2p59P+jyBf7tfj+5Cc/4Qtf+MKYjLvdLisrK2RZNg4IGgwG3L59e1x1P66t7fLlyzSbTZRSeJ7HT3/6U7a3t481dwGeQ9I9SqV7kKbrnGN7e5tr164RBAGvvvrqrl3a4wy92Tt6Z3ZurrLkDL2Z1o06o6oKJdO68oeqqm22MLA+yIk9D6kc1gl6qaYe+hggKQ2dTpe1u2v0C8G5s4tE9QY1T5LmOaWr7rceVDvhWVlgRGUri5ygoGrMMKLSLo2rqrHMCIz08J3j1toGvZ0BYa3O6QuLhIFith4QRgHLG12MddT9gHhW0EksWTdnrhGw2cnZ6Ba8vBRR9x0fdivymgklhZGUvkQ6QW1G4ilBVjQxxoFN6ebgenDvXoe7dzaJfB8tIt7rl5ydkZxZmmWtM2ClnXG65bMQgafg/bU+M82IM3M+d7uapFfwQtNnK5H0egWtWBEqSaoNxhm0pnIEKEdhK104yUo8KYlCQWFhp4DzUmIt3OtoWpGiGQjS3LJhNbEPgZBsF5atLKcVKpQSrPcKYk9QDyAzEik0ke+PRy0xlAUCXyGEJIprNBt1tLVjqcAaS3/Qp0z79Na73Lq1hrMa3w8Jw4BGM2KuWSeKY0rrkQKBJwiFY5DlWASl1jgnkBKcqJwvUBGwmyDZEWEad39EFVRk7SZyJ0bEO/IUj362nzNi8n4eF0qpA+feDQYDfvnLX/LDH/6QlZUVvvCFL9BsNvnLv/xLvv71rx/5XD/84Q93Vd9vv/32seYuwHNIurC/53AvDmrFHAWGxHF8oIRwHKTb6/X48MMP0Vpz9erVsaY1Ils1Gr3uKlP96G0pqTZPfAHDaBq0gVJU0YaBJxmkltwodJ6wutrBCMELF8/w2dMLbPcy+mlOUcJsI6Q0js5Ak1lHHFUhOf3M0IoUcSDYSSE3gsgHXwSYpCDRFiEUabdNmiQMkgYXLp2hQGK1QwjHVr8gVJJ6oGgX0Iqg5gUoUbLdLrE1wdxMjbzIWN7RLDR9Ls5KtjYN2/2MK4sRO5lgo10w2wxpRarSXh3EQY3zMwF5S9PLawRS4PuO9e0Ez8LKjmV5bRnlLE7V2NpWSFNQKy2ls+Qug1rI2bpguWP5dZqz1Ip5YUFxbbVLUfNZaoSstXOS0nCqEeKHCptpEm2RniKQUNjRCgSMFVjhqEUembWUuSFWCmOgozWhtEgl6ZeQG0MoBXEg2UoN/QJmY4W2lrV+QTQMMuoXlqKwFAYQDpylpEpp85UkH+q3C60WttnED/zKx2AdWZGSDlLydMC1mylZVmXQ1ho1arFirlGj1JokrzYXA18Q+oq81NUkD6rK21fgSYsnJyvi6v25X+cc3M8ZGemtk7ebrHpHLcKPM9PusNfbzMwMX/7yl/nsZz/Le++9x49//GM6nQ5Zlh3LOY47dwGeU9I9Kg7Ksj0Ihw0k3++4fr/PO++8gzGGq1evPrAUkcMqdzR63FMKoRRFWRIrhVQCO2xzrRKxquWjc+APhzsm3QG3VzaJlOPlV14irNcZpIZ+mlc7yUrRKyxNwPckKCgLS1FCFAqadY9BWmXkNms+3VTTS0pO1T0Wmor3b++wuZ2wMFNjvhVz6dw8uTY0Q5/Cs3SSotJNkUilaAYVGfdNiVQgpWJgIMgMoR+AS9no5MQ+LNahHgZ8sJlzoRVz4ZTk9mZKmSmuLtZYbhe0M00cCOLAx9qcblqgvJiXzs2y1S1RdUMsa/jKkeQlWmvu3jPcvpeAzSmd4k5Q43SrGl+k/JCdfspss8bSfMx6u6SfFZxfrFFPSpY7KXO1gGbskeqcLNPUagHKkxS5IcuqCrgeVtkVRhuCyAPnEMojcJaBBmF1JRkZSIytlu5KVG4Lowm8KtVsK3N0i5KaL8gtbPQMzdDhB5JeqvGEJfCD6oPXVZt5NV/inK0iLAXEUUQtilFigcUSrLMoZzBG0+v12O4mtHsJ/W5KezAgiGrMNSVxXB+2Q4fUfZAo8txVtrnhmqvqrrNjv/DwIqr8xOL+quxhzoLJ0J/HdUoc5ZhOpzOec7ffzLvDQAjB7/3e7yGE4C/+4i/4xje+cey5C/ARJ13nHCsrKwdm2R6Ex6l0O50Ot2/fxhjDpz/96QN3Ue3Qe2uGsoKUAl9J0qIAqQg8xUzksTMo0c4Se4owkAxyS7/f5fatO+TasjDXoBb7tGYa5NpgpSXNBWGgKLQjENBNDZ6qqjRBlSEgnEPhIZQmKzSDnuZ0HKJiwb2tTdZX+zTiiIuX5qjHTVauJ3geZBoyUxIIwWzNY2egcVjmawFJodnMCqSw+EFAHFQ5BIOkIPXAk/4wCN3SKx1zeChpuNMraYaKpVZEp2/49WbOq2dior7m9lbOqSYstCo71043JRARYagoE81WmnNxJuTsqSbLWxlOZbx4qYXne/TTkiLP6ZUOl4LJ26wbjfJCarUAq6ppxWs7joYvWWgGbA8MmbVcmAkZDFua6zWPpu8jJWx3E5Zm4yqEp4RuT3NuzsNXju3EYK0h8AAETjo8FINCUw8VkedRGktRGgoNlqpDLykF/RycLtk0QCJoBJJcQycviSX4Hhgn6LmCWuxTH445sopq9h0S40CISnsnqDaoZrSjtrNJv5lw6cJ5kjRjp9NhfadPsryFMQUWj1OtmCBS1OIGYVRjthHiSUi1QwmDEPcbMqy7nynhqDTfSdIduR4cxzOG6GlPAf7P//xPzp07x/r6Or/7u7/LJz7xiSe6v4PwXJLuo+SFUZZtkiR0u90Ds2wPwlFG9nQ6HT788EOg+iTUWh/44lddRpW/0tn7O8pOymGPfqXhFqbS+UxejadROuXX1+7STw0vXT3L2cUFbizfZbPTJ9UWXwhO1QLWuxmegZmaD6JgZ1DteM+EAmc9pJT0c0ugNVnuhrPLLDu9Huur2xgRMn9mnkYUEfoSax39UuILx2LTZ3NQkAJxoFioBwxKTa4NjahqBFjvZDSF5lwr4NZOpSc3BMSBhzKKvBDkxpFbjXFVa65WltxJlFftuF/fKIlDx0LDYzszpFpyeSHmllRc28q4OBcyU6s+nDazggUpONcMuQOsdjJeOV0jqHvcyR1xLDh/xkPbWTKtyUpDnqeYEnodzca9DsKDMKgRBBIRw13niCNFGEq2BiWJMIQKfF9xd6dgJlbMxB59V7DWdcw1JDOxR6cPSaZZaBjyEjpZSeh5eMLghjkW2lSEK6iC1JWsQo0SRDVGyTk2B9Xki0AKdoaz8PxAUvckRU+TBqZqFS8rL58QhponMAhyJcCUw6nLIzdMFfAexTHzQVytfFzVeJHnmn6/S5Ln9LY6ZIN7pLmh1QyJ44BmPaAW1Vmcb+H5iqyaUoqQksBTZKUhGk4cgaEVTQg8KbEIxFDz3R0If/hq9yik2+12H6u6ncS5c+cAWFpa4mtf+xo/+clPjj13AZ5T0j0Io1HQy8vLLC0t0Wq1ePHFF49sIzlMpdtut7l27RpCCF566SVarRbb29usra099LixdivuT/AVAnB2PGAyyysrWJoMuHVrlX5a8spL55hrzVLYyvAfBT6+gryAUtiKDCKPQWbROifyK1/qTmZoCEUrhE0BSQEtY/E9yPKMuyttPM9j6dQ8cSMiLw0CiXYCU1iUEGwnloWGJJAe7cSSl4bTM9X8tHavIAtDPCE5Nx/S7hu2Boar8yHrvZJeoZmrWWZrAbc3DWVR+UlryqNfWlILnnDUPEWSW5xx+AYKI4hU9Trc2LD4CpqBYrNXMj/jcW62xq22YWtQsNCULMbQiEKub2sWGgGXl2Lu7OSsdzM+cWGGjZ6knZbMzbQ4VZesdXJyUwcJoiyxtqTbg51OhzLPMSjCsEYewVZmmLeOwFN0UkuuSxZij35mub2VUg8FS62Y9sCyvFUyWw9oxoqstPRzmK1r8tLRyxy1YDiJYphqhgOFxA3fCL4H1ghyIxj2FFMWhoGz+EqRZ460qCpMZy1KOvTQoZKWEu0g9BzKWXpJVTj0C4MnBNpZrBaEQVWtS6UIay1mZxWIqkVZG0FZJORZQp4N6O5kfHhjmVBB4MfUZjwa9QZzMzOkeYGVPp2kBCHxlai64bwqy7jQBoxGUIXzu8k26EPgKB7ddrv9RKQ7murcbDYZDAb827/9G3/913/N7//+7x9r7gI8p6S790XTWrO8vMzKygpnzpzhS1/6Er7v8/Of//yxvHsPI92RxUwpxcsvv7wr5f9RzRFCVON47KjjyFYDJD1PDbW0yg+/3emxcW+FvCw5f/4Mfjw7nBZRyQRpYdlJqqwAYzWZg3JQ0goFSkKv0HhG0IoDpDKkucE5qAWC1IOtbo/OZoKvBOdPzxDGNeRwllgQ+OTGUqR62GYqEaqSRPqZpcpjl+zkIJ1HWIMsdzRCCHwfWRdsJyXrfctMPaAZKlb7moYuWWr6rKzm7PQzXj5dR6aStUGGkpIwlPh+QC8tSHNJFHtkaUFSCjzlQFZL2mbokeVwM0+JQklpFOudktTAuUaASXO6WaWfXp6LWOk6fnUn5fRswNXFOre2BhQ5nF2I2O5pdtKSpcjHj+qEQU6mYwIl8HxFO+nT6zm01dy6voUQhjiMEJ5PO4Qw9pFeyM5AMEgTZmOFFYKVbsZczafuQaew9NqWZqCo+ZZe7vCcIAwsxlQe4EJX1jDtqvZoJySI4ZgmKYgBYQUGiy9VRZ7GIkX1QZ2bKgLTaINSkkEucMbRL0FbcL2C+bqHcJbMClJdIhFVWpq15GVF6KWFwhiUF7B4KgY3V7URC4GHI81S0jQlSwa8t7pDt9MmCHw6Oz1q9ZBGrcb87AylCDDOVi3qw6xiISuXiLF2nMb2KDzNxoi1tTW+9rWvjc/7J3/yJ3z1q1/lzTffPNbcBXhOSXcErTW3bt1idXWVc+fOPZBl+7hdafuR7shi5nneAxazEQ7TkaZkFfeXWYOzVbumVIqsKPGThPd+fYOdJOfyCxeYn53HOkdhqrbfUAoyU10A2kmSorIAhaIaPKmNwJMeTvgkuSPyHDNhQKpz0jSnmxh63S5OxMwv1Gg0Z5mJJFlZ4qg2xMCQJxZjNL7nMxMIfFdNGRaeI5RQGHDWgRI4Lan50O0neBKC0CcOfArjEE4glCKSJUmSkynJmbqjVatxbTXn7FzM+XrI6iBnkJdcagUIF9BOckwpaIQeQhp20hwpQi7MRWz0CzJbEikfY0A5SRgptgzs9Ev8wMca2BpYylDgCR8tSzYHhtnQMV/zuLuTk24UvLAQMRNJ3l9LaWhYqAUwnDg8pxTnT82wJjO2tyNefHGJeiDZ6Wf0soKigG4nw5kdDOD7dTZCQS2CmXpEN3WUyqI8RVoY1rJqAkjgVTa/3Eo8VW2m9nNHUBpqocBaSVponLDUAg/tILcVYfmicr5UTgcztIFVQzmNEYDDE5U8Za2ml4LnVe+RzYEmVBLnDAqBlY5ZSjypSAqHkBpjy0q60I5cCqQSGO3ww4q851st7EyL3BiWjOXGjVsszs8ShD5pkrC9s8Pqyj0KXaKUT6sZVU0NjQa2VqcZB4eKTR3hqJXuk5DulStXePfddx/4+cLCwrHmLsBzSrplWXLt2rVdWbb7aT/HYf0aka3v+3ziE5/Yl2wnz/co0jUWCl1F/dlhL720hg+v38YieOWlF/j8/DxrvZKk0ISepBb8H/Le5Fev9Cz7/T3d6t52d3a5qc5VlVSloUmjEAmhSIz4BkhIDPkHEBMGIJBAQowiIRSJ/4EJE5BQQAwQYoJOPs5RBDrkAEmV7XLZ3vZu33Y1T/sNntem0lTKrqQ4p853SyWVtvfefr3XXvf7rPu+rt+VT5mdzRKiplSUKrF0oHb2Tkl2GJUq5IuqExe9Y5YStut49/Y5637D/mTK62/c5HJlGbyndYm9pkaLyLKPOJ/QUuCNodAglIQUgEzQKkvFvpYcry29TVQM3Lu/ZROhUYoQlkSRIDVsS0lVQ2U0Wpm8yfcJI7KO9XQ9MC4NL80qLvvA9xaBF2cKKQoeXPZMG83eqCQluOwHGgeHI8OmCywHx2RcMK0F9xeO3gFEEBopQarEoveY6CmqEuc8D11grDWjusSGxHsLy1GZnwhOW4/18NphybgQPFgFmt5xMCo4NrB2nrosOJyWRCWwteDKkaEyeyy2jlXXUQBugOPNEjtYktDUpkbWMCqhl3VusJXB+8hqkHmGnzL8ZxMkhUpUWjG4DCuqCkVUglUfKAvJTCWGBMlHpmNF8PmaKSVARFyUKAQ2ih1GMv9++JDwKackRxIi5ugkqXNopw9PKGcglSTuHJGlkdRCs3KetB1yVFRKeB/pBhiNSsqyoWrGvHA1J5gIwPmAGzouFwsePTphvWlRBJqqYjr9L2fZj4tVf96Z7uuvv/5Mn/v/dn0im+5isaCu6x9i2f5g/SRNt+s6/vmf/5myLHnrrbeeyRL8YTHsAL2PmbMqYLtt+fd/v8tyueDg8IDXXnsDKQRbGxkVmnVnWfWRvUYyLgWLPiKFpNIwH1Xc93meW2vJnkycdgEXYFJpttbTbjv+/e5DhOu5eu2Ag1BzvuiesogLY1AyURWS3iZsCLQ+S9MOxnmx1e1OUGWhwDrcELn0CekcZ8dbHJ43XsrkqONNZFSMOWwE7y461qvA0MF60+KGAS8UyfecXCwRJku5lISzdqf9TIn3Fp5padiflqx6z7DueeWooVjmUM3DUaJuKnzqeLzoOZrVvHRQ8+h4weXgeLUx6FLx3nmPVoJmZNAKXBAkL9j6SKHyOiv5yKOdf2ZUaISA9y4GJpVkohIbC95b9irBXqF4eNHRlJprk5rzznKxzm8M41JjXUki8PJhgVQzFhuHEx7tcjLH5SXYIY8otKkRpWbSZJqYtVnPGiIs+kBpsk7WucjKOgotGZk8I04+onVWc58uoaoEo2InZUugVNgFcSZEgrIQiCTR5GikWkb8bmTEjl1mbUAYSSEknQMFDD5RlwLXh93CN9H2Dik9pZHMRwUxBXoHSUUC2eU3LqEqFFJJqrJgNJngXP6dL7TAO/c0fv796RU/yub7/0fuAnxCm+6VK1eeqZk+L1M3pcT5+TnvvPMOXdfxla985bn4C88EvEnQ9R3v3H6Hzbbnxs2XGE/GeY6o8uBy2+8snVqhVGTjItNCMqsNmz6y3OaTzchEjJAZkJMEYyNY2WyvPT19xGbRMnvhkJtHN/FJ8vDsAucyDEVpEDJRCMl6ZwoYbNr9QiTCzmbqk+C881wtYDauWK5WPHrQIVPPtRfGYMZIU+EJXJs4Wi843cL1ScO5Cqyd48XJCCME715sOX8ccrbYAG13wUMipWkY1QqtoG5KBp8YosBITRSJk5WnMgWzyrHoIlMiLx7OeO+i4/E2EJNjXsC0EDxcdbwwqXntsOTuwnKxtrx+pUBGyf0hk9GuTytWNrBqPaQstdK7eHYnJFsbd9xihfOOi0EwTQJjFFuXeLzx7DdFTlRuHfMqcn2/YtE6Hm8ChyPF/lix6ECMNDdnipgkqyEDXErtWGwiqw046zh+7zFOSKpyRFOAL0GaGqE0KSbsEDNqU0rWAUodkSLRGMHlNrDoLLXSpBjYWkFpInVRMjiQfaJodo40kRAm6/9S1KAEw25OHyIUStBGgQyJKFJWIEjJoou7tGWJFoIhZCKbC4GNjUSVm6oymtYJykKgRF74DbsRmtaShKCu9Q+lV8QYnwLTl8vlU5uv956qqkgpPW3GHxTy+pNG9fx31iey6T6PFXgYhg/9vCfpwbdv36auaz73uc/xr//6r88NvPmwqJ+2bfnud99msW557bVX+NR8HxcTj457UgyoXfLDEAJaC7TKM74hRLY7+lRTZLncxToiyN773otd8m/g0XsnLNdbXrx5yGd/7iVCyIs1mQKzxlAp2LjIrMzLuyTyEmawnqKQlFqxGRznfUCRl1dGSZL3fO/eGW3XsnfYMN+7TqmzmH/ReWY1SG1Q0WIFhZI5AQAAIABJREFULPrIflNzqAwny466LHj1sOHifEs1rrg5L/Bhxmk70A+WWkaGHs7ONjyyPRJFUzRQQRoJYlFmqE2ps7PrsqdRAl9q1n128d04mHDeOlZDQEjFi/OK40XHnXPHjVnBZ6+O+M/jluPlwI15SaEkx8uBSniu7485Xw1sfLZLN0YxiMzBSBGGISCUoCRfo4dLi5KJpjCshkSMjmmTVQCPN5aDccn+WHHZJ042lnFpqKvMuvBUHMwV81nk/9lsOLx2yLgS9NZyuQp0Gwjukj44tCho6pKtgrpSyKJBJUH0IUvukBixcyxKSWnyyCIOeblYIbBWUJVZa7vdBtY2UBdApeh8ojDZ4uyUJHqPlbBXG6IQKAF9gEblsQO7UdZqCHgXSEojZHbuJRIIaG1e3PqQAIn1UKps6vAxq1d+8L55YvO9evXq04+//fbbFEWBUorT01Pu3r2Lc+77oufH4zFCiO8zR/x/vT6RTfdZS2vNdrv9wD9/f7NtmobPfe5zjEajn/rr6LqOd955h81mw61bt3hztkfvIi5GRoWiNAWrzXoHnk40BQzeU2lFSDmep/ORUZFPY0YrhFQ58kUJQnDcufeYrt3y0vUDjm68gFFZglVqiZCC3nkW6yzfmRqFj/nEqYXKvNwIhclxMiIlvHMYXTAtoV8O/Nt7F+zvjbh1/RpyN5PtbcR5KFVi22V7KeK/0nVRkRBhVBtsDKwHxWGZ2B8XPFh65o1gb1RyGUEowctHhlUXWfceKWGmejYbOD9P9P6COgW8zifASQOjShOoGBWSdYLFxmGUwivB5RCYIjkaVWy947LN2uAXDw0PLy0PV5ab+zWfqgx3z9Y8Wmw5GBWUPnK2sTSFYL8xbPue1guEEkwKwaZP9CliZKa/RQG1zuDz2AaQkkILzraB1QDjImG04LwLjENgXCnWfaJzgUYJGpNTIzovULrm6kFk1UcEBbOmwPaOxTAQBliuPH3/CC0SpqjRRlFXoCpDKipSiPQpEGO+Bp2DBkUNrPuYr3PK8q1Vn5UPxggSitY5lA+UJi/+Bu3QUhONxIgIQdE0gs5mp6QIEWcDIy1ht9Bz3lNqg/X5MFCorNdNKY/VavN8ZomUEpPJ5IdcndZaNpsN2+2Wd955h9/8zd/k4uKC3/md3+HLX/4yX/3qV/kf/+N/PPd9GkLgS1/6Ejdu3OCb3/zmxwK7gU9o033Wk+4HjReeMBhu377NeDz+UFvwR62u67h9+zar1YrXXnuNz3zmM/gE3U6HK2LChrwYWy4d28FSKM3BqOTx2rK1kULlrK1KSJzLQO9KK2ol2LjA7Tt3OTvbMD7Y4/r115hUudl6Hxl2AJfkApsukVI+pWkj2fQBbyMuRA7HhsEHtnlDQwogg+RifcnF2Rn7B4e89cYNXIhEqZiVOTyzHTyVERRK0CVJDJEkBSRBVYhMwUIikkQhMaXCAQJJrQWbNtBUipv7NY82nnfPHNdmimpSsN4O6HLKy1PDoXU8XhuOJgVFCjw473m8hm7To+MlJ1bhbMd6U1GWGiEqjAHnEiHlSB4XPGfrfJqf1waXBKcLx9W55srIcNF51m3ghf2SSgvuXgw0ZWReafaq/LMuCsPBSPFw3dMOA4fTCoNgPQQ8gZFUBAFKaXTwCCTtEOhD2hHcska3NhnN2cac5TYZabo+EgNEKRiXWXPbuUjShonSuAKMiszLKS4lLjcdMQb8AI+XLd5fgFSMqgZTQKxltiWLghgTW5tP8DElYmbOMTiwPhKSx6XEso/skx1oNggG7xkLzbg2XGwcvsuyQshcBa1gPjZctB5rs4olxIiRIJEole3hT/TowO7rn60+aKZbFAX7+/vs7+/z4osv8q1vfYtf/uVf5hvf+AZvv/02m83mI92vf/Znf8Zbb73FarUCPh7YDXxCm+6z1g8u0lJKnJyccOfOHSaTCT/7sz9LXdcf+PUfFRPX9z3vvPMOq9WKW7du8ZnPfAbIj1a9Dbs0gNxMXYjYKHNircy0qa0NTCrDZvA5UFHlx72zrUPEyNb3PHj0gM1mw8HejM9+/i20EFx2jsFFKpM30VJIuiGDWJRKFLXmXR9x1uN9ovdZwpb1wxLrewafWC/WpHZDMx9Tzg4pxoKYcoCkkpGNzQm3I53Tek2lqEs4WQyU2jAvJdshIFNCG0ESikLlWfIQEoGIUoKIxmhYDqClRIrERZu4MpHsjyouOkfvPEfTkuui4HQb2RsVXDss2dsPXG49+6M9Xjeab3/nPVYtTJzH2xPO2oDRFdPaYCoISlMog3tiTxGCROJ0ZTFaMq0KrI+crgOVkYwKQ2sDPiT2GkFTCo4vWyZ1wfVZw7K1LHvPvJDs14ah9WysY7/RVKUg2MyFGFeaWgusCwiZMDIyeHZjgUgg236jEoSQ6IeAlAIhFDZFiJFCSioVGQKsbDa27E8q2gC6iUzKKYMX9N6iYkdvYbON2HbJ8Xtb6mpD0AVFCaOqQOoSLQW9i5RGsB6yA64wij