{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ac95962d-58e2-4c73-be9b-b33d20eb82ca",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from IPython.display import Latex"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1dac6224-e71e-4f79-8270-7a289ca38e65",
   "metadata": {},
   "source": [
    "# Trasformate di Fourier discrete"
   ]
  },
  {
   "attachments": {
    "cd2b1236-71f6-48ea-8d42-6732d2cb2972.png": {
     "image/png": 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WM6/3h7z/h1d57b9+yn/++889YfCbDdpSf/o+xp8O42FMDJlxj/E7u5eTq6azYkJ3hnb9gAb1alChYlUqVqhF7Ybt8Or7CUMW7mbVaX8uu/uiwOgLY0w4SSb+9hbOjanFmHZVeaNJayo0+IjOdSrTsmoVqpWrQ+Pe0+m+05/djzMptDkVaIqIiIiIiIiIiIjID4ICTZGncoeHhdjyo4g9s4izEz+k6/vVee13lShbuRUftBnDiHnbWHXsBscvPeDew1DCk3NIs7iKg8c/8+VAc0az0rxXuiavV+5Mm4Fz+GTpNtYdOMrew3s5tHUpayePZmTzdgzqP5mRu+6z0y+TtEI7LkeesSmjTTd3cWZqV2YO64vXkLkMmLOZdfuOc+D4cU6fOcyBbUvZOGcwI3sNp0GtcYyadZx9wbkEZBbhctkxx98h8+ZyNk8aQovKH9Kx6zh6z9rGkq17OXlqP3tWzWTV6J70btWLenWN7Sw5xLaHEdy4dRK/wzNZ2bEanV//CZUad+HdEZuYtPUGl+7FEJEaR3KiN94re7GsVWlqlqnPb8v1pOOopczbuI/d23dw4sgxDt4K5UJANHGhlwk6uZrlvfoytEkP+g+cyfj5m1m77wj7jx3h+L6t7F45gwXjujNoyDAaDdvMiM13uR6XR0puHLa0c9xcMYrRr/2eBr+ryh+ajsZrwiqW7z7CviP7OHVkPetmDWdsy3q0fL8+71b7iIYdR9Fn0mbmrtvPgVOnOLRrBUdWDGV8pw7Ufb0BHYauYvTZBC5G5hmjwPjPlo491w+/QwvYPbwFI4aO5KMRy5i4Yhc7j5ziyMljnDy2m11rZ7B04iB6th1F8xbzmL39Lueic4lPS6Ig9j7+xxexbXwnmr1Xmzd/25hm/eYxfsdF9tyLwicqlpTIKwSdWsvy3gMY1rwvQyYsY/Ka/Ww9fIJjp45y+uhO9q6bw+LR3RgyYAiNh25k+KY7Rl/kkmItxOr6PNAc0bAiv379Iyp9NJoRC3ewavMeju3axrGz19j/KI2HSeYnMztFREREREREREREREo+BZoiX8uB05pLQdhZQo9OY05fL95/pzTl36zEu+81olGrAXQbMZNxkxezaNkmthw8zdEb97nuH0FAXDpJ2SYKLE7snimbXw40pzUpTanf1+B3lQfQZeZx1l2JIiCjkBxTCoVJN3h0YC5L29Sht1dH6o/ez7iDIQSmmSg0JWFLv8bdndOZ0bgqnb26UmvUbiYe9MMvo4gsmw2ny0R+9DXizs5k1aCe1PnF+7Tqtojhp2I4GZ6OzZlH2oM9BK7pyOhWzXnlp41pMngD066lcD0uG4cjh6ygs4QcmsmiYSNo9f5gxi05yZbHmQSkRlCQdJZz41swtcwvadJnGnU2BHA4KNP9Rk5cZJKf5M3dlb1Y2uJdqpRqwm8rfczQDbc4FpFNXFIC5sx4EjKziYoNIeH2ei4sHUq3aq1oWGUQA2cdZ/3VaKMvTORZ8rHlhJNwdw9nl/ZgfK92lKo9kg+H7WLLgyT8k6MxJbsDzeGMfu3X1P1dNX710RTaLDrDkcB0wtKNYy2MIuLiKo6NrUePWuX4j38rzVv1R9F24Q0234wj1e4gN/0R5uDN7BrRgZY//jmNW42j/sZgdvpm4H57qSM/FFP0MY7O7M+wymVo0Xk8DWaeZ/2NaBLMTgrsFhzmFDIfH+DB1rGMa9qeOm+2o8ukA8y9mcrDFLPxeSb2qOME7p1C/7rtqfJWb4YsvcLOkEKi84qw5kSS5bORS8uG0r1GaxpUG8yARefZeCeZ8Gz3Oz1NOIsSSfU7yvXlvZnWux3v1h5B46E72Xw/Eb+cPArtSZ8FmkPrVeOVX7WjVte1LLqRgHdMOqb0GHIy04jMtJBW6MTpnqwrIiIiIiIiIiIiIvIDoEBT5Gu5cDmt2PMTyY25z4PTO9i/fBrLpg5n/IBOdKlXlwZvvkeV0uUoV74yVWrUoa5Xe7xGL2LYposcuBtLaFoReUXut19+JdBsVZVS1XtSpstq5p3w52ZCAWlFdqx2E3ZzMskPj3JzaQ9m9OvGe43n0HrSWU6GZRGZHESu32aOzBmN15vNaNlqOqP2+HIgIJM0swOr0/0YUTu2gmhMSRe5vHo802q+S+euo6i+8BYrbgSR74gl4Ph8jvUqQ+cm7flxpWn0WX6Zi6lFRBdacblsWHOTyYsPJOThQ7yv+PA4NImoHDO55phvHmi2q0iVev35U7tNzDsTwuM8K9kmEw5LPiZLDmkxdwnaP5bN4ztQ58NR1OqxieXngrifWkCGxTgGpw2nzVg28SFJN1exb8YwWrzXhpbNZzL1SDCnA0PJiT/LzRVjGP3aG3iVb03VsQeYeDyY4DR3IGrGac8h1WcfD1e1ZWRzL/7z31tRr/NaFlxP4Fp8AWanC1tRNI7sS5yf3Yvxr/47LdsNpeyKx2y4n4rDZcWScJ2MGwtZ1KcfNX/jRdcRm5l5OZ7rMUbbHEZvu9+v6SjEku1H0qM97B3TlZF1a9J86DLabvXndGg2ZnMm1qcGmvlE5+UZfXqf8IPj2TqhA3WbjKKm0RfLzodyP8NMltWB0+WenWvGnPqY1FurOTRrOK3LtKWl13SmHA7iVFQG2UWJnweaXh/wStVPaDrpFEcjc4gosGCzFGK1FHlC9iL3+zM1QVNEREREREREREREfiAUaIo8kzv1ceC0mShMCScl4BqPr+/j9M75LOzfhb41qtO0akWqVnyXMu++wdtl3qNU/bbU6j2TEWsusOtmHCGphZidFhyuLwSaHepRqulEqo07zi7fZGIsLkyeGXPu32wUxt0m/vhYVo3qxR9Lj6Butx1seZSMT/hdki7PZMPI7rzzSiOq1x3J0NXHWHPiKpeu38Db27u4bpwxag87ZvVhUs1XadKyB/87/BSTTt4mwx7Iza1jWV/7ZzRt2Jl/9trBqH3+RBm7zn5myOV+f2fcNw80O1ejSquPKTX0BOvvxJNgbN/k2b7V6NYMssLPcWtBe+Z2b0z5jvOoN+MqR0MySDeWMZb4jMuUgDPpNLfXT2F46Xp0qjuY/hvusfW2P+kxp7m5YgKjX3uP9rV647XkJitup5JpcrfFHSRbyQ05Rcw+ox+69eb/+8kwWg4/yuF4MyFGh3smzzqTjUPz4day/iz8wz/SrsMA3lz8kNV3k7A7zRSEHCP20DBGt2zHr/7zQ5p1n8eUfVfYdfb65/3tfc3o72NcOL6SVYOaMKj221TpMpVKc26y61EqeeZMip4aaOYSnZdOdtQl7q3oxoJudXjv/b683XEhU7ad4MgNby5/tg9vblw8zI1Dc1ljjIvmr9Xkw1pD6L/xAdv9Ukg3+umzQLN9S17xWk7b5be4lWHy9Km7N0REREREREREREREfogUaIr8Re6Zmg7sRQUU5aaTkx5PcmwIoT53eXDhLDeO7+LEzqWsXjyej4d3pmvDajSqUoeqbafTZs55DjxKIt5ShMmZ9nmg2aUhpTrMoebMyxwJySDVCRZP2Of+zY458T4p5yazfnRf/vT7QdRqs5G1d+K44XeVsCOjWNL/ff7vZ6/x8/99gz+Vr0GFmnWpU68e9evXL656tYyqSuV3Xuftn/+YX1Vty496HWL0oask2Xy5vGYIy975NxrX78A/dzrA2KPBJBq7znM34Wt9y0Cza3WqdJrC2+PPs8UniVRj+0XuzbjMxnZiSXm0m5OD6zHhw2pUG7iK1psecy02F+PTL4dv1lRcOTfw3TObmVWr0ev97rRfcoUllx6QFHUK7xUfM+q1CnSpO4COq++x4UEG2Wb3ForD4YLw8yQdHcrUwSP4r9en0WHKBS5lWYm1ud+Q6V7s6wLNRGyOAjKNdgZu7kz/JpX58b/8kld/9x6lq9WlSu0v9Hd94+t6NahTszzl//gr/vjaa/ys8VhKTbrMpvtJZJozMT0t0AzOJjo3gYyQ41ye1pIp7xvn6w9v8N+vlaF05ZrUqFefup/toz716lSnXvV3qfDGW/z6P97i3ep9ab/qNut9EkktjP880OzShlc6rqPDuvs8yDKT/aQ3RERERERERERERER+iBRoinwfDiuu/GQKk/wIeXSOc/uXsHagMdbrlKN0pe68234188+E8CDHRJb1C4Fmt8aU6raI2vO9ORmRRZaxKZtng+6IzUFRkg/pF6ezcUx/3vhNf2o0X8vKm9Fc9rlAwN5BzOtbj1/98k/89NelebtKTSrXrkvtunWp+3XVYxJ1Z11hxZU7pNl8uLR8AAv/8A80rNeef+5xhPEnQkkx9lzgacPX+ZaBZrcaVOk2ndKTLrHtUTIZxhbcD97FVWgcYjiJdzexv3MlRtYqT62RG+iyP4x7iQWeMNMTNH7Klg75t/HbN4f51SrSq15Hms09z5yzd0mIPIn3iomMeq0S3eoPptt6H7Y8zCLH85hfd4RnpzDyEqknRzJ95Hj+q/R8usy+xs0CG4nGx88ONBOwOfJIu7+VR6tb07NJFf75P37Hr/9UjnK16lDN6POn9rW7mrSi7rBVdFr/gBPB6eSYMzE/NdDMIjonhrTAQ5wd/xETa77Gu2+V4udvVKRs1ZrUMrZV56vb9tQHRrWj/eD5fHLYn2MhKWSZvzBDs1s7Xum2iY6bHvIo20zuk94QEREREREREREREfkhUqAp8n24nGAvMn7lkp+TQnLEPYKPzmbfxE40qdKOstXGMnbLXY7H5JFYmPL8As1BHfjVHzpTpfUMpu0+za6L17h87TrXr39N+QRxPSSdyLQoLPaHeP+QAk2L0bKsqzzcNo2p71agU7WOfDT7bxxormlHz5Yd+fFrvWg1YjUrz17j8OVrT+9rd928w/XHkdyPziY534LVnIntGwSak5tUonLbkdQas4ll+05zwdjW1a9u21M3jbrLPd8wAhNzScrPxepIUqApIiIiIiIiIiIiIi8kBZoiT+Ny4DSlY06LIMw3mNs3QgiJySTV7MRk/1Lc9gUunIXJFAXu5t6G0XSp1o6K7wxm+Gpv9kfkEpf/hUCzSyNKdZxPrVnXOBaW6Qn7it8b6d72Fx45O34gfyo9ijpdt7PZJ4E7AVcJPzqaJcN78bs/9KNR762sf5jGwxw7RZ4XQv4FzlRwPObumqEse+dHf91Hzn5toPnpI2f3eB45+/Gnj5zd+JhrMU955Kw5CVfqeaNPJzPmzSq0q9qdNguvsvSzR87+tQLNJ4+c9d1N4Jbu9G/Tm5/8bjh95p/neJKVyIIvtfKZXGajf575yNkTXJ7Wiplt61G181w+mHPNM7Mzw9iF9RucVjAZlaxAU0REREREREREREReSAo0Rf6MC5fdhDXuBklX1rBszFw6NlvAoh33uJxsI6Hw66MhlykNW9ghHm2bRM+aPaj+7mjGb7jDsVj3DM3UzwPNju9TqsVManxygYPB6SS7noR9ntjJRmHcbeKPj2XV5CH8sfFcGn98mmMRGYTF3iP16kw2jOnBO69+QN2Wc5h4KoqzMWYKbd8gsnJlGLsI4uHWsayv/TOaNuzMP3vtYNQ+f6KM1bOfGZ49p0DTHd0a7cgKP8ethR2Y26Mx5TvOo96MqxwNySDdaENxuFvMVRiPM+EEN1dPYtAb9WhXazD91t9j621/0mNOc3PFREb/VQLNJOxOMwUhx4g9NIzRbdrz65960XbsbpY9zONh2hdb+WxfG2iG5BKdl0521CXurejGoq7vU6H2SKr03MvGW/GEFrko+AanVYGmiIiIiIiIiIiIiLzIFGiK/Bl3oFmINe4yCRfmM6tLL+r8oQ2dR29i2tlQLoRlkFpgxWRzFgdibi4H2AqxZISScms955ePosdHI/ngoyUsOhyAd1oh6UVfeIdm6+qUqjWAcr02s+RiGPczzGRZ7djd+y2IJ+H+EbwX92bWyMFU6reVHuvucysln/TMYAoCtnBkziCav1mFBo0H0WrRZVZciyMm10qh3WiTy4nDmoclL4GUcH8Cr1/H93EoPgn5JOZm4HLGEXp8Psd7l6Vzk/b8uNJUei+7zIWUIqIKbcb6DuymDEzp4UT7+nD/ojcP/KN5nJxHen4shalXuDKjA3Nr/Y6m/aZTc7UvBwIysGHH+Y0CTXfYWEhB0n3CDo5jy/gO1P1wFLV6bGL52UDupRaQbrFjc9pwWvMpTPQh0Xsle2cMo8V7bWnZYibTjgZzJiiUnPizf8VAMxm7y4ol4ToZNxawqG8Hqr9amQ97zKPnDj+O+KWTbXVicRh9brTVbs6kMD2KWD8f/G/e5lFIHAGpxnk123EVZeE02hp6eDaj6nfg/Td7MHTRRbYG5hKZm2v0xQPCD01g24iW1CvfiYr1ZzBx5z1OReWSUGj0hXFOXUZb7KYsCpLDiQvw5+7VxzzwiSE63USWpRC7cRwKNEVERERERERERETkRaRAU+RpnFaceUHkBB9k/8QeDKpSnrrNB1BxxGamHHrA1cgcEvMsnpDIE4o5inDlx5IdfJZrG0aybGRHOvWbR+epZznwIJHYoiIKHemfB5pNSlPq9Zr8rsZQui2+yKa7SUTmFJKfH09W5Hnu7JjF4pbGNdNuAG3mnmXuhTjjcwsWczL2jOvc2zWFmY3L0aJ+M/7QfgE9V1/lYnQecQU27E4b5qxQMkOOcXHtNGa3bM6EicsYfjSCEyGpxud5pPvsJWhtR8a0bs4rP2lEk0HrmXothetxeTjdsxITbpPovZYd44cxsE5bBk/ZzsRzsXjHxGDKus/d1QNY064MzQfPoMqie+z2TcWE3fjvmwSa7h6zY82JIOvBRi4uG0r3aq1oWHkgA2YeY/2VKAIyTORZ8rHlhJNwdzdnlnRnXK+2lKo9kg+H72brg2T8k6MxJZ/7KwaaKcbaDuz5oZiij3FsZi+GVnqDuh/25s1+W5hx1I/HWTYyimw4bfmegDbm5lb2TR7OlI7dGbv4ALOuJPIwqdD4PBdXujcx51Ywt5ExNt7oxLC5Z1jzKIewLLPRF5Fk+2zi0pIB9KhQj1pvt6XlyF3MOBbKg+QC8tyBqTOH/EQfos6tYf+sKfT56BOGDN/J9lvGPjLyKLDpHZoiIiIiIiIiIiIi8mJSoCnyNJ4Zl6kUpfvwaN9cto1qR58Bg6nffzpDZ65mxcbd7D5whJOnTnHKXSdPcOrwQQ5tW8/62eOYO3kcH688wsKTYdxPyCffZcHm+kKg+dHblPpjVX5doSPNRyzi4zV72HzoMPsP7mTXxkUsnzyBse36Mm7UIuYe9+dkWB5ZRXajWflgiSb21i7OTOvKpD6dqNl6MK1GzmfKxgOsP3CM4yePcXjvZnauncuCUUMY+kELRkxcydgz0ZyJyMbusmFKuEPmrRVsmTyUVlWa0LHbWHrP3Mrizfs4ceIwB4w2bJk2lDFtu9CqWnv6Tt3J9KsJ3I5Ppig/lJAj0zk0rjHdeg2mco9lTFx+lpNXgvCPjSQ65gbXlj8r0HRz4SzKwJp4g+BTa1jRux/DPurBgIEzGTdvI6v3HGbfkUMc3WMcx4oZLBjXnUFDh9N4+BZGbb7Ljfg8UnPjsKX9tQNNo522dOy5/vgdWsiu4V707daDyu3G0GvaahbsOsaOw8c4cfwgB7avZtOiyUzt1YuhbXoxatlhFtxMwTfFZJy3QlwFAaTc281O4/PRVbzoPnA2A1afYv3FQK77hxETegm/0ytZ1qcrAxq3oUPXifSbvIZlOw6y7+RR47zu4eCuFWxaMI5Jg0fS+oNJDBq9lz13k/DLyqPQrkBTRERERERERERERF5MCjRFnspl/LLitGSTF/eQmHtHOHNoHSsWTuKTbl70rlGGRpXLUb5CBSq4q1JtKtTqxvutJjNi+kbWHrzIqUdRPE4tJMPsnrloMbb4hUCzdQVK1WrB/9XvRIduLenWuSG1alehbOX6vFe9Gx90ms6YBfvZfMaHu3HZJBYaW3C62+R+j6UZc2oIaT5HubpjNgvHdqZL64a8W7EipcuWp3z58pSr0oT3avaldc/ZTFm0h+3nH3IzpZA49yNljf8cRenYcoIJvr6PE6s+Zm6fVnSt/C6NK5Ux1q9A2Xfep1zp9rTsOJ1R8w6x7XIQDzLMpJpN2M0ppD3Ywd31fRnbvB5Vfl2eCqV606DZChYdvMbFwOucWNzzLwSaxqG4Z8EWZZAT+4iAc9s4ungcs3t70a1xNWpWq0iZctUpV6Yh73/Qk66j5vDJ2sOsPx/M1ZAsUo3jsBTG40o//1cONI2PjXHgsuWSF32P2KvbObRiHBP7N+ejxnV4873yvFfO6POKxrmr2oaqjUbQa8RyFm46yZH7EfhmWci0GG1xGUduTyY36oqxn5Esblub96tU4rdVm1K672q6rL/NuaAwYo2x9ujcFqMvRjO9R1M6N6xCjaqVKFPeGGvly1CpfmOqdxtFu4nrmLb+MoevhhORbiLPVojDpUfOioiIiIiIiIiIiMiLSYGmyLN4ZmrmYMuLJj7Um3vndrJ39kjmdPGibxsvvLyeVIuOeHWaSI9Rm1m25yYX/eKJyDKR5zJW96Rm7ijvC4FmhxqU8hpIqS4TGT91JDMn9aZr5zZ4te6JV5eZDJl5gC2Xgrgdk0VGkR2ruynuzTzhsubhyo0m6fEZbu6bx7Kpg2nfttXn7Wk7CK9uC/l48XH2Xw/FJzaTTIcL82cbsRllIj8lgMRHRzm3ejKLu3kxpJ17/RZGDaR1m1lMWnyC3TcieRifQ47LhcXoD/fjVd0zPGNvbGL31OGM9WpPN69JdO+7nU1nfLgdHcDtI8s5vnQ8Y5buZciux1yOyibvyV4/526Mw/Puyfykh4Td2M2JZWOZP6wT3du3NNrQ3qh+9Boyj5mbTrPXO4RH8fmkFDiwGseCNQNyHxF8cidbeo9m6aR1LD0XyaXIfAqt7viuePtFKY/Jub+JvZu20X7IYZYcCCC4yEGm8bGnO1zZxmKRhJxYzZF+XsxfuIaBxyI5HZbtedtn8TJOXKZ0rGmBhF3fzen1nzBpRK/ivvac/7Z4dRhHpyHrWLDtKmcfxRKSnk+uu5meDbhDzXyKssKIvbKNs8vHMrZ/F+Nc98dr8i5G7fPHOy6L7KJMspMeEe69h5PLx3n6okf7z89r656D6DJzE1P33uDko3hCUwowWR1GG93jK5uMkEs82jKB9Uvn02XpBRZdiCTK/b5X9yG4myEiIiIiIiIiIiIi8gOkQFPkmVzGL7vxy0yRKYfczGRSosOIDvAlyM8XX98n9dgfX/8IAsOSiEvJIaugCJPN4ZnhVxwkfSXQ7NqAUp1mUnXyUXbeeMDjyCAeB/jh6xeIb0AUIVGpJGUVkmu2YXO651R+hdPYstEmS34GOakxxEWF4O/3+PP2+IXgGxhLRGw6qdkm8oqM7Rgb+XyWnnuLRvssBcY20siMjyQ20JcQzzG5txOCn180kcb6KTlm8ovcs0zd6xttcTlwWHIpykkkJSqUcF9/An0jCQxKJjEjz2hzAblpcaTHhRMel0JIcj5ZxnF83hdfZGzP/X5ISz6mnBTPOjGhAQT6u9tg9KlvMEEhMUQlZhjtKPS0wx1mutwbMtbDnk9hRjJJQWHERSYQl2ky9mW0z7OAmwunsW17ntHWxGT8Q9KITS2g0OjTz8NV4yuXicL0BNKCfYmJTSAk3UyGyf3A2U8ZXzmsuKwFmLJTyEiMIDI0qLivPeffOHf+4cb2E4hNyiYzv4hC6xfPv/t3dxhsoig7mUx33wQHGOc6GN/IZMKMNuW4z5FxTLan9kXxfvwCQwiISiTKGGMZxj7cYWbxsbrPrLFuYRb5SREkxsUQEJdJbKYZs8PpCWZFRERERERERERERH6oFGiK/E18JdDs1phS3RZRe743JyOyyDI+/fLsRREREREREREREREREXFToCnyN6FAU0RERERERERERERE5LtQoCnyN6FAU0RERERERERERERE5LtQoCnyN6FAU0RERERERERERERE5LtQoCnyN+GOK/PIT35EyLGlHFozl9FrTjH9RCgPUwsoMD51eJYTERERERERERERERGRL1KgKfI34TLKgcNaiDk7mazURGJTs0nINlNoM77/ZAkRERERERERERERERH5MgWaIiIiIiIiIiIiIiIiIlJiKdAUERERERERERERERERkRJLgaaIiIiIiIiIiIiIiIiIlFgKNEVERERERERERERERESkxFKgKSIiIiIiIiIiIiIiIiIllgJNERERERERERERERERESmxFGiKiIiIiIiIiIiIiIiISImlQFNERERERERERERERERESiwFmiIiIiIiIiIiIiIiIiJSYinQFBEREREREREREREREZESS4GmiIiIiIiIiIiIiIiIiJRYCjRFREREREREREREREREpMRSoCkiIiIiIiIiIiIiIiIiJZYCTREREREREREREREREREpsV6aQNNqtXLlyhXmz5+vUqlUKpXqK3XB+LvabDY/+VtTREREREREREREpOR4aQLN/Px8xo4dy7//+7+rVCqVSqX6Sg0fPpzMzMwnf2uKiIiIiIiIiIiIlBwvVaA5cuRIzw9tGzZsyMcff6xSqVQq1UtfH3zwAf/5n//JoEGDyMjIePK3poiIiIiIiIiIiEjJ8dIFmj/5yU9YunQpNptNpVKpVKqXvtasWcMvf/lLBZoiIiIiIiIiIiJSYr2UgeaKFSuefFdEROTltn79egWaIiIiIiIiIiIiUqIp0BQREXmJKdAUERERERERERGRkk6BpoiIyEtMgaaIiIiIiIiIiIiUdAo0RUREXmIKNEVERERERERERKSkU6ApIiLyElOgKSIiIiIiIiIiIiWdAk0REZGXmAJNERERERERERERKekUaIqIiLzEFGiKiIiIiIiIiIhISadAU0RE5CWmQFNERERERERERERKOgWaIiIiLzEFmiIiIiIiIiIiIlLSKdAUERF5iSnQFBERERERERERkZJOgaaIiMhLTIGmiIiIiIiIiIiIlHQKNEVERF5iCjRFRERERERERESkpFOgKSIi8hJToCkiIiIiIiIiIiIlnQJNERGRl5gCTRERERERERERESnpFGiKiIi8xBRoioiIiIiIiIiISEmnQFNEROQlpkBTRERERERERERESjoFmiIiIi8xBZoiIiIiIiIiIiJS0inQFBEReYkp0BQREREREREREZGSToGmiIjIS0yBpoiIiIiIiIiIiJR0CjRFREReYgo0RUREREREREREpKRToCkiIvISU6ApIiIiIiIiIiIiJZ0CTRERkZeYAk0REREREREREREp6RRoioiIvMQUaIqIiIiIiIiIiEhJp0DzuXLhctpwWPIw5WSRmmhUSgEFRXZsxqfO4oW+JZdRDhw2M5bCHPLSk0iNjiAuIszoyzDCPq3oOMLi00nMzCfXZKXI5vDsz722yN+GMdpcdpx2Y6wWZHnGamJsNJHG+PSM1fBIwiITiI7PIDW7kDzjurA6jGvmydrfl8u4RhyFGWSnJRNp7Cc+OYtMkx2T3djHc70QnMb27NgtViwmCzbjWnMY3/27XGsu4yp32bCZcylITyA1Psq4qYcbfR1r9HUaiWkF5NucWN2n5skq8pw47cZwt2C12ii0GPd4x3e7w5cECjRFRERERERERESkpFOg+dy44wIHdlMqBTFX8T9/hI1zjrNx9V3uReeQ4gTLd0kUXBaj8shLCyb20Tmubl/MxuHdmNizA106dKDDpzV4Eh2m7WT+/ptc9k8iPK2AImN1e/FWRP76XA6w5WDJDCPu/jGu7lzAgrGD6WuMz67uMdq5Dx16z2Lw1L1sOP0Y78hMkgosWI1Vv18U5L6wnFgzQsnz3cPJzcvpZ+xn8tITHPLPIiDThs3xvOI8YzsuMw5bFhlxScT4x5GakU+e8e3vdH1/Xw6zseMU0oIvc2/XbDZMG0TfHl3o0G0sHfptZt7We9xJMZFkc2H/e7TvheUyhkEWjuxoEpJS8I3JITXX4hmJP8RuVqApIiIiIiIiIiIiJZ0CzefCPTPTisOSQ278fcLPLWDf9NF0qjeTbt0OctAnmQgHFH6rn3S7F3biKEqnKNOfkLtHOb5pIUuHdWNonfdoVr4U7739Nm+/Xcqot3izthd/bD2BjhPXsXz7OU7eDiU400y62a6ZmvI34MRpK8CSHkCy71HOb53O/OEdaF2vOmX/9BbvvFWKUu9U4s1yranWZDz9pu5i1bEHeEekk2iyY/5egaN7XQfmWG/Szkxg4cAO/O9PGlCtzXymXUzkUryFoueS5hnbcM+GLIgjL/E+9y/d4ujuO/gEp5BkXGQFf4eLzFWUgSPjAf4nl7O67wd0q1uGt4z7wu/ebc5bNWbQf/YFzsbmE21xYfs7tO/FZDc63kRhnC+ptw9xzfsu224m4JeQ/4O91yrQFBERERERERERkZJOgeb35v7xtQN7UQYFiXcJPr+SnaOaMaTB+5R7dwyNux1k13cKNN1zK83kx94m9twCtsydQIvWI+kxaDYzV25h7bY97D9wkIMH9xq1k63bVrNi5VxmjhrB6BYdGTd1PZ8cj+BCWJZmaspfmTvGMWPJiyb++nourhzE8BHD+KD3xwyYtoLZa3eyeece9u3azNYVs1g0fhSDWg2kX7dZzNx1l0NBuSTk275HEFR8Df51A033+jacthwy/Y/gt38iMz5eSote+9l4Lpxw4/rO/n7TTL8ld3uc2DJDyHu4mSOLxtC8aisafzCQXjPWM2PLWXYefYi3byIJBTbyjfb9TZv3InNl47KFE3xoEUf6NmbKrOV02hXMsaBMz6OHf4j9rEBTRERERERERERESjoFmt+Zy/hlw2EtwJyTREqMD4+993B41UimNnsPr7fe5Vd/GkrVbgfZ+p0CzSJj+xmk3N/DnTnNGdupDb+oOIJm4w+w3S8dv0wLNmdxyGJsmdwkH+LubufApJ6MfPd3tGoxlEoTrrDiUgyZxmJmzzZF/gpcdnC4A/3b3Fs7lJXd6tCwwzDKDNnC7FMB3E02kW6yYC9MIjf0OPd3TGZq4w9pW6kNrSbs5+OTMTxKLvwej551Xwd/i0DTgsOSSvzlxVya2Yg2XkP4WZU1fLLbD3+jCzL+5oGmg6LE+6RfmMraUb14/dXOVPNazoLL8Xin2ijQlMy/DmcSzqK73FjQk3lv/ButOw/j3WWP2Pgg1fMPRxRoioiIiIiIiIiIiDx/CjS/K5cNbFmYUgOIurmXM7uXMGXRIgaNG8vkXo3o89EH/K7MuO8eaLpywRFJ+OlF7G9fmoGtWvPHPlsYtN0H39RCMi0OPHmm58fndqymZArSfXmwaxrbOr9LZ68+/LzBVibs8CXM2HeWsg35a3EWGYM7hEy/AxwY3JXRlevRZuASum5+wHH/VNJNdorsxni152PNDSX+3j6OTezExHbNqd1zOc0X3eJUWKYneHeHmt+ee3C/7IFmX15/tRc1WqxjuXcSdzPtFGpa9l+HAk0RERERERERERGRvzkFmt+VwwSmaDLDLnJ9+1xWTB9Hj8lL6TZpPsum9mDywK68WXXy9wg0M8Huj//eSayt9go9mrTg7Ykn+Ph0JIkFNqx/ti2LUbkk39/H/RVdmDJ8MuWabWf2Hj9CjH1nfvZTduMLlxWbKZvCjASSI0IJe/SIAKMe+T7mkV8YfsHxRCdmkZFnptBq//yH9C7jd+O4bQUZpEdFExsYQWxSNsn5dsy2L/wY32Xs0FGIJTeN1LBIYoONZVPySC20Y7E7cdnN2AtSyUqJIyQsmsCQCKKiQgkPD8TPz2hDQCiPwlKISi0g3+bA5iieCWvKSSEjIYzosAD8Hvvy6JG/UcEEh8UTk5JLRn4RRQ4Xn2dX7jbZsBXlG+umkRFntCXgESGPjWN1H++jIHx9owiPSSM520Reke0HG0j8XTnNxgUWRObjwxwYOYbJjfsxeelpVt7NJDjdPS4/5e7dPPLivPHd2Jflg5tSrtUMKo0+za7HKSQY5+27zSQuDveeHWg6cVryseUaYz4+jseBsUREx5OakUR8VDgRxngI9IwJo4LC8Y1IJjY9j1yLA4vDGLOed2cmkht3h7u7xrNuUDUa1GnP/7wzkd6zj3HYN5pHSTlkmJ2efbmMa8BhNa6B/AxyUmJIjAoiJNDP2L573PrhZ4zxkOgkYtPyyC60GteFi+LXiLp/M665olwKUqJJjTWuz9hoQiKNayTIn3D/R/j7utv50Cgf7p7byeU1/ZnYpTW/fqU15epPYcL2i+x9EI5PQi5JOSasFhOWgizy0uNJjA4j6PFj/Izj9HUfa6BxrYUnEpmSQ2ahDZNxHX92+RhfOY122HLiSYiLxTcgitDwcGJijGsu2Lj23PeL4Bj8oo17QG4RFpdxDA6rp58Ls5JJiw8nPCSguE/d+/Pzxy88lpCEDON6KyS/yG5c2+6rrfiYHVZjvbQY0mLDiIhNICwuiaREo+9iQgny9J2xP+OaDTDuJ5EJmSRn5pKXn0mO+7jCAgn3e4Sfu2/8g437RzzhScY9zOhb9zEV/+OPT7n3afSxpQBzXjqZCdHEBz0m1Fjf0yePAo2KICwyhcTMQnJMxrk31ne6/xGL+92ZKT6kPNrBgdFeDPu/f+X9Jh3549h9TN53n4eh6SRkmjAbfWF394X7vmXcBzOTo437VhD+xvYfu/fx2Die4CgColOJzywg1+gLq6cv3FzGLdRq3ELTyUuLIyIiBv/gSCIiw4y/sI3jDzD6wX2MoUmEJRnjx92Pxlrf576lQFNERERERERERERKOgWa35U9D3IfkeB7jO1L1zN72hbWHvHm0KXzeO+dxIbJAylXZ/pzCzS71W3EG323MGy3LwGZFrJtLlxf2p6xA6yYM2LICPbG954vJy5H4h+dTa6xnMWzrPGby4zLnk5G+A2Cz2xg1+QRjGvWjB5GNfNqRbP2Y2g3cA3zNl/mjE8swWn5nvU9AarDPRMvjKzAM5ycMZslvSazZOt1dvnlEJX9hbl1jnxPwJV49yiHxk1hyeC5LNn3wPOuxOR8C7acWPL8D3J13zKGjppHzyGTmTlzBB+P70WH9kYbuo6i2bj9zDjgj2+GiQxTJqbUQCJu7uPMunHMHduddq2b06xZR6MGMnDcahbsu8OpR/HEFtjJdfeNux0u92N7s8mO9yXi9lFOrzDa0q0ZQ9sax+o+3mb9ad5yOh8vOMrOaxE8iMsmx1ixyLOyfGPuANuWgyU7lpj7D/C9eBvfoARCMizkFrnH5af+XoFmEUV2O0XJvmTf3cDutSto3WsJE+et4dCZrayeNZ6Jxnjo7RkTRvWZQPNJO1l04iF3k0wkFZhx2nPJ8D+K3+4RzOhdm2pvvsKvfvE7/u0n5fhT+U406TyXGbtucy62iLh8K05bIYWpYST6nuPmvgVsmdmfob3aGdsvHrftuo5kyNztLDn2gGuh6STmOzB5HhHrjqZyyY2/R+D+2RxYMoKxi2YzeMokZvbvxMcdm9GxhbudTT3VpGEtGlV9g3df/z/+49//j5/+qgzv1mxIoyHT6b79PltvR5CREkFS4GUenFzNxtmj6d+mFe2M4/RyH2tP41obv5Fpe29yPiyDiEyzJ1gtvoKMPo2/S8bN1WxYtojmPWYxYvx4Fs0fxOCBnWnWvDXNBiyg/dyr7LobT4rDQUFhmtHPjwm+soNjayYwfkiP4j41qnm7znQYv4hhG86x83oovvFGnxZajT05jMqjINWX4KOLOLpkLJ8sWcfoldvZvtHou4Wj6N/Tfa23NaoP3QfMZdqGC+y+eBcf3wvcNI5r89genr7p0NzYV5eBNBu1ivFbr3IqKI0I497k/ocOn3FZjDL6OCWQ6AcnubhhNqv6tmFUu2a08LS1t1GTGD1tH5svBHMrMoMspwuzM9vokgiCjyzkYK+aDKz0W0r95z/xq1//nv9+933KNJlE2+En2Xwxkmi7g9zCdKzGfSvy7mEu7JzLnFH96GJsv7V7H6070GzgDLrOO8iaCwHcicsltcDdF+7/nDgKU8kPPonPseV8MmkBnQdMZfLUUUyd3IeuXdvQrKP7GLczdttDbhjrfvfZzcUUaIqIiIiIiIiIiEhJp0Dzu7LnQ54fiYGX2L35LOs23OROcApxicEkXlvEwfkjqPz+zO/5yNlwwk4uYF/rtxnQoB5/bDKOdpN2sO2cD9f8oohIyiApPYes7HzyTZavzE78KqexTRvWvBjy4m5w59haNk8dypiWTfF6uyx1y5anYqWqlKvehqqNhtNr+FIWrDvGwVshPEgzkWq247QX4Mq5R9L1taxs2pJurzWk27g9TL6cim/yF6IoWxZkeRN2bDHzajSmW+nWdJt5ivneaURkmrCk+pNxdS47p3XlvfJN+fW7jfmg7Uc0bfs+1WpWpGyDTrzTeR2D1npzOyGRyOgHhFzYwtEVY5nSvzkdvepQuWplyparQfl336fhR/3oPHwxM7dd5HBgBgHpJmwuO9aCeEzJd/G5uJsdS2cyt39nBtUtT4vqFahUqRIVy35gVBfadJnB2Pn72XrRj7spJhILbZ7ZTt/mdMk34LIawzCd7Ijz3FzUmbndG1KuzSyqf3KB/QFppBgdXvRk0W/HfaaeFWiaKbLbKIy4QMrx4UwZ0JUfv9qC6s378/GyaQzr04UeFSrRpHwZKpUvRalqH/B/9fvTbvoeFl+O5VZsBiZbNkk+e/DZ0IOx7Svw5q//m5/8v//lX/7zj/zq9SZUaTieMeuuciS8gIi0dExpoYRePcqF9fNYN7kfY3s1oVnjWlSoWJmKFWpSo44XTbqNps/MTSw6fJ/TfmlEZxVR5LTgcKWRHnyC67NaMqtDeSo386J0Ay/a1K1Ou+plqV3hXcqVfY93ypbjnXdKUeaNV/m/X77Cj/71Ff7rJ7/j/0qVpWKnIXy08jzzj1zG/9pBru1fypq5IxnWsy2Nq1WlRoUKVK5UnnLvN+fdVsNpO2E907fd5MS9WBIK7OTb3OGz8f/gYyQc7M/wrm355/9tSJk6H9Ku10c0aFKL8lWq8J7XWKoMPc7Ki8HEmbNICL9F5KXNHFw+lomDWtH0w3qULluBchXKUblmDaq360uTkYsYveQoW475ci88nfQi98xqY1xEX+TW4k4s6lSZ2i16Uq7DGEaOHsQnwzvQ5IPalCtTkff+VJnKlVvyQffpDJi+iuVbl7Ny0Rg+aW/ci2qXpU6l0rxbpTa/r92F+oOWMXH/I44HZJBm3L9snrDQgd2UjCnVhwDvA+xfM4+Fw3owvFFVWteoQNVKFalYrqFxX2lPi7aTGD5jB+tPPsA7sYDYvGTjHhiM786pbPMqRde3f85v/v0f+cnPfsGP/68sv6s2lNqd97HsuB+hpmxiwu8QfWU7xzfPZM7H/ejW8kPqVKhItYoVqFitOmU+6Ez17lPpN3c/q476civM6AujnUUOo6050WTdWsmZxT2oX6c5P/9TI+p6fUTzjo2oWa8KZesa5639UjovusHZiEzSjEtAgaaIiIiIiIiIiIi8yBRofleed2hmY8pNISYyifCINDJyC8lNDSHt+nMINN2PkHXlkO57hMcrujCzU13e+mNZ3nqnETXq96b7qMXM3XOB3WfvcOOmHwGRySSYHOTZn8xO/DNWXI5cMv2PE7h3HDNGDKV2g4F0HTqfSSt3s2nPIU6ePMLBXWvZsmQq0/v0YnDzrgybtYvpZ6K4HZeHxV6A43kGmpPa8t5blfnFO02p0X8uA5duZfOhnew6dop1++9z6upDEuNv43NiKet6N2ZIuzbU7z6VPjM3sP7wMfbu38rhTbNYNLI7vetWp0OfCbRcfYeNd2PJseeTFnqeiCMTWfzxaGo2GEZvo88Wbj/EjkPHOXPmFCf2buLgmlnMGdiPvg1bMXjSBiYcj+ByZI4nWHNHOvIcOU3GsA4j+cF2Dgyoz7C6lSjXeT6NF9/mdFgWucYi7vmJ3963DDR7NePH/12Gt+r2pM3kjUxbs5/Dh43xcGQHZw4vZdHYnvSqV4UPO06g6pizrLwcQaLDQkZmOBnBZ7m4bihzupWnZtVm/PebQ+kwbjsbLjziWlgKcdl5ZCXcI/HWNraNHsXwRl0ZOmIu41bsYd2+Yxw9fYKTx/dwaNsSVkzsx+j+vWg+ZAXdllzlmH8qCdYizM7PA81pTcvwTqlGlKo9iL5T17Fk824O7NjAgV1bWb/rIOvXLmHHjE4MadmEX/6sCe/UGMHgJbtZffYS53zvcO7Ieg5N7MT0of1oOngug+ZuYcO+Exw4fpzTZw6zf+sSNs4ezIhew6lfazyj5xifheQRlFl8BRQHmv0Y3r4R//Sf7/BmI2M7UzcxbeN2Dp3ay9bDV9hw2J/7gUFkZvhwd89stg9rwSDjL5UPh8xk5KKtrN57nH1H93Pi8CZ2rJzKgrFD6d5qNG3bLWLBvgdcjM8juTDls0BzfvMyVHr3Q/5QbQg9PlnLop2H2XHMaOuu1WyZ3p9PunxEw6o1KVejGVU6jaXTpJUs3XqAfYf2cvLwajbMH8nIVu/TqmVPqg3cyaidj3mYYSLbZTdGiYm86BtEn5rF+hmj+aDpcLoMnsfsDfvYcvAYp06f4uT+bRzZOI9FIwbTv34zBo1ZyvCDIZwISsLsyiU96hqRF5aypX9Dev76X6hRrzm/G7Ca4WsvcfZmNMHREWRkPOTuvrnsGN6KoUNH02zUciav2s2uI6c4cvIoJ48Z97nV01g8YRDdWo+iZZtFzNtj9EWciaRC9yz2J4Hmgk7Ur1yd//f7+lTqOpmeC7awau9O9h4/xoYDdzh0JZqojELP/UqPnBUREREREREREZEXmQLN56Y4VLFmhJB543kEmu4fT9sxJ/uSeWs1+2b1ok21slR7qyxv/aEGNet3os2AyQyZsIDZc1axdvsh9l+6yQWfIHwik4lOy/M87tP9zsrizeXhLIoh/MQiTgx/ny4tu/PLOlPpu+wCh0MzCcsqxGEvoCD5PrG3NrNnTEdG1KpC087TaTLrOnvuJ5FhKaAo+zkGmhPb8N7rFXm1bGcaTjU+vxRBRFYKGXkZREWnEx/6iNyg3ZxZPICepf9Ig5ptqDryAFOOhRCaV0ROXiym+Ivc3DaN+W3rMmjwx3gtu8n6myFkWxIIu7SWi+Ma0L9tV35S+RN6LjzHydhCwnOtxulyYMsJJj/8CCdm9Wdstfdo2WE8tT+5zIYbsaQZ58v0rc6XfD13RzqN8ZdOUdJlAo7PYbZXbdpUqkf9EZvofyCE2wn53yOU+ZaBZvcm/PhHpXir3lBaz7vAuqtRxJqc5JpTjZPuz8Odn7C+zVs0adidf6+1mpFbffC3OEl3WHBYUom/vJhLMxvRxmsIP6uyhk92++FvhwynA4dxjLkB+/HdMZrRTTtQ660u9PxkP0uuxvMwuZAipxWHNZXcqKvc2zKKZYNaUKvRYCp3Xsuis6HcN67DLOPzTwPNKR9W4M3ft+DdD+Yx6Ugg56MyyUiNIz8jiZiMfKJC7pB4dgprR/Xn9Vf7U6vVJlbfSeF+irFMyjVub5/KtIaV6eTVnRqjjGv1sD/+mRaybDacLhN5kVeIOzOD5f17UOOV+rTqsYSRZ+I4E5HjnstI7qeBZuuG/NO/lObd1jPpvDWQw36xFNozSErLICI8lcy4h2SHHmT/pF4MqVYBr65j+WDOCdZdiyQ820pOUR7WvAhP0Htp6QgG129N3Xe6GPeFoyy6k4h/WgKZ0ca1vLgTc5uVoeyfmvC7qhPov/wSex4lEpGTQ26aH4lXlnDwk1Y0/dNr/N+r5fhFo49pNvsUBx6nEJmTjbkwjKgrazkwuDZ9mnzE/9abh9fMK1xMzCfJYcLuSDHasJNr01oyplMHXqsxnjaTj7A3MJPAbAt2pxN7XiTmuDNcWj6SSdXfpn3rIVQYdcY4PxGkGPeFAnuSMZbvcmNBT+a98W+07jyMd5c9YuODVGN9m7F+MHlhhzg4pTdDPX3xidEXF9lyK45Es5MCRxF2UwIZj/ZyZ8NoRjRuS93Snek+/QgLb6fil1aIJSfauO+v5Mz8TtQvV5Wf/aEptUft5pOTYTxMSianMIPYuAziE/Iwmd1zT78fBZoiIiIiIiIiIiJS0inQfG6KQ5XnF2i6F3bhMGdhMbYZfvsEpzYuYMOccUwf05f+LT/io7fLUsso96MYK1WtSY36Dfmw73g6zD/I8jN+PEwwkZznnvNmbMuWgCPnNt7LRrOgxrt06TKOWtMusOpyJHF5FvKsdlwuG3ZzGnmJD/HbO5Vdo5rRvOVo3m65hfnHgwk0+jAr43kGml157/WmvFVzAoO3+XAwJIdUkxmLzUxBYQFZEd4kXpjG+lFdqPibBtT5aDLDdz/mYGA2GUVGX9sKsZtSSI/2J/jmJR48eMz10HQikqOwFvpwd/MUltUqTa8OQ6kw4QwLz4SRUGgnz1b8QFmnNRtbbhjBxxdydOyHdG47jNcarmXybl8em12kf/3ze+Vbcfd3EZasUGPsrOD4vD60rtuWqvVHMWjDNXYY5zPaGKfGJeIZ9d+ee61vE2h24Mc/akTtjkuZdj6GC5G5FBrn2uYoBHsacVfWcG16Q7p+0I0f/Xoifedf4VKWg5iiomcEmi4ynGaseZFEn5vPiemtadN6CKW9ljF17wO8U4xr0WzH4XLichZhy4kk48F2Lq8aQ5+6nWhccyRjN9xkf2gW8flJnwearWvzpvFZ1YH72HgvgaACCwVFhdgsJgotFrJj7pF6fuoXAs2NrL6TzJ1IfzJ9N3Fw1iia/qkZrdrMZPR+Pw4FZpJuNq4dp9EO7NjyozAlXuDiijFMrlaaTt3GUn3RXVbdijfuV3ayPn3kbOu2/PO/fkijgVuYdyuD24n52F0WzEaf5OfkUhB5kcRL85ndtTd1Xm9D93HbmHMlFu/YPPKtTqNvbTjdM9rTHxJ9cyvbh7RnWP33aTZyDV12+nIxMoLk6IvccAeabatRts4g3umylUXnQniYZfYEsNa8aAqD9nJ1+VB6la5g3PuaUn/ULiYcDeVRUgEFVjMOewapvoe4tagVE7u25ddVZvLR+HOcjssjzpqBzfwY/wMLWP9RVQa27kmNMQeZfDiQ4AwzOUY7XS4XLlsuDlMskRfXcn7ShwzoNICfV1vCsDW38DG5SLYkfk2gmWIcZxFFcVdJvjyfud37UPt3rek+djtzriZwMy4fk+ex4A5c9nzjevAl/t4Odg7vYPRFfZqNWE2nHQFciMg0+jSadE+g2YP65bz4bemB9Fh6hW3+2UTlmLDaLRSaLJhMxj3b8d3+GcAXKdAUERERERERERGRkk6B5nNTHKo8v0DzU+4fVtspykkiK+IBYfdO4H1mA5umDWfk+/VoV60ytSuXpULZUrxd6veUqt6QUl5D6Dx9J0tOh3MjLJMChxNrfjDW+MMcHNeXXq++TZe+C+hxOIbT4XmePRQ3zf27HYc5jYy7G7i9qgftmwzit2VnMW7zfa6n55KUevc5Bpq9ee/1LpRrsICZpyK4lmIjx1rcj+4ALC/iEhF7BzC3R2t+/bMO1GqzhqU3k7mdbsf0rLDRHAWZ5zk/ZyDDfvkLWjboROXxu5i05RQ3vL095e2pa9y4fp6TGyeyZXQDmtTtxn/9fgqDl3tzNddJvOU7nTD5Ehcuuwl7fjQp/me4uGosc/p3pXHLiTQZsot116J4nGsn1/Z9+rp4zHzzQLMnP/5RJ5r238XmkEIeZdmfjH/3Q4aLyPLdS+iWjgxo2oN/+/chdJt8luMpdsILnxVoOslw5mLOfMzjHaPY3LsKdT/oyq8+msXQFQc4eMObC0YVjzujrpzmxtEl7Jo5kK5lGvD+2x3pOe8sK++nEJGV+Hmg2bEhbzafTZ0plzhiXMvJRkMtnrYWH3NR4n3SL3w10EzkZuBtEi9OZ+3wbrz9s0bUfH80w9edYN2Jq1y+fuPzdtw4bdQetk/vySfVf8kHrXrxyvAzTDkTRpbLbrTj00CzB//yb11pN+4Iu6MsBOV8+kBmJ05rHvn++wjeOZhBzfrx+m9HMHThZU4k2ogu/GLYZjOanUpe/BW8F3ZnYbtq1O89m5pzr7DfL4iY6ItcdQeanepQtuUUKow5yw7fZBKNTbhn77rMyTgTz+KzdRqjyjagTcUe9F52jTUPsknIK37nJ5jIDj1L4JauzO7fid+Wn0aTkac5EZNLjCkBa9Zlbq4Zy8RSf6RdTS+qj1jHSKNfzl25/qX7grf3ZU5vm8XeTxrQ/oNO/NMrY+ky7Rzns51Emb4u0EzGZi8gP+gw4XuHMrRpW37zP81o0Wch0/ZfYc+565/3u/dVo9+Pcu7wUlb0a0j/Ou9RsetMaiy4xQH/FLJyokn1BJp9qF+uK38sN5lx2x9y1ujTFPP3DzC/SoGmiIiIiIiIiIiIlHQKNJ+b4oDh+Qea7pVcOGxmrAVZ5GclkZESRXSgL77XrnL79CEuH1zP9rXTmTVtIAPbf0Czd96g9od9Kdt/H3OOBRBucpCZdBez72pW9u9Djf+pTZchG5h+M4tbiUVPwpxPuR8Nmk2+/178tw+jzwd9eeMPoxm5/DonY7OITbzzHAPNfrz3em8qNlrOgvPR3Mr8NNhyBxNmTzARvLUbMzu34NWfdqdu+82suZ/Gg2wHZnfm+TVcecG4Yvdz+ONOtPvP/6DCL17jZ29V4e1KtahXv76n6nuqHvXq1aZmxVJUevNVfvVKI/6/V8bSb94VzmU4iPkrBAcvl+Jrwl6YTF7QEe7vmcn47oNo2XwsA+YeZdn5MHwS8sgxzrln0ux3Vryfbx5o9uXHP+pN80H72R1dRECu48k14B5UVnIDDhGzpxeDW/T9FoGmgwxHGoVpt7i9oh9LP/w9NUr9iR//6h3+VK4a1erVp45RxePOqLrGWKxRlirvvMX//b83+eNbrfCacYL5NxMJzUj4PNDs0pg3Oy6k3lzj+ovMwh01WT1tLT7mPw80N7D6ThxXH10m7PBIFvatz29/+ho//983+VOFmlSoWZe69ep93o56tYyqSuV3fk+pn/87v6zWnh/1OsLYY0GkuuykfBZo9uVf/60fnT8+yaFEG6H57r5yt8Fm9Ek6Kd5r8F7cis7NBvOrMvMZv/k+dwqcpHwpqHZf1zkUptzj0cbBrO1XjzqdplBm1HE233tMUNRFLi3qxNyudSnbaRYVp1xmb0AaacYmPCFuURqutMs83rWASeVa0rvaUM9+9gQXklLobs9fCDRzo7DEH+XC/H70+c0vqPbzV/nlGxV4w+iX2nWNe8GnfWLcF+rXr0utyu9QtdQv+O0v6/CPPxpMh/EnOZ7mICw/4WsCzSSsthwyfLbzaF0HejasxH/866v8+vUylK5Wl6q1v9Dvxvbr16tB7eplKff6L/jD/73OTz/8mDLTrrDDN5HUnGhSPIFmP+qX68Mb5WfxyR4/rqTZSfsr/EMLBZoiIiIiIiIiIiJS0inQfG6KA4bnH2g+m6soG1dWOAmhN7h1Yz+7Z/VjVoPf0ahaU/6t7Cf0XnKRy2lWosKvUXjb/RjE3rz54w/oMmInK3wLeZjmfiTtF7lwWXIwBR0gaNdI+jbqyRu/HcyQhZc5FJFJVPzt5xho9ue91/tTqfFqFl+K5W62gzzPzMviYCIr+BQBGzsyvYMXr/6kF/U7bGPDwwwe5TopekYA5sr2xxm+nb2jO9LkX/8f5X/xB14rU4MyVWtRt27dr6kGRg3mg49Ws2DnQ+4YbUnWDM3vwYnT4X4EayIZITd4uGMOW8cOoGPbj/Hqu5HlZ4K5nVpEpuUZyfQ3VnztffNAsz8//lF/Wg45xP44C0H57sevurkHlY38oKPEH+jP0Fb9v0WgaSfDkUxByjWuL+jB/Lq/oeY7b/E/fyjP2xWrU8sYY3X+bMy5q6FRrWnRdSJjtnqz0y+V2JwvzNDs9gFvdltC/UU3OROdjXFluec5GoqP+c8DzfWsvhPL5QfnCNwzgNm96/KLX/yRn/3mHUpXrUnl2l/XjifVazJ1Z19l1Y1oMl120j4LNPvzr/82mK6fnOGYpy/cfeVugwV7UTLxlxZxYUYjWjcbys+rrmHSnuL3imZ+6Tp1n+s8CtN88Ns2jA0D61Oz9URKDTjA2lsPeRx1kQvuQLNbPcp2m0ulmdc4EJROprGWJ8S1pBsbvIb/nqVML9+BwTXGMGOnL0cii0gzuXf0FwLN7HCKovZxemYfOv7vb6j8s9/x+9JVeKdyLWrVeUpffFZ9jVrEtNU3uZHpIK7w62ZoJmK1ZpF6ZyN3V7Skc6PK/Mt//p7fvFmecrXqUO1Z+/ioLXWHr6X7Jh/OhKeR8dkMzf7UL9efNyvMY8q+AK4b+0/3zGJ/vhRoioiIiIiIiIiISEmnQPO5KQ4Y/taBJg4rWAsw56eTmRFH1I3tPFzTlVGt2/Oz/9eaDmP3sDmogEd+V75hoOnEUZRFnu8uHm0aSOf63Xj1t4Pp/4MMNPvS5F9L0bzhIDouOcbivee5du3a19R1o3zxvhlJWFwOWVbXM/chz+LuOAu2wkQygs7wYPcClnTsR/+6/ekzbgdTDjzmekSW5z2oFufzuCiKr72SFGgu+LAUDVr15Z2Ba5i6+RhnjTF26c/GnLtuGHWbW/cD8IvNIC63AJMt5fkFmgPa84vXOxl9MZMZe8+w88JVLl19Wjue1INAroWkE5lRgNW4DnOea6Dpvq6zjD66zYN1/VjRvQZVW4z/OwSaw+j4vxXwqt6d9jN2M3vXWc5fuvr0/vCUj1FhBEVmkmHcF0y2pL8caK5sR+dmHfmv3/eh7Zi1rDpzlcPP2sfNO1x7HMX9mGxSCsyYcqLJUKApIiIiIiIiIiIi8hkFms9NccDwfAJN9yzJfBy5sSSFh3LveiB+AYnE51rJtbp4egbk/qYLa/x1Cm9MY0GvXvzmHxrSftAWVvjmcy/g5p8/ctb7aY+cdeAwZ5B9fwt31/SibYMe/O8fRzPo2zxy1pKBK/UyQQfnMKlaQ1qVbk2nbx1oPodHzk4cSLv/7y06tJtKt/3RHA7K8Wz5SxmLPD8uo2edluJAPDmIqIdnOLt9ESvGj2SI10h6t5nP3O13OB6WQ0K+7cmIfR7cW/l7B5pffuTs8jYVaNxpIuXHnWPz7XhSHS7M3+hg3Q9XTfsegeZXHjk7tBevvd6PD/pvZ5NfBg9z7N8wRC4OCPP/YqD55JGzN92PnG39Fx456255OnmJ17m9rAeL21ehettPKPvVR87+tQLNTx85u2A0fX5bgfYfjqTrZl+2Pco07qvOb35fcH5doPmFR85u6E7PFr155U9jGLj0CieTrUSbvsls5OLzasuJJkuBpoiIiIiIiIiIiMhnFGg+N8U/iP7+gaZ7ISf2zFDM/js5tXIx3T+cyoQpRzkYkE1Ath3bMwIJR9JtrPfns7TfEH7/Dy3oNnQXG4NNPIoNwBp/mIPj+tLr1bfp0ncBPQ7HcDo8z/OD/OItun+3Yzelkn5rLd7Lu9DqwwH8suwsxmy+z/X0XJJS7/7FQNNlrO+MPo7P9o/pW7kuNUu3pvW3CjTdP/gvIi/iEhF7BzC3R2t+/bMO1GqzhqU3k7mdbsfkWe5rmKMh8zzn5/Rj2C//B6+P+lNm9h2WeydQaHz81Tmp8pw4jZ61ZmBKfkTQmVXsnTOE7u37U7fZOPpN3s2yQz7cCEkjqcBmnL9vHB99A8Vj5u8baDrJcOZiznzM4x2j2Ny7Og0aDOCPzTYw93gw/mYnWc8as5/5voHmRlbfSeRm4G0SL003vt+dt3/5AfXazGPSuRjOxZi/Yd+7l/lLgaabE6c1j3z/fQTvHMygZv14/bcjGLrwMicSbUR/tpyb1Wh2Crlxl7g+tzPzWlambs9Z1Jx7hf1+QcREX+Tq4r9ioGlKwJp1hZtrRjGx1G9pVb8DFSefY8b5GJLNds8+vskZ+vpAMxmbvcAYP4cJ3zeMoc3b8dtftKbDxAOs9M3jcbrnKP6C4vOqQFNERERERERERETkyxRoPjfFP4h+PoGmC3tmEGb/TRyaOYqmf2xKi5ZTGbr9DjvuxxOZaSK3yP7lmZoOi+fdl9lBp4g6OpY5A0dS+vWRDJ91hpMJFsKz4nDk3MZ72WgW1HyXLl3GUWvaeVZdjiA2z0Ke1Y7LZcNuTiMv8SGP905l18hmNG85mrdbbWH+8WACC/LJyvIh+dZ61rZqSo/fVaf1wDUMPhjG9ahczHY7dmsBRakBJN9YydHZ3Wn6bhVKl26N17cKNN3hhA1T4l1SLk1n/aguVPxNA+p8NJlhux5zMDDb87hSm6MIlzWbnMQwIh/e4MEDXy74xBMYE0p+gQ+3No9lWa1f0apxe37WdiMjt9/ncZaFVLNxrMYeXHYzzqIsshNDifa/zX3fYC75GucqrQCTsYA7HpFvwt2bVhxFGeRGeRNybh3bJvdnWJtW1PcaRd2+G5h9+BFXYvNILnieMzM/5d7a3yLQtOCwZhhjexXeC5vTvsUwflZxOR/v8OWR1Uma552hkUSfm8/Jyc1pU7sDb5YZw5BlFzkQkk1YjgWryz3D2j2r0f0uySiSQ/x56O3H3dvhhCfmkV5kxuJI/Z6BZjJ3ovzJ9DXuH7MG0uxPlWnw4VBaL7nKqutxxOVZKbQbx+xyetphyUsgJdyfgOvX8PULxSehgMQ898ztbxJoujzXkTX+ComX5jO7W2/qvN6a7mO3MedKDN7GOc83+sbqsOG0ZWNKf0i091a2D2nP0Prv02zkGrrs9OViZATJ0Re58dcMNI1zZzU/xv/gTNY3fZPODZvy29bL6LXamxvxeSSa7DiMbnU9uZfmphj3xoDbPPQN4LxPIsFJxjkzPrc5U3FaHnFn5UCWV/4f2nUfwdsL7rPuXrJx7oowx18l+fI85vZoS43XatCk9yL67vLnRGAGOUZfWJxG3zut2E0ZFKRFEvP4AX637vIoNIGgNBM5ZqsCTREREREREREREZGvUKD53BQHDM/rHZoucyKO9Gvc2T6V6Q0q0aphK0p1nUf3lWfZ/yiJwNRCz0zNTzfpMqfjzPQn4ORS9o7/gJGDxlC9+y7mH/QjxOQkw5qHsyiG8BOLODHifbq07M4v60ylz7LzHArNJCyrEId7dlHyfWJvbmL3mI6MqFmFpp2n02T2dfbeTybDVkhRgT+pDzazrcv79PnDn6jT6mM+mn+F/Q+TSS4oxJQTRbrfcS6vGcD0TtUp99rbvFa6NR9+q0DTXU7seeGYI/ZxdvEAer3zRxrUaE3VEQeYfDSE0Dwr+eY0HFmP8Du1ks2jWjNk8ARqDDvM7CP3iDAl4HtxNRfG1aHXB8340avdaTp6N6t80rmfbDK27sJpSsGW8pBHx5exfVo3BoxbSP3x51h/LZpEpzFmvsX5erkZg9uVgznTj6BDs9kzogUdajalfPletPt4N7NOhXIjIotMsx2L49Mg7Hlyn6i/RaDpDuVyyfbZju/GnnRtM5Kflpnvmb18x7jGku12HEXp5Absx3f7CEY3+pCqv25Es96rGL3Ln0tGH+Q4jXuEM9/oq2Dirm3j3NKpjGo3iV5d17L2VAg3UwvIKPo+79DcxOo7KdxPiSc/xbh/7JjM9IZl8Hq/Ob9vv4jea69xObaAOONYHE6b0Q7jfhVylAurpzCruRcTJq1g2LFIToVmua9A8v5ioGlwWnHmBZMbepADk3oxtFoFvLqOpfHsE6y7Fkl4tpWcojysxvWceGsbl5YMZ3D91tR9pwvdZh5l8Z1E/NMSyIy+yM2/ZqDpMGF1pJB4ezvXpjdlRPMmvPL7LtTru4F5V2O5EV9gjE/jvvDkXhp0YT37Z3Vh5PhZVB12nEWnw4gzdpPrysZpD+Pxrglsb/17Og8Yw5+mebPyZgKFRp9ajL7ICzvEoSndGVy5FLU+6s87g3Yw51Qgftk2Mi3ucZRDfuIdIq9tZvfEwUzu0psxy44y71oifikFWBVoioiIiIiIiIiIiHyJAs3npjhg+DzQHE7l96dTqf1m1p335mrwY85dvc/1OyEEJ+WTanLPWnrGD6YdeVAURYz3Tk5P78bkwb2o13MCnccvZs6q7WzZfZATJ09z+vSTOnaUUwf3sn35LJaM68HU+asZsfURR31TyDJ2Y3ZZcTlyyQw4TuDe8cwcMZTaDQfSdeg8Jq3YxUb39k4c5sDOtWxZMpXpfXoxuEVXhs3exYyz0dyOy8Pics9QiyE7/DTnZ/dhtldNWrfqSeN+s5i4YgdbDx3n0KEDHNyynLXTujKibXXK//Zt3ijdmqbfKtAs5rKm48p5SOCJpWzo05gh7dvyfvep9JmxgXXGvvYf3sWJ3UtZNXUww9o2om2PsdQafZx5JwOItuQRG3qeiCOfsHh4f2qWaUOrzp8wcO4Olm49xCmjz04d2sOJ7WtYN3skk4e0p9PIBTSafJlN3rEkG834NgH0y8zlKMKRH0pawEEOT+3A0Op/oPQv3uMnrzahQe/ZjFp3iE0HTnw+Vj+rS0Y94MbtKCJSCsiyObA5LVjyjTEb8YAwn7tc9Q7hbkAqSflWz6xZ98OI/5z7RP0tAk0HLrsJkzH+o45PYlyfIbxbrh/dx61lyYmbnHocS1ByFqmxd0i6tYVtY/ozuH5TOnccRbexK5m3cS97Tp3g2Kn9HN2/jq1LJzF75HA6e02kW8+NbDgbxr30QrIs32eGZnGg+SAzG1Oh+/6xg1NTOvNx705Uaz2E1qMXMHXzITYcPM6JU8c5vHczu9bNZf6IwQxt3JwRk1Yx5kwMZyNyvnmg6TLOii0NS8ZDHu2dzY7hLRls/KXy4ZCZjFy0hVV7jrH3yD6OH97I9hVTWTB2KN1bjaZdu8Us2OdjnJ88kgtTyI6+yK2/ZqDpdD9W1kRetDfRp2az4eOBfFitPV5txtJ32mYWbDzIsRPGfeHwPk7tWs+mBeOZPrQ13YfPoOaYsyw9F0Gi0e15rgJcziSizi/l3IS6DO7bl9IdFjB8wXGOng/kUXAQCUk+3No9l+1Dm9Oza0+qdhxHn5lrWbTnOLuOHufk8YMc2L6KjQsmMbVHD4a278vIlSdYfDuFgDQFmiIiIiIiIiIiIiJfpUDzuSkOGD4PNIdR+f0plGs6h0Xr5rB0xWS8mg+lbZ8VLD4bzrUEKzmWL4QCX+Wyg9OEOT2c9IDz3Dm3jS0bFjJrZC+GN6hE62rlqFKxIhU/rRotqVB/JF2HLWHBpkPsu/qIm/F5nsfJugMQpzuscdmw5ceSF+/N3WNr2TJ1KGNafESzt8tQt0w5KlSsQrlqranScDi9hi9lwfrjHLwVgk+ayfOYVqdxfC5nAUU5kcTc3M2lNWOY3bcpHepXpGaVirxbqS7lavegUesRjP54EOOHtqfJnypSu3Rr2nyHQBOnBWw55Mb4EHFxC8dWjGXKAC86eNWhUtVKlC1fmQplqlH7g0406T+dUSuPseV6PPdicil02DEXJGBKvsvDUxvZOX0o41s3o+mb71HnXfexVqRCubpUKu9Fi86jGDxnLfP2XWff/VQCkgs9bzJ8engmX+YyTlMOlqgzhB37hI9bV+G9n/wHP/3Rf/GvP3qFn/3mDX5fuhzvlqvw+Vj9rBobNYJ2PXey8UoMj/LM5NqyyIq4gs/GEaweOYDmHVfQb/ZVzkVmkWAMYctTs5zia++vH2ganzus2NMfkfVoK9s+6UHnKmWpVbEeZev1oOvcwyy5mcKjuERMacGEXtvL2dWfMH9QG3o2rsb7NSpTtkIFylcoS+VadajeYSBeY5YzYcUpdp4Jwj82h2xrEVbn93mH5pNAM9uCyWbClBJE6oMjXN42k3mjO9G5VUPeq1CJd4zzUcHdlqofUaZWf9r2msPURXvYceEhN1NMxBVajT18k0fOuhltcVmNcZBFbsQtIi9t5qBxrU4c1IqmH9Tl7TLljWu1LJVq1KBa2740GbmI0UuPsuW4L/cjMkgvKqLIkf43CDRdxnYc2E0pmFN9CLi0g/3zxjClUytavVueeu+Uo1IF475QvrZxX2lC03ZD6Dd1GbN2XGTHrSR84o17n2cvxhlw5ZPpf4Sg3YOZ2bkxVX9VmkpvdqZ6nUVM3+jN9eQMggJvEXVpC/uWjmFc3+Z82KgOb5WpQJnyRt9Xqm7ca9tS48NR9B1t/J2w5RRHfaLwzSoiy2LcpxVoioiIiIiIiIiIiHyJAs3nxv1DZvdjUhM8gcitwxsYPWk3w6bu4tCR9ezctoT+/aYxeMI2Nl2L4W6Klbxv8oNphwmKUsiMf0TQvZOc3jCHVf3bMrq9F628vPD6tNoNwavbYiYtO8nhW+E8issi29h80Zd2YfzBZcZlTycz3JvgsxvZPWUk4431e7i30bw1Xh3G0n7QWuZvucIZn1iC0/LJNVYrbqr7NwcOax4FKQHE3j/CufWTWTaqC/06G+u27IxXp0n0Hr2SVds2smPbSuYOGsu0IXNZsP8Bh4NySc63YMuJJS/gEFd3rmZY39WMnnqaY4/TCCtwYvrSrFX31y6jCzKxpAYScXMfZ9aNZ97YHrRv08I47rZGdaPHiLmM33CO3TfCCEmzkGly4vKsWmRUNtnRd4m8so2Ds8cz0TjO3p/2mbFui5YjGDljMytP3OO8fwLROXZyi74Y1sizuXBZ87HGexN7ZQ0rJw2mi9G3rT/r42dVN6NmMmTsEfbdTiAov4h8ew45sbcJ2DuTnTM/oe+wbUxcfYfrsbmkGKfl6ZeM+5tOrGlB5Pps58jahXTtNJmx8w6z93EmjzOsWB0OipJ9yb5njPllq2nTejVz1t/CO91GvPnTRze7f3dgjr9Dxs3VrJ+7mlat17N090PuZTtIcl9MLgcuUyJFSbe5e2AJG8b1YHiP3rTtPJZxa8+y6WEWQekmnLZ8Co0xG//wGBc2TWPF6C4M7GJcI0+OvWWnHnSatIKxWy+x/3YkAYn55Jjc7xd1Vy658fcI3D+H3UunMXDpMSYdDcYntYB8Tws/batxzJnh5Pru4ezm1fTtsZoJcy9wOjSbiEL3uxqNpSy5uHKjSXx0Gu+9c1k6ZZBx7bT8rB1ebQcb941FTFxykkPeYfjEZpJpXINmzwXk7ou7ZN5azUajL1q2WseSnT6ef3jg6Yuv8vRNmtHPjwm5spNjaz9mwtAen+2rRfsudJywmOEbz7HzRiiP43PJ9ASnxnoY95RUY71jizi09BOGLz3E6P0B3DSWcR+zO6rElmvcyI37zvXj7B2xkHXjt7DvajR3jHtprifpdveMhYLEh8RdWsKB1YvoNWIv0zf5cC/NRJqxiGc7LotRRh8nPCLaey8nl0xmetvW9He30dPWLkYNZsgna1h8yJtTD2OJyLKRZf70vuDuWCvmFF/SH+7i2ILxTPBqSS+vsbRtv4mV+x9zP9tKSnYqlhQ/Qq7u5PjaiXw87PO+8GrRHq+O4+kybAOLd17nvG8cYZkFxr3WZYxxJ47CVPJDTuFzeDWTRqxm4MhD7PaOJTDfSe4X/9HHc6JAU0REREREREREREo6BZrPlQuX3YK9MI2ctETCIlMIjUomzfg6OTmW4OAoQiKSSMw2e34Ab/8muZn7cY5OK7aifApzM8hIjCY+2I8wf18e+/ri+2n5heAbGEtkXAZpOSbyi2xPZmZ+VfEP422mHAozE0mJDCPcWD/QvY3Hfvj6h+MfkkBMUhYZeUUUWu2eEODz7RjH6LLjsBZQlJdGZkIkcWEBBAcY6z4OwDcgkqCweOKTjWNOiicmJJyokBhiU/NIK7RjMQ7aZS/CXpBGdnICocEJhEVlkO5+pKjDxdOewuty2IwuKMCUk0pGQjgx4YH4+z02jtvYp28ggWExhCdmkmIcd6HVie2zjbhbbcdmzsWUlUxqdDgRxnEGfdpnxrqPH4ca+08iPj2XzAILZrv7vDz/wOCF5rTjLMqhKDuB+MgQAoy+9fusj59VgUYZ10R4Gqm5FgodTuzG2LIX5VKQEkVydATBoUlExOeSXWSMHeO0fP0l4zLGSCH2PON6S4glwD+S8Jg0UvJt5NvcAbd7Jmk+9lxjzMcl4OeXQHRCDjlWF1/Or43ljP3bchJIjEngsbFcXEq+J0QqnlBtNMJhMbaVS25qLInGWAwNDMIvIJzwhEwSjf0VWh3G/tzBv3GN5KeTmRhFvHGNhLivkSfH/jggkIDIeMKN6yw110SBxThuz7h1l7sP3AFftNFWo3/i0olMKyTP2K47svt8dBrXos2EPT+FzKQEggMTiIjJJMNk91xLnmFsnBvsZiz5GeSkxBBnnJ/ia+fJOXhy34gw9uG+b+S57xvGesVd8pW+eGz0RXLeF/riq4wVHe6Zmsa9KjuZ9IQIIkLd5/jJMfsH4B8RS6hxrSZ77lHGtfmFY3ZYjfXSY0mLiyA0Lo2w1AJyjGXc9x/3Ep5Z63ajT7PTSQmLJSE8idQv3UvdSzmN05NPUVYcqcY4CApLISoxz9N37lmenu08uS/YjeXMOSmkx0US5edHsLuNnrYa9zHfEONenUBsWg4Z+UWYjE5xv7O4mPv/xePJmm8cZ6z7vvLYuK+E4+efSHxqPnnG8habuy8KntoXvo/9PffagNBEYpOzyfTsw/HkWI3/jH50FGaQl5ZAZGgCIWHGWM4posB9f/q0Gc+RAk0REREREREREREp6RRoioiIvMQUaIqIiIiIiIiIiEhJp0BTRETkJaZAU0REREREREREREo6BZoiIiIvMQWaIiIiIiIiIiIiUtIp0BQREXmJKdAUERERERERERGRkk6BpoiIyEtMgaaIiIiIiIiIiIiUdAo0RUREXmIKNEVERERERERERKSkU6ApIiLyElOgKSIiIiIiIiIiIiWdAk0REZGXmAJNERERERERERERKekUaIqIiLzEFGiKiIiIiIiIiIhISadAU0RE5CWmQFNERERERERERERKOgWa8pe5XGB3gM0GTmfxn0VE5IWgQFNERERERERERERKOgWa8pc5nbjMRbgKChVqioi8YBRoioiIiIiIiIiISEmnQFP+MrsdZ1o6juhYnElJODMzcRVZnnwoIn8vUVFR7N+/n3Xr1qleoDp8+DCxsbFPzvJfnwJNERERERERERERKekUaMpf5LJYcIRHYLt1B9sDH+zBIThzcp58KiJ/LydPnqRWrVr84he/UL1A1aBBAy4Yf2/+rSjQFBERERERERERkZJOgaZ8Pc+7M+24jL5zBAZhu3YD281b2H0f48zMerKQiPy9HDx4kLfffpt/+Id/UL1AVb58eU9Y/beiQFNERERERERERERKOgWa8vXc784sKsKZkYndzx/b1evYrt/A/uAhznT90Fvk702B5otZCjRFREREREREREREvkyB5ovIPbPyeXA4cOXk4IiNw/7wUXGgee0G9nsPcCan4LLZPKHnc+Fu8/Nqt8hL4quB5s9//nPKli1LlSpVVD+geu+99/jpT3+qQFNERERERERERETkayjQfNG4Q0F3yPg8wkGbzRNc2t2Pm717vzjQdNedezji4nEWFuKy258s/D242+pwFJdCTZFv7KuBZunSpRlg3GcnTJig+gFVnz59ePPNNxVoioiIiIiIiIiIiHwNBZovGPf7Lp2JSThTUnBmZOAymZ588h1YrTjdszMfPMR28/bngeatOzhCw3CmpXseSfutfRq6Guu6snOMysZVUAAWy/Ob8SnyEvhqoOme6Td8+HCmTZum+gHV4MGDv3QeFWiKiIiIiIiIiIiIfJkCzReMMyER+5172H0eYg8I9ISO35XLYsERHoHN+5bnUbOfBZrGn+2+fjiiYzwB6rfmDi1tNk+Q6YiI9JQzNc3YVkHxLE0R+UYUaL4YpUBTRERERERERERE5NkUaL5gnEnJ2O/7eN5zab93H0dIqOd7rry8b/1IV0+gGRqG7br3lwNN48/2u8a2g0M879j8xtzv5CyyeNZxzyJ1b9v+0BdHYFDxOzkVaIp8Kwo0X4xSoCkiIiIiIiIiIiLybAo0XzDuGZl2/wBP4OgJId2zK42vnXHxxY90/RaBoSfQDAn9PMj8YrlDzUe+ODMznyz9l7ncj7DNycURE1v8GNsbNz1t9ISa7tC1oFCBpsi3oEDzxSgFmiIiIiIiIiIiIiLPpkDzBePMzcMRF4f9sd9nwaM71HT4+eN0PyI23f1eTTPY7E/WeAqny/PuTXc46l7vz8JMd7mDSJ+H3yzQdD9e1miXMzkZR3ik53G1dvc7OZ/M+nS31ZmZ5Qk89Q5NkW9OgeaLUQo0RURERERERERERJ5NgeYLxj2r0pmbW/yo2C8GkO5g88bN4kfQfhpqfh27w1gm3fP+TPfja7+0nS+U+zPnN/jhtzscdcTFY3eHo7fufPnxtUY5AgKLZ2eKyLeiQPPFKAWaIiIiIiIiIiIiIs+mQPMF47Lbix8VGxn1pdDQEyK6Z1U+8MERFOJ5BK17dqXLXPRkzS+wWHGERmC9eB3LgROYt+x9ahUZn9ke+RcHpEWWJyt/gfsRsxmZOKJjPGGm/e694sfMftomd8h6+y4OY0y4Q0+RLwoPD2fjxo3MmDFD9TXVoUMHXnnlFQWaP/BSoCkiIiIiIiIiIiLybAo0X1DO2Lg/mwn5WbmDTZ+H2EPDcGZlP1njc+7Zm7ZbDzBv2kPhgrXkT1r01CowPis6dg57QLDn3Zhf5covwB4c6gktPeHlV9tx83bx+zNjYnEVPSVYlZfa6dOnqVSpEv/0T/+k+pr6x3/8x89CMAWaP9xSoCkiIiIiIiIiIiLybAo0X1DOxCTs9+5ju3nryyHipavYzl/GeuYCllMXsHrfxR4QgjMj68ma4Co0Yb18E9OyTRTMWkn+J4ueWgVzVmHecQibsQ1nWobn/Zcus7l4VmZYJHafx8b+3Y+YdYeZfx6u2u898DzW1j3D0/2eTZEvOnXqFBUqVPhSYKd6dinQ/GGWAk0RERERERERERGRZ1Og+YJypqYVv7PS/ZjXL4SI1vOXsJ44i3nrXgqXbsS0bgdFe49iDzbOi8vlKff7LC2nL1MwawX5U5c+Ncx0V8GM5ZhWbcNy4jyO+CRcNpsnzLQHhWA5eZ6iPYeMz85gvXAZ2+VrX2qHu+yPfHGkpBQ/btbheNJykWJPCzTdMxJVX19lypRRoPkDLAWaIiIiIiIiIiIiIs+mQPMF5X7cqzMpGbt/QHGQefYClqOnMO84gGnNdgoXradg9koK5q+lcPlmig6dxnrbB3tIBPaIaMz7ThSHmZMXPzXM9JTxeeHCdcWzNH38sIdHY7l2G/P+E5jW7qBw2SZPYGrefgDL4ZOeWaFW9wxRd6DpfuztY3+cWVnFszPdYarIF3w10HS/K7JKlSrUr19f9TXlfqfmhAkTnhqaqUpuKdAUEREREREREREReTYFmi8q94xHiwVHRCS2K9exHDmJecseT5D5Z8HkpMWe2ZjuANL9TkzrjbuYNuz58+W+WpON9WYsp3DFVixnLmO5cIPC1duLg1Bjm54yvi5YsA7z5j3Foeb5S572eAJN/0BP8CryNF8NNEuVKuUJXJ4WCKlUP+RSoCkiIiIiIiIiIiLybAo0X1TuGY8OB/bgMCzHz2Desrd4VubMFU8PJ93B4+xVnkDStGU/BQueEnx+tSYZNWUJBXNWY1q7yxOCFsxb8+VZne6vZ6zw7Ns9a9O86xCWk+c879Z0hEcWP25W5CkUaKpellKgKSIiIiIiIiIiIvJsCjRfcHb/YIr2HKFw6aYvh5F/hypwB5vLNlK07xi2ez44EhJxFRU9aanIlynQVL0spUBTRERERERERERE5NkUaL7g7CHhWI6ewbRq21NDxr9pTXHPAl3peeem3T8IV3Z28fszRZ5CgabqZSkFmiIiIiIiIiIiIiLPpkDzBWePjMFy4RqmDbufHjL+rWvSYsxbDuAw2uV+xydO55OWyovKaZxjs9nsuQa/TR08eJCyZcsq0FS98KVAU0REREREREREROTZFGi+4JwZWdhDwijaf9Lzvkt3oPjUoPFvUAXu93TOWWW05QTO+CTPOz497/qUF1piYiKbNm3yXH/fppo3b84vfvELBZqqF74UaIqIiIiIiIiIiIg8mwLNksod9DmcxTMYv225g8In5TKZPY92tZy5Sv6M5Z7Hvj4tbPysJrprIfkTjBq/gPxxRo111/wn9eR77s8mGPWxsZx7nadt6ytVYOzf/S7PohMXcCanfqGdTzmGb1LuPvLUkz6TEsnX1xcvL6/PwprvWgo0VS9qKdAUEREREREREREReTYFmiXNk5DOZTLhTE3DmZaGKysbV3bON6hsY/l0HAlJOOLdlYgjJg5HRBRFpy5RuGQjBbNWPjVs9NTEheSNnU/esNnk9ZlGbsdPyG0+gZxGY8mpP4acemPI/WAcuS3Gk9t+Irndp5A3aCZ5o+YWh5tP2+YXyj070/3oW8vpS9iDQj1tdBptdaakGseY9ZTj+QtlnFOX2YzL/R5Od79JiaRAU6V6dinQFBEREREREREREXk2BZoljTuYczo9AZ89OBRHSCjO6BicMbHPLmMZR2Q0dv8grHd9sN4x6vaD4rp1n6IjpzGt3U7BvDV/Hja6Z1i6Z2SOmU/eoFnkdZ9CbrOx5NQYRnbpAWT9tg9Zv+hF1v/2Ivv3fcl+tz85VYeQ02iUJ9jM6zeD/JFPQk337M6vbv9Jufdt/v/Zew+4KM90f/9/9pzNnrO7Obu/PbvZzW6y6b13NcbExGjUJMaoMRo19t47NgQVEBCQXgSU3ouKIiIiRZoIAqIoIFYEYXpv3//7PAMKOiFWmvf18ftBZt6Ztw/zzjX3/eyMgWb3AWgyc/ky6vKLoS8pg+FM9e2tZ9swESqWwKRSk9DsxtwsNH/zm9/gd7/7HX7/+9/fUdh4mvPnz7cohCiUnhwSmgRBEARBEARBEARBEARBEB1DQrM7wio0m5qhr6iE/ngp9MUlvxpdbj606Uegjk+BMigaykCWKHN2REHhHgy5vTdkNtvbi0YmIFc6QjrLFpKxayH+cjnE7y+E6I25EL0w64bM/OsUcx6fhuZ/T4fouZkQvTIbonfmQzxgCSTfW/GqTukyh/bP3zbCvBXOflB47oTSP4Ivo0qIOmo3tGmZ0OXkQ19UbHH9LMVQUwtIZYBGS0KzG3Oz0Pzzn/+MDz/8EMOHD7+jTJgwAatWrbIohCiUnhwSmgRBEARBEARBEARBEARBEB1DQrObwlqqsgpNJvh0OUehO5IN3eEjvxhN0l6ogiOh2OYP2ToLMvGXsnIrZAu3QDLaylyR+fxMNP9lyp3liekQvb8Akm9XQjp7k3l8zQ4qNW+OglVuBkVCE78X2oMZFtevXdi2ELaJgR1LcgVALWe7NTcLzSeeeAITJ060KHYolIcxJDQJgiAIgiAIgiAIgiAIgiA6hoRmd0WtgbFZBOPFSzCcOcsrNXVZ2dBlZlmUfOroJCi27+DjVFqShhZj5QTpDBs+JqaoL5OZs9D8z2mWpWVHeWwqmp+ZCdF7CyD+dtWvV2reFPlmd2HZA6EKjYU2Nd3i+vGwdT+SLWyLEt6ellWxQqvjLXqJ7gsJTQql45DQJAiCIAiCIAiCIAiCIAiC6BgSmt0cU4vY5ONjFhbdqNZsFZsZLJlQh8ZCbucBubWbRWl4S6zYmJkOkIyyguiDeWh+doZlWXkneWKG8FwLIBmxko/FyefBxue0NP+2sXblIlbpHwZtygHzOt0sMrNy+Lrr8wuFbVEDKBSAXk+VmT0AEpoUSschoUkQBEEQBEEQBEEQBEEQBNExJDS7OwYDl5omiRTGqw3mas2CIuizc82iL/0wtKkHectWmY0bZOtdLEvDtlnjBOlSe0hn2kD8+VI0PzPDPDamJUl5J3lMeI5nZkL80UJIxq+HdIkdpKz9rKVlaJv12yDb6AqFZzA0yfugFdaJSdpWoak/mscrVA1VZ2G8fEXYFhJzm1mqzOwRkNCkUDoOCU2CIAiCIAiCIAiCIAiCIIiOIaHZwzA2N0NfeerG2JpMaO7ZD5VfqFkMWhKGN4cJzTmbIPnBCqJ351uWk/cQ0XOzIR6+CpJZtpAu32p5GSxE4RoATfxuaA+km4Umq8rMzYO+9AQMNbUwshazrCqzF2MymYRV1MPARHYvqT4loUmhdBwSmgRBEARBEARBEARBEARBEB1DQrOHwas1RSIYL1yE4dRp6LKPQpOwB0rvnZCtu02haeUEycT1EA9cjOaXZ1uUkveUp2dA9OliSMavhXSxneVlsBCFsx/UUYnQ7kszV2YWHzePldnQwCtUTWp1r28xq9Fo0NTUBLFYzMVmb4CEJoXScUhoEgRBEARBEARBEARBEARBdAwJzR6KSaGE8epV6EtOQLP3AFQB4ZDbbIdsw220nF3tBMnI1RC9ORvNT023LCXvJU9Mh+ideZAMXwHpvM2Wl+HmrGsRmhEJ0KamQ380Hwbh4DTJ5Lzt7sMyVqZUKkVVVRVOnTqFixcvcrkpl8u56DQajT2yapOEJoXScUhoEgRBEARBEARBEARBEARBdAwJzZ6KTg+TUgVjQyMMZ6qhTT0MpedOyO29uRy0KA1bs8oR4q9Wovnf09H896mWpeS95DHhOZ+aAXGfRZDOsLW8DG3DKks3uECxPQiapH3QFRTzCtTrY2U+JDKTUV9fj/T0dISEhMDDwwPh4eHIy8tDXV0dF5usarOnSU0SmhRKxyGhSRAEQRAEQRAEQRAEQRAE0TEkNHs6rHpRpYKhogrqpP1QBkRC7uANua27WRTeLDfXOEG2bCvEny2zLCPvY0SvzYN0sk37+bcNW771LpBvdofc2R/KkDhoM3NhqK6FSaVuWcGeBaukvHz5Mq+yvJtkZGTA1dWVi4VvvvkGU6ZM4b8nJiaisLAQ1dXVXDi0Vm32hLE2SWhSKB2HhCZBEARBEARBEARBEARBEETHkNDs6TCZxaSWSALDuQvQ5R+HOvkAlH7hkNve1IJ2jTOky7fyNrDi/kssSsj7mV8TmnJrV8jtPKEMCIdm/2HoSipguHgZJqnMLGp7IKyS0tnZGT/++ONdhUnMfv364bXXXsNTTz2Fl156if8+ZMgQjBw5EqtXr0ZsbCwKCgpw/vx5SCTCfu/m24qEJoXScUhoEgRBEARBEARBEARBEARBdAwJzV6G8XI9dPnFUEckQb7ZA7KNrjckIhOaS+0hnWkLcb/FFiXk/cyvCk0bNygcfaGKToa+/BSMTc0w6fUta9IzKS0txYgRI66Lifud119/nUsHT09P7Nu3DxUVFVxqarXablupSUKTQuk4JDQJgiAIgiAIgiAIgiAIgiA6hoRmL8NQWwdNWiZUQVGQ3VyhKUS63KHbVGgy2cra4yrDE6A7XgbD1QaYtLqWNemZPGih+Ze//IWLD1axOWPGDHh5eeHYsWO4evVqt63UJKFJoXQcEpoEQRAEQRAEQRAEQRAEQRAdQ0Kzp8Oq8oxGmJQqGJtF0BWVQhWZCIVHMGTWrnyMyrYSUbrKEdLFdhB/ugzNf52K5v+zLCPvKew5/zYVojfnQzqlA6G5wQXyLR5QBERAm54NfeUZGK81w6TW8HXqiTwoofnII4/gT3/6E5cOTz/9ND788EPegnbLli3IysrChQsXoO+m1a0kNCmUjkNCkyAIgiAIgiAIgiAIgiAIomNIaPZ0WFWeRgNDVQ3UqYehComDwtnf3G52/TbI1glpKxGtnCBb7gDxlyvQ/K9paH5sqmUpeS9hMvPf0yHusxDS6bbt5982bNnYOJr23lB67oI6Zi90R4tgqLtglpo9kAclNP/+97/zsTQnTJiA9evXcwHBhAerzqyvr4dCoYCxm0pgEpoUSschoUkQBEEQBEEQBEEQBEEQBNExJDR7KgYDTGzcRIkUxitXoc3IgcI9EHI7T8vysG1WOUI8YjWaX5mN5iemW5aS95LHp0H06iyIBy2FdPYmy8tgIQqXHdDE74W+qATGhmswqVSATiesq9FcidoDqKqq4sfZO++8c1dhUuPf//43/vnPf3Lx98wzz+CVV17B0KFDsWLFCgQFBSE3Nxfnzp2DXC4XNo+u246d2QoJTQql45DQJAiCIAiCIAiCIAiCIAiC6BgSmj0Uk1IJ49UGGE6egvZwDtQhceaqTNZm1oIsbJfVTpBM3ADR50sgenm2ZSl5L/n3DIj6LYRktBWkC7dYXgYLYZWl6shE6NIzoT9eCkNNLUzXmng73Z7SglYqlaKwsBC7d+++q/j6+mLBggWYPHkyHyPTysoK3t7eSEpKQkFBAc4KJ2xDQ8N1mdldqzLbQkKTQuk4JDQJgiAIgiAIgiAIgiAIgiA6hoRmT4FV4bGwqky5AsYr9TCcroIuKxfqmGQoPYNvbS/7S7FygmTuJkh+XAPR+wt4i9j7MpYme46/C8/18myIh62AZNpGSJc5WF4GC1E4+0EdEQ/t3lToDmVCX1QMQ3UNF7cmuZyve0+p1Lxb2FiYTF7u2rULkZGRyMjIQG1tLRelBtZeuAdCQpNC6TgkNAmCIAiCIAiCIAiCIAiCIDqGhGZPgVXi6fUwNTZCX3ka+pJS6PMLufjTJKdA5RtiHjPTgii8JWucIV3uwNvBij9dcv/G0vz7VIiemwFR34WQ/LQe0sV2vL2txWWwEIWLPzSxydCmHoQuIxO67FzoC4qgLyvnYtPEPmgXtkFvho2FyaRmTU0NbyvLxsfsKa1lfwkSmhRKxyGhSRAEQRAEQRAEQRAEQRAE0TEkNLs7TGRqdbxC0dTcDMOZs9DlHIXuSDZ0h49AdzAD2n1pUO2IMLebvYMqTdnyrRB/txqit+ah+ZmZd1+pyR7DhOjTMyD6YD7E36yEdM4mYR6OkK0R5mNp/m3DlnmDCx8DVJOUAq2wTlxosvVjEdZXf6wYhrPVMIlE5rE1mdjsIW1oH3ZIaFIoHYeEJkEQBEEQBEEQBEEQBEEQRMeQ0OzmmNRqmJqaYTxXB/2JMnNVJpOZmVlm2cfEX/phqHfFQL7ZHfLbGUOTZY0QNpbmrE2QjF4L0YcL775SU3iM6N/TIXp7LsTfroRkug1kSx1uT2ayWLvw8T+VviHmdrNtZSYLW19WrVlYxLeBoa4OJqkMpoegBW1vgIQmhdJxSGgSBEEQBEEQBEEQBEEQBEF0DAnN7giTdKzFqEIBY0MDDNW1MJSU3qjKtBB1ZAIU2/wg3+RhWRpaCms9u3IrpPO3QPLtaojemw/Ry7PR/OQMNP99mmV52Zq/CmHjZT4xHaIXZkEsPFby1XJIpraMm7n69lvNymy3C8vuD9XOaGj3H7S4fjxM4grbgLXbNZy/CGMzq9ZU9/o2tD2dm4Xm3/72NwwZMgRTp069o8yfPx9r1661KIQolJ4cEpoEQRAEQRAEQRAEQRAEQRAdQ0Kzu8FkptEIk0jMW6zyqkxWmcjazLZWZVqIJmEPlP5hUDj6QrbOgjT8pbDWsysdIZ27GdKJ1hAPWwHRhwsgenamZZHJwlrMPj4Vzc/OgOideRB/sRSSsWshnW0L6VJ7Xvl529WZQuT2XlD6hUEdkwxt2iGL63c9bBuwFrRFxTCcroLxSj1Mwr6lSs3uy81C83e/+x2XJ88+++wd5bPPPsPixYstCiEKpSeHhCZBEARBEARBEARBEARBEETHkNDsbjAxZzDA2HgN+oqTXNyxNrP6/IJfiHBfQRG0R3KhSc2AOmYvlDuioAxoH4XLDshs3PhYlZakIhebK7ZCMn0jJCNXQ9x/CUSvzYPolbkQvTSnfV4VbntnPkT9F0P89QpIJqyDdMGWXx8z09oVcntvKFwDofQNv75s6ohkaPZnQJedB92x49CzFHS0zuYYKiphvHgJRomUxtPsxtwsNO82r7zyChculoQQhdKTQ0KTIAiCIAiCIAiCIAiCIAiiY0hodjeYmNPrYRKLYTx3nldpGs6chaHqF1JdA8O5OrPYq2+A4eIV4feL7VNzAeq9h3hbVzZWpUXZyMKk5jIHLielMzdBOtkGknHrIRm9pn1+WAvpzxvN08zbAtkSe8hWMZlp4TnbRGHvDVVQNDSph6ErP31j+S5chvFqI4zXmnllqvHqVWGZay2vb5uwdTaJJIBaTRWa3RgSmhRKxyGhSRAEQRAEQRAEQRAEQRAE0TEkNLsbLRWaJqUSpqZmmBobOw6bRiw2jyVpSeoxQarTQZtVADkbY7MjoXlz1jjx8TClC7e0z2I7s8C09JgOonDwgSokDtqcAhhF4pYFvBWTRgNT822su5jJTI15DE0Smt2W6upqrFu3Dl988cUd5a233sKjjz5KQpPS60NCkyAIgiAIgiAIgiAIgiAIomNIaHZHWqQmtFpA8yth0+h05uktYBLuM8nl0KQe6bjl7C+FjYfJ5GXbrBZyB2Nktka+yR3K7UHQpByCsaGpZQktwCTs7aw7X29hWpKZ3RqFQoHKykrk5OTcUZycnPDSSy+R0KT0+pDQJAiCIAiCIAiCIAiCIAiC6BgSmr0cNr6koe4C1HH7LErGzoycjaFp5wVV9B7eZtZElZVEB+zduxfvvfceCU1Krw8JTYIgCILofEzCdYjRaIROp4NarYZKpYJSqaRQKJ0Qds5pNBro2XA79JkAQRAEQRAEcZuQ0OzlGM5fgjY7n49daUkydmrWbYNsgyuUQbHQnzoLo0IJ0y9UlhIECU3KwxISmgRBEATRubTKTK1WC7FYjKtXr+Ly5cu4ePEihULphNTX16OpqYl382HnIkEQBEEQBEHcDiQ0ezn602ehTk6F0muXZcl4c5h0bI2l+38pt/OY9S6Q22znclVXUgYjG/+TtY0lCAuQ0KQ8LCGhSRAEQRCdAxMnrCqMXRs2NjZysXJWuCCuqKjAiRMnUFJSQqFQOiHl5eU4ffo06urq0NDQAKlUyqs2qWKTIAiCIAiC6AgSmr0cXVklVBGJULgFWpaMN2e9C6+i5D8t3W8pTGTyxwnpQGoymanY5gd1WDx0+YUwXLgIk3DRQhCWIKFJeVhCQpMgCIIgOgfWXpZVhdXU1KCoqAiZmZnIyMhAeno6Dh48iDThupVCoTz4sPPt0KFDyMrKQn5+Pk6dOsXFJlVsEgRBEARBEB1BQrO3IlwEsDEqmdBUx+6G0jcUcjtPyDe63Sob1wnZ6Ar5Zg8otgdB4RMGub3PrdPdHCYvN7hAvsUTCvedUHiF8DEyudxsFZvspzBPNm+l6w6oAiOgSdgLXXYuDGeqYVIqWxaYINpzs9B88sknMWzYMIwbN47yC5k1axbWrl1rUZpRum9IaBIEQRDEg4UJEjZGJvs7d+bMGRQWFnKhsnv3bgqF0oVJSUlBamoqcnNzeaX0pUuXIJfL+ZcPqFKTIAiCIAiCuBkSmr0Uk1YLo0IBfeVpaA8cgjo6EUrfECi2WhCV67dBbu8FhWcw1MkHoMk8Kkwbfut0N4e1kN3kDoXHTmj2pkNzIBMKn1DIbdxuSE0mPO29ofQJgToiHprd+6FNy4DuSDb0FZUwyRUtS0wQ7blZaP73f/83/vrXv+Lxxx+n/EIGDBiApUuXWpRmlO4bEpoEQRAE8WBhY2WyMftOnjyJnJwcHDhwgL/XtCRYKBRK54W952Xn4v79+/mXDIqLi7nUZJ/fUKUmQRAEQRAEcTMkNHspJrkcBuGiXV9eAd3hI9DuTeVSU+UfBoWzP6+klNtuN4tMVjkZngBN2hFe0ak/UwN15G7IrFnr2V9uIcvuVzj6QrUrFrqiUj5ep+bAEf47r/R08uXPrfQLgzoqEdo9qdCmZ/Dl0WVmQV9aBmOziPV+EhaYvn1JtOdmoUn59bz55ptYtGiRRWlG6b4hoUkQBEEQD4bWMTObm5t5S8tWmWlJrFAolK7P4cOHUVpayqUmG1PTYDC0nM0EQRAEQRAEQUKz12K81gS9cNGuKzpmFojph6E9kA5N8j5oohKh9AuBwtkPSv9wqGP3QFdSDmOzmFdMMsnIKi5Zm1jWitaizBTCKjGV24OgTkiBvrqOP9Zw5Sp0pSehSUqFKiQW6phkaHbvgzY1nS+DLiPTvDxC9MeOw3DpMpevwpVKy5IThBkSmnceEpo9MyQ0CYIgCOLBoNfr+ZiZZ4WL3qNHj/IqMKrMpFC6b1gLWjbG5okTJyAWi/kXEqj1LEEQBEEQBNEKCc1eivHyFeiLiqHLPXpdILJoD2ZAu/8gNEn7oI7bC216FnTHy2BsaGx5JGBSKIXbc6BwDYB8s7tFmcnCxs5UBcdAm5kLY32DedxO1uqWydSySmiz86A9kgtdZrYwb2E+bZaDRZ9fCP3pKhivCo8VHkcQbWHthlatWoUxY8ZQfiF9+/bF//7v/5LQ7OEhoUkQBEEQDwYmQ+rq6lBUVIT09HSLAoVCoXS/5OXl4cKFC5BKpdR6liAIgiAIgrgOCc1eivH8BeiymUy8SSTyCslM6AuLYaisgvFyvXkcS9b2tQWTUiU8tgAqv1AoHLwtykwWxVZfaJIOQF9xCiaxpOXBJv5cTIoyUcnG8NQXFkGXldN+OVjY8hUeg6GmFiaVyvx4gmhBLpejtraWj3VEsRxXV1c899xzJDR7eEhoEgRBEMSDQSVcY7D3TGxsvn379lkUJxQKpfslMzMT5eXlfOxbVmlNEARBEARBEAwSmr0NgwEmtQbG6ppbZSYbt7KwCIaKkzDWXYCpWQSTSt3ywBuwx+vLT0GzJw2qnTFQugdZjGpnLHT5xbw605KQNGmE5WhogKG6mo+XySoy24nNI9nQ5RyF4dRpLkAJgrgzYmNj24kwEpo9MyQ0CYIgCOL+wlpUMgkikUhw/Phx3saS/W21JE4oFEr3C2s7y8a8rampga7Nl68JgiAIgiCIhxsSmr0MJhaNTc0wVJ6+RWYymWisOguTcGEPJiDZNx0ttW8RbmeS0lBxSnjMUWhTDliM7kgODBcvmas7