251 lines
212 KiB
Text
251 lines
212 KiB
Text
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 7,
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"id": "faed859b-c6c1-448f-be71-28d6458e279b",
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"metadata": {},
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"outputs": [],
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"source": [
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"import Pk_library as PKL\n",
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"import os\n",
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"import analysis\n",
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"import h5py as h5"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 36,
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"id": "5a5cf6d1-c83b-454e-94a2-da05b51d3c36",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"0.5180117870420108 -1.951563910473908e-18\n",
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"\n",
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"Computing power spectrum of the field...\n",
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"Time to complete loop = 0.00\n",
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"Time taken = 0.00 seconds\n"
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]
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},
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{
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"data": {
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"image/png": 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",
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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},
|
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{
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"data": {
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"image/png": 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pkXIpW22i355PFR/wZUgpkzWXjsywZd19Iv/EoLk2eWLI1TvWZc+Oy1X78qn2/57xwEia85R9/0lS9du+4/P/1l9trm362LeW2JD9vIoK7XlgkhQ/0Wfv3dXt611Rbq4tO1Tk6p0pynPV5/c4MvJ8EXmq2Gc/nslj9hxASYqOddqL830vo7FZM+3rSPp6F+/pMNcOzrFnQErSsQX2Y58dypP+P1stV0IAgGAYQgCAYBhCAIBgGEIAgGAYQgCAYBhCAIBgGEIAgGAYQgCAYBhCAIBgGEIAgGAmbWxPw6vdSuTZomqOLqsw941nfdE6ZYfs0SDZ/Jirdzxt753oSbt6RzPt0S3t11W4esfTkbn2yHUlrt4FJ1zlikX2rJfOS32ne0Wy1Fwbz9j3iSQljjvibzL26BtJyn1sj24p6LXHB0nSyGUXuOr7GuwRT6UH7DFWkhQbsR/7dE2xq3fywxF78bCjVlKszF4f7/HFdSluv67IOV+vKv/Fvr8zjmPDlRAAIBiGEAAgGIYQACAYhhAAIBiGEAAgGIYQACAY1xBav369rrzySpWWlqq6ulo333yzPvzwwzE1URSppaVF9fX1Kiws1NKlS7Vnz55xXTQAYHpwDaFt27bp7rvv1o4dO7RlyxZlMhmtWLFC/f39ozWPPvqoNmzYoI0bN2rnzp2qra3V8uXL1dvbO+6LBwBMba5P77388stj/v3444+rurpab7/9tq699lpFUaTHHntMDz74oFatWiVJeuKJJ1RTU6PNmzfrjjvuGL+VAwCmvHP6mVB3d7ckqbKyUpLU2tqq9vZ2rVixYrQmlUrpuuuu05tvvnnaHul0Wj09PWNuAIDzw1kPoSiKtGbNGl199dWaN2+eJKm9vV2SVFNTM6a2pqZm9LFPW79+vcrLy0dvjY2NZ7skAMAUc9bZcffcc4/ee+89vfHGG6c8FouNzSSKouiU+z6xdu1arVmzZvTfPT09amxsVKY8JSVsOW9Fx+y5XeX7+s9c9Gu6L7ZnTiV77VlwkpQ4OWCujQ37evddOtNcO+vn9nVIUv2r9n042FTh6p3o9+VwVez1ZGX53nMNzrI/PQpO2LOyJEkZx/H8jOfOZ5Ynk/bilKNWUqLLl+9W4TnHB3z5iJ7Mtrwue4adJKnZ8WZ4aNjXe8RxjpcVuVq3XV9lrq1837e/E4P2czaTsW/jWQ2he++9Vy+88IK2b9+uhoaG0ftra2sl/eqKqK6ubvT+jo6OU66OPpFKpZRKOU8QAMC04HprGEWR7rnnHj377LN67bXX1NzcPObx5uZm1dbWasuWLaP3DQ8Pa9u2bVqyZMn4rBgAMG24roTuvvtubd68WX//93+v0tLS0Z/zlJeXq7CwULFYTPfdd5/WrVunOXPmaM6cOVq3bp2Kiop06623TsgGAACmLtcQ2rRpkyRp6dKlY+5//PHHddttt0mS7r//fg0ODuquu+7SyZMntWjRIr366qsqLbX/bRYAwPnBNYSi6My/ABCLxdTS0qKWlpazXRMA4DxBdhwAIBiGEAAgGIYQACAYhhAAIBiGEAAgmLOO7Zlow+X5yuXnm2pLPrLHT2QLfJucrrBHpvQ1+HoXdBTa11HlS5Uo+deT5trc/oOu3ppRYS5NFdqO4SeG6ktc9QUf9Zlr4x0nXL11ecOZa/5Nqn3i/lRJbGalqz5TV2GuTRzzrTs24ouPivLzzLWDF9sjZySpcM9Re/GwL1onKrSfh7mSMlfveNoeaRPr88UklRxxrMV5CTJYZX8uZxznCVdCAIBgGEIAgGAYQgCAYBhCAIBgGEIAgGAYQgCAYBhCAIBgGEIAgGAYQgCAYBhCAIBgGEIAgGAmbXZcfm9GiUTGVJv82JF/ZfjrsL+uKmev3/f1pKv3kaXF5trZW/tdvT3itdWu+twMez5VLJNz9c4bcGaTObIAo6oKV+8DN9p7Nz/vy7xLZh3nofetoqN1rsyeXyhJmTJfhmGyrcdcm57hezkqjNlzHTOHPnL1jiXsOWl5Fza6eg9cPNNRXerqfew/2rP6Khcdd/WO/XiWvdbxNOZKCAAQDEMIABAMQwgAEAxDCAAQDEMIABAMQwgAEAxDCAAQDEMIABAMQwgAEAxDCAAQzKSN7ckW5imWb4ugGK61R1vkv9fqWkciad9FhbUjrt4Vr9ujXvK6B129NThkLo3KfZEzMUf0Uay7z9U7P+F7XxQ5js9QvS8CJZ62x8IM1Pkim5LH7L1jbb54lcRJ+1oG5ze4eseHfTFM6reft+UfdPt6Z30RTy6RfTtzzkigwkL78TnyW5Wu3rO3ps21w+9WuXqX/vyIuTaTs6+DKyEAQDAMIQBAMAwhAEAwDCEAQDAMIQBAMAwhAEAwDCEAQDAMIQBAMAwhAEAwDCEAQDAMIQBAMJM2O26kKK4o3zYj+2tS5r4zu+tc6xiuKrLX/jLf1bvslV+Ya2PlZa7eStgPbazXmUuXsGX6SZJS9mMjSZlSX31+Z7+5tvBYj6t3VZX9XBmcac+Ck6Toi/ZMsMpOZ6ZaYYG5NJ7xZcEleod9a0nZc9Jix7t8vYvtz81Eve95H/X02muHffskW2w/x6v2+HqnWu05gylHPp4kZert52wmMyQdstVyJQQACIYhBAAIhiEEAAiGIQQACIYhBAAIhiEEAAjGPYS2b9+uG2+8UfX19YrFYnr++efHPH7bbbcpFouNuV111VXjtV4AwDTiHkL9/f1asGCBNm7c+Jk1N9xwg9ra2kZvL7300jktEgAwPbk/rLpy5UqtXLnyc2tSqZRqa2vPelEAgPPDhPxMaOvWraqurtbcuXN1++23q6Oj4zNr0+m0enp6xtwAAOeHcR9CK1eu1FNPPaXXXntNP/zhD7Vz505df/31SqfTp61fv369ysvLR2+NjY3jvSQAwCQ17tlxt9xyy+h/z5s3TwsXLlRTU5NefPFFrVq16pT6tWvXas2aNaP/7unpUWNjo/IHckrk27KNkt32DKThmfa8KUkaLrXnpJUe9OWH6QJ7nlWu9SNf7y80m0uH6opdrTMp+3Yme7Ou3om+EVd9bMheHxXbM9UkKb/ffl51znfk6UnK5dv3YcEC3xuzQyvta7nw/8+4enddWuKqH5pZaq4t3+9by0iJfTtTJ329i1q7zLWxEV/v2IA9Dy7vgwOu3qqustc6M++GK+w5gJkR+3NnwgNM6+rq1NTUpL1795728VQqpZQz5BIAMD1M+OeEOjs7dfjwYdXV+VJsAQDTn/tKqK+vT/v27Rv9d2trq959911VVlaqsrJSLS0t+t3f/V3V1dXpwIEDeuCBB1RVVaWvfe1r47pwAMDU5x5Cu3bt0rJly0b//cnPc1avXq1NmzZp9+7devLJJ9XV1aW6ujotW7ZMzzzzjEpL7d8bBgCcH9xDaOnSpYqi6DMff+WVV85pQQCA8wfZcQCAYBhCAIBgGEIAgGAYQgCAYBhCAIBgJjwx4Wyly/OUSdpiOQqPf/Zv631afMQXIyPZo0HSM3ydey6tNNeWH+/y9b7QHq9y9Dpf3FDRUft7l/rtQ67eiY+7XfWDFztiSpxGiu3bWfm+/RyUpO6L7Pv8yHX5rt5VP7evJdXe5+ot+WJ7um60R8MMl/t61/yTPbKpb7ZvH8ay5ebavLQ9okaS4mnHa9ClF7p6d863R3AVdPnWPTTD/nzIDtu3kSshAEAwDCEAQDAMIQBAMAwhAEAwDCEAQDAMIQBAMAwhAEAwDCEAQDAMIQBAMAwhAEAwDCEAQDCTNjuu/IMeJfLSptp4+3F74xn2TChJGim1B8I1/M9+V++4I1+pa9l/cPXuabK/v/BkjUlSxYe+7fRoX1Hvqk8M2tde/stBV++BmqS5tuCEbx8mu+y1+QOu1kr22dcycGGZq3cu4csZHGkrMtcWZFytFeXb15I/4Mx3y9r3YTbley+fy7fXxxzrkKSaF1vtxfm+l//cktnm2syIfX9zJQQACIYhBAAIhiEEAAiGIQQACIYhBAAIhiEEAAiGIQQACIYhBAAIhiEEAAiGIQQACGbSxvbEokixyBhZUVJs7jtSZa+VpM7L7buo7s0RV28N2OvL3+92tS7/hT02I0rlu3qPlKXMtcmOXlfvoo4CV71H/rE+V33D813m2u4v1bp6dy6w1yb6fFE5JUfsxz7ZNezqfeT/8mXr5Ofs73OHZjhjZN63n7cVL33g691vz0oaWeY4mJIOrrSvu3yv79jPzNjPw0SXL8aq9IC9PpMZMtdyJQQACIYhBAAIhiEEAAiGIQQACIYhBAAIhiEEAAiGIQQACIYhBAAIhiEEAAiGIQQACIYhBAAIZtJmxymblZQ1leZKCs1tM8W+nLREv702NmLP7JKk/uZSc23J/h5X72yJPYMtU+LbJ32z7fWFxRWu3gUnfPl7iV579ll0rNPVO5ayZ+QVdPrWXfG+vXf+gDFD8d90N9uf1qUf+bLJBnt8LxmxXnt9LOtbS3+Nvb74wtmu3nm99uy4A9cmXb0LO+y1iSHfsY/yHPsw5tvfntfOTMb22i1xJQQACIghBAAIhiEEAAiGIQQACIYhBAAIhiEEAAjGPYS2b9+uG2+8UfX19YrFYnr++efHPB5FkVpaWlRfX6/CwkItXbpUe/bsGa/1AgCmEfcQ6u/v14IFC7Rx48bTPv7oo49qw4YN2rhxo3bu3Kna2lotX75cvb2957xYAMD04v6w6sqVK7Vy5crTPhZFkR577DE9+OCDWrVqlSTpiSeeUE1NjTZv3qw77rjj3FYLAJhWxvVnQq2trWpvb9eKFStG70ulUrruuuv05ptvnvb/SafT6unpGXMDAJwfxjW2p729XZJUU1Mz5v6amhodPHjwtP/P+vXr9fDDD59y/8CF5Urk26Jn4ml7XE4s64vBqH3LPhSzRb74m6FK+3uA9qtmuHpnKjLm2ua/9cUNFZy0R3LEfLtbbVfZ44YkKdljr6871O5bTFmJubRznj2GR5KiPHtteasvEmikyB4j89HN9vNEkma95ouoyRu2nwAZ36HX0Ex7bd/FZa7eJy+pMNdmin0necVee23Z/kFX7/xDx+3FI75jn2u0x4zl4vbXtgn57bjYpzKJoig65b5PrF27Vt3d3aO3w4cPT8SSAACT0LheCdXW1kr61RVRXV3d6P0dHR2nXB19IpVKKeUIigQATB/jeiXU3Nys2tpabdmyZfS+4eFhbdu2TUuWLBnPLwUAmAbcV0J9fX3at2/f6L9bW1v17rvvqrKyUhdccIHuu+8+rVu3TnPmzNGcOXO0bt06FRUV6dZbbx3XhQMApj73ENq1a5eWLVs2+u81a9ZIklavXq2//uu/1v3336/BwUHdddddOnnypBYtWqRXX31VpaX2H2oBAM4P7iG0dOlSRdFn/zZILBZTS0uLWlpazmVdAIDzANlxAIBgGEIAgGAYQgCAYBhCAIBgGEIAgGDGNTFhPKW/1aVMsS1JoX/rLHPfsoO+nDTFnIFWDuW/TJtrK/b68qlOfKHQXHtyrqu1Yo5dWP1Wl6v3jJTvV/nb/pP9fVT5V/6Dq/fBr54+aup0EjP7Xb2r/9Z+fIbLfU/T7rn2c+X+r7zi6r35+f/DVZ/fa88Z7Gny5dIVdNq389gXfe+3M6X2k7xxizN78aM+e7HzMiEqLTLXxjpOuHpnk/bnQ/YzYtpOhyshAEAwDCEAQDAMIQBAMAwhAEAwDCEAQDAMIQBAMAwhAEAwDCEAQDAMIQBAMAwhAEAwkza2p+u9KsULbJE55cft8R0FJzKudcTT9tiRRLc9hkeS4t2+qBeP6uO2yCNJGrqg3NV7qDLPXBtPj7h6F5zw1Rd22GOV+mvs65akxlftcSz5fb6nUupgh7l24JIqV+/ZX7T3/n+e/j9dvRvbfOdsfMT+/Olf7IvtKVt83Fyb+2d7tJckzfiF/f15wdEeV2/X8z5n33+SpKR9H+YuqHW17r7Q/vzJph2vEa5VAAAwjhhCAIBgGEIAgGAYQgCAYBhCAIBgGEIAgGAYQgCAYBhCAIBgGEIAgGAYQgCAYBhCAIBgJm12XNn+SHlJWyZcpihm7ptL+uZuos+eZRYfGnb11ogjJ62kyNU61mXPsypwvhWJYvasuZGqYlfvvEFftl/Dq13m2mMLK1y9R4rtO6awzXfs25fbc7sSv3PM1fvYhzXm2lJf7JliGXueniT1X2A//oX2KLhfreUpe6ZeoX2XSJLSjjjFKM+XSag8+3mVm1nqah0l7L3TVfbcRUkq7LRndGaH7bVcCQEAgmEIAQCCYQgBAIJhCAEAgmEIAQCCYQgBAIJhCAEAgmEIAQCCYQgBAIJhCAEAgpm0sT25/Jhi+bY4nmFHskWyM+1aR5Rvn9PZ8kJX73jc3jsqzPf17h8012ZLfeuOjMdFkrIFvlMslnVEGUnKFSfta0m5Wqv9P9nX0nOhL15lYK79PPztWUddvf9h/0xzbX6fq7WOLPNtZ9khe8xP7eu+eKLhGvtaOq/wHfwLXrXHMHmiciRJMfvzJ9435GqdqbTHJBXtO+HqXfSBPVIrk7Of31wJAQCCYQgBAIJhCAEAgmEIAQCCYQgBAIJhCAEAghn3IdTS0qJYLDbmVltr/yuSAIDzx4R8Tujyyy/XP/zDP4z+O8/7528BAOeFCRlCiUSCqx8AwBlNyM+E9u7dq/r6ejU3N+vrX/+69u/fPxFfBgAwxY37ldCiRYv05JNPau7cufr444/1p3/6p1qyZIn27NmjmTNPjRNJp9NKp/894qGnp2e8lwQAmKRiURRFE/kF+vv7ddFFF+n+++/XmjVrTnm8paVFDz/88Cn3X37HOuUlC0xfo6LVnmmU6LPXSlKmxD6n87vteVOSlEvZf1aW3+XLvMslHT+Hc2RZSVJi3xF7cYk9y0qSOpbVu+oLuuzZZKUfnnT1HmwoM9cen+/L9os5nnX9jfZtlKSyffZvcNT+Y7erd8eicld9ydGsuTbZ7csNHKi15wb2NPq+6VP1vv11Ip72HZ+ui+3rTnX7ehces687v8f3mhLvt9dnsmn9zw9+qO7ubpWVff7zaMJ/Rbu4uFjz58/X3r17T/v42rVr1d3dPXo7fPjwRC8JADBJTHiKdjqd1gcffKBrrrnmtI+nUimlUs54YwDAtDDuV0Lf+973tG3bNrW2tuqf/umf9Hu/93vq6enR6tWrx/tLAQCmuHG/Evroo4/0jW98Q8ePH9esWbN01VVXaceOHWpqahrvLwUAmOLGfQg9/fTT490SADBNkR0HAAiGIQQACIYhBAAIhiEEAAiGIQQACIYhBAAIZsITE85WLk+KGVdX0NZv7hs/0edaR16NPSvr5KW+nLTK3b3m2niXfRslafCyWebaooP2dXhFhfacLEmK5XxRhkVHBx2L8fXubbTnwWVtMYej6t6y5wxW7fZl+xUcsWfkxU74AoNn/sJ3PHNJ+/vckVLfy1Fi0H48K//VnmHnlTzhOAclzfq5PYOte06Jq3d/vf2c7b7GdyxHyu2vb7mhIemPbLVcCQEAgmEIAQCCYQgBAIJhCAEAgmEIAQCCYQgBAIJhCAEAgmEIAQCCYQgBAIJhCAEAgpm0sT3x3K9uFieuKDP3rXrLHpkhSZkiewxGf50vXqXkiD3rJZHyHarByjxzbd6QL24o02zf372z7euQpOJ2X7zK4d+2r73kSJGrd9mhEXNtxT7jyfpvojz7ueKNMoqS9nMlFve9D83v8EU8ZSrtxyeW9W1n2xL786f4iK/3zF2d5tpYv+81Rf32CK7Kk/bYMEnq+pI9rivR53u9Kttvr88Ox3TQWMuVEAAgGIYQACAYhhAAIBiGEAAgGIYQACAYhhAAIBiGEAAgGIYQACAYhhAAIBiGEAAgGIYQACCYSZsdV7FvRImELXes83J7vtvBVdWudZTvt2eCXfD8cVfvri9Wmms7lyVdvRP2eCpJ9v0nSTN/ftJcmzdY4uo9VOVbS3GbvbbghC/fbXCW/elR0Jlx9U52DZtrM8W+fdL5RXu236yfDbl6a8iXk5bXZX+fGy/0bWei354d19vky0kbqqwy11bs9+Udluw6bK6NCn3P++6L7Pt7ZIHrRULl/6PQXBsbsWf1cSUEAAiGIQQACIYhBAAIhiEEAAiGIQQACIYhBAAIhiEEAAiGIQQACIYhBAAIhiEEAAhm0sb2pI4PKpFni1kpPGaPKemv88V3FLXb41ViGV98R8WebnNt6qQv/ma4whZ5JEl5aXvEhiQNVxeba/P7fHE2qU5fjEy8e8Bcm53p24dtS+z1uTzfU6mv3h5R073cF6+S/di+lpnvpFy94wO+54+rd2ePq77ghP15L/nWneq2PydiOd/zJ9tgjwQarLVH5UhSxlGe/ajI1bt0v/34ZLL2eCeuhAAAwTCEAADBMIQAAMEwhAAAwTCEAADBMIQAAMFM2BD68z//czU3N6ugoEBf/vKX9bOf/WyivhQAYIqakCH0zDPP6L777tODDz6od955R9dcc41WrlypQ4cOTcSXAwBMURMyhDZs2KBvfetb+va3v61LL71Ujz32mBobG7Vp06aJ+HIAgClq3BMThoeH9fbbb+v73//+mPtXrFihN99885T6dDqtdPrfP13b3f2rFAHPJ26zw/ZP2WfTvk9OZzL23nHHmiUpyto/aZ0Z8R2qzIg9MSEa8X3iO56xpyBEzhSJeNaXsODZ59mMbx9m0/b67LBvH+Zy9vMwN+BLkcgN2nt7nmeSFM/aE0QkKYrs73NjOd9aJvJ57zmemRHfOe55TcmMONc9ZH/e5+K+c9ZzrnxSG0WGrxGNsyNHjkSSon/8x38cc/8PfvCDaO7cuafUP/TQQ5Ekbty4ceM2zW6HDx8+48yYsOy4WGzsBI+i6JT7JGnt2rVas2bN6L+7urrU1NSkQ4cOqby8fKKWF1xPT48aGxt1+PBhlZV5MrCmFrZz+jgftlFiO8dDFEXq7e1VfX39GWvHfQhVVVUpLy9P7e3tY+7v6OhQTU3NKfWpVEqp1KkhiuXl5dP6BPhEWVkZ2zmNnA/beT5so8R2nivrRcS4/2JCMpnUl7/8ZW3ZsmXM/Vu2bNGSJUvG+8sBAKawCfl23Jo1a/TNb35TCxcu1OLFi/WXf/mXOnTokO68886J+HIAgClqQobQLbfcos7OTv3Jn/yJ2traNG/ePL300ktqamo64/+bSqX00EMPnfZbdNMJ2zm9nA/beT5so8R2/qbFosjyO3QAAIw/suMAAMEwhAAAwTCEAADBMIQAAMFMuiE03f8EREtLi2Kx2JhbbW1t6GWds+3bt+vGG29UfX29YrGYnn/++TGPR1GklpYW1dfXq7CwUEuXLtWePXvCLPYsnWkbb7vttlOO7VVXXRVmsedg/fr1uvLKK1VaWqrq6mrdfPPN+vDDD8fUTPXjadnG6XA8N23apCuuuGL0A6mLFy/WT3/609HHJ8NxnFRD6Hz5ExCXX3652traRm+7d+8OvaRz1t/frwULFmjjxo2nffzRRx/Vhg0btHHjRu3cuVO1tbVavny5ent7f8MrPXtn2kZJuuGGG8Yc25deeuk3uMLxsW3bNt19993asWOHtmzZokwmoxUrVqi/v3+0ZqofT8s2SlP/eDY0NOiRRx7Rrl27tGvXLl1//fW66aabRgfNpDiO5x5ZOn6+8pWvRHfeeeeY+77whS9E3//+9wOtaPw99NBD0YIFC0IvY0JJip577rnRf+dyuai2tjZ65JFHRu8bGhqKysvLo7/4i78IsMJz9+ltjKIoWr16dXTTTTcFWc9E6ujoiCRF27Zti6Joeh7PT29jFE3f4zljxozoxz/+8aQ5jpPmSuiTPwGxYsWKMfd/1p+AmMr27t2r+vp6NTc36+tf/7r2798fekkTqrW1Ve3t7WOObSqV0nXXXTftju3WrVtVXV2tuXPn6vbbb1dHR0foJZ2zT/68SmVlpaTpeTw/vY2fmE7HM5vN6umnn1Z/f78WL148aY7jpBlCx48fVzabPSXktKam5pQw1Kls0aJFevLJJ/XKK6/or/7qr9Te3q4lS5aos7Mz9NImzCfHb7of25UrV+qpp57Sa6+9ph/+8IfauXOnrr/++jF/L2uqiaJIa9as0dVXX6158+ZJmn7H83TbKE2f47l7926VlJQolUrpzjvv1HPPPafLLrts0hzHCftTDmfL+icgpqqVK1eO/vf8+fO1ePFiXXTRRXriiSfG/EmL6Wi6H9tbbrll9L/nzZunhQsXqqmpSS+++KJWrVoVcGVn75577tF7772nN95445THpsvx/KxtnC7H85JLLtG7776rrq4u/d3f/Z1Wr16tbdu2jT4e+jhOmish75+AmC6Ki4s1f/587d27N/RSJswnv/13vh3buro6NTU1Tdlje++99+qFF17Q66+/roaGhtH7p9Px/KxtPJ2pejyTyaQuvvhiLVy4UOvXr9eCBQv0ox/9aNIcx0kzhM7XPwGRTqf1wQcfqK6uLvRSJkxzc7Nqa2vHHNvh4WFt27ZtWh/bzs5OHT58eMod2yiKdM899+jZZ5/Va6+9pubm5jGPT4fjeaZtPJ2pejw/LYoipdPpyXMcf2O/AmHw9NNPR/n5+dFPfvKT6P3334/uu+++qLi4ODpw4EDopY2b7373u9HWrVuj/fv3Rzt27Ih+53d+JyotLZ3y29jb2xu988470TvvvBNJijZs2BC988470cGDB6MoiqJHHnkkKi8vj5599tlo9+7d0Te+8Y2orq4u6unpCbxyu8/bxt7e3ui73/1u9Oabb0atra3R66+/Hi1evDiaPXv2lNrGKIqi73znO1F5eXm0devWqK2tbfQ2MDAwWjPVj+eZtnG6HM+1a9dG27dvj1pbW6P33nsveuCBB6J4PB69+uqrURRNjuM4qYZQFEXRn/3Zn0VNTU1RMpmMvvSlL435lcnp4JZbbonq6uqi/Pz8qL6+Plq1alW0Z8+e0Ms6Z6+//vpp/8b86tWroyj61a/1PvTQQ1FtbW2USqWia6+9Ntq9e3fYRTt93jYODAxEK1asiGbNmhXl5+dHF1xwQbR69ero0KFDoZftdrptlBQ9/vjjozVT/XieaRuny/H8wz/8w9HX01mzZkW/9Vu/NTqAomhyHEf+lAMAIJhJ8zMhAMD5hyEEAAiGIQQACIYhBAAIhiEEAAiGIQQACIYhBAAIhiEEAAiGIQQACIYhBAAIhiEEAAiGIQQACOZ/A7SRzg+XcF8IAAAAAElFTkSuQmCC",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"ini_name = 'ini_file.ini'\n",
|
|
"dirname = 'outdir/example0'\n",
|
|
"which_field = 'BORG_final_density'; MAS = 'CIC'\n",
|
|
"# which_field = 's_field'; MAS = 'None'\n",
|
|
"\n",
|
|
"dens, L = analysis.get_mock_field(ini_name, dirname, which_field)\n",
|
|
"print(np.std(dens), np.mean(dens))\n",
|
|
"\n",
|
|
"Pk = PKL.Pk(dens.astype(np.float32), L, axis=0, MAS=MAS, threads=1, verbose=True)\n",
|
|
"k = Pk.k3D\n",
|
|
"Pk_true = Pk.Pk[:,0]\n",
|
|
"\n",
|
|
"plt.loglog(k, Pk_true)\n",
|
|
"\n",
|
|
"plt.figure()\n",
|
|
"plt.pcolor(dens[dens.shape[0]//2])\n",
|
|
"plt.gca().set_aspect('equal')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 39,
|
|
"id": "553dbfa3-b33a-4b85-abdd-6cdc11422d45",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Computing ensemble mean field\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"100%|██████████| 20/20 [00:00<00:00, 337.43it/s]\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"mcmc_steps = np.arange(20)\n",
|
|
"ini_name = 'ini_file.ini'\n",
|
|
"dirname = 'outdir/example0'\n",
|
|
"\n",
|
|
"dens_mean, dens_std = analysis.compute_ensemble_mean_field(ini_name, dirname, mcmc_steps)\n",
|
|
" \n",
|
|
"plt.figure()\n",
|
|
"plt.pcolor(dens_mean[dens_mean.shape[0]//2])\n",
|
|
"plt.gca().set_aspect('equal')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 35,
|
|
"id": "711da91a-0877-4a43-b817-4bd695579448",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"BOXSIZE 500.0\n",
|
|
"\n",
|
|
"Computing power spectrum of the field...\n",
|
|
"Time to complete loop = 0.00\n",
|
|
"Time taken = 0.00 seconds\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"100%|██████████| 20/20 [00:00<00:00, 212.48it/s]\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x14eaa42a5550>"
|
|
]
|
|
},
|
|
"execution_count": 35,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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RxmCQ0OtVtFoVVQcuWcIhy9hRsXnAqqiUezxYPRJWBayqjM0jY1O12FQdDozYMeHAgB0jdoxH93k3l2Q4r9dRVhUGuucx3t9AhnQtvy1chALoVA0dXY1oXL8ea3alk1USiORxIUlzGPLmVJGQCIIgXOZEMlIF+3LL2J1dwoGcIjJyjpBdWExBUSlOhw0jLoySG6PkwiQ58NPY8dPaMct2dFoXsqyg0biPJhBuZI0bTUVC4T7+vMaNRnaj1XrQ6VQ0WgWtRkHWuJEkN5LkBJxUafRpdVBVNB6QFRWNR0WjeDfZA3gkXJIFuxyIUxuEUxOMXReCQxeMXRuMQxeETRuEXRuIXeOHHT0HrA7+LjcCEK0eYpxrAd1av8CsL74hv6QUgAQlgvaaBhyw2ThQbEHyuNGoc7jx7VcIN4dfmOsWBEEQLjiRjFTBz7/8j7Kyzciyy5tEyN4koVKSISvI8tlaNqqPLOmQJT0atGhUGdmDN2FwK2jcTmSnE43DdjSBOJpMeNTjccd+r0g2QIMOjTkc2RyB7BeFZIkESyRYIo4+Hv3ZLwJ0xnOu809ZWTy9ay+FBCCpHq5TFvNisx5s2VzAqjVrUSWwqEa6OZvgUGBziT+SR0GnzGHgOy8R7hdRA6+kIAiC4GsiGamChYtuQqfbdA4lZGTZiCoZUVQjTkWPza2jzKml1KGhzKnDqehxKjocigGnR4eiaNEpCkaPi3Cthyi9QqTGRZhsJ1i1EugqwWg7grY0D9lpp+rL7EngF/6vpOLfj0d/NgZCDc/KWuRy89TahSxw1gEgXM1hYlA6bcJ6M3vWLModDiQVWipxxDlCWV9qxqF60Du/ZcB7k0VCIgiCcBmq0WRk2rRpvPrqq2RlZdGsWTPeeustunTpctr4WbNmMXXqVPbu3UtgYCB9+vThtddeIzS0andV1FQykp7+Czb7QUzGQPR6fzQaI7JsQqM5tpmRZSMajRmNxogkHV1TxuMBWyGU5XjvKCnLhbIc7EVZWAszUUqykcvzMDry8fOUnlOd7LIfdmMYql8EusAoTCHRaPyPJRZRxxMNcyhoLr6lhRbt/Ycn0kvIk73dL32k9bzUsh9//bacnbv3ABDhCaCzoyH7y2Sy3HpM9m+5/v1JhFsifVl1QRAEoZrVWDIyZ84c7rjjDqZNm0bnzp356KOP+PTTT9mxYwd169Y9KX7lypV069aNN998k+uvv57Dhw9z33330aBBA+bNm1etF/OfqCo4yyoSC+92qp9zvZuqVP3Qsg6PXwR2QyjFmhDy1GAOu/1JtVvYXWbikMufXILIVwOxU3kQqUaWqBNsIi7Uj/gwP+JCzcSFeX+uHWRCq6l6W8qFUlpexDMrv+J7/VUABKuFTIrV08gayIJ583F5FHSqhk6uRmjLtGyz+2O0z+W69ycS7h/l49oLgiAI1aXGkpH27duTnJzMBx98ULGvSZMmDBw4kJdffvmk+Ndee40PPviA/fv3V+x79913mTp1KhkZGVU6Z40lI8unwP4/oOxo64bLem7lzWFn7h459mgKPm03iaqq5JU5SMu3kpZfTmpBufcxv5yDBVZsrtMnPVpZIibEXClBOZa0RAeZ0NTQtPZVoqosXfE6TyhNyJJrA3Ct4SAv1G/LHz8sIDM7G4B6SiRJ1mi2lEso5b/Q770XiAis5bt6C4IgCNWmRpIRp9OJ2Wxm7ty5DBo0qGL/I488QkpKCitWrDipzKpVq+jRowfz5s2jb9++5ObmcvPNN9OkSRM+/PDDU57H4XDgcByf/6OkpISYmJjqT0Z+uBe2zKm8T285yxiMo5tfGGh01VeXU1BVlZwSB6n55aSdkKSkFZSTVmDF6T79wFq9RiYmxFSRoFQkK2F+1AowIl+gRKVs5888v28dc/xuQJU0BFDGC/FB1ErN588Vy1EBi8dIV1cT8out5Bb9Sb8PxhIRGH1B6icIgiDUnBpJRjIzM6lduzZ///03nTp1qtj/0ksvMXPmTHbv3n3Kct999x133XUXdrsdt9vNDTfcwHfffYdOd+ov8xdeeIEJEyactL/ak5H0Nd6ulxPvJjFYqu/4NcjjUckqsR9PUI4mKan55WQU2nAqp09UDFqZ2FDz8a6fE1pUIgMMp1xD5z8p2M+yRU/wVOQIMuRYALqai3g6PJYVP3xPSVnZ0cGt8dQqM7E3fxU933uSiKDa1VsPQRAE4YKq0WRk1apVdOzYsWL/5MmT+fLLL9m1a9dJZXbs2MG1117LY489Ru/evcnKyuLJJ5+kbdu2fPbZZ6c8zwVrGblMKR6VzCJbRSvK8WTFSkahFbfn9G+5SachNtRckaTEH21ViQszE275D4mKo5Sy+aOY4BfD1+abUSQdftgZExtK0KYtbNu6FYAITyCd7Amk5a2n4+v3EhkSc37nEwRBEHzuoummueOOO7Db7cydO7di38qVK+nSpQuZmZnUqnX28QEXZADrFcKteDh0xFYxNuVYkpJWUM6hIzaUMyQqFoPW26JyQpISH2amee0g9NoqDKT1eFD/fI0Vqd/zbOyTHJDqA9DBz8H9ehPrf/4Jp9uFTtXQ2dUYuSiXuo92Ia5hUnVdviAIgnABVfX7+5zuDdXr9bRu3ZolS5ZUSkaWLFnCgAEDTlnGarVWXmQN0Gg0gHdMhHBhaTXy0ZYOP2hU+Tmn28OhI9ajrSnWSl0/h4tslDncbM8sYXtmSaVyCWF+vDO0FYm1A898cllG6v4U3Wsl8duvo3ml8UC+MtzGmnIDKVYHj910C2Erl5N56BDL9dupHxpFwIe7Wd/pAK0HD6j+7iNBEAThonDet/Z++OGHdOzYkY8//phPPvmE7du3Exsby5gxYzh8+DBffPEFADNmzGDUqFG88847Fd00jz76KLIs888//1TpnKJlxPccboWMQmtFknKsZWV7ZgnFNhd6jcxTfRpxd+f4qg2Ozd+LZ/ZQVgSpvBD9OLulZgAk+6ncXl7C3hXLAPD3GOnqbIzNmEPrR2/GLyi4Ji9TEARBqEY1PunZ1KlTycrKIjExkTfffJOuXbsCMGLECNLS0li+fHlF/LvvvsuHH35IamoqQUFBXH311UyZMoXatas2QFEkIxevI+VOnvp+C0t25ADQrWE4rw1pQbh/FRbds5fAvNEUZC/hraZD+FJ3J3bJhB4PI0NMaH78EZfHjqRKJLvjibKqBAxIoFH300+wJwiCIFw8xHTwwgWjqipfrTnIi7/sxOH2EGYx8PrNLejWsAqL4Hk88OdUXH+9wp+N4pgS9ghbpFYANDXJdF67EU1hGgCRnkA62OIpDs2m3f1DMQecpVtIEARB8CmRjAgX3O7sUh76ZiN7csoAGHlVPE/2aYRBqzl74V2/wA+jyQp08nGj65kp34VVsqBFpUdOAfE7/0GWXOhVLZ1djVDLs6l9SzINOnWu4asSBEEQzpdIRgSfsLsUJv+yky/XHAQgsXYA79zaioTwKszfkrcbZt+GrewAK5vE8k7AfayTOgAQ7XTSedMWQu2HAGig1KJJWSCFMXl0HjUck7/4dyEIgnCxEcmI4FOLtmfz9PdbKLK6MOs1TLihGTe1rnP2O2LsxfDDvah7FnIwxsQ3cdcyXRpJiRSEpKokp+bS8tBadKpCgMdEF2dDcsu30+jOa6nftsOFuThBEAShSkQyIvhcVrGNx+aksOZAIQDXt4hm8qBEAoxnmUbf44HlL8OfUymxaFndPIGPdcP4W+oGQFCZk+57NhFVmlUxuDW0xEFZg3K63j0So+XSmEVXEAThcieSEeGioHhUPlyxnzeW7EHxqNQJNvH2ra1oHVuFW3R3/gTz7kNxl7G3cSS/hLXgM0ZTKIUBkJieTbv09egVN1GeINrb6rLPuobW9wwhIbltDV+ZIAiCcDYiGREuKhvTj/DI7E1kFNrQyBKPXtOA+3vUP/vKwrm7YPZQKDxAXriFDU1r84U6mD+k3gD421x03bOemKIc9KqWq5yNsR/ZjyfJQI8RozCY/S7A1QmCIAinIpIR4aJTYnfx/LxtLNicCUD7+BDeurUltQJNZy5oK4LvR8K+JTh0EjvbJ/KnHMpn3EeO5F1OoPHhDDqkbcHodtHQXYtGZQHscK2iy6gRxLVsXcNXJgiCIJyKSEaEi5Kqqny/8TDjftyG1akQaNIxZXASfRKjzlzQo8CyyfDX66jAoeaJbA8pZ456Iwu5DlWS8bPb6bR/C/XyMysGtx7MW0NA+zp0G3YPBrP5glyjIAiC4CWSEeGilppfzsPfbGLr4WIAbm9fl+f7N8WkP8ucJNvnw/z7wVVOWWQdtidFkeLQ8TEPcFjyrvDboDCbjrs24ed00sadQEBxGXvVTVwz+n5ik1rW7IUJgiAIFUQyIlz0nG4Pry/ezUd/HgCgQYSFd29rReOos7zHOTtg9m1wJBWPzsT+q/ux37qK+dJgfuJGFEmDSXHRYe8WGuZkEK0E0dYWw5bcRdTp2pKuw+5CbzxL15AgCILwn4lkRLhk/Lknj8e/3Ux+mQO9Vub5/k24o0PsmecksR2B7+6B/UsBKOx8CylyCmmShY95kDQpAYC6R3LpsnsTYXYXnZ2NKC/cyyHdAfr838PENEu6EJcnCIJwxRLJiHBJyS9z8OTczSzbnQfAtU0imXpTEiF++tMX8ijwxyRY+SYArnpdWRXlj0Ozjl8YwPfcglvSofcotNu/jWaZqTR2R1OvzMyG3F9o1LM7XYYOR2c0XohLFARBuOKIZES45KiqyvS/03jlt104FQ+RAQbevLklneqHnbngth/gxwfAZUUNjmVNw5soleeQowvhE/UB9siNAahVlE+3PZuILVe5ytGA1Ly/KbUU0/v/HqFOk8QLcIWCIAhXFpGMCJes7ZnFPPTNJg7klSNJcF+3ejzesyE6jXz6QtnbvONIig6Czsz6hs+SpS7AGJbKEvrwrXQndvRoPQptUnfS8tAB2roSsBQVkVL4By369qXzLXegM4hWEkEQhOoikhHhkmZ1upn40w5mr8sAoEVMEO/c