7mhpmIOaXDB6SXKJkbtxKSw5FmXBq+l2BjE84lYnJsk6YsRM6gG/LcOaRIbxOTWmHU8xHHnmeRZq3lrbfeenqvPW/dv3+fv/mbv+EP/uAP+MY3vgF8PLAb+N+k6b4feDObzT602cJHC5ns+56+7/n2t7/99GT7X8DouDNACCSZ5BRjIoaY41ZCPkUoCX2fqUxKCJQR9D6QoqM28J3v3ePB8SU3ru2xP2k4vHqV1kUIgWlt2HQOFwS1UUgpeLx2TJRkUioG69Ep4l3CSEnUkUJI2j7houfycsXlcsNsNualWy8RkuCiPWdrEwd7CmkE7ZCwLqINlJWmIWSQd5+YN4qUAlsL00awHRKORGOgkDBEhXdA9IzqgrYLbIaIlAmREghJYSRbB3bIjdknOFlaDiYl89Kx3FoaI7gyrYkhcbIJ7I1hWmmOrlUs+8TLsz3ekInvPVqx7SL7Hrq253hziUySw9koL48kjOqKujCEGJAkXCD/vxCMqhLvBxYD1MIwqvN8crFxvLBXUawHzlvLUHpuzmoutwMnG8cVKRiNNMvVQNsOzMaKpq643Hb0Hg7GGhEVi65HIBiXisvWY11usAHwMSDJb4btkJ94UIqYAs5rkgoZ3+kEqyEidWRSCnwcY8rEUaV5p7U0+xWjQhGcYz3AetGzai+oCjCqYTSSNI1BVA1VUdAPEa0DLspdfJBgYyPJkx1zRrDqAqNKE1Ni2TpSgkIrSiXY9DCpoCoygpQEk0ZTqBx/VJtnP8g8a9N9Hu3vB9Vv//Zv8yd/8ies1+unH/s4YDfwCW26zxOfs91u+da3vsVsNntm4A38V8N+love9z137txhsVhQFAVf+tKXfuSWVeyidVoXdsnYCaUzck+kfPL1KcuIBFl6E0JeTrxz7z7nZ2fsH+7zC1/4LMs+sbxcMi4M28Gx9YkqQGVUboI2g9CPJiWr1lKYTMnSItGHyHxqIAoGC6eXJ9x/uGEyGfH5T72IC7C1HkR8iiEMIXFhPSIEupBQSTAtEkkoOhcojSAFgSRRyMRyiIy0YaolF51ji2JSkFNwg6SSEsqI6wL9EGiM4eqkoPc7m6vI0B5PpmttthYbEkZpklQ8WrusGzaKZRtxCaZNSfSeuxcd+03Btb0x25FjY+G16wW3ouTu2YbgHdMKVh28e/+SUnquTiu6aOiBg4lmOq7ZDok+JIYkCDFQKIXCEZGcrAYEiXFV4mJi1QeuTivqYuBk7dgflbyyX3G+7ln3kYOR5XBacbbs8TYwHmkOhOFSSTbbgblJdEpjbZZ8lQICirCDytiYMCkQVH6KiS6hZU4YNiIigsTKSKUkNlq6VaINgReaghgl9aRiNlfY4KnaMeNSoYVl0w60rWN9coqWA4PX1HXNC3vQximTUdYWz2rFEBJaSJKEyy5zHbLBR+EDFGVurJ3dJR/vEJUhgNDstOn5Ke9Z6nl0uk/ur49S3/zmN7ly5Qpf/OIXn55sP876RDZd+PHQm5QSjx494s6dOzjn+PKXv/zMzfZJPYvGdxgGbt++zeXlZV6Qvfkm3/72t5/Gnby/5C6tVStBGQWdDcjd9ls0Jfd82OVb5YXZ1kZiDDw8fszDB8cUkylf+PmfwSjF1kYYBrohn8q0lBRKY2NkWkv6NuEA5yHgKYzEhsCySwgR2as1fR/p2wXHD5eEouHTr19nUhu6PqJFxBEYomJioBSB1jm8j2idqJTKY4E+UuiIQjEMEZEEhTb4lO8ypTXrwaEAGz3rXrNnoCkM95Yds1KyV2pWUhARSJlPdNEHghA0ZV4ynbaRGCWjQoBSWPfE/ipIKVJJyWWA86WnKDVjJFubMI3mcKoQrefRwjGtFa8e1Fx0kpAEn3qp5OUb+zxc9qjUctPA+RrefTQwYcGkFKxjRdd1eGuY1CVbkZ8YhNIZdC40KubInEXv6W0O61zZRB9hXhc4H9n4xCR5bs4rti6y6j0TnVOdQ4RtBKMT+7Xgwgpaa9mrNc6r3Ww8UZQa77MksdRZuqUSDCkvrqwN9CqnRRREWh/ZWsG40niX6HpHpQX7jSYkMHrE9aMpUiZOtj4v9UJg07Wk6Dg/XXHy6BFbFxiXFfOpYWMqpk2FiAVG5kOElCK7JV3+uzsbaEpNEgkls5st/PAt8aH1BJL+YfVE0fBR65/+6Z/467/+a/72b/+Wvu9ZrVb8xm/8xscCu4FPcNP9UZVS4vj4mLt377K/v88XvvAFvv3tbz93w4Ufr7kdhoE7d+5wcXHBq6++yptvvvn0XfaDmrUUGYLdWcfgI4VRSCFwPqsRnA9sbaYrjCrNg+P7vP3uQ44OpnzuZz6HUgaXIipFCiWoC8HGQ0RQqEQix820Q16YuADORYgCqSXtIDA6A3XaYcu79y5QpuTwxhWuzhr6IFj3Hi1zxpcpNDMteLyGPsKBEVy6CBHGVWQIWWYUIpSVRLmUORDWI7VA4Vn1oElEofBEtEoMMTfgRksGL6hrxfVxwaNLx/2V40otaaqSbduz6mFkJFOjWfWWEOHa2LAQifNNjzQF18eKy21+Hdpk5UUmeEViSGyHmNUWBoaYMBH2mobORR5vI1MjOGwMp23FUmhu3ig4OgocL1vGheIw9dwZBI8u4DItMNKz7EuMKbi2B9W0wkZF57NxxUjJoEHGgEqSdQeeRKUlbYC2y4u0QiuOVy02CvYahQuCwVqM1uxXIEQG0PuUmNWC1SDoB8dspLE24T0YItIoCAl8ykoVgBRJSqJSgiQZfMy7AZHoQpbXCUR2qg2ORmtGRhJDYFwbJvUcSWSYwbXZDVJKPDhbo1NPsD0nmy1t2zISPctH79GiqeoxB9OacVNTaUGpM7ejD4EQd25Jkx1rP+1aLpffx0B53vr617/O17/+dQD+8R//kT/90z/lz//8z/nd3/3dnzrsBj7BTff9J90YI8fHx7z77rvs7+8/N8rxR9WPap7WWm7fvs3FxQWvvPIKn/70p3/okeaDmnWIaRe3LQgxzwabUuB3AYqdy0uT45MT3n73IS8cjPjiz3yWpDRKwqSULHdSI2ImU1VZForfNV7v8vcxGiqlKGUgBIF1kESk67ds+5aTkzXXXzwkqYLCaAayhTQEj0UhpeT6tGTZDqwtjEROpJ02Gi1g6/IJZlSozFiwjtOTFav1QF2VzKegSk1ZaYJQSJ8wyRO8ofcCLSDIHEMeUmDdCbSKTJWgtZH9qeCF/REPLls667g2LzHasGw9F63LaMlGs+gcPhluHJTcfwDbdmB/UvHiXPNwGbFDT1kVlCLRp4Qm4dAZNCSBIFjbQEiSsdFsh8gDb9lrCqZlxTYEAoYr+w2fvTbn9mnBuFa8biQPL7Ycb7L2enAtF51gVDUcTAVFAYNX9EJTFZoGDVKQQqTSmfQ2pByjPgTJpk9MCpCFofOBKiiaQtEPAa0kISYmDay7xGDzI3ppEr2VOO8ZVyVW5aVrKUR+E485hUTLgJQa4RNlIQk7e7BSgi4GRkDrA6WWhKTwKcfvjAqxmxkHCiWYTRtiqpAors9L8I5/+887HBwdwWrDarlkeXbCWFqqwqDrmvFoRFHWFFVDURZZq/sx1MflRvv93//9nzrsBj7BTRe+v9keHBx84Cz1o6gQ3t90rbXcuXOH8/PzD2y2T+qDmq4LmWGqd7SslKCzHiEkfUjYYeB//p//yv5ew6c//SnGTbMDm4B1iTPnaIykDQnrE0aSAyVTIACr1jOqDE4mnIsURgCSlUs4t+XkwZIk8w167aUrWCcQKVDISAh5ZmttxBR5d33ZdkiVlyltgKtGUijF2doSQ8BLjcLhNhveOW3Zf6HhzaszNtue1RaGbmCzvQQk9WjEuIYgO0RIeSSgBYqMO5TKZS2ozMuYwSesdU/NJpdby7wyTBvNqu9xIXJlVjOpEg8WFodlpOFoWuTUCSN5YaI56wSb1nJ9v2A2Knl40RGw1IVB68TGRYTOtlefslbYJ1gOHq2gUiV97+k7wcwn5k2JJ2GT4FOvHHGw6jndOF4czfjsyPDodMnFKlAG8N2Wx1uHVgU39ksmDQxJ0lMzLhVVEJy3kSCg2alNbMyJxn3weJdlWVIZVs5TJIVKmfgVkmAQeZkZgmSwgaqQO1xnVsdMCpmTIaJAE5iNDVJqXEwMg6UpNQwBqQxKgRKSSkesTbvQ00RlBDFkoHmM2blXFZLeBWoREVqDKbl2dcwrN0HJnDw81pGzyyWnyw1nlxvSsAUiTV0zn42fGiF+VKLv++/tj5Ia8ZPW1772Nb72ta8BHw/sBj7BTffx48d897vf5ejo6AObLXw0FQLkptv3Pd/97nc5PT3llVde4Y033vjQGdMT6M2PSkYFgVIiU8NiIsRIu77kP96+Swien/385xiPGy5blxceWmJj9tDbEGlTIMW8YFp0AeckSkBns0g/+LA7RcJmCPT9wPJ0wabvefnmPkd7+/zPf/1Puh6mlczpwDmAm84HilJT6Wxs6H2iiJGihNLkm9D5rCiwHi5OFki74fq1MfO3rqGEwPnE4V7NlaPMrnhRHRBFZLHZMLQR0YOIHXdvP2Ja14hCIwoQUlA0NYcjybINbDeZn1sawRAFUUQ2PjI4v5N9wWIbKVXOLNv2lpDgYFRCsjxceQ6bgquTgkHnz722B9dmNQ/WLeftwK29kvHMcO/SoaJlf1rQ2chFZykpqbTC+ggpGzy2Pj9BsOMfb1qLj4JxkWe23RB59WjOfDJwtvFM98ZcV3DZdmzbgLHQ957Hy8coAVdmI2ojaJOjtZbDaYl1WRamlcGkRDsIrPeUSuF8hJS13UJAP0AtFVokIDI4MFowqgq6wbNKeVY8rjM3YQgwMYHkA8vgGSXN4bhkbQOFFCgFWkuWrSclxbjI8T1SJLoIk9rgfCCJrMRZWIsRKo9uJHgPdSMZXCIKzWS2x2S+/zR0tdKCtsuZbuv1mkePHtF1HUopRqPRU3fZeDzGGPNc9+xPShj7765PbNOt65ovf/nLH9hsn9TzqBCelLWW8/NzVqsVb7zxxoeCdd5fUkq6weJjJKUsBs862ByZLkWWhT14dMa9e/fZm1R8+ec+y//xf/3fmLLC+cC4kgzWE2IiJYlWiY0PGKExMjdgLcEnyar3SKmIHpYxi/k3vePBw1MWy5ZXX97n9f0bBBE52zp8hHGdG0q1s21uBocQioORwO80mSEEnIs0CrSEwVuCF6wXG1bLNUcHE0ZXrmFKiQ85XbfUgj4J9BBwUSBUni1PmzFDETFKsm3XvHjrOmfbjjh4oofLpeXhsMr0tLIhGSgEXL0yYjwpeLTqsd4zKRWlyukLCWh9wsWAUhoX4eHlgCk0dQm98xRWMGkMvbe8d2EZl5IXJhWrreNhCzfGiuszwYPzNeerwI39mnFV8eDSoaTixp7hXhezgUUpqiobHHqX3W2ClJUdCaJPXISBPuTRjk+JISiuTkYs9cCi80z2R3zhxpyLweKGAekTYzFwdhw5efec0dgwH1UM5Gy3K7OGzSDY2hy71Jjs7HJDyll6Ktu/i11y8GATIuXY9GQDawd9EoxNdgRuOsG4EBzNaqyLdC4xMTnOaeMCM6kYlTITyWKOCiqkoA8JJRJlpRlsQsrsbpvUPM1NCzHS24BRAusjpZH4mHcZLkQSkrpumE9/dKLvZrN5Ghr75H4dhoFHjx4xHo9/LI1suVz+VJxi/131iW26s9nsmcIjn0SxP8syzTnH3bt3OTk5YT6fM5/PuXnz5nO9riR2KQDpSQjlk0QpkBKOH5/xH+/cZ1waPv+Z19DlCF1kj7sSAa0VlQYZJe0upyokwUGdAySNUZRSAIo+KKIfKMqKqtS0g+c/79xnvd5y9WjOtWuvMioz2GTTRUIKxJh5q0YkltZDlDSFxuzCMeXO0iuIjEtNNLDpoWTLO+9tONwb85k3b9L7TCEbXL7RprXBWstybWlKk8E+PmKAPuWRgguCPkFEYUyJMg1KwgvXJI9XA37wTEvHMMDlGr7zvRNqEVFlg42KOIYbhxVB5caJFByONa3N80uXAgZNKSJS5aa43DqUUeiU3VeVkcwnhrNN4ngzMK81V+YNy+3AxTZyOCl57VDzeNWy3ghuzAvStqf1A7XQvLxvuHcRGXxgWhdIEps2h1BKo5iWksvgsh5bJNY20geF1oJN77FecG1a02rNarXBjMb83OtTWp/oB0uFRbeJ+xeJ05NThEiM6wYnJZ2Bg3mBlIZhCKhomZU6j2NSopCCEARx96RlDPQuvw6Z8ix37RP1Tn/bu4BIknENyUqWrWVcaEopCQL6PjDfK5Eqsew8e2PDuAajNH5IFKVgVkku2zzSGFWCSmejj5QSmWJ2o6WU7ez6h5vmk0Tf9y/CUkpcXFxw7949rLXcu3fvqZ3//TSy8XhMWZasVqufaJH2312f2Kb7PFbgD5N+Oed49913efz4MS+99BJf/epXOT8/5/Ly8rleU0oJrfM448nrywGUmYL0nf+4QxKS1197iel0SqUlgwucbQIJqI3ChshiA9rIPG+NWbdbyByzkkJg8FlFMC8lhcgPcKfH9zk+3TDZG/Pp12+hVAacDCHQ+10k9i40MKbcDHwELROdzydnG6AbPEoK9puCzSA4WcF6cclotsfPvPkCUhl6G9AmR7HbAeoSRPK4GKmMJgRHXWgSOYCz7z11pQAJUcDO/rp1llGpaYcsNSMkfDIc7hdcOxI8XNdYm9gvE9YOnK7g3++sUO4UqQyDrkgTuHbY5E387tH76kRx2Uk6bzFSU0qBVQmJwAdBDBGlQETYuvzGMKsL1r1jvU1MJyV7lWZtI5vOUpbw2n7D/ZUlusSNeUU7BE7XPUcTzfSgyInGPjCtBNemJQ+f8pAFlYbVkJARCpW42DoiWUXQRbjoEqNSMqornK+p55HX9wTtMGHTe0bKgQ88WMDD7QbCgFGaLTWqhr1aYFRJ7yWJwLjWxJTnsSpFtFTEmFAqu/787kCQkiCQWGwDTVGAyjZmGxL7hUIZwcZmpkZdSlKIRCHYn2j8Bs7bxGaIIBOVzI28KhQxwrDbYcSY1TalfnblghDi6djhpZdeevrxGCNd17HZbJ7SyP7oj/6I9957j5s3b1KWJZ///Oef68m073t+6Zd+iWEY8N7z67/+6/zxH//xx8ZdgE9w033W+nF6W+89d+/e5fHjx7z44ovfd7E+CotXCIFWmnbYZj5sjGzWa+7cvkuIkVdfe5nZZMqqy9rV1uZmmz8XLruA0Yk+ge8iRguii/iUuHTZ277sI5D1vsZITi8vuDzb0OyN+eybtxiEICQoFHif02e1FsQdh7VW0HaOTUiMTV6OFFozxAya0VpRSMnJ5ZrHD1esXaIc7fH6KwcUWnK+sfgUCQFKqZhPDNY5Nj6gJbgoqIqCSmeVgwbKuqRIlqT07t+bqAwUpmDTBowKFFrihCQKydZ5VMhKCVkoklTsHdbM9gQniy11OWNvZGi3G+6fRxZ3twS7ZvPYs9Vj3EwwbgSBChs9h6OSo4nh7bOOFB1VqRiJROeyosArBSEgpSQIxcXKUciEMZpNn/AOLvpIqTWtj9BGDicFkcjJaqCqBFfnDZebgXfPHS/uw8v7Be8cd3TWMW0Mh8ZwunYMAepCMtKJfpsbf6Uk2z6PeIzOGm6XQIbEuDJsh0hTVtx6URNFll/pYOn6gUWbeHyRCPYcYxJDrLksFUcVVAogYaTnYFphA2yGiBAJBWytY6Qrgk+E5FExczOMhtZmi7CNEhkSMsGoECQhsD7hY8Qj2VpPUygmVU656FxgXBqSAOc8tVbonWrheRbaP2okKKV8Ov99QiP7q7/6K/7wD//waajkX/zFX/DVr371me/Zsiz5h3/4B8bjMc45fvEXf5Ff+ZVf4S//8i8/Fu4CfIKb7vPgHX+web4/5ucHm+2P+7pnqcJoVt6zWK155+07BGd59bVXmM/3GXwipeyt9ynRubwhrrVAqnwacT4hBTk5NkSsz4mrQ4wEJxh8xIbI6dkJFxdnzPYPeemNV4lkBJ9RiiQ9nY1YB6ZIdH0G7FRCshpgFmG/FGihMpYvBbZ9dsRF33LvQYsPML8ypewHks0Otc4pEGCjpJAivymkxGZwmcXqYV4ktFJsnEcmiVRQpERSikbnxV8SkZEuQERUELnBIJjWAu8S681A0xjGtWa1iTgR2WwyQ6Iw2QG26CXzasKNFwTt4Dl9OPDzn73CarPm0SIxXCRSumTbOx7IgiuzEiHBqYKA5uVZhRhp3rnoiMOWK9Ma7RKboacsChyS5DKpwUVYDzEvrRJ0PnB8EUgpUGhDP0RiCOxNC4S0PFg6pmXk+lHF5dpxvnFcHUtuzgtO27wQHBnJQQXnff5+49IgiWxdtkPXMmGJu2RonQ0G1lMombm6A5iy4sbIEFK2/5Za0Q+Wk2XH+QA6Dlw8PuESzdk4u8ySMAwqQzoBAAAgAElEQVRBczQvmTclNuSnjroE0yhONh6jNIWKCGGQeexPVewMFVIwuMim85Q6S9skgtYmmlLiA/gQUEJkDfFz3q/vv0efdQ/TdR1f/epX+aVf+qXn+juevK4nCFfnHM45hBAfG3cBPsFN91nryUwX8oW8d+8ex8fH3Lx58wNjfp583bPMjH+wnPc8fHzG6cWKW7de5erhAVoJWusZQkQgqIxk0eWGrgQ7vqjEh4AWmqYQBLcDRMesoVUiN5eHZ6ecP14wn40oR4dMpyOQEuuyrKcpE52T2OBIMRGcYFRqXEpctB4lJIWO2CQpdcI6wToEKjynJxv6buDGS1McDUlECuHY7MAow5C3100hKZVkPeSAQ601zoORiSgLOjuwGRzTUZm32qXEJUHrPIVISKVx3qJNyf5Us1gPxOQxOv8stK7oXEAh2WtymsLgIg1gtGbwMAyWR31WViil0QoeriPTZp8r2qOUpCkNIyO4e77iYt1RB1C24/Jxx8l7gr3ZCG2y+eN0Gbm+N2VcKo7XAwi4Ma+xrmPh0w4MBJpMCHMpR97IHfA9yMhy4+lcPpFl/TIczQpKozjfOqoCDhpDZyOrNlBC1u0OubnemFccTSQPl471dmA+UmxtwqWseqmMQErFeoiUZTbX2OhRKUcptS6gdcG1KwVdZzkLU9589QgSbOyWTe9I1nG5WfDwYWRS11zb09SVYhML9icjjsaa3kekFMxKSVUqNl3ACJ4qb0hP+MFVdlGq3GhDzKkm8F86+ieJIOo5m+7zWIB/Up1uCIEvfvGLvP322/zWb/0WX/nKVz427gL8b9B0jTFst1tu377N8fExN27c+LHN9kk9S/TO++sJWezkfEFT13zh538OIQQ+JmzMUSkxRjZ9IgmotETESOsiRVJoqbDWIWTG+oUEUiRQEhfAby/5ztuPqaqGNz/1ClIrvnf3EUkECiUREZIWbHpHCJGYMntXSkXvM+tUSYEVWW2wV5sch+MH1udbwtBy9fqcg9kVln1A+URpJINVRJ+FZZZMFiuUYmMze9XanEA7agTeBi63HZURCFHQWkFpEuddXqSJmNj6PF5AaNptTyw140Zxvs162FEtKHWO715seqZNxawSdC5gY2DeaIyVXHQDMcCskiCzeqELEdNnDoSUAoLncQelLjiYFdSlppCS6y8Hzi4G+qGj1JGwgQfHa969t2B/UjEdG9YObnc9+6VgWsC6tew3mmtzxcPFbnFkNGWZCJuA84kg85tokuCjoPCRi3XCBklp8oy7D4K9xrAa4L0TaDRcn2czw9nW0RQl+yNFZyWLLjAdl1wtNcuNJZIYmZyMvOqglInKaAaXWDlJqUCqbMfVRLSQtC4zPGajGRsTMSpwePMA5yPtMBBCS7CB08WKu3dOqIxiNm6oRpLkJ7w+muKNYm0dJhqmRebxDi7SlAV1IVm0Ps9tVdrN8nM9abxP/nvWOSvwNDXiWeonVS8opfiXf/kXFosFv/Zrv8a//du/feTv9Sz1iW26z/K4EkLg7OyM09NTbt269UzN9kk963jhCX9hsVhw69Ytjq6/yLt3bj/9hQspmxkKmWijpNSRjQ1YMlxcq7zVTkpRqSzVWXUBvcuyGrZrbt87RqqKT996mbLS9B4kkamBECJaaoQJbF1k59TFB0dtFP3g6aWgJLNOlZCkGLhs4fhkQbvdcHg45uVXXsFZOGstSihmjWBlI1vvQMIwwEEtiUis96gUCTb7NyalxqbIkJ7gKhOlyf/mrY30LjHREGVmuPZ9zDBskbCDR4WCQii2KrFos2trXNecLracbRwvzAsmSnDZwWLZM2lK5rVm2Xo2NrJXO1IA4QLRCI4mikWfMoISSWkUxHyKdjHRdQFdaOblBAQ0I8H8cMKiDwTr0coy9vD43HE8bGhMZF/C3RVcrgQvXd3DRsH5euCF0nDrSs3bJ3mRNmsKhIDF1u2wnBKjUpa3uYzpfDR43A78MkRY9jCr8s/t7nnHuNTMapMt251nLGE61lysLedbz7Qu2Kth1