LT0Pu41Vawrb3njxMgwnK6E/mn/LcjHByqtECYK4I0ho9o6Q0CQIgiCI+wtrUcmqM69evYr8/HySmRRKDwsb65ZVVVdUVPDW0QRBEARBEATBIKHZy2CtXw2156A/XmoWhqwKMjsX+uISGIRtb2q89ssisxXhPiYYjfVXeWVlOwHZGlbteew4jE1NLQ/qAGF+JqkMxiv1wjKcFZathFdmtj6XofQEH3dTuFLpeLkIgmgHCc3eERKaBEEQBHF/MRgMvDqTjZ+Zm5trUZhQKJTunxMnTpDQJAiCIAiCIK5DQrOXwSSkrrgEutZKSDZOZX4hjHXnYVKrzTKTjXP5azCpqVTCUHnqhsRsTUu1J5Omxubmlgd0AJufwcCFpUkuh/HiJeiLjpmfR3g+9n/DuTqYRGLz8hEEcVuQ0OwdIaFJEARBEPcX1m62sbERp06dQlZWlkVRQqFQun9IaBIEQRAEQRBtIaHZyzBeumyWmfkFfLxMfcVJGGpqYRKLW6a4fdgYmIbTVeYqzxb5yMN+zxOev6ISxjt53haxaZJKYairg/5EOV9WfUEhX0627NBoWyYmCOLXuFloPvnkkxg8eDBGjhxJ6UH54osv8M9//pOEJkEQBEHcJ5jQZO1mT548iSNHjlgUJRQKpfuHhCZBEARBEEQ3wGCESauDofoytGnF0J88L1x0GVru7FxIaPYyjOcvmKsni4/DcPoMTA0NMDFJyCok7xAuNM9Wm6s8mcRsFZqtLWyF+5icvCNaqzW1WmHZGs1SM68AuoIiGM6c5WOAEgRxe9wsNB955BE8+uij+POf/0zpQWH77Le//S0JTYIgCIK4T5DQpFB6R0hoEgRBEARBdD1MZhqlcmjisyCdsBWqwP0wKbrmPRoJzV4GGyPTwKoya8/B2NjI28beLSatlreC1RUWmaVmq9DMzYPhVBWMV6/ek4Bky8aqMg3VNVyOsjE2uXwlCOK2uFloUnpHSGgSBEEQxL1BQpNC6R0hoUk8rLAxoBMTE5Geng6RSNRyK0EQBEF0DcYmCXQV1VA6xUD84VIoN0UJt0m7pEqThGZvQ6WCqakJJoWCXcnzsTDvGp2OC8fW1rCtQlOfV8DHwWTzupvKz+uwZdPpeSUoH99Tq7235SWIhwwSmr0zJDQJgiAI4t4goUmh9I6Q0CQeVlJTU/lwMtOnT8fp06dbbiUIgiCIrkFfcwnq5COQz/eC6Jk5UCzfCcOFRphUwvs01pGzEyGh2dsQLt6ZHDQxmXmvsPEuRSJepak/dvyG0CwogrH+qlmY3o8Dlj1H2xAEcVsUFxdj48aNmDVrFqUXZfPmzSgrK2vZyw8eEpoEQRBEb4OEJoXSO0JCk3hYuHDhAq/I9PX15ZkzZw6efPJJfP/99ygvL2+ZiiAIgiC6Bn15NZT+SZCvDoBsvDNUfqkw1jfDpNZ2us8hodnbuJ9ikD0HG+uyWQRDWYVZaGZmQV94DMbGa51+sBIE0R61Ws0FVH19PaUXpampqVM/uCGhSRAEQfQ2SGhSKL0jJDSJh4XDhw9j2LBh/LqMhX12+dvf/paEJkEQBNEt0BWehNw+BArXKKgi06AtqoRJooBJdx+K6u4QEprEL8OEpdEIk1wOw8lK6I5k8fEz9aUnYGxqbpmIIAiC6MmQ0CQIgiB6GyQ0KZTeERKaxMMC+3vl6OjIr8lYhg4dir/+9a8kNAmCIIhugS6/AvJNwVD6JkBzpBj6moswqTUwGTp/+EASmsSvYlKpYTh1GrrsHF6dyf5vkkha7iUIgiB6MiQ0CYIgiN4GCU0KpXeEhCbxsKDVaiEWi/n1GEtISAhef/11EpoEQRBEt6BVaKqC90B34jSMV5v4cIVdAQlN4lcxCRcQhupq6IqOQV9RCcP5C7xqkyAIguj5kNAkiHvD2NAM3fEqaNOLoYnNgr6kGtDqeJcLgiC6BhKaFErvCAlN4mElKSkJb7/9NglNgiAIolugPXQcsnluUHomQF91DkaxtMs+8yChSfwqJq0WhvPnoa84CUPdeRibmrjkJAiCIHo+JDQJ4t5gMlPpGQfZgu0Qf7UGKp89MEmVXTKWBEEQZkhoUii9IyQ0iYcVEpoEQRBEd0KTfBSSERugsIuA4dxlmBQq83CFXQAJTeJXMRkMMIpEMNbX858mpRImPX1IRxAE0RsgoUkQ94Z2byGkE50h/nQ1RK/MhcImAsZLDeY3+ARBdAkkNCmU3hESmkTXwz6s1cCoFUFSV4Lao3uwPyIIvu7ecN+VBL+9Rcg8dQXnpWrItQpoZRdxpeQgincHIWKHJ1xcvISEw3/XIaQU1aHsqgpi9a+36LtzocmqZHRQNVahsTQZWbuD4eWxXZi3S/t4hsDFbz/iD59Ecb0Cl+VavoYdw6ZQw6BtRmNlEarS96PsZDXKrulwTXU/q3OE7WJSQ6sUo/lSPRovX0OzQgO5Xrinaz4zJx4obKfqoFddg6T6KE5lRiN6l+/1Y3X7jhB4HyxFUuVlXGqsRVPtKeTvLkHu/irUXFVALDxcZ34igiA6AU1UFiQfr4RifRiMV5pg0govziQ0HywkNO8RVkLMJCb72UUHK0EQBHH/IaFJEPeGOuAgRC8uQPNj09D816mQLw6E/mQNjM0S83U6QRCdDglNCqV3hIQm0fWwz8Ck0MnPoO6QL1I3T8C0T9/Es397An97/we88LMbVkcXIuO8GJdl9ZBdzEah7wJ4jHsLn77yOB599J9C+uPF95dgsushBJZcQ41Y86tvEe9caDK1o8S1Ewko8/8R68a9jX8+9hdh3o+2zz8+wqPPT8e3K8LhUXQF+ZflXIV2vDxsCjG08tM4EeGGhMXTEBS+F4EVSlQ03UelZNIKs2qGrKEGVTlFKDtajtNXpLisNkHDFoHoZTCxr4TqWgVq92xB9KrBGPL+s9eP1b+82gdPLPTHDxH5yDlxACdTo7F1vC9spydgf/EVVAsPV9K1FkF0GppdhyF+ZTGUK0NhapJ16WcdJDSJ24NJzNYQBEEQvQYSmgRxl+h0MMmFi/DteyF6ai6an5oF0ZsLIF++A9ojxTCcr+/SN/kE8TBDQpNC6R0hoUl0OSYdoKiGvO4QDgT5YuuCNVi7ZBWWrFyFZda2WOHoiXV+qXBPLMGx8jzUnkhEyKY1WP3jJMyaOQ9T5i7EnEnTMWvaCvxgE4/lsaeQf1EG1sejozrNuxOaCjSWxKHUazTsl4zGh6NnYPjkBVi8bDlWrDBn6eLlWDRvORasDcDcbTmIzb2AZuH9asd9RZhNFEErq0TJLkfEzP4JfjuT4Fum4FWa9w2TsBTGi2iozEemawRSPPYis7welTIjFL9e1Er0OIRjx9QAad1R5Lmsg//EHzBryiyMnLUUs4XjdNWWbVgfl4uggkrUVB9Exd4wbBrpgbUTYrCn8DLOCMeEgq61CKLT0Ow8DPFLi6BcEQpTs7zl1q6BhCZBEARBPMSQ0CSIu4PJTMOVa1BujYfo33MgenMhxN+shWxdAFRxh6CrrBUmoqtsgugKSGhSKL0jJDSJLseghqkhD9eKguFmE4jxE8Kxc08FTkkacfXcIVTnBMHBOQozreKEYzYM+YcCsGbJdkyZEoTgfeUorjuD2qMBSA/bhNFWO/G1vfA3qbIRzcJTa81zsMjdC80ElHqNww5ve0wLL0VQYT2aZQqoVEohCkjOZaMxzxV+jl4Y9PVOuISW4IwRXGr+Mp0lNGXC9q7C+azdiBy7ET4/eyDqcA2ONhsg1tF76l6HSS3s71o0nkxF8tw1cPtqGbyCjyC2SoKz14RjVq2BWqeHVtUI47UsVO4Nw2YSmgTRZZDQ7AJIaBIEQRDErZDQJIi7wyiWQV99EcpN0Vxoij9ZBekCN8hsAqHwiIE2r5yEJkF0EV0tNJOSkpGQkIi4uHjExMYhOjoWUdEx5kRFt0tkayJbE8UT0ZoIlkie8NaEmxMWHtE+YeE8oTcnNIwn5HpCzQkxZ9f1hJiz6+bs4tnZmp3tE7xzpznB7RMUHGxOUNsEITDQcnYEBpqzo212ICDg1vgHBJjj3xp/Hj8/y/EV3u/w+N4c33bx8bk5Pjze3jfHm8fLqzVePJ6eN8fzejw82saDx929Ne7tsn37zdnO4+Z2c9x4XF3bxtUcF3NcrqdlDL1t5mzbtq19nM1xdnbm07HlY9s0RDgmoqOjkZiYaPF4f5AhoUl0LSaYdHKoq1Nw7qADrJ12YdjqdETkXkQTu73xKC4XhMJ1TRBmj/dDROB2pOzbjjmbQjBu40EkFl1CvbQe0upkHE/2xMI5/vh54V4kH7uCi8JbxI6qIu9VaAb6OWFm7CmEnRBDpWdCkkUP1aVcNB91hJ+9OwYOCYRzQCZOSy8K51oG8ncHICLADXZ29kJ8sdUpFuF7i5F1tgl1oitQyCpRzIXmOPgFh8Ejrwr7UtJwPCEOuUWVyLukwlWFXthmSugbT6K+Mht704oQuu8kTpy7gPprZ1GVvwdHon0Q4OEszMNJiDe2+8YhKuMEMo4X42R+MPZ7L8e8fkMx4oOJ+HFJKDYEpSEtczcOFWQg6Mgp7K1oxFWlDnqjAibtZVytOI68nSnITUzH8coS5BYcxb7YFOwJDxfihZ0RsXCMKkRSbjnOXz2Nk8cOIDPKG+E+2+Bgbw/nHVFw312Eg2WXcFlugEzeCJPsNE4dScduj12IDfBD2C53eArLbL/VCdt2JsM39SSOVjdBpDVCrZVDr7iM+pPZKEkNQ8QOD9g5COvnEgq3IOE5CmpQ1qBEs0rYNmxXtYOVniqhEl3AxfwMlO6JxqE9EcL7g0jhNT8O/kGpyCwqQkFRKdIii5C19zSqryogMumFPa6A/MpZnMvch/KcHBTVXsOpC+fRfOYISnOTERwbyf/u7XR0hI+dK7baCX/zws3H5YlLcigNpl+oEhZuVzVB21yF6oJ9yAh3R4iXsD7CtrLzCcPWyCzsLqrFGZEGIoUEBuVlXD5xCEVJ/ojwcxX2qYMQDzi5Cu839grbtbIZ50RqfoSyo5A9PzsW9cp6iKsSURixBmuHD8PwFz7Hdz+swcyNQfDZGYH41FQEZ59CYkkVLtam4+R1oRmBPYVnUFJ/FpVZu3FsTzgO7BHeX4XvhK/rNrh77YB77CFEpx1BUa6w/Mmh2CHc7uIeCIdd6YjOrkLlNRWaNEYam5UgbgeDASa1FpqQDIg/WgHlxkiYRCQ0OwUSmgRBEARxKyQ0CeLuMFwTQ1t+lg+KL3pyNiRf20LhEgG5/U7IrHygOZAvXLWbL9sJguhculJoJiebZWZMTCyXkSGh4QjeGYrAoF3mBO5sSTDPjpYE7AgyJyCQx78lfv5C/HYICYBvS3x8zfH28W+JH4+Xty+Pp5dPu3h4evO4e3i1xJNnu7s5bts9WuLO4+q2ncfFtTVuPNtcXM3ZZo7zNhceJ+dt5jiZ4+jkzLPV0YnHYWtLHByFbIW9vQOPXWv4h58O2GJnz7N5i505m1m2YNOmzTy2tjdiY7vJHBtbno0bbXisrTe2y4aWrN9gbc761mzgWbduPdauZVnHs2bNWh4rq9as4Vm92qpdVq1azbNy5SqeFStW8ixf3poVLVl+PcuWLcfSpa1ZxrNkyVKexYuXtMuiRYt5Fi5szSKeBQsWtsv8+Qt45s2bfz1z587D3DnzMGf2XCFzMLsls2bNNmfmLJ6ZM2byzJgxw5zp5kyfNl2YbpawvMuEbbqRi9Tg4GDExsZaPOYfZEhoEl2LEUaNCJKSMJTHCuepTzg+8T2BmPIm6A0KmMRFuFoYBe/ZnljQ3w4BDtYISXLAeN9kjNp5EgfPiqHXiWBsysHZg+HYOs4Tq8ZGIin7PKoMgKwDmXL/hSZTV1rI6zJRf3gTvDe5cKHp5JmMU5dysGeXFVwmv40h7/wTjzzy30Jewx//NBJfTveFzd4qHK6pgUhWiUIuNMfCL8gX29IPwmfdCvj/OAr2nrFwzmtGSYMaRmUjVBVROB5ri+mLPTFwTjSCM7Jx/OReJG+bCutvX8Y7T/1FmMefhbyAf706GsNW74SVfzii3KfBefa7eOPp/4f//ONL+K+nZ+K9ocths2kKVrlZ4UPrOEwPr0BJowIqXQOM8nyURPjDuf8s2I8TliUmAA6uWzFn5ExMHTRIyPPoP/h7PDrMHRPsw3BE2D5RPguxfvgLGPTy/+H3//07/OXd4fj3ZE8sDTmKgitaXK6vgPFyAuI3LMeUpwbg+7ffwBefPIlnn/p/+N0f/oS/9puE1+ZHw3HfKZyV6yCW10N9tRDHo20RsOALDH73aTzyP8L6PTYQ//xoBaa4HsCuskZUNQvbRtgL7Xc7q9NtRHNNFnJdViNw6tdYOXUIhg8fiieeGI03P1yAdZ4ecPUKwqKvPGAzIxGppVdRY1BBabqKK8f24tD6OQiz2wKP9ErEZx3BmT0bEOQwEX2+H4rX3ngDHz/6KF5+5O/44yNv4LVByzDe4yiC8+rRqDGAvbq2Xx72mxHa5tOQn0nCfrfZsBr0b3z6vLA+vxOOi5cG4Q9DN2KKVzr2nJXg7NXz0DYWIn/nKnj+9CYGv/4PYZ/+XshT+PPfv8Cn072wLLYKGdViKIVn1vN5sK2ghrrpFGr3rEf08j744vXH8J+/eRT/9V8v4+//+ARDhgzFGOFvWx/bOIwPPYrc0hSUX285G4I9hSXIEW7bZzsFPlO/xIKp32HYl/3x6t//in8/9y7+/f0qfLvYGl72c7B60ud49/H/w2NPfoD/+WQ5vtmUjJiTTTgt0UNrJKNJEL+GSaPlX+ZWh6dD/NVaKJ1iYZIoWu7tGkhoEgRBEMRDDAlNgrg7DJcaockpgcIuHOLPrSCdsx3KwGTIXcIhW+0NTSoJTYLoKrpCaDKRGZ+QgOjoGIS3iMydLSJzR+BO+AcE8XBB2Sa+fjt4zIJSiLc/j5c3E5R+8PQS4ukrhIlJs5x09zBnu7sXj9t2JiU94ermwePi6t4Ss5Dc5sJkpBucuYR0hZMzk5A34ui0DVsdWZiEdL4uIO0dHHns7Le2hElHIVvseVrF46bNLdnE5OMW2LbIRxsbJhw3YeNGW1izWDPhaIMNGzbytJWM64SsXbeBZ83a9W2yDlYtgnH1aiYWzVm1iklFK6xkUvEmsdhWKC5bZs5SJhOFLFnakiVMJi7D4sVLsWhRW4HYKg7NmT+fScOFmDePSUOzOJw7dz7mMGEoZPbsuTyzZjFhOAczZ87mmTFjFs/06TOvZ9q0GZg6dXpLpvFMmTKVZ/LkKfj5Z5bJPJMm/cwzcWJrJvFMmDCR56efzBk/fgLPuHE/CRmPH38cj7Fjx2HsDz/ihzFjecaM+QFjRv+A0aPGYNSo0Rj1/Sie70d+j5HffY/vvhtpzojv8N2332HENyP4/8eMHiPMa4Kw7NOxWNg2TG66b3dHWFgYly3smLd0LtzPkNAkuhZWoSmD+uwe1KY7wNo/Fl+7HUNCaQPUwu2a+iM4fzgAjtNc8HM/W7jbrkZAjA1G+yTiu12VOFgthkEngqk5F9UHI+D4oydW/xDxgIWmeQxNx5Xj8fHEJRgzfy2sbWyF12YW4XXX1hqrbNZjpV0AVmw7iOCgYBQm2MDX2Qqz5y/B/GUrsWjNGixbvBIrZi/Doln2WLxwB3buOYy882U44OfQUqEZiu1Zx5EY6Iz9tjOxxikE03eWYf/peojENTif7op0z7mYucEf323ej4T0PTieHQjHtQvx85hx+HHqXExcsBZLVgl/Z1yFv5epxUgtKMCJHH/sdV+ImX0G4at3xuG7uUFY7RnLK19Dg5zx8zQPLBOeL+1UI2obzkBWHYO0Ha6YMng9ls11RFx6CLydHTD7vcmYO3wu1thsxDp3f6wN3AMv32Akb7eBv8M6rFkv/G1Zt0b4m2OFtRvXYe3mjVjjFw+rxGocKMqB6lIcolaswKQ/D8KU4dMxU3ieJWsWwWrZNEybPB9jx23A1tAM7K9txsnywzh/xBcRvluxavUGLFuzHkuEv12r1tpg7VonrFkTAgfnQ0g/fhkXtSYo2l0etAjN6gzkOM2F74xvMFeY74R127Fk3U7hb3sk0g5FImHXTqwcuh0bpsRjX0k9qrnQrMflot04uGYGQoT965Z2ErFHMlGVvBY+W2bhlW9nou+YBVi+eBXWLVyIVTN+xsypGzBqajS2hZahUqbjrYbbX60w5aiGvOE0rpTtR2asH/y2rIPjxtXC3+NlWLh4HqbNmoVZrhFYklKDg8dyITsVgzCXNZjy/WiMnzQTY+etwvzldrDZHAC/+DyklF9DdZOlCs0raD4Zg7xdK7Dyq68x5LkvMWLUCkxbZgfHDXOw2W4Zvtwajx925SKn5GaheRzZJcnYa/0jtk//FpMXrcGklRuF9wsLsWLBNEwW/iZOmzEfS2y3Yo2dPWw2CO8LFs3H5EnTsGiLL7Zm1OJgnRJKHV2rEcSvYVKqYKi/BnXsYUinO0EVuA8mGfuKQtdBQpMgCIIgHmJIaBLE3aGvuQT13mzIXSMhmeMMud0uqGLTofCKhcyKhCZBdCWdLTSZ2GHtOFlLWSYxWwWmJWHpxWXljXBhKcTD0xfuHj7Y7s5EpTfctjNRaY6rG5OVnnBxNcvKbS5MUm6H8zYmKd3g5GyOo5OrEJcWObkNDluZnHSGvQOTk06ws2dy0hFb7La2xCwoN2+xx6bN9rDdZMdjY7uFZ6PNZh7rjZtaYosN1jZYz2XkRi4h26adkFyz7nqVIxeQQlZyASlkJROQq7FiBROQq7BcyLLlK7GUi8cVN6RjSxa3E49LeMXideHYmjbi0aJwbMlMJh1vEo+tsrGtcJwyhcnGaZg8mcnGqS2ycQomTZrMBeOECUwuTrIoFq9LRSE/MLHYkjFjxmI0E4tCRnG5OAbffz+aZ+TIUfjuu+8xYsRInm+//Y7nm29G8Hz99bc8w4d/wzNs2Nc8Q4cO5/nqq2G8omXw4K/w5ZdDMGjQYHzxxZc8n38+CJ8P/AIDP/scn306EJ8O+IxnwCef4pP+A9D/4094Pu7XHx/3/Rj9+vRD34/6os+HfdDnoz746MOP8Kkw7ehRo7nY9PbyRnx8PBculs6H+xkSmkSXw8bQvJqLayU7sT0wGZPscrHn2GVINWLIzu1D1d5t2DDJHiP7WGPruiXwCrXCCM84fL2rEge6RGjGoNRrBFaMfBF/+sPv8B+/+Q1+0zZP98NvPluJMY7RiD11FilRzji0qj/Wr16HQevS4JNxFpd0Gly7UoiGogAEL1yJqS9Ogq3DTgSXHEfEdruWMTQT4V14CYVZkTidbI1Fm/0xYHUKgo+eRO3VUhSGrUT0+tFY4BaKmeEFOHIoFCXJ9pg+dwM+m7wdW+KLcbhOhnq5Vni7bILJJMQohUl/CucykxA2ah08x7sh/NBZ5Ah/z0WifJQnh8LlqzVwmOaHsJw65Jw6hvpsZ4R52KHPD76YbBOKrBOxiHZ2wrx/TMKqsV7wyb2C3PoGKLVVqEgIQOj3Y7BtrSvW7qtGypkmqPUqiE/txYWEhbBz98ALqw7BOSEF4otxCF+0Bj8/MgIr54fAtbgJBedOQ11/BIe2WcNx2Cg4bQ+HR/45HEj2RqH/dKy398RohyOIKLyIeo0M8muFuJwXDt+ZTlg8yBVB8SeQLzeiUd92x7cKzTTkOE2C14JRmLItGsv21qHksgIGVQNM1zJxIikMNt+637bQdN+yAv/+1gHfbNqHvTXNOHOhBM3HfRFttw0j3nPCWut0ZDWpcUG4VGnfdpa93krRfLkKVYWZOFZ0AhnFl1B7uQE6fSMXt7mOI7DEaTvedC2Af2IUGrMdYb3OBm99bYNlvhnYc0aCapFa2K9GGNl+FVbX4qHOxtDUV6Oh/AASZtlh+1e2CIktQurp0ziZ7oq08PX40TO5A6GZiL3W32PbvJ8wxjYaqxOOoay+DJVHdiBmxkCsn/gTRmxMxMY9FTjTfAk1RbHIshsDHydrzIksRdBxESTq9mtPEMStGKVy6GsvQr07C/KNO6BOOgKTUjh/uxASmgRBEATxEENCkyDujlahycbLlC515z81BwugsI+AZOgGqIPSAAMJTYLoCjpTaPLKzPgEPg4mq8pkFZkBO5jQDL4uNVllpZOzK5eITAxusLbF+g3mrFtv05KNWLtOyFprrBFitWZDS9ZjtdW6NlnL5WBbQbhipTnLV6w2Z/kqHiYJLYnCxUtas0zIUizisnApFjJZKGQBE4ZCWmXhPCYKWzKXCUNWpShkztx5PLOZOLxZHnZQrTht+gyeqdOmm8MEYotEnCzkZyYQ22QSE4k3VS1eF4qsWvGWikVztWJrxSIXjD+O4/lh7I/mtJGMrIJx9OgxPO1F4yguGltl463C0SwbbxWOTDYO5xk6dBgPE46t0rFVPLbKR3MGt5GQg/D551/wDGQiUshnTEbyDOT59NPPeAYM+JTnk08GoH//Afj440/Qr19/IR+jb19z+vTphz4f9cVHH/bBhx9+hA8++JDn/fc/wPvvfYD33n2f59133hN+vocPhNuZxGwrNJno/FJYth+EbbVUOGbYOJvhYeEWz4n7GRKaRJdj0gHyM5DVpWFveAA2WQmv3cLr9ZqN62CzeTHWrZ6PsYPX4rt+tthmuxr+UdYY6RaD4X6l2FfVDA1rOdsFFZpbV/yIfj8txPdzVmPtBmteYc3jugMbgw8iJrcYlU3ncDTOHSlzB2GbvStmh59CUvk1yE0GqBQ1kF84iAOOtrD/chwff9C74BhCXbe0CM0k+BQ34Hj5IVzM9YXzKidM+H4rvIOjsS8jDj6LF8N65FSs2r4HTlm1OFGRjfP5YfBztMH8WQsxc94KzF1ijdVrXeC0PQqhKceRWVGNi6ITOJWZjJBR6+H103ZEZFQj95oEYmU1zmXHIW7+XLguXQfruIPwjAnFQaepcFu3AoOWx2JFYApOnkpEiqc3Fry8CjZzohB/SoyK5kvQSvOQ72cNO2GbThnwFT6bsAg/LVyF9dbrYDX/Jyz98SN88f18/OWbMFj5RaPmQjx2COs0+R+L4GC7D4mXVagSX4ZOclx4HjsE/Dga7r474Xa0HHFBG7Fn1eeY/MNIvDpoCkbPXIYV69dg7aqZWD59LL5+7yd88e4KrPfPwd5LWlxQtr0+aF+hGbh0GtYGHYBLXhOqmoX7NI1AUybK7lBo+nnY4I1FYZgSVIRjDQo0NZ+GuiYSe129Mem9bdi8IR3ZFoUmO46UkFypQt2xgyjKOYB96anYHeaLOKeVcJj1DaZ/9Ro+n7cRb7gWwT8tA9LTCYjxd8TCmQswe+4yzFy4FstXO2KLfRACY3Owv/gyzjQqoBCOd3PL2RaY0DTUoLEiDYmz7OE+dBNC447hwJkqVB5yw8FfFZp7sdf6Z/iumI/lgRnwPFqLc5Ia1OaFYs+ioXCYNwMTtqfD+fA5XJA14UppMorcxiPQ3RZzok6Q0CSImzEYeXtZaIXXAfZNhBZIaJLQJAiC6Pawb0fyb9PdFHY70fsgoUkQd8d1oekdB9kaHyiD90BbdBLy1bvQ/I8ZUG2KEyYioUkQXUFnCU1zZWYSoqJi+DiZN0Rma4J4dSaroly/wYZLRSb7ZsycjekzzJk2fVb7TJuJqUKmTJ1hzpTpXPK1zXXZd71qcAom8kw2p6VN6YSW/MTFX5tqwpaMYxWFXP6Z82NLxnIB2KbKsEUCjmECkGcsz2gmAoWMYiKwjQw0xywELUrB70byfDviO3NaqhF5ReK3I/D1N9+a0yoJv/7GnOFft8jC9sLwqzbC8KuvhvIMGfIVT6s4HDx4CA8Th63y0JwveZhENItEc8wisVUits3NQrE1N8SiWS5+wvPxx/15zJLRLBrNsrEfD5eNPH3x0Ud98eEt0vHmfMDz3nvv87z77ns877zzLt5+25y33npHyNt4801z3njjLSFv4vXX3+B57bXXeV599TW8+spreOWVV815+RW8Jtz2tvDY61KzRWh+9MFH+FCY/ycff4JvhH0xb+48+Pn6WTwv7mdIaBJdj/BeziSGRlKByvjNiJj3Kb5681/47e9/j7+89iqe/mQ43n5zEUb03wI3+w0IjtuCUU6RGOZWgN0nr0GhE0HfqULzl8bQvBmpkAuoTPRB/KSvscN7F5yPyZFfzwQbWzAx9OozKItwQcyM0fAP9IdLdiGCnTdfF5q+pc0ou1gG0akkRM9dh7VvToTzqrVwdrfH1I/nYMwLS7DRIwtJtTLUXbsA2bkjOB67GX6LhmPIK0/gb7/5I/7nN8/g78+NxOC5gbCJOoqjdYUoPpyM4LZCs1kFsbAdGyv2osDtJ3jbTsJ4Dy9MW2eFbd9/hHUzpuN79ww4peahvmY3MgN2YlEfVziuSUPWVSXOy2qgv7oHaZumYfaf/ogP/uM/8NubK1dZ/u9L/OYFJ8zevANFdfHwsA7AlFdc4OdTgON6E64ahW2iOoMTYdsQO3MM/IIChG1yFMFO87Djh2cw6MU/4T/+4zc3VcX+Qcjr+MezEzHRIRU7TypxRtxW67UKzSPIcVqB8FVL4ZmYh6gqFS7IhIPkLoVm8C5n9Hc9jBX7z+GiTAuj8hzQkIIMn2DMf98FzhvSkWNRaLLftJBfPoXLx1JQcHAn4mOcYDflS0z812/w5qP/gd/89hH8dfhCvOFWjIDccqibT6DygCcSbH7ExP6v4PHfPII//uZf+OOfhb+BY7dioX8h9lY0oEGYl6rtMX/PQjMVe63nIdR6Pdz3lyGxWjhGVJdxqSgaB62+g7vVQszdlQefwqtoUEjRVJGCMr+fsct3C+ZGk9AkiJsxaXQwiqUwyRTtOk2R0CShSRAE0e05fPgw1q9f3y7s25xZWVktUxC9CRKaBHF36E6chdI/CXK3SCi2hUMdnwFd2Rko1oaS0CSILqazhCZrMxsTE4ewsEgEBYdgR6C5OtPHdwdvH8vaty5ctJRXCDJB1qdvv+sS6p3WvHNz3sXbbeTU22+/g7duzltvt0uruHrzzbfa5Y3WvPFmu7zemhbBdV10taZFeF0XX6+9Zg4TYO3yKs8rrWkVY9fzCs/LL7fPSy+/bM5Lt+bFl17Ciy+2zwsvvmjOC23zAs/zz9+c53mee+7mPMfz7LM351meZ55pn6effsZinnrq6TZ5Cv/+9835N8+TT7bmSZ4nnrg5T/D861/t889//qsl/+R5/PFfyuM8//hHa/6Bv/+9bf6Oxx5rm8fwt7+15m838te/4a/X81d+G3ssW7aXXngJb73xFt5/931ercmkZt8+fTHws4EYN3YcNm/ejF27diEuLs7i+XE/QkKT6HKMOpjkZyCt3o9kT2dsmLwQSxZbYYH1Rtg4r8UWpw2YMdMD06cEI3qnB1L3bcesjSH4YV06Eosvo0F5FbLa3ShJ9sLC2f6YvHAPko9dwUUToGqZhSUevNCUC6nHmRQvpMz9As72LpgVVonE8muQGQ1QyVmFZhpSt9rCbpDlCk3fExKU1V+A4tJR5LrZwnvUCMwdPQxDRo5E3y+XYej4QHjtqUSZWAuRUgqt+DzqT2ahODUS4d6ucN6wDluWL8DK2cswabwrlq6Nxp7iTGQcTIL/yLZCUwuxTiUsTx7q9lgj0u5nTBg3BoM/H4lh732Hn2faYe2ek0gStpP4QgqO3Cw01Vegl7MKTRvYCX9XZ37xDYbNWIWpKzZgo40tbG1b4hQGW8+jSElPw+UL8Qje2JHQ/AF+QSHXKzT3Wn2BKRPH4rVv52L8/NVYLzzfRv689kJ8sM09EYk51Sht1KFZ3XZ/3KbQTAiGzbAtsBq/E9G551EqaYJUWorT+4MQMH4CHOZtgOPeinsXmnqRMM+zOLUvAQlLNyLMOwg7DmYgIswHCc5LYDvpC4z94An0n7oab7gdR0B+LbSqBjRWF+LUkXgkBnvDxWYj7Fctwfr58zF9ogOmzIxGSNoZnNKYIDK0MZokNAmiW2DSMpEp459vqKMzoM0sbTdGplEkha7qHFSJhyG3DiCh2ZmQ0CQIgrg92Jv5//iP/8D/9//9f9fzu9/9Dg4ODi1TEL0JEpoEcXfojpZDbhMIuWMIlMG7oTmYD/3pWig3hJPQJIguprOEJms1Gx4RhZ27whAYdENosjExtzq6YO68hRg0aAgXbY888rt2760olO6c3/72t/j73/6OF557gVdstgrND1nl6PsfYMiXQ7Bo0SK4ubkhMjLS4vlxP0JCk+hy+BiaR9FYuAMu6z3x4xg/+MaXoKRJjPr6fFyqSIBv4H6scTiAIweicSIzEOtW7MC0WXGIyarGmWu1uHwsEIfDN2H06mAM2yL8TTrZiCbhqZnKaoV1Q2J/u3Q6HQ8bp/att956gEKTfVh9DefSvZCxegA2WK3DoLWp8E6vwgW1Elcv5qO+wB9BC1dh2ss/Y9PWXdhZehyR18fQTIJvmRxl16TQSs+ibv9WJFt9gWHvPoHf/uXf+L8RG/CpSwFiyxqEpRL+LgvrZzIZYTToYdDroGfrKb0M7bm9KI7ywLLhmzBjpAtCDu5HcmoifEaug9dPrgg9WIUsJgG1BujEZ6CsDMUBx8n4+dl/4LU/vIY//H02Bs2KRlj5NVQ2n4O6fv+tQtMgEt6Sn0VlYhDCR4+Ht603nHMuIaNOCpWGbW+23fXQG4wwsPE8pZUwXopHrM2vCc0ouPMxNH1QtGMWNrjvwBifY4gvrYdEWD8V35fseQ38efl4knzbt+V2hOYRlCfsgO1XVlgx2h0BqadxpK4WDecPIH/XVqzrPwqLf1iLzYnl9y40NXWANBMZjnaw+vfXsF7iD4f8RmSdvwgNW/cYG0RNfxfTVtviDddiBBTWQyfsV71RWEe2X4Xo1MIxcfEIrmT5wnmaPcZ86AT3kGLkyY2o15HQJIjuhkmuhOHcJahjDkE6wwlK11gY60Ut9wLGJgl05dVQxR0yV2gmk9DsNEhoEgRB3B4kNB8uSGgSxN3RKjRZdaYqfD+0R4qFa/ILUNpEofnxGVBuiOLfbDTp2o0WQxBEJ/CghSZrNcsSGxeP0LAI3m62dexMP79AbNpkx9vGsvEQmcz8f//vL/jP//zPdu+tKJTuHNYq8Q+//wOv4Hzu2efw5htv8vE1WftZJjU//+xzTJo