2pLY0DNMYmYthO/uhgPLANhY52n2lOcS1uwX8uVQPuNhtkpNAQgvOUKP3RtJLNXS2hbN5pyFEKqlz/2PEt2wSY1fnyAIwpVAJCPCZeHXrVk88/0WSuxuLAYtLw5MZGCr2qcvoLhh6Quw6l0ANgcMY31ec6I7zETnn8sK9Rq+0YyiTNUhezwkp++mw8EDdHM0pLhgJ3tK1tP6uoF0vnkYWv0ZxqsIgiAIZyWSEeGycbjIxqOzN7Eu7QgAN7aqzcSBiVgM2tMX2vod/PgguG1s0fRkZfYdRLb6gaCElRwhmC+0/2Ot4m0BCSkrpvueTXQ9Yiau1MCGvN8wRwbR/5GniIhLuBCXKAiCcFkSyYhwWXErHt5bto93lu7Fo0JsqJl3bm1Fi5ig0xfK2gJzboeidLa62/FX7uP4xWwnOnk6ksnOP1J3vpT/jyKPFklVSTq0j2sOHKSHrR77cleQ686g130P06Rztwt1mYIgCBfc30dKKXIrtPQ3U9tYvS3CIhkRLkvr0gp5dHYKh4tsaGWJJ3o34t4uCcinW3CvvAC+GwGpf7Ldmcjy/OfRmm3EtHofQ0waJQQwxzCG5c6GAARay+ixexM3FARjOlLA5sLltOx/HV1vG4GsOcvssIIgCJegISn7+OtIGdOaxnJjZBVWVD8HVf3+PsPtCYJw8WkbF8KvD3ehX/Mo3B6VV37bxZ2fryW3xH7qAn6hMGwedHyQZvpt9AifiNtqJHX1GIpXXU2AamWUYwxPye8SrlEoNluY36oLrzUx80e8hbZ1buXA4lV8/9I4bKUlF/ZiBUEQLgC74m2TMJ5tFfUaJFpGhEuSqqrMWZfBCz9tx+7yEOKn59WbkrimSeTpC235FhY8xE5bHH/kjQPZRKi8muiBP+PS5lKOmR/NE/nFFl9RRONRiCtxEJeTTXDxPkbceCOt69c78+ywgiAIl5Ce63aztczGrKQErgmt3u9Y0U0jXBH25Zby0Dcp7MzytlqM6BTHM30bY9SdpkslMwXmDGNXvpmleeNANhNQtpuGN/9FmeUf7zENvVikvYdNpWDTnDxINgAPrUMCSQ4w0yrAj1b+ZkL1ZxhMKwiCcBHr8s9O9lodfN+yHp2D/av12CIZEa4YdpfClIW7mP53GgCNo/x577ZW1I84zX+q8nyYO4Ld+7L5PfcFkM34l6SSdEMqZXX+wOHMQZK0REXdzK7CTszfmkWmXyD5/sHkW4Jwn2LytVijnlYB5ooEJdFiwnSmSdoEQRAuEm1X7yDD7uTX5AYkB55hLqfzIJIR4YqzbFcuT8zdTEG5E6NOZtx1zRjaLubUXSqKCxaPZc/fi1mS+wLIFvxL0mjdsxSlzR7y8hYCIElagoJ6s21TbQ6k21AkCY0pBpsuiF21tOTVrccBh+ukw2slaOpnolWA+WiS4kd9swFZdO8IgnCRaf73NvKcbpa2bUQzS/WuaC6SEeGKlFti539zN/PX3nwA+jSL4pXBzQkyn+Z2tZRv2PvDmyzOft6bkJSm06ZLObVuaU1a2gcUHll5NFBCI7dl44ZISkqD0KkaWjlisNr20PLhezgcHMGmknI2lljZWGIl3+U+6VT+GpmWAWZa+XuTk1YBZiINuhp6JQRBEKqm4V9bKHF7+Lt9Y+qZq3dJDJGMCFcsj0fl05UHeHXRblyKSq1AI2/d0pL2CaGnLnB4I3u/eJLFqQ+D7I+lNIO2HYtp+uDDFJdsJi1tGvn5v1eEW8sS2LuvASUlEdRRQoguchE/pDVNunYHvINrDzlcbCqxsrGknJQSK5tLrdg8J/9Xq23Q0fJoy0krfzMt/E34acUtxIIgXDh1l2/Gqaps6NhUzDNyJiIZEc7HlkNFPPzNJtIKrMgSPHh1Ax6+uj7aU43lKMtj38yHWbTlZpAC8Ss7TMu6u0gaNxbZaKSsbDdpBz8kJ+dnwANAcVEk6RmJWAtjaG6LIri+nk73DDvlfCRuj8puq52NJeVHkxQru8vt/Ps/nww08jNWjD1JDjDT0GxE68Nb7gRBuHwpqkrt5ZsB2NY5kbBqHowvkhFBAMocbsb/uJ3vNx4CoE1sMG/d2pI6weaTgxUXB74dx6/L2yFJgeicpcQX/ETnlx7D3KwZAFZrGgfTPyYr6wdU1TtWpLQ0lIz0REy5LYiVdHT63234BQadvW5uhc2lVjaVWNl09DHzFONPzBqZJIupYuxJqwAztQ06cXuxIAj/mVXxkPDnFgD2d2le7S2zIhkRhBP8mHKY5+dto9Thxt+o5eUbm3NdUvQpYw/+Pp0FP8jInhgAorJXkdTDQv0HH0I62upht2eRnv4phzNn4/F4J1wrLw8kK70FUYfa0n7YtUQ1a3jO9cx2uCqNPUkptVKueE6Kq2vU81hcJDdHhaARSYkgCOep0OWm6cptABzu3qLaP09EMiII/5JRaOXh2ZvYlF4EwC1tYhh/Q1PMp2iWdKetY9aHP1B25BqQZEy2POo5FtPxtQno69SpiHM6C8jImE56xhd4POUA2GwWyg+2o1HIAFreet1/qrOiquy12r2tJ0e3HeU2jk6YSFM/I2PrRdOjmicqEgThypBpd5K8egc6SSKje4tqP75IRgThFFyKh7d+38O05ftRVUgI9+OdW1uRWDvw5OCyPDZ8NoZVO/sgEwKqh5jDi2l9ZzLRQ26p1E3icpWQkfEFqQc+AbkMAKfDjJzVmW5DXsboX33rPZQrCjMPF/D2wRyK3QoA3YL9GVuvFon+p+h+EgRBOI0DVged/tmJRSOzr2tStR9fJCOCcAar9ufz2JwUckoc6DUyT/VpxN2d409ecE9xU/7LC3z1hwm3vSMAASVpNAjYQNtXJqMJCqocrljZueMjDh2ajs7gbSlRnEaiAm+lSZtH0Omq799vocvN22k5fH44H5eqIgE3RQXzdHwt6lTziHhBEC5PO8ts9Fi3mzCdlm1XJVb78UUyIghncaTcyVPfb2HJjhwAujcK57UhLQizGE4O3jKXP76dw468EUiSGVlxEJe5gPZP30xI1x4nhbtcNhZ9/wz4L8dk8raU4DESGzeCunXvQq8Pq7brOGhz8PKBLObnFgFgkCVG1Qnn4dhIAsRtwoIgnMHGknL6bdhLHaOO9R2bVfvxRTIiCFWgqipfrTnIi7/sxOH2EGYx8MbNLejaMPzk4Oyt5H15P9+m3wquJgCE5W+hUeM8ksaOQzacnMTs+Ocf1qz9mLC4Tfj5FQMgSwaia99KbN1RGI21qu1aNpVYmbj/MKuLvC0yIToNj8VGMbx2KHpZTE0vCMLJVh0p48aUfdQ3G1jZvkm1H18kI4JwDnZnl/LQNxvZk+NtxRjVJZ7HezbCpP9Xy4K1EPW7e5i3PZisoltA0qFzlhBfsIDOL/8Pc9OT/7IoKy7iuzc/pjRkNzF1t+IfUACAJOmoFTWI2NjRmM1x1XIdqqqypKCESfsz2Wt1ABBn0vNsQjTXhweK24EFQahkWUEJQ7ccINFi4ve2jar9+CIZEYRzZHcpTP5lJ1+uOQhAkFnHsPax3Nkplgj/E6ZI9ijwx4ukrpjHzwX/Q/bUBqBW5p8k9gqgwf89UnELcEURj8Lvn37BtoxM5NCDxNTdRlBQztFnZSIj+xMX+39YLNXzYeD2qHyTXcDU1GzynN6p6ZMDzIyrF02HIEu1nEMQhEvfb3lF3LUtjTYBZn5ufe7TEZyNSEYE4Twt3p7Ni7/sJL3QCoBeI3NDy2hGdomncdQJ//52LMA172FmFw6hpLwvAGZrDgnOxXR8/UX0tWufdOxdf//FyvkrOGxWsATmEBeznaDQQxXPh4VdS1zc/QQGVM8tduVuhQ8y8piWkYv16HwlfcICeC4hmgZ+1bsGhSAIl555OUf4vx0H6Rxk4ftW9av9+CIZEYT/QPGoLNmRzSd/pbLh4JGK/V0ahDGqSwJdGoR5uzxyd8Gc29mYbWFVwSNIBCF5FGIO/0aru9pSe/CtJ3WN5Gcc5Le3PiTPHEiJxo6fXyFN66diDNwJRyeIDw7uRFzc/QQHdaiWrpUch4vX0rKZlVmAB9BIcHutUJ6MjyJcLxbrE4Qr1TdZBTy2K4NrQgKY1SKh2o8vkhFBqCYb04/w2V+p/LYti2Nr3TWK9OeeLvEMaBmNwV0GP4ymfNdfzCp+CJejHQCBxfupF7iRdlNeQRNYeR4Te3kZv779BkVHDGSYbagSBJtttG1fgN3zF6rq7VoJDGhFXNz9hIb2qJakZE+5nRf3Z7K4oAQAP43M/TER3Fc3HL9TrKkjCMLlbfrhfMbsOUT/8EA+S4yv9uOLZEQQqllGoZXP/07l23UZlDu9k42FWQwM7xjLsPYxBK9/G3XZyyx3Xs32wpFIkhGN20Zc5o+0GTOUsC6VbwH2eBRWffs1e5dtpigynGLZBkBiTDiNO2SSl/cDHo8TAIulCXGx/0dERB8k6b8nDauOlDFxfyYppd6uqEi9lqfia3FLVMgZF+U7dMTK7LUZ5Jc5GHtdU/wM1buoliAIF9YH6blM2J/J4Mhg3m8aW+3HF8mIINSQYpuL2WvTmf53Gtkl3nVpjDqZm1rX4cE6B4ha8hD5Vj3fFj2F6vL2wYbnbaJBkzxajJ1w0i3Ae/9ZxR8ffowpogWpxmJUCfw0Rvpd1wW9/18cPvw1iuK9Xddsjie27n1ERQ1Alv9b94pHVVmQW8RLB7JIt3uTnkZ+Rp5PqMW1oQEVLTEej8qfe/P4as1B/tiVW9E69HSfxvxf93r/qQ6CIPjWW2nZvJKaze21Qni9cd1qP75IRgShhrkUD79syeKTvw6wPdPb7SFJMLSei+fLJmM8so8F9ps5XHQTSBr0jiLiC+bTYcrTWJpUvgW44FA6P772IiZnFNlhfsdbSeKa0OvGbuQXfEtGxgzcbu9cJQZ9JBERfYmI6EtgYDKSdP7ziDg8HmYezufNtByOHJ1evnOQhUdrh7NjZz6z/kmvGMwL0DDcRFZeAQFBofz5VA80Z2hJEQTh4vbKgSzeOpjDPbXDmNywztkLnKMrMhlRFAWX6+Ql2AXf0Ol0aK6AcQiqqrLmQCGf/nWApbtyATBj55OAz+js/JtUdz1+OfI0kuKdSC368DKa9A6m0f2PIp0wGZm9vIxf332N/O0H8auTzF59AUhg0Zm44caBJDSozeHMb0hP/wynM6+inF4fTnh4byIi+hAU2BZZPr+ukyKXm3cO5vDJoTxcRz8V5Ewr2r0lBCJxS3It7g1YTfjGt3GU5DLEMZ6Hhg2hV7Oo83zlBEHwtfH7DvNRRh73x0Qwrv6pVzL/L66oZERVVbKzsykqKrrwlRPOKCgoiKioqCtmsq19uWV8/ncq3284hMOtMFrzM0/p5uBRtcx2PkrJEe/6Nn7lWcS5FtPpjZfRRx//AFA9HlbNncXaH74jNqITacFQcrSVpEXDRPreeB06nURh4Z/k5i0kP38pbndpRXmdLoTw8J5EhPchOLhjlbtyrE43P6Zk8uXqg2w/Uo6rQQCeaO+iexrgbn0+/9s0lqD8HRVlliitmRH7ErNGdvivL5sgCD7yzJ5DzDicz+NxkTwVX30zQh9zRSUjWVlZFBUVERERgdlsvmK++C5mqqpitVrJzc0lKCiIWrWq/x/5xaygzMFXa9L5ck0aja0beFf3LsFSGf8oXVmXPwpJtSB53NQ99DMt7ulIzOChlcrv/WcVv017k0ApHEPtJHZps0ECf4MfA24aRP0G3rEoHo+TwiOryM1dSF7eEtzuoopjaLWBhIddQ0REX0JCOiPLJ09Xvy+3lK/WpPP9hkOUOrx38Bi0MtclRdOhVSRzcg6w0uVNSoJcJTySPY+764Sj/3MqEio9HVP54LHbqB/hX0OvpCAINenRnenMzi7kuYRaPBQbWe3Hv2KSEUVR2LNnDxEREYSGhvqohsLpFBQUkJubS8OGDa+ILpt/s7sUfkw5zE8r1jCm5EWayQcpVoL4vPx59Fbv4M+goj3EB22i/dRX0Zzw7/vYOJLynEISavVgl6WM0qOtJElNmtOiTUvq1q2LTudt/fB4XBQVrSU3byG5uYtwuQoqjqXRWAgLu5qI8D4EBF3F0l0lfLXmIKsPHI+JDTUzrH0sNyXXJvjQ77DsJdScbfwR0p5J9R5gl9k70j7GqOe5nB8YkPIqPyhd2NzmFSYOqP7VPgVBqHn3bU9jfm4RE+tHc29MRLUf/4pJRux2O6mpqcTFxWEymXxUQ+F0bDYbaWlpxMfHYzReuTN+ejwqf+1MR/PLY1xlXYqqwke2e3AX90SSDGjdVmIz59Hm2TsIu6p7Rblj40hSN62nrn8zPLXqs1NzuOJ5rawhJroO9Zs0pF69ekRGRiJJEqqqUFS0gdy838jLW4zDkV1Rxqno2ZzXlA05LdlW0IyrGtbljg6xXFUvFPnAH7DsRcjc5A02BEDHB1Ha38ecIjdTD2ST7fSOy3r2wMf8X/ps+qrvMO/ZW/A3isnTBOFSM2LrARbmlzC1YR3urF19q4kfc8UlI1f6l93FSrw//6KqZC15m4hVE9Gg8I8zmT+KRxGgeAeBRuSsIyGxkFZjJyHr9d4iHg+rvvuaNd/Pxk8bSJO4fhyWyjikKcQqOSod3s9gIj4hgfqNGlCvXj38/Cys3JfLwk1LUazLSI5IIcxUWBEvSQZCQ7sQISUQvm4J2vR13id0ftDhPuj4IJhDKuLLFYW30nJ4N907UPfNXa9gO6yi6TeF4Z3iavCFEwShJgzdvJ9lhaW806QuN0eFnL3AORLJiHBREO/PaaT9jfLtnWis+RxR/Xmp7BliyxohSRoM9iPEFsyj49QxlW4B3rt2Fb+9/yYuu42woLrUr5WMXhtCvsNGJoVkyUdwS55Kp3FLfux1WTjkCSTbY6FNfBh3trFTP2A9BfkLsdkOVsRKHpWQYoUI/06Et52ELvj061RM2p/J++m5aFQ3H26bwGeOUfzwv+uRxW2+gnBJGbhxL2uKy/m4WRw3RARV+/FFMiJcFMT7cwbFh+HbO+DwBlQk3lPvx5HbBpMaBKqH2of/IKyrhc5PPFNxC7B3HMlkjmQd76qR0RBmrE2EOR59QBRFOoXDcgH5UimckBvIkkzd6DrUa9yAeoFuIje/hzV7GblhBvLCDJT7HR/TI0kagoM6Eh7Rm/DwXhj0lZtvVVXlkZ3pfJtzBJNi56aNP3LDoMfp0iC8Rl8yQRCqV5/1e0gptfJF83h6hQWevcA5qtFkZNq0abz66qtkZWXRrFkz3nrrLbp06XLaeIfDwcSJE/nqq6/Izs6mTp06PPfcc9x9993/+WLEl93FTbw/Z+F2wK9PwMYvADgU1Z8PD1xHrRJvt42l7BB+R34i/NlxdO2UiCRJuF0usvfuJv9QOgWHDpJ78CDZB1Px2LyztBo1fkQaYwnxi0X1CyJXW85hTSFlkr3SqU2qiwQpnfqxkSRcew/aEB25uQvJzVtEWdmOEyJlgoLaEhHRh/DwXhgN3rq5PCojVq9mqdNMoKuUtrkyXw3rXPOvmSAI1abH2l3sLLfzbYt6dA2p/rviaiwZmTNnDnfccQfTpk2jc+fOfPTRR3z66afs2LGDunVPPZXsgAEDyMnJ4cUXX6R+/frk5ubidrvp1KnTf76YS/XLLjc3l7Fjx/Lbb7+Rk5NDcHAwLVq04IUXXqBjR+9cFJIkMW/ePAYOHHhB6nSuSWZVXKrvzwW3fjr8+iR4XBDemN9qTWbvYhsa/JA9LuocXMBf9SNoM+JuBrSKxqDVcCCvjFn/pDN3fQYlNhcmj41IdxFXhblparIiFWVTkJGOye1HpCkWf786WE0GsjRFZMlHcElKpSoEmvyIS4ijSfPmREXJFBUvIy93ISWlWyrHBSYTGXEdtWsPxaZI3LToRzb51cfPXsacVs1pE1X9f10JglAzOq7ZQarNyYJW9WkXZKn249dYMtK+fXuSk5P54IMPKvY1adKEgQMH8vLLL58Uv3DhQm699VYOHDhASEjVBsc4HA4cjuMD80pKSoiJibmskpEuXbrgcrl4+eWXSUhIICcnh6VLl5KUlET//v2BC5uMnE+SWRWX6vvjExnrvN02pVlgCKC810d8+aMTJdf7bz64cCdHrMuZk3wHtWqH80/q8YGodYJN3N4+lpvb1CHUcnw+EbXgAGULX6Yg5Xfy7SYKHUEo+vYYiENjCqXI4OaQXEi+VIJ6QpeOpIK/LBMR6EdclJ7AiMOUS5soV/dVxPhbmtGs2VvYd/zNgNwA9pljCfHA310TCdaJBfQE4VLQatV2shwuFrVpSAt/c7Ufv0aSEafTidlsZu7cuQwaNKhi/yOPPEJKSgorVqw4qcz999/Pnj17aNOmDV9++SV+fn7ccMMNTJo06bS34r7wwgtMmDDhpP1VSUZUVcXmUk4qeyGYdJoqTbhWVFREcHAwy5cvp1u3bqeMiYuL4+DB44MLY2NjSUtLA+Cnn37ihRdeYPv27URHRzN8+HCee+45tFrvF4AkSUybNo0FCxawfPlyoqKimDp1KkOGDDltnc41yawqkYyco9IcmDsc0lcDoHZ9hhX23mxfkAfo0LrKiU7/ljnR9SjXBpIcZaRrrJn4AAm3vRyXtRy33Yq7JB8lYzOegkMoioqqSKjaANAFo7olVJeK3a3i1gVjDKyPPjAee2AQOdoyDskFlMmVu3RkxYO2rASLO5/I8ExCWh9CNinIsomGCU9j++59bmo6iWxDOG0CzMxtWR+T5vzXyxEE4cJounIrhS6FFe0a08iv+j+jq5qMnNOfL/n5+SiKQmRk5VnaIiMjyc7OPmWZAwcOsHLlSoxGI/PmzSM/P5/777+fwsJCPv/881OWGTNmDI8//nili4mJialSHW0uhabjFlXxiqrXjom9MevP/pJaLBYsFgvz58+nQ4cOGAwnz4y5bt06IiIimD59On369KmYMGzRokUMGzaMd955hy5durB//37uvfdeAMaPH19RfuzYsbzyyiu8/fbbfPnllwwdOpTExESaNGly0rmcTicbNmzgmWeeqbS/V69erFq16pxeA+E/8o+EOxfA4udg7cdIf75C94YpNHv6db6ftgF3qT/p9e6if8F2dG4rniMK2bsdZMpaPLIWjxSEKofhkRPwSJ3wBGlRZS0e6ejzshZOtaieChRBkBxBc21t/HROyg1WMjVHyJQLcWnAGRhEIUEUeupjXldEo/orsUQfYde+FwhrlcAXm57ixsT3WF8C9+1I47Nm8WjF3TWCcFGzKd72CKOP/6+e158u//7rX1XV07YIeDweJEli1qxZtGvXjn79+vHGG28wY8YMbDbbKcsYDAYCAgIqbZcTrVbLjBkzmDlzJkFBQXTu3Jlnn32WLVuO982Hh3vvSji2tsux3ydPnswzzzzD8OHDSUhIoGfPnkyaNImPPvqo0jmGDBnCyJEjadiwIZMmTaJNmza8++67p6zP+SSZQg3S6qHfqzDwQ9AaYc9Cwn+6gVGPNyCmkw5UD4WhzciJbEteRDL5YUkUhjSlKKghJYEJlPrXpdwvGps5AocxBKc+ALfOjEejP3UiInuQdAqyUaHMpJJuMrDbFEievg61NElcSzd6u1qT7IonwhOIpEpYCSJlb38OpzQCj0S+eoDiJsVMO/g8Go/CovwSnt6TwSVws54gXLFUVcXu8U4HYJR925J5Ti0jYWFhaDSak76gcnNzT/oiO6ZWrVrUrl2bwMDjg9qaNGmCqqocOnSIBg0anEe1T8+k07BjYu9qPea5nLuqBg8eTP/+/fnrr79YvXo1CxcuZOrUqXz66aeMGDHitOU2bNjAunXrmDx5csU+RVGw2+1YrVbMZm+f37FBsMd07NiRlJSUM9bpXJJM4QJoORQimsCcYVC4H83n13LDwGlkd+3Oji0H0Wm1GCQPhkOr0KcuRauUoZFcaMITkJNvRVOnJRqdBo1WRqOVjj56N1krodHJyLJUpfdYVVWUAjv2vUco2pHD72mrSNPkcaCkHaV/x9Co9Rqc5jI09dL5X/7bvBb+OLOyConQ63g64cpal0gQLhUuVeXYnwu+bhk5p2REr9fTunVrlixZUmnMyJIlSxgwYMApy3Tu3Jm5c+dSVlaGxeIdqbtnzx5kWaZOnTr/