Vq8h/mkoCwSq95RpcioEizXERskWkmkTNiUdc8x5DmsiDAuS6RuKCS8ciBZ9yGbU9oNo8Jzeb7kH+8fE32gKmuqkWZ/MuLW1RmGPHKJNlIXinEldwD7fF/GnUZdCJHZ0R/jeGG1Wv1Ullzz+Zyvfe1r/N3f/d3Hxl2AT3DT/XEVQuC9997j/v377O/vc3R0xCuvvPJc3+PDonfe71J7P39hvWlxPjxtunFn90SqbEJV4il1yYWIkQK9OwFcdpHRCJRKPD7fcn76GC00N1++gZSKSV2w6C1aSpKXeGAkEhJPFyONFAwkOpuoC0GKGd9YP2HYSkFtBMenay6Xa/bmE1568SqjsmJwgbWLqJQoS83aBrQQ9E6xcYEXS0GpJOfbnpQ0yhhUCIxLiY2R1aZjte5pRgVNWVCq/IgtU0TGRCoUjdSoSrDsIoVMjAuFdVmapKsdpD3CQEKKgC5NziRbefZqybxW3F8GUm+ZjysOJoqTRYePBVJCXRl67zlbBSZNjmh/Ahm6OtLc3zi8C5RGMjbZchwRdN7jn8CImoJExf4ExoeSkwtN3+Z5Z20Dj84SDx+/x34VaeqG/1wo9idwZT5mCBUX24EXpoar84oH5wND8kyM5qhRnKwzDa3QijgMdA5GBbtwzhyNPioy5lGlyGxcYIzgrPWMKsXe2NC7xLpzVCbQVAWb3nM5eI5KjawKloOn77KteF4LBueZVwalBUMQLH1iYjKMJgTB2OyYyyKPvupSY8yUujDU84i1uzcrO6DiwGrb8p3vLllulpxcrDmcr5jPasx8As0YbxRGZXzpk/oo9K/nabpt234oqvWD6vT0FGMM8/mcruv4+7//e37v936PX/3VX/1YuAvwCW66P+pCPmm2Dx484Pr16/zCL/zC08f+n1a9X8v7yiuv8KlPfer7XktVGoLzmbiUEk0h6cmR1JIMzi5MIqb49JRaGpEfTYlsti0PHzzioovcevkqsqholOJsaxEqUilFb/NM0ejsw7cedILF4BEiUeuE9xIXI2WRWPeeca1ZXlxwtlgwmh7y+qtXEEIjjcILz3qdmJQ5xTVHumdYTBICQ7bJLnuPVJplLxgTGdWKy7bn7ntbgu0YjWpS13EynBOSoiobVAFNI1BhBCrgLfkxWOal2qjWtGtH5wWTIgO9+x1FzCiJtIHgA+suMG4qmiI7o7atp9CC6ahi2zm2Pps4ZpXhfDsglWJSKhKJ5RDYDJKRkkQNg4uMC824kLy77NjawNG4JEZYdv+LvDfrtew8y7Wvtxv9nHN11brc20kck9gf8CUgIYQUcYCEhEQkTpASBBKnSHDCD0AoJ5H4CUiIU444yB9Aigib7K1AvhA3Kbva1c52tG+3D95VhR1ipyrB7M/sR7Jkrao1p5fnGs94xvPe93UnO2vr0mcEiSezCyX7DRSVIPqG3Ai08MSu43gF9x9e0IiRoDT3HpTUNVxf5DiRc9JartYZi1px0U7shol5rrhewvbyxF9rhRaBYZrIck30klU/IWPamU82Yp1DaoVQsBkSlWxR5wxT4HzwzDKNFgofJjZToFbQVIrOgkGwyNPZwaoPHFVJBuYCOKDKNPNCsZoSwnK0jibXRJNgPZkuIeY0i30qI/nRuz/i1s2raCXYth33H57QdbfRpM/pkY62aRrKsnzqxvukO91Hg9HTrC4+WA8ePODrX/863ntCCPze7/0ev/3bv82v/uqvfiLcBfgUN134952R9567d+9y9+5dbty4wZe//OXHd8mfVYXw4/VBxcMjLe+Pf9AxRpBJe/vvoY8kD3uU2DCleJbcsNw5ooLoI9pIYoB3fnQfGyKfffkZnstKtqMHL4gq6UhHH3AkLWqh4DyA8Y4oIqspYF1kXhra6JicR8SIHwX4jrd/uIGyYm92wOIow6GZmeQa63aewoDSGq0kLlgmn8T0jYksL1MunE8s4FyBUIEfvLdkt245OKyZza+j8VRG005zdtOEjoFx9EzbyA9Pj5lsQLiB9aqjLkHJEh0llYm44DDGkJmIxrO2lkIJDgpJ6w0xTDjvKHLJ6DxDcKw7RZ1HtNbEAMet4ygqhFJcdJ7RwdVakivF6a5nr8mpjUJpeH/ds1dlHFU5SkwsW8/RLGe/htOdRYbAzVlOvxVsYyS7ZEJkUuBkCn/sAhR1w5UCEAqpIDhHNnRstpF3HwzocM5uggeqYlZKriwkUmect54SmJfJOmNHx8E8o1lojjcjPgbqy7uqD56iUHgUzqZYn8xIZIxsO5tgNQLWvSUKwaI0rNcjXYQbShK1ZBwnTp3gyqwgxkA3WQavud4oMq3ZjpGrTdqRhykQtWSRgxApXFMKPoDfT5/RvC5A59SzOQowWlJnEjuNtG2y+56cnND3PUKID5kaHtl9P+56exoX6c/K0v3iF7/Id7/73f/w9U+KuwCf8qb7wTXC9evXP9RsH9XP23Sdc9y5c4f79+9z69atjxRexxixITJMgaR5SPs855NtVAhJnSl6G9n2jqpQRGC57XjwzgPa1ZLZ0QHP3nyWyXtsgEwIVJZewygYbEREQSQgYySTEHwyBeRSIqVnPYwQFCbCxa5lebbjcJ7z3PPX6LzkwYM1k41cbQzbISKsJcslwaf/n5m6TAqQkjrTuJgjYscUApOApkgT8w8epF3wtZdvIGSGEZ7Jek53E7kJKGnQRlIUSQvcuIp+DJw/OKbKYdfDndMVuIm6zCizHJvDfGEoyoKptUwh8YZr6RmdZtNOzCpDZVJA4uAcFZGizAnAOAa2KlBnMEaFC5H3Vo7SCITULFuHLTSFTsD19c4yLzUHZc44DRxvRmZlzs29jNPNxN2NpckFvoqM1hFzydWZ4mzr015bgpYmmU5Ewi0qoSnKGVEFlFbIOKOeIj5M7AbLyXlA+BW7YeKhDVRlzbNXO4yQnLYSIVNk+XrwPNxMvHSYURUFF5sBpRylTsGXmyGQm2SLRkm2Q0BJRSZ84jfoSG+TMqLUgjrPWPWOzeCoC82u1wQhcMCVJuNsN9JPE5lR1LVKXBAXOag0ehoZJmhywbVFjpaSO9FT5gYboR09Taapc4WWAl2WlGX5oZj1j7L75nn+H6ZiKeUTN113CXn/NNWnuul+73vfo2man9hsH9XHcXE/rkIIWGv59re//USKBx+S84xLzkJE4L3Hh4jz4XLaTSfzvQ10w8T7d99js2w5un6DMjdUeUYQghAEmRZE9ShpNbJuHZmWTIS0J1WSslBcbDxXpEDhiUqQe0E7tbx3d4cU8PJze2RFjY8Rt50uI9Uj7ZDiYaSIDC6yV2Uokayg5vJitsHhvCPXCRsZuw3/9qDlYL/ms5+9nkDlUlAoWPeRwSfZVxCSulDJdTZauimgpENnGZNU6KqhKgTFXolC0WSCadxytoSzzUAYLygyyRRrdsXAYgaZKRFScLYdOWiKlEIRI7131DFQGyiUYIyePRRaB7pL4pZWGqMjJqbQzos2RTgJFKshUOdpl9l3gX6Y0MJwpcm4ux552AZq4NnDjOPVxN3lxI2ZZnCa9RAZB8v1g4yTTWrETaEpTYaNE6MLaCHQOiJ8xqzJiBUo0XBFRh4etwRg14EKjlV7zJ27gr265vp+epo5XltuKcleqTnrBnZEXtgvKbPIRTuidcrPy2TkvPOUuaTJNMdjOlAtM42WEesjRZb0vpMNSJmcav0Ep9HiAyihiEIhouCwKTjZTpxseqSR7FUCKRSjg6ZREDzdFAlEFuXlE5JPr/lR1+FPsvuO48hut3vcjB9NxV3Xcf/+fWaz2cdOxZ82CzB8ypvum2+++VPzkZ72sSOEwL1793j//fcRQvDmm28+Fk9/7PeRrJUpdvoyA+3yz9SloD3iiMFz985tHp6ueO6Z6zx/60WESrul3iU7ZZkrzjvLrNRJquVAXabu2olEEnORfpKomHaePgLR8d6P1rRu5NXn5mTlnBBCigoPkSqPLDJoBwcykBHwUVLnGeNk6aIgkA50WquZ55LzOLLqR4YfnVAUBS+9cERelBipUuyQcLTjJYovJF2mFiC8Y/Qm3YCEQKColEQLwdoGtA80ZVoFTBFktqDZtzQxovUMLRRDt+VsCw/PIIRzMu9Z+oqLynJ9BvOmYD3AcnIImZJpe5t2uId1xqzQ7KYJ6zxHtWGz8/TeI6MkM2l94qLkYjchlKQwkhgiqyGwXwQWmaSLaX965CU3D0oeXHTc30auNRlXqsC9tYflxLVFRm8F522gUJZnFjn3VgPOBppcUjea4y4kiZ2EEBPTtyygmc+xznFtf4Z34MPAdvBME2x3O96/t2KW51ydZYgcfnRiuTKrqIuMbrAs25Gr8xIXHcvO4YKjNpG8TiD7+UwjlGTZWvreM18YQDG5RCEbLlGhSgsqo5mc43w3QpCEKJBeEqRkUWZ0k2ewSVfshUiM3EutufWJtSCf8JoTQlAUBUVR/Iep+Dvf+Q7GGM7Ozrh9+zbWWvI8/9CKoqqqT4yl+0nWp7rpflxkz9NWjJH79+9z+/Ztrl69ype+9CW+//3vP/H3P4q31kqgIvSTR4lIU2YQI+PkuHPnfR7cO+XoxhFvfvF1EGlNkWtFEAoRLN5FpJKPc8n6KUFaRJD0PkX5bEZSuixJsrUbPScnF5yvO25eq3lx7zrukfnBO9ZdUiTMMsP9AJUCGQVSGowJyDixmwJVrghWMk6BMvc8XLY8fLgjTi0vfe55dJaDSI+tXiU97Dgpeu8REdAKLcBFwTgGpJ4QpNN5oxRBgHUCHQLKJLdamSVr6uACSgSyTDJaaH2kKmquZJHRBYyoKIyi6TrOWs/ZGlYXa4gT22AItmOx3lE3GZshshpgUeQ0WnExOM5bS1NkhD6ydYFcCPYaw8naEmJgbpLBYDtGgndsrMYIhdYQMugGBwjKPOmbj1vPXq5YVBkX3YhdC56ZF1yfB07WI4P13JjlbHvHyc4hpONKbbiInu04sVco9nPYRRicJZeJU+GBpq7oR9B55GheUWYSN1k2w4jqYNf3vPf+BYVRHC4qJgltN3F9r4JKse49cYrcnElMo1mPDhMV+6VBI1j2nqOZprgk1sUQ2a8yEDA6T0TgXKTIBMIrqsIwTY7eJYJZO0zECLn89zQSp+LldQT8bOvVx6WUQin12Jzw6PqcpunxVHx+fs7f/u3f8q1vfQulFN/85jd54403+JVf+ZUnGpIA7ty5w9e+9jUePnyIlJI//uM/5k/+5E8+Ue4C/Ddouk9aH+X7/mCe2uHh4YdwkU+zmtAqCfoHF5hCgpUblchfm7OH/PCdu+wdHfD5N7/ArDSsOkd0Sas6+kCZadbbHg9kMbm7NiNoIXEhrSdskGzGtDsVStIGyW7bcbLZUS0aXnj5FotCM/p0AazGJGg/ajzd5Nj1gVwDMf3ceQkyaE7bEa0F29FRKoNzIz+4NxDdyM2rOWfnM8oiwwlBO1gKpRBS0LukxvAhubKMBKEkwiZdaCkkdZljZFpnDM5dRg0lswB4ut7ipoBUKdFXaYGKkc2lhO2g0Bil2Y2O6BSzqkZoh5eCWs+ptWA19Nx9z3K2g+1uYDt2dF5wUNbcOIBMC9ouQ2LIi5yFTfHpUVquNBmbSbDtLYeFYr+UnO0cbrQcNYpWwhDBRkc/JBCLlIroA6edp5KCUmX4AO9fDCwqQ5VpLgZHH5LU7XAv52Q7cRAsNw8KjteR041jGuFwX9O6wNIJru8l99rJZsQHS651ciu6SFHkIDKMhGrmUfqQGDzOdegpcL6cOD5dIfBUWYkPHmzOKzNLqTQ2QuccBzPFpgusdhOZ0Rw1BmcDq9HxzCJnM3qcixAje2Wy/q77dA0E68my9PPn6tHhaiRE8P5y4PgE4nggXet5npPnOYeHhwD85V/+Jb/xG7/B3/3d33HlyhW+9a1v8eyzz/LZz372iV5Ta803v/lNfvEXf5Htdssv/dIv8Zu/+Zv89V//9SfGXYBPedN90np0mPbBvVCMkZOTE95991329vZ+YsTP0xzChRiZHIwuEJVmmByr3Tnv/ug9ZntzvvD/vEmWadrRc9G69AuaCdoxYENAS4m/pH1tnGO0IaWmSomQGh0jrbUpbNI5Ls6WrC/WIDJeePElhHYQFcshMNeSaXAMMaCyQIgKpMTFiS5ABdxY5JwPFuEnqlzRT4JgB9a7jvVFy96VmkVzBSU9SoxsrUOgybRAxkBvJWUW6L0kE5GgA95JhjFFvubm8knEe1wUjxuzAAqtETIyjImgNq813nqmKNA2kdCKXGBdEvcbI7E+yam0SMaByXtGnwDcVV7ghaFoFEaXfKbeYzs6prHnbBfJiPTdkvfCGbOi5HCuGQWIaCiiYL82uGnitAs0JVyZZaw6y902UGrYM+CcwBG4Vhs6H+mnKfGOlUIJyegjLgpWXYqI1zrtT1edJ1eKvdIwOc/ZZkJJSVNq3j2byCfH9aOGbvAc7xw3GsEiV2wGxzAFDg8yRBCc9xEhLCbPUFHhQiCXknw+x4ZIXkcqc0BmIqP1rI6XjKPj3XePGeyA1JpoSvZqSVXUmCJLh38hUleGqbWcbnvKPOOg1lgX2IyeeW6I0eFdACM5qAwhBEIkJVtPHu9B51Can0229eP1QUrfT6u+73nllVf42te+9tTvc+PGjcfT9Gw247XXXuPevXufKHcBPuVN92mhN8YYYoycnZ3xzjvvMJvNPjaW/Wma7uRCsjoCBMf//J//i4O9Oa//whexQpFnisGl5F6Bx/uE2DOXZonBCRRJQ9pbhxYCIzWIiIqBzWSxLrBaX3D+YMXhUcMLLz7DnQc7qlxgEQQXaVSidI0RSmOQMdK7tKcdx2RXk0A7RTICfUiPkv1uy3a1I9trePalG2TK4Jwny0DKiA0w04LBSYwBEwLDICkMeKMZh4kxWAolsUQyI8mkorcuHSipRNdSQtA7i4iaSEgON6/I8gRW300pnWKRG3ppGbygkVDqdCBmXQDlMVIhhGPTDVRlRq3BCMHgPKMXaT0TcowWLIqMq3qGs4LWdewGh/OwXLa8N12k6bQomAA3SvT+nP0mYzwbeLCDWQbXZxn31x33VxPXZ4bOZDxcO4bRc3UvI7aO3jtKlUhzWRDJ+SUlUjpClAmfaQNOBESUFCYyBclqZ6lzzV4WuRgshZDcOqxYtpY7ZyPP7BXslZLNIOkGyzMHNf1gWXUOncFebpgXkvPOUSvBrMjoVgpdCF6+cY1AYDsG2rZlnHpOz7cMY4sicFbUzGpJXlSYeYW4jE4vM83xakif3aUjTgpBPzlmRTpr2PUWbRT7hbpkLDx5vPrH1dOkRvxn7XRv377Nd7/73U+cuwCf8qb7pPWoeZ6fn/P2229TVRVf/OIXqarqib7vSSoCy9WSd999FztNvPrqqyz29smMwoSIuIw0UcpDTHZfKQXOQqYT/LyfoPaB2hjWg6PKYbRgg2d5seLs5IKyqvj855/Ho2j7KQVSxkCTGZSJrCbPGAL7lUEbhbWOwVpaq6hMxqBbRguEEa0Nu9WK9mJHvWh45vnrCCHTDto59krD6CyDDRipaL3DiHSDMFqgASEC3gkKrQg6gcvnRU6Mjs3kUKTUAaMUmVIoKeh6CwYqJVPahEtwbyEiDpEmx6jQKu20L6ZIaQQHteFs1TMOgr0qw8uAixldH4gKqsLgRsu6txxWqXFvpsimG7m5nxMjxEmRlzmVity8Omd0MI093lviBCenjjv379IYgTQ1rQ2MvWTeOA5nFXeWO360gptVzq254v3lxOlu4FqTYybBRW+RMh3k+RDpRkedZ1SZYNNbvIioKAk6IkMkUxqPoO3T00+hFSIGzjaeQmvmJax6R1lontkrWO4sd856DhvF9YVhN3om77m1n6GF5LybCMFRGjicZ4zOsV+kuHjEDOMqrtzMGC9ljNGOtF3LruvYXCzRTAhlqKoCaTKqumE+q/AxUuWawXrkYEHIlGgtE7Q8U2knrX7ehS5Pp9FdrVY888wzP9f77XY7vvrVr/JXf/VX/yVKiP8rmq73nu9973vUdc0v/MIvUNf1E33fRzXdRwAPIVIUz3q95gf/9hYWzWuvfY7bt2+DkEQBuRLoXLIb08mu95EyUwyTZQwpaFCJeKl4ACElLkYqLRh95HS54eTBCVVWcPP5WxzNKzbdRBRJHB99INcKawMbF6gyiS4yIslqKzLFpg8o5ckMrBXUwK5tWZ51NE3FtReuMISUOuxdBKVoDOwmRy48wUVETDpUocDZgIwSpcBHRXQOqyLBR+ZFRog+6ZV9BJXAPcF5JmICvhiF1ikWSAnBGBKbQGNZzHK8E6x7i44BsAiRYUOk7dIE1I+Rs65nrzQscs2dfqSzJPh6WXDepdP/RSnZKxTd6Fm3E/tlhmwKzncjMsBRI0CCs4ayKFCN4nAv0NoFSkbs0DIuBZ3t+P7tjgJP0CUOx1j3PLOouXVQ8GA1cdo5jkrFTaV5fzkgveNor2bIJs7aEYnkxrzk4aZNrIVKU2chKRlCSulwwaFQmEtHnLcBEUkHqQIerCaUlmgVWPeRGA1HM0M3Ru5tLDMjmFWSYQr0LhlqlElUMmUUt+YZm8nRT5b9QjMJySQKFnnOtVmOIOXgDc6z2+4Ivuf0+IzTS9TnwbymKjVNVaJl2t8+Ym1o9Z9zoA1Pz114/fXXf+b3stby1a9+ld///d/nd3/3dwE+Ue4CfMqb7k9bL6zXa9566y36vue5557j+eeff6rX11ozTdOHvvZILSGEYLfb8dZbbxNj4LXPfYaiatj0liEIjoxgXiisj6iQsqZGDXYKqFwTpEJFj0ASEBzWimOfAhlDEGyHjrd/dEZpJM8+f51FUzO6wKZPqbF1DtYYhEiUr37yBAGjT41eCMWq9zgfUtS7TzphCRyfbijKOS8/f0ReZww9KBlYjyDP/doAACAASURBVIFZLjEyHbrIKJm0wsWE7hNIWueojCaQXi9aT9u3nDzs0tokeGQ0uKygrqCuFWWR01lHvATkIAIaCDFxGwAyGSmNufyFjCgCg3fMc01mFNthwgYQMa0qhIDJp0ieRivOI2x6S1MUNEazsQFjI0e1AATLjUUpRZNpDpuMVTfSj569whBzyc4GZrmjMSWeidFGru43OL8lGyqKWUWpBcFbzjYTQwc/XC8p5cgoDEoVrA0czQ3XZjmbwRG2A/vzgoMYONkMxBi5ddCQbzvurkYmH7nRZLTWsx0mbiwMAs1xa/FuQpr0dOC8xAefYpZCJAZJnSfM4kUnKVQiyp33kTKTzHPN6QQPdp4XrghmWmJtSp9eFBrhA6vBkWvNtXnOrp/YDZ6jxjB5EFqy2FtwY3Gd3eQSoyIEjB/wU8d2vWMcW/7H//gueZFTlQUHixn7e3NMXf/M7rBH9TSGh81m8zMnAccY+aM/+iNee+01/vRP//Tx1z9J7gJ8ypvuR9V2u+Wtt94ixsirr77KxcXFx1oOP6p+Et4xxkjf97z99tsMw8grr7zM4eEhMSailpaSTJsUr36ZtHu+S3vKWabogF3vkDIdtiAiQwChdIpWCZa33jlmGCZee+GQej7HRoEIME2XUGsZcS7SlJLJBfrRIZRA+UiIAiEFmy7QjSkmR5BSCN5+f0Xb71gs5rz+mUMuthOTDVRlAqfMs7QXDSJBeEYH2EApYLwM2pQIutGjtScPjjv3Bry13HqmRpqcyUO0ExdbSzvAsJu4N64QKKKpUH5E+AwvkyJBC01dgUIRg0+QnuAgBCqtKLM0jeZa0o8epGCv1viQpHJCCapccSnKoLeBWWaQBsbecRIj+2XGbK5ZbyekFMwKTZ0p2vESl5gblJjYjZGidlxpDCdrx1mXfnZVAjqFXe43BUIV7OwELqMp9ogxsGwHuh28/2BEscRFQaZrTs47FiVUZcF5F7GhZ5ZnXJ0Z/tfDHZMN3Nwrudh03F1PXGkEVyvJWSvxPrBocjYjbLcWJQNNYwg+acGNEGgiIXqcB8Vlc40eIVNscWsT60Jnkm50bIcJrSWVTJrsYbKUuWLbO852gdJorjeG7eBYdenvOp+4IXVTcX1xyMV6y3vvRT73uVfox4l+t8NNPe/dvk3XdUgpP+Qya5rmqSy9/1U73X/4h3/gb/7mb/jCF77Am2++CSRFxJ//+Z9/YtwF+JQ33R+/o+52O95++22stbz66quPP4ztdvsYZP409ePrhWEYePvtt9lud4+b7eMstJAastECYxREz3Z0KZeLgIyKVZcoY1JAOyQerZaJxr9uPX234Xv/OvHMc0fsL57FXCYJK+/Y2og2YGMAKTEKvEsHePIyn0oZSS5h0zmmGCkLQXCOu8dr2q4n3yvJmwYdUzJFfUmp2o2OMlOIKFkPFq3TXjXLBFJ4vE7Td4gRESK58JwdD2y7jhvXKvLmGtJNSG8ptKFziv1FimkJHiZfEqMjhsDZQzg5d9jpDD9FTFMz9oK9mUKpIjVSGVmUGVPwiQerkxypqjTOk0A4UpLbKXF6BTR5YhTv3EThNUakvenkA53zVEZSl5p2cgw2slekaX1nL+Pec8NuHDndOWYFXFloTjYjZxMcVXDzoOLd05bzjeXq3JBnORd9elS/Mi9QSrHMHEYIDuo9xsmybHv6Ds5W4E4viNHzQJdUmeZoAYX0ae206sm0plCRk+3IYZ1x67DkbDNw+6xnXhuuNpqt83TWc1hluBgYRo+UkaOqAAEXO49GUGvBwxAQQqegyBBwLgBJ1+4iCARGKsYpPQ1JldgJENLTUaZ4uJ6AQJlLDuoM5wL96FGP0k8C1GXJ0fzD0633/rGe9vj4mHfeeQfvPUWRQDiPXGZFUfzEqfhp1gs/D0v3137t1z5S5/9JcRfgU950H1XXdZeT58Arr7zCwcHBh/78UZzz09ajpvtBjONLL73Ea6+9Bvz7qiHteHkMajZaMVlHP0XqQlJmiec6OoG3kRgFgdQQ1r1leXKPe6c7FJIvfOEzKWdtChQZiUc7RTweZ6HKNSEIrIsM3lNdStXqLJGWLgZPPzjKQrA6XbLe7mgWDdf2r5Pnku1qydCBtalhty5QShimiNGJeNaPHpRklmvGMeB8InhZC33bcnyxY3HY8PK1q2ipiNFjSsM0OqxLp9vOBUbn0p9pTSYMINgax+LAIERFlUPfe7rR8/DCE4YzRuso8pK20TQFCJOxsp5ZLlnkms3g2IyS/RxEaeiHkd6lmJhcpWj2cXKYKjnS1p2nHQcamfCGYYpMOBgVi0LiLZzvRnKtUFLhXWTZO2RMagsJrAbYs45bRzk/Oh042VoOZ4YrleDuBaxax2GtyZXg3mZk3XUc1SUx5gjhqTPDbDanGyy7zuKt43wH09RzduwYgqEsS5oSqlIxjIoTF5Eqo8wnNq0nloKb84yznePesuPWQcl8T7HrU2LEtTojloJlN4DQVCrwzMIQgEqnFM7gYwLRG0VvE99D8Aj4HhBSkhtJZyPEgFaCTKfBwPmQFDiTox8sRgsKk6zeLsTL9JNUSikWi8WHHvsfPSHudju22y0PHjxgGIa08rmchmezGXVd/5c13f9T9aluut57/uVf/oXdbscrr7zyocnzg/XzQG/W6zXf+c53HmMcIXEWIqnRKsGl7dFDTJIgrSTb3UAVAtYJqkxgQ8CHiA2BRWnwwfPD9+5wcrLmxVv7fPH1z/Gv//pvTFFcGg1SaqxR6jFi0AZBozRb64jCI4hIA/uVZrSOBytHnkHXrbh9e8dz1xs+85kXWHcRIxyFBGtglLDsJzKtOCgzrPPY4NEhpdRKlVIJtq1DiXT4t1ruuLhIEew3n7uGyhUCgUeQy8g0BVwQyJgYrkqkNAyjFD4mVGOajgRaCApjCESKOgcTKYMnO8gv04FHljvHyRpst8MxUitDXqc9cUAQfElVGJo8o91ZfIRCCzKlObETm8HTCMlBY1juLKe9Z5HnzKuEyezGiauzBhsmxiEyCUcmFVkusWNgaT0VAhfTR3u2GalLw16ZsRk95zvLfqV57iDn7nJg9IH9JudanfFgO5ExcP2gZl56Hq4Htl3ksCkwQjK4nKaUyLFlfuMGQ9sTsDDBbunY9mumAHleU1eCKhcMU879tac0inmRAkqFlBw0kn6IPGwdB4Xk+iJjPQTs6NNNBNgMPXVecHWWsewm+mlKcHUh0xNaiBzUOSHGxKuIKXGkKSTWi8uYnogSHikk9vLx/1JG/hjI9HElhKCqKqqq+tDBlLX28VR879492rZlGAbKsmQcx8fNOMuyn3ht73a7J3ag/f+lPtVNV2vNzZs32d/f/9jlvTHmqdYLH6SXAY/JYjHGx4Dy9M9lAxaRiECrlN7Q20TOPShl0kcGgZYJyWgEvH/nHj+6c8zR0YxffONzKCnJEkMEIthg0UICAiMjFolWEE1k1zt8DInmhCDG9As9+sgwrHjv9obFvOYXXrvF6DXtEJmXya47RY82mnFy1FGgpSdTmhgikTTh1LmkLmRKBjaR1XKLG3u6oeH5568RUCgdwEVGBEpYUAbv/OU0ZJAi0I8hxW4r0FEQYmCcJLkUZDIgsChhIEYMHp1JpFIpyTgv2JeB3kbKo5y6OGLTT2zbgU0LfnRM7hikoswrZAZTcGzGwF6dcVhnnLcO7wVaSPbKjNOdo3MpnfZqnXG8HThfTxzMNKFUbPsJk3lqkyOjonMeryAToLOkKumn5KhTJBjRMDqKXLFXF+wmz3k7caUx3FwYLlrP8WbkoEqurwfbiVpPXN/P2XSBh+uJ0Udu1JKlLOhGzeG+QirFsi3pJ4smMA6R7S7S9RcM3jPLCsrKsD9X7MiZQsleqQg+sOwDTZ6kdXdi4HznuDJXVHXJ2W6gt5pCK6SMtGNkv4rc2Cs4305sxonaJERmiBGhAvtlyXp0bHpHpiOF1pSZYhMTTjM80qX/HGWMYX9//0PT6ltvvUVd1yilWK/X3L17l2maMMY8noqzLHss+fxZWbr/p+pT3XSBx4dYH1dPOul+EHZz8+ZNvvzlL/NP//RPH0qReNRwP7ha8JeJqdYLFBKtFW3rmS7jtpedxUiw7Yq33rmHqSu+8PpnkSZDi3Q4thk9A5DJwNamKabJoRsjeSYJPrL1CWyTy8jkQZuUn3a23PD+nVOcKHjuhWssypJla7FxpFQS5zV5phhdZDPAFGBWafpHcdxC0ltHkyVuhA0RO7XceTghhWBvnvPcrTmjjUgRiVGhZERHz+AEk7OX8UIB5RyRCNFDTMyIqBR2SvHjQgq0VkhtaPsJmeU0uWbyLuXCoVNYp9Z4BfqSl1waQz6XjEFwVClsPGTZjnjb4y3gRx4en/EgQlNUoCQ7P2KnjKtNSZVD2yelx0wqFrlg8hObPjLPDbnK2XQjLggWpcB2iUuQSTgoweeSfnAoLZlVkra1uCjxPt0YfQioKNj2PikIqsQkOG4dV+qMWwvBRevxq5G90nDUaN6/lxgTNw8KlruR+8uRw0ZxY16w6lO+2eHCMNjAZswILnJYKfp+YNN63MUaFY45URqdl8wr8HVJVpRkIhJlZDMFMpdii1bjhLaSWa44ajSjiyzblH5rfWQ1eA4bwyJPN61lN6EEZCbty0stqXKdPlsh08AhE2ryP7O89zRNw3w+fxy1DnyIvfCP//iP/MVf/AVnZ2d8/etf54033uC3fuu3+PznP//E7/OHf/iH/P3f/z1Xr159nIv2SXMXgJ/7RvWpqJ/WdB/Bbr797W8zDANf+tKXePHFFx872B79HUhSpQ824Mf/LiUxpkMeISQxBEJIGWZ9u+P7//L/ced4yWc//1lefuklhpD2hY8O4FwIFAp2U8DIpG31XiIlhODYTZ66EGgpmFykMoqx3bIaOt57f8XV64c8/9w+mTLcXyV5lYkpxdbGdDixtQHrPQQIIdlr1+3IZnDs5RqjDNth5O33lty9v+PakeLF5/ZxViGEpMoleEFuBMUlG1jq9HgaA+TSpHUI4BGE6EAIJuvwMYJweCL95FOqrE7/Xb0LSJNRKE3rA5OLlFrRaIEXoKTCKE1eFFSZxsWIEgn+U+QFBwcLjmY1zz57nas3rrJYZOmG1cLxyZrvvXWX1fGacTtyfr7jeNNitKHIMnaTZ2cDhYzMCsFmsKzHwNWZockV24mkeS0kUUI3jVQicmU/x5hAHyYEgv1c4GPABk8MIGO4jDdPyR2IJH1rh8j9raXQmr0M+iFytu0xynBlnjHYgI/w0pWSWnqO1z0xRm40OUVhGIJib3+fW1fmHF1b8PzzN/nCZ2/wzJWM3sLJecfdd99n13a8d/ucs5OHPDxbsR1HFOm8wYYEYVdSsO0nJusphGK/1EwupYQYnSb7KUT2c8mVJseTnvRkTCxfc2lu0f/JvIWP2ulmWcbBwQHPPfccv/M7v/MYu/pnf/ZnXLlyhYuLi6d6nz/4gz/gW9/61oe+9o1vfIOvfOUrvPXWW3zlK1/hG9/4xs/1s/yk+tRPuk9CGvuo9UKMkdPTU9555x329/f55V/+5cewm48qKZLzxoWAlJJMp0diSFMcRJpC89DC2XrL3dt3yTPJyy+/yGJe011mj2kl8TGwGzx1oRi8xPu0T41BMIQEp1FC0LkUKnjReWoNLkx8/90z+nZgnmVcffaQOldICes+JLK/ihA0Gui9ZTN46lLiM81WTkSS5daHSGM0PkROjs85P99RHDRcvX6FRZ4xhEDngZAm2XmVmL+jtWgTCSGQK0GWKRSe3ktqkyErhRHJEJIJzbofOb8YGfuWwBE2RGqj8SEFJYJHCEkmBAjJ6AKFkqBSkGeVK0ot0cIzjIFZk6OUYnSWafL4AI0BExWOkqZWNI2j9TUxWGoN6+3EeQer+y33xQV7OumJd2akaxR7swpDYJg820tOsJaw6qGeBC/s51z0mrWFPem5Wmfc2aZ97pVZQV1EHm4GWjdxrarQcmI9JijM4FziM/hApgQX/QgSlI7suoDLRkqjyKrIdghMbiKvKg60Yzd6tDbcnEnurSfur0eeWRiu1zltH2i9Yv9gn7xytP1Enh9yevs9Xnx+xtl6R7+b8GfrSyt8wd7MoAvN/rxB6ZzMJFdZCMnssO0nIpo6N1R5+v32IQGcImkSrasqBX5+AvWkUT3b7ZbFYsEbb7zBG2+88dTv8+u//uvJyPSB+qS5C/DfoOk+Sf2kkMlHluC6rj+Wv/DB1wghicSdj8jLXwofQctLlmgIDD4SguN8uaTvJl5++VmuHO0xOcfkAoMNNFk6HGnHiJCC4COVBi8E/RDxAkqTEhwWZfY4qn2YHNvzJXcftly7WXP1xnVuv32fqkjZZsPokVy+VhRUWmJjZBwjuZIIEt5xyUjnPLUAWWecnS5ZXuw4OGi49eJ1pFAUOfQhgE972TZ4ZirxccdpSDvbLCOKQGHAktYulRJolXLgZJQM1rFcbXl4suXqlRnzG9fhMh8NQMVArjWTHRFGU2UZ3TSxmSKjkkmDm5zJ9KO7jHcXrPqJWaYpM80QLMOlekFXirYfk43aaGa5xE6wGT37ewv2Fo7NUOFC4EohON/1rFq493Di/smaConPKkwOi0ITIsgIm8kRBekgLEaO28BRo7k5KzneOC76wL6RXJ/lnPSWfnI0ZQ7CcdpOaC/YqwyxULRTYtf6kFgbTgQKkZ5gciORwrMdI7m2SCE4Kg0nfVLDFJnGxMjFLmC05HCm2bSBs/XIvFQczTJWA3RRkBUNzxQzdsNEpRVHM81627Lc7nDWcfHglGEYkEYzq0qyQmGKhqYs2Ws06tLiKxC4y0aopIDLne4nVU+qXlitVv/pLN1PmrsA/w2a7tO6X1arFW+99RZZlj2xJfhRw3YhAcVDFBiR4nh8iIyPlAl24gdvvcvpeUtuMv7fX36dcfS0g8OkOAmqQjA5zzgla232OLJcIoRCkpxf0SWFxGQd3eQ4Oz/j4cMdh0cNr3/+OXqXEHzqESthihAFLkqMhkxC3ztG71nUhtEGsAGpNIJAFhW73QWri46mqnjl1WsEaShURAvBavSEmEwSRS5REXzw9IMlhhRJNF7Kw2wMEGHwgXmmEVriiSw3K07udZim4qUXDhCmINcGjyP6lKpg8oxgPUUxA++YYiAKhRSewUeUjxgpaPsBCNigyWWCj7ejI4RIWWRMAc47T1MpSpOzG3uivrRqy4B1jnUPB03GIndcDIKVU+wv5mSVT08gqub6zHC2ajlbBbZbR5zOKbRi1wY2jWRRgC7rS2hQIFeBptSc7ybGUXCl0VyvNMs+MHUTVSY5mhlON5bRwvVFhsJxsu0ZPFyfKYZJsRs91UyC90gRyZUmkyCNZhodhEgIES8CUkia2rAb02eS5wo/RS66yKKAWS5wHjaD41qTMZ/nHG8d295R1zV78wYXI02umRWG41XLarXFu55xvWJ5/x73FezPajAGlTdcP5hxME8MhyedRH/WCpdPkT+tPo0Ac/hv0HSftLz3/PM//zMAn/vc55jNZk/0fY+YuikfNyJlmny8BykCPgTaYeL+3fe5+3DJs88/y41bL/Cv//oD+imitKAbIlYJCg29hXFKSbMBiQKUEmxGTwgJXK4ziVFpUr197wHrkzXZvOHzrz3H6NIFNVmRCF9CMXQjeZHRTSTNpA4gNB6HFMkCXBqFd7DcDQx24sG9YySG558/Yl6lEEwtBZlRCBGpfKT3KW24EYJx09IKKMscrTSFEqBFmsDHCZ2lfKwRCG3PvQctMQqeubVHWdU47xkseO8wWhBIYYrjGKkLnWzHgAJ0lqF1JLqAdRZhktzMR8Gu85haEVxIWMEI3trH4PgQLVqCFGk6zZyiKTLKPLDtPEZ7ylxRastynIjBsCgEmVBsesdFF9hvSpQK7Bz47SHXjqB1mt3WcTKAOjlLQO+soCgMVQlaF0Sh2UyeUgpyDeeto3WaG7OMK7Vg2VmOV4FZqTma5Rzfg9FJru8ZzneW883ErNY8s5+x6gPrbmC/kFglkUxEBE2mCVIk2pqETBq8c9gITalph0CWpZtupRWryVGISJEluHxvI/NS0xSGi9ay6h15Zrh2dR8tD2lyRZ4Z1u3Ecr1j03X02xU/PH2Aio55U9D3PWVZkmXZRxocft56ktdcr9c/swX4o+qT5i7A/wVN94PGiddff/0/GCd+Wj0+hFMGJQVRpPhzISKT9dy9e4c79455/rmbvPmLb5BpzbobGSZPjAEbJJlOk/JoRTrAUJJN55nl4GMkhgSLKXNFZwOLPLJcr3nv/TPqpuKFV59P9C+p6MOEc7BfSaYQEUhsDJggyTKPjoLNEKmxGBHpkbgYEC6ynRzn5z390PHsszepyhmD9TB59krD4FMsvI0qpe5aj/KB/WsNQ+foOrg4PSfPJYWu8BqyghTfIyIyCO7dWzP0Hc1exbWDedJxBo8NghAco5AYFFqnQ5mAZ3BgFLgg2I2BPINCKzqfFCDGCLJcQ4BJxrTvNpIQBKOzPLzYId2AFJHWpZ/bSIUKKRTU+0BhNHmZGAc+GuaZJkRP5z2jU5RGkpearrdoXbBfa+TouLdMcT03jyqaPNA7z17ZkBnJyapn3VrsAOO4Yd2NKGkwWUFVA0rinfzf7L1JjK3nWbZ7vd3Xrq7a3brZbuImTkhy4sQcnWGkSEjJEAVmICQGDJCYADMYABNGiCnMgEhIkTJDIgMmDOIfCcJJ4sT29m5r7+prdV//NmfwVm1sJ+4S+z8n1nkmdtWuWmtV1VrPer/nue/r5nA9MCsUo1Sy6i2DhyuTlFkGy3rA+UiJ2xlpGudZtp7LI0PTDdyfD4wyzZOXRpwsO1Z9z6zMyM9/P4NzXJoYBi84WluE8CRCo3WUM0oElRMYBdNcoVVMxxDSEUKg7jxKSSaZIU9i9Lq0PnKPy5LJdExu9KM4HsPAaz/+MW3b8sYbbzwyOFy4zEaj0SO51yddn8RJ95PmLsCnoOm+1zti27bcvHmT1WrFM888Q9u2v5CI+qLppjqi+pQUeO958+497t99yFNP7PLrr3wZpGLdDDjnH9l7ewfBOiaZZN1H3artIzUq1zF/atVY8iReSjoh0LbiJ68fIIThyRtXmY1z6s6TGMmqDRTa0MkB5+O4YpTGy+wy8xgCax/QMtB5SZCKTATarufWcQNNxeZOSVvnpGnOYCHg6XpodYSHt51nPvTsFJpNo1kGgVAF+cwznkkcYwQe19TM14GzBciTY1zXxXy1cpvppGA8TtFERoTz0PkYuzMS0NoeLVOEAB8sfW/RiT6HtntaH/BdxEEOBuZ1oMgkRpyPXM6leFp2PDxYYFXG9Sd2ybKUpnM0vcULz0gL1kEwWIuRikIG1jp+vA6GRAp6D2vr6AKURmK1YlVbXCopVbRbNxbaXrI5NcwXDavOsik0m+McKePs80o2xYvA0bKlqnuCh6G1nCyWBCkYZyVZEReiQQlOWof3kKaaedvjgmBnnMQcuPpifmuYCs9ZPZBoeHyquT2H02XDlWnG1VHCSePYrxybmWKj1JytBtrekkpJlmrmrUUEmKSGc2NkXKK2ESuZJdGG3nQOoyMcqOkdUglSoiOtdx6tIjM3S3O01jz55JOPls7vNjis12sAiqJ4RzP+oCU18IFL8bfXLwO7Afit3/ot/u3f/o3j42OuX7/On//5n3/i3AX4FDTdd1ff97z11lucnp7y9NNP8+KLLyKE4N69e1hrP9Qf/u2ltY4ADiVwg+fe3j4/uXmHnc0pX/3KF9HGkJgY1SNEoO0dqY5AkkQHXIin29QIhuGiaUSLZdV70iSOLYJv6aoFtyvDpau7bE1KWiewQSCVpOqjEqBIJEMf87x6b6m84HIiGXzc/mspyRLFanBMjODgeM7d/RXTjTG7N66QGTg5qVi0nnEykKh4uqm6jkRJej+gBfQ+8s+sczENIwS28pgi0HSeSmZs7WSk6zPOjgL55iajkaTvPKs1rJYxOsaoAq8koxJmoxSlE5x3tLalu6CE5Vk0VwjIEslgHb2zBCRGCjrhGJzHekeeKWzT8dbtNVp0PPbYDC9SvIs/izXqPPhRUhSKMgQWzcDQOxIdmBjBqvdUXYspNQailK4PSKEoU82y6Wk6hzBJjLn3sOoHROVJlGQ5SA4rx+5YcXVqeLj0nNYdm2XCpXHGkVAIJdkoDFftjP1Fixt6cg11Fbi3f4KWHu06Hh4uSFNwEk7XkGvB4APrzkZtbC7ZKDRnq5gIkaUGozVHVUBKy+XScH/Zc7S0bIxSdsea/XXLcoja7p3SUDUOaz15mVJ3lsEGgoZJJvHnbOcgwNoYyyOQ5EbhfVSFBAK9jVwRKX5WXfDzDA7ee+q6ZrVacXJywu3bt98RuX7RjPM8/xluw4c9Jc/nc3Z2dj7S6/nt9U//9E8/9/OfJHcBPgVN9+IPZq3l9u3bHBwccOPGDZ577rl3/DE/qivtoi5IY6enp/zop2+ik4wXXvws01FBpgXWe9atBQG50QwD1L1HniekhiHQhUAuNQ7PJJUsu0B3/jXBWx7u7bNa1+hkzJVLI/KiYNU5ylQxWM8wgAseSWDeBmaZ4GDR40LAe8hUoHdRgua8I08Nvl3wf+9VFKOSL7z0OFUfyIwgkaB9vHxHCXINiUhY95bBDmgtKbWIzjsiM3U6Tmi7noDDiQhcF0PD3v6cLE25/vglkIKm90w3NKOZRDImBIftLV3b01awN1/i3XHEdmnNdATTSUY/9Aw2Zm4Ng4/2ZqXiyTiVFFpQeYezlvpwTdesmcxGTCeXCDgk0SI9r3qSRJMlhqrzVIOlNJI81WgR56dFKhgFR+0Hll1gbGJsfRssy86xnSuEgNVgaQaHDJzbYQMnVc8oiY69dac4awKliUaTk3XgaD1wZZyymSmOGs/xcmBWKrYKzbqTaKm4tWwjTAAAIABJREFUNpVs2pL9ecv67IxJAW0FPz0+JRNR0pUmBpmCyBNUl4GIGRvNAAKPEoIyl5zWAR8GikzT946T2rJRCDYyxSGKzlo2yxwj4WA1cO+sZZIr8kwy2BjVkxtJ3fTxCEyMQrI+5p7liaQePIMN5HmgTM4TIj7EouvtpLGLenvk+mq14uDggKZpHvEXLuy+HwXr+Mwzz3zk1/T/2/Ur33Sdc9y6dYsHDx7w2GOPPbLsvrt+Uf6Cc46f/vSnmLTg+edfoChK2iFmRPUukpsa6ykTRWcdRqs4Qw3Q9wFjNDhHP8RN/9naRuasDBwcPODkeMUTj21x6do17t7dox96MmCcKQhw2lg2c0U1BAigCSyaeL+lEaQK1j1sThXHa8u6qtm/12DylCdvXAKp6L1kXAi6dmA1BEwCoyyewN0gkMojRQBhCAhmWVy4NIPHJAJ8/PlWfY/ynrOjlsF1XLo8pijS+CbjfeQsOJAqAs8H59AqYWc7o+sCMAY83dBFZUUPt++tcEOLlylFmlDmkBcGlCCI+Bic9XRNy/FhhPc88+QVhIjLt955ciPJjWDZguvBa0eaSKoOhAuMMoNJYnxO08XTdAiGlYvzztlY0baeed+yqD2jTJLqhHnTcbaq2ZgV9ARWg8U6yUaZkClBYy2dlYxzKDPNqh14WDtGBqal4XjRMa8DV7dyxLznqO7piPPTS6VidaaxsuDaNc20H3O67im0Zaodxydwf16h/QlKakySk+ZQTBJUkmCtBGSE5Q8R45hpz6IOJNIyzSVFpjhataRaME4lLsS49a1SYTLJ0bJjLWIKSJGpeAgIgcxI1p2j7R1KS7ZGGvWuMd4vsjx7r8h1a+07QDgXvJOiKN5xKn73VeqvIuwGPgVN9wIy/sorr7zvO+RHbbp1XfPGG2+wXC65fPkyj994CuuiI+2CudCF2GhSJc9NE4IYoh2lWwhPPwwkWjEIgbMe52B1dsLte0dcujzlxc8+h3MRzVimUV+byOjEWtWOVHtOK8ck00gZN/Rd79kqJZWTZAl0fc98sebgsMXguHx5xGxc0HvBvLLkqUAFhVYGQox5D