oeqnJklSlbpKLgZGo5GePXvSs2dPxo0bx8iRIxk/fvwZkxGPx8OECRO48cYbT3m8Mzndl875JJnCBRLdEu5dAd/dBakrYO5wojo/SlTPx2DtJ7D6XbAXgx6o1QJ6PA8NekI1J5GSJKENM2EJM2HpGM0te2JZ9tVvrJP2kUctrP/cQPNGf6OLPkiLsL+53RXJl7rbefNgDuF6LXfXEfOPCMLFxu453nJp9PEYr3M+++OPP86nn37K559/zs6dO3nsscdIT0/nvvvuA7zjPe68886K+Ntuu43Q0FDuuusuduzYwZ9//smTTz7J3XffLdaS+ZemTZtSXl5e8btOp0NRKg/GTU5OZvfu3dSvX/+kTT6hmW3NmjWVyq1Zs4bGjRuf8rwnJpknWrJkSZVvvxZqkF8oDPsBOj3k/f3vt+DV+t41ZOzFENEUbvnKm7Q07FXticipmBqG0OeZm+lpaY9ZNVCu0bBubzeOrGuOzumhj/YHbuI7AJ7be5gFuUU1XidBEM6NXfF20UiA3set4OfchHDLLbdQUFDAxIkTycrKIjExkV9//ZXYWO+KnllZWaSnp1fEWywWlixZwkMPPUSbNm0IDQ3l5ptv5sUXX6y+q7jEFBQUMGTIEO6++26SkpLw9/dn/fr1TJ06tVILU1xcHEuXLqVz584YDAaCg4MZN24c1113HTExMQwZMgRZltmyZQtbt26t9JrOnTuXNm3acNVVVzFr1izWrl3LZ599dto6Pf7449xxxx20adOGjh078vHHH1dKMgUf02ih14sQ3Qp+fBBcVgitD93HQLMbwQf9vbJZR8cnemP+MoQ1e/8mW1PMNltL4lbGkNTyRwaGfMMR/Fkq9ebBHWmE6OpxVXD1T6okCML5OT5epGrdtTVJTAfvAw6HgxdeeIHFixezf/9+XC5XRXLx7LPPVrQY/fTTTzz++OOkpaVRu3btilt7Fy1axMSJE9m0aRM6nY7GjRszcuRIRo0aBXib1N9//33mz5/Pn3/+SVRUFK+88gq33nrrGes1bdo0pk6dWpFkvvnmm3Tt2vU/Xeul+P5c9AoPQN4eqH+tN0m5CGxdtIcty5aw15gHQIhbS4PYpejqZ/O2+gjrpA5YZJX5yY1IrIG5DARBOHd7yu10XbuLYK2GnV2a18g5xNo0V7ALPXPrmYj358qxfWU6KXPnczCoBKfkxqBqSWoYhn+9nxlnHcouqRkhsp1fWjcj3iJaSATB17aUWum1fg9Reh0pnZudvcB5qGoyImYlEgShWjS7qi5JQwYSlmUiSDHikNys25NN2cbbeTXiADHqQQo9Rm5c/w8Hj+z2dXUF4Yp3bMyIUeP7uyZFMiIIQrVpflVdOt15M/IhE5FWLUiwNnc3m38IZlowhJNPlhrG0JRt7E7/SsxDIgg+5PAcm/DM96mA72sgVDtVVS+KLhrhypR4VQw97hqIKz+S8LxSNKrMIU8+y+fv4NUimQDJxgHq8eA+N+s334vDme/rKgvCFcl2dACr4SKYKVkkI4IgVLvmXWNp1ikEj6MVfmkHMLs1lEsO1qb8xf925GNEYavUklcKE1m9pj/5+ct8XWVBuOIcm2fEJFpGBEG4XF1990CahyxDp78OOXU3/uUuPJJKVu4Gbt+8Bw0qf0vdmOnuz+YtI9m9ZwKKYj/7gQVBqBaOi2QqeBDJiCAINUSSNZg6tKBb4GyMfjfD4Uz8cnOQVNAV7abvjm0A/CbdwC/cwKFDX7Bu/SDKysTgVkG4ECrmGREDWAVBuJwl9R1FhGUjXQK+wOB/M9piMB7chU5RqZO3n077twPwtTSc1dr+lJfvYd36gaRnTEdVPT6uvSBc3uxHV+w1iJYRQRAuZyaTiW11h9HCsoTmgT+gswxC745Gv38zequNpEN7ScrYB8CH7rtItQzH43Gyd++LbN58D253mY+vQBAuXxfLir0gkhFBEGpY434PUaT60c38Lc1bF6Pz649O2xz9we3o87PpeGAbDXIycEsSL5Zcjy1gErJsoKDwT3buelbc/isINeTE6eB9TSQjgiDUqDpR4fwZ7F1lun7Ra3QaFIPW1B2dqQuGvEOYM/Zy7e5N1CnMwa6ReKygETr760iSltzcXzic+Y2Pr0AQLk92Mc+IkJuby+jRo6lbty4Gg4GoqCh69+7N6tWrK2IkSWL+/PkXpD4vv/wybdu2xd/fn4iICAYOHMju3WIgoVA9wq5+CJuqp7Z1F03iM+g4oDZaY1t05j5oS4sx701hwPa1hJccoVSvYbQnFDlrBAB7906itHS7by9AEC5DFXfTaHyfCvi+BleowYMHs3nzZmbOnMmePXtYsGAB3bt3p7Cw0Cf1WbFiBQ888ABr1qxhyZIluN1uevXqRXl5uU/qI1xeOiQ25Dd9TwCKFk+ldb/GtLuuFhpDU3T+g9A4XZh2rOXmzSsItJZRYNLziH8XKO2Ex+Nk67aHcLtLfXwVgnB5OTaAVXTT1ARVBWe5b7Yq9m0XFRWxcuVKpkyZQo8ePYiNjaVdu3aMGTOG/v37AxAXFwfAoEGDkCSp4nfwrubbunVrjEYjCQkJTJgwAbfbXfG8JEl88MEH9O3bF5PJRHx8PHPnzj1jnRYuXMiIESNo1qwZLVq0YPr06aSnp7Nhw4Zze/0F4RRkWcLd/gHcqkytgjWohzfS9romtOsXhUYXjy5gKBqPjHn7em5f8xtmp50ci4UJ7uHISiQ220ExfkQQqpm9YgZW36cCF8f649XJZYWXon1z7mczQe931jCLxYLFYmH+/Pl06NABg8FwUsy6deuIiIhg+vTp9OnTB41GA8CiRYsYNmwY77zzDl26dGH//v3ce++9AIwfP76i/NixY3nllVd4++23+fLLLxk6dCiJiYk0adKkSpdSXFwMQEhISJXiBeFs+l7Vjl/+6swA/qJg0VTC7p5N2xuaoqoe1v0G2sA78RR9hd+ezdziUfiyxxD2hITxUfbj3Bv5LLm5v3I4qAN16tzu60sRhMuCGMB6hdNqtcyYMYOZM2cSFBRE586defbZZ9myZUtFTHh4OABBQUFERUVV/D558mSeeeYZhg8fTkJCAj179mTSpEl89NFHlc4xZMgQRo4cScOGDZk0aRJt2rTh3XffrVL9VFXl8ccf56qrriIxMbGarlq40vkbdaQ39ibOIekLoWA/AO0GJNKmVziyJhhN8N3oPAbC9m2j75qFACyPqs+i3AcB2LP3RUpKt/nmAgThMlMxgPUiGDNy+bWM6MzeFgpfnbuKBg8eTP/+/fnrr79YvXo1CxcuZOrUqXz66aeMGDHitOU2bNjAunXrmDx5csU+RVGw2+1YrVbMZm8dOnbsWKlcx44dSUlJqVLdHnzwQbZs2cLKlSurfD2CUBV9ru7Bkh3J9NRspHzZG/jd9D4A7W9sjurZwobfQQ4ZhaHgMxpvXU1BcDirmrbjy/CrqF2yj2YBv7Bt20O0a7sArdbfx1cjCJc2uyLmGak5kuTtKvHFJp1bU5fRaKRnz56MGzeOVatWMWLEiEpdLafi8XiYMGECKSkpFdvWrVvZu3cvRqPxLC/N2ev30EMPsWDBApYtW0adOnXO6XoE4WwaRPrzd+QwAAzb50BJVsVzHW5KIvnqECRJD6Ej0XuMdPpzAY0Pp+KRZV43306OsxE2Wzo7d44R40cE4T8S3TTCKTVt2rTS3Ss6nQ5FUSrFJCcns3v3burXr3/SJp+Q3a5Zs6ZSuTVr1tC4cePTnltVVR588EF++OEH/vjjD+Lj46vpqgShsg7d+7PW0wit6sK96v1Kz3W8uSWtugchSTqk4LvRqTp6/zqTqOICHDoDkz1PUa76k5v3G4cOf+WjKxCEy4NDzDNyZSsoKODqq6/mq6++YsuWLaSmpjJ37lymTp3KgAEDKuLi4uJYunQp2dnZHDlyBIBx48bxxRdf8MILL7B9+3Z27tzJnDlzeP755yudY+7cuXz++efs2bOH8ePHs3btWh588MHT1umBBx7gq6++4uuvv8bf35/s7Gyys7Ox2Ww18yIIV6xrm0TwreEmANR1n4HtSKXnO92aTLP2RiTZiDZgOCaPh4ELPsVit1FgCuI123gUZPbufYmSkq2+uARBuCwcv5tGtIxckSwWC+3bt+fNN9+ka9euJCYmMnbsWEaNGsV7771XEff666+zZMkSYmJiaNWqFQC9e/fm559/ZsmSJbRt25YOHTrwxhtvEBsbW+kcEyZMYPbs2SQlJTFz5kxmzZpF06ZNT1unDz74gOLiYrp3706tWrUqtjlz5tTMiyBcsbQamYROg9jliUGnWL0Jyb90G9GRyGgbaAMwmm4h0GFl0C8z0SoKe/zimW57GFX1zj/icpX44CoE4dJnO5qMmC6ClhFJvQQ6XktKSggMDKS4uJiAgIBKz9ntdlJTU4mPjz/rmIkrhSRJzJs3j4EDB/q6KuL9EU6poMzBS1Mm8rrmPVzGMHT/2wY6U6UYt1PhyycWYHUGYijbSZn0O9tjm/DTNTcDMNw5k166BYSH96Z54vtVGhMlCMJxzf/eRp7TzR9tG9HUYjp7gfNwpu/vE/k+HRIE4YoTajEgJ97IITUMnT0fUmadFKPVa7hpQl+0ahkOSxMCnS1plraTqzauAOBL3R1s8ySRl7eIQ4e+uNCXIAiXvGN304huGkEQrlh3dK7Hx27vjMPKyrdBcZ8U4x9s5PpH2yF5XFiDuxDoqEOnjctomrobjyTzFk+RTS327nuZkpItJ5UXBOH0xEJ5Qo1SVfWi6KIRhDNJqhPErloDKFD90RSnw475p4yLbhJFxwGRAFhDB+FPEL2XziG6IA+bxsQUZSxlqo6t2x4W40cEoYoUVcWlimREEASB2zo3Zrq7DwDqyjdPu75Tq/4tSWjiBMDtN5SQwAAG/PwZATYrudpI3vI8Tbn9MDt3PS3mHxGEKjh2Jw2IeUYEQbjC9W0exS/G/pSpRqScbbBv6Wlj+zzUm6CAAjyyDmwDiKsbwYCfp6Nzu9mhSeRL9W7y8haTcWjGhbsAQbhEHVuxFy6O6eB9XwNBEK5YBq2G69o35Rvlau+OlW+eNlaSJW6aMBADBTgNgagHWtE2IYr+v3tXpF4i9+V3erNv3ysUl2y+ENUXhEuW42jLiE6S0FwEd6KJZEQQBJ+6rX1dZnj64VQ1cHAlZKw9bazBpOOmcb3QKOWUW2Kxr/OnT3QA3dZ577CZyT1sVZuwdcuDuFzFF+oSBOGSc3zwqu8TERDJiCAIPlYr0ESLZk2Zp3Tx7lj51hnjg6IDufaeRqAqlAa3oeSfEoZqy0javwePpOFtniDNqbJ9x5Ni/IggnMbx2VdlFm3PZtY/B0nLLz9LqZojkhFBEHxueMc4Plb641El2P0L5O46Y3z9Dg1J6qIBoDSgNyUH8rk7bwd18/OxShZe41nSC9aQkTH9QlRfEC45FYvkaSRmrkrjuXnb2HyoyGf1EcmIIAg+1y4+BF1kYxZ52nh3rHrnrGW6DLuaqFr5AJQ7eqHVydyzawXBVhvZUjTv8D927J1KcXFKDdZcEC5NxwawmmSZcod3jh8/vdZn9RHJiI/k5uYyevRo6tati8FgICoqit69e7N69eqKGEmSmD9//gWv28svv4wkSTz66KMX/NzClUmSJO7sGMeH7usBULfMgeJDZy036Pmb8NNm4tEYKNrWlMZJDRi+YSEGt8I2qQWzpOFs2DAal6uohq9AEC4tJ3bTlDu9q8ObDRqf1UckIz4yePBgNm/ezMyZM9mzZw8LFiyge/fuFBYW+rRe69at4+OPPyYpKcmn9RCuPANbRXPA0JhVSlMkjxtWv3/WMrJG5paXBqNz5+MwhpA618EN1/XklvV/ALBE6stiWrN23QNi/IggnODY3TRGWapoGbEYRMtItVFVFavL6pOtqh92RUVFrFy5kilTptCjRw9iY2Np164dY8aMoX9/7/TYcXFxAAwaNAhJkip+B/jpp59o3bo1RqORhIQEJkyYgNt9fCptSZL44IMP6Nu3LyaTifj4eObOnXvWepWVlXH77bfzySefEBwcXPUXXRCqgVmv5eY2MXyg3ODdsWEGFKaetZwpwMR1T3ZCVmyUW+qx7vWVPDp0AP22rAfgC+5hvd3Ktu2nv21YEK40J04FX3asm8aHyYjvzlxDbG4b7b9u75Nz/3PbP5h15rPGWSwWLBYL8+fPp0OHDhgMhpNi1q1bR0REBNOnT6dPnz5oNN7ms0WLFjFs2DDeeecdunTpwv79+7n33nsBGD9+fEX5sWPH8sorr/D222/z5ZdfMnToUBITE2nSpMlp6/XAAw/Qv39/rr32Wl588cVzvXxB+M/u6BBLj7+bs8UTT5IrFT7qCv1fh6Sbz1guulEdOtyYzqr5Vsr82/H7S1/wynP3kP/HZtbGxfG2+j+Cs58lOKgNdep0vUBXIwgXL5vn+CJ5UaZ91DY7MUitAItP6nPZtYxcCrRaLTNmzGDmzJkEBQXRuXNnnn32WbZsOb7QV3h4OABBQUFERUVV/D558mSeeeYZhg8fTkJCAj179mTSpEl89NFHlc4xZMgQRo4cScOGDZk0aRJt2rTh3XffPW2dZs+ezcaNG3n55Zdr4IoFoWriwvzo3jCC+5yPkeHXHBwl8MMo+H4k2IrOWLZV307ENz0CQKnUnRUzZ/F2p0bULyjCKll4Q36GNdueobgkq+YvRBAucsdW7NVLEtfF/8qTbd7Daf3LZ/W57FpGTFoT/9z2j8/OXVWDBw+mf//+/PXXX6xevZqFCxcydepUPv30U0aMGHHachs2bGDdunVMnjy5Yp+iKNjtdqxWK2azt2WmY8eOlcp17NiRlJSUUx4zIyODRx55hMWLF2M0Gqt8DYJQE+7sFMddu/O4vvxZVnTYSOA/b8DWuZD+D9z4EcR2Om3Zvg/fxNdPTKeoPI6C9Fakpqzj7YaJDM+0k22O5gP9fWhW3E3/3vPR609ukRSEK4XjaDeNBggyeCcIDDDX8ll9LruWEUmSMOvMPtmkc5xS12g00rNnT8aNG8eqVasYMWJEpa6WU/F4PEyYMIGUlJSKbevWrezdu/esicTp6rdhwwZyc3Np3bo1Wq0WrVbLihUreOedd9BqtSiKck7XJQj/RbcG4cSFmimyq7Rc0YrJkW9is8RAcTrM6A9/vAiK65RlJUnilleGY1QyULQmDvymx09y8qq/glFxs11K4ju/7iz6fRhut/MCX5kgXDyO3U2jUSHQ4F3t2miM9Fl9Lrtk5FLWtGlTysuPz4Cn0+lOSgSSk5PZvXs39evXP2mTT1gGes2aNZXKrVmzhsaNG5/yvNdccw1bt26tlOC0adOG22+/nZSUlIrxKoJwIciyxId3tKZLgzBUFT5JC6NN/gv8qrkaVA/8+Sp83hsK9p+yvFanYfCk69C5CnEYI1j9egodExvyrKMMSVVZKvVmnHEEzyx/jSP2sgt8dYJwcTg2gFVWPPjrvd87BkOEz+pz2XXTXAoKCgoYMmQId999N0lJSfj7+7N+/XqmTp3KgAEDKuLi4uJYunQpnTt3xmAwEBwczLhx47juuuuIiYlhyJAhyLLMli1b2Lp1a6VBp3PnzqVNmzZcddVVzJo1i7Vr1/LZZ5+dsj7+/v4kJiZW2ufn50doaOhJ+wXhQmgcFcCX97Rnf14Zs9akM3dDBveXj6S/nMhLus8IPLwB5YOrkPtNRWo1DP7V6hcUFUq3UfX547MsrH4N+fGJz7jn0yfJ/34ZnwQHkqWpzVea2ny3eju31ApnZEw0DfxEF6Vw5TjWMiIpVgDcHi1abZDP6iNaRnzAYrHQvn173nzzTbp27UpiYiJjx45l1KhRvPfeexVxr7/+OkuWLCEmJoZWrVoB0Lt3b37++WeWLFlC27Zt6dChA2+88QaxsbGVzjFhwgRmz55NUlISM2fOZNasWTRt2vSCXqcg/Ff1wi2Mu74p/zx7DVMGNyctqhd9HK+wxtMEjduKtOBBMj4agq04/6SyjTq0pHEXB6geyvTt+PaZqYy56Ro+TtnOHWnbiFYPYcfAzKwSuqzdxS0p+1mcX4wi5iMRrgDHBrCieFsHy92B5zzUoDpJ6iUwE1BJSQmBgYEUFxcTEBBQ6Tm73U5qairx8fFi8OVRkiQxb948Bg4c6OuqiPdHqFaqqrIpo4hZqw4Qtf0THpW/RScp5BDCkoYT6NxrMPFhfpXKfDvuI/JyGyB5FBKS07j27uGsGD+N4gAbB5JT+EN3DZukNqhH/zara9RzV+0whtYKIUgnGo+Fy9MjO9OZk13ITfpcBjn+j2xbA27vv7Daz3Om7+8TiZYRQRAuGZIkkVw3mNdvbc3dT7/Nj21nki5FE0kht+1+mEVv3cuIT1eyeHs2ytE+8SET7sWP3aiyhoPrItm+eiUdnh6OKVsien1L7rdN4w31Aa5jIYEaSLc7mbA/k1ardvDk7gx2ltl8fNWCUP2OzcCqUUqO/u7biS5FMiIIwiUp1GLgpuuup/bT6zhc7xZkSeU+7c88kf4AU75aQNepy3h/2T7yy5zcPPUODI4M3DoL66ZnUXykgORHbiLoEORsuAVzmYuh6ie8rYxkYoyLpn5GbB4PX2YW0GPdbm7ctI+fc4twey76hmRBqJJjY0ZkxXtbr5sQX1ZHJCOXI1VVL4ouGkG4EDRGC7Xv+Bhu/RrFGEyinMbPhufoXvoTry7aRadXlvLML3uJHd4MnbMIh7EWv05Yjc3poN4dVxGdpSFj0yCKiiLRqUeon3EH38QeZF6r+lwXHohGglVFZYzcnkb7NTt452AOBU732SsmCBexY6v26tQiADxSmA9rI5IRQRAuF437o7l/NST0wISTybrP+TbgHfyVYhZszmTUwhzW1jqC1lWCw1ibJVO2Ivn5EdijNg3y/Ejb0o/8/BhU1cW27Q9St/xnPk2MZ22HpjwSG0mITsNhh4uXDmSRvHo7j+xMZ0up1ddXLQjn5VjLiN5T5N2hCfVdZRDJiCAIl5OAWjDsB+j9Emj0tHP+wz/BYxnbKBOjTuZ3JYofLFnoHIU4DREsf/sAlph4nPE2Eo8EcmD71WRl1Qc87Nr9HGlp04g26BiTUIuNHZvxduO6JPmbcHhU5mQX0mv9Ht45mOPrqxaEc3ZsnhED3iUUZG24L6sjkhFBEC4zsgwdH4BRf0B4Y3S2PO45+ASb2y1jfJ8EXDFNmB1QiN6ei0sfwupPc8kMrkeOYR8tS8JI3dOJ9HTv/Dr7D7zO3r0voqoejBqZW2qFsKh1Q35JbsDAiCAApqZmiUGuwiXnWMuIiUIAtDqRjAiCIFS/qOZw73Jo513V2rDhI+7acTdLh4Xx4sM3sjvZiMF2GLcuAHWVicXOGHYU/k2r8kjSU1uxf18bADIOzWDHjifweLxT0EuSROtAPz5sFke/sEDcKvxvd4aYn0S4pBy7m8YsFwGg9+Hsq3Ceyci0adMq5o1o3bo1f/1VtZX+/v77b7RaLS1btjyf0wqCIJwbnQn6vQq3zQW/cMjdgfRxdzpt+B+v9fOn82MtMVnTULR+dC5vynZzA3YfWkILWxSZmU3YtaszoCE750e2bB2NolQeIzK5YW38NTIbS6xMP3zyxGuCcLE61k2jx4nLo8HPcInd2jtnzhweffRRnnvuOTZt2kSXLl3o27cv6enpZyxXXFzMnXfeyTXXXHPelRUEQTgvDXvB/62Ghn3B44Id8+GrG2my7DYGDDiIn3UvHo2RNkpHDgbUIz1jCU3s4eTlJrB9azdAT0HBCjZuuhOXq6jisLUMep6rFw3AyweyOGwXi+8Jl4ZjM7DqcFHkCMRs0Pm0PuecjLzxxhvcc889jBw5kiZNmvDWW28RExPDBx98cMZyo0eP5rbbbjtpaftTcTgclJSUVNouN7m5uYwePZq6detiMBiIioqid+/erF69uiJGkiTmz59/wep0+PBhhg0bRmhoKGazmZYtW7Jhw4YLdn5BqFGWcLhtNoz+y9t1YwyE4nRCt77FoNrj8C/diirraExPHKEx5B5cQbwzhMIjtdmy6RqcbjMlJZtYv+EW7PasisPeGR1K2wA/yhUPY/Yc4hKY1FoQjt9NgxOtI4iYDfk4M0p9Vp9zSkacTicbNmygV69elfb36tWLVatWnbbc9OnT2b9/P+PHj6/SeV5++WUCAwMrtpiYmHOp5iVh8ODBbN68mZkzZ7Jnzx4WLFhA9+7dKSws9El9jhw5QufOndHpdPz222/s2LGD119/naCgIJ/URxBqTK0kb9fN/3bDjZ9AXBcCDXZuqjuRwOK1qLIGk7MfcoCFsrTVRLsDKS4NY8emXhTbA7Ba97Hs70EcyN4OgCxJvNY4Bp0ksbighJ/yin18gYJwZqqqVuqm8XcEE7DjCO5C3w3EPqdkJD8/H0VRiIyMrLQ/MjKS7OzsU5bZu3cvzzzzDLNmzUKrrdo6D2PGjKG4uLhiy8jIOJdqXvSKiopYuXIlU6ZMoUePHsTGxtKuXTvGjBlD//79Ae+KvQCDBg1CkqSK3wF++uknWrdujdFoJCEhgQkTJuB2H5+ESZIkPvjgA/r27YvJZCI+Pp65c+eesU5TpkwhJiaG6dOn065dO+Li4rjmmmuoV69etV+/IFwUdCZIuhlG/AwPbcR8zUMMSZxOcNGfSLIWlSG4ZQdK2kZCPRZKbf6kpvQntzwcvZTHlpShPPXNN+zLLaORn5GHYr0DAJ/be4gil5gUTbh4OVWVY+13OpxoHIEASAbfrcV0XgNY/72yn6qqp1ztT1EUbrvtNiZMmEDDhg2rfHyDwUBAQEClrapUVcVjtfpkq2rzrMViwWKxMH/+fBwOxylj1q1bB3hblbKysip+X7RoEcOGDePhhx9mx44dfPTRR8yYMYPJkydXKj927NiK1pdhw4YxdOhQdu7cedo6LViwgDZt2jBkyBAiIiJo1aoVn3zySZWuRxAueaH14NoXMDyzjSFPNye0eCmSZEA2DcPmLkaftoMAj5FSp5b8rdeTb4vHX19Ot9CJPDdnOgfyyngkNpIGZgN5Tjcv7s86+zkFwUcqVuzF2zKicwQBIOt9d4PtOa3a63Q6MZvNzJ07l0GDBlXsf+SRR0hJSWHFihWV4ouKiggODkaj0VTs83g8qKqKRqNh8eLFXH311Wc977ms2uuxWtmd3Lqql1StGm3cgGw2Vyn2+++/Z9SoUdhsNpKTk+nWrRu33norSUlJFTGnWn23a9eu9O3blzFjxlTs++qrr3jqqafIzMysKHffffdVGsfToUMHkpOTmTZt2inrc2xF3ccff5whQ4awdu1aHn30UT766CPuvPPOKr8G/yZW7RUuRW6bjXmjXyLX3APFlYGrbC7+5tocqVsXm+QiRm+kcfcN2O0bcSo6Zu15kCm330MGCgM37QPgh5b16RRs8fGVCMLJch0uklZtR0LlS/Um/LbdQ0xmFyIeaoW+dvX+m62RVXv1ej2tW7dmyZIllfYvWbKETp06nRQfEBDA1q1bSUlJqdjuu+8+GjVqREpKCu3btz+X019WBg8eTGZmJgsWLKB3794sX76c5ORkZsyYccZyGzZsYOLEiRWtKxaLhVGjRpGVlYXVevy2w38PFO7YseMZW0Y8Hg/Jycm89NJLtGrVitGjRzNq1KizDkwWhMuR1mRi8CfPE+1chkYXg9Z8LaXWw4RkZqNTNWQ47Rxc1JRgRyh6jYvbG77Hc7Onk6DRcke0d1rtJ3dnVPoLVBAuFjbP8TtpJEDjsGDHieq7XhrO+dSPP/44d9xxB23atKFjx458/PHHpKenc9999wHe8R6HDx/miy++QJZlEhMTK5WPiIjAaDSetL+6SCYTjTb65g4QyWQ6p3ij0UjPnj3p2bMn48aNY+TIkYwfP54RI0actozH42HChAnceOONpzzeGet3iq60Y2rVqkXTpk0r7WvSpAnff//9mS9CEC5TssHAwI/G8dP948nQX42q5FNSkkKU3sChMH/2SGBZ3ZOYlnMoDHJxc713eH6OzPM3D2dxfjH7bQ7ePpjD0wm1fH0pglDJiYNXAXYo+aQZ/+KG1CCSI33Ts3DOycgtt9xCQUEBEydOJCsri8TERH799VdiY2MByMrKOuucIzVJkiSkKnaVXGyaNm1a6VZenU6HoiiVYpKTk9m9ezf169c/47HWrFlTqXtlzZo1tGrV6rTxnTt3Zvfu3ZX27dmzp+J9FYQrkaTTcf2Hk/jtwbGkGrqiKoUU5e+irqkNBy2wUdahpNxGTMu5FAc5GRj7FlO+lxnbezAP7s7g3fQcbogIoonl3P5QEYSadGz2VZ3qHbNod5oAB0azwWd1Oq/RKvfffz9paWk4HA42bNhA165dK56bMWMGy5cvP23ZF154gZSUlPM57WWjoKCAq6++mq+++ootW7aQmprK3LlzmTp1KgMGDKiIi4uLY+nSpWRnZ3PkiHcxo3HjxvHFF1/wwgsvsH37dnbu3MmcOXN4/vnnK51j7ty5fP755+zZs4fx48ezdu1aHnzwwdPW6bHHHmPNmjW89NJL7Nu3j6+//pqPP/6YBx54oGZeBEG4REgaDX3ff5EGpj8xmHohyUEUZqwnzu1NMDbLMn9uHor+SAgGjYv+dd7g76XzuDbEH7fq7a7xiLlHhIvIse5DPU5cihaH2zuu02D2XdIs1qbxAYvFQvv27XnzzTfp2rUriYmJjB07llGjRvHee+9VxL3++ussWbKEmJiYilaN3r178/PPP7NkyRLatm1Lhw4deOONN05qwZgwYQKzZ88mKSmJmTNnMmvWrJO6YU7Utm1b5s2bxzfffENiYiKTJk3irbfe4vbbb6+ZF0EQLiGSLNPz7ck0DtqA0dgHJAMFe/+imTEIC0ZKJA9/bOuDo6A2Bo2LnlGvEbJrNRaNzPoSKzNqaKp4VVWxu5SzBwrCCY510+hwUuYMwCV5kxOD0XctI+d0N42vnMvdNMKp78LxFfH+CJcTVVVZ+dwEth4Ox2ZfCKjEt7kKVQ5na0kGkqyQ2PRPgkIP4VB0fG5/jZWWOlg0Mn+2a0y0UV9tddmdXcr/Zq8n90gpn9/bjcTagdV2bOHytji/mDu3ppKg7mV00Udkbu6OQ3LzwAMPEB5evav31sjdNIIgCFcySZK4avJ4WiUUYdC1AyB1/UoOrv+RdsZgghUL23Z0pfBoC8ldxiep5bZSpngYs7d6por3eFQ+WbqD56d9Tcsjf9KXjUyZt0ZMQy9U2fGWERc2RyAuvK1ren31JcvnSiQjgiAI50CSJDqOf44OzfX463oha2NRPR52pixBPrCJRHsgu7f3oLCgNkaNkwcZh6yqLMov4Zf/OFX8vkM5/O+N6Rz8cy7N5Cy0kookQWT2KhbvyKmmKxQudyeuS+OwB+KRvMmJwXCJDWAVLm6qql4UXTSCcDlr8/TTdOlpIczTEr3/LcjaGByuMtIOLKd+toPCbddRWFCbOE0q16k/APDs3kMUn8dU8Xl5ebw3/Wu++PRDAsvS0UoqYYqFZu46AERKCi//sgOnW8xrIpyd44RkxO30r9gvWkYEQRAuQU2G302P0fGEFeei9x+C3nIzhsBaHD6yDc++zeg2DKGooDaDpLlEqZnkOt1M2HuoysfPzMxk1jezee/998k/uAcZlWglmH7OVgxwtaOlKxZJlSjXaIku2sBXaw7W4NUKlwu7cnyeEcXhTUZ0kgZZ9l1KIJIRQRCE/6BO92vp+1I/IvKXIevqIMlDCah7LcF1LBxIXYxmWQ+U/NqMxDub8dc5RXy/Y89pj6eqKmlpaXz55Zd8/PHH7N29CwmIVcK5wdGGfq5kzPYiyhvtwN5nPU3q7AM89JS38fbSvRRZnRfmwoVLlr1iBlYn6rFkRNb5skrnPumZIAiCUFlQgybc8PGj/PLAZLIC+uEsTaLUEM6A222sm/cF1l8TaNw3i+7hS1gu9WTswcMoO7dxXd8+mI9O0qiqKnv37uWvv/6qWKlcUqGeJ4oW7lj8FQMl0gpKG63EmRhMTlkKqCqh9SDMqcGeFU6wPZ13/9jH2OtOfxu/INhO6KbxJiM29BqRjAiCIFzyDCGhDJzxMj89PIZMpSdORy1+/zWPm+55mLIfn2D1ojhu7fkHmyLbUGgMZnbRflLffod+1/VHkiT+/HMFubl5AMiqREMlmiQlFkkqxBb5EQV1NlMcrEGVVDxl6eylIevcXXBqZXqFLiMtN44RLGLy6mju6BBLXJifj18R4WJld3vHLelwgtMP5Dz0WpGMCIIgXBZkg4EbPnydhRPGcehgMk5DOHNnFtPvhoncsv5hUjcFcnv7uUwLuZd/IlvSuOiHSus/aVUNTZTaNCOMvJC/Ka7zIbaQI6iyhAs920lirb0rG7RtKNOZ4Oj3R62wLPxlheZkYXEU88pvu/jwDt+sMSJc/Mrd5QBoUZDdBtCDXuu7wasgxowIgiBUK0mS6PvCJBpedQhzeRaKJpBfFoSxJf5lEsxFjNk6ixbOzSiSlr8atSAwIAeDqiXZE02/IDA1/Z5D3f+Hs+V35Ic5WCVfxQfyc9zn+YJXpedYYepCmc6E0a3QwuydSHCZfA0BgTlsU1pxh/Z3Fm7PZm1qoW9fCOGiZXUdXeFdkdEdnX1VrxPJiCAIwmWn2z0P0fJOM/4lu/FojKxcXZ8VfhPQAZ9smoRRtbNXakRukpbOjddh6vI6R1rMwBaVzTL5Gl5XnuX/mMF70uOsVJOxawxYbB7a7jvCG35G9lzTirmtG6D3ODksxVBaS+aQJpS7DX9gwMnkX3bg8YiJ0IST2dzeBfI8igbt0QnPDD68rRdEMuIzubm5jB49mrp162IwGIiKiqJ3796sXr26IkaSpEqr+NYkt9vN888/T3x8PCaTiYSEBCZOnIjHI+YtEITz1arnIDo/n0xA8TqQNGzbn8QCxwRibHk8t/8jAL6Rh7It0s1vmn5MVCfzIJ/wmXQfG7WtcUtaQkvcdNph455Fubyauo8f7+nObe0ao5dlArQaelm8d89sCknEJakUuCzcol/F5kPFLNic6cvLFy5S1qPJiMulRXMRzL4KYsyIzwwePBiXy8XMmTNJSEggJyeHpUuXUljom6bVKVOm8OGHHzJz5kyaNWvG+vXrueuuuwgMDOSRRx7xSZ0E4XJQr2l7LG9HsvjxTyixXEPGkSRma17iTvUFfoi4lk0BzZjIZG+w5H1IKC4m/oCHhlkSYaUeDLpd9H9mILVqR590/NENm/FzykHWa9rRKnAOG/Pb82jgEr4s7MrUhbvokxiFUae5gFcsXOxsigsAp0uHLB1tGfHh7KsgWkZ8oqioiJUrVzJlyhR69OhBbGws7dq1Y8yYMfTv3x+AuLg4AAYNGoQkSRW/A/z000+0bt0ao9FIQkICEyZMwO0+PqujJEl88MEH9O3bF5PJRHx8PHPnzj1jnVavXs2AAQPo378/cXFx3HTTTfTq1Yv169dX+/ULwpUmMiKOGz95Gj/1ZySPQqHShNmZr/DS9vcxKTa0Hjddj6zniX0LGTN3K7cvVOi0R6VWQSb1exYz8t37T5mIALQJCiKOXFySnoMx4RyQ6xBsTWWwZQeZxXY+W5l6ga9WuNjZPd4ExOrQIR3rpvHhir1wGSYjqqricig+2aq6UJXFYsFisTB//nwcDscpY9atWwfA9OnTycrKqvh90aJFDBs2jIcffpgdO3bw0UcfMWPGDCZPnlyp/NixYxk8eDCbN29m2LBhDB06lJ07d562TldddRVLly5lzx7vZEybN29m5cqV9OvXr0rXJAjCmfmZArj9gymYwhajcdso08azYd9D/L78QTb8eTO3LcnDtL41Wk9tZMWBPnAtQ97pS+/Bg854XEmSGBrpbVLZGNQcqwZyPKE8HbQUgGnL9pFXeurPGeHKZFe83e82hx6OtozYS4spO+K7Qc+Segks9XimJYj/vUS9y6Hw8SMrfFLPe9/uhs5QtebQ77//nlGjRmGz2UhOTqZbt27ceuutJCUlVcRIksS8efMqrTPTtWtX+vbty5gxYyr2ffXVVzz11FNkZmZWlLvvvvv44IMPKmI6dOhAcnIy06ZNO2V9VFXl2WefZcqUKWg0GhRFYfLkyZXOcz7+/f4IwpVOVVVmTZuEbX0znIZgtK4SJDy4dEEA6O1baHBPA7p36V/lY+Zb82m9Zh8OychN2xdx9eHt3Gj4kUeD3mZ+dji3ta/LS4Oa19AVCZeajst/JVWNpt7uTdxxuIxsTQHBOfn0vG0wTbv0qNZznen7+0SXXcvIpWLw4MFkZmayYMECevfuzfLly0lOTmbGjBlnLLdhwwYmTpxY0bpisVgYNWoUWVlZWK3WiriOHTtWKtexY8cztozMmTOHr776iq+//pqNGzcyc+ZMXnvtNWbOnPmfrlMQhMokSWLYA+MIG5CH0XoIty4Aly4IvT0Pbd3lDP145DklIgBh5jC66XcDsDcmmjS5AQDPB/8BwOy16ezOLq3eCxEuWY6jTRA2pwn1aMuIx+PEcHQ2YF+47AawavUy977dzWfnPhdGo5GePXvSs2dPxo0bx8iRIxk/fjwjRow4bRmPx8OECRO48cYbT3m8M5Ek6bTPPfnkkzzzzDPceuutADRv3pyDBw/y8ssvM3z48KpdkCAIVTZo4H0sq/0je99dgVtvo+mTvejcbOJ5H29ohJ7Fh2G7f2NaGdPJc5kJT/uZoY2G8s1uDy/9upOZd7erxisQLkWK4sCpakECq92M++iYEY/bicHsu1l7L7tkRJKkKneVXGyaNm1a6VZenU6HoiiVYpKTk9m9ezf169c/47HWrFnDnXfeWen3Vq1anTbearWetGKjRqMRt/YKQg3q0XYA7T/riV6jRyv/t4/jrrU7EntoIwelBPZFR/PLrpsZ4TeDZ0KW852mGyv25LFiTx7dGoZXU+2FS5HTmYcT7228ktOAC+/NDx7FIZKRK01BQQFDhgzh7rvvJikpCX9/f9avX8/UqVMZMGBARVxcXBxLly6lc+fOGAwGgoODGTduHNdddx0xMTEMGTIEWZbZsmULW7du5cUXX6woO3fuXNq0acNVV13FrFmzWLt2LZ999tlp63T99dczefJk6tatS7Nmzdi0aRNvvPEGd999d42+FoJwpTPrqqdp3M8vjj766XzkSmBX7bp02ZuNCgTu+Jp72t7Eh2tyeemXnVxVPwyNfPpW0v/K7lLYnFHExvQikusG0T4htMbOJZw7hzMH19F1BIwecB3tplE9bpGMXGksFgvt27fnzTffZP/+/bhcLmJiYhg1ahTPPvtsRdzrr7/O448/zieffELt2rVJS0ujd+/e/Pzzz0ycOJGpU6ei0+lo3LgxI0eOrHSOCRMmMHv2bO6//36ioqKYNWsWTZuefiXPd999l7Fjx3L//feTm5tLdHQ0o0ePZty4cTX2OgiCUL0GRwYxI8NOviGUXRH+rDzSmi6ODTwSvIpvTE3YnVPKt+szGNqubrWds8zhZsPBI6xNLWBtaiGbM4pxHr1bQytLvH5zCwa0rF1t5xP+G4cjFydhAJg94DzaMiJ5FAx+vktGLru7aYRT34XjK+L9EYQLp7hkM6PXL2G5dC0Ncw5yx4pNjIp8EwJj+Lz1D0z8dS9hFj3Ln+yBxXB+f4seKXeyLq2QtamFrE0rZHtmCcq/pp0P9zdQK9DIlkPFSBJMHJDIHR1iq+MShf9of+p0Oqd5u+yb/5FNZ80aACx7UvjfVz8gydV7X0tV76YRLSOCIAiXiQD/5vTWvsxy5Vr2h9emOCSNVKk28cUZ3BmQwheh4aQVWPlw+X6e6N3ojMdSVZWsYjv7csvYl1vG3twyNh48wu6ck+/KiQkx0S4ulPbxIbSLDyE21Ixalsek3w8x/Z8sxs7fRonNxQM9zjzWTahZa+bvZ1/WZmjsTUb8PQocHWKp1+urPRE5FyIZEQRBuExIkkyH8PrEZR0gTU5gbWwYUSm9iY/4HO0/7/FMnzncN2sjn/x1gNva1yU6yITT7eFgQTn787xJx/688qOPZVidyinP0yDCQtv4ENrHh9A2LoToINPxJ8ty4ednkTZ+wbiQetTq+Covrbby6qLdlNhdPNOn8Rnv7BNqzuE9RXgiyit+91cU0IGsShh9OF4ERDJyWboEet4EQagh4RHX0iNrDtMZzZboulyzvpQyyYQlazO9LXtpFxfC2rRChn36D0hwsMB6UjfLMVpZIi7Mj3rhftSPsNC8dhBt44IJtZxi6nCXHdZMg7/eAKe39UQq2Mu9zv8jpOvbPPGnm49WHKDE5ubFgYk1OohWODVbqRNPXe98VBrVg5/kOfqz5NPxIiCSEUEQhMtKSHBHushP8bXHRpGfPwdjjSwpuZ5Bpm+RVr/P89d9xA3v/c2B/ON/IfvpNdSPsFAv3EK9CEvFz7GhZnSaszTdqyps+x5+nwDF6d590a2gyxPwx4uQt5ObtowiuMc7jFqu45u16ZTaXbxxc0v0WjHv5oVkK3OhMdkA0KJiPDrHiFaVfDrhmbc+giAIwmVDlg3EhLajY95KltOTNfERNPgtCU+9uch7FpLUM5fpI9pysKC8IvGICjCeX9dJxjpYNAYOedfOIqA2XDMemg8BWYa4zvD1rZCxhmvWjebb7m8w9M9gft6SRZnDzQe3t8akvzTnhbrUKC4PTpsbg8G7TpGsgvHElhEfd9OItFQQBOEyExZ+LdewBIDdkZEUBMfwp66X98nV79GjcQQjOsfTpUE4tQJN556IFKXDd/fAZ9d6ExGdGXo8Bw+uhxa3eBMRAFMw3DEPGvYBt502ax7i56vSMOpklu/O487P/6HE7qrGKxdOx1bmRJJdKHpva4jkkTAcbRmRPSp6k29bRkQyIgiCcJkJC+1OgpRGnHoARdawvaFK2r6ji3Bung1leed3YEeptzvm3Taw7TtAgpbD4KGNKF3+R6FiZ9/+Dfzz27f8/uH7pG9PAb0ZbpnljVMVGv0zht/bbsTfqGFd2hGGfryGgjKxqnBNs5W60JqKjs++6gH9sWREBYOfxZfVE900giAIlxudLojgwLZcXbSYz7mPtXHhtEtpxR5LaxqWbYB1n0KPKq7IrbhQ83azctss0nb9QEm5DbcjEhxxaJx10P5sRvfdJ8hqEKomFIchFI8mDAjj4Oot3PpuHH4BQTDgPfALg7/fos7GqSxPvIfeO3qzPbOEIR+t5qt72le+K0eoVrZSJ1pjMWVHZ1/Fo6KTPDjwtoyIMSOCIAhCtQsLv5aORa/zlTqCAj8LabWs/HOgPQ0jNsC6T+CqR0H3ry9/ZznkbIeszZC9BbK2cKBwDzNK6lE3/TpkzfNo9KGgPT6BoaIF5d9/VKseQMVuqsPPL37CLVOfBEmCnhPAEgGLniV022csa1BI/4O3ciCvnEfnpPDt6I4INcNW6kRrKq5oGcGtouVYl43H52NGRDIiCIJwGQoP64l574t05i+W0ZPNDSQaZLSkyFKXoLJ0WPsJRDWvSDrI3gIF+44mEuCQYIYciWfvcKKMV+Pwr/x1oVNKMchWjCYFS7COoOggIupFE9aoLgER/sx/9ROy0xtwpLAJh/bsok7Dxt6CHR8Av3CY/3/4753HorpH6Fg+grWphaxLK6RtXMiFfqmuCLayyt00sltFIx1LRhSft4yIMSM+kpuby+jRo6lbty4Gg4GoqCh69+7N6tWrK2IkSaq0im9N+vPPP7n++uuJjo4+7XlVVeWFF14gOjoak8lE9+7d2b59+wWpnyAI58ZkqoPF0phrWAzAtugQjgREsKTgWm/AkrHw5UBYMs47/iN/jzcR8YtgTWxH3ssdhHzgZTzmXqiylnBtLj0HhHDT/5py+8utGTS5E1c/0ZGWt7Widsc45GA9h9LTWfPj7yx45xtc6IgwHUbRmvnjjV8rVy7pZhg6B3RmTOnL+SlgCsGUMG3Zvgv7Il1BjnXTuI6NGXF7kI+2jOBRRMvIlWrw4MG4XC5mzpxJQkICOTk5LF26lMLCQp/Up7y8nBYtWnDXXXcxePDgU8ZMnTqVN954gxkzZtCwYUNefPFFevbsye7du/H397/ANRYE4WzCwq4lvuw96rgyOKSLYUuchtBNjXC3qoO25BAEx0FUEtRKgqgWFIbU5atvPsWytB5GSyOcBjC4i2h+bSDrM3KZ/c8ePP94qnx+TYBMjDuMUmcSGxcvJbnXNcefbHAtDP8JZg0hxraT13UfcffuJ9meWUyz6MDqfzGucNaKAaze11Z2q0hHW0ZQfLtiL4iWEZ8oKipi5cqVTJkyhR49ehAbG0u7du0YM2YM/fv3ByAuLg6AQYMGIUlSxe8AP/30E61bt8ZoNJKQkMCECRNwu90Vz0uSxAcffEDfvn0xmUzEx8czd+7cM9apb9++vPjii9x4442nfF5VVd566y2ee+45brzxRhITE5k5cyZWq5Wvv/76v70ggiDUiPAwbytIT/k3AFLq67D6NWRZrf/BMxnwyGa45UvULk/wY04W3z0+C+3W3tgsjZA9LprEltDv2XYs37OWAlsunqMrvKKCXtXipxoI8pgJVy1EqQHUVgOIwUJdzASqRhTJgytgL0gym2annjw7dJ023oQEias1m6gnHeaD5fsv4Ct05bD/q2VE61KhomXEhV60jFQvVVVxO3xzm5jWYKjS/foWiwWLxcL8+fPp0KEDBsPJUyuvW7eOiIgIpk+fTp8+fdBovBMDLVq0iGHDhvHOO+/QpUsX9u/fz7333gvA+PHjK8qPHTuWV155hbfffpsvv/ySoUOHkpiYSJMmTc7r2lJTU8nOzqZXr14V+wwGA926dWPVqlWMHj36vI4rCELN8fdPxGCIorNjBbOUEeT5m0gPd+G3OB+GeldQ3Ze3i8UvfYi2uCsucw8AQrVZ9H7sWtx6lemfT0cXkE6rZsuQXFqse+pSvCucslIndqUcBQ+nWsFGZwpDio3jsK6QeqZCSkhg0cez6DN6WOXAqERo3B92/cxdmoWM21qb1Pxy4sN8++V4ubGWuvCLLsJ59G4avaJWvHOq4vb5mJHLLhlxOxy8M/wmn5z74ZnfoTMazxqn1WqZMWMGo0aN4sMPPyQ5OZlu3bpx6623kpTknQsgPDwcgKCgIKKioirKTp48mWeeeYbhw4cDkJCQwKRJk3jqqacqJSNDhgxh5MiRAEyaNIklS5bw7rvvMm3atPO6tuzsbAAiIyMr7Y+MjOTgwYPndUxBEGqWJEmEhV2L4/BXJNs3scavPRsT9MRnJ7Fpw3K2rVuJa2U4quUGXHowuAvpPDCWJtddTV5aNjM+m4HHmEezpivQaF2gdWFpsRtL0l407qYY3J3R0QiNRoOs0SDJ3kdZo2HPmpXoclVy/Dzk+x/AaAsi/R8DtjtsmMz/uoun/X2w62eG6FbyqvsWPlqxn1cGJ/nmRbtM2cucBBqLceH949eggHq0m8ajOH2+No3opvGRwYMHk5mZyYIFC+jduzfLly8nOTmZGTNmnLHchg0bmDhxYkXrisViYdSoUWRlZWG1WiviOnasfItcx44d2blz53+u979bflRVFStwCsJF7FhXTW/tTwDsjNFTZjKw6a0DlG5qj83SAFlx0jDuCMPfH0CT69qSvy+LmTNm4NAWk5S4DK3OgdnYhGZN3yAwsA1IHhTdNqymj3GFTiOsWSHNenQh6ZreJHa/lqZdetD7vkegJBWDqqVYtuJnScelD2XBKzNPrmTcVRDZHIPqYKjmD77feIisYtuFfJkue7aycjSG8oq7aQxuUI52u3kUp8/HjFx2LSNag4GHZ37ns3OfC6PRSM+ePenZsyfjxo1j5MiRjB8/nhEjRpy2jMfjYcKECacc22E8S6vMf0kajrXOZGdnU6tWrYr9ubm5J7WWCIJw8QgObo9GY6GhfieR5Xnk+IWzJc5AB2ccAEHaQ/T7//buOz6qKn38+OfeqUlmMumNdGpCCCVBQPoqREQUxFh2URBBXfTnKvvVVVyagCgrVhZFcQEVhUUFEQtkUQQEhAABBKTEUNN7mcxkyv39MWEg0uuQcN6v17xgZs6999wZyH3ynHOf8/xt+MeGAFC85zgLFn9MjVxD+4S1aLyrKNB0RIqeib8xhNSUu6iu3sex4wvJz1+G2ZzN/gMvcTD7X4SF3Ulks2EYjYl4GX25ZeQofvzka/IC9Rz1OU5wbQSleTHkHT5KeEzUyU5KEnT9K3w1hlG6/zHXfDtz1+Uw/o5ED3xiTY+tzgFymevvTg2owNuhYKvPjCjOOjS682f1r6YmlxmRJAmNXu+Rx+VmCBITE6mpObmSpkajweFoOBrbqVMn9u3bR4sWLU57yPLJr3PTpk0Nttu0aRNt2rS55L7FxcURFhZGRkaG+7W6ujp++uknbr755kveryAIV5csawkM7A3AzZYNAGyPl9E5Cug9yJu/zHrIHYgUbDvEvMULOWDyIre9nvf9R/BXaT5j7f/kmQNl/GnzPiYeOI6kb0Gb1i/Ro/vPtG41GR+fljidteTmLmbzlkFkZt5DXv4yWnROJTzWhJ9dh01yIPsewKnSsfK1b07vaNJQ8AkmyFlMmpzJp78cobSm7pp9Tk2Zq+BZOQB1NlfQYXBAXX1mRKWRPZ7hbnKZkcagpKSE9PR0Ro4cSXJyMkajkczMTGbMmMFdd93lbhcbG8vq1avp3r07Op0Of39/JkyYwB133EFUVBTp6enIsszOnTvZtWsXU6dOdW+7ZMkSUlNT6dGjBwsXLmTz5s18+OGHZ+1TdXU1Bw+evMc/JyeHrKwsAgICiI6ORpIknn76aV5++WVatmxJy5Ytefnll/H29ubPf/7z1fmgBEG4IoKDbqWw8Bv+pFvJCvtAik16EmcMIsnfQKXdQWZFDat3HmZVeRG5PW/BoWq4kq6XLBHvrWN3tYU5x4pYUVTO9FaR9A8yERk5jGbN/kJ5+RaOH19IYdH3VFRup2LPdnJzF3PLI7Mo/OdUyoNMHNOVEKWrpMbaiqy1v9ChV5eTB9HoIfUR+OkVnvRexTfVXZm/4RBj+7W6xp9W0+Nal6YCAJvdNUzjbVew109gPV9W/VoQwYgHGAwGunTpwhtvvEF2djY2m42oqChGjx7NuHHj3O1mzpzJ2LFj+eCDD2jWrBmHDh0iLS2NFStW8NJLLzFjxgw0Gg1t2rRxT1Y9YfLkySxatIgxY8YQFhbGwoULSUw8e8ozMzOTvn37up+PHTsWgOHDh7vnsTz33HPU1tYyZswYysrK6NKlC6tWrRI1RgThOhcY2AdJUhPgU0Cbomx2hbTm+f3H0MoSe6prcVcO8XNVPzUqFbTmN3oEx9A/uiftjN5oZInVJZU8v/8YRy11PLQrhzuCTUxrGUmoToO//034+9+E1VpEbt5/OXx4DuXlmymr/o7uDwxm7fKN5HlZqPbdj6oohS2f7Kd9j5uQ5FN+I08dCetmkmD/jQ7SQeb/rObRXvEYdOJSdTlcBc/KAbDZXXfTeDsVlPqPXufl+TWBJOW0G7+vP5WVlZhMJioqKvD19W3wnsViIScnh7i4uOsiurseSJLE0qVLGTx4sKe7Ir4fQbhObN/+EKVlP7P+2O28G/VIg/f8as2EVBTTwnKYvjFLCecw0VEP06rlP0/bT43DwcycAuYcK8ShgFEl82LzCB6KCEQ+JdV/9NjH7N8/CZXKQNcuK/nuzfnsqbVhkxxEV8ZTa46kRddq0kbc2fAASx+HHZ+xWt2LR6ofZ9ztbXi0V/MLPk+7w8m+giq0KhlvnRpvjQpvnQqtyvNDEZ6yd0Meu7ZPIzDhO/5VOp6swA7ct6UCf/OPSAq0lizcP+mVq3Lsc12/TyXCTUEQhBtAUPCtlJb9TDvjFnof6EJEmySaHyyhKncPVnsJBq2Z1O6rcTjKCQq6hZYtzryqr49KxYQWEdwd6sf/7TtGVpWZ5/cf4/P8Uv7VOooEg+u37MhmfyY/70sqq3Zy4OA0+j02mfJpszlsgALjEUy1oeSsd1J7rxUv71Mm/3dxBSN9HRsI5V4+WJfDQ91i0WtUZ+zPqfIqahk5P5O9eZWnvaeWJby1Knx0ary0KmIDfXjz/g746jWX9oE2IqdmRuoU1zCN1lk/XwQZvYdv64UmOIFVEARBON2JW3x9fYtILtrFnd/tQTq0A6u9BC+1g669t+FwlGMwJNI28Q0k6dwX/ySjN9+ktGRqy2b4qGQyK830y9zHy9m51DqcSJKKNm2mIUkqCgu/xeLcSeptXfB16LFKdtS++3Goffnq9f823HFEB4jpjqzY+avPjxRVWfli27Hznt+vxysY/O+f2ZtXiZdGhb+3Bq365CXO7lSotNjJq7Dwe1ENP/xWyBdbz7/fpuDEir2AuwKrVnHNF1Erssdv6wWRGWmSGsHImyAI15heH4HR0Jaq6t0EBBxnXZ03TklBK8v07rePmpocdNpQ2ie/j1p9YRcnlSQxKjKY24NMvHjgON8VV/D2kUKWF5Uzo1UUvQISiYocwZGjH7Jv30S69PmOAz/vYqdiIU9fQqi5ktIjoRQcLSI0Kvjkjrv+FQ7/zP3yal7hDt77KZv7UqNQq878+/PqvQX8v8+2Y65z0DLEwH9GdCYqwFVR1O5wYrY5MFsd1NTZqa1z8O2uPGavyebLbcd5uHvcZX+217vaahsq34bBiMYdjEjXRTAiMiOCIAg3iKBgV3YkMPCoKxBRqUi7o5yams3IshfJ7d9Hrw8/z15OF6HXMq9dHPOSYgnXaThUW8e9O7KZlp1LXNzf0OnCsViOcejwv7llzDAi6gwoEtT57sMpq/jm9e8a7rD17eAXjd5Wzl+8NnG0tJZvduWd8djzf85h9EeZmOsc9GgRxLI/lRD1w/+D/SvB6UStkvHVawgz6WkebCCpmYlRPeNRyxK7jlewv6Dqos+3samtqkNTf2uvVVUfjDhdwYjsxOOl4EEEI4IgCDeME0M1fv55eOllBg02UF7+FSCR1PYNfI1Jl7X/AcF+rL2pDY80CwLgnSOF7KmVaN1qEgBHjsxF5VVGxw6tUCsypZpaNPoj1NZGsvPnX0/uSFbBTa71rsZ4ZQAKs3/Mxuk8mfV1OBUmLd/NpK/34FTgvtQo5qdk47NsJPz6OXx6L8zuClsXgM3SoJ8BPlr6tnHVVrmQIaDGrraqGpXOVcOqVn0iGKmfM6LQeDMjs2fPdt8dkZKSwrp1687a9ssvv6Rfv34EBwfj6+tLt27dWLly5SV3WBAEQbg0BkMCen0zVCoHt99RQ2HRvwFo2eIFgoP7XZFjGNUqprWK5J5QfwAmHcwlKOgWgoP6oSh2ftv3T1LuGUhzp+v9Mt/jOLDx80cHqCg9WfSRTg+C1kCg+Xdu1e1lX0EVP/xWCECN1c5jH2cyf8MhAP5xWxteabkX9VdjAAVieoDOF4r3wddPwZtJ8NMMqClx735op2YALNt+HIezaQ9tW60Frr/YJeo09av2KjYAZKfi8RV74RKCkcWLF/P000/z4osvsn37dnr27MmAAQM4cuTIGduvXbuWfv368e2337J161b69u3LoEGD2L59+2V3XhAEQbhwroXzbgGgsPBzQKFZxANERY284sf6R3w4OlliQ3k1GSWVtGo1AZXKh4qKbeTlLeHWhwdjdOqxyHa0PrtwSiY+G78cq8V1kURvgg5/AeB5/x8B+PeagxRUWrh3zkb+t7cQnVpm9l868dfA7UjLHgcUSBkBw7+GZ3ZD/2ngGwk1RfDjNHijLawYCyXZ9G0TgslLQ0GllQ3ZxVf8/K8XiqJgd7iCMKVawlafGVEprsyI7HQ2zszI66+/ziOPPMKoUaNISEjgzTffJCoqinffffeM7d98802ee+45Onfu7K7a2bJlS77++uvL7rwgCIJwcU4M1QAEBPSkVauJV6X+RpRey+hI16TUKdm5qLXhxMc/A8DB7FfxjfSiY3AsAIWGGmTnYRyOUOaPW4jDUV+GrctjgESL8p9ppc5n+5Fy0t5cy+7cSgJ9tHz2aFdulzbAl6NBcUKnh3D0mUrtzp0oWgPc/CT8LQuGfgjh7cFeC5kfwjsp6JaO4u52ruzMl9uOX/Hzv17YrA5UOtfkVUeN7A5G1PXBiKQ4G9+ckbq6OrZu3Ur//v0bvN6/f382bNhwQftwOp1UVVUREBBw1jZWq5XKysoGD0EQBOHy+fndhMmUgsnUiXZJ7yDLV6/OxlMxoQRoVBwwW/k0r4TIZg9iNLTFbq/k4IGX6fP4PUQ4/HBKCvagXCSnDbs5mg8nvu+6KzCwObRKA+ClsPUAlJttNA/2YdkT3elUtQa+qA9EOgyjOvEpvhr5Op++sY+v7p3Ab3M+wFlnh3b3wKM/wfAV0Oo2QIHdXzJa7Zo4+/2v+VRb7Vftc/Ck2qo6VPW39VqtJ+u5qOrnjOBwomtsdUaKi4txOBynrdIaGhpKfn7+Be1j5syZ1NTUcO+99561zfTp0zGZTO5HVFTUWdsKgiAIF06WNaSm/JfUlCWo1Vd3KQdftYq/x7pW/J6Rk4/ZKdGmzVRAIr/gK8qrfqFv755IikSJ1oZJuxYAW3Er/jPTNZ+Frn8F4KaK70kKVLg1IZQv/9qdqPz/weePgOKA9n/maFA6X/3zW/ICe2LxCuZ40J/4YWs0nw97kx9eHE9tQR7E9YQ/L4bB7wEQvvsD2gUq1NocfP/rhV3DGhvXujTlAFiUk9+37KwfDnM6GucwDZy+FL2iKBeU5vvss8+YNGkSixcvJiQk5KztXnjhBSoqKtyPo0ePXko3r2uFhYU89thjREdHo9PpCAsLIy0tjY0bN7rbSJLEsmXLrkl/1q5dy6BBg4iIiDjjcW02G//4xz9o164dPj4+RERE8NBDD5Gbm3tN+icIQuP0UEQQ8V46im12/n2kEF/fZCIjHwTgt33jievTlnjJNZxT4m8kzPozAJYDrZk39x2I6w0hicg2M1/f/Dtzh6diOrwSPn/YFYgk388vllR+eDeHcr92SM46NAlHUdTHUWQNRcFd2FvSly+e/oovR/+N/ZszIPk+CElEslYyMeB/AHzZRO+qcVVfdWVG6tSBAEhOJ2Cr/7u98QUjQUFBqFSq07IghYWFp2VL/mjx4sU88sgj/Pe//+XWW289Z1udToevr2+DR1MzdOhQduzYwYIFC9i/fz/Lly+nT58+lJaWeqQ/NTU1tG/fnlmzZp3xfbPZzLZt2xg/fjzbtm3jyy+/ZP/+/dx5551nbC8IggCgkSX+2dxVu+S9o4XkWetoHj8WnTaU2trDHD7yLn8anIasSJSqLJh6xBNYuwskFZZf4vlk6Rx3dkTa/AHs/RqWjACnHSUpnWX7g/n1eyPVxhhkRw1dHgnl0b8N58lZD9J9TARav2OgOKjwa02e6i7Wzyrmsz8/zSqpMwrQKW8RgVSw8fcSjpfXeu6DukpOzYw4dK4kgM5Wh1NyDdMoDhvaxjZnRKvVkpKSQkZGRoPXMzIyuPnmm8+63WeffcaIESP49NNPGThw4KX1tAkpLy9n/fr1vPrqq/Tt25eYmBhuuukmXnjhBffnExsbC8CQIUOQJMn9HODrr78mJSUFvV5PfHw8kydPxm4/Od4pSRLvvvsuAwYMwMvLi7i4OJYsWXLOPg0YMICpU6dy9913n/F9k8lERkYG9957L61bt6Zr16688847bN269ax3UgmCIAAMCDLRxeRDrVPh1d/zUauNtGw1HoDDh+fg1xJa6VwBy6+HjnD71KEYaw/hVHlhXhHE4lILeAVAxRFYPAycNioT72LBWpmCA12weAWhVsoY/M+bSOnS0X3cDsltGP3KQ/xlWjdCWlYgKbXUeodS6jeYQ1tuYWl5T2R7LVMCV6Eortt8L0jFMfjPAFj2BFQXXfHP60oyn5IZwei6nVlrs+GQXEXPUByo62/39aSLHqYZO3Ysc+fO5T//+Q979+7lmWee4ciRIzz++OOAa4jloYcecrf/7LPPeOihh5g5cyZdu3YlPz+f/Px8KioqrtxZnEJRFJx1Do88LrQMu8FgwGAwsGzZMqxW6xnbbNmyBYB58+aRl5fnfr5y5UqGDRvGU089xZ49e5gzZw7z589n2rRpDbYfP368O/sybNgwHnjgAfbu3XsZn+zpKioqkCQJPz+/K7pfQRCaFkmSmNg8AoDF+aXsrq4lJPg2AgP7oig2fts3nn4P3IlaUVGusrLm828ZMuk29NYibNoAKj9WszSqj3t/v7VK47/faDBbhmLX+OClLmbYjIGEx5w5Q+8XZCD970MY9VYaHW4xoFHKsWmNlFQ8zMbqSNJqvyGMEr7cduz8P8edTtfKwkc2QNYnMCsFMue5Xr8OWaps7nVp1H7xAGhtddhxBSOSdPrUC0+46LVp7rvvPkpKSnjppZfIy8sjKSmJb7/9lpiYGADy8vIa/KY8Z84c7HY7TzzxBE888YT79eHDhzN//vzLP4M/UGxOcidc2J09V1rESzcjac+/sqRarWb+/PmMHj2a9957j06dOtG7d2/uv/9+kpOTAQgOdo2h+vn5ERYW5t522rRpPP/88wwfPhyA+Ph4pkyZwnPPPcfEiRPd7dLT0xk1ahQAU6ZMISMjg3feeYfZs2dfkXO1WCw8//zz/PnPf26Sw2iCIFxZnUw+3BXix1eF5Uw+eJzF7ZvTutUkNv2ykfLyX7CGrSPRN5qdVTkcLC3hZq2DQf+vE0tn/0adVywl35bxbbfd2H2bUbI8DKvfYACC/Mq5+6WhaC7gZ69Wr6Z7+k10Skvmk7HLqNOFsKfoH0Rpn+cZ7TL+UfQIO49V0D7K7+w72fRvlEPr2GgwEW+MJCxvN6x4GrI+hTvegLDLq2J7pdWUV6IOqgZAH9wK8lzBiK0+MyLh+UAELnEC65gxYzh06BBWq5WtW7fSq1cv93vz589nzZo17udr1qxBUZTTHlcjEGlMhg4dSm5uLsuXLyctLY01a9bQqVOn834uW7du5aWXXnJnVwwGA6NHjyYvLw+z2exu161btwbbdevW7YplRmw2G/fffz9Op/OKBTeCIDR94+LD0UoSa8uq+bG0Ci+vSOLjngJg3/6JdLsnHq2iolJl5Yf/fEFIp5b0vzcSyWnHaujIsQ23UrYiGXN9INKiuY30l4dcUCByKi9fPXf8oxtqWyUWr0hWHn+BO1hLtFRw7oms+btQVr/E+5Z4sjeP5PPtCTjSXgatAY5thjm9YNU/oa7m7Pu4xmqqXDeAKA4Jg39zAFQOuzsYuV5qzza5VXsljUzES2efv3K1j30x9Ho9/fr1o1+/fkyYMIFRo0YxceJERowYcdZtnE4nkydPPuPcDr1ef+7+XYFUnM1m49577yUnJ4cffvhBZEUEQbhgMV46RkYG8d7RIl7KzqV3gJGoqEcoK99CScmPHDjydzpEPsLm43kcsdVyOGs7cf070qNoHevW2bAZb3XdA6I46dzdwE0PdT3vMZ1OB7UVVZiPlWA5XoGtqAZnSR2yRk3nQT788k0dFq+2LDk+hr+Ff8HUHZG8ODARrfoPP89tFpxfjOKDsvZI5U9QGWBC5bDyzNrtRDT/iCEFb9O6dA1seIfarC843m0y8d3TkWXPZh6sdfWl4KvVSCpXnRG1046N+gms18kSdU0vGJGkCxoquR4lJiY2uKVWo9HgcDgatOnUqRP79u2jRYsW59zXpk2bGszd2bRpEx07djzHFud3IhA5cOAAP/74I4GBgZe1P0EQbjxPx4SyKK+U32osLM4r5c8RgSS1fYut2+6nunoPfm2/wCevK9VYWf/fDKKSk0n+S0/Ki1ax6zc1stPGn4ZG0jqt7Rn3/9uPP5H/w6+oLWr0dm+8ZV8MahN1koNiuYpiqYoiuRIFhZSyWGJaHiEnuxU1mj4YS/MJMuXw475C0tqGNdiv83+T+WBvKxx1w1C0rkJxTpWOtjtrmV5m5j0e5U9yKi9p5hNpzqXF6tHM2rybW/78dxLCPfdLm5My1581amrr57WonE6cUn1ORLk+woDroxc3mJKSEtLT0xk5ciTJyckYjUYyMzOZMWMGd911l7tdbGwsq1evpnv37uh0Ovz9/ZkwYQJ33HEHUVFRpKenI8syO3fuZNeuXUydOtW97ZIlS0hNTaVHjx4sXLiQzZs38+GHH561T9XV1Rw8eND9PCcnh6ysLAICAoiOjsZut3PPPfewbds2VqxYgcPhcN/iHRAQgFbr+dnYgiBc//w0ap6JDWXiwVxezcnjrhA/fNQ+tG//AZmZQ6m1ZNMpVcX6LakcV9vZ9b/VtO/fn55/60fE+t/xjwkkMNrvtP0qisLmhYsxbfchUpNAsaaSfG0VxfIxiuW9VEuW07aprKulf0BHquSfKVZ6ku+8n2GWRXy5LaVBMFK3bzXzvlJh52GQQarZx/5QP1pWh+L07s7I8F9R4gdQYW7GtJreDC56l7Tab7mvch5/eqc9D/RI4OlbW+KtvbaXXEVRQFMFgMOqwlq/IKB8ytiM4rh6FXgvxvWRn7nBGAwGunTpwhtvvEGvXr1ISkpi/PjxjB49ukGdj5kzZ5KRkUFUVJQ7q5GWlsaKFSvIyMigc+fOdO3alddff909gfiEyZMns2jRIpKTk1mwYAELFy4kMTHxrH3KzMykY8eO7uOMHTuWjh07MmHCBACOHTvG8uXLOXbsGB06dCA8PNz9uNClAARBEABGNAsiRq+loM7Ou0ddt8bqdWG0T/4Alcob9Ptp0zITs2xl5/+2U2epRZIkWvRsfsZAxGG38+M77+GbZWCrdy6f6NfyvTaLTE02h1RF7kAkICCA9u396NV7C126fEGd4Tir83fQqW8//Cpc5eZrau6mbsdmymrqAKgqyOU/Mw9g508A2Cs38HP3ZCa9NBQvJQ+nSkt0Zg3j70jg9fs68O7IXqT9fQF2UyzBUgUjpG94f+3v9Ht9LRl7Cq7Bp3uS1WxHrXctp6I4tFjq1/yRFdfQkUqRUezXRzAiKRd6P6oHVVZWYjKZqKioOG2OgsViIScnh7i4uPPOmbhRSJLE0qVLGTx4sKe7Ir4fQRDOaHlhOY/uPoSXLLOpawKhOtdFsbj4R3bsfBRwkpPTgeIjnejeIoaeDw47437qas3877VZRFcmsM7rIAWy6zbWgIAAwsPDiYiIICIigsBALcePzyI3bwknpm3WVPuzffsAghz+9OucwpZPtlPun4zkqMJ7aBvS2gSxbPqPOKUAVHYLFeYfKLxrGNOHJqNVy+zO2MaaL8qRnTZa3HaMfnc/crJjv34Bn4/ErvZhsHoWv5a75mv0Swxl0p1taebnddU+2xPK8mv44Zu/4hf3M3U5sRzt/xkTDubS9tDv9Dy8E51TjfdhiSf/8wIq1dXJTZzr+n0qkRkRBEEQrrlBwSZSfL2pdTr5V87Jqt5BQX1p1cqVkY2Ly8IQcoCcnblUFp9eXKy6tIRvJr1KeFVrVnntoUCuQKfT8dBDD/HUU0+Rnp5Ot243oVL9yPasgeTm/RdQCA25A40mAB9DGc3jsiiSK/lh8zZa99dhqDqCojJStXQPS6dvwSkF4GUupNzyObqRj/Lave1RjlZRNHcXUbpgvJTjOGUNuV/m4lROqTWSOATCO6C217AsaSNj+jRHLUtk7Cng1pk/sen3kqv9EVNbbUOtLwdApQ8+OUxTfzuvWpFA0mGpsl31vpyPCEYEQRCEa06SJCa1cFUE/TSvhL3VJ0uxR0U+SFTUwwC0bv0z5WFH2bDgswbblxw7wneT/kW4lMz3XruolGvxM5l45JFHiI93FfcqKVnLL5sHcuDgNOz2KozGtrRuv5jKZtOoiZoJQHjkHgL98shXVbD9cB1B/t+gs5QiSyYUSYt/6R6sqo9o8cxLPNUjntKl+9n0wSq+PPwD61f+RPdbEwCo8b6JHz+fd7KDsgz9XgJAvW0ez92k5du/9aRTtB+1NgcfrP396nywp6itqnMXPNP7RrsnsMqK69KvUiSQtJgr6656X85HBCNNkKIo18UQjSAIwrl0NvkwMNiEE3hw1+/8VFrlfq9lixcICrwFWXbSqu1qSiqLyTu4D4Cje3bxv6lvE+DTnlW6X7FKdiLCIxg1ejQhISGYzYfYsfNRMneMZrdZ4UfVEBab/sOzzlfpvFPN3VkHeTjHl7ygpwFo224LOpWV43IZBUE9CayYg6kim6gj32EImEv7F/7DbVoNa//1FR9lfcWP2t3kqcrYrDlI2W+5+Eq5KLKG418VNKzgGt8bmt8CThv8MJVWoUamDWkHwIbsEiy2hndLXmm1VSczI77BrbE4XH1TOU/MGQFJ0mGuEsGIIAiCcAOb2DyCSL2GYxYb9+3I5m97j1BmsyNJKpKS3kQtxaPRWjF1/ppNHy/kt59/4ueZ89EHJrFOtw+npJDYJpI774qnqGgen22dwF9/WcSY4lsZJX3MP6V/Mdc5jOWVJvaZrSiAd/38iAwG4O3dHEWqoHOnXcgKHKGU8nb9CdJOJ6r1YhJH/wfb/7bw3pJ5rHHsokI2IzucqGtcgdMa+y46tXRleKq9O/Pjoj/ctdhvMiC55pAc30abMCMhRh21NgeZh8qu6mdbVVaGWu+qvhoSlYK1PjOiPjGB1QlIOmpFZkQQBEG4kUV76VjTuQ0jmwUh4Vq7ptfm3/i6sBxZ9qJLt0+wWQ14eVeiS/6RXZ8uQW6rpjj+axIS19Cj5woCQ6azbM9rPJpj5JnKu1nJbWRLrbChxU+tom+AkWdiQvmoXRw7b27LypRWAGSUVBPY8nUkSYPktZeUuAIkBQ7LNZQ0H01Z4lS+XL6SHwu3Ui1b0DhAX3icRIOKXh3bo7HWYZFsrC/bSby2FEVWcXxFEc5T16kJawfJ97r+/r+JSEDvVq7lPn7aX3hVP9uyomzAVX01JCwJy4k6I/XBiKworszIdRCMiDojgiAIgkcZ1CpebhXJkFB/xv52hANmK6N3H2JAkInprSKJDHmV4yVPo/PPRTc0F4ATJRezac4XjGGH1AkAFQp3BkrcGhJNJ18fYr20p1WfDtFp6O5n4OfyapZWBHJ/879z8OAreMeuo23+3fxaK3PAaeXA8d9BAr1Tjb60iLjm4XR75AVCYuNRFIX84y/zW5WNPFUZEaYAvEugypDK2k8/pM+w0ScP2PdF2L0UctZC9mp6t05kydZj/LS/iBev4kL2tTW56AClRodapcZSP4FVXT+UJDkV15wRMUwjCIIgCC6dTT78r3NrnokJRS3Bd8UV9Nq8l6ywVAoP3YnT6bpk1db6kqdL512fD5kgzWCH1AmVBPeHBbChayLvJndgaFgAcd66sy6D8VAzVzjzaV4J4c1G4u/fDaezlsg+20moMyApEganjpgKieQQHx4a9yx3PfM8IbGuybGSJDHo8f+HsdJ1l882+XfiDKUgqTj6bVnD7Ih/DHSuD04yJtGjeQCyBPsLqsktr+VqsduLAXCaXUUpT2RGNM76RfKcTiQxTCMIgiAIDelkmX/Eh7MqtTUdjN5U2p383/5jLEp6iIydD5Ox+298EvIp/1d3P+vNfsjAvWH+rL8pgTcToonx0l3QcQYEmQjWqimos7OypIrExNdQq03UmPeQeF8lnRUfOoUHcfcLj3P7k88QEBF52j68jL4MGTkKfWUliqSQ6XWQOL2DSmMn1n08t2HjXv8HOl8o2IXfwa/oUL8y8Nr9p9+yfCWs2JlLnVIOgNPqquFSW1/0TOt0rUsjOR1wnQzTiGBEEARBuO4kGrz4JqUlk5pH4CVLbLXa+azT7cxP6sWaaisycE+oP+u6tOHthBjivC8sCDlBK8v8JdyVHVlwvBi9LoyENi8DUFj6Kd2e6cmf/joaU0goAIripLp6P7m5/2Xv3hfYvOVODma/Rky79qS2T0Brc1ItWSgw7sekljm6sgLnqWuLeQdAj6exoeLIqtn0jTcA8NNVCkbe+ykbja5+9WC7q+DkUYsr6DBZXRVpJYcDSVJRex0M04g5I4IgCMJ1SSVJPB4dwm3BJv7vt6OsL69GAgaH+DE2NoyWPpdX1XlYRCBvHy5gfXk1B80WWoTcRnh4Onl5S9i95++0bjWRyqpfqazYTkXlDhyO6gbbV1Xtps5aSO8HJpMz4QVy1X4cUhWR6hvAMXtHvn1uAgNenoBKp6OkuITNBc3JUp7EWiPjs+krBjoi2bFPhc3hRHOFK6CWVdWhCTEDIMkG7E6FQ7WuoCPQXI0TkOyuDInIjNzACgsLeeyxx4iOjkan0xEWFkZaWhobN250t5EkqcEqvlfT2rVrGTRoEBERERd03MceewxJknjzzTevSf8EQbhxxXrpWNKhOYvax7P2pja82zb2sgMRgEi9llsCXSXKPz7uqojaquV4vLxisFrz2LnrcQ4dmkVp2c84HNXIshd+fl2IjHqMfcHTOSS1IC//C/bu+z8Gj3kSnxLX3THbtQeINdRRZbmFpf/4lPcnv8U7s97hl1+zsEoykgI1OAn2OcKj5PDbP1dy+I11lH59AMu+0ss+L0VRqKk+WfBMpfPniKUOm6KAw4nR6gpSZLsrCLFU23A6PbsyjMiMeMjQoUOx2WwsWLCA+Ph4CgoKWL16NaWll/8P8VLU1NTQvn17Hn74YYYOHXrOtsuWLeOXX34hIiLiGvVOEIQbnSRJ9Ak4+9oml2p4syAySipZnF/K8/HheKl9SGr7Jjt2PopabcTk2wFfU0dMvh3w8WmFLKt553AB047loeYVRkhz6Vv0PQ5HDX3vuIP//bCVWm8du3124jQo1EjWE0vhEOHwJ9LqRZiziN0aFb9rLfyuKuCoXExKcXMSC5yYf87H/5E2+LQMbtDPvIpaiqvqaBdpOu851docqGyKu+BZOSEcNNcPzdTYUSTX8JFss4AWFMUVkHj7em719SYXjCiKgs3mmTr7Go3mrDO3T1VeXs769etZs2YNvXv3BiAmJoabbrrJ3SY2NhaAIUOGuN8/dOgQAF9//TWTJk1i9+7dREREMHz4cF588UXUatfXKUkSs2fPZvny5axZs4awsDBmzJhBenr6Wfs0YMAABgwYcN6+Hz9+nCeffJKVK1cycOBVvCdNEAThGugbYCRKr+WopY6vCsu4PzwQX99kevbYdMb2e6tr3Wvp2JGYy2iOS5E8UPofAoLNxAW14EAVVKlcF3+NU8a/xoGqrAyL00BpWGtadwnklq3/It4ey7ckgcbOJs1+9spH6G1PonJlJoktT/48rrbauWvWz5TU1LH2ub7nXWSvtKYObyfuzMiBmlD8zFbAFYw4qa83UmdB0phRJG9qq+pEMHIl2Ww2Xn75ZY8ce9y4cWi15/8yDQYDBoOBZcuW0bVrV3S60ydebdmyhZCQEObNm8dtt92GSqUCYOXKlQwbNoy3336bnj17kp2dzaOPPgrAxIkT3duPHz+eV155hbfeeouPP/6YBx54gKSkJBISEi75/JxOJw8++CDPPvssbdu2veT9CIIgXC9UksRDEYFM+z2PBcdLuD888Kxt65xOntx7mDpFoX+gLx19vXk1J5/vGECe1IwnKv5FVM8qipYEUUEgclUpAXoNcoAWY7aJ0uC2VJRr+T5DC7iuU+EoWLzyqTHm4N98A0f8lhKSOarBcWf/eJDCKlcwkV1YfUHBiEmpQa13VYn9IT+EdjUnMyP2E5mROguyVxUOlTfmyjoCm13SR3hFiDkjHqBWq5k/fz4LFizAz8+P7t27M27cOHbu3OluExzsStH5+fkRFhbmfj5t2jSef/55hg8fTnx8PP369WPKlCnMmTOnwTHS09MZNWoUrVq1YsqUKaSmpvLOO+9cVr9fffVV1Go1Tz311GXtRxAE4Xpyf3gAGklie5WZnVXms7Z741ABu6stBGhUvNY6imdiw/igbSxeskQWyUySXiWntoLkwUdoF+fDXcNHMurN9xk1+V2S305HX/caMYdXoq8txstcgG/lIQJL9xJxLJcWtgICog9R5utDZcJ3WApdgcTRUjNz1+e4+5BfaTnv+ZTW1BGpcWVvFIdMtjmIHWWuO2tksx07rmBEba1FZa8EPD+JtcllRjQaDePGjfPYsS/U0KFDGThwIOvWrWPjxo18//33zJgxg7lz5zJixIizbrd161a2bNnCtGnT3K85HA4sFgtmsxlvb28AunXr1mC7bt26kZWVdVHn88fjvvXWW2zbtu2ChqIEQRAai2CthoHBJpYVlvPR8RJea+N9WpttlTW8faQAgFdbRRGic/28HxTiR7SXlhG7cjhujWCC9C+etr9Cx5R1xHZ8HLk+q50QnULz/3zHok//ibxiOkqACW+fEhK0BXwrD8CndzVTeJMK/Hg57O/sXfUZHYc9yivf/0ad/WQBtcILCEbKzHWEaVzzD51mPYqkIsdiBQm8amzuzIjaWoPGWkmdDo/f3tvkMiOSJKHVaj3yuNiLtF6vp1+/fkyYMIENGzYwYsSIBkMtZ+J0Opk8eTJZWVnux65duzhw4AB6/blnl19OELFu3ToKCwuJjo5GrVajVqs5fPgwf//7393zWwRBEBqr4c2CAPiioIxKe8PVdGsdTp7aewSHAkNC/BgU4tfg/fZGb75LaUUHozfV+DBdmsR3ljZk7RiJzVbhbqdVaXnowRk8vHg7I99dw9DhE0nUWolOzOU11dOUSwEoksyvUnvKdYvZklPCNzvzkCS4NcFV7+RCMiMl1XX4a12ZFadZj6KRqK3/8e9bczLo0Fhq0Ftc/fN0ZqTJBSONWWJiIjU1Ne7nGo0Gh6Phf4pOnTqxb98+WrRocdpDlk9+nZs2NZx8tWnTJtq0aXPJfXvwwQfZuXNngyAoIiKCZ599lpUrV17yfgVBEK4HXU0+tPLWU+t0siS/4V2N03/P46DZSqhWzcutTq/EChCm07C0YwvuCvHDgYq50himmtP5PmscTudZLvRth/BNy7t4NmwKNZIRneTKgOxXWuMMPMSiHz8B4L7UKPq0dg3VF1Raz3suZeY6DDpXTRSnVY9kcGVxjEiY6q8psiKhsdvxqXUFLZ4uCd/khmkag5KSEtLT0xk5ciTJyckYjUYyMzOZMWMGd911l7tdbGwsq1evpnv37uh0Ovz9/ZkwYQJ33HEHUVFRpKenI8syO3fuZNeuXUydOtW97ZIlS0hNTaVHjx4sXLiQzZs38+GHH56pOwBUV1dz8OBB9/OcnByysrIICAggOjqawMBAAgMbTuzSaDSEhYXRunXrK/jpCIIgXHuSJPFQs0D+eeA4C46XuFYRliR+Lqvi/WOuKqmvt4nGX3P2y6aXSua9xBha++iZmZPPVukmHq/qxOAtXzK141D8tQ2H8pcVlfNkxFPYUZNi3UqC3IFPNLDP2RZFBb2CPiHj8ETG9m/FzqOuDEbBBc0ZsRHpVd/O5kVMtIl9gFJlw6c+4FEjo3U4keqDEU8vlicyIx5gMBjo0qULb7zxBr169SIpKYnx48czevRoZs2a5W43c+ZMMjIyiIqKomPHjgCkpaWxYsUKMjIy6Ny5M127duX1118nJiamwTEmT57MokWLSE5OZsGCBSxcuJDExMSz9ikzM5OOHTu6jzN27Fg6duzIhAkTrsInIAiCcP25NywAL1lmv9nCLxU1VNkd/O23IwAMCw90F0g7F0mSGBsbxg83taGn0YZDUvOFuQ1dNmYx91gRtvriYvOPF/PXPUewo+Zm53oWbf8HHXbNQwVUqn3Jr2uGwVDKC332EGLUE+rrGoa/sGDEirY+GJFlH0LDXaXna8ss+NTf1qtWZFROJ9o6MYH1hqXT6Zg+fTrTp08/Z7tBgwYxaNCg015PS0sjLS3tnNtGRESwatWqC+5Tnz59UJSLq8B3ou6JIAhCU+CrVnF3qB8L80pZcLwYb5XMMYuNKL2WSS0urshjax89S1I78/m+ZbxyXOaYM5p/HjjOvGPFdPc38FFuCSBxq/I94/SlGK02BluWME//OLstdjaV3MqQ8AVEqBZhsz1KqMkVjBRVWbE7nKjPUT6+vLoOtdG1GrBeHwBGDVTWIdXY8ZJOBiNOjYzWen0M04jMiCAIgiDUOzGRdXlROQvzSpGAt9pEY1CrLml/97QezEeRuxipvIcvFWTXWusDERiiLOFvvttJ6Dadg3IcBslCfOEuAPY5E7FVB2G3V5Cz/VmCspfRTbUXpwIlNecOHMwVVvQ+rtL0Jr9Y8urXoGlpPsyfJFcJCZUioeg17sxIbZUNxYMl4UUwIgiCIAj1ko3edDR646i/Lj8aGczN/obL2mdCy+e5L0hhpvIEg6VvCVNbGa7MJV36gsSEaUiyiq3xfwUg7djnABT4BpCdnQLAscrVWFb+lYWaqURJBeRXnHuoxlldgdpQ5npS2My9QN6/6v5NS9lVf0TlBMlHh7aufqKrU8Fqtl/WeV4OEYw0QYqiMHjwYE93QxAEoVEaGenKjrT01vF8fPhl70+SVLRNfJ1QYzzpzg+Zafsz/fmO2Ji/4uPTAoCIm4awxdmKzlW/AlBs8COvKgwKWqLIEgeam5BRaCHlnnPeiMOp0Mx+GFQ2FEXiYJUJm6KgUxx0qtuPFddwj6yA2uiDrNhBct2h48l5I2LOiCAIgiCc4p5Qf3zVKjr5euN1jrkZF0Ot9qF98gdsybwbqzUfb+94YmMfd7/fOS6Qbso/Cas4hpfDQa1KRZHBj8rf++Ibmk1xAJSaNEQUl5wzGKmstRGryQXAYjGwV3Hdytui9igyCrWKa/kR2amg8fMDQKIGBR3mqjoC8Lki53uxRGZEEARBEE4hSRJpQSaCtRdeVftC6HShdOgwn7DQwSQlvYMsn1yXTK9RMbx3AtrIDnQNdK3MW+AbwCGrhONoewAONPchXCo+Z62RUnMdEV6uOim1tUYOebnOoXn171RrArHgWj9NBehOlGtw1s8b8WBmRAQjgiAIgnCNGHxa0rbtTIyG04tQPn1rK756ojvdA4yAKxipkM3Iu3ujQkO1QU2k6fg5q7CW1tRh9HUFF5ZaI8d86oOR2qN43z4Fq+RaZE+Fgj4gBAC1ZTeJ3cMxBp67ivfVJIIRQRAEQbiOdDa5hkoKTYEogFllRI+rllSg8dzDNKU1deiMrgJptRYjRd6uAKOlbEVOvo86lSsbo8KJd5CrxLyxZCV9hrUhLN50tU7pvEQwIgiCIAjXkWSjN2oJarQ6qnTe5GrKKcvxA0BnrD53MFJpRW0sB1yZkTJvV5alebsBoFJjk1xTRdVOG8YgV+0Ub7MDs/3sqxVfCyIYEQRBEITriJdKJsngWjm4wNefAqkcOT8KAIfRQWFF7Vm3LSqsRGUoB6CsLhCL1pUJad72NgDqcK2Yp3ZaTmZGaqHUUnr6zq4hEYwIgiAIwnUm1eQKRkpNwSgS2OtcC/TV+sh41eVjsTnOuJ05fw+y2oaiQL4cBoCvxYqhfjKurb7StsZRjcq7fgG9WiizlF3V8zkfEYx4SGFhIY899hjR0dHodDrCwsJIS0tj48aN7jaSJLFs2bJr0p+1a9cyaNAgIiIiznncvXv3cuedd2IymTAajXTt2pUjR45ckz4KgiDcKFJ9XfNGysJcQynFTg1OqxZFkkgy7j/rUI2uah8AVqsPVp1riMavtgpnnSt4seH6U0stKssxAAwWKK0punoncwFEMOIhQ4cOZceOHSxYsID9+/ezfPly+vTpQ2mpZ1JlNTU1tG/fvsFCfX+UnZ1Njx49aNOmDWvWrGHHjh2MHz8evd5zM7AFQRCaotT6SaxHVVpssopjcinOUlcBtpa+OWetwmpQ8gDXbb2Kt+sSbzRXUlS/4J9dORGMmFFV7UdxjdpQWZR71c7lQjS5omeKouB0nn087WqSZS8kSTpvu/LyctavX8+aNWvo3bs3ADExMdx0003uNrGxsQAMGTLE/f6Jhem+/vprJk2axO7du4mIiGD48OG8+OKLqNWur1OSJGbPns3y5ctZs2YNYWFhzJgxg/T09LP2acCAAQwYMOCc/X7xxRe5/fbbmTFjhvu1+Pj4856vIAiCcHGa6TSEaTXk19moMASgqSyCmmbAYZr55lJQdeZaIz5a17o3lloj5T6u23j9aqv5fcdvhCbHuTMjOqUGqWAHdV4adGYb1cV51+S8zqbJBSNOZy1rfmrnkWP36b0Llcr7vO0MBgMGg4Fly5bRtWtXdDrdaW22bNlCSEgI8+bN47bbbkOlci3StHLlSoYNG8bbb79Nz549yc7O5tFHHwVg4sSJ7u3Hjx/PK6+8wltvvcXHH3/MAw88QFJSEgkJCZd0bk6nk2+++YbnnnuOtLQ0tm/fTlxcHC+88IIoPS8IgnCFSZJEismbb4oqsMbEw64iaswhmAB/31KOnyUzojecvK03t77Cqp+5mrwyB4qiYMO1/oxerobco9iNXujMNswlBdfitM5KDNN4gFqtZv78+SxYsAA/Pz+6d+/OuHHj2Llzp7tNcHAwAH5+foSFhbmfT5s2jeeff57hw4cTHx9Pv379mDJlCnPmzGlwjPT0dEaNGkWrVq2YMmUKqampvPPOO5fc58LCQqqrq3nllVe47bbbWLVqFUOGDOHuu+/mp59+uuT9CoIgCGd2Yt5IaXgzAI6aXb+4an3MFFZWnXGbEzVGzLW+HPeqv46YqygxV2Kz1LmHZbwoh7IcnL6uX6BtpSVX6zQuSJPLjMiyF3167/LYsS/U0KFDGThwIOvWrWPjxo18//33zJgxg7lz5zJixIizbrd161a2bNnCtGnT3K85HA4sFgtmsxlvb9c/rG7dujXYrlu3bmRlZV3U+ZzK6XQCcNddd/HMM88A0KFDBzZs2MB7773nHm4SBEEQrowT80Z+c0q0VyTK6jQ4rXpknYVa836gfYP2VdVWNL6uYCTfGY5dVqNVnBistZQodmqr6muJKOBjdM31k7xcYYC93LN30zS5YESSpAsaKrke6PV6+vXrR79+/ZgwYQKjRo1i4sSJ5wxGnE4nkydP5u677z7j/s7lQuaznE1QUBBqtZrExMQGryckJLB+/fpL3q8gCIJwZu0MXmgkiRKbA6eXP1hKsVcGow0+isqx/7T2+w/sRaV1rS9TKLsmu0ZrVMgKWCQb+Qdcd89oUKEPj4eCPaj1rl80lfLKa3RWZyaGaa4jiYmJ1NTUuJ9rNBocjob3knfq1Il9+/bRokWL0x6yfPLr3LRpU4PtNm3aRJs2p6+FcKG0Wi2dO3dm3759DV7fv38/MTExl7xfQRAE4cz0KplkoyvjXhnuqjNSV+VaT8ZHOnBa+2MHNgBgtXpTrfcDoI3JgK/T9Yvqwd2un99qRUbXzPWLpVZ2zT2RKquv0llcmCaXGWkMSkpKSE9PZ+TIkSQnJ2M0GsnMzGTGjBncdddd7naxsbGsXr2a7t27o9Pp8Pf3Z8KECdxxxx1ERUWRnp6OLMvs3LmTXbt2MXXqVPe2S5YsITU1lR49erBw4UI2b97Mhx9+eNY+VVdXc/DgQffznJwcsrKyCAgIIDo6GoBnn32W++67j169etG3b1++//57vv76a9asWXPlPyRBEASBVF8ftlaaKQwJxTcHaqtDMADh+mwURWmQ8a4tO4ghyHVbb5WXa4inpcEbo1NFhQqOFNZnRhQV2qgk2AZeSjlWQFNlOW1/15LIjHiAwWCgS5cuvPHGG/Tq1YukpCTGjx/P6NGjG9T5mDlzJhkZGURFRdGxY0cA0tLSWLFiBRkZGXTu3JmuXbvy+uuvn5admDx5MosWLSI5OZkFCxawcOHC04ZYTpWZmUnHjh3dxxk7diwdO3ZkwoQJ7jZDhgzhvffeY8aMGbRr1465c+fyxRdf0KNHjyv58QiCIAj1UurnjRzydv1Zbg4AINSQT9kpmXQAyVEIgMVioNjgKnjWwluHUasFoMjmmk+iQkIXmwKAj9NV28rT69OIzIgH6HQ6pk+fzvTp08/ZbtCgQQwaNOi019PS0khLSzvnthEREaxateqC+9SnTx+U+jLB5zJy5EhGjhx5wfsVBEEQLl1q/d0uvzvBJqsotsrEW7WodHUcL95LgKGzu61G5wosCuvCOBrmClq6+hnYG+QHRWU4JdfPeJVTQmsKhcAWeB11ZUuMtQqlllJ8ND7X8OxOEpkRQRAEQbhORei1ROg0OIEi3wDskhN7eSAAxWU7G7TV+rgyHzs1HVAkiY5eEs30WsLaRCMrJ4dfVEhIsgwRHVHpXBNYjWbPrk8jghFBEARBuI6duMW33M81edVe6QpGzNW7G7TT1NcY2W1oDcDAkPohnZZx+DlPlp5Q16/cS0RHVNr6YMTDK/eKYZom6EKGWwRBEITGIdXXm+WF5RT5B8MhsFWFAb/irDt5d2NleRFqr1qqMHDU6Lqtd2CYK3jxD2+GwSZT6irkjfpEHiKiI+r6zIjBArlmzxU+u6TMyOzZs4mLi0Ov15OSksK6devO2f6nn34iJSUFvV5PfHw877333iV1VhAEQRBuNCcqsR71MaIAltowAHRk43S6yrv/vtd1Hd5ivxlFkmlZm0ect6tiq1qjwVs6eblXnygDEZaMSuv65VVWYGBw32txOmd00cHI4sWLefrpp3nxxRfZvn07PXv2ZMCAAWddRj4nJ4fbb7+dnj17sn37dsaNG8dTTz3FF198cdmdFwRBEISmLsnohU6WqFapKDT6U1VnwlGnQSXZMJuzASg6uh2AX3BV377d2rAOia/hZFFMlar+0q8zIIW1Rla7siNUeq7w2UUHI6+//jqPPPIIo0aNIiEhgTfffJOoqCjefffdM7Z/7733iI6O5s033yQhIYFRo0YxcuRIXnvttcvuvCAIgiA0dVpZZlCwHwDrWyRTLluxlrhu3a2sci1/Yqk5ihkv9qpdJRwGaxoOuQRGB6JSXJd8Tf3CqwBEdHJPYrWXNZIJrHV1dWzdupX+/fs3eL1///5s2LDhjNts3LjxtPZpaWlkZmZis9nOuI3VaqWysrLBQxAEQRBuVBOaR2BUyRT5+pPZLAJ7qQmAqqpfAVAoIYsUHJIaf3M1bQwNb9H1b9mMQKcBcFX3djvljhpHefnVP5GzuKhgpLi4GIfDQWhoaIPXQ0NDyc/PP+M2+fn5Z2xvt9spLi4+4zbTp0/HZDK5H1FRURfTTUEQBEFoUkJ0Gl6Id01M3RyXSJk1HoCKCldmROVVzha6AJBYlItkatZg+6DoWFqbTSTaI4kw+J98ozEGIyf8sVzs+UrInqn9mV4/4YUXXqCiosL9OHr06KV0UxAEQRCajOHNgmhWU02dWsMXzW4HoKpyD4riwGGoZQedAEgpPAJ/CEb8QsMpKN9BRJkNOfyUYZqwJEI7VRM/oBDfru2u2bn80UUFI0FBQahUqtOyIIWFhadlP04ICws7Y3u1Wk1gYOAZt9HpdPj6+jZ4CIIgCMKNTCVJPFhWjKQobA2LZYe9I0h1VFbuYo93S6ySHqOlhtbV+eDbMBiRVSrsQfBL8TdoTaesbK/xQteiNTqTHbn8t2t8Rqf072Iaa7VaUlJSyMjIaPB6RkYGN9988xm36dat22ntV61aRWpqasNxqxtMYWEhjz32GNHR0eh0OsLCwkhLS2Pjxo3uNpIksWzZsmvSn7Vr1zJo0CAiIiLOetzq6mqefPJJIiMj8fLyIiEh4awTlwVBEIQrL8XfRNvcHADmS6OoQ8PhnM/ZQlcA4orz8FWqTwtGANr2+hMG/wCaJbRt+EbMzRDVBWTPlR676COPHTuWBx98kNTUVLp168b777/PkSNHePzxxwHXEMvx48f56KOPAHj88ceZNWsWY8eOZfTo0WzcuJEPP/yQzz777MqeSSMzdOhQbDYbCxYsID4+noKCAlavXk1pqWcq4NXU1NC+fXsefvhhhg4desY2zzzzDD/++COffPIJsbGxrFq1ijFjxhAREdFgtWFBEATh6giNDqPz9p/JCWpGoS6MFcpg7ir+H9vlmQDEFeXiq7GA1vu0bVMGDiZl4ODTd3r7jKvc6/O76GDkvvvuo6SkhJdeeom8vDySkpL49ttv3avG5uXlNag5EhcXx7fffsszzzzDv//9byIiInj77bfPesG7XIqiYHY6r8q+z8dbli9o+eXy8nLWr1/PmjVr6N27NwAxMTHcdNNN7jaxsbGAa6XcE+8fOnQIgK+//ppJkyaxe/duIiIiGD58OC+++CJqtevrlCSJ2bNns3z5ctasWUNYWBgzZswgPT39rH0aMGAAAwYMOGe/N27cyPDhw+nTpw8Ajz76KHPmzCEzM1MEI4IgCNdAcFQYOoedm7N3kZGYynLuxkeuxiz54OuoJKyyFKPB0728eJeUkxkzZgxjxow543vz588/7bXevXuzbdu2SznURTM7nTRfu+uaHOuPsnu1w+fU+7fPwmAwYDAYWLZsGV27dkWn053WZsuWLYSEhDBv3jxuu+02VPX7XblyJcOGDePtt9+mZ8+eZGdn8+ijjwIwceJE9/bjx4/nlVde4a233uLjjz/mgQceICkpiYSEhEs+vx49erB8+XJGjhxJREQEa9asYf/+/bz11luXvE9BEAThwplMJtSoiC86RquiEPYHR/Ox4lpJvW3NfiTA17fxrfQiFsrzALVazfz581mwYAF+fn50796dcePGsXPnyRUYg4ODAfDz8yMsLMz9fNq0aTz//PMMHz6c+Ph4+vXrx5QpU5gzZ06DY6SnpzNq1ChatWrFlClTSE1N5Z133rmsfr/99tskJiYSGRmJVqvltttuY/bs2fTo0eOy9isIgiBcGFmW8dcZkYC7t+1Do9Sh1Jd6b17mmkviG9T4bvpofOHTeXjLMtm9PHN7krd84bHd0KFDGThwIOvWrWPjxo18//33zJgxg7lz5zJixIizbrd161a2bNnCtGnT3K85HA4sFgtmsxlvb9c4Ybdu3Rps161bN7Kysi7qfP7o7bffZtOmTSxfvpyYmBjWrl3LmDFjCA8P59Zbb72sfQuCIAgXJsA3gKKicoLscFv1t3xtHIxBqSK0pAKzEoQhMNzTXbxoTS4YkSTpgoZKrgd6vZ5+/frRr18/JkyYwKhRo5g4ceI5gxGn08nkyZO5++67z7i/c7mQ+SxnU1tby7hx41i6dCkDBw4EIDk5maysLF577TURjAiCIFwjQcFB7Cv6nTqNmt6Hv0fd1kYL9mOxNMcLGdkU6ekuXjQxTHMdSUxMpKamxv1co9HgcDgatOnUqRP79u2jRYsWpz3kUzIzmzZtarDdpk2baNOmzSX3zWazYbPZGhwDQKVS4fTQhGFBEIQbUUiEq65XrdqJrUjNPSwi2bYLm02Hj8JpBc8agyaXGWkMSkpKSE9PZ+TIkSQnJ2M0GsnMzGTGjBkN7kqJjY1l9erVdO/eHZ1Oh7+/PxMmTOCOO+4gKiqK9PR0ZFlm586d7Nq1i6lTp7q3XbJkCampqfTo0YOFCxeyefNmPvzww7P2qbq6moMHD7qf5+TkkJWVRUBAANHR0fj6+tK7d2+effZZvLy8iImJ4aeffuKjjz7i9ddfvzoflCAIgnCa0NgIACrlWuTjQThsBdQVhwMSBuxnrDFyvRPBiAcYDAa6dOnCG2+8QXZ2NjabjaioKEaPHs24cePc7WbOnMnYsWP54IMPaNasGYcOHSItLY0VK1bw0ksvMWPGDDQaDW3atGHUqFENjjF58mQWLVrEmDFjCAsLY+HChSQmJp61T5mZmfTt29f9fOzYsQAMHz7cfYfUokWLeOGFF/jLX/5CaWkpMTExTJs2zV1jRhAEQbj6AkODALBKdvSOCHZ/bMU/rDcYLPhgaZTBiKScWCjmOlZZWYnJZKKiouK00vAWi4WcnBzi4uLOO2fiRiFJEkuXLmXw4MGe7or4fgRBEK6C11+aTqXTSvNCO4UlWfjF9eGovppuVJA26Q1Pd8/tXNfvU4k5I4IgCILQyAToXZXNJL0PAPb6+zaM+sY5h08EI4IgCILQyAT6uxaadWq1AFhl1yCHr6Fxrvkm5ow0QY1g5E0QBEG4DMHNmsHx/Vjqr+JWyQ6Ar1/jHA4XmRFBEARBaGRC4lyTVCtlG3qVEbNUB4Ap2N+T3bpkIhgRBEEQhEYmJCoMgGrJgp9PFIqkgAKG0MZX8AxEMCIIgiAIjY6Pjw86VCCBHOCqO+KFCpWfCEYEQRAEQbgGJEnCX+WarFqncd1K460AvhEe7NWlE8GIIAiCIDRCgV6uyapFKtcyIq7qqyIYEQRBEAThGgkOcBURq5YsAHhLDlDrPNmlSyaCEUEQBEFohIKbhTZ4blA33rIOIhjxAEmSzvkYMWKEp7soCIIgXOdCW7Vo8NyglzzUk8snip55QF5envvvixcvZsKECezbt8/9mpeXV4P2NpsNjaZxVtUTBEEQrg7/6BbICjjrYxCjb+MseAZNODNSU1Nz1ofFYrngtrW1tRfU9mKEhYW5HyaTCUmS3M8tFgt+fn7897//pU+fPuj1ej755BMmTZpEhw4dGuznzTffJDY2tsFr8+bNIyEhAb1eT5s2bZg9e/ZF9U0QBEFoHFQqFSZU7uf+gUYP9ubyNNnMiMFgOOt7t99+O9988437eUhICGaz+Yxte/fuzZo1a9zPY2NjKS4uPq3dlS7B/o9//IOZM2cyb948dDod77///nm3+eCDD5g4cSKzZs2iY8eObN++ndGjR+Pj48Pw4cOvaP8EQRAEz/OToaz+8mMKD/ZsZy5Dkw1GGrunn36au++++6K2mTJlCjNnznRvFxcXx549e5gzZ44IRgRBEJqgIC+JnPrfpX3DYzzbmcvQZIOR6urqs76nUqkaPC8sLDxrW1luOJJ16NChy+rXhUpNTb2o9kVFRRw9epRHHnmE0aNHu1+32+2YTKYr3T1BEAThOhAWqAWzHZ0iow6I8nR3LlmTDUZ8fHw83vZy/PE4siyfNhRks9ncf3c6nYBrqKZLly4N2v0x+BIEQRCahtjmJqQjNYSTD8ZwT3fnkjXZYKSpCQ4OJj8/H0VRkCTX1OmsrCz3+6GhoTRr1ozff/+dv/zlLx7qpSAIgnAtBTaL50npZQw+BlA13rsuRTDSSPTp04eioiJmzJjBPffcw/fff893332Hr6+vu82kSZN46qmn8PX1ZcCAAVitVjIzMykrK2Ps2LEe7L0gCIJwVUR3JbBZC2h1m6d7clma7K29TU1CQgKzZ8/m3//+N+3bt2fz5s383//9X4M2o0aNYu7cucyfP5927drRu3dv5s+fT1xcnId6LQiCIFxVOiOMXg29n/V0Ty6LpFzpe1KvgsrKSkwmExUVFQ0yAQAWi4WcnBzi4uLQ6xtvwZemSnw/giAIN65zXb9PJTIjgiAIgiB4lAhGBEEQBEHwKBGMCIIgCILgUSIYEQRBEATBo5pMMNII5uHekMT3IgiCIJxPow9GNBpXkZezLXQneNaJ7+XE9yQIgiAIf9Toi56pVCr8/Pzc68t4e3u7K5QKnqMoCmazmcLCQvz8/ERJekEQBOGsGn0wAhAWFgace8E7wTP8/Pzc348gCIIgnEmTCEYkSSI8PJyQkJAGi8cJnqXRaERGRBAEQTivJhGMnKBSqcTFTxAEQRAamUY/gVUQBEEQhMZNBCOCIAiCIHiUCEYEQRAEQfCoRjFn5EThrMrKSg/3RBAEQRCEC3Xiun2+ApiNIhipqqoCICoqysM9EQRBEAThYlVVVWEymc76vqQ0gnrdTqeT3NxcjEbjdVvQrHPnzmzZssXT3bjmGtt5Xy/9vdb9uJrHu9L7vlL7u5z9VFZWEhUVxdGjR/H19b3svghXz/Xyf/paayznrSgKVVVVREREIMtnnxnSKDIjsiwTGRnp6W6ck0qluiF/aDW2875e+nut+3E1j3el932l9ncl9uPr63td/HsRzu56+T99rTWm8z5XRuQEMYH1CnniiSc83QWPaGznfb3091r342oe70rv+0rt73r5roWr60b9npvaeTeKYRpBEIRrqbKyEpPJREVFRaP57VMQGjORGREEQfgDnU7HxIkT0el0nu6KINwQRGZEEARBEASPEpkRQRAEQRA8SgQjgiAIgiB4lAhGBEEQBEHwKBGMCIIgCILgUSIYEQRBEATBo0QwIgiCcJmGDBmCv78/99xzj6e7IgiNkghGBEEQLtNTTz3FRx995OluCEKjJYIRQRCEy9S3b1+MRqOnuyEIjZYIRgRBaNLWrl3LoEGDiIiIQJIkli1bdlqb2bNnExcXh16vJyUlhXXr1l37jgrCDUwEI4IgNGk1NTW0b9+eWbNmnfH9xYsX8/TTT/Piiy+yfft2evbsyYABAzhy5Ii7TUpKCklJSac9cnNzr9VpCEKTJsrBC4Jww5AkiaVLlzJ48GD3a126dKFTp068++677tcSEhIYPHgw06dPv+B9r1mzhlmzZvH5559fyS4Lwg1BZEYEQbhh1dXVsXXrVvr379/g9f79+7NhwwYP9UoQbjxqT3dAEATBU4qLi3E4HISGhjZ4PTQ0lPz8/AveT1paGtu2baOmpobIyEiWLl1K586dr3R3BaHJEsGIIAg3PEmSGjxXFOW0185l5cqVV7pLgnBDEcM0giDcsIKCglCpVKdlQQoLC0/LlgiCcPWIYEQQhBuWVqslJSWFjIyMBq9nZGRw8803e6hXgnDjEcM0giA0adXV1Rw8eND9PCcnh6ysLAICAoiOjmbs2LE8+OCDpKam0q1bN95//32OHDnC448/7sFeC8KNRdzaKwhCk7ZmzRr69u172uvDhw9n/vz5gKvo2YwZM8jLyyMpKYk33niDXr16XeOeCsKNSwQjgiAIgiB4lJgzIgiCIAiCR4lgRBAEQRAEjxLBiCAIgiAIHiWCEUEQBEEQPEoEI4IgCIIgeJQIRgRBEARB8CgRjAiCIAiC4FEiGBEEQRAEwaNEMCIIgiAIgkeJYEQQBEEQBI8SwYggCIIgCB4lghFBEARBEDzq/wOBUQTNhrTtRgAAAABJRU5ErkJggg==",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"mcmc_steps = np.arange(20)\n",
|
|
"ini_name = 'ini_file.ini'\n",
|
|
"dirname = 'outdir/example0'\n",
|
|
"k, Pk_true, all_pk, all_r = analysis.get_spectra(ini_name, dirname, mcmc_steps)\n",
|
|
"\n",
|
|
"# for i in range(len(all_pk)):\n",
|
|
"for i in range(0, 20, 2):\n",
|
|
" plt.loglog(k, all_pk[i], label=f'Step {i}')\n",
|
|
"plt.loglog(k, Pk_true, ls='--', color='k', label='True')\n",
|
|
"plt.legend()\n",
|
|
"\n",
|
|
"plt.figure()\n",
|
|
"for i in range(0, 20, 2):\n",
|
|
" plt.semilogx(k, all_r[i], label=f'Step {i}')\n",
|
|
"plt.axhline(1, ls='--', color='k', label='True')\n",
|
|
"plt.legend()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"id": "df7fc61f-05d5-498b-a8de-0ca00afaddf5",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"mock_data.h5 0.521446084349996\n",
|
|
"mcmc_0.h5 0.05371104376346312\n",
|
|
"mcmc_20.h5 0.05765913633435571\n",
|
|
"mcmc_79.h5 0.06103314972961067\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"dirname = 'outdir/example1'\n",
|
|
"\n",
|
|
"all_fname = ['mock_data.h5', 'mcmc_0.h5', 'mcmc_20.h5', 'mcmc_79.h5']\n",
|
|
"\n",
|
|
"for fname in all_fname:\n",
|
|
" with h5.File(os.path.join(dirname, fname), 'r') as f:\n",
|
|
" sfield = f['scalars/BORG_final_density'][:]\n",
|
|
" print(fname, sfield.std())"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "ed3bc75f-b608-4aab-bc44-9798816fada4",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "borg_new",
|
|
"language": "python",
|
|
"name": "borg_new"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.12.7"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|