0GgRZRKCQezMjZP8Kx7wShVCC3ph+iUsx7as5qzxZprV0ZsTK9StR1t5yhM5AL3QVA1Dt8HWufJtQJikgFCRKuvC6RJwiQt8DYw3YhJytHO23O2hLNVi3RnWKlxNqUfVuSm4PEnttAizhyzVKGCQDrPfOiYJgolJcNgGYKg8I7MxPvuq54yURgRg0MlkGWatrY0FurWk6SSCQl1b5E6RzRzmtMVeTlG6IxJolFK0PaWuu2Z5Iqq7akcyKCZlAlGEAMzvSdJBNNC0/Weg7OOQmkmqeK0skgkm5khk5J1P6BXMCo0W4WhGsAlOc89lzA97SK4J/OMpOPwzHFvv0X3p6hEINOSeg2XZzl5ElONMxUZu1ZIBhvHLHUfM+uKRKIkzFtHoQEZx2BBiEiCU/GNKXERuhQHDZHvIVWkiSUfRwjaz3ltzmYzZrMZk8mEJEl49tlnqev6Udz6nTt36Pv+ER7y+9//PicnJx9bvM6//Mu/8Id/+Ic45/i93/s9/uRP/uRjud2fV7/yTbcoCm7cuPGBX6e1/lDjha7ruHnzJsvlkmeffZamaeKcScZZoxSCRMFqcHhiYOKF6iAEj3WCREtSrVi3AyZJyKWkG3qOTuf85NYDxuOSL/7a8/Q+0PYBKWJO2noQjLJAZWMYpJKCTGu8izK1xlq0UhjpaYaYVCsFHJ1ZxFDz2GNj8mKLQATvjFLN5c2UdeOp2oFRdq7/DXDv7ilpHh+7MmlUQKjAugMVHIUJjIzi1AoePjjj+HTF1ctjNp65TKollsjd7Xw0T4QgSQWsJXgrmOaRQhVEjPcJSuGdIkk8QkmGxuFCwMlAgiFPC0xeEHSPMppgR5ycNtTdiqKcoEPg4d5JZFtkBUVRU6QSrTISIWlsZFIEEy+JF9ZxOU0JEioncOcLy2Adq95hCWRa0g+OyjoCijKVrOuON2/OmU5ynr5xhcZGylqSJEwLOF0PLJsW5yLQPBsG6t6RDR25gbq2dF4yQ5Amkk4Ro9I1KK2YloFmsByuRRzvGM1Z7XBSsV1IPJJl3WMdTAtDlhpWbY/KMl76TMbd45rejrg8Vgg7cLhouX2/IRXHBO8ZZEmZSdLQI7H0XqKFpEwEQkms9YgQaIIj1QJBxDm2g0MJifWRtZxohdHR+NMO/h3oxk+yLowRbx9PXL58Gfif8cRyueSHP/whP/jBD/id3/kdZrMZ3/jGN/jjP/7jX+g+nXP8wR/8Af/6r//K9evXefnll/nmN7/5kTgOH6V+5Zvuh60PmukOw8Dt27c5Ojp6xMwVQrC/v0/f92gZ+aF1H0+HeRLdOS6ADIFECloicUwKiTSaRAYyozg8PePenT2USXnphWcJUuNFXJZMc8Oys2RSUWaa1np07+LpVAqC0JSpp7MRIIOKG+/OOu4/OOXg4JTtzU02ntphogVOSPCBwUoSHdN3e6ORONzgmRaKz75wjZPlGt875pVjNT9CEyVCJoVRIanSMWfLOffurTBFwfUnd9mcFo9CK8/WAxtlRm489eBIBAxBkClF4y2JlHCua173niRAkgq6weMH8CLK6VQQaBzt4OiCBBU4PlyyWq+4ujvm6u5l6gEQgsCYUsNZtaauoK89fX+E9WCSknIESaIYZTl2kDS9J9eSECzdEBhCT2o0EFGbwgiKBHonqVrL6XHH0PfsbpWQZPgg2CwUJyvHurH0KmphnTMMBDbSlI1RxsmqpRt6pnnK1bHmqOqohoFUayZKcNgOdINlZ5yipWLZWaR3DF4ipCLPPF1neWgF0yy63laNRSHZGCcURnJS9fS+Z5oqXKpY9oHdMufFjQl7K8tgt5hm0LUND49q9tc93LqP9gO1zxiPDJc3CpzOSEyCzAy7eULdxyWlFMTnnhAxhUTF5bA/50Q7H0j0zzo7P+56v0Xa28cTf/mXf8l///d/853vfAdjDAcHB7/wfb766qs888wzPPXUUwB861vf4rvf/e7/33Tfqz5KDHvTND/zeeccd+/e5cGDBzz++OO88sor75gJvz2yJxBhzcl5coFWAuHiIk0QaVWD8zSDi3Svruant/bonefppx8nL6OTqe6iUWCcxOyrQmu8D1jr6XvH7pakcoIyF/SdpQ8CayWZsawbR+jnvHlnxWxjxPalTbZGUKQGay1db0mNYDyStL0gUZ5cich2EOF8PBIYlyVD6rlSJPhrmyzrnrbrCO3A4sxy786beAflaIMsBe8a1pVCa0PvJVIrusGRJxpEtOg21jMrUpCSoDx28GhvSUzkKYigzqlmHjsQMY9aEFSAQbBerzg4XDPbGPGZp68wuKj+UISY0aYEXih2JzNWuUcojw4jcmM4WixpW0dfOeqTQxrrEapkOhIUGaRpQnCKMoVESarWMdhAoiSrRc1isWa8NWJnZ0YgysoWtUcHQ54I1p2jwqNkYLNMOKldTOntBONUYQdD4wKTNGFbSvaXluMOrowN21KwqDpOqpat0rCbK+4fD4QQKAxYbzjuejIBzRA1sZrA4ANd7wh4XBBUrUXnBiOjymFexxTkcaJYnaMcp1nClW2H1nDlsV2uTFLW64Z7p2fcO6nRfoFwLQ7N6TRnMs7pdUaZ5myNEkalobEhWt25YOXGqzcpBM65T8QMcVEfBWB+wV7QWv9SY4a9vT0ee+yxRx9fv36d73//+7/w7X1Q/co3Xfhw0Jt3jxe89zx48IA7d+5w5cqV95wJX8yCfYgbXXWegiqB4XyRFiBqSqNRHW8HzlYr2nbNU089yXQ2o7WBwgjWnY0pqsaTeEXnBUE46t6jU01iHUJJdoyicoGmHZiMU7T0rNcV8wdnhDTnmc9cJzOS05NTFh1c0oGDLmC0JDeSIAROnEe6KM04T6i6AUt88RQprIOjG2x0mGmFkAkn8wFsy1NPXsaplOAG+m5gsYT78yOEdKRZgUwkRQayHMUDuIZcKwSeUsdTk/eOXkhGxjD4gPPxEtafL28QDqkUfTfwYL9Connq6W0SY+ht/F1HhrjHKBmlW/UARcCYmMLRBYmQno2yZJU4lBSkakKC57SuCdbT1lAfL2mGgVFWUEwURsFg4eC4YnurZPvJXarB4YKnTDW5Maw6z9IOGKlBSbx1nCwtVzYUmRYsWkuDY1snjEaGVeM4WFlyDZNccVxZVn1gu9B4CWeVZ16DdC2uXVIUE87WHVsjwySJ8e3KO6YbJXVrWbUtqUyRJiZ6DC7CljQwnMu82sHiXaTGpWl8zojBUxpIheBoOZAnmms7u4AgTQTbZUrb9dzeP+VgXROailNfcysIrkxLNmcFQRckZcmsSCgTdQ7qj6+bT9L48FFknR/XY/l5veOTfGP5VDTdD1PGxJNgCIHDw0Nu3rzJ9vY2X/nKV943tPIdC7gA8rzpWh/1tkbE5YUPMFjLnTu3ODxcUJQFT1/fJRuNIUQBekAghcAYAVbglSezcZabKEmmDF51FCpGs7vOsjvTnCyXHO/PUVpy5enL9F4zyxTN4CkT0D3ULgLItRAR66ihNIJOGTIT56vRJmpBRGPGKIvMhrYf6KoVD49WzKZjLl26Gh1Ig8UJzbgYoRS0Ozk2CHzX0vSeegUPHhxhsKR5QZoohjGMswwlY6MQXlHbKHNyQ49UEiM0XkQ784PjNXVVs7tbUI7HMQZ+CI+WicJGYLsQURWRKcXgPMpHPXI9OOrGMStiCm7dBZbeM1KBrXFJOwQYwe6lCU7CclUxdI75yYKud3RBcTwfGIYad75cGufp+f17TpYdReoojGCkE+at5ageSKRAhcDgFPPWc3mc0MhA1fQ4GxilCZtFQtVa9npJngoS4bh9b8lskvP55x9j3jiOa8tZ7dkaJUihqNqOs1XL5VmGFJ6TdmCGZavMOKstp6uezVHKJFd0Q6DpYFYoUu9YNuE8g88zCOg8JHhaGyH5aaoxUrBqBxyCra0NjNgkMYpJrrGDZVVVNN2a9dkx/b07uOCZjQo2plFBYIz5xJvuBZz8/erjHHNcv36de/fuPfr4/v37XL169WO7/XfXp6LpftiTbl3XvPrqq4xGI770pS99IFns4vuccwg4d1DFDa71gRAC4nzc8Ppbd7h//4BLV7Z55Stf5M2br2OHHiVFDPyznm4IKBmXFVkiWNUxhsfoQKE0VXVO1JKADyTCcvfOCV3b8uSTlxE6xSgF3j5yMO01iqp1aBxZomj7yBZY9DEVV4f4u+mDZ2wiaawZHImW9E7Sdmfcvr3kys6IZ5+9jhDxROcElEUWsYvOYz0kaYq0jqBKyrFk2HBM2pxcCoR3rOuO+RKODhYE3yN0TpFrvIZxkQFRmTGEwMnpmvl8xdb2mNnWTkQ6BoH1EqniqTjRAi8Ftovb81xFG/a6tqgkbtgLBaRRCqVVBG6HIRpPijRqbFeDZNV3aCHo147jVcWV3SmT2Zi6dlS9xbge7+Bg3nN6cJ/EJOR5ihdQB8koTdFaUHiY1458JMmKBE9g2Vjm9UBmBI1R1DZgnKfMJE3taIaekxOHpuOpx8ZYmXK8tmSpZGokqyFgnWBrI0OtJW1vWQ6BWZGRmsCq6ciUY5Zr2r5nUXXkxjErM07XPSerjquzgjIVHK56Vr0jF5Ao6CzkQjBNNYP31ENAykidy5Q4J76dW76lZDyekG5OMdfi+Cx4T900uK7m7OyM+XxOXdf84Ac/eCTlGo/HHxuD4cOaI97OtP5l6+WXX+aNN97g1q1bXLt2jW9/+9v84z/+4y99u+9Vn4qm+0G1XC756U9/SlVVfPWrX/1QZLGLujjpChH964OLSy0tBVmuuXf/Ibfv3GN7e8qXv/xFtJYkElITJV5FonA+kCnOtbAS5aPlNigRGbHnTrWNXLE6BYJl7/4h9api5+oWV7auxtRaKfFBkieGzlkGF7BOMpJRCeCDYFwksQGJmJKrVUQGToxk6D0jHaVTR/M1D/bOGJUZn3vhWmy2UQqM1HH2OnhPoaATEmzkAAsp6e1A50EjGRmQRoHXlElGWlqEGpMlgqruqZuW+QLO5kuU65BKMXQNWTrj8tUJeVaQa0Xj4lY9hICQ/nwhGGFAQnkCMYDRqChlG2ygyBWZMax7x9A7BHE5l2eSZAC8og8BETxV3fDwwZrHd0e88Mwu9eCpOx9xlKnGnl89bG8HVt2UpnckoQULDxeW0+P7JFIxyXKsgrUy7EwMPkTJW9Vaxolhe5SwbC3rYSDpwA89Dx6u2N4e89TlLXok87XFSkdwhjKTSBGoB49b94iYl8PJyqMmhmmmMFKy6CyNl8zKnB7P4coj6NkdGeZN4GTdMC0MmyPD6gyWAZ5MNFul5LSyrNohQuh9dJeNyqg3PmtiwnDqHYkxTLKo/ZXnV3NGSoqypNyYPHot7e3tcePGDVarFev1mv39fdq2RWv9jkZcFMVHjtL5sDPd9Xr9oaFVH1Raa/72b/+Wr3/96zjn+N3f/V0++9nPfiy3/XPv7xO75f8PVFVVvPHGG1hrefbZZ3nttdc+UsOFdy7S/HkSg1KSs9NT3nzzLabTEV/8wudJ0hQjzxGQzpNlKf3Qo6REyNhk0yAQxCSH3gZ2R5p162PCL55VJWiqmluvv8XmzpjnnvpMTGDwgUxKklTgXYy7sRKaemBaJrz18AjvA+tMRC5qXvLkLOew6jBaoZXC2R5UoB8Gbt89o+17Hntsg7IcoZWg6SzDYFFSkSaCtgcxWDoUgwsYCSIEpIruLjF4kII0SeLmOzicDZSpJvjzBGFl0KngyhVN0zesj6JrbvfqFusKTk576JdIk1KmCWkGXhvGowQdBI2FQghyI2jtgPPRMh3tyoEhCHxryRJJ0wWGPjDKFBJFj6PxDul7Dh+sMCbhMzfGbIwmDAjkYPHBoWRgnKQMXtD2HUFJEiPJEkHvp0yMYLoBp92YYANj02M7y/7JwMMH91FCMMpLrIqz2ksbY2YZzBctPz1oubqV8X989iqLduC4tpRZwuZIc9JExcZWYegMVIuWTnnGWUaWKZzz1G1LqjJs8HTuPJFCa3KpkEmgCYLSGzZyzUndcbZ2KF/j6xXjnU0WTYuRKYkaOOssvdfsTArKRDKvLXXn0CIChIIQFImiSFSUyfkQs9KIUT0X5c5DKS9UBG+34Q7D8KgR37lzh7quEUJQliXj8fhR2u/7NdUP23QXi8XHptEF+I3f+A1+4zd+42O7vferT0XTffclRtd1vPnmm6xWK5599lm2traAX2wO9G4A+nq95oevvYFWipdeepHJeERvI3VMK4X3nkRKXJAoKTFaIEQU6ReZioJ15ygMeALjTNJZx/HhGXfe2kPj+NznXmRcpPSDZd3FvLRMBRwRLl41DkJUJYzKkvJzzyKxHJ3OOZs3NA9OuOc95ahEZYK0GDMqDPOHp+yfrnnssQ2ms23qwWGDQwqNNprMCNZDJJeVaQTUBOcwUqKViQoC4dBGIIQiUZJgIynNA6lRCClIEo2yjsFZ8IKz+YqqqtjZKRmVUwKOciq4DAghcc7SrCvqBtbLhvnRKZlKMGmKLUCnhlGaMmhBdc62yDTgHJUTeDyFCgxCny8OA7kK7B2u6duaJ6+NKMppZCr0A9oYikTQWYGRCiHBnduevfCk52YB1zlWrSczilmiCCl4J7lyOWO24Xm4KhmcZSYH+t5zfBa4s/8QM3QxcLPcQmVRg10kmtOqw68brm6M2MoTTqqOozVMs4Tdiebh0mGsY3eSsm4DdTfQ9f35/SfUBAYXImdXCmSAzlnqPmCDZHEyp+06nn76cSZFhvWB07pHKRgbQ6YlbdeTyCghPFx0ZIlmeo56bGygt55My2iaIdrFzbua7ntd/htj2NzcfAfJzzlHVVWsViv29/dZrVZ4798Bw7mw/8JHa7ofN9bxf1d9KpruRQ3DwK1btzg+Puapp556BLv5OKppGn7y09fp+57nP/MMRTnBh0jQ0gqC/58nZgCSxNBULT4E8AElA90Q58FC6phCEaBvlvzktVsIlfC5l25w99ZeBMCEQOcF0zyhti5SslSgaS3WWjKjoknBSfJg6b3i+qXLJCaeNNe9A9vw8GTB4d4Rt+slpdGM8xnrasCLmkubY1oXORATo+hsXL5dIAFzHXPCKufJhMe7CGwPTlKkkbrWS4dHRPeZF0jiCckC1WrN0eGKje0x1y9fij+vdYTzJGPOZ+RaSibjMRuz6OsXapPgHauqoqpgWLbsd2dkSpHmOY2DoBMmaUKuIxJymiV0LjAfAvPjBX214vLOmPLKZTSKqrOkKjJlQ/AoCWWqqAboGodJJHFcLtFKYQkkIrAYeoRQjPOUwXoaGzhYNBSZYquQrPqUgObSxNDaOfO1Z7a1yc7EsGoGDo/h3v4hUjhyU9ALCf4susiUYmlBO88sN+wEzWndcVb1XJpkZFqwaj3GCDZHimFt6dqBXCdsloreCxrnGJYLTo/PmG1PuHL9KuPCMNjAgEArjVby/Oc1IKEZ4mgqTTSJEfGqwVpwgXUN2fnCLU+TCGMK4dHr6KMCzJVSTCaTd5xKQwiPYDhnZ2fcvXuXYRhI05Sqqjg9PWUymbzvnPiTSI3431WfiqbrvX/EX3jiiSd+Rmv7y9QwDLRty3/913/x9NNPs7G1hRQixk8LiRACKSSD8+chk5GcNc4S1gtLohUCsDYwBE8ICu8cbdvw+pt36Pqe5567QZ6V5zbZOC9e28A4jc05NsRA21p6a5mcJ0HkqcJ6x7IFJSWjwkQdLgqHYNk6ukXNdFzw7HOPkWrJ0LY8PF3RrWpeOzhBeIfQBflYIkzB9iSjCRJBjN2xPpAR8EGSmJRUenABT0QUSsB7h1QSrQ3N0LNcrznan1OkBZ997gqDUDFkU3sy6bFEWHtqBNZbwhBlX1LHOa4I0LpAUY7YGMEQQKtNcg3L1YqzlccuWo6GUzKpyPKcSsMg4OyswaQ527tbbG9kDD6wanq8dzFe3sio4fWCxGi0drRBIDyMs4SFt1SNJShJYQRlktB5R2MDWkgElkUTx0xGRFj58bzi5t2OaZby7JObBBKEDFzaLpFZR2sTikSRi8B82XI6h4PjOdL3IHMWRtOPYTYuyRNJZeF0Zbk8S5iWnsNFj1GCK7OUo7mj7xwh14yU5fU7B3hvePH5G2wUGfvrgboPTFPBREmch8SoqIf20UZOEEzKDHk+ow8u4L0DKZD6/I3TR3u5AJwUj9COH0dqxMXI4e2jvgu32X/+539S1zUHBweP5sRv5y+UZYmU8lc2NQI+JU336OgI+GD+gvwIUSNvN01IKfnqV7/6jlGDPI9ivyijJFoGAjFDKjHR8AAy6nhNQHmJswN3b7/F8fGCK49fY3trB62jeyrV0aaplaTwkVLWBo9UYPsBKSWTPEFKyBNN03ucFeyWSYShS8Eo1RydnHHr1j7OK1767BNYDKmJ0Jy8NDw/i3HqnXVMEsGyqjk4W9FXNW8cnsTImKQgTSX5KGOUZ0iTIKUn1warBloXM9CSxGACWBSruubhvQWdszz9xBY6K+msxzhPi0fhEVIjg6eSUPXh/EQl6IZ4yjVC4n14FCskjMA4hTYxKmk2m5GXls4Knsq2MXj2j+fc3KvBdSAVhsDyDPquJ88NWZrRQzQv5AqFoGp71m1PlgjGRtP2jmaI0e+dHQjWYZUkT89hOKsBkyjGmab3jmU7MMsSzg6XHK9qppsF17angKQaBhZtSxccm7mh6iWthbSQXN5NSaseF1ImeQIucLpac7yCg9M52BahUtokIVi4sjlhe5yx7AbWXWBrlBCC59b9I8RQ8WvPXkGYklXj6Z3j6tjQe8cQHLtlTp5ojtYRqp8bGCUaiGGoRkgWraOxkVMxTjWjLMoLvfcQAoJoqPE+4j0XiwXj8fjRclkI8bEccC7cZlrrd9j6L1i9q9WKe/fuUVUVf//3f8/e3h7T6ZR///d/5/Of//wvvFT753/+Z/7sz/6M1157jVdffZUvf/nLj/7tr/7qr/i7v/s7lFL8zd/8DV//+td/6Z8TPiVN9/Lly++gFr1XXSgR3q/phhDY29vjzp07XL16lVdeeYX/+I//eISze79xhRAiPmFDiHpGwMhw3uw9d+/d4e69fZ544jpf/eozGK3oeoc2kdVQ9x4ho+LAKEXV9OcpvFAkCT54znd1aCVpcYwLg5JQaMmy6fivH92mXTe89Nx10mLC4B2JDNRDZEZIGTBCIM9j1J2DnY0pk9GYZWsZHIwTweGiom7WdKuWO4dnKGeReUlZSGZlQj6eRPuo9AQh2bt3wP7Jmscfn7G9sYsPMZbIOXvu3gtIJC7E7DUVpwtkSiDwFInAOkkffPydWfAIcAIhA0ZorAKICRveR4bE3smc5cmKy7tjRuNdJlnK4HoOzyqqxtN1A007RwSQqmQ9gXEuMSanJ9C5QGpAJ5J5ZUm0Y6wNPoRIT8ugNIZ2sBEOrgwbpeH2fs3d28dc2h7zpReucFJ5Vo1lo0wptaRRSZQG6pjCcTDvOFm3zDLN7kixajTtAJdKBXqCVA0Iw0a+gROBalWxXIOrz1jXNb03lGVGNQfXLJlOJlx7/AlkZsiVwvqBro/g961xireWqnd4AqkSBBvQSjItNInJmFcdnXc49z8z8iyRGCWxLgKKomJHoqSgqipee+01JpMJly5deoR4hHhAuaiL18jHdaX581i9L7zwAn/913/N4eEh//AP/8Cf/umf8r3vfe8js7IBXnrpJb7zne/w+7//++/4/I9//GO+/e1v86Mf/YgHDx7wta99jddff/1j0Sh/KpruR7ECX4CU310hBI6Pj3nzzTfZ3Nx8h2ni4vs+zID/Yv6llCKEKEl68OABt27d5dKlbf6v//NllFKP0oWNiU/ygCBPJKUBfIScZ1oMO9WpAAAgAElEQVTQWkEgwsvbIYCM+tQAjHMTAwvdwJ29hzzYP+PS1R2e+uzTEDxCKhZNoPdEvF8uWbUDiY6Bk3XvY+cDkkRThgjQdtZzfWfCqh0xbEV4+jQTnC5r6nrFybyn279H31mcVDRdw3i8xfPPX4vuLSERPsaqB6GjvE6ryDvwEu8cuZS0Orr89DmvAhn/XQhBmjiEF1gVv15oz1hI+hBj6cNQ8cbdOUlS8OTTj6F1PK221tNbyeY0J81j1H2pZwgROJyvqBqPcJ5mfYQNASVLuhmkBoq0RASBF44kMVTOcroe2MgTtnJJNRjm6xXtvCMow/alKUmWAILt0nC87jlZNYzzlEu54awdWHeOUS7YHiWc1lEKl2qNHMHxsuO4CmyWGflGwclyoHaBWapQkylp1zMdpTyZX2bZNNy+dcp61bA5LVgu1lRVzbgoyErBbDRia1pihafpfSS/Oce86ikSzdbEYJRmsB6tPFIKqnYgNYpZmcZ8u95jZIQ6BR+NFoLAW2/d4uTkhOeff/5nFAMXJ+CL/178/0UjDiGgzkcTwPs2Y+/9h3otX8DPv/GNb/Cbv/mbH/j171cvvPDCz/38d7/7Xb71rW+Rpik3btzgmWee4dVXX+XXf/3Xf6n7g09J0/2w9V6kscViweuvv06WZXzhC18gz/Of+b6PyuK9YD38r//1HxRFzssvf4k0Td/xBJUyRtCIEOVXBEi05Ec//DHlOGM6mbAxnaC1IYTArDA01tF5F0/RSvDg+Ii7dx6ytTPm5Zd/DSUVQZxj+UTMHnMBUiPBxRfjuhtIjaRMNVIKls3AKBFIIk+h9RIQJAaKVNFYgVSC61sT5mXJ5pZg6FbcuXWAFSk72wVtCw/vHjAMA8YU5IUiySRZMcUjMEZBL3DngZyoEJu8lPh+wOJIJNQhRPqWUgQhUF6gtGGkIulqaC23bi/oh4Gnntghz4oI404UQ+9oncfaAWMUO6WiGjyVdaRSsTMtmZQSk0CebCG943Sxomod3RrmR0c0gydLS4qxwBjITUGMJYXl6YLjecXWpZKr0wIXBPUgOa0HNsoEqQRN6zHakRWaWQ6rxtLano3MsDtKOVoNnDSW7SJhkmlOm4FF59kdx6uOg5VjEQKXxxk+jRrkan/OahG1vlmxzbTUzLKEbnCs6hVt0zI/XnH2cB8EFHlJOVJMxhOyvEAJQTsEtIrmnGXTxxRlo8iyhHbwjNLI0/U+aqKNVqyWS37yk9e5cuUSX/7yl39uw7z43NtPgBcnYO/9O5oy/M+p+GI08fZT8UeZF3/SM929vT1eeeWVRx9fv36dvb29j+W2PxVN98OedC+swBd1oeN1zr1vQvCFK+3DPpbVasXrr79BXdd89atfYTQaPXqMF0+0t2+EIT7hgg+8/PIXqZuG07MzmvWK/b19+q4nyXImk4zReMJsMmFdVfzk5l3KMuOLX3wBqTRFognE2acL4jzsMgYc+hBQSpKfJzLo82QLBBgVYeGJVqRGoqVlbT0buaa1AiMcgyeCslXg5t0HdF3Hc5+5SpHl1EMkr2oVaF3gbFkxtDXVemBx/JBFMzAdFeSlQicpKknAp0gjUNbRuOieSpWMMJwg8CGe/D0iLidD4ODgmIPDNZu7U7a2NpBeorTEErAOEJYykWRKxxlhIlkPRCSnsqSZYZrGPLC6G8iNYjQbkZzLwsbpJqu642xZ0VvwHSyOT1j1HQRHmU+4drkkyIQOTaoUxluWXeQEb4wMWVKwqAfO6o5xKglCYZ1lZQPbiWFUSFZVx97Qs5krpllO3Xe0vWZWpLTDQGc9896zk8H9h8c0MuWFG08wKWMT7oZAZzx5okiTGX4cmJaGrZFhXfccna3p+4rl6RkPqz2c85RFyWyiyMsxeTlmnCfxZzw36rSDQ8qYieac48evvUbf9nz+8y9RFMVHUgFdNNF3N+l3n4rf3Yi7rkOdyy4/aDyxXC4/dNP92te+xv7+/s98/i/+4i/eM3jyk+QxfCqa7oetixPru5m5Fzre96q3GyTer/q+5+bNmywWi0dhmJPJ5NFl10WzvVjIhRAeUZtECAgVlQ5FUVAUOSFE7W8IgXVVcTZfsDg75fWfvIGzjtFkSpZpXFtTTqcIAUbK6Mxy5yddLQCNdXEGZ/FMc0NjLUGAFlEatKoHlIykM6MFqQ8MHvIEtFAsG8e9vXucHq/ZubLL9sZ1hIzZb1qDcx4rBBuZJDEjXD9CXIrz2qqzrJoO2y2p647FyYJVO5BlBZNSIY1CFCOsUNHJNgSs9zgvGBuYr1b89NYJk90Rn//c43QWBifIU4UxgmXtaG0gy0yEbvtA56G2jlw4TB6ldUPvMJmm8TGss9WKzYlBF4a+s5y0jkIr8tGY1HqyNBAGizApIpNoBbKHw9WShw9OmI0LslQRJAwmIYgM4T0KOKsHgtNsTTPaPoZPznuPQGBDwDlP4xRlAl4aVo2laWOCA71ifjbnwarmxRubqLykH+C48uyMFJn2rFuPKiWXJinBOY6q82w+odndnGHDlM3SYLTkbN3TVBXYina54ODBAdYOFEWBSgxJNuLK1pjtjTFHR0fcvHmLxx+/zrUXrj46JHwc9V6n4hACVVXx+uuvs7W1hXPufU/E8NFSI773ve995Mf6SfIYPhVN98M+KaSUPHjwgJs3b76DmftB9UHjBeccd+7c4eHDh9y4cYPnn38eIQSvv/76o8f37tPtxdzr4mOjddT0wjnnQeLOTwIxhTWlqSsWizWfe+kFNjY2WFdr1o+0jnsMdiDLSiaTnOl0Sjka4ZGMz5UOKImQAi0FLihCiHIsiWBaapyNlDIpQEiDdQKJY+/hEffuHDLbHvGlL7yIkpLWxW05QkVThY1QH3xgmihaFR/7MEi2xwl5lgIjRPAEAus2ptoqv2SxdBwdH9B38UQ8GSnSRNFYzcPjilRLnnruOsqY6IZKPKsuxnotW4dRAbo4Fy9TgZSCg8pjvWBSJFgv6Lyj66MLa6o1CQmdg6YO0YE3CIahRxYJs0Jyb2/FW3fWPH5tzMZ4yknlSQhMdxOu4TlZDazrjkQNBAsPDlYc7p8wynPSXCM8VFIw7iL5TAXByWpgo9TsTDPmlaUaInkuE4qVGLAIbFuzv3fGaDLi8Scvk5cZ1nukim7Gk8qyM0swKi7G5rVllAhGiaTuHEWq2RkndM5xUlkMAqRgMpuQmwmzIkUKwbzumS8qmnqN61bcvnnID9crEqPY3d1BSknTNB8KPvPL1EVo7MOHD3n++eeZzWYfeCIGODg4+ETHC9/85jf57d/+bf7oj/6IBw8e8MYbb/CVr3zlY7ntT0XT/aDy3nP//n3u3LnDZDJ5zxy196r3arohBB48eMDt27cfKR0+aCZ1MeeC/3nHf7Rk4J2XNRcOt729Pe7fv8+1a9d4+ulnHumEx6MRk/H4HaeR5WpFXVWcHB/z1s07WOsoy4LJpGA0nlKOR7hzZkJn42LOKBEJVz5GDTnvKRLFfL7kRzfvkWYpX/nyi9igsM5jEgXOk6qYapEkklEuaHsfCWdCYiS0NsJV8sRglGfd+XMkoWScghuXZEnB5R3oXWDVxauQxFccH6+YLysSbTDjEfVyjs5ynM0oM4MUgmbwSCHJUsUVHThpLY0PpHh2UjhsgRAoM0U6OE4Hgw8OkytkH5AuxNQH/f+0d+bhddV1/n+d5e5b0rRp06RtmjZJNwq0ZdHfA+OAgAqDyKgIM6IwPCgOiA/aAawiyCIwLOrgI8uI4IqMigvOgFgHlQFCC0VoabM0Sbe02XP3e8/2/f1xcg43abamSVrb+36ePE97780935N77ud8vu/P5/3+mLYCTwrQ09dPe1+K0rIw1YvnYWgWigTzS7z0JQ360xolQZVo0IOsCDxymHBAoXyOQWdaI5fTCco6hgb7ulL0dvUS8/vxeD2YKuRViYgKJQGVlGYxkNOZFVKZ45Vp3BknpxvULp6D3xfGwiKdtztU0A00w+6PdjwpbN2NRSIrURpU8aqKPWU6b1MFpmX78EY8CiUBu4Uxo9nSX90S+AIBwuEg6X6JVCLB8hXLmFUSI5lMkkgk6OnuJpvN4vV6XRlvNBo9ZLphNKTTad555x1KS0s55ZRT3O/DWDxxLpfjgQceYM+ePSMWxA8VzzzzDNdddx3d3d2cf/75nHTSSTz//POsXLmSj3/846xYsQJVVfnOd74zZe5q0jjS2Om1iZ9CaJp2EA8jhKCzs5PW1lbmzJlDOBwmlUpRW1t7SO+9d+9eTNNk0aJF7mO9vb00NTVRUlLCkiVLRmxXefnll3nve9/r3q2tgsx1tIu2MBvu7e11uymqq6vxeOyCmiUEDNIU1iBN4b4vdstaYUadStoy3P6BAQbiWQzdJBoLEYkECIcjBMNhPKqChD0JwzAM2lrbiCdzLFy8gLKSEqxB0Uda05CFbYgiJNuQ3avabUUZw0TXbbcvnyqjmRZ53db1hzwK2bxJVjNRB/uMc6ZFMmcgSaAIkFWZfQd6SPb1UlkeITK7klzeQKAhsmniaY3egTyWrhEKBvCHVDw+P5GobWSeyFnoljnoZ+slnTfpy+YxLQufZGf5A1mDsE/Bp9i2kAM5i4Aq4ZNMWnYl0E1B5Twf5SVhdCCVs4tPqizIGzLZvI4qw5xYAN2w6M9qWKZFJKCQydtKwIBHoSToI5nTSOQNdE0nohpkM4IDCR0fOSJ+L36/7WImyUA6wdyKUrKE8HlkykJ+/F7oTmogSfgU2yM5b1iEPSqxgIwhBJm8hVeVKY958asypsCdb2bC4Pw+Bk2YZHRLQjctvIodwHbu3EnAH+CklbXIimLvVhi6e9Q0zQ3EyWSSTCaDoihDArEjWpgILMti165ddHd3j9gRMRrefPNNrr/+ei688EJuuummMS1ZjwKMelc6ZjPdvr4+mpubCYfDrF27Fp/PR19fHwMDA4f8Xqqqks/nAQaLZHa/3oknnjju9ss0zSGc7ngZgiRJpFIpmpubURSF1atXD+mmkCTJbpkqEGlYgwHYDbSDx3ReH41GiUSjVMyfb/O6hkEqkyWTStHV1U28eRdgEYuE0E2LZDJJ1cIq6utrXdMTxW5+wKuo6JZdlBMWxHwSmq0BIez1kMUkp1t4VdvXwBg8XcsShPwqQliYlkXWNAmoMqbPQ0bTscwM+3Z1Y8k+FtUsojQUwlLAI6tYlko4GqBKUejPmHYhUOTRNZ3+eIr2nXEkNBQ1gOJTMQM+hAjg9/iRJBkFQcCr4vParXq9aZMkGgFVxqcIDnQmMNIpFi2IoPqipHXIWRJBr4waECQyGrKsUBKEgMdWA+q6aZvvyBJp0yKTh1kxH0rKIJ7RMA2DkM9DwKNgCED1UzHPS6RMI6+ZdpeBlWFfVz85TSLsVejsTIPXRFZAFhEWlIWYF1bpSFioXgmfV8GjQUo3kLIyoYCXWWGFvGUXEv0Bmd6UQS5n4g/YjmdZzcTC3mFgWqiyjALs27uH/V19rFq2FF8gDJI86Ft88PXp9XopKysbUvtwRAuJRIJdu3aRSqWQJGlIIA6Hwwdlh8lkku3btzN79uxROyKGI5/Pc++99/Liiy/yve99j9WrV4/7O0czjplMV9d1LMtyg6Isy9TV1Q2RGiaTSdra2g75Q+vu7qa7uxvLsshkMtTV1Y3LJwkh2LRpE6FQiFgsNqFtmaZptLa2ukY9EzkGHMxpi2HZr+3z8G4hD8CwLCTJniJhWRbd3d20t7YRDAZRVQ+JZAawbOllJEAsGsXrD+Lzega7H2yBg2FBWre1u/bNQAJhYQ62rFmmRVqzDd9jAYWsZpIzBaYJYZ+MYZi807KXVCbL4kUVzJ0VI6MLVMkk6LW/sMmchSQZ+GQFSwLLklAlCe+gp25/1rJtCMmRyWTp7cvSN5BHoKGofhSfh6BfZVZJCI/HS0/Gzj5VK0vn3gRSKEQwFibklQn5ZLKGgmGYlIY8KJJFT0onr1mURnyE/TIpTZDK6oS9MkKWSGcNsppJ2KtgSjKJnE4urxMJ+4l4VZI5g3jewO8ZFFpoBt3daRQzS93SMiQRIKHpSJaJhyyJlEUmYyHrGebEFPAEyCsSXm+QudEASDIaMuUBlZKIh7xm0p+xiHnt1j5Fsf0U5oS9mBb0JHVUBWaFVSQ9y5tbmykvL6OysgqwX18a9LjTISYL0zTdQOy4jVmW5Q6YTKVSZDIZVqxYQTgcntB7btmyheuvv56LL76Y9evXH+3ZbSFG/WMeM0E3kUjQ1NRENpsdNShms1m2b9/OmjVrJvy+hmGwfft2urq6WLVqFeXl5WMGzkIqwTAM9wJMJBJkMhm8Xq9rAOKYeggh2L17t1uIcxQ/h4ODAm8B5SCEbXAikMjlsjTu2InPq7J06WICgyYjYvDcs9ksAwMD9PeniMczyLIgEg0RCAWIRiJEolG8HhXNEqjYUzXSeYOMZuGRbSc1SUjolmH3f0oKOdMioxn0dHfR19lL6bzZxGJl9qghrzrYuG/iwQJVQkEmpRuEVJmwX0UzBANZDa8q4/coSMjk7Tn2+GTImvbYeklYGKZJKpmiN54nk9FQzDyK10t/WkMIiSU1pQT9ERI5CySTWMiHR5HoT5vkLYOwqqDKEgNZiPgkwn4ZXUBfQkNHUBJUUZDpT+QwhCDgV5GQiOdMLEsiGlAwBQxkNFvRZuXJJFIowTChcJBZYR9eVbHn5lkWJV4PIa8gbynIwiLgt53teuI5cmmBbqQpDcj4wkFiAT+hSIiAN4CQLNsUyadSGvaQzRn0pnWExGBGL9G+qx1Vz7N8eS267MM0LcIBD1G/ctgBdzRYlkVnZyctLS0uB1voMhaNRoe4jDnI5/PcfffdvPTSSzzyyCOsWrVqWtY3jTj2g25TUxOBQIA5c+aMGrB0XWfLli0TqkI6Bazdu3czZ84cstksJ5544qivnyhv64yQdn5SqRS6rhONRlmwYAElJSVTUiAYcX0Fn7Wh67Ts3EkikaK+vtbm1QZpCrDtGqXB3xPY1oeyLKPruu0EFY+TSuVIp9J4VQiFQwRCYcKhMKFoFFWCrGHiVWQkSSaVt/1j/apMMhmntWUP/lCA6kWV+HwBUnl9cAiibfyezJoYlt3QL8kKHkVCMyxkLGRFwbIkcppJ2C8T8qrkDUFfOo8qCVSPimFZ9iBHRaCqHjJZnbQu6OvqYqAvQaQkim5AOq0h9Dxenx/D6yHgg9mxMKrPRyovUGUoC/kwTEF/RkMIi2DAVr8lkybBkELYr5JI6yQyGooqUx71IQmZ/cksfhW7JS+VoWl3Go8qsawqiurzk8zlkWSZsoCC1yPTm9LQkSkLefB7ZWRLoBkQDUikDYm8ZhdzZwc8JNNZstkUibSBlksR9sqEQ0Fi0RDRcAiPz08ybysb9UyS7o49zKuoYG75XIIBFQbd8RRZdjn5qYZpmm5r5vLly91dp+My5iQkyWQSTdPw+/38/Oc/p6ysjJ/97GdcdtllrF+/fsKDKo8yHPtB1zCMcQUMQgheeeUV3vve9475mu7ublpaWpg9ezY1NTXouj5qhnwoRbJCOCq4UCjEggULyGazbiDO5/MEAoEhGfFkdOUjwRnIuWfPHhYuXMjcefPe7Z4oaGuzx24PKuckuxKOJCMsC3PwqrAd1mx6IptJ09vfR3wgSz6XRpYlVF+QYNhPJBIjFomSy+do2rkH2chTs3Qxki9I3jAJDM6PkxAYgwYrMjKpvIFmWfhlCPq8JLN5TEnCpyqDPrwWwhK2gxa2rDVrmJSEPHhlmf6sQV9KI+xV0bIZWto7UHxBaqtnIckqqbxF1hy0s9R1EukMPf0aQteQzTyoflA9lEZlwpEYQlbQdRMJmZKwj3ROpz+tIUuCqN9DMm/aUxmCCkGvTDxlksrn6I9nsTIpZpVFMNQgEb9C1K+SN23qJOSXKAl4EEKiK54lElApDXsJqDL9KQOvR+DzeJCw/YQ9qkJIAUuSyGgmEZ9KxKeSSqcYSCTpT+TQ82n72jR0PF4PSxcvZM6sEoQsE/ZIg3aPg3yqBD51auee9ff309jYSGVlJVVVVeN+J4QQ9Pf3c9NNN7F161ai0SjxeJyzzz6bBx54YErXNkM4/gppI2G8D75QDlw4Q80RMRSiUGc+0SIZ2BRHS0sLuq6zfPlyl9uKRCKUl5e77+0E4b6+Ptrb29F1nVAo5AbhSCRyyPxWX18fLS0tbovOaBmEcyNWC4ogDuWgD0ZcVZbtQClJyIOV7HAkglho2z2apkkimaCzt5eOvZ3sGNiObuqEwqXMLi/BsCxiHpubRUDAq2ANChoMy7Tdv2QFCdUela5KxIJ+BrI6umER8SugqCRzJrqwZbp+j4Is2wo0c3C8uwq0tHbglzVOXL6IjCWT0kzCfolY0ItHN8kbJrFwgEAwQCBkoBsGs8NeNF1jYCBBb8Ik3tsJUh4TP0LxIEq9KMEAIb+KYQksCeaW+BnIGmRzOqYp8CoafQd6kbxBqhdXEfEr9KUMsnkLCYuSkEJQ9ZLKaZimSVCVmOVXyQmBltOYNStIpMxLTyKPR7KNhfweBU3Lk0dlVsjL7IiXRNbEwKS0JIyp+PFHTaxsHz0HuoiUz0MImQNdfezatZeAahGNhCmN2TxrNBJBmcJM0jAMWlpayGQynHjiiQdJ6kfD5s2bueGGG7jkkkt44okn3GsznU5P2dqOFhwzQfdwONBMJkNzczO6rlNfX39QC8twRZoThJ1gO5EKrGEYtLe309vby5IlS8Z0RZMkaVCVFmTevHnuMZ0tmTPN2DTNIYW6SCQyYi9hNpt1hRqrVq0as+NipJuHE4Qt08TrUQfdxWRkWcYYlC8jD46hN9+lMSKRGLpu0H1gF3PnzWLJ4hpSmTQ9vb107D7AzlwLsizjCwUpjYYJR6NEwyHypt2zHPF7yekmumGgGyZ+r0qp5MW0LCwEHkUm5JVtY3Rh2RJmVSKjCbKaTqK/l337eiivmMPsWfPxqQrCFAhJAQx8qt061pXK0ZXSiPq9lIU9JHIySDA7GiQcCBCOGSBbRPxehK7T1R+nP65Bf5pcPocu+wj4vMwuUVECEUI+mV17+5H1HKvrK0jqHtJ5DUmWiIW9SJqEoeXRTZlZAQmPx0N/VscwFNtXQVXQDQvLhFDQgx4y6U7aUzvKQj4s1UdGN2BwSrJumsSzJmGvIKwatLS3Y3l9nHTSCVjI9KUMQj6J8piXgKrQn0iTTCbYf+AALS2tyJJFNBwawrFOpmDV29tLc3MzCxYsoL6+fsJJyF133cWmTZv40Y9+dJABzaGO1/pbwDFDL5imOSGp7ssvv8x73vMeJElC13V27txJf38/tbW1YwZC5/cOlUoo3M4vWLCA+fPnT5ntnWVZpNNpl5ZwRqEU9k729PS451c4RuVQUXidCCEGndHsPZSqyEP08rppd3m0NLeDsFi8dDHhYND+uykKCMt9H1mS6OntYyA+QCalk86mURUFXzBALBIiEo0RCYfQdROvV8Gj2tOPba8ACHlVTGxzbgnbvbi7P847TXspiwVYXLMAU8i2YABBwKei6SaaKQbtJhUSOZ2MLiFLgrKQB8syyQy2dUUDKqZukciZBH0295rOQ382i4JEaciPZWh09w4QT+nkcnaFHslPOBZl7iwfQg2gWXaxMeqT8HskBjImqiKYFfAhLIuEJrCESdivUhqwB156FBmvLGFhks4JdCwCikI44EXTdAxJQtMtFFUGy6S3q5NsIsGq5TXInhDJnIHXI1MasKdHGEIQCwz6c2gmQpLwexQUiSEcayKRsDPvcYpdDnRdp7m5mXw+z/Llyyc0ZRugoaGBL33pS1x22WVcf/31f6vc7Wg49jldy7JGdBAbjoaGBk4++WQ6OjrYt28fixYtorKyctyOhJdeesmlA1RVndBdvFDcsHjx4hm5qJy2uT179tDd3Y2qqq6iyMmID6WR3cFI18lwYxIn+7cb33uorl5EeXm5TUsYpu0zrNgZsmkBg6NgkCRMw6ZvZFnCMk16+gfoHxggm9bJ5exm/FAoQDQSIhorxR8M2FMtVBlVVchpBvF0jvbWPRhGnkXVC/EHAiiyhGFJZDXNlgl7JZvG0CGrmyhCQlIlDB1yhknAY7dQZTUT3TDxeWSiQR+pnE4qq6MLWzKt6xbxnMGcsAefItMZz7CtqYuoz8MJy8rJGib7epJYmkY2bZuaa8LHrKCXqnlefP4oQlYwDYj4VSRJkNft6Q1lAS9eDxiG5XYf5MxBfwtLUBpSyWo2565ZEiKfoq1tHyWlIRYtWkTYp6CZdrAOeVRUWcajymi6gdcjoQxO+7U5fNu/eXj3wvBiVyKRQNd1NxA7wTiRSNDS0kJ1dTXzCuoDYyGbzXLHHXfwxhtv8Oijj1JfX39I1+LfCIpBF+wL6eWXX0YIQUVFBdXV1eMamjuZbXd3N729vSSTSSRJIhwOjxrEHHGDqqosXbp0wrzWVGBgYICmpiZisRg1NTV4PB5M03S/OE7HhKMocjjiUCg0oay9sO0MhtI6Nu3RRkXFXBYuXDjkdwoVcuqgz4Rp2ny4Itt8sSXANAz3b6kZ9nOFgdhef24wEKtEIgFKohE0TWP33i4WLqpgUVUVhiVIZTXSmj38M+DzkM6ZyJKFLA9aPuZ1ZGER8nnRhT3JQjN0fJJMwCejGfZcOK8qkzdgIGegGzo+j0rIq5A2TAzNpK+ni1QixazyOfiDYWYFPaiyTFfKIKtreBWJSMhPMp2lqz+FT2hoGZ2MlkMXPiqiXubO9uIJxMgJlYAqEw0ohHwK2ZyB3+dBAnImJPI6AVki6LMpr8bWPYhcjvr6xeiKb9AHVybqVwYLnQAyHsVWKnoVyVYfFnyOzm5lPDi1Bme2WWdnpz1OKhqlpKTEvZ58Pt+o19Irr7zC+vXr+eQnP8nnP//5KZPWHoU49oOuEAJN00Z9vr+/n7mYc7MAACAASURBVKamJvL5PKtWrRpzqz1ekawwiMXjcdLp9GAmFiKbzbrc8ERdkKYCuVzOHTc/XBQyEpweYucnnU7j8XiGdEwEAoFR+V2nw8H5Iu7Y0YTX62HJkpohNxljMIgWvo/jtOa8hxOYrYKbnEe1C1RCSAjLRJIVwEIzBR7ZbnHKaxp7OjrYu7sDRZWQkPH6fERCPqKxEoKhEKhevIqd6ZmWIJ0zMEzbFF5VFAby1qCJuu1upukGQY/NJ2smJPMm+ZyJ1zMoe9ZMu2jnlenuT9Lcuo9YLETtovl4vfa0D1PY2aTqkejN6JgaREMKHkmiK2mgyBJRn8ScmI9MNsf+3gToWZJJnf50Dr/qZeEcHwvnRglG7ECsSu+6k/k8Esl4P3t37aO8Yi6R0nJkBSQhoSoSChAN2d0QiayGaUl4PRI+VSbgUbDAzWytwSLkRIKuA0daX1NTQ3l5OblcbohMOJfL4fP5XFVaPB6nsrKSO+64g7feeotHH32Uurq6CR/vbxTHb9BNp9M0NjYCUFdXx+7du6moqBg1IA4vkk1ku2SaJu3t7XR0dBCLxewWqkGjECcbdoQQUw3n2N3d3SxdunRCY4tGg67rQwJxoZjDOY/CLMYwDFpbW+nvH6CurpbS0tKDbCyBEf+Ww29izmOOgs7tF7bsbbQs2W1OhiUwTYFp6OxsayURT1NXV8OsWaUgBLl8nu7efjsIJHNkc1l8qpdY1Ec4EiUQCqOqHjxeD6oEFvY0DdOCkFe2xyBpFh5FILBHkWdyOn6fgldRyJmCnmSOfbv3g6mxYNE8/P4AHlXB71HoTxu2qQwWQZ+KJEsksnaHhKLaElxnAvLskEokoNKfNUikdVsZFvBg6nlSmQyylkLPafSnsujCy6wSH7NjYXp7BtAsWLGsBp/PTypvzzML+ORBT2WJvG6hKNgjh7AtPoNeWwShW0O/1p5R5L/Dkc/n2bFjB4qiUF9fP2qxzRkymUwm2b9/P1/4whdobW2ltLSUCy+8kA984AOcffbZE74u/0Zx/AVdTdNoaWkhkUhQV1fnZrZNTU2UlpYyZ86cg37/UItkjqFOW1sbFRUVLFiwYMh2yRFCxOPxg/pvnSA2WVlj4bGdXsipKtAVYriYI5fL4ff7kWWZRCJBVVUV1dXVB2WywEFUhPPv4escHqiHbH2HfQ5CCPbu66CtfTeLFlaxoKpyyEXqZMuGhU1bCEhnsvT395PJpEkl8qTzWbweH6UltuFPOBLB5/XgGRyjpFuQzeZBlvB5VXTdJKnZNoz7OjvZ2XaAefNmU1NZTjDoJ523SOf0weLX4DglyT6+R1XpSWoMZDVkWaLUp+BVZHQEIZ9MUFXImpDPG6iywOtVCHlV28tYlQh47H7aVDrDrj276erqJRTwYxgWkuIlGvVRWhIjGi3BFwjgU21pt27aPcMexb5ZOSIXn6q4/wbHRnT86/zAgQO0t7ezdOnSg747oyGdTnPbbbfxzjvv8OijjxKNRtmyZQvAlA15PIpx7AddsAOEk/kdOHCAmpqag8j91tZWAoEAFRUVwOTFDQMDA66hzmguY8NR2H/r/BiGMaT/NhqNjstzOZLnUCg04WNPFRKJBDt27EBVVYLBIOl0Gk3TCAaDQ85h+M1kNJ+I4a8Z6/lUKkVjYyPBYJClS5cOOUYhTQGgW8LlK3XTQgg7e1YHg2oynSEZj5PLpkglcuTyOfx+H7FoiGAoTCAcwe9VkWU7EPfFU7y9vY1AwMvqZYuRZIW0ZhLxKeiWRE43yGoGYa9CwOshqQuSGR0LCxU7EFuyIOCRCXo99KV1JGzOujTkIa8b2KM7we9T0HSLkE/Gp8qYus62dxpRvV6WLqkhFPShGwb5XJ5MJj2o6sqQzmQJ+L2UxMIEQmGikRih0LsUkWkJ/J5D41BzuRzbt2/H5/NRV1c34TmBL730EjfeeCNXXXUV11xzzbHM3Y6GYz/oCiFoa2ujvb2dyspKFi5cOGLmt3v3bgAWLFgwqWCbzWbdET+1tbUTNu4Ya91O21c8HieZTCKEsBvXBzPicDiMLMvk83laWlrI5XLU1dVNeuz0ZOC016VSKerq6ob0Mo92MxkeiCfbvWEYBm1tbfT391NfX08sFhvxdcMLfbphYmG3XoEdiCX7SQxLIAsLj2oH1bwhyOVydsdEJsXAQIa8nsfv9WMJk1Q2x6LqRcwrn40i29lnzhD20EzJtk3MG4K8YRH02N0GdgeEQcyv4vN6iGcM0po+mI3K+NRBFzi/B1mW6Unl7bFJCkT9Hjuz3rePrs5OautqCYUiti2jWtB9gOQqCXVTYFm6beWZTNAfT5PNZvB6PYQj9vVUVhKbkB+uEML1cS7cKY6HVCrF1772NZqamnj00UdZsmTJRD/mYw3HftAF2LlzJ3Pnzh1zy97R0UE2m2XRokWHxNs6X/y+vj6WLl067oifw4HT9lXYf6vrOqZpMm/ePKqqqibUbTAVcL58e/bsOaS2oMKbiXMOpmm6N5OxxByF79HV1UVraytVVVXjykmHT5N1ttGFgdgwbf5TVeQh/LEYDMRCCNviUJbpONDN9h07CUajBP0yyWQOTcsTDASIRoL4g2Ei4RChoH/Q2xiyeRPNMvDICh7Fnv5hmBJBn4RmQDKn45ElwgEVv0fBsASaaVtEZg0LywK/KmFqGXY2NxErKWVB9WIUyRZsqPK7lIAQthm5Q9Gqg1NBCjNb3bTQNJ1UKkEunXL9cJ2i6UjG5NlslnfeeYdwOMzSpUsnlKUKIfjLX/7CTTfdxNVXX81nP/vZaaG7/oZwfARdx95xNAghGBgY4O233x7S8jVWFjZc3DBeT+9UwvGBaG1tpby8nFgsNsSxTFXVgwp1U7k2p/2spKSEmpqaw+4zdsQcDsedSqVGzeqdAqjP56O2tnbC9M1wGmO4uxpwUE+qMwHXCRKZbJbWllZyeZ0ltUvw+v34PLbJezpvkk7bW/pcJkkqlSWX1wgHg4QiARRfiEAgRDjow+dRAImsbiIsC4+ioKpgmLYxuk+1e5ZzmokhTLyybTje2tZGPJ7gpFV2X/jQMU7vnotbqBw8p4kY4zsoNCZ3ricnWclmsyxdunTCN9hkMsktt9xCa2srjz32GNXV1eP+zqHiyiuv5Nlnn6W8vJytW7cCsH79en7729/i9XpZsmQJ3//+9ykpKaG9vZ3ly5e7/b+nn346Dz/88JSvaRwc30F3OG8LuNthJwAUKrmcL39fXx87d+6krKyM6urqGVXMOPyl3+9n6dKlIzqPaZrmfmni8bhb5HKCcCwWmxTfm8/naW5uRtM06uvrp1WKWejB6mTEmqZhWRaVlZXMmzdvUmIOB8Pd1QpNfQqfd7Ldjo4Odu3aw+LFi5g9p9wdDGoI20PYEgJzkKbweVRMS5DVDFKZDAPxBNlUgv5EHlPTCIWDxKJ2II6Ew4SCfns+HbYoz6tKg0Uve2BlIt5Pc3MrlZXzmD+/iqBPGZcDh6mZUptOp9m2bRt+v59QKOR633o8niH93IUZsRCCP/3pT9x8881cc801XH311dOW3f75z38mHA5z+eWXu0H397//PWeddRaqqnLjjTcCcM8999De3s4FF1zgvu4I4fg0vBmrSBYKhQiFQm5BzbIsUqkU8Xic1tZW+vr6kGWZ2bNnEwqF3PHQ053lOhOF0+n0QdzpcHi9XmbPnu22iTmtOvF4nIGBAXbv3u0WuSaa1TtDAmtqasa0yZwqKIpCLBYjFovR3d1NMplk4cKFRKNRkskk7e3tbh90IT880TldkmQb8Dj/dlAYsBRJIpFM0tjYRCQS5pRT1roFNPc9hP27qizjUSS3tVBRFHyqhCcSIhwM4FPnI7AVbYlB28Jssp8D+/ajazrRaIiSWBBvIEJJNILX60G2DLY3tWJoOieuXonX7x8zcy08t8OFZVns3r2bzs5Oli1bdhBfXthG2N3dTSaTYcuWLWzatImBgQGSySTPPPMMNTU1h72WsXDmmWfS3t4+5LFzzz3X/ffpp5/Oz3/+82ldw1ThmAq6Q7KXQyySybKMz+dz+dO1a9cSCoXcC85xTnKavp1Mcqq8b53hmfv27RsyUfhQIEkSfr8fv9/P3LlzgdGNcoZzq043Rnl5+ZAhgTOBbDZLY2MjiqJw8sknu3/TwuKNruvudnjnzp0uvVL4WYxGr4z1d3T7nHv6qF9WRywaHSL8cG0vZTt4O/93jI5M692uCFk2MS2bE/Z5JGbFwswqieDz2Aq8nGaSSifJplIkers5sGc3uWwOyzKYPWcOFQsrQVYBCZ9n+vlQZ3ROWVkZp5xyyohZqsfjGTKqRwhBT08PzzzzDBUVFcRiMT760Y9y22238Q//8A/TvubR8Pjjj3PJJZe4/29ra+Pkk08mGo1yxx13cMYZZxyxtQ3HMUcvGIZxyHaLpmmye/dut81srOkQTibpbOkPJZMcDT09PbS0tDBnzpxxpclTgUJuta+vj97eXgBmz57NrFmzJu3PMJl1tLe309XVdUgVcgeF9EoikSCbzQ65KY4kSS0Mpj09PTQ376SyssKVLRfeuE1LgARC2D23w6+IkQp1Q2702Gbwlnh3lh3Ywggtn2fHjkZU1cP8+fMGP48kiWQWCZNodKiN51RSW5Zl0dbWRm9vL8uXL59wF0wikeArX/kK+/bt45FHHnH/Zs65T/euaDTa4M4772Tz5s388pe/RJIk8vk8qVSKsrIyXn/9dS666CK2bds24QGYU4Tjg9Ndv3494XCYdevWsXbtWiKD48lHw3Bxw2htZmOhMJMcix8e6X3T6TRNTU2oqkptbe20KNZGg5Ph9fT0sHTpUkpKSkaUNhdmkiPJgicLxwZw3rx5k/q7j4aRBCmFPHc0GkUIQWNjE0II6uvrxixAjiT0KHzMGhZsLMtyJ3BIkm3+blkWkkNVAHv37GH//gPU1dnOb4XfQaejIpPJDCl0ObPGJtr5MRoSiQTbt29n7ty5E/67CyH44x//yIYNG7j++uu54oorjkhnwkhB98knn+Thhx9m48aNo1qWvu997+O+++5j3bp1M7VUOF6CbmNjI6+++ioNDQ288cYbaJrGqlWrWLt2LaeccgorV650K7QHDhxgz549RCIRampqplRgUMgPO8UhWZbd4BUMBtm/f7+rlhtvAOVUorAjwlHRjfYFGk0WfDjS5lwuR1OTE/Dqp/1GI4Tdf+sE4q6ubrLZHNFohDlzZrvua5P9/Ecq1A2HYdqjjpLJJM0FZkSFQXN4pjhcuTeWjWeh/eJogdg0TVpbW4nH40NG54yHeDzOl7/8Zbq6unj44YdZsGDBhH5vOjA86D733HPccMMN/OlPfxqikuvu7mbWrFkoikJraytnnHEGb7/99mFZm04Cx0fQHY5cLsebb77Jq6++yqZNm9i2bZtbpa6pqeErX/kKtbW1M3LXNgyDeDzO3r176e3tRVXVIQbkU8kPj4bCNqzROiLGw2SlzU7B5sCBA4ftETEZJJNJduzYQUlJCdXV1W4gdmZ0OYbwk93SDw+ahZ0yjnCnv7+fZcuWEYlEhtAcTnY7PNueiOtbYefH8BY8x3DGOff58+ezYMGCCfdZv/DCC9xyyy3ccMMNXH755VP+PRmpDayvr49LLrmE9vZ2qqurefrppyktLeXSSy/ld7/7HclkElVVufbaa/ntb39LPp93+WanNewXv/gFt9xyC6qqoijKkeKbj8+gOxwPPfQQTzzxBP/4j/9IPp9n06ZN7Nq1i6qqKk455RTWrl3LunXrKC0tnXJ+qnBUjuOtO1IAc1RcTgCbCi7PMaYZGBiY8sx6LDWacw7O8R3Oeia3poZhDBmOOJqCcLiYY6q29H19fTQ1Nbn01Xh016HUIkaCI6xJJpMMDAzQ29uLaZpD+PrR6C4HAwMD3HzzzfT19fHwww9TWVk5qbWMh5HawP7t3/6NWbNmcdNNN3H33XfT39/PPffcwzvvvMOll17Ka6+9RkdHB+9///tpamo6muXFxaALsHfvXioqKoZ8UE4xp6GhgYaGBjZv3kwymWT58uVuED7xxBMnvQ0uHJVTV1c3prfu4fDDo73f/v372bVr14wKO5wA1tvby549e9B1/aD+4UM5j8nC6daY7LkPzySTySTAkL7V0c6jcJrCsmXLZtRTGd4N9lVVVcybN2/IDSWVSrme0IU2nqqq8vzzz3PrrbfypS99iX/+53+e9s9oOGVQX1/Piy++SEVFBfv37+d973sfjY2NfOMb3wDg5ptvBmzDnFtvvZX3vOc907q+w8Dx2ac7HFVVVQc9JssyNTU11NTUcOmllwL2F+btt9+moaGBJ598krfeegtVVVmzZg1r1qxh3bp11NbWjnmXLZQNT3RUjiRJY/YP79mz5yB+eLSe1UQiQWNjI5FIhHXr1k3azWwyEELQ19dHR0cH9fX1zJkzZ4i0efh5HIqR+kTgtKCpqsratWsnzdcWrs9BoZhj9+7dpFKpIa+LRCKk02na2toOSTY9VSgM9ieddJKbLDi90IXn4Xweu3bt4qqrriKVSgFw3XXXsWbNmiNSLOvs7HSv/YqKCrq6ugDYt28fp59+uvu6qqoq9u3bN+PrmwocV0F3ovB4PG6AveaaaxBCkEwm2bx5Mw0NDdx+++20tLRQXl7uZsPr1q1j7ty5WJbFtm3bSKfTLFiwgFNPPfWwvnQjffELDcid/mGnwBUMBunr63MzrJk0xYF3pcOzZs3i1FNPdW9Msiwf9MUvPI/W1tYhRurODeVQpM2FvHFtbe20+GMUijmcopJhGCSTSZdCcvjhRCIBcEhijsOB3QLXPKFgrygKJSUlxGIxN8vcsGED9fX1vPHGG/zsZz9j1apV07reQ8FIO/KZvJlNJYpBdwKQJIloNMpZZ53FWWedBeBKRh1a4rvf/S67d+/GMAz+3//7f1x++eXTNjlCVVVmzZo1JHvO5XK0trayd+9et0DW2to65fzwaNA0zc2wVq5cOaHq+EjnUdh729HRMWFpczwep7Gx0W30n0muT1EUUqkU3d3drFy5krKysiGdH11dXUMM4afaK0PXdRobGzFNkzVr1ky4QNrX18eNN95INpvl97//vZthHkkhwdy5c9m/f79LL5SXlwN2Zrtnzx73dXv37mX+/PlHapmHheOK051O3HHHHbzyyit85jOfobu7m02bNvHGG29gmiarV692s+Hly5dPefDr7++nubnZHYCpDPoFOPyw8+Mo0QpHth/uFrLQhWw8Yclk379QkJJIJIb494ZCIbq7u8nlcixbtmzGR3anUim2b99OLBZjyZIlYwb78cQck+lgcXjrmpoaV4U4HoQQ/O53v+P222/ny1/+Mp/4xCeOWNY4nNNdv349ZWVlbiGtr6+Pe++9l23btnHZZZe5hbSzzz6b5ubmYiHteEYikThI8eJU9l9//XVee+01Ghoa2LFjB7FYzO0dXrduHZWVlZMKfoVz0err60dtDncwXv/woW6D4/G460I2U9OO4d1C3Z49e+js7MTj8aAoypSIByaKQlXXsmXLJq12clrXnJ/CFjznZ6TMXtM0duzYgSzL1NXVTZi37u3tZf369RiGwXe+850JB+rpwKWXXsqLL75IT08Pc+fO5bbbbuOiiy7i4x//OLt372bhwoX813/9l7sTuvPOO3n88cdRVZVvfvObfPCDHzxia58AikH3aIGjXXdoiddee419+/ZRXV3tZsNr1qwhFouNGvwKucslS5ZMeHzKSCjkVePx+EECiJGyL13XXS65vr7+sI3cDxWZTIYdO3bg9/upra3F4/EcZBtZ2GlwOKPnR8LAwAA7duyYcjUdDBVzDM/sY7EYkUiEbDbLnj17Dml0jhCC3/zmN9x1111s2LCBSy65ZNqz28bGxiF+CK2trXz9619nYGCAxx57zF37XXfdxYc+9KFpXcsRQDHoHs2wLIuWlhY3CL/++utkMhlWrlzpBuJVq1bh8/nYvHkzhmEwd+5cFi1aNK1z0UbqH9Z1nZ6eHhYvXjzjlXnLsti1a5fr1TAeZz7a1ObJuJXBuzebbDbLsmXLxt1ZTBUcqqi3t5fdu3djmiZer3dIZj/WmKeenh6++MUvIkkSDz30kMuTziRM06SyspKGhga+//3vEw6H+dKXvjTj65hBFFvGjmY4W8S6ujo++clPAvb28c0336ShoYFHH32U119/nWQySVVVFVdfffW0Krp8Ph9z5sxxMxEnO3ea0RVFYdeuXfT29k4pPzwW+vv7aWpqcl3QJnIsp0JfKAYZrcA1nrTZ4U4XLVo0KQe4w8XAwAAdHR0sX76csrIy158hkUhw4MABmpubh/R0x+NxqqureeGFF7j77rv56le/ysc+9rEjxt1u3LiRJUuWsGjRoiNy/KMJxaB7lMLr9XLqqady6qmn8uc//5mmpibuvfdevF4vDQ0NPPPMM7S2tlJZWcmaNWtcRd3s2bOn9ItVqOhavXq124JWyA/v3bv3oL5bp33tcNfidEVomsbq1asPW2Qw3KoQhmb2e/fuHcKrBgIBDhw4cNg9v5NFNptl+/btBINB1q1b5/LmsiwTDocJh8NuFb9QzPHoo4+yceNGEokE559/vmtyP9MiDQdPPfWU2wcPtjr0Bz/4AevWreP++++ftk6foxFFeuFvAJqm2Z6twwpVjun4q6++ymuvveYaS9fX17uFuhNPPHFS7mCFY7cXLlzI/Pnzx32P8fjhQzHIKVTTTUdXxHjHzmQyLpXh2EMOt/CczkKdEML1V66vr59wUBJC8Mtf/pJ7772XW2+9lQ9+8IO89dZbbNq0ic985jMzftMA+/qdP38+27ZtY+7cuXR2drrJwVe/+lX279/P448/PuPrmmYUOd3jBYZhsG3bNtfk580330SSJE466SRXyFFfXz9mwBhr1PmhYjL+Eul0mh07drgj5mdSTeccf/v27UQiEZYsWYKqqiNObT4cifZEjj+SG9lY6Ozs5Itf/CKBQIBvfetbM24qNBp+/etf853vfIff//73Bz13lIzWmQ4cP0H3ueee4/rrr8c0Ta666ipuuummI72kIwohBKlUitdff52GhgY2bdpEU1MTZWVlrF27lrVr13Lqqacyb94812tVluUxR50f7nqy2eyQvlunfzgSiZBKpUilUiOOjpluOD4c3d3dEzr+SFObD0faLIRg165do47OGWsdv/jFL7jvvvv4+te/zkUXXXRUqbU+8YlPcN5553HFFVcAuOIHgAcffJCGhgaeeuqpI7nE6cDxEXRN06Suro4XXnjBdQ776U9/yooVK4700o4qONTBa6+95lITzc3NmKbJRRddxAUXXMCaNWsIh8Mz8uW1LIt9+/bR1taG3+93x6JPNT88FgYGBmhsbKS8vPywukIcSbBzU5motNkRWTgCl4ke/8CBA9xwww1EIhG++c1vTov0uRDV1dVuD7SqqmzevHlUO0aw2/sWLFhAa2urexP55Cc/6e7AqqureeSRR9wgfAzh+Ai6r7zyCrfeeivPP/88wEHOREWMjGuuuYZ8Ps+VV15Jc3Mzr732Glu2bEHTNE444QSXH16xYsWUb/Xz+TxNTU1YljXE1Hw0fnh48DpcGIZBS0sL6XR62hRtI01t9vl8bt/twMAAAwMDhzQ6x7Isnn76aR588EHuuOMOLrzwwhm5QVZXV7N58+Yh1MVodozHOY6PoPvzn/+c5557jv/8z/8E4Ic//CENDQ089NBDR3hlRzdSqdSIAodcLseWLVuGmMCHw+EhJj+TFQcUyocn2uQ/Hj8ciUQO6abQ3d1NS0vLhAuFUwVH2nzgwAF2796NLMsoijLhczlw4ADXX389s2bN4sEHH5zRiQgjBd3R7BiPcxwffbrHkhPRTGI0RZnf7+c973mP61kqhKC3t5dNmzbx6quv8tRTT7lyTWcu3dq1a8c1gXcmGcRisSFOZONhpP5hhx/u7u4eMul4rP7hfD7vBoVDMYiZKjiTn/v7+10aZ7ypzb29vSxdupTf/va3fPvb3+auu+7i/PPPn/HrW5Ikzj33XCRJ4jOf+QxXX331qHaMRYyMYyroTrUT0Z49e7j88ss5cOAAsixz9dVXc/3114/JYR3LkCSJ2bNn88EPftDVvTseBA0NDfzxj3/k3nvvJZVKsWLFCjcjXr16NX6/n0QiQVtbG5qmTYntpNPGFQwGD/IfTiQSB/UPRyIRN8Osra09LPn0ZOFIiCsqKli3bt2Qke4jeSk70uZHH32UP//5z6RSKS644AI6OzvdoZszif/7v/9j/vz5dHV1cc4557Bs2bIZPf6xgGOKXjAMg7q6OjZu3EhlZSWnnHIKP/nJT1i5cuWk3m///v3s37+fNWvWkEwmWbt2Lb/61a944oknihzWGNA0zTWBb2ho4O233yaVSpHL5fj0pz/NRz7ykRmbTQf2deFkwmALCxx3r6nkh8eCaZq0tLSQSqVYvnz5hCXElmXxk5/8hIceeohvfOMb/P3f/z1//etf2bRpE5/73OdmzGRoJNx6662Ew2Eee+yxIr1wMI4PThfgv//7v/nCF76AaZpceeWVbNiwYcre+8Mf/jDXXnst1157bfEiOwRcccUVpNNpPvaxj7mFup07dzJ37twh/PB0CCAK/Rrq6+tdSfBoAzYLxQ9TVTQsHJ1zKGODOjo6+PznP09FRQX333//jE6NHgnpdNrtTU6n05xzzjnccsstbNy4cUQ7xuMcx0/QnS60t7dz5plnsnXrVhYuXMjAwID7XGlpKf39/UdwdUc3CvsyHTiFtIaGBrdQ19vbS11dncsPn3zyyYfVKuYYm8+ePXvcgZhj9Q9P1l/CMAyam5vJZrMsX758whJcy7L40Y9+xHe/+13uuecezjvvvKOiNtHa2spHPvIRwD63yy67jA0bNtDb2zuqHeNxjGLQPRykUin+7u/+29nnbwAAColJREFUjg0bNnDxxRdTUlJSDLrTANM0eeedd1y3tS1btiCEGGICv2zZsnG31M5W3hkwOtk2sEJ+2FGhTbR/uKenx+2MqKiomHDQ3Lt3L5///OdZsGAB991337QKREarWdx6663Hg/XidKMYdCcLXde54IILOO+887jhhhuAYovMTMGp6BeawDc2NlJaWup2SpxyyilDtuyOX8OhbuUnipHED4X9w8FgkF27dmEYBsuWLZtwZ4RlWfzgBz/gkUce4d///d8555xzpj27Ha1m8fTTTx8P1ovTjeOjZWyqIYTgX/7lX1i+fLkbcAEuvPBCnnzySW666SaefPJJPvzhD0/6GKZputMjnn322eO2M2IkOBX9M888kzPPPBOwP5Pu7m63SPfkk0/S0dHB/PnzicfjrFy5kq997WtT7rbmQFVVSktLh3wmDj+8f/9+enp68Hg8RCIROjo6JsQP79mzh+uuu46amhr+8pe/THoKxaGioqLCpX0ikQjLly//m52w+7eEYqY7Bl566SXOOOMMTjjhBJfLu+uuuzjttNOmjMN64IEH2Lx5M4lEgmeffbao7pkEfvnLX/LlL3+ZD3zgAxiGweuvv04ulzvIBH66HLac0TmSJFFfX4/H4xmVH3aCsM/nw+fz8cQTT/DYY49x//33c/bZZx/RWWVOzeKBBx7giSeeIBqNHpfWi1OEIr1wNGLv3r186lOfYsOGDTzwwAM8++yzRepiEnj77bdZuHDhEP4zn8+7JvCbNm1i69at+P1+1qxZ4wbiQ/E4GAlCCDo7O2lra2PJkiVjTmQo7LndtWsX//qv/0omk6G0tJTrrruO973vfdTV1U16LYeD4TWL48R6cbpRDLpHIz760Y9y8803k0wmue+++3j22WeLRbppghCCgYEBlxvetGkTbW1tVFZWukF47dq1lJWVTSjbzOfzbN++HY/HQ11d3YTbyyzL4nvf+x7f//73uf3224nFYmzatIlsNstXvvKVwz3NQ8ZINYtCHMPWi9ONIqd7tOHZZ5+lvLyctWvX8uKLLx7p5RzzkCSJ0tJSzjvvPM477zzg3QGfr776Kn/5y1944IEHiMfjLFu27CATeAeF5up1dXWH5OrV3t7Otddey4oVK3jppZdc+bXDV880RqtZFLb4PfPMM6xateqIrO9YRTHTPUK4+eab+eEPf4iqqu7014svvphNmzZNGb0wMDDAVVddxdatW5Ekiccff5z6+vpioW4M6Lp+kAm8LMucfPLJ1NTU8Lvf/Y7bbrttyOic8WCaJt/73vd44okn+OY3v8nf/d3fHRV9t6PVLH76058eD9aL040ivXA048UXX3TphfXr10+ZuudTn/oUZ5xxBldddRWappHJZLjrrruKhbpDgBCCRCLBrbfeytNPP82aNWtob29nzpw5rprulFNOYe7cuSMG0ra2Nq677jpOOOEE7rrrrmmxjhwLRVP/I4bR76pCiLF+ipgB/O///q84//zzhRBC9PT0iLPOOkssXbpUnHXWWaK3t3dS7xmPx0V1dbWwLGvI43V1daKjo0MIIURHR4eoq6s7vMUfB8jn8+Kee+4R6XRaCCGEZVli37594plnnhE33nijOOuss8SqVavERRddJG6//XbxP//zP6Kjo0Pcf//94qSTThJ/+tOfDvocZgKGYYiamhqxc+dOkc/nxerVq8W2bdtmfB3HKUaNq8VM9xjFm2++ydVXX82KFSv461//ytq1a/nWt75FZWVlsVA3DTBNk8bGRrd/+LnnnuPUU0/liSeemLC5zVSjaOp/RFEspB1vMAyDN954g//4j//gtNNO4/rrr+fuu+8+0ss6ZqEoCitWrGDFihVcccUVdkZzhHnbffv2sWDBAvf/VVVVNDQ0HMEVFQEwM956Rcw4qqqqqKqq4rTTTgPs9rQ33niDuXPnsn//fsCuUo/VWzoeHnzwQVauXMmqVau49NJLyeVy9PX1cc4551BbW8s555xz3GbRRzrgQtHU/2hFMegeo5g3bx4LFixwOx82btzIihUrXAkzcFgS5n379vHtb3+bzZs3s3XrVkzT5KmnnuLuu+/m7LPPprm5mbPPPruYXR9BTLWpfxFThLEI35nnnouYSmzZskWsXbtWnHDCCeLDH/6w6Ovrm7JC3d69e0VVVZXo7e0Vuq6L888/Xzz//PPFQt1RBF3XxeLFi0Vra6tbSNu6deuRXtbxgmIhrYipx7e+9S02bNhAIBDg3HPP5cc//nFRUXeUYTpN/YsYE8VCWhFTi/7+fn7961/T1tZGSUkJH/vYx/jRj350pJdVxDB86EMfKnrhHmUocrpFTAp/+MMfWLx4MXPmzMHj8XDxxRfz8ssvH1ah7sorr6S8vHyI7HSswtw3vvENli5dSn19vdsWdSxj/fr1LFu2jNWrV/ORj3zE3VG0t7cTCAQ46aSTOOmkk/jsZz97hFdaxFgoBt0iJoWFCxfy6quvkslkEEKwceNGli9ffliFuk9/+tM899xzQx4brTD3zjvv8NRTT7Ft2zaee+45Pve5z2Ga5tSd4FGIc845h61bt/LWW29RV1fn9t0CLFmyhDfffJM333yThx9++AiusojxUAy6RUwKp512Gh/96EdZs2YNJ5xwApZlcfXVV3PTTTfxwgsvUFtbywsvvHBIstMzzzzzIF/iX//613zqU58CbFnzr371K/fxT3ziE/h8PhYvXszSpUt57bXXpu4Ej0Kce+65rt/D6aefzt69e4/wioqYDIqcbhGTxm233cZtt9025DGfz8fGjRun7BidnZ2u2UpFRQVdXV2A3bJ2+umnu6+rqqo6rqYePP7441xyySXu/9va2jj55JOJRqPccccdnHHGGUdwdUWMhWLQLeJvEiN13RwLjf/vf//7OXDgwEGP33nnnS5Vc+edd6KqKv/0T/8E2Dej3bt3U1ZWxuuvv85FF13Etm3bZmzsTxGHhiK9UMRRjdEKc5Nt/B+pWDdagQpmvlj3hz/8ga1btx704wTcJ598kmeffZYf//jH7k3G5/O5vr5r165lyZIlNDU1Tftai5gcikG3iKMaoxXmLrzwQp566iny+TxtbW00Nzdz6qmnjvt+IxXrRitQHW3Fuueee4577rmH3/zmN0NMdLq7u911tba20tzcTE1NzZFaZhHjYDxxRBFFzBgkSfop8D5gNtAJfA34FfA0sBDYDXxMCNE3+PoNwJWAAXxBCPE/EzxONfCsEOKgkQiSJH0E+KgQ4p8kSboZQAjxjcHnngduFUK8MvmznDwkSWoBfEDv4EOvCiE+K0nSPwJfx/47mMDXhBC/PRJrLGJ8FDndIo4aCCEuHeWps0d5/Z3AnVO8jCuBnw3+uxJ4teC5vYOPHREIIZaO8vgvgF/M8HKKmCSK9EIRRQxiMHM2gB87D43wsuLWsIjDQjHTLaIIQJKkTwEXAGeLdzm3vcCCgpdVAR0zvbYiji0UM90ijntIkvQB4EbgQiFEpuCp3wCfkCTJJ0nSYqAWOLYVGEVMO4qZbhHHFQqLdZIk7cUu1t2MXaB6YbAN61UhxGeFENskSXoaeAebdvhXIcSxrTUuYtpR7F4ooogiiphB/H/e/6O6BB7CfAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from mpl_toolkits.mplot3d import Axes3D\n",
"\n",
"fig = plt.figure()\n",
"ax = fig.add_subplot(111, projection='3d')\n",
"\n",
"x, y, z = np.meshgrid(mx, my, mz)\n",
"\n",
"ax.scatter(x, y, z, c=colors)\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### nglview (dx export)\n",
"Export the density to DX format and load with nglview"
]
},
{
"cell_type": "code",
"execution_count": 112,
"metadata": {},
"outputs": [],
"source": [
"dens.density.export(\"water.dx\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Use the [surface representation](http://nglviewer.org/ngldev/api/file/src/representation/surface-representation.js.html#lineNumber126) in NGLViewer for the loaded density:\n",
"- `contour = False` shows a continuous surface (the default); `True` shows a wireframe\n",
"- `isolevel = float` sets the contour level and with `isolevel_type=\"value\"` is in the units of the density \n",
"- `isolevel_type=\"value\"` for densities (the default is \"sigma\") and then `isolevel` has a different meaning\n",
"- One can use multiple surfaces at different isolevels (although the current example trajectory has too few frames to generate a well resolved density)\n",
"- `smooth = float` controls the surface smoothing of the representation"
]
},
{
"cell_type": "code",
"execution_count": 147,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "1bde0a5d89f144daa3ac99861505e484",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"NGLWidget(max_frame=9)"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"view3 = nv.show_mdanalysis(u)\n",
"d = view3.add_component(\"water.dx\")\n",
"d.clear_representations()\n",
"d.add_surface(isolevel=0.5, isolevel_type=\"value\", opacity=0.1, contour=False, smooth=1, color=\"blue\")\n",
"d.add_surface(isolevel=1.2, isolevel_type=\"value\", opacity=1, contour=True, smooth=1, color=\"cyan\")\n",
"\n",
"view3"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### scikit-image\n",
"\n",
"Following https://stackoverflow.com/questions/6030098/how-to-display-a-3d-plot-of-a-3d-array-isosurface-in-matplotlib-mplot3d-or-simil and https://scikit-image.org/docs/dev/auto_examples/edges/plot_marching_cubes.html#sphx-glr-auto-examples-edges-plot-marching-cubes-py, use the Marching Cube (Lewiner) algorithm to triangulate the surface:"
]
},
{
"cell_type": "code",
"execution_count": 150,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<mpl_toolkits.mplot3d.art3d.Poly3DCollection at 0x7f8516c1d430>"
]
},
"execution_count": 150,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"from skimage import measure\n",
"import matplotlib.pyplot as plt\n",
"from mpl_toolkits.mplot3d import Axes3D\n",
"\n",
"\n",
"iso_val = 0.5\n",
"verts, faces, _, _ = measure.marching_cubes(dens.density.grid, iso_val, \n",
" spacing=dens.density.delta)\n",
"\n",
"fig = plt.figure()\n",
"ax = fig.add_subplot(111, projection='3d')\n",
"ax.plot_trisurf(verts[:, 0], verts[:,1], faces, verts[:, 2],\n",
" lw=1, alpha=0.1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### pyvista\n",
"Use https://docs.pyvista.org/ as described in https://stackoverflow.com/a/35472146"
]
},
{
"cell_type": "code",
"execution_count": 251,
"metadata": {},
"outputs": [],
"source": [
"import pyvista as pv"
]
},
{
"cell_type": "code",
"execution_count": 252,
"metadata": {},
"outputs": [],
"source": [
"pv.set_plot_theme(\"document\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Loading the data into a `StructureGrid` requires some careful use of `meshgrid` and `transpose().flatten()`:"
]
},
{
"cell_type": "code",
"execution_count": 253,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<PIL.Image.Image image mode=RGB size=1024x768 at 0x7F851436F670>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"[(302.086376167263, 293.463726706232, 270.0018493601932),\n",
" (60.09802368283272, 51.47537422180176, 28.01349687576294),\n",
" (0.0, 0.0, 1.0)]"
]
},
"execution_count": 253,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x, y, z = np.meshgrid(mx, my, mz, indexing=\"ij\")\n",
"mesh = pv.StructuredGrid(x, y, z)\n",
"mesh[\"density\"] = dens.density.grid.T.flatten() # note transpose\n",
"contours = mesh.contour([0.5, 1.2])\n",
"\n",
"p = pv.Plotter()\n",
"p.add_mesh(mesh.outline(), color=\"k\")\n",
"p.add_mesh(contours, opacity=0.1)\n",
"p.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 246,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table><tr><th>Header</th><th>Data Arrays</th></tr><tr><td>\n",
"<table>\n",
"<tr><th>StructuredGrid</th><th>Information</th></tr>\n",
"<tr><td>N Cells</td><td>23370</td></tr>\n",
"<tr><td>N Points</td><td>26040</td></tr>\n",
"<tr><td>X Bounds</td><td>9.802e-02, 1.201e+02</td></tr>\n",
"<tr><td>Y Bounds</td><td>-3.052e+01, 1.335e+02</td></tr>\n",
"<tr><td>Z Bounds</td><td>-9.987e+00, 6.601e+01</td></tr>\n",
"<tr><td>Dimensions</td><td>31, 42, 20</td></tr>\n",
"<tr><td>N Arrays</td><td>1</td></tr>\n",
"</table>\n",
"\n",
"</td><td>\n",
"<table>\n",
"<tr><th>Name</th><th>Field</th><th>Type</th><th>N Comp</th><th>Min</th><th>Max</th></tr>\n",
"<tr><td><b>density</b></td><td>Points</td><td>float64</td><td>1</td><td>0.000e+00</td><td>1.448e+00</td></tr>\n",
"</table>\n",
"\n",
"</td></tr> </table>"
],
"text/plain": [
"StructuredGrid (0x7f8510007e20)\n",
" N Cells:\t23370\n",
" N Points:\t26040\n",
" X Bounds:\t9.802e-02, 1.201e+02\n",
" Y Bounds:\t-3.052e+01, 1.335e+02\n",
" Z Bounds:\t-9.987e+00, 6.601e+01\n",
" Dimensions:\t31, 42, 20\n",
" N Arrays:\t1"
]
},
"execution_count": 246,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mesh"
]
},
{
"cell_type": "code",
"execution_count": 247,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(31, 42, 20)"
]
},
"execution_count": 247,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dens.density.grid.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Note that the `mesh` has the same layout as the `density.dens.grid` array because we use the `indexing='ij'` option for `np.meshgrid`. The transpose with flatten seems to be required to match the scalar data to the mesh points."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.5"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
@orbeckst
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orbeckst commented Jan 6, 2021

I am not 100% sure that I got the coordinate system correct in the pyvista example. It was hard enough to figure out meshgrid and the transpose...

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