0iXdy2blzp8Xz5H6EhCbR5bAxNBVnIa09gL3ezrCZMhcL5y3B9JXrsHiLE9Z5BmNreA5CDp5G5ek81JXEIHDtKiwdMRHzZi/EnCWLsWjqBMyaNhffrI3EnLCTyKmTcp3YVqWcOXMG3t7esLKy4hk1ahSvln5wQpNNr4K46hDOJW9CyDYrzJm3CPOWLMeCVauweOFyLJ25FAtn2WPJoiDs2puJ/PNlOODn0EZoKlB2TQWD6irEpREoCpiLuZ/1x6v/+AgDZnljVlw1DtdKoNWroZWeR9PZHBTuDkSMxyY42q6D1fJVWC1sy6Uz12PGrABscEpBenkRCo4mInb+LDh8NwNTpvtitWcu0k43o050BbKrR1AcuQH2g17GiHc/xRODHDDG4TDShW16RVYH3VULQtOogt7UhIbSDBz3t0e080Zs3mSN9RvWtmxvRyGB8AnPxv7yBpyuKYL6UjyiOhSaY+EXFAPPY1eRW5SBC9n+iAzchtXWm7By7Xost1qDVVY2WG+zHa67DiDyyFmUXpRArDNBa2yrNX9FaOqlgLISdTkxiFq8BBvGTMakmYswcaUVFttbY/GihZg+4FssnLYem/fcjwrNBkBdjpJwVwR+OwyLfpiAzycvwaRldrDa7A/H9YvgtWIYxi7fgpesDsI1JR9XrpTg2KFI7PbdAnf7DbASjp/VC5dhxawVmDPLEwutUhCXfQ7ntCbI2h6KJDQJoltgvCaG9lgllG7xEA9eD/mKIOhPnYdJJbz/MhphuHwNmpxSqOIzoPSNh/bIceH0bfuVnM6HhCZBEATRDhKaDxckNAni7tDllkFuvQMKl0io4tKhzSuD4UI9lJtjzEJzTTiMDc3ChUDXfnuRIB5GOkNosnaAMbFx2BUSztvNcqEZEAxvb3/hunM5+vcfwFuOPvLII+3eU1EoPSns+GVtaJ9/7nleqdkqNNuOpenv72/xPLkfIaFJdD1GwCSBRlqJ00kOiFn8Jb55/1n8z/97HP/zzo94bpIXNiaeQOE1BRqVFyGuPYCMzT9h82dP4KMn/x/+53/+IuQlPPnmOHyzaTccs66i8pr6lkq9tLQ0DBgwQJj2f3jYuce+WHCnQvPaiWQubXYGumJewmlElkt+QWiaMckvwnglF0dD18J16rsY9t6Twvz/IORN/Okvo/DVTH9sSqnC4ZpaiGWncCzMBfELpiAwdA92VChQ0STMVyeH6UomLqa5wO6b8fj63yMxyzoeroVilDeqYdRIoL6Sj+pDnghe+jWm9XsCr/zzz8I8/iGkH55/ZyEmbUmBf/YZYducw/mTu3F463jYfDMIrz8xBf2G+8D14DkUNEsg1VbjXKYf4qb1xeKx3+PtJZGYHX1SWA4VVKoLMDamITs4FMs/9YCLdTpyGpS4YDRBL+xHnaQaiuoUHPJbLDz3yxjy2mN49A+/F5bhFSFfY+D47VibeAqpx3IgvZyE6C3BmPWOOwIDilCqN6HBKIFedRblkduRMG8iAnclwu+EFGWXLkJ9tQglMZsRuPBLDH3/OeH5/sjX7y+Pf4B3Rlljkks6oosu4rzSCLnwXDdgUuAaRDXZOOq6BlHrVsF3dwFiz6hwkQlNExMKwv1VaSj2XwjHCX3x5jOP4X+eEObx8Qi8OGQ8Rg8ZgaXLN8PhQCUSsrNwZu9GhIS54QuPI1iTVodLXGjWAY2pyAwIwZKP3eG2KQNHm9W4eLPQNMmE+V1BXeYOZG78FjMGvSash3BMPvYR/vjcdHwzbjocHGfi+5VOeHVOPBzCE3HyRCTC7H7G0s+fQp/n/k+Y/k9C3sHf/vkTvl0Ugq1pNci7YJb47b7myYVmLa5VpmP3fCd4j7BHROJxHDx7BqcOe+JQlC0m+e7FhLA8HD2RipP7I2E/1gcbp4Zj37FS5J5Iw/7NixGx2RbeaRXYXSPGNdUVXC6Ow6ENP8B7wzIsCitAwLEGNCqkaK5MRUXgDITt2IpFceXYVSqGlIQmQcBwqQHqtDzIVwVC9MoiyCa6Q5dXyVvNwmCA/twVqPflQpWQwaMrreJtarsSEpoEQRBEO0hoPlyQ0CSIu0ObWgjpVEfIbYKhTsmGrqIaJokMKqdkiB6fCcWKXTDUXeaD6BME0bl0htBMTExCdEwsQkLDeYUmk5qeXr6ws3fEhAmT8PwLL+J///d/qTKT0qPDjt/f//73eOxvj+GVl1/h7WaZ0OzXpx8fS3PSxEnw8vKyeJ7cj5DQJLoeJp80MGiuoflMHk4djERssDccXdzhGJgEnz3FyK5qwBWlDkqdDGpxLepyk5Eb7omdni5wdHQV4gfPHUmIzTmD/AsKNClv7d5x7tw5hIWFCdM68kyePJmPo3v7QpNJS2EZGs6gsWQPykoLcaCqGScbNdC3qwi8CWGZTfJLuFSRicKUIEQHewrzdxKyA9tcExC1rwQ51c04LxZDrW1CfUUhTqftRWnFWT4eZKPKAJNGAl1NCs4mbcKK7+ZiwBtLsMozE/HnVKiV6WEyCMsgvwxx3TGcSI9BSogn/D3YthG2oWMIfALTsCe3GiUXRcK2kUB67QzO5yUjOyYCAZ57ERJzHIXnJLisbIZGVYbTKZ4I+PZzLBs9DWOc07H18CWcl2qFv/1SmJS1uHiiAofCjqEw6xwuKnSQCqtvFPajUSOGTlyNupKDyI71Q5S/G5yd2Lr6C4lBeHIRMquaUFN/EVr5GVTmnsD+wCKUllxBg7B5FSYNjHoRGk8WoerAbpSWV6GkQYtGmQx6xRVcPZWL0rRIYRv6CM/nzNfP1T0YQQlZ2FN4DpVXZJDqTNC188tMqCmF4+YiLhVmovLIYRw/cxmnRHrItGy/Makp3N98DvUlacjfvQs7vLfD0VOYR0gcfKOSkRAVh/RDucirvYaqixcgOpuNcmE/RRy7gMxaifA8wj7SSYTZ1OB8STnSQ4pQmFOHSyphHsIs2h8dWuEGOSTnS3E+Oxb7Iti2EY5Jt51w9klBbFIK8vL3IT4jH/6pp5FXUYVrDSdRcXQP0sO9sMuHHe/bhATBzSMZsQfLheUS45JUw5V7e7UunAcmMZTXzuFMWj6K447iZNVVnBMJx8H5Y6irzMGe42exu0I4PhtqcK3mJI4mHkd2SgWq6xuE286hJvcgTubmoLi2EWfEaij1csjrT6MuKxHFWYdwsOIySuoVwrmphepaDRpL96GiNA8HTzeivEENTTu5TBAPJ/qaS1BFp0E21wOiF+dD9pMbtNllMF4TsYsqEpokNAmCILo/JDQfLkhoEsTdoYnNhniwFWQr/KDOKIS+7rJwlW6E2n2fWWguYa1aamFsErc8giCIzqKrhKaLqztWrlqDr74ahj/9+c/t3ktRKD05rEKHtZ59/933udBsrdQcNXIUtm/fbvE8uR8hoUk8rLAuAG+//fYdCM2uwASTUQe9vB6i4xEo3LkaM8asxYcDt2NrbBkKFUY0th0z8a5h1s0Ao/oytI1ZOBa2DVsHfIuVY1ZhTVQZYirlaFZRpR1BEMTdoD91DkrfREgnOUL03FzIxrtCe7gExqtNJDRJaBIEQfQMSGg+XJDQJIi7Qx2aCdH7yyBf5Avt0TIYrjQCRhMJTYLoBnSe0IxDSKh5DE0mNO0dnDBj5mz0+7g//vjoo+3eS1EoPTn//d//jaf+/RQfS/P9995Hn4/6cKk56nsSmgTxIOj+QtMEo04B9cVCnM/aiUBbK8waNwfj5nhhusNhJB67jMs6E5TtS/LuDr0MUJzBxbxE7Nu0Es5T52HGqDVYvTESEUWXUXJNCyVV2hEEQdwV+ooaKNxjIPnRDqJn50D64zZo0op4K1qTTkdCk4QmQRBE94eE5sMFCU2CuDvUOw5B9PwCyOf4Qne8ytyS5WahWUlCkyC6gq4SmhttNmHU6B/wxptv8Tadbd9LUSg9Oexa4F///BdefeVVvPfueyQ0CeIB0/2FphEGdROkpREoDlqAyV9PxNMvz8Q422R4FjWYx84UprovmlHTADQdQWmYPTZ9OBA/fzAOIxdFwCbuJEobVZAIM6H6TIIgegQm4QXLKLw6sp/dBH1ZNRTbIiD5YTNEL86DdNw2qFPyoK+7wsWlvvYy1HuyoYo/BFXSYehOnCGh2VmQ0CQIgrg9SGg+XJDQJIg7RLgAMekMUPsdhOi5+b8oNOULdwhv9qtgaGhueSBBEJ1FZwnNmJg4hIZGYueuMC41165dj0GDBuOZZ57l753avpeiUHpyHnnkETz+98fx8osv47133kPfPn251Bw1ioQmQTwIekKFpkmvgraxElfL07EvPgV+gQew5+hZHK9X4ppKf39kJsOgBFQX0XgyH0dDo7AvdA8SD1Uit6oJjcJ82CtE91EDBEEQv4BJeN2UK/nnBiZV93lv0yo0pTOcIB62DrKFXlDFZUB3sgYmtQa68hoo/ZOgDN0HdXoB9GcvALpbx4LuTEhoEgRBEO0goflwQUKTIO4Q4c27SamG2jvVLDTn+kF34iyMzWKz0GS3PzMX8kUB0BZWmFvREgTRqXSV0Fy1ygof9/uYV7KxFp3/+Zv/pPSg/Nd//Rffb3/84x/x6KOP4n//93/vS9hzsedkz83mYWne3T3/Iyw7E5ovvfASCU2C6AR6xhiaBPGQwKrphPeWTO60BnqqCybuAHYM6fQwXLgKXekZGBtE3eabGNeF5pLtkMx1hswmEMqw/dAeq4RJpYausBLyLTu51NTkl8Nw8WqXH/8kNAmCIIh2kNB8uCChSRB3BpOZhqtNUG1LhujZeVAs3SlcmDSaL2yFixJNfA4k32+CwjYU6rQ86GsutjySIIjOolOFZlgkdoWEc6lpbW2Db7/5Fm+/+Rb++Y/H8de//B+lB+WpJ5/EgAED8MMPP2Dy5MmYOXPmfcnkn3/mzzngk0/w7yeetDjv7p7HH/s7nn/mObz5+hv48P0P0a9vPy41R48aDfft7hbPk/sREprEwwoJTYLoJvDuPHoYai9De+S4OVnHYThf3zIBQfwKrDJTpYGxoRmaxGwotoRBl1vBuz7x9rNdTKvQlC334FJTbrcLyojUW4SmKnA3tMWVMF65Bhi6drlJaBIEQRDtIKH5cEFCkyDuDKNEziWl0i6WV2IqrSJgkqpa7gW0mcchW+sLxfZoPs6ErrK25R6CIDqLrhKaW7Y4YOKESRj46Wd45cWX8NxTT1N6UN5/+x3MmjkTbq5uCA8Pxx5hX9+PREdFwd/fH0sWLUb/vv3wygsv4vmnn7G4DN01Lz77HN549TW89867vDLz474fo1+ffhgzagwJTYJ4AJDQJIgHDKuYYzLJKPxk//8F2JdZWTWdJvMYFJ7RULhFQu4SAV1emfnxHTyW6GL4PhbCqgmZgOuqfSXM1yiWQX+qDgqbEIg/XwV1aDo/trq6dStDX3IGii0hkC3z4J9jyLdF8Pay2oIKvozXhWbwHj6kDhOzJDQ7CRKaBEEQtwcJzYcLEpoEcWeQ0CSI7k+nCM2kJMTExiEsPAohoRFcatrZbcXECT+T0OyhefPV1/DdtyOwcuVKREREIjs7Fzk5QnKP3lMyM4/gQNpB+Pn6Y/68+Rg65Cu89tLLFpehu8YsNF83t5v9qC/69+vPpeYPo3/gn69YOk/uR0hoEg8rJDQJ4sFi0uiE6zoZH9PQpNXBxIVXy51tYNVrqpD9UPjEQ+4cBtkKL0h+doA6+hCXVLxLD9H9MLJxfvV8/xrqr8F4TcwrbbsEoxGGK9egzS+HfJEfRG8tgsp9t7BcTTApbnyO0FXoMsogG+8M6UQnKNxioPBLEH5GQZOaB6NMSUKThCZBEET3w8S+LcT+wBoM/APAjRs3WhSadnZ2fBo2LQt7HNHzIaFJEHcG/3bl2fNQbokhoUkQ3RQSmpS7ycsvvIh+ffpi4k8TEBgYjLz8QhwvOYGy8pP3JQcPHoKPrx9mzZyFd998y+IydNfcIjQ/7s/Hi/1hDAlNgngQkNAkiAcE+xzLYISxSQL96ToYqi/xFppGqUK4Xbiv9WMuYRomOjV7ciCZ5Wi+vvOIgXSeG8RfroLSPR766oswiaQtDyC6FToDjExmXrjKKw115dUwybtIHhqN0J+7xIejkU3eDtFTc/hnCexL0kyqdzXapCJI+qyB5JstUIWl8fEz5Rt3QB3DpL0cuoKTkG8KhipoNwnNzoaEJkEQhGV0Oh2USiVEIhH/8I99K/1mofnII4/A2tqaTyOVSvn07HFEz4eEJkHcGYZrYv5GXmEdDtHTwsUICU2C6HZ0ltCMjYtHeEQUbzvLpKad/VZMnEhCs6fmhZa2ql98NhBLly7DjsAgZBzOtCgn7yY5uXlISEzC6lWr8cG771lchu4aLjRfex3vC8vNpO8n/T/hUnPsD2Ph4e5h8Ty5HyGhSTyskNAkiAeDSaPlHXd0R8uh9IyHwj0Oyh17oM0t59VyvFJTwCiSceGkCtoL8YTNUHrEQ1d6BqqwA5Ct8YfCJwHqlBwYzl7g0xPdC5NMAb2wb9T78qCwCxf2434YLze13NvJCMeU7vQ5qBIPQ/rTtm4rNKWjHKHZnQt1wmHIbYOuC02tcK7I1vlB6ZconAOnSWh2JiQ0CYIgLMM+JJBIJKiurkZBQQFmzZp1i9D87W9/i4ULF6K0tBR1dXV8evpwoXdAQpMg7gzWskabfwLy9SEQvboIyo3RwgUTCU2C6E6Q0KTcS1jr2a+Hf43ly1fwfVx8vBSlJ8otSso7ybHiEhzJyoGzkzOXpqzt7AvPPGtxGbpbSGgSROdCQpMgHgxcVFadhzoiDdJ5rpBM3wrJXGfeVtZwsQFG1gKUFXHWXYE6o5Bf00mmOEAdf4RXd+oqaqCKPciFptwhDLpc4fy8X93LWCc0tYaPW8jbo/LxPVvuI+4IY5NYuGYv48JaMsIa8mX+MJy53HJvJ8OEZnk1VBEHIB3raBaam6Ohr77Auz91Na1CU/ajC7QZJdCk5EK+IQDq8DR+vmgPl0C2YLtwLsQK63GWb1sSmp0ECU2CIAjLsDayWq0WmZmZ2LJlC7744ot2MpPlP//zP/Hpp59i7dq1OHToEJ+ePY7o+ZDQJIg7Q3/hKjSHhItb52hIx9lBHZgqXHTe+LCVhCZBdD2dITTZh81moRl9XWja2zti0sTJGPjpQBKaPTgvP/8Cr6AcNfJ7bNvmgv2pacgvKLIoKe8kJaVlKDp2XDhmIrFk8RIMHzqsx4ylyYTmm6+9jg/eex8f9+2HAZ8M4FJz7A8/ktAkiAcACU2CeDDoK89BtWsflD4JUPgnQe4WDfmWYCgDkqDel8vb0LIqTd3xKih8E4Tp4qH0S4KuqJI/3ni1CbrSKigdoiEZshGasMMwaZl8vHfBwypE9WVnoc0rg+HiVZhUmusVo8SdYWgUQZNdArlDJMQDrCCf4QVD5cWWezsZC0JTYRMJ3alaGJslLRN1Ha1CU/6TG3RHK6FJyoZ0ujOU7gkwXpNAk5AnHOvWvEOVoU44Ltm4sV08BBkJTYIgCILDPpybNGkS3nrrrVuEJqvYfP755zF8+HDExMS0PILoDZDQJIg7Q197mbcXUggXt0xcanZnC2/qtS33ChcE2aWQ2eyAYnsUlBGp0AkXpQRBdC4kNCn3Ix+9/wEWLliIHTtY69kjOFFWYVFU3mkOph9CQMAOzJ0zF++//U6PqNK8ITQ/wMd9P8aATz7FJ/0HkNAkiPuESqXCpUuXUFNTw8Ou0V599VUSmgTxa/AxMQ28laxJruTVjez3W4SLXphGpYbm0DHIVnpB7hoJTVYxH9dQGb6fX9vJHUOh2Z/Hx9fU7MuDdLknF53agnLoLzXwp2EyxyiSQmUXB9HLC6FyToKxUWSe770gLC97HtbuU+mfaJaaDc3trjPvGYNR2E4687ZiFaCWtlMvwVDfBM3BAsjX7YT47WWQ/+QOQ3kXtQe2JDTXhUJbwtq3ilom6jquC81JHtAfr4EmLhuSb6yh2BgGY70ImpAjEL+6BIolu4RjtHuMGUtCkyAIguDk5+fDxcUFQ4YMuaXlLKvQHDhwIDZu3IisrKyWRxC9ARKaBHFn/JrQ1BWfgsI7FgrXCMidhAuVnBMt9xAE0Vl0ltCMi0tARGQ0wsLNbWftHRwxaRIJzd4SJvBYFSVrPZuQkMQrLO+H1MzLL0Rqaho2bdqMzz8biNdfebXbS02z0HwDH7z/IT7u1x+fDviMS80fx46DhwcJTYK4V8rKymBtbY0JEybwsO5I7PNLEpoE0TFMzJkkchhqLwnXXaXQlVTxNp4mfXtZxySlroyNgZkK6RJ3KH0Toa+qg77mEnQna6AK3gfpVEcotoRCsy8XCscIiEdZQ+WdBMP5ehilcvMTMXkqXPtp4rMhnb0dyu3x0KTlw3DuHtqZCsvJltdQewXKbTG8vacqeC+0RRXm9p73CT6upLCc+nOXYLjcyLcbl5q9ELbP1LGHIFvoDdHri7uX0HxyNuTLAqDJPMYrcbua60JzirmKVRubC/Ena6BYHgzj5WYSmiQ0CYIgui9sDM1U4Q8Bq9K8WWj+13/9F7+wYh/eVVVVtTyC6A2Q0CSIO4Nd9Kp3H4HCK9ay0BQuiJWR+7nQlK32Ei5wC1ruIQiis+gqocnG0Bw/fgIG9B+Al1940aIYovScvPjc83jnjTcx+vtRCAgIxNG8AhwvOWFRUt5J2HicbFxOf+E5fxz7I/p++BFeEuZlaRm6S0hoEsSDJTs7G2PGjMGLL77I889//hO/+93vSGgSREewqkaJnLeR1aYXQhm8G6rodOgKT8NQWw9js/T6eJT6yjqoQg9A4RQJ2Tp/qGMzuORk13FcUCbmQDLeHrL5blBsC4dsqSfE31lDHZTKW8FyQdqKMF8mTpWhKVD4xkPuHgVt7gnzdKzy8U5hY2eqNNCX1UC+xBfiIVaQrwuAOukwDBfun/AyXGqA5mAhr1zUFVTwcUKh07Xc2wYmglmr2zZCuKdhqL4EVdAeSKdug+iVhZCP3w5D6bmuWa+bheYTs4TjzBvqlGzoay+1TNR1XBea03yE7XYV2vg8iPuugWJRIIznrkITnAHxKyQ0W27tXEhoEgRBdExTUxNOnTqFhQsX3iI0f/vb3/LXUPbBIEmv3gUJTYK4M/SnhIvhyFTI2YXuGp9bhKb+9Dk+dqZCuLCVrfYmoUkQXUBXCE0WG5vN+PabEfjg3fe5DLMkhig9J88/8yxeeeFFDPr8C2yy3Szs891calqSlHcSVuXJpGZ8QhKsrTdizKjRvErT0jJ0l7zw7HN449XX8L5wbHOh+elADBjwGcb9OJ6EJkHcB65cuYIDBw4gIiKCZ9myZXjqqadIaBLEL2E03RCVAXugcAwXrr+iodgcCvlcPyhto6DZmwvdiTMw1F+DJjEPsgmukC/bAXXsYejLq2FSCn9fmOBiwqmsBqpdqVCwMTVtA/nzKT3ioc0Vzj8mKYX5tYW1g2XjXapC90EqXBMqw/ZDW3wKhqvNLVPcPibhfSsbS1GXVQbZz24QvbcE0lkuXMjpq+/fuI+6otOQW+8SEgTljt3Q5ZZxCXszvOqVyVmNrsdKTf2ZC1D6JkA6cStEL82HbMw2YX0rzW2JO7sqtacJzQPFkPxgB8W6nfw8UXumCNtwEQnNroCEJkEQRMeo1WpIJBJs2bIFjz32GP7whz9wmfn73/+eC6+tW7dCKpXShwq9DBKaBHFn6MuqoQxIhHxrCOQ2gXyclXZC88x5qJIzofCMIaFJEF1EVwnNjRs3YfjQ4Xj/7Xd5hSaraqP0/PT7qA/mzpkHb29fHDp0+L6NpZlxOBMhIWFYvHAxPnj3Pbz0/AsW598dwo7n1jE0+3/8CQlNgnjAsL8xb7/9du8RmkazNOJh/+/BlV/EXcKqEJVq3g6WVUby6kiV8Pre9nhgP7V6YRo5jI1iLvlMMiV7Y2e+vy06YTqZArqsUshW+UK21IMLLIVtKKRDN0H6oxMUW8Ohij4I7ZESKF2TIBm4AYqVu6AvrzW3kGXHYwuGZil0VXVQs3azblG8Xan22EnemtXS8coqNk1KFTQpRyFb6we5cwSUO/dBV3oWJq2u3XP/Gmx6w6Wr0O7Lh3SME0SvLoBkvB2U7jH8y7T3C23qMUhG2kLynTVkVi2dhqSKlntvYLwm4dvIcKFBuM5l0rfntaXVV52H0jMW0nF2EL04D7LvnaBNPy6sm+juqmjvhZ4mNLNPQLpwOxT2odDll0HlHA/Ra4uhWBFCQrOzIaFJEATRMQbhTYpWq0VMTAzGjRuH119/nVdqvvLKKxg1ahS/nd3PpiN6DyQ0CeLO0B07BYVzuJAwKP0Toc0rM1+0tkBCkyC6ns4UmpFRMQiPMEtNe3tH/DR+Aj7/7HO8+/Y7ePP1Nyi9IKwl7MjvvsfqVVa8SvN+jaVZUFiE9EMZ2OqwFV8N+Qofvvc+3n7jTYvL0NV5+4238IGwfP369OOtZj8TjnEmNceP+wkeHp4Wz5P7ERKaxMNKrxKaTGSpNebKKBaVuvMrpIguh7dUPXUOmkOFUCdkQpOcxaUTbwnbMt4l+2m82gxNehFvHavek8VbozKxeTMmuYrLIE1qHuT2IVB6xQvTnoT+WBW0e4TH+++D3CYIslU+kC31hXxNMBT2UdDsyeeylF+/tRGVJo2Wt69lLV715TUw1F42yy9h+SzCKjZZhaiwDup9R6FwiIB0livUcZkwXG2yWPn4S7Avx+prLkKdnA3pz9sg7rcU0skO919oJhdC8uk6iAeuhnSxO9Txh/k634wupwKKDbugjjgEQ91lPvamJanbnblZaEpHbhWOlSLzvmlz7d4p9DChqSushHzDDihchfPlyDEot8VC3H8FlDYRMDbJWh7VtZDQJAiCINpRWFjIXyeHDh3KheagQYNgb2+Po0ePtkxB9CZIaBLEnaHLr4B8k3BB7BIBVcxB3sao7bc8SWgSRNfTVULTyckFM2bMwtfDv0Hfj/rg/Xffo/SCfPTBh/h0wKeYMnmKsJ8jUFhUzMfSZFLzXlJSegLFx0uwc+cuzJwxE8OGDkOfDz+yuAxdHVaZ2a9PX3zCqjMHfHZDaI4noUk8DJhgMuqgVzRDce08LtZUobK8AhUna1B5th6XmhSQag3QGvQw6hRQNl3CtboqnD1VgbKyk0LO4lTVZVxolKNZpRem+3Ux0KOFpsHIxaXxmhjG+iYYztVDX1ojvIc+BV1RFfQnz8Eg3M5ECq/WYz9lCnO1XkdVbUyosOcW/sYzIcElKZNhwmONIqm5ou9qM4xXrsFwqZGPoWg4dQmGkxfNqakX7hPmy6YTtcxXKjy2JbzFJnvOtmMlEvcOE5XC/mLHgmZvDhTbIiDfIlxLOYVDvYe1hK2BvuYyDOcbhOuoi9Bll0HpkwCZbSDkW3fxlq66ihpeScj2fSvGRhE0OSX8eoyNY8memx1zXKAL89OVnIHCIw6ypV6QTHSAYnMYNEeKhfnU378KPWHdjMKxziSo0jsZkrGbhfWKgfZgMfRnL3FRids4nthxrBNeT1RxGZAt9IBkxDpIp28VtlUkP1/a0bI9+fa4aZv8Imyb6HTQxOZC0tcK4g+WQvKTHVTB+2FsvlVQaaKOQDxwFRRrAqEtroSxockscHsQtwjN7xygSSmA4Upj1wnNyAOQ/uwC0SsLIFvgJezvdP7ZQVdzi9BkHam2R0PhFWf+XMMxQjgmN0DpFi+8dt4qwLsCEpoEQRBEO6qrq5Eq/EH46aef8Jvf/IZXayYkJOD06dMtUxC9CRKaBHFnkNAkiO5PpwnN+ARERcUiItIsNZ2dXTFj5mx8/TUTmn0tiiFKzwurTGSicewPY+EfsANZ2bkoKDyG4uOl95gSHCs+jr0p++Hj44t58+bjk4/7W1yGrs4H7zOh2Q+f9B+Azz4diIEDv+BSc/z4CfD0JKFJ9GbYh/g6GDTXIK5Mw8kkZ7hbzcXkUeMxdsJaTF4eAu/95ci7KsdVpQjKaxWoSvFGsv0crJgxHiNHsizD1AW+2JZQggPVUlyR6/izdkRPFppMDOpKqqBOPgLlrn1QOEVDPs8PsolukM/14mJJnZgF7VHh/D5ynEsp1tpTX32hw6o2c4tP1rJUyqusDOev8BahOuGxmoP5wnMehir8AJSBe6D0TYTCOhTyqd6QT/TgUawJgSporzBdJjQZReb55pdfj678LK+WYpKVuH+w6yQmkbRHy6CwD4d0miMftkPhGgn5+iDIV+8QjpFIKN1ihX22E/J1QVx2yl3CIVvvD/nmYKgiUs2VmqIb7S4NNZegDNoDxfZoKKMOQCvcb2JtZJn4NhphbJZCX3mOt8/U7M6FLrect4/lxxhrc3ufYOvHBD6bj8IrAfLF/pD95Ap1yCHohWPUUkvXm2HVptrjp6CMPgj5ll2QznOBZJqDsH0ChXPpbMtUAkxm6sxVrLo84Zi9aZv8EkzUGxuboQ7PgGTIeojeWgDRO0ugtI6AsV7UMtUN1DszIHpzsXC+CteyWcdhuHj1vm6zzqBbCs3oNMhW+UE8whrSRe5QuMdAd7yqZaKu42ahycZtVcWk8y8WsPOLVWtKZztDFXLgto7nzoCEJkEQBNGOpqYmLi9XrlzJRRf7yT5MaGhoaJmC6E2Q0CSIO4NdPMo3ChfhzuEkNAmim0JCk/Ig8o2wX+3sHZCYmIwjWTkoOnb8viQ75yhSD6Rh06Yt+GLg5/jw/Q8szr8rc7PQ/HzgFxhIQpN4KDACJim00jOoTglAyoZpWPjdYPR9uw/e+3A0+n+7DnO8DiKg+BJOXjmDa2cP4IDzQmwe1R/D+r+Hl1//EK+9OBj9Bi7EWLu92Hr4AsoblGDvHDuSmp0mNA0G3mqTV3yx97Ot0oJLISHsZ2tFGKtgZBWRrIqRTdty343phcfqDTBcbYaaVZrZBkG2IQBSVnE2dCPEfVdD8vVGyOZuh9IrgVcnKSNToQzfD2VEKtR7c6A7foZXdBrrm3kVJZ8nq/ZslvLbdUVnoMutgFZ4P67NKob6QB5UCRlQhuyFwieOvz9nAoyJMNk0V0gG2UAyYAMkn2yAbOI2KLbsgsI7zjxP4X08e+z17MmGOjWPj4FobGjmcoxtm544fmB3gh0vuoqzUMUegny1P6RTHaF0j+PtN+VrAiGdtg3SJZ6QLfeCdLozZAs8oPRP5vJH7hLFv0gqt2eVmvvNLWpZ22JW0VhwSrjWCoBsTQBv+cpatrJ53QyrkjQ2iWGUKB6clBOel8lSdlwqVu2E5OM1UGyKgCanlFcL/xpsnFAmZJVRaVD4JkAmXGtKJtgJ54qHsJ5tCguE845VFuuFY1TlK2yjoH0w1F1tufOXYduMtY5VRRyEdPwWiN5dhObHp0MxbweMF5taphIQ1oOd22rfNIiemw/ZJDeo95u37QPbdg+I7iI0+ZcwhNdEbXYJlIG7IbcV9u1cZ+GY3y78Pwi6vIqWKbuOm4UmO5Y1mceg9EmEdIE7pPNcIVvhyVtFs2OpO0BCkyAIgmgH+9BAIpFg586dfOzMkJAQiEQiqNW/MHYA0aMhoUkQdwb79q3Mysd8YS1caJPQJIjuR6cKzeg4RETGIjwihgvNmTNnc/FFQrP35fPPBvK2s/b2DkhJ2W9RTt5N8vILuSDdts0FXw//Gh/3+5hXhVpahq4KF5p9++GTTz7lIvOLzwdxqfnTTxPh6ell8Ty5HyGhSXQ5JuE9nvY8FJdykeEWCM/xW+DlGAy/WOF1P3g7dnk5YrHnbszZlY9DBQdxpiAC7mu3YMHEdbBx3gGPXbuw03UDXG3WYcz6SEzxL0ZGjQispurGu8db6SyhyUSK4XIDbynJpA8b35LfzkQn+9CftYAVwioidadqoT97Hvq6K7wqzKRtEaBMeLLqSbUWJiZbTp6Dko0nOMMZSu9EqBOO8Hacym1xvMWlOiaDt9ZUxR+CKjYdCvYh/8YgyJZ5Qb7CD0r7CKgjD/L2oKwNp67sDB93UeUjTDdTeA8+1wcKx0goPGKgcIuCMjCZv/dWH8iF5mCB8N47H5r9R6HdXwDd/uPQ7S2GNrkI2pRC4f5CqFOPQrUnC6qkzHZCU+EZJ7x394NieywXskwwcfnRTT7A76mwY0xz+BiU/olmURkuXD8VVsJQcxm64jPQHi6FOuUo1ElZ0OwV9ltmCa+sZBWYTC6rd+fw40NuEwz1vlxe6cautzRx2ZCOtINsmge0WeW8ctdie1fWpphJ+1YJ/yBg5wAXV018jE6FQxQULsKxGZAMfVl1y0S/TKvQ5JI/IhVyp0hIvrYR1s8eusM3zn92LDJRp446DNkkVygW+ENfelNLWgu0Ck11chZkK7whHrwWoidn3iI0ufxtlkDltgeiZ+dBOs6Jn6u6ytoeJ/a7hdAUjgv96Tqo92RD4R0P2Vo/yFZ6QbrUXdgPHt1WaLJjgFWsq9yTIPlivXAsWpvHXCWh2fmQ0CQIgrgz2JiZ27dv52NqEr0XEpoEcWdo04r5t4dZCyD24Qf7oIWEJkF0L0hoUh5E2BiSgwd9iblz5iIyMpqLSDaepiVJeSdh7WvZc/n5BeDnSZMxZPCQblel2U5oDvwCX3zxJT7/fBAJTaL3Y9IC6tOQ1qQizioYGwf5Ca/9FShTStBYk4KaTHcs94zD8C37ELc3FMXp3lhl5YeJi+IRlV2LajaeZkUk8uKc8PPSQIxaexDJJ67iqgno6Mi+RWgyD2Nk7Sb1MCnZWI/CcnGRaP6dj0XZOoYkG5+yQQRjk4SPM8h/Z+NZStuMGcmmF+7Xl9dAc6AA2gNFQoqhz62EvuSckBroS6thqDgHQ/k5aFKLoNp1AOrwQ1DHZ0GbeQJ64T5eycjmL8zbUHtZeMwZaPYchXyVP6SzXKFJzuHVXdrSKj4WH3ufzMJavPK2r0JU8Yd5K1LZIg9IpzpBNn87FE5hvOpSzcRj3CHz++rlvpB+awfZTy5QbAmF0iOWRxV9UHi+Mi5cDecuw3DhCg/7UJ4LVya0tDouYVnrTCZntIXlvGKqdRlYlAG7IVvhA7ltMG+HqgpP5QJUX33J/F6fyV3iBuz4Y8cSO76Y4GbVtG2uifjxqlTDUHcFqtBUXmmpSswUtn8Nr75thclGJtV5u1/heDIqlFyQ82pBrR66shphn+zkVWIK12jeVlgtHDNKx1hIBm2AfIY39MdrzfPu6nEeheVm7To16QW8YvgWYcXWiY35ysdxFbaZXFhXdk63Cs1Wub49HpLPN0A6cCN0aSdaHiw8XDhnWQtYhX0EJH1XQzbCEfqjVXxfdAT/osFp4TxOyYFcOLckP9pB9PScW4UmE58XG6ByTIDombmQ/rAVSmF768rOktC8U9g+EV6fNakFkFsJr4czt0E81lZ4XXSGbJUXzwMTmvzcYVX3wnrexjlxs9Dkr+lXGqAOPADJp+sg+cYGsnX+0Ow72mFb8M6EhCZBEARhkfr6emo1+xBAQpMg7gxNTA4kn6yBbJ431GkF0J+7zC9eWyGhSRBdz4MXmruRlJSM+IREREfHIZK3nY3Ftm1uJDR7cZhk/LhvP/w07icuHw9lZOJoXoFFSXknYVKUJSYmDra2mzFx4qRud/ywde/X92MMGPAZF5mDBg3mUnPChInwIqFJ9GZuS2jGYpjtbkTFeOPo/m2Y7xqNH1zzkFLeAImyEepLaajYtwNrpvhg7rQEJOVfQq0RUHTwOfMtQpPJIa2eSzpWJcnHAtQJv4tlwu91XOip9+fy8SHZ2Gfq3Vm8WlG9N5v/zqoWmVBk4/Tx5Arn1qFCKD3iIZvtBulPzpCOcIBslBNkY10hn+4B+WIfyJf48p+sUksy2AaSIbaQfLMFssnCNOuDoU1l74UvQZtTyufDhJN8/Q7IbYJ4u0J9yRkuSZi8YcvOZA4XOtfE5nEw+ViYV6GvqIXuaAW0B4RljhPWIWSfWQhtDYXMegek7MN/h3Coo7OgyyyHvqyGVz6xMGHWKmy5IGJijYVJCyYVWFo/4GdVdBK5uQVpg+jGMrCcvQhdcZWwHfOgDEmBfHOI8H6fVSVlt1Sv0mtRW5h0ZGOlsgo+Jof1VXV8P7fCtrde2KasWla+VtiH052hTs7h+4oL+VaYcBb2C993rMqXXVdd328m4drqIhTbY/gYfqxdrXSykGnC/6cImeAApWM0DNVXzOJG+NelsGpm1nq2qKKlvWh7YcWOIV0pO8ZyhXOmhH8xlovN2xSarH2tKjqdt+UVv70U0m+3QpddaZa5bHv9Arxy9GipcCwLzx2QCOlMN4iem3eL0GTnELu2VdrHQvQ0Cc17gVetK9RQue+F+KOVEL29BKI3F0EyZtMDF5omrdb8mshet25jXW8WmuyzDVatrztcAvkKf8g3CK/nO/dCW3iy/bnbhZDQJAiCICzCPgxkHyAYaMyIXg0JTYK4MzQ7D0P80iLIpnpCk32CX7S2/cY2H0R/Xw4UzpH8W+aaxOyWewiC6Cy6Smg6OblgypRpGDZ0GPp82MeiGKL0/Iz4ZgS2bnVEYtJuZN3HsTQPHDiIXSFhWLp0OT4d8Gm3qtL8JaE5kYQm0dsx6QBtLeTnDyNlsw+2fm0D7+0xCDucgf3xvkje4YBF2+Pwk1sq4qPdkJW8BTP8kzFyVyUOVoth0Ilgas5F9cEIOP7oidU/RCAp+zyqhEtsWQfypVVojhw4BKVR+6AvOAtd7mloD5Xw9oWatELo8qugTTsOVehBKFxjIVsXCNlyHy47ZCv9ILfZBZlVAGQLPSC33gmlZyKUXsk8CucYyDeF8GklP26G5GtbLk/E7y6H6IW5EPddBvHwtZCM3QzZZGdIhtlA/OFKiN9cAtEr8yF6Yz7EA1dBuS3GXN3onQjZUm9IJmwRspm329RkFJrfJ98mrJqItQ3Vn70A7RFhvaKF9RK2tdw+lEcVm8GFzq/Jm3uFCR3N4SIoHCIgGbeZbzdd8Wk+richwLyhQiXs22tQx2fwcVIVPvFQJx2BrqiSV/gZxXJehak5KGxH4ViQLfOBfEUAtFllZsHCKmdvE8OFq3z8TNnC7RAPWg3R28LxJ0Q82ArSBW5Qhe3ny9ItENaLVUXzdp27UtoLK3ZfkwTqmMPC+RgMpW8iH5/ScKH+9oSm0QRD1UUoHKMg+d4WoveWQjpuG3RHymEUHs/HtmXSnm3fVincguF8vfnLDZEHoIw+ILw+BAjn8CIoFgXCeF44R1v2h1Ei4xXVSruYni80T56DYmsYJKOFbfXWQmFbOUOzr0B4DWm4Lcl3r7D9waSick0Emv8yxZy/T4fkW1bt6Ce89roJx7QndBklLY+4D7B9zr7oIrxW6Y6UQZctHBtNN75kcAtsvwvTa5MLIPliA+TzA2CovVHQYmCfa8Qe4ue2NreUvzby199uAAlNgiAIwiIm4Y+hUfgDx34SvRcSmgRxZ7QKTfkML2jzT/JvvLZeBDL4BeORY5CvCebfxFR77Wu5hyCIzqKzhGYCE5ox8bztLJOa9vaOGDt2HAZ+NhAfffChRTFE6fkZOmQoVq5chR2BwUhPz7AoJ+8m2TlHcSAtHVu22GPoV0N5NWh3GUuzVWh+OuAzPn7ml18O4VKTVZN6eZHQJHozBuF9XhNU10pQFLQFOyYNx7TvhqLfoGEY+MkYfD1sEaZuTcbmvUU4vNsd2bHrMdUnAd/uqkTafRCa3/7rDeR/uRyyUc6Qfe8E2dTtkK3xh2yxD2TjXSH91oFXTooHrIW4z0qIP1gO8bvLIP5wBcR9V/PKIPF7wu99V0Hy2XpIBpoj/kSYvt9qyOZ7Qxm0F+rIw9Am5EGxfhfE31lDOmUrZCu8oArcB11GKVSh6XxcQNkib0h/2CTMZylEry0QHu9prp6b6CTMS5hn/+WQ/GAL1c795oo9yY3Wor8K++yBCRmZ0lw9WVcP/enz0J+s5WGVnCal8HpwGy0U7wUm69j7e21GMRe1Cq94KP0SoSvpms+zux2savLsBS7juDCa6gDpXBc+NqPCKYILRt2xU7ziVemeAOkMFyh9dkObUw7D5Zbrpjv4jIm1UWbjnrKKYHH/VWh+cgYP+z9rEaxOOMyn6RYI62ZRaArrywSXoeaKcI6FC+fgWl79q/RP4uOF/qrQZI/X6aEvPAPZNE/h/BbO6cFrhPX3gzbzOJd0fBzcayIeE6tWZlKzBba/WNWzcuceqFKyIXeIgPizVVCsDhL20yW+bGwevUlo6o6dgXyJF8RDhNfBz1dyeajenw/9+Su8zfGDhm1Lg7AtFct33hCa/5ghbFN7yO12CT/tIP50LbTROS2PuHd4C3KJHLrsCiiWBkO5OgyGigst996KSSO83oqk0Ow+CulPDlDYhMN48cZngrwFsfC6y7+kIBzXvN3sA379vV1IaBIEQRDEQwwJTYK4M64LzZne0BWdEt7cCxfQbYXmlWvQHjsJ+bJANP9tGlT2iS33EATRWXSV0HRwcMKPP47nwqdfn37o8+FHlF4YNo7mtKnTYG+/FSkp++/LOJosrWNp+vj48crHrwYPQd8+fS0uQ2eHLccn/Qdg4GefY9AXX5LQJB4eTAZAdxXKhiLkRdvDe9F3mDxyEPr0+wz9PhqNLwcvw5xNiXBLyENmohsyotfhZ89YfB1Yjv1nRNDpRDDeg9D85h+vIa//QkiHbuGRTXaDfONOyJf4QTpyK6RfCbcP2QzJFzaQDFgPyWfWkA6yEWLLIxm40Xz7QHa7cNuXm/j00sHCT+F3pVMCdGVneJUYa1+r2Z8H+eadULhFQbVzL28pytqBsvENtUdPQB2XAaVrNBer0i83Qjre3P5T/Olq3k5R+q0t5FaB0KYXm1vMdoI4eCCYTC2Vmseg8EuEfK0vNLuzeYUoH5dUIu9R68ZanfIxVdlys5aRbWQXp3Wc0WYpF8kGNi6mcDxcby/JBCQTzsLvvPIyJZ9XGcqWeUE6extkS70gWxsgHJuBkG8NgSoiDZqkbOFYCDB3rEnJg5G1lL2L6i52HGlyS7lQF/dZheZ/zYL4zaWQjnGAwikKmkNFfJpuAROa18TQVVRDFbgHsjV+0OWU8e3Lb8+v5F+KFb00j7ceVTiGcVF+i9D0SoRkhHCejrCDLq3EPKahVMGrMaXjXSD6cBkk4zZBbr8Lmsxj0J+sgY61ks5nY8OWQl9Rw6s2+X4TYL8r2JizfglQHy6C0n83JD8K898cahaqwnPzZe9NQjOnErIJjhB9toJXjsu3hEC9L5cPD8Paqd4z7PpfOI/YeKj60xdgbBCbb2vZ5uxLEWyfKBb43xCaj8+AdNI2KNyjeVW86IWF0ARl8OnvB/wcbmiGJvEof42XfbsV+pxT5n3Xslxt4S24rzRCszcX0sXuvAW58UrPqEQnoUkQBEEQDzEkNAnizvg1ockvViuFi8bVu0hoEkQX0XlCMwkxsQnXheY2l+2YOXMOvh/5Pb74/Et89ulnlF6YL7/4Et9+MwKLFy9FbGw88guK7ovUbB1LMyIyCmvXrsOkiZO4HLe0DJ2ezz6/3mqWyczBg7/iPydO/JmEJtG7MWphEp2A6HQiQneFYsmGQPiEJGJP2n4cSApB8k4f2G8Mx5qV4UjY4YDdcbYY7xqF4Z7HsPdUE1Q6EQz3IDS/G/AlSnYmQ3ekkkdfUAV9xTnoS6qhyzkF3eFy6A4K50liHlQ7D0IdkQnt7gJo9xbxqGOyoQpOgzrqCLR7CqHdfxy6tFLohJ/sfn1ZLZcYfAxDrR76mkt8PERtXhl0xcL73Pom/mE4r1psEvNKHcOpOmgPFkPltw+yia4Qvb8M4kFWfGxDVcA+XhnFPhTnbR3bvEfuabBxNXUlp6HclQKZlTeUbtFQRaXxsUnZOIj8GqCHwCr4NEeEfX/8FP/yJau8ais4WOUru4ZhY6uysR/ZGKzaopPXWwbz8QA1Wv47k9yKjREQ97eCbL4XrzLUpOYLz30GmpRcKITf5euD+NissuXeUDhH8IpNXjF4F9VdbIxJbWE5FNtiedWx6O1lkM0T9od3EtR7crhs4+vTHRDWjy2v/tQ5KD0TIJ3jwuU+OxfYeK/qhEzIZrhB3GcJpBPsflFosn0gXeDOW0JrDxQK591V/qUDVo0pW+kP8Y+bIJ27DQqXCGiziqHLOwFV6D5eISsXXqNUwfu4mGYVe2w/s3mwqkAm0vhYmqxV8AphG3rGQXdCOF+Ffc/O814lNA9XQPr1Fog/W3N9DEhVcqZwnJ7mcv1eaa0m16Qfg9x2FzRpReYvObChaITD3MC+EJFRBPkMzxtC858zhf3vDmXQHkhH2t9/ocnOUSYo47Ih/dIW0uH20B06wV/f2w6R0wpvHX2xno9zy8YqVgWn8Or4ngAJTYIgCIJ4iCGhSRC3Scs3lzU70s1Cc7Yvvzg0Nrd8G7MFfhF79jwUa0NJaBJEF9FVQtNtuycWLlyCcT+Ox1dDhvFKNkrvzbRpMxAWFoGc3DwuNQsKi+9L9uzdB1+/ACxdugxDv+omx1EbkdkaEprEQ4FeBcOlTNQX+MLRPx5j7HKReOwK5AYFdOIiXD0eA+/VQVg0ygPhXlsRn+yESXbh+M4uG8knrkKsuQb1lXRU7gvC+sk+mD8lDkl5F1ErvHVU3IbQ/P7771FeXt5yqwWE96C8KqdZAl3tJXPrSYmMV3OxcClXfYGLKKNUDqNCDd5mkFXmCPe3qzIUlsfIxCWrQGRhrSstVTIx8dHYDO3RCsgme6D5yVkQf2sN+eZgPhxDTxeZrbAKRdYyUhWwF9KfHSCbvg2y+e6QbwmFatd+6CtqW6bsvvCKymapsK/KoPRJ4MKCVUuy8QVbqzZZa1j2JU1tWpGwXvsgt9sJhXsMF0Da/Ap+3Ohrr0BXXAXt4WLe4lW2yJcLTcXmSF65y44v3hJVONbUB/LNY7Qu8uIVX+oD5nEi7xajTDjXTtZA6ZvCWyVLPtsAlX8KtAXl0FXWCvO+1v447kqY0GRtOoXtpXSMhmSkLTS78/h+YCJNGbYfslV+kIzdBOlPdpCv8IPuqHDOMKGZVwZVXDpU8YegDNkLmXUAZBt3QCNsT/3pc7zqU5NeALlTGKTL3CFbydo9R0GbfRzag8LtNkGQTt8KyaQtkG8MEqYtEvbHJbOoTi+GdJ47r8hky6FJLxSO451Q7kjmkpsPocKqDX9BaLLjh0lV1s7ULOzuXEx3Nrr0cnOV+mfr+BjDrbKYVbGy1757hVfNNjTzY5GN56ry3sM/BwA7FoXNwypB2bilstnCa+Qzs9H8+HSz0JwjnBdhqZCO3nr/hSZra3zpKjQxR4R1t+FV/dp9RTCJheWyUB1tbil7WTjG8ni1ryrigFlu9wBIaBIEQRDEQwwJTYK4PfjA/k1iqDxShIuPBVCwQfOrLvAL0LYXdSQ0CaLr6UyhGRuXyKUmaz3r7u6FRYtahGZ3EVGUB5apU6cjOGgXDh/OQk5OHo7mFdyXHM7MQsq+VGzabIfhw7+xOO9OTxuhOWTIUB72/59/ngwvL2+L58n9CAlNomth49bJoa3ei7p0B6zxisAgu1xEtRWaRVHwXuCHRYNdEe7rjuQDPphjFYwJS1MQX3ARF2WXIToVhfx4Z0xZvANjrNK46KwX3jp21PTwtoUmew9qFJaTVQspVFxS8Q+uWWWWECZS+O1sjDx2O6uyYrKR/WTT3CweWyrxzNGZ5cXNCLdxgVp4CvKpnhA9MwfSiY58nEnW2pJX4d14a9xj4e/9G8VQ2sVC9NpCiN5YBNE7SyEZvA7SGdugPVDUMmX3hY8FWlBurghb5C4stxOk07ZBFZzKq2+1uWVQbI81t4ad4cLbyCqD90BuHwLpfDfh/ynm8SAj0iBnLWVtd0K+NRSKzSGQbwqD9uAxLkX5cScciyY5G3+0GfrKOuiKqmA4c4H/zivE7hbhWGTjQ2riciD9wgbSr+2hTSvhopZLeXZsdyeBztuQSqBcHwHR+8uhCTvCz0MmElWx6VDu2M3FouS7zZB+ZQttirANJXJoskugjEg1TxO6jwtHhUMIl5i6k9XCfiyDam82lL4Jwn3BkK/zvS401buZOHOFeJQ1pDMdIVvpxVtHs3E8ucz2T4Hki/WQL9wB/emL0OWX8+dW3qbQVCVmQJ14mFdzsn3ddnzO7sqDFppsn+nrLkOxJRrNL82DYkM4r8pkt/Oq2MpaPj/ZSj+IB66A6OV5nS80h2yCJjEXhnrL0p+E5q9AQpMgCIIguickNAni9uBv+IULBJVLslloLg6G8XyD+eKAhCZBdCtIaFI6I6w60c3VXTgW9iAj4whycvPvW7Jz8rDd3RNjx47DsKHD8eWgwRaXodNCQpN4KDHBpFdCeyETF3O9sc3PH2OtQ+Acmoy96alI2xeB3aH+sF8SjHUzwrA7MRpHckOxaaUj5k6wh7NvFMJ3xyDBfwO87FZh5JpQjPMoRNqZZkiFZ9ebZ8Jpbm5GUVERDpfb0nQAAP/0SURBVB06xLNp0yY8//zzvy40uwImUGVKXuWnWBYE8YfLIVvqC3VsOq8I6y3wNqsyFZTro9D8f1Mheno2l5ri94QMtoI68vAvS99ugv5UHZQh+yB3CIVspQ+k0xwh+W4Dbwmr2VfAhaXMyheyRe68RazSPQGaI8VQBe3l08vtwqH02QPZch+Iv1/Px12U/rwVCvtQLrlYFdotMLHJtp3WgjC/GwzCcynV0OWdhmLpTijXRsBQ2b2PM5NYCeWqsOvCiklAJo+VISlmsbYrFZJv7SB5bxW0cXnC9aMM6rR8KAOToWb3xx+CwjkcCqcwaA4V8nFuNUeOQZV0GMrQFCg8oiG3CbghNGMzIR29BeKv1vJxTWUrvCAZvwWy+duh9E0S9uUOiF5dBPl0XxhqrnK5qtga+utCc7QDP34U7rFczGnij8B4rUVg3w78CxfCMdDmWvleYXKYt74+V28W2kyuWnj+By00DQ3N0JWehnxFMJr/Pl14LQzmlbR8PFdhebSsIjd4d0vlrCPEfZffEJrhByCb4srHhFXvOnTfJPEtQnOwLTSxWfw2Lv5vgoTmr0BCkyAIgiC6JyQ0CeL2YO2O2LcwlU4JED0/H8plITA1CBcsN12ok9AkiK7ngQtNIUnJyUhIJKH5MGfM6LFYtdIKPj7+2L8/zaKYvJcE7AjC/HkLMfaHHzH4yyEWl6GzwoQqW4Yhg7/CV0OG8uObSc3Jk6fA25uEJtGLMelgVNZBeiETmZFOcFkyCRO/H4a+n3yOjwdNwuAfrDF3UxK8EktxrOoYak8mIXr9TFgN6oNvBnyM9/v0x0fvfIIBwrTD1sdi9e5aFF9WQMee2jwHTkFBAWbOnIn+/fvzvPLKK/jDH/7QPYUmW3C9AYYrTVC6J0IyyQFylyheScZEQ6+BSRK1FkrraP6eXtx/JaTCukqGrYX4y9XmKsdrYouioLugy62AzMoP8i0hUMUc4nJLLvwuW7AdUtZC18qfSzF1dDq0R0p5ZSVbJ1Zpq0krgGJdCCT9hfUdsg7ikUI+WQHRW4uF5wiCOrMIhvO/0EqWiywh90NksefgbY4l0BWcgf7YWZjE9y6kHiS3CE25yjy+qHM4VAmHoU7KgXS00w2hKWxzVVwGFK6R0OzLheZwEZQeMTeE5okqqIXzi0lkVcxBKHcI+3Fz0A2hGZEByZcbIfl8HeR2YZCvDRL2lZX5mJ3iCPEIGzQ/PfuOhaZkpB2XrLLFvhB/uAJK2ygYqi/ydsy3g1ls31/pb6xvhjruMG+PzKogeRttCzLwQQtN/bnLUB/Mh2yON5ofm3aL0NRkFvM23ArHUGE/hkMyXNgHLUKTjcUrXxPAXztVkel83EvW7vteIaF5Z5DQJAiCIIgeCglNgrg9zOPHCBd4jvFmobkiFKZmecu9NyChSRBdDwlNSmfkm69HYPLkabCx2SwcC7t5VeXNUvJeEh4RDVvhuadPm8FFoqVl6KyQ0CQeXpiUkUOnqMOF7Agc9lgGq5njMPirbzF45BKMmeuHrbFFSKu9hovSK5BeKcTx0E0IXTQac8Z8jcGDWSZgzBRbWO3KReQJEeok2ls6srLqzIULFwrTCueaENZu9tFHH+2eQrMFVqWpSc2HwiMO6r050JVXmz/M703oDFB57ePjRcqmbeMSSTrHBZIJdlAF7xfe81+4bbnTqbAqWuG9kCa1kI//yVqcaotPQ5t7gstL1jqWVVvKNwZDnZIDfUU1Hx+xtS2lSabgEkRpHwvRK/P5WJC8wnOcA8Sfr4fSJRG6U7W83WxnweWYUg0+rms3ropl3CI0hXNFHX8YcptAqJMyoTlQBOmPwnHUKjQbRVCFHzC3mE3L5+NpKr3juAzTHBR+LznFxyJtlXLKXSmQO+yCwj2ay09VcBokn6yD9EsbqIJSodqRCvlkd0gGWwv7azVEn6yA+KMVUKwLh+HCNejKznJhytoLa3NLYTh/RTjW9bcITfGnayFf4Q/JcFs0PzYd8nl+0B2r5C1MO8KkYy2wlcK8rkJfee7+HCfCPmfts3XHz0C+PhiyJd7Cuh/nrzlcmt7EAxeaZ85DlZwJ2XR3y0LzQD5kq72hcIvk49FKxzjcEJrRabyts2y5B1Rxh/hnDLxV7T1CQvPOIKFJEARBED0UEpoEcXuQ0CSInsODFposycnJSExMQlx84nWp6eHhjcWLlmLcjz9hKAnNXh8m9775+lssWLAIEZExOJKVe1+lJmtl6+sbgCWLl3GJaGkZOitcaArryyQmk5lDhw7nPydPnkpCk3gIMMBoUEHVfAlN507i1Ili5OUXIq+oAsfK6lB9RYxGpRYqvRp6jRiSi2dwseIYyo4VIC+P5TiOlVbh1EURLkt1UOlulTFisZiLy7y8PB5HR0e8+OKL3VpoMgHChIWuvAaGSw0wypQwsXE6exN6I7TpxZBvCoHSMw7KXXuhcI2C3G4XVJFpXI78mtzpCth+MMqZRMuC5HsbKO0ihH0l7KNrYhjq6qHZd5QLFXXiERguN3LhxsdYbe08w+ShWgN1RDrEozdCsTUCmoMFUIUegMItDtrsMv78lkTSA4NXagrLx3I/Kj8fIL8oNG0DodmTDW3GccjGu/6q0JRvFfbR/lxoCiugTs29ITRD90HhEgGFVywXnUqfvRD3WwPZiK3QHiyB/mQdtAeOQWkTCXHfVRB/shqyue5QR2bA2CRcqzIZF5EKZfg+qPdmm4U2G6v0JqEpenoOxG8vhei5eWBtl2XTPHglNqtO/MV9INzOJL+h9hI/ztjYurrSe3dBrC2r/twlqBOy+Nie0m+3QB2XzasbLbXA7TZC0yOGi0Lpj043hGbMQV6tK1/nJ5yDmSQ07wISmgRBEATxEENCkyBuDxKaBNFzIKFJ6cxMnTIdATuCcSDtEJealuTk3YQ9Hzu2Nmyw4eK0K9vOktAkiM4lKSmJV2l2a6FpMoGNZ8eqpnqdyGzFaOJVmJpDBdBmFUObUwL1niwoI/ZzIaROPMzv724YxcJ1S9V5LiClU52g8tnNx2nkVW5avXmdUo/y1rKskvOX0B0th8I5ApoDBVyK6CqquWxjEpT4ZToUmntzeHtf2VR3SPqvgTb+KAxXrgn7KvWG0CysgIrJc88Yfrypjxzj4vG60Iw8AKVfAhT+iVDFpkPhGAXxACvIJrpBf6yaz4+1kdXuKYBsmhdvi6oK2A1tQTlvf6uvvcxlnDI6jY/XydrOMuF1s9Bs/suUdpH97Ar17iP82PpFoSmcM+wLDrr8MihdYiCbvg2a/YUtd94FbDbCc7IqT03GMWEbRUA8aB0kQzZCHX6IDwnDXoNu5rrQZBXFnsJ2YtstJEU4l4vM58I98mtCU82k4gQHKJyihG2WBelE1/ZC0yUCcusAs9A8e/6+VHqT0LwzSGgSBEEQRA+FhCZB3B4kNAmi59A5QnM3EpOSEZ/ApKa59ayHpw8WL16KceNIaD5MmTRxMlxd3Xnb2UMZRyzKybsJk6Ps+ZydXDB61BgMGzrc4vw7I0xo8nazLTJz2LCv+c8pU6bB29vH4jlyP0JCk3hY6RFCk8Eq+gyGX5YbPR1htVibU2OTGMZmKZcq+spa8xiHwXugcIvi4xF2NwxsfD8mXv0SeDWpek+uuQqT7SfWjpat0zURFxod7Tvj1WboTpyF4VIjFyJseiZemMgmfplfFZo5JyBf5A3J19bQJOQI15iXoNqZcl1o6kpPQ72XifNUqBIPQyXsS1WS8LNFaLI2paqo/5+9/wCLI0vTddE9d+aZfe45e985z+6e6Wkz3WPaTrvqnp6e9m662nd1ea+qkkreWySQA0mAEN577733XhgJJOSRF3LIQ/pIn/ndtVYmICAxEi6B/33qeygRSURkZERGrHhj/ata9BiWIvOh3hUN+W/coF4fCfOFW7YetnojzD0PoC/vgL6CzZOXir3zEDCw39++D11Fq5CZfH6TFZrK9/3FsvnYlWPuN2YLTJdvQVfcDNXqMMi/tx265Eb7xOeA76+8N/iNe5DCCqD4wBuyX7pA8fohaDPqYLx+R/QWHsmg0HzRHdr4CvFeNf4Z0OXWix6xU2VcocnWWRtUCtm/b4R6D/tMj56GakX4aKG5L0aMnWq8eMP2d1OEhOazQUKTIAiCIOYpJDQJYnKY++QwnrsKyS8P8h+5QDqUwxqro8vVkNAkiLlnroRmcEg41q1djzfeeGvOS4RSZi/vvvMeDh70QmpqBmpqGxzKyakkMioWK5avxGuvvi7EoqN1mOkMCE0u6rlYJaFJEDPLvBGaiw3eU+yJzDYGYWAeVKuCYKg7ZZ/oBFgsQv4YT1yC+ki6KI8rBNTZqw6FxkTwkrJcxs1qadkFgFWpheSZC/lPdkGXUi/EsC6rdkhoHjsPjXsSlEuPQF/cKiS5Nr5kSGiyNqe+7viQwBwjUmq5KF2q2hYGxdsHoNmfDPO1XvtasPWQdDDffQTznQewPOq3SW2zRfxbVzU0JuekheZ7fkLGGbtvsJmPLTQNnd2QIgugeNkTsi+sgTaknK3L8/Xk5vuemfc25dvMLxPKVX5QfOTD3nMktNn1MLBj0VG51gGhqfzDIehym0VPSNWuKEgRhbDcm/p9rzGFJheCfOzdg/ns98uh3pXMjseLUK2NGhKavFdtRC40Pilse9bBcKJbvMdnhn8E/JjXss/uQZ/47IyXboieq8pfuYsxVXXZTezzvm8be3YEJDQngIQmQRAEQTgnJDQJYnKY7jyEvuEENEE54slQ/qSneKp5BCQ0CWLumS2hWVRUgoLC4kGh6R8QLATPSy+9LOSPIzFEWXh58423sHOnG6KiYlBZVeNQSk4lKakZ2L17nyjvOldlZ7nQ5JKey8w//uFP+OMf/yykJglNgpgZSGg6KVb2n1YP862H0LilQfGDXdBnttgnzj22sTM1MJQdg/KjI9B4psF47rqtnCXvSfusWNgb5n/HfxKTxqrRQZtQCcUyH2iz6mC61ANtcvmg0DSe6BZjsqp2x0Bf3iaEIh9r8pmFZnKZ6IGrcgmHcmOQkHXm2w/ta8HgJYZ5WWid3ial7b2pZ1Romsxs3Tuh3hMjSsPKPr8aknee6CXI981nxaJi+3NnN7R5dZDiiqEJzYUmMh9SQim0+Q3Qt58VPahHMiA0VS/bxhXVl7ZDucwPGo9UcfxOlTGFJhfH7DtC8shF/6eWi3sCprNXoV4fMyQ08+pF+Vsprgja7FrbuKS3H9jn/AzYe69ymWloPAldcSP0TSfFfQrFL/ZB8Wt3aHlZ3p5eIZRHQkJzAkhoEgRBEIRzQkKTICaH6SYvzdMmGlHKLcGs8VHncLwOEpoEMffMldAMDArBypWr8dprbwjpw8tzUhZ+Xn/9TaxbtwG+fgEoLat0KCWnkvyCYoTZyxnP1X7Fe2YOiMw/sQwIzWXLSGgSxExAQtN5sZrNsDySQ7MtBfIvb4I+cQrlNKcZLi3M9x5Bl98E5XI/SMH5sNzvE+s8XmlZYnrhPSN1OfVQ7Qi1lRQ9cwXahNIhodl1EVJsMdSeSdBXtsN44gKkqIJnF5oJJVC5x0G1LQQqlzC2jDLRI3MiJhSagQWQ/8dW9P/TSvR/YtmQ0HzLR4g43uN3XKFZ0Q7V1lDIf77LJjQPZrP53hHzf1Ysj2SiJyYfy5XLP11lG3QlTYPrrm/uclhCdlBovu4HY/tlGOq6xHiymj1cPN6xCd4pHBNjCU0hbp/IIfkVQv797ZB882A6fx3qDbFDQjO/XoxfKkoK57L3VNEK08179jlPHj4erpkty9jB9if/XKj3JUKbVQsprAiKn+4WUlOKrYCRj5WrGi2TSWhOAAlNgiAIgnBOSGgSxOQYFJqR+VC5RkJX0CQaqyMhoUkQc89sCs3CwhIhnLjUDI+IwrZtO/DhR8uE1PzLX16hLILwEsMffLAU+/Z7oLCo1KGUnEqqq+uQl1cID49DePXV1x2uw6zkpZfx5z//BX/+00v4EwuXmh9/vByRkSQ0CWK6IaHpxFitYhx9Pp6+swlNi0wB4/lr0BY0Qn0wEbrcBlhlqimJG+LZ4T309IXNUO+Jhq6oacaEpiauGErWLlVuCIBqe+i0CU1tXBkUr+yH7IWNoj07IDQVr3hCE54rekzOltA033wIjWc6VKuDxFiwpu4bokfjwLpPKDTfDICpqwfG9gtQbQyB2j2Jvd8rbF3Uth6rz8lYQpO/T3MP24ZJFVCuCoA2tXq00OTrzscvzasTP59XaFrUWjH+pja1Fso3jkDxOw9IAbnQ+GZD/iNXyH/iBk1AHgzHz7PvhtHbnoTmBJDQJAiCIAjnhIQmQUyOQaHJGpsq0Thtdiw0lWrWMLgPzb4M0QCUDuTaxqx4jjFDCIJ4PuZKaEZGxWDnLjd8vHwl3nzzbSGfKAs/vIfmW2+9CxcXV+TkFqD5aCtLG462TE/q65tQVVWLgIBgUXb27bffdbgeM5lXXnkNL7/8qiinzKUmCU2CmFlIaDo3VpkGkkua8wnNB0+gbzklxujjgoyX/nQ0RAYxswihWXwU6v2x0BU3P7/Q5NKLfZa8F5/4f7vE05Y0Q1d9DFJiOZQrAqB46wBUGwKfXWjyefISsie6hwvNjGooV/lC/tMd6P/Ux+j/3ArIvrwWijc9oT6cDEPL6dkTmlfvQb0pBspXPWGoPAHzvcfQH2X7uH3b8CFheJnXkQwKzbcCYTpzS0hM9Z5Yto3TYOzsBh8Ldyrt85FCU70+GobOC+yzviw+P21ahe0h6Lx6x0LzqTy30FSoxfibUmghFL/YC/l3t0O9OwHqfUmQf99FSE2NTxb0rWdg6Vfa/2oIEpoTQEKTIAiCIJwTEpoEMTkmKzS5vOQNJOlgrhCamt3pYpB/q3p0eVqCIGaG2RaaBXapGRUVi1273LCchOaiC++Ru2XLNqRnZKGuvhH1DU1oaGyelvB58XlGR8eKZfBxK/nyHK3HTIZLTd5Tk4QmQcw8JDSdG2cVmvyhSm1ZC6TMamhZDB0XHLZXiJll2oQmHzcyswpSRqVNag4IsMo2Ic90afVQ/OEgZD/YDuVy32cXmmyeUnoFDMfO2dqwdqGpY8tQ74qA4nd70P+PyyH79/WQv7gLio+8oXKLhL62E2OOqzrdQvPiXaiXhovxII1Vp2DpU8DQekbITF6ylYtd84M++6uHGCk0TedvQOObDik0lx0X523tc1529jkZKTSVS4OhY8eevvEE9Gx7SoklMy805Srx2WkCcqH42W7IvrkZyvWhUG0Kh/w7W0loTgAJTYIgiAWMOMnxk71KYlcTFvYLKleykCChSRCTw9RzD7qSo9BE5I0vNI1GWDUSpMOFNqG5MwXmW/dg5WVtCIKYFUhoUuYifBzNqOhYFBWXorqmTojI6UxiYjL27XPH6tVrSWgSxAKHhKZz46xCk0sWKbUCUnKZkCti7DydwT6VmC0mFJqnL0GbXgVNUCZ0pUehb+iEJjRnSGh2X4eh/Qx05S2QkkqhiS6ANrNqSIBVt7N5XIYuoxGKX+6H7LtbodoQAl12Hcz3J76nY3n4BIY2Nv+Cemii8qGv72TtV+2Q0CxqgnpfDBR/3GcTmv+5BYr3DkG51k+M1amvOj620DSaoctphPJDb8h/tQvy/9gCyT//+YVm912ol4RC8fP9MFadZvPQwNjFtl9xE6T4EmjzGxxK3FFC8wo7NuKKWYqEdOTvk/dKfV5GCc0PAkSvUS4ndXUd7Dgsh9ovHfry1tFCs7BRfLZcTPMHD7TplTBdumWf8+Th8lHIyL2JkP9wJ2Rf3wjlx+wzWhkA+bc2Tyw0lWqYrt0S66w+kgot23+4MJ4PkNAkCIIgxsZqhfnWfejZxZT55j3bxfAU6swTzgcJTYKYHKbrd0UjRROSDdXuqDGFpnjow2yB1r/UNp7GjiQxpiYfW5MgiNlhVoRmSakQV3zMRB4uNaOi47Br124sX76KhOYizIqVq3DY5wiSU9JQXlHlUEpOJWnpmWz+vtiwcfOcCs2ny84uX76ChCZBzAAkNJ0bZxWaxnPXoQnKghRdCH3TSfFAptVAw17MNhMKzXNXoCttFr34xDiKuXVQ+6YPCk3TlZswXbwOw9FTkCLzoWa/55J6LKEp/6+dUO9LgL7q2KR62Fm5uLxyC/rSFlFCVrRrVZoxhab8pzuh2hgkxulU7QwfV2jy/U0bXQb5r3ZA/pudYixObWzptAlNLl75uvOembxdLsWVwMz285GMFJrmWw9Ez1MprQLaokYY+LihbF7Py1hCk89byz5z0YOU95Ju7hotNNn25aVyuWiUEkqg8U2D8eQl+5wnD5fXXIwrVwVC9sJWyL62ga3HYSiX+kD2jY0TCk1+f8LA9kX+PjSBmdAVNjl8nTNCQpMgCIJwjNksnlgyVHdB7ZHGTv4t4qQ9X05wxOQgoUkQk8PU3SOeAuVP0qpZo4OX2uGN1bHQBpTZhOb2JPbdeYt9d86Ppx0JYiFAQpMyF+GlYHfv2YeIyGiUlJY7lJJTSW5egRin1WWnKwlNgljgkNB0bpxWaB7vhnpXNDT+WTB0dtsqbZnogfTZZkKhef6akJJSVpWt7GtKBVRuMVDvjBKykHcmMF2/A0P7WUhhuVAfTICUWDokNGuPw3Sxhy3jGJQveUL+671Q+2QIiT2Z+3VcXppv9oreg3zeurwGWJWjhabyPS/If7QDitcOQLU9TMjMSQlN/0LIvrUO8t+5QrnSF9r06mcXmvwhYXY9bzp3E+rl4aK0rrHurNi2plv3hBAU8j6yAObrvfY/GmKU0Lz7SPSIlLKrhXjkJXunMr7smEIzpwZSeqVNVJceheHYWcdCs+U0DCe7IcUXQ30oEcaObvucJw9/T7x0sfLDw5D911bIvrMJijcPQPHGAci+un5ioflYBsPxc6LHqBRbBH31cVHGdj5AQpMgCIJwiBgUvF8B7eECyL65BarNUeKEzU/cxMKBhCZBTA7jyctQH0mDJiBdlJAxnrwIq37scTdIaBLE3DGnQtN1N5avIKG5GLNkyYfYvGUb/AOCxL7hSEpOJWXllcjOycN+9wN4/fU3Ha7DTGak0OTh5ZUjI6McHiPTERKaxGKFhKZz46xC01B/Gsolh6Hex9ofvNysUgNYLPapxGwxodC8cB36+g6bAGOR4kuhXOkP5Yc+bPoxWB48EcJxLKHJS6aabz+EsfkcVB/5Q/HGQWhCcsXYkpMRUpMVmqotIVCuDYBqUzBULjaZOaHQZO1j6UAu+j+3Aoo/7BVjceryG55daJotsEpaGE9dhXpTJJTv+bD3e15UjTP3PoSh5ZSth+Zkhea9J9DX2bc524YzJTSltHJRxlebXSN6kRo6z48Wmuzv+GdrPMv2C/a5PrfQvP0AmvB8KJYcgvy/d0D2ky2Q/3k35L/dBdm/rZlQaPIennxfEvtVTq1YJ75vzAdIaBIEQRAOsSjU4skwjUuK7QT9prcYO8546rL9FcRCgIQmQUwOY+dFqD2ToPFPFw0U3jC1GkhoEoQzQkKTMhd5++138fHylXD3OCh6U9bVNzoUk88bPi4nl5q87Ox77y3BG2++5XA9ZiokNAli5rh37x7Ky8uRlJQksmnTJnz+859nxx4JTWfE6YSmxSLaJYaKDiG31HuThOSx6g1sZR2LJ2Lm4J0D9JXttnKuhY1ivEpeBniY0GzoHBSUUkwxlG96QfnnA9CXdsAiV8J858HYQrO5C+YHfTBduAnpSDbU+xOhzaoV9+osXGJPwGSFpto9ToytyMuRasJyoNoRBcVrB6FLbxhfaO7PEaVqFa8dgsY3Fbr8erZuF2F+1G9/1SQwmUVJVF6KVbM/CaqtEaw9flnM3/K4X8hb9UHWNvdMhfni6PEnRwlNLu/qh7b5jAnNuCL7eJQ10B/j0vKyY6F57ByM565Cm1T2/ELzWi871pOh+PM+KN73hoL3qH3RFfIfbIXsP7ZA8Sd3qD2SoCtvg8XBtjffe2yTvNO0TWYTEpoEQRCEQ8yP+mA4y5+GYifev18GxR/3s5NhPAwtZ+2vIBYCJDQJYnKQ0CSI+cNsCM2SklK71CwT4VIzOiaehOYiDi8D+8Ybb2HbdhekZ2ShprZ+WqUmn1dtXQOCQ0LZPrYS7773vsP1mKlwofnyy68Ok5okNAlieuDnqr/85S/4whe+IPL3f//3+Nu//Vt27JHQdEacTWhajSZYVBroC1tFeVCNewosdx+zCSQz5wIukg1NXdCE54jSo7zUqSY0Z2yhGVkIxe89oPj5XhhKT4genubeR2MLzaOnRLlQy0MZm89J6MpaRAlTLtkmMy7kZIWmxo+1e3n5VPZvXe0xqLfFQvZva6E9UgTeg9IRg0Lz0yug/MBfjBHJe//x3oqmm/ftr5oY3s42P3wCQ8cFSCE50Pimw3ShR4hOq0INY9t5qDaFQ7UhHKZT1+x/NcRcCU1NeC5Ue6Kgy6mD6eINmC7fnDGhaTp3G6oPQiH/4U6odyew/SsF8p+6Qfbv6yH/4x4olx8RPWu1yRUw33lo/6shSGhOAAlNgiCI+Yfp1n3x5Jd6O7to+QY7If7WDcoVvtBXHLe/glgIkNAkiMlBQpMg5g9zJTQjo2KxddsOfPjRMiG2HEkhysLPxo2bEZ+QJHpTcqnpSE5OJTGxcdi+wwXLPl7hcPkzHS41SWgSxPTCpeWhQ4fw8ccfi/z617/GJz7xCXbMkdB0RqwKCdKhHMh/sgv6lAZYJZ0QLXOFRSXBdPMedAXNUG0MhTaqBJbHcvtUYrYRvWWPnYeUXGobSzG3HupdsVAu9YM+76j4rLg80lW0ifEW1YdSoPj5bih+vAeG0pNCiHLZNK7QfCIX8tLUcw+my7fETy45x2ufDjBZoamNL4Hh+AUYz1+H6dptSPsy0P+p5dAeyp+c0FweDCmTjxNaJ6Sr6cbo0rBjIYTmfbYNOth2jMiHJjgbpos3bb2RdXoYj12EamkQVO/7w3R8dBW5UULzUT/0radt40WmlovxRq1Ktf3Vz86YQjM0BypeZpcLzavsc+GZbqHJn1Ng28HU1QPVmwGQ/9dOaHxzIYUXQ/6zvWL8TD6WpnJTIFQ72PdBXIkoTzsSEpoTQEKTIAhi/mG8fNN2gt4TB/kf3CB7cSfkv3WFLqvJ/gpiIUBCkyAmBwlNgpg/zJbQLCkpQ3FJuQiXmmHhUVi3bgPeeec90VvPkQyiLPzwfSAsPBJ5+YWoqq51KCWnkpTUdHh5+2D9hk0Olz8T4fszH7eT5+nSsytWrCKhSRDTgE6nw6NHj3D37l2R+Ph4fP3rX2fHHwlNZ8Sq0kIbWQLF2wehy6wX1a2E1JwjzI9lQkZo8xvEuIL6ijbRi42YG3iPWeOpKzaZWdAAKbkCyreOQP6fO6FPaRKlVLkQ4x0INNGFUK4Phvz7259ZaA6UGuavF+1SLtUn0St3skJTX8DWVa4S41by+esCStH/jysmLTRVq0KF5OP75bQJTTHRClPHNaje8Ifyz94wtly0/f4pRgpNS58chlMXxT1OXj5XV3JUfA7Py5wKTYtV7GOmTts2UPzIjX0flUObXAvFf7tD9u8boVziDZVLmBjzlISmY0hoEgRBLECMZ6+KJ5fU3ilQrguA/Pe7If/uJugSau2vIBYCJDQJYnKQ0CSI+cNcCU3RQ3Prdixd+rGQmm+99Q5lEWb9+o0IDAxGRmY2KqtqHErJqSQnJw/h4ZFw2ekqxu10tA4zlYGexyQ0CWJmKSoqwgsvvEBC00mxanTQptZAuT4AurxGmO8+gFU1dyLAdPUOtCmV0MQUQZtVA0Nn96RKjxIzgxCaZ64OiiIpsRzKl70g/8ZW6FOaYZF0MN1+AMOxs9BEFUC5yh/y720dEppGIyxPZKKXp8Yzhe1nQawNmgEprcImwzrOs7bl88u4SQvNkhYhMwfQBVc8m9BcHTa4DaZVaDJMp25AtSQIytd9YGxm35Fsm3PBO8Aoocnem/FSD3TlLWJb6nLrYekbap/z7Wnq7oG5575N6rG2hOgJOQZTEpolzTB2XYLpym1I/nlQfuQHQ3WXfc6TgI8vyj4v4/GLUG+MZtvBH/qCFujy26D47UGb0PzgsJCZJDTHhoQmQRDEAsRwohuayDx2Qs6GxjcNipcOQPaF1dBFPN/JgnBOSGgSxOQgoUkQ84dZEZqlpSxlLENCMy4uEfv2uQuhxaXmBx98RFmE2bRpC3x9/UVPyvKKKodSciopLi4V8/bwOIgPP1zqcB2mO0uWfIh3331fSE3eW3NgLM2VK1chKoqEJkFMNyQ0nRurpBflXdV7o6Er5iVEe2GZwx6RxuPdULtEQXUgCfqa40JK8V57xNwwptD85jbo01tssu7BYxhPXIAUUzhKaMJsFtLR2HERqq2RkP9lL1Q7wqGJzBdikHc+mMr+tiCE5rmbUK8Lh2qpHwyNZ4YkpJ2RQpNPN9+8B331MWh8UqHNqBlWltl06Sa0iWVsm7TBfO+Rrce1ZWyjORWhqStl3xkXe2C5/RiaHcmQf3c72y+O2uc8MaIH74M+GNrPQQrIguZwOozHzsNQfQrKP3qR0JwkJDQJgiAWIIaWM1D7JIuBzKXYIihe94bss6ugC6u0v4JYCJDQJIjJYWg6A9XGEKg9EsXYG8buG+Lp2bEgoUkQc8dsC82S0gohNeMTkuHufkCMobhs2XIhmyiLL/zz9z58BAmJyWLfqKltmNaUlVUgL68Q3t4++OijZQ7XYbrDpeZ77y0hoUksMqywmvUwPLmCJxfrUFuSgfDw8OGJTEB4Yi1SS7px6uYDPFTew+1zjThTmYbclFj2Gp4cJGU0o+bUHVx4rIVCP/FYiyQ0nRshNIuOQu0eK0pXmnruzq3QrDsN5duHodoWC2PnJdHusM7hmJ6LnQmFJptufvgExhPdkMLzoFzqA/l3Nw8JTV5KVm+A8eRVqJaHQv6T7VCt9reVE645ZmtbTkE8PbfQjKpC/1fXQeuTP+a4sbMmNK/cgcYjBeodUTA0nhIlZWGwlcblPS/1uW1Q/HzfkNDUSDDfvi+EpXp3DKTYElge9tvnxo6h5nNCkPIek1w2WuWqYT0+RzIoNLdEQvbCJtHLkncIUXsnDxOa5lv3RK9PzdYk9H92JdTb4mFoPS0Eo+WBDJotSZB/bTP0yZMf2mtkSWJNSA6MZ6/B1HUdapdEKN/zFeOyagIzodoXS0JzDEhoEgRBLED0tSegcosU9eV52RLlu74kNBcgJDQJYnLoy45D8YoHVNsioatsg+n6HVifegp0JCQ0CWLumE2hWVpWwVIpxFVCYgrc3Q9i48YtJDQXcfjYlocOeSEmNh6FRSWi7Ox0pqKyBuUV1fD1DZgzocnH0eRSc9Wq1YiKinZ8jExDSGgSc4sFFoMcynM5OJ+6Fqte+yE++clPDs+nv4xPfm01vvt6MoKrOnDidhvqY7cg4oP/xIsv/DN7zb+w/Arf+NEOrAhpQNKZPvTIDeNVMhSQ0HRunE1oGopPQPGTPVCvjIL52v1xRQwx80xWaHKBpAnKhuLdQ5B9a+OQ0BQzscJ0+iZU7wRC9vUNUC45DE1gBgyNJ2C+8wBW7fOP2frcQjOlDrIfb4UUkC8EolU3+vw8W0LTfOs+tFFF0Pimw9DUBXPvI7FNLEo1jBdvsL8phfyHrqOEpq6wGcp1QWxb5sByb+j+lz73GOQ/YK9fEQFD+wVYHveLnrJjMSA01R4JogetYrkPVLujoHKNHBKa127D8rCPbSslJNd0yD63CpJ7JkxX+L0BJaxPVNBsS5my0JTC8mC6zObZ+xi67DpRxlhX0gxtXj3Uh1NIaI4BCU2CIIgFiC6/GYoPPKEJyIKuqh2qHTGQ/3QndLFV4mKdSpgsDEhoEsTk0Oe2QvGzXVCtC4e+8aStITnOk88kNAli7iChSZnLrFy1Btu3u8DPLwC5eYVCQM5EQkLCsW7dBjGOpaP1mM6Q0CQWJ1Z2rSdBe7cTd9tTkBR2CBs2rGdZh3WrP8aKN3+Ld/78a/zsrUP4/fZSpNXV48yZIiQecoXr2+9i+dLlePfj1Vj21kdY9uF2vHmgAC75l9FxVwU+uuF4/edIaDo3Tic0Czuh+IEb1MujYL7x0P5bYq6YUGiaLbDwkrLnb0CzNwXyH++A7F9XDxeaDC7iuJCTfXU9lO95QxOQAUMTa4fefTg1oSnphCzUs31YtT4I2rgyWGWqCYWmvpC1h98+CCm6xLYO7D2MZJjQXBchxovUZlZBm1Ypej5OFv7+eBtaX98BKb4YUlIZTNfv2qey78/bD4So0wRk2oTmzXtCQhrPXIc2tBSq9wPYdts4JDQNBlhkSvae26B8wwua3cmw3H7EFmQV4pJ/LvIXdkD1YQgMredgedQnfj8Wg0LzSBoUH/uI8XQHSrwOE5pPZLCotdAGFkP+s13QRpXD/OCJGOPW2vecQpOPwXr9DvQNneyzKICUUMr+3SuktPHcNSE6jacuQVfWytYlGpJPBszXRstkEpoTQEKTIAhi/qGNr4Ts51uhOcwumviTY6F5UKw8wi5EqtkFOx8jQmV/JTGfIaFJEJNDn9oM+Te2Qv1xGIzHLoinLccaO4RDQpMg5o6ZF5qlKOUys7R8tND0OIiNm0hoLubwXpN8DNU9e/YhMyvXoYycjkRFxWLXLjcxZquj9ZjODAjNt99+F6+//iZeffV1ITVXrVpDQpNY4PCyswaY9Rpo1ErIZP0sj/Gk9wp6GmLRmrIXh1PL4Zp/Fu3Hy3C1KR4HtwZh2dIYxJWcRPuV87jUGIXKpAN43TUZL/m0oOzSE/BCh+M9HkxC07khoUmMx0RCU2Cxis9KvToG/Z/6GP2fXDZ7QlNvFHJPl9sExavukHyyYXmimFBoGhq6oNoZAW161Zjt20Gh+ZmVUG+Khq6iDVJCiehhaey6bH/VxHBZajjRbdt+6RXsOGsSDxQPMFJocnnIJZ8upxnK3x+C7LMr0f/3Hw8KTSEuLRYYSk5A8dO9tt7M19n8WHued9bQp7C2/re3P7PQFGNmuoTZ4khoyhSit6kuux7K1X7Ql7YJIQm2jzy30FRJMJy5Am3ZUbZvlUCbUwvzLfZe2D7F9z0uyy0PnkBfeRzK5f5Qb42C6QLbBiMgoTkBJDQJgiDmH/ypJtm/r4XGI10MOi7Fl0C5NRja7FpxoWCRK+2vJOYzJDQJYnKIRs6/b4F6WRiMx7tZI4eXoSGhSRDOCAlNijNk5y43JCalivFVeYlYR1JyKklk+5uXlw+2bdvhcPnTGRKaBGHHagR096Hp7UJHbjqy/COQWN6JrDM3cPlUPrprQuByMBnv7qtGQedd3Fc8gPJaEbqKQrF+bQw+2FyO4q776LWya0X7LB1BQtO5IaFJjIcQmuev23onZlRBE5gNxe89hgtNhrnnEdQrotH/f5aKzJrQNJnZ37N9OOsoFL9wg7QnlbVtJyE0m06JsqrazGqYrty0jVs5gqeFpmZnIvStpyEllkLjkwpjR7f9VRMjhGbHeWjz6yHl1IiqceZ7j+xT2bYbKTRZe5tHl94gxs4c2KaDQtOOoeQkFD/aA/XHkTBfe8Aa+QYx5qYupkZ8PpMWmueuQUpi78s3TQjMQZnpSGiaLTCdvQZdfhNMF2/Zhq3h46Q+LTQTGthM2fK4eLXDtz0v08v/lj9MzbetELBKu+wtboKUUSnK+Zp7H9v/yv75qrUw8LF13/Jh7zUEptOje8eS0JwAEpoEQRDzD61Poe1m/O5UURqCl4jgY2rq8htIaC4gSGgSxOQgoUkQ84dZE5pl5Sgrr2SpElIzMSkFHh4HsYmEJoVl+46diIqOE2Vn+f7hSEpOJekZ2QgLj4Kr2x6Hy5/OcKH5/vsf4J133sMbb7wlys5yqbl69VpxLen4OJl6SGgSTodZglV+Co/PFSDBOxW71mSjoOEqLise4MG5DJwu98G66CK8nnAetVdlMBr6YXnSgms1afB+Nxwub2eiqPU2rpoB1TgDaZLQdG5IaBLjIYTmpZvQVbRCiiuGam8s5L/c7TRCU2C1Qp/RKsqsajYnwvJAPq1CU/bZVexnBoznr0GbUgH1gQQY2yf/XTYoNO2yTV/fKUq1DjBdQtOq1sB86x60ISWQf33LpIUml7NqvzT2HRA3XGY6EJoCLhn5sF1PDVkzKDS/uhm62Drbtn5qmRa5GrryVmhji2HsugSLUiN6e/LvGsOxc7Ztk18PfcMJmB/yfv9PwT5fY3M3lH/0gup1f5g6r9snDEFCcwJIaBIEQcwjLKxlxU6yWq8CUfZCcs8SA2zrcuvFxQsJzYUFCU2CmBzPKjR1SfWQ/Zg1EPclw9B+RjQ8CYKYHeZKaMYnJGH37r3snLpelBx1JIYoiydbt+1ASGiEEI+8B68jKTmV5OYViF7B+90POFz+dIYLzYFemm+++TYJTWIRwu2jEWbdYyi6i9FdEoCQ4Czs8G1D7en7eKy+jyddiego8MDK6EK8nHwRtdflMBtlsPa34XptBo68HYZdb2agqOU2rpDQnNc4jdDkvbX0RhiKjkPxm/1Qb46D+eZQLzZibuA95Ey37kHfckpUOlPtCIf8p7tGC827T1hbMQ2y725B/xdWjS00v7wOijcPQnM4BQYur6ZDaDKE0PzWdmg2PaPQTKuE8cI1MWblSIYJTfdM9rrrNqHpET81odkwQmjeeyykoSa6APqKNtFj0dR9fWKh2XAOynd9oXZJgOlcjyjNar5xB9rg4kkJTS4VTVymJlSzz8Qbyo/9oHJ5SmZuC4FyczB0GdXDhaYDrAoNpIAiKF85xF7fKASxVTd0zWN5IGPTC6FaHco+i3Zx/4H3rB0mNPm2aTw5WmgyjEcvQvkHL6he8yOh6QASmgRBEAsJ/uQQO0lKB/NEzXmtd6G4mNAXt5DQXICQ0CSIyfGsQlNf1g7FCh+oD6dCW9QI0+XR41YQBDEzzJbQLCurQHl5lSgnyqVmTGw8duzYiRUrVolxFB2JIcriyebNW+HrF4ik5DQUFZc5lJJTSVFxKbKyc3HI09vh8qc7fJ/mUnOg7CyXmmvWkNAkFgv8mk+CQXkTt6rD0BSyEUeSCrGr4g7abyuhV92F7Hg0WrPcsDQiD39KvohqEpoLFmcRmqK3llINfXEbFG8cgmZvMix3hkpPEnOExSKEmPHsFWiTyqDaGAT5j1xGCU3LIxmkmGIo3jwA2Tc3jC00v7gW8r/sg/pAvBBQcy00peRyGE5dGiYYB5gtoWl5LIO+5hiktHJo8+qgqzkO4+nLEwpN48nLUO+Ng8Y3g83/gpCOvGfnZIWm6c4D6JpPQrUlBv2fWwX5r3dDtWNo/EzlpkAoVh8R73lCoanRQpffKLa1+B652SuO5wH4wwnq1bGQ/+dOaKMqYL59XwhHEpokNAmCIIgR8JMqv1Ev7cmwCc0jxeIpIX1ZKwnNBQgJTYKYHM8sNGs6xNOZav8M0UAwXbppn0IQxEwzV0IzITEZe/fux8aNm8XYglxsUhZvtm7djsM+fqLn7kwITT5+a2FRKY74+jtc/nRm+fKVoowyCU1i8WJi/z2A5v4JtEeEIGmNG8JT6xF/QYGL/TqY1Peg6krA8bz9WBacgz9Gn0HFlX7ojTJYSGguOPgD4Pqq41D7pkJX2AjjmctCsMw2orfWoz7oy9uh3BACKTgflvujxQYxy3Ch+bgfxnNXbUJzwxhC87Ec2uQKKD46DNl3No8WmlfuQeOaBPkvXSH/xU6oPg6AvqR1zoSm8eQlaMJyIWVWQ994Aqab9+xThhgmND1zYbp2B9rwQihX+sNQM/TeJsIqV0Ff1wmJbT8tO8b07WdhfuoYszyRC5EnZdfYhGZVu+ilqUuuheJne9H/TyvFNlVtjIKx87JN1JnN7Fi9BrV3CjShOTahaS9VO2mh2dMrlqXaFo3+r62DcskRSNGFUB9JtQnN97zEZ6WNKrP1uBzncxJCs5Bta4846ErtD0Y8LTTtJYnl39kBbUS5KI0rhOYTBTvm2yDFF0Nb3Czet9nB8DYkNMeHhCZBEMQCgo/zxp8k0uxIsglN/1J21jZDX8FO2iQ0FxwkNAlicjyr0DQ0nITKNRKakGwSmgQxy8y40CwtRWlZGcrKK4TMHBCaKakZOHz4CFxddwupuW7dBsoiDu+t6+l1GNExcUI8OpKS05Hg4DCHy5/OrFmzTkhN3lNzYBxNLjVJaBKLBivbD7WXIb9agZytoXD/hQ9SMk6iTWXGA4MFFs1DaM+no6vYE8v9MvGHoA6UdD+BxiiDiYTmgoOPhWc4egqayDxoc2uhP9olhumZbbh84JJDX30Maq8k6NKrhewg5pjJCs0+BXSZNVCu8of8e1tHCU1z72No40uh/MgHsm9vguJX+9nrG+dMaJou3xZyUQgwLvIv9tinDDEoND+3GlrfIpjvPIR0OBPy3++GPn/ovU8EF5b8YQHRli5ugoE/NCAbugdp6VdC33pmUMbpKtqg570W46ug+OkeyL62HvJX3YW8NLSchvn+Y3Hcms7fEONuStEFMPIytc8qNLmgLWlm7fwYyH6yFWq3WOibTkJKKIFqVzgUv9mN/n/g91FL2MYY50ue8dxC834ftCmVQqLyMTaNl2/BotLY/2oIEprjQ0KTIAhiASGEJjuha46wi5CfukCXVEdCcwFDQpMgJgcJTYKYP8y20KyotEnNVBKalKeybdsOMb5lWHgkCgpLRonI6UpERDRcXHaJEreO1mM6MrbQXEdCk1gcWHSAvAt9Z7MR4xKFDS/FILXoAs7preg3W2HVPoHxejG6q4Kx1SMFb+6tQ2HXfTySHkJ9sxSnSyKweXU0lq4vRdHJe7jDLiElEprzFiE0O85DSrWVu9TXHYf5zgP71NljmND0ToYuo4aEpjMwWaGpUENfxT67g0lQvHoAyje8Yag/Y59qF5qJZVAuPQLZtzZB8Yt9YqzFOROaV25Dy6YNCLAJhWZQGWszy0XpWfl/bYc+rcn+qonhvVd12XXQ+KdDV8Gl3c1hsm+U0Cw5Cl3tcUjBhVD80BWyL66B/L93Qu0aDQMvyXpvkkJzSTB7vU2AcqFpVWrYMXafrY+MNfCNMLH3zI95dWA2VNsjISWUwdB1UYwrKoTmi7vR/8ll0PqV2Nd0bMYUmmz/sWokmE5fh/rDMMdCM7nCJjTZsc8/M4sDEWk8dhnKt32h+iAQpuOXxfrDMnTiIaE5ASQ0CYIg5g8DQpOXdlCsOiLKl5DQXLiQ0CSIyUFCkyDmDzMtNEtLS1FWVoby8gpwmVlZZRNLaWmZOHzYl4QmRYQLRr4vBAYGIy+/aJiEnM7ExSXCw+OQkJqO1mM6MlJovvnm20Jqrl27nl1Lxjg8TqYjJDQJp8EkwfqwBQ+Px8N3bzze+SAHabXX0MMuBUVPS4Mc1vsNuNEYD/cd8Vi2uhB5bbfQo7iDx2cScTTrEF7flYjfH2pCcfdj9PE/ETN2DAlN54aPXWk8c2VIplS0Oiy/OdOQ0HRSJik0udAydHaLe2/KLaFQbQ4V7cwB5rXQ/KfV0IVXwarUQnLNgOyLG6CLq7e/amL4+KLatCpoDqdAX3vcNn4k214DjBSaA9F4pkP+ny7o/6cVkH1nPVSrg8RQMJMWmu8GstefgOkO28asPcF7mPIemHwsUKtKgvHsVUgZlaLsrja/Hvqjp9h2uQldTh1UuyKmR2ga2XIfPoGh4RRUbweMKTQ1vmnQ13eKhyms0tC2GcB08ipUq4KhWhsCY9t5MS4pv7c7AAnNCSChSRAEMX+wPOwTY0BIiaVQbmYn/+oOcdLTN5yE+jC7SM6tE08g8dcR8x8SmgQxOUhoEsT8gYQmxRnC9wExjubhI8jKzkVJacWMJCUlXZSd3bfP3eF6TEdIaBKLGyusBiV010pwvfow9hxJxp/2NCDr+F30W9k1IheaZg2sqrO4dyobCW6u2PLKMvYdsAObXV3gsuYjrF+9Hi/tzsSqlPNouakAv2X8dDHD69evIy4uDu7u7iLvvPOOaKOR0HROSGgS4zJZockFWw/7/FrPQEqvhja1GqbrvfapTiw0c+ugzaqG8fzoMqbTJjRvP4Z0IBOqpYHQlx+3jUfJttcAEwrNf/wYsn9dBdV7vtBXHB8Smt09tnFAYwpFKVrj+WtCSA4ITeXrR6DLa4KRtd2tkg7G+rNQb4uHLqGGHWsPYGjqgiY4C1JGlSg1bTh1afaF5l22bcIKoN4TK3r4jik0L9yEen8i+ywTYGw7K7YhDCb7VBKaJDQJgiAWEPziSN922lYD3jVC3JTnN+0N7eegiciFNrsGuoZOmG/PfkkVYvohoUkQk4OEJkHMH2ZPaFYOF5rpmTjsQ0KTMjweHgeRmpYhys7ORLKy84TU9PI67HD50xESmsTixgKzrg+KrmSczt6ODVEZ+EXMeeR39wkpaSvgZ2D/0wvZjQrUub8J9x/9Pb7zD/9f/NVf/d8s/4x/+Mrr+N3+Qng1PUD3Y539b4aoqqrCD37wA/bavxrM//gf/4OEppNCQpMYl0kKTd6WFJ8h71Rw5ZaQaLwM7QBOKzSzqiGllIljYCTTJTTNl+9B/VE4FD/aA0PBcZvMfKrtPaHQ/D9LRZR/9mLv49iQ0Lx8C1JMEaTYIlGi1nCym7XTewaFpuIlT0jxZTCcYO19uRq6qGrIvrQB6lWRMHZdhq6gEao90aLErOnSjcEenrMpNM03H0DjnQ7lhmDo2Gc0ltA0X++FFFkATUgODK2n2TZ4NOzzJKE5ASQ0CYIg5g/iAqa6HdqMKmjCc2E8cVFckBm7LrGLFtsYEdqqdvEkGTH/IaFJEONjNRphUUnQRddA/tXN0KyOhqn7lq1ky1NjUIyEhCZBzB2zJTQrKiqFzKyqrhU/09Mz4UNCkzIi+/Z5ID4+Cdk5+cgvKHYoJaeSjMwcJCam4NAhL4fLn45woblixSp89NEyvPvu+3jrrXeE1OTTYmJIaBILHSusJi30D87iYTf7vu+6gORTj3HpsfYpMcnVpgo62TX0NOehOcEPMf5eOHDAmyUE/qxdnd50Ga231HgsDfWQGYD30IyPj2evPSDy7rvv4tOf/jQJTSeFhCYxLgNCk+0jUng+FB94QfbzHVD8zBWG/Hb7ixhW9g3C9iUutix9CvbZjeiFeP8JdGlVUK0KgPyFLVD+yh36/Db7eI5Dr3teBoXmhniY7/bZhp+6fmdMoWnufQRD+1nosmuh5mNb8t6BbB2NF27AcPQ0zLcfTr/Q/PFeGIpPsF+w71i+vew8r9A0s+NUl1sPbXoltGUt0NV3iLKxmoNsHb+6aVBo6tvOiHKz2sASyP5t/dwKzW9vgxRYCOOlHljkKpiv9EK9ORbKNw/DUNHJtrHtb0YyodC8/QC6kmZRPldX3ATjqUtineYDJDQJgiCIYfCb7oMXBIWN4gkmITQvXB/6fQk72V6/a/8LYj5DQpMgxoc/7cgbatrgUsi/sgmajQmsccMaRLzR8FSjaiQkNAli7phNocllJglNynjZs2c/IiNj2P6RJcbSdCQlp5L0jGzExSfi4EFPh8ufjpDQJIjZhcbQdG5IaBLj8pTQ1BzJgPwveyD77x1QvOwOQ9lx+4smxvKgzybKNoZA/t2tUP76APv7E7Ao+ViIowXWs6LPbIX8hR3QrI+D+eYjtu/IxhWaFpkSpmu3B+WdlFIhSq5q2b/58FSGtnOOhaZbBmRf2mgTmuO0n59GCM2l4VD8dB8M5V323w7x3EJzRK/Egah3xEH25Q1DQrPpJEwXb0DyzoXsX9fNrdD81lZoDufAcPqSKBtrPn8H6vdCoPylO4w1Z+1zG82EQvNGr623bXIZdGVHRY9iXmZ3PkBCkyAIghgGCc3FBQlNghgfq1oD050H0AYUsUbORmg2J8FyXya+F8eDhCZBzB2zJzSrUFVdh+qaOiE10zOy4HPEj4QmZVjc3PYiJCQcyclpyM0rdCglpxJRcjZ15kvODgjN995bgrfffldIzfXrN5LQJIgZgISmc0NCkxgXq9X2UGzPfWj2pUH2n5sh//1uqNYHw9h0xv6iieE9NvkYieq9iZD/YCeUvz0EY+1ZIQ0naotOBkPNKaiW+EHyymJt1VuidKkQlpMUmpqYQjEclRRfApV7HAzNp0cLTY0O2pASKP60H9rUOtEL9Ol5jsRqNsOi0sB4+ho0OxOg+igAxqMX7FOHmKzQVL1yBMaGs6KcLkzmeSk0Zd/YArV7mq3X6MO+aROaovxubBGkuGIYmk6Ian1P9xB2ZkhoEgRBEMMgobm4IKFJEOPDS7iYenpZo6TAJjS3JMPyWGmfOjYkNAli7iChSXGm7GL7g39AEOITkpCTW+BQSk4lXJJmZuWK8VsdLX86QkKTIGYXEprODQlNYjJY+1TQbEtB/+dWQvEXd6i9kmE8cck+dWJ4eVFe4lXjnwP5z3ZD+QdPGJsv2qdOHePJS9Cw/UabUML258tDcm6yQtPezuU/VbsiRft3lNDU6qHLqoNyU6Doycml2dPjhI6ED/difvAEhmPnoPHLgNojAcbTo13SKKGZb/s5Smi+4Q9Tx1VxzPLhYual0Pz3zVC7Joj15us/bULzwg1oArMgRRXA2HlBbHe+/ecDJDQJgiCIYZDQXFyQ0CSI8SGhSRDzj1kTmpVVQmbW1NaLn6lpGTh4yAvbt7tgw4ZNDsUQZfFl505XIbpjYuPFOJqOpORUwsfl5FLT1y9AiHQuGR2tx1Sydu16rF69FsuXr8SSJR/inXfeE1KThCZBzAwkNJ0bEprEZJiy0FSoYei8ACmiEIqXPKB6xxem9sv2qVNnuoSm2j8Dys3B0Nd0jBaa7O/1+U1Q7QwXMnBCoWkwwHT3IfStp6EJyobGJxWmc9ftU4cQsrfjPLRFjZAyKiGlVUCbWztaaL4ZAFPXDcBsYTNnP0ho2qeS0CShSRAEsYAwXbwJbX697cTOLg5IaC5sSGgSxPiQ0CSI+cdcCc3klDTs3+/B2p3bhNDksodCcXHZBS8vH0RFxc6I0BxIYFCI2PcGpOZ0ZkBqrlq1Bh988BEJTYKYYUhoOjckNInJMGWhqZJgYPuZlFIJ5cd+UG0Ig6lr+rzKlIVmcBa0uXXifSmW+0Bf1u5YaLL5qPfFQlfcPLHQ1BvYsdQrhKImPI8tIwem7h771CGE7OXjd5Y0Q0oohhRTIMaDHCU03wqE6cwt+18tMqF5oxdSdCE0obkwtJyCufchCc2nIKFJEASxgOAX5lJSqXi6SVyYX7tDQnMBQ0KTIMaHhCZBzD9mS2hWVlYJmVlb1yB+8pKzvOynm9sebNu2Q8glCoWXID50yBsREVHg4106kpHTkbDwSOzZs08IVEfrMZVs3rxVyMuVK1cLofnuu+8LqcnFfUxMrMPjZDpCQpNYrJDQdG5IaBKTYapCk+9n5kf9ouSqLqse+rwmWO48tk+dOlMVmuqDCdAEZkL5sT9kP94BXVLd1IWmpBP3HnUVbZBSKqDNqhFibiRcBvJ11dcehyYyj61HhuilSUJzCPOdh9Bm17L3Uyy+o4znrwtJPgAJzQkgoUkQBDF/4CcyTWi2eLpJV99puzAnoblgIaFJEONDQpMg5h9zJTSzc/IQFByKAwcOCYnFxRKFsnv3Xhw86ImwsIgZFZq8pK334SOil7Cj9ZhKBsoojxSaGzeS0CSImYCEpnPjVEKTLZeEpnMyVaE5gJWdB833H9tKhmqn75w4VaHJy8jyyH+9G/3/8DG0AWVTF5psn+ZldgfGxByQeCOx6tg26X0oeh7ynqJqz0RIyWUTC837T6Bv6LQdu7l10OaxsP8fJTQbT8B04TokL/ZeuNBcGSE+Ox1br3kjNB/0QVfdLkry8vdqaDvLPkOVfSoJTRKaBEEQCwhDy2l2MZAAXXYNDF0XxQmfhObChYQmQYwPCU2CmH/MjtAsR2VltV1oNrKfDaKcaFBwGA4c9CShSRkM3xe4ZAwMDEZaepYY73ImkpiUgtCwCNEb1NF6TCVcaPJStrzk7IcfLiWhSRAzDAlN58ZZhKZFqREVtXRlrVB7JZHQdDKmS2jCbBaijwcms/2XU8cphaZKA33bWUhZ1UI2TrfQtDyRw3CiW7xHTUQeNDGFkLJrRwlNLgIN7Weg2ZMK2b+sheqjYLYunUJkqnZHzQuhaXnUD309W+ecWjGsGAnN4ZDQJAiCWEAY6k+wE3E4dOykzk/Mln52QTwgNAsbbeNrFrELEV6Klpj3kNAkiPF5bqHZ1CWe3hRCkzUiHI39QRDEzEBCk+JM2bXLTZSC9fMLQHJKuuilORNJTctEXHwSfHz8HK7HVEJCkyBmFxKazo3TCE25CsbuG0IUqQ+nQJddB0sfCU1nQQhNl1T0//NqKF7xeH6hOUM4pdBUakS5VymlTPQq5D0lRSeLETy30OTHzOWb0JWwY+ZQItS+aZAyqkYJTW1Bo4h6QzRkX1gN5bt+4t9SXDFUbvNEaD6WQd/cNfg9RUJzOCQ0CYIgFhBjCU3eu0hX1gIpuwZSeiWMF+nm/EKAhCZBjM/zCk1jZ7doXPFxRTQBGTAeo5tRBDFbzJrQrKoW5Wbr6puE1MzJLUBwCAlNyvDs3Okq9gcfH18kJqUiMyt3mIicriQlpyEyKhZe3j4O12MqeVpofvTRMrz33hIhNfnvYmNJaBLEdENC07lxFqFpfiyD4dg58eA5HydPX9sJ6ziyiJhdrHI1JJ9cyH62A8oPvEloTkJo8mXoSo5CE5ojJJ/x3BXbPckRPK/Q5MLUdP0O9OWt7G+SxhSaGr8cqJYGQfFjN/T/43Io3zoienJqogugcoskoTnHkNAkCIIghmGo64TKJQy6rJrhQpOd9HV1x0X9dSkqX1zAE/MfEpoEMT5WhYp9F96G1r8Asm9sEU/ZWp5MQmievwYprQKagHTR0DPUnbBPIQhipiGhSXHGeHn5ID4hGRmZ2cNE5HQlITEZYeGROOQ5syVnudB8//0PhNQkoUkQMwMJTefGaYTmvcdCcgwKi85uWNVa+1RiruHyTBtbCvk7HlCu8SehORmh+VgObVqV6D3Jx4Y137lvK7U7gucWmnzc2Vv3oK86Jso0jyU0VZujRanZgfkoX/dhbfsqUaaWhObcQ0KTIAiCGAY/sSs3BthO0ANC02plFwuPbINzp1dCcyQVho5u+18Q8xkSmgQxPpYHfeLJZykoF4qXPSAFFsIqm/jJZ9PFHlFqljewSGgSxOwyW0KzqqoadXUNqG9oElIzN6+AtTXDcJCEJsVBuGiMiY1HalrGjPTS5D00o6Jnp4fmgNDctGkLCU2CmAFIaDo3JDSJycDlGR/XVLnWD6otwSQ0JyM0H/RDiiyCyiUC+op2WO49glXS2acOQUKThCYJTYIgCGIQfVELFB94souactsJVc5OeFYrLE9kMF28IU7c/GLE0Dr2iZOYP5DQJIjxMd9+AF1luyh7o9wUCG16tXjadiJMl2+J8k/870hoEsTsMpdCMzg4FAcOHCKhSRmVg4e8EBEZjeSUNGRk5gyTkdORlNQMxCck4bCPr8PlTyVcaHJ5uXr1WhKaBDED8P2ct8Xu3bsnkpCQgK9//eskNJ0UEprEZBDCqqgZKtcIqHZHQe2bDmOX81Q6c0qh2dsHyScLyhX+0Je2Cyn39DoMMExoBmVCfSjh+YSmT4r4O/WOWMi+uRmK17whJZDQdHZIaBIEQRDD0MVWQ/a9LdCGlIqTqVXPLh5IaC5YSGgSxPgMCk3eeGENNl1OPayq0WVvRkJCkyDmjlkRmuXlqKquRl19Ixoam4XUzM7Jg6+vP/btc8euXW4OxRBl8YaXIuYlYROTUmZEaKalZwlZeoTtg46WP5Xs2LETW7dux/r1G7Fs2XIsWfKhkJqbN3OhGefwOJmOkNAkFgsXLlyAp6cnli9fLvLiiy/iE5/4BAlNJ4WEJjEZeM9CfVkr1AcToAnMhMQlGGsjOgvOKDTNtx5Dsy0Bij8dhKGkA1YtuwYwme1ThxgQmlzYqX1SodobAymx5JmFpmp/rO3vt7H38dJ+KDeGQUqpIKHp5JDQJAiCIIah9S1B/yfYCdin2P4bBgnNBQsJTYIYn0GhGV3AGkrR0BU0iYbQRJDQJIi5Y66EZlZ2Lnx8fLF3737sct2NnTtdKZTBcKEZEhouelHOhNDk8+RS0z8gyOHypxouNXmPzOXLV5LQJIhppqmpCS+99BI+//nPi/z93/89/vZv/5aEppNCQpOYDFzGGZq6oInMhzarBvrGEzDffWSfOvfMmtAsbYXaPU7Ml/+9qAI3BubrD6H+OBKKH+6GoXjs9jPveMEFnL7pFFvXeKi2hECKLXp2oWl/D8qtwVDw0sAecZCSyqBaHwHZPz+D0MyqhWp7KBQvuqH/08vZtii1L3FsxhWaDx7DUN81fUIzvx6G1jMkNJ+ChCZBEMQCgoTm4oKEJkGMDwlNgph/zJ7QrBGlZhsajwqpmZdfKISVl9dh7N/vgb373CmUwXiy/SI0LAJx8VxoZg+TkdMRPi4nl5pBwWEOlz+V7N6zT/TU5ONocqH5wQcfCam5ZctWEpoEMQ309vairKwMiYmJIhs3bhRik4Smc0JCk5gU7HrUfPshjKcuw9Tdw/aR+7CqJh66ZLaYFaGpN0BfaZOHXKoZz16B+YncPsfRTFZowmyGVdLC2NoN1cchULxyEJqg3OcWmqodYVBuCbaVBvZJgfI9H/Sz9zBZoalNLIdiqTfkv9kF2TfWQRdVYV/i2IwlNPn3i4n3Pq3qhPJNv6kLzbw6SFnV0DedhKVfYZ9KQpOEJkEQxAKChObigoQmQYwPCU2CmH/MldAsLCpBdEwc/PwDxXiJHgcOUSiD4WNbcuEdG5c4I0KTh0vNsPAo0RuUx9F6PE/27feAy05XbCChSRCzQlFREV544QUSmk7KlIWm1coaGRZYTWYxL6vRBFjY754REppODvucxWesM9iiNwoR5yzMmtCsPwF1UCa0ubUwHDsrxJlthhZ20c62D9v/+XHAjwnztQeTE5p2TMeuQvWXI5D/cBd7LxnQHEp7PqE5Ioq/uKP/sysnLTSlsALI/+gG+W92Qv7fO6BLrbMvcWzGFJpsG5p6etnn0Arla0eGC83eRzCfuz05oflEDkP7GfbdUA8ppQz66nZxX3cAEpoTQEKTIAhi/kBCc3FBQpMgxoeEJkHMP2ZDaJaXl6O6ugb1Dc1obGoRUrOwqJSEJmXMeHn7IDAohO0j8UjPyBomIqcrXGhGRMaIZR3y9Ha4Hs8TLjR52VneQ3PFilX48MOlQmpu2bINcXEkNAliuiGh6dxMVWhaee8yLlaeyGyC4kEf+JiAzwoJzXkAF9VcYopYxL01Z2FWhCY7VgwdFyAll4kemvr6DpjuPBTbhQs9S58c5vuPxXFgUWhgutQL9dKIZxea/7UT6gOpUO9Phvx7O2ZdaGoOZUL29fVQvOgK5bLDbNu12Zc4NmMKTa0exgvXoU2phuLPnoNCU1d7HKbbD2A63QPVO8ETCk2rkm/PHvZe28R667Jr2bYeuudHQnMCSGgSBEHMA/gTgkYTtP4l6P/cyuE130loLlhIaBLE+JDQJIj5BwlNijOGl5zl+0ZkVCxS0zKFfJzu8JKzUdGxOOLrz5bn43A9nickNAlidiGh6dxMWWjy8f96H8F4/joMHedhYPPisuhZIaFJTIVZEZpGE4xnrw4dK+XsWOlhx4rJLES+qfsGDCe6YTh+3ibrzt+CenU0lC96wFDRZV/y2Jg6r4lxJuU/c4V6bwLUO2Mh/+625xeaLmFQ7QiF4qX9NqHJ3lf/Z1dA+aYPpPhSaEKyHQtN1xT0f3IZFC/uFtvGUH/SvsSxEUKztEWsh66kGcbLN2GRK2GVdDCcvAgpqhiK3x8YEprVx2C6fhemE+w9L2Xr+WcvGBvGPj/w+ZjvPoCh8QQ0/hnscy4dNoYrCc0JIKFJEATh/IgT+8MnkEKLIfvpdugSauxTGCQ0FywkNAlifEhoEsT8Y3aEZgWqq2tFqdmm5hYhNYuKSWhSxg7vNRkQGCyEZnJKupCaMxG+D/LleB/2dbgezxMhNHe5YeOmLVixcjU++miZkJpbt24noUkQMwAJTedmqkLTolALgaPNrYOUUAJdfgPMvNfaM0JCk5gKcyk0eY9k4+nLYt+XkspEDMfOw3jqKjSeGVBvjoTx2EX7ksfGdOEW1DvjoXj7EFuXSKhWBUL2jU3PLTSVW0Og3BAA+e/Ye/rMCsi+uAayH2yFYslhqD2ToD4QL977tAhNrR76xpPQROZBm1cPfdtp0YNyTKFZ2Qbj+WswdnRD454CjUssTF3X7HMbDQnN8SGhSRAEsQDgg0PzixMptgTydzygy2u2T2GQ0FywkNAkiPEx37wvnpzUROZDtT8GusJmEpoE4eSQ0KQ4Y3iPSf+AIERERiMxKVVIzZkIL2kbFByGwz5+DtfjeUJCk1jcWNl/ZlgMKuiVD/H4Tg9uXrqMq1du4WrPI9yXSVAZzTBaTLAYJWhl99F/9zpuXruMixd5enD1xgP09mkg15lhME9ccpKEpnMjhOa5a9AWN0GbVycEEO85NVksj2XQlRyFxidFyA/JPxOmi0PSZbKQ0CSmwpwKTY0W+toOaPzSoHaLgnq3bXnGE92QoguFgDOdu25f8tiYbvSy9nYulOsDoFrjD8XLHpB9ad2zC023SKj3x0K5OQSKJZ6Q/3QH+j+9HLIXNkHxhjsUH3lDudIPylX+ItrYUnF/dEpCk21bUY43vQLanFohLM237o8tNNm2M5zkvVnPQYrIgxSSA9Olsb83SGiODwlNgiCIBcCA0OTCUrnOH/qKdvsUBgnNBQsJTYIYH9PVO9Bm1YjyMupDCdCXtYoG2ESQ0CSIuWPWhGZNLRqbjqKpuZWEJmXCHDzkDe/DRxAcEoaExBSHMnI6EhUdh8CgUBz2mdkemjzbtnGhGe/wOJmOkNAk5h4uH82wGNWQejtxpzUJ2Yd2wO2tJVj+4T4s35mG6KoLOP5Qg0eSDNq+blytjELpkQ3YtWYJ3njjAxYXrNwci8CiM6i5ocQDjVHMdTxIaDo5RhNMV25BV3MMUnql6GVpvNBjnzgxlod90GbWQOUSLuSJens0jKfG7mk1FiQ0iakwp0JTJQmpr94dDeXSw1B+5ANdZt0zC03es1mbVgXVljAofrcXsq9vFD0rn1Voqg8lQuIPMG+JhPxHOyD7tzXo//tlkP/YBar1QVC84wX5D7ZD/r2tIpr9aTBduD41ocm2lbHrkpCZvIcmCc3JQ0KTIAiCEAwITR07mdpuvnfapzCeFpopFeKiw9Byxj6RmM+Q0CSI8TF190CKL4YmIIMlXTxJyhsHE0FCkyDmDhKaFGfMgYOeYr/g5WDjE5IdysjpCB9DMzAohIQmQUwLFn5XGEZNL3o7C9AW6wbv9/6M17/5Pfz4P17DD/64B2tDapB44g4u3ruKx9erUe2/AZ6v/Qi/++EL+OJXv4uv/tuL+K+fb8RbXuU40nQXFx5rYWJzHk9qktB0ckxmUWJW33IKUlIpNEGZMJ66Yp84MZbex5Cii0WvL/l/u0D1oT+M7ROX1xwJH4dTX3Mc2vx6EprEMzNlobkxWPRalP9457MLTYUauqxaKNf6Q/F7Nyh+t4etR8WzC82H/dBXtEHtFg/593YMisxnFpq+adBmVkO9NQayf1uH/n9cDtkXVkHxyiFo/DKh/MDPNqamfb7qDbEwnZ8GoXn6qdLVJDQnDQlNgiAIQjApodl9Qzx9qNoWCn3jxAN0E84PCU2CGB/jmavsQj+TNQLSxfef4dg5MebHRJDQJIi5Y1aEZkUFampr0dR8FM1HW0XZ2aLiMlHu088/iIQmxWG41ORlZ+MTkhzKyOkIl+pBwaHwOTL9JWc3bdqClStXY+nSj0loEosDq4ldDN6F9LATR9PyELczAqnhqcjMzkRGXBBig3zg4pOLHWFNqG+rQndnBoJ3H8LG993g7hOFoIR4xPnugd/+3XhjbyaWxXah4YYMKjZrLjXHgoSmk2O2wHz/sZAL2sRSqA+nwHjikn3ixJh77kNzMBXy/94J2TfWQ/nyYRibL9inTh7eO41LDim7WkhNEprEszBVoal84yDk390K2b+ueWahaZGpoI0rg+ItD8i/vwXyH7hAG1H2zELT0q8Ugk/jlwvFD12HyUye5xWasq+uh/w3rmw7JEJf2ymEpezzqwfnS0JzbiGhSRAEQQj4OA7G7us2obk3mp30njoBc6EpU7AT9W1I4QVQfHgY+vLj9onEfIaEJkGMz0BDT+OXLkrPGk9fZo2PoYbdWJDQJIi5Y+6EZqnoHefrRz00KWOHC++4+EQkJac5FJJTDZfqvKztdAvNXa67sWXLNqxatYaEJrF4sLD9T30O8qtFSPVNxLYlUUhKqkRzVxtaq5NQnuoPN+9MrDnEzgtlKeioi8SOXdFYsjEPWUd7cP3JXTw5n4FjeUfwwdZ4vLq7FsXnHuKhFRhvzyah6eSYLbA87reJGi40DyXC2NFtnzgx5it3od4cDdnX16L/s8uh/M0hGOuf/XM299yDNrcOUmo5dCXNQo5YNRNXkiEIzlSFJpd3g/LwWYVmnwJSQB7kv9gB2ZfXQv6NrdAGFdlkXVTB5IWmSoLx0g1oYyug+NneofWxZ0yhWdkO9cEEqHaEORaa39sKxVJvSFwC9vRCF1UFxY9cIfsXdsx+YhkJzTmGhCZBEAQhMN99CH3bGWiza6D2S4Ox/Zx9ig1xMrzfB+lgFuT/tQO6lEb7FGI+Q0KTIMaHhCZBzD9mQ2hWVFSgtrYOzUdbcLSlTUjNwqIShIZFilKfvCeeIzFEoXDhHRObgMSkVIdCcqqZCaG53/0A9uzdjx07dmLNmnVYtmy5kJrbt+8goUksbMxaWB+24FFnBHx9DuAPb27A2vfeheuSV/HBGx/j1SX7sSGoHCHlJ9HRmIyTlf7YGJCNtwLaUXbuERTSY+juVuNCeRzclkVi7fICFB3vxU0LoBmn5iwJTSdnqkKz+w5Uy8KEzOTj9D2v0OQyg/dmk+KKYWjugqmnd1LtFILgzKnQfCiHxi3VNlblp5dD9vUtkHxyoG84AU1Y7qSFJhf4ppu90KXWQfGL/cNkJs9YQpOvh2pPNJSbAqFyCRslNPl4mco1/tBm18HSJ4eh6Qw0+5Oh+IMH+j+1nITmHENCkyAIYoHBL2B5+Qb+xBOPVaNlVx7jjdBhw3TjLnTV7UJoamLYCa1reMkUq8kMi1wNyS0Dsi+shS6yxj6FmM+Q0CSI8SGhSRDzj7kUmmHhkUIkHfI8LHppUigjw3tocumYkJjiUEhONVyWhoZFwNcvwOHynydc0Iuyszvd2DXjehKaxOLBqIHxRjlu13jAxWMbvvHaMrz+x99izYs/xh9+9TZ+8co+bAisQEzNSRyviUJbsSdWxBTj1eSLqL0uh9kog7W/DddrM3Dk7TDsejMDRS23ccUMqEhozl+mKjTP34bq3eBB6fLcQvP8DWgCMkcIifGKGRPEEHMqNO/LoNmYMPj3si9tgHpjNKS4Mmj82T4dkQ/TxZv2JY+NVauHufch9FlNUPzKfWh97BklNCUdW/Zj6Nh7U60LgnLpYai2hYwWmj9ygWpjEHSFzeKeqmjb59RC+XEQ+j+9goTmHENCkyAIYoFhvv8EhrYz0Nd3ipgu3YTVMPFJiZeT1ZYehTavHlJmlTg5D8NqhVWtg7Qni4TmAoKEJkGMDwlNgph/zLzQLENFRSVqa+tx9GgrWlrbhdQsKa0QpUR577gjvgFCbFIoIxMUHCakIxeaM1F2Nj4hGVHRfBxNWy/N6YiX9xHRS9PFxRVr1q7Hxx+vEFJz+3YXxMeT0CQWKqz9a1BAcyEHF3O3Yfm23fjC617Y7JuI3OICFGXGIDMmGHs90rBldzqyYg+iIHsv3o0swEvJF1FDQnPhQkKTWAA4k9DkklD+PRcoXzsMtTtbp4JGmG/ety95bJ5VaMJkZn+jg77wGJS/94DiN7uh3BA4sdC8dodtl0aoVoWi/zMrSWjOMSQ0CYIgFgrixKwXJ0QpvgSa4CwRfc1xceEBfmE7TqNJ3HxnJ+iBkykXoSOxag2Q9maT0FxAkNAkiPF5bqF55Ta0Jc3QBGVBuSkIhioad5ggZou5Eppl5VVCUIVHRCMgMET0xKNQRiYkNGJGhSafb2xcoih/7Gj5zxOfI/7Y734QO3bsIqFJLCIssOjlUJ3JwLnMzVjq4oN/WZ6JI1WXcU2thvzhMdzrTEOQawxWvOaPmCOuSM7cg9dCc/Gn+POovCqD0SiDhYTmwoOEJrEAGBSa8cUwnroI0+WbMyM0z1+Dls1Tm1cn5s07U1juPoFma6IoN8vLLg/MR/a1TVDvSoCutgPm3sf2JY/NMwtNO4aCDii+7wr597dBuSZgYqHJK9qVHoVqTTgJTSeAhCZBEMQCgdeCN92+D10xO8m6REK52k9EiimG6cotWOWqcUvPktBcnJDQJIjxeW6heZ01eqraoT6SDsX7h6AvPGqfQhDETDO7QrMNrW3HhNQsr6hGckoaIiJJaFLGznwVmu7uB+HisotdM27A8uUrhdTkY2rGxyc4PE6mIyQ0ibmF99BUQurOw5WS3dgcnIQfeLUgufMeFEYtDNJFPLlUiUzXeBz802Gk+e5BUs4BvBaQhT+Gd6HsUh+0RhnMJDQXHiQ0iQXAQDtXiimCoeM8jN3XYbpyc1qFJu94YbzYA115i6gEp02rgPHMFZhv3IPGLQmyr69F/z+tGJwPCU0SmpOBhCZBEMQCwfKwD4Zj7MQWXwrlphAolh8R0QRlw9B+lp24HoqLibEwdfeImvC85Ky2uEkIzpHwixnpcAHk39kKXWwN+7feNk8Lu6BXqNkJsM82dqdSPakyt8TcQ0KTIMbnuYXm7QfQHz0F9aFUyP97J3SpdfYpBEHMNLMvNI8LqVlRSUKTMnEGhCYvDZuYlCqk5nSGz5eEJkFMB1ZYjWoYrpfhVp039kVm4Hc+bcg+eR8qkxZG7WU8uVyNbNdEeP/ZF9khnsgo8sV7Xul42bsFxWcfQq5/At39OlysTMC+DyOxYWkeio7dxQ0LoHlKaMrlcrG/t7a2inh7e+NLX/oSCU1nhYQmsQAwnr0mpJiUUAJ9U5do5/JemtMtNE3X74jhsKTUCkgRuTC0nhH3GzXsu1L+yx3o//KawflMWWh+ajn6/2U1+v+Zha0TCc0HMDR0QnOEvb/YYpjvkNAcgIQmQRCEE2C+dkfcbNeE57KTUibU/ukiErvA1lW0shNdz7gXt6JUbUIxpOwacSLlNeJHwk+42sQqKN4+BG1qDcz3H4ueoeJEzC7mdWUt0DefgvHcVSE2CeeHhCZBjM/zCk3zo34Yz1+FZk8KaxSthja03D6FIIiZZm6FZjoiImNIaFLGTHBIOKJj4hEXnyTCBeR0hs+TC9NpF5oeB+Gy0xXr1m3AihWrhNQkoUkseExamHsb8aA1DIc9Y/DKqhwk1lzFDY0aikfHcf9EJkJcE7DurUhkJYWjojoS69yS8P62ChR03EWv+h7kl7PRke+PZZvj8MauahSfeYgHVkBnXwTnxIkTWL9+PX7961+LfPvb38b//t//m4Sms0JCk1gAmK7dhTanTrRx+b08Q9sZcd9wWoUmO1bM9x7BcPICtMnl0BxOhr7qmChDK4XnQ/G+F2Tf3TI4n6kKTdm/roHsV7sg+5kLZF9YRULz7gPo2bZUH0wU29t866F9KglNEpoEQRAzAS8Pyy5G+QUE7wkpejw+XTKWXRjwaVwcmnvuQ1/eDvWBRGh806HNt/Wy1BbUQ8qqhpRSzk5658e9CW/suABNELsYzqyC/miXKF87Er4OuvwmKDcHs5N9DUyXe4T4NF1mFzXs5K6JyGUnw0Jo09m07h77OlvYH/JyPUbxPmBiF9j8fTz1Voi5g4QmQYyPseUc1FsioHFPYt+tDTBeuM6+zyYWmpZ+Bft+ZI2bXcmicaY9UmyfQhDETENCk+LM4UIzKjpOSEfek3ImQkKTIKYJC2uLy85CdiEfqUHR2LIiECHhucivrEFVYTJKksOwzz0dm/cUoaw6H53tqfDc6Yc1S3wQEJOHrIp8FCe4I8pnF15xTcXboR2oudoP/ujv07eNOzo6sGrVKvzsZz8T+frXv47/9b/+FwlNZ4WEJrEAMN9+AF1l+6BQ0zedhOnijekVmryaGz9WzrNjJakMavc46EqOwnjmMqT4Eig3BkHx272QfWU9+j+70iY03RKhqz8B872J70/xe5zmR33Q57dC8WsP9vcbIH/zgIjsO5ugWhbGjpPb9lcPMSg0/2MLlEt9oPZkbf2MKucSmjElULzmBdn3d7BtEi8+F0Pn+ckLTX6/mG17fe0JqLZGQHMwDeZr9+xTSWiS0CQIgpgBrAaTGPeSl5LlTzRZ+uTDLk75k0iizGzbWUjRRWLcTMUbB6DxSBYX0/ziWt9+FtrcOmh806CvPMZOjGPfEDAcPQ21R5wQlaKH5aN++5Qh+PL1pS3iBK3NroXx1CXoipvZ8guhicyDOjADqi1hUK0Nhr6sXdzQ5xcYVpNZ/L/5PjtBqjS29zHOeJ7E7EFCkyDGx1DEGju/3g/16nD2PXqcNWZ6J3WjgIQmQcwdMy40y8pQUVmJuvp6MXZmW3uHkJoVlTUkNCkTJig4DOER0TMmNfk8eQ9QXtrW0fKfJzaheQguO92wfv1GrFy5WkhNXoKWhCaxoLGa2cXgE+j6zuNsdSpyD++Ex5K38OHPfoM/vfgh/vC2BzYGVCK6/grO9JzGne4i5OxdBdcXf4y//PJn+MFPfo4ff+/n+MVv2Wv35mJn8Q2cvKcRMvPp1nB/fz+6urrQ2NgocujQIXzxi18koemskNAkFgDOIDRV28OgXOUPxesHIf/mJsi+vhmafanQt5xi+3OffcnjYDLDqtbCWHUKyt96QvaNjVAu8YZyxREo/rwHGrcEmK/22l88xIDQlH1jAxSv7IPKLRpSWqVzCc3EMihXB0Hx8n6o9sZBm1EJQ/uZSQtNvu35/Vhj/Vko3zgC9YpwmM4NvZ6E5gSQ0CQIYrbgX/xcxJnvPIT5Ri/M16eYWw9g7n0kTqSWx7IxY37Ilnn/ie31jubzDDFdvQNT900YT1xmJ8Eu6MuPsQuJVuirO2E81g3T2RswXbkjpusL29hJrACqbewiYLU/O2kHQBtdJi5M+Dobr9yGNqceqi2h7ORXK070Y2FoOMlO4pG2npfshMxvxo+EXxwbeLkCdsE+0BNT7ZMmTtgadkLlTzSpXGOgWu4PbUoVu8C/Ik6wpos3YWg6JSSnoeUs+/11sa0cbUtH4SdW8837DrfXdEZs+8u3YTp1Hcajl1gu2nLsMkwnr7IT/k2Hf8f3N77f8f1vvkFCkyDGR5/RCvm3tkO1JAiGRtawYucEK+9pPgEkNAli7iChSXHmBAaFit6TkVGxJDQnCAlNYu7h2tEAs6EPsqsN6C4NRtzWj7Hu13/Eay9txmurY+BfdAZH76vwQPMQqvsd6Er2QPL6V7Dild/hV7/ieQevfLAfLomtSD/Tj1tyw4TFioqKivDCCy+Q0HRWSGgSCwCnEJo7w0WUG4Oh+JM7FH84AG1EKYznrrH2tNK+5HHg1eDYPm9svADlH7wge2ELVGsCodobI2SpNqYElrtD40YOMCg0/201ZD/mZWeDICWXjy00e3rFUF6qdRFCaGq2JMJ8/S7MN/l9xBkSmikVbF5RUH58GKo90ZBiC2FoPjl5oWnH2MC2zW8PQfVmAEyneuy/JaFJQpMgCKfBfPch9I0nxAlWiimCFFnw/OHCLrWCncAaoatuh765y3HYSV9X1yFqzmtTKx3P6xmiCcqGxiMJ6m2RUK0KhPIjXyg/PALlUj+oVgZC7RLDLlqzoN6dAOVfvKF81QvK9YHQ+GVCX9zKLmp7xLiWFhYuWnWZdVC8eRBSaBGsSsm+pUYzGaHJn34yHjsnxulUubAT65LDUCxn68YuFHRFzWJgb13RUVGbnT9NpE2vhJZdpGgCs6HaFsFOxOw9bA6D2jOFfUb1jreng+gq2kS9fUfbazqjCc4RJXvV69m6/pFtW3ZBJPK2L/ssgqFxTxz9d2w/0WXXQs/2AS5p5xskNAlifAaF5ochMLaehYVd6MNstk8dGxKaBDF3zLbQbD/WIaRmZVUtCU3KhJlpocnD5zv9JWcPYecIoblz5y4kJJDQJBY6FlgtBhjVT6B6cB23zp3CGfbd38HaxR2nb+LafQX6dCboTHqYdDLIb1/C7bPHcep4G1paeE7g+MlLuHC7D3cVBkhGi32+Y0NC08khoUksAJxJaKp2Roiqc2rvDBiaz8DyRD5s2eNiscJ09JK4hyf/zx1Qu8ayeReL4bQMLadhZes9kgGh2f+pj9H/hVVQvOHN/oYdy2MITfPt++Ken3pjNGSfXQnJLQMWXlHvUZ/YJjMiNNMrxXeLakswVK4R7FjPEOtAQpOEJkEQCwx+QtbXHoc2vQqa8DxoQrKnkBxI0VzMlbITYfXgSWZU8ushZddAm1rOXl/gYD7PGL90qPcnQO0SzU5c7IS+MUJEtT4MqtXsRLaF/fsgO6m5xED1lh/UqyMgBeWKkrLi5KeSxEUDv5DlPTJ1afWQ/2IXJM9sWOUa+5YajaHuBJQ7wsS2G1Nosgt306Wb0BWzC5wDSVC8780uPKLYyZSdALsuw6LUwHDiopCimsMZUG1n6783Fqr9ceL/VRvDoN7G1t89QVy8ONyejpLBPk92wtYEZUET7GCbTVf8MqD2SoJ6A9ver/lB9ao9SwKhWhvCLuriR/9NaI4Qt/qqdphvDtWjny+Q0CSI8RkUmh+Fwth+XjRaSGgShHMzV0KT99BMTEpFWHgUCU3KmJmPQvOIbwAOHPSCq9tebNiwiYQmQcwwJDSdHBKaxAJguoSm7PMrRalXbVg5e40KGreM8YVmUTMMXRchxRULUcd/pz6SCk10AbTFzaLnIx+C61mGqTK1XrYJzR/uYsdjKnSlbBknLsB0+74Yrmskg0LTfgwq/ngQUmzJ2ELz/mMYjp2FZkeCTWjuyxbbxqJQwXzrHjR70qZfaPIxPdl2GZC+msMp0NccJ6HJIKFJEMSCQpxgr9yCsesSDO1nYWg9/fxpOc1OFsfECVVb2Dh4knGYvHro2E8uUx3O65lyhi37DIzHLsB45jq7SL0pYuy6AmPzGTGGm7agEbriozDUdMHUcRnma72wPJLZSp6azKLsgjj5s//XJzdA/u2t0Limwdqvtm+p0eirjkOxIUCUWRhTaLJ5WvoUbBvfhK6sVYzdqa/pFCVweTkIvny+7aXEcig/DID8p65QbY2CxC5c+OuMnexzaWbbtfq4eCrL4bZ0EF1JM3RV7dA3nIDh6CkH22yawufd1AVj23mYOq+xsO3PwkvO8t8ZWh3tU+yzYhdjpks9jreZk0NCkyDGh4QmQcw/ZlpolpWVobKyCvX1DWhtO4ZjxzuF1CyvqEZcfBKCQ8LhHxDsUAxRKPNRaPr6BcL7sC/27T+ATZu3YuWqNUJq7trlSkKTIGYAEppODglNYgEwXUJT/h9bIH/TA9qECiEj1VsTxxaa+2OhzWfLOn5eVNXjpVR5pwUu73hlNsOJbjGck7ifOXmfOSQ0f+QKjU8m9I0nRQU/q1YnjteRPKvQ5PdBjWzbSPvSIfvcqkGhKaax9ZU8skloziIkNAmCWFCIJ2T6FbA87IP53mOWR8+f3ocwXb4JA5ejHedhaDs7fthruEx1OK9nyf3H4oRvVaqHjdNmNRhhlbMLiDsP2MXANZt07JPbnjYa58klfXYrFD91g4adeC29fWI+QniOQJd7FPJX3dnJrMQ2RpzKQW9OXp9ez07aCpV4r/w9m++y1/Knp9hFgjghX7gObTa7wFnLLnD+xC4KAvLE9hHzZBcTvHSE6eY9duK+PHobjhV2Mjdeuin+znz3gePtNo3h2/7pbSS2PdsefN0dvZ7vb4OfxTyDhCZBjA8JTYKYf8yV0OQ9NBMSUxAWHo2g4HAhriiUkeFjW4ZHRCMqOm5GhSZfhqPlP0/8A0JE2dn97gexecs2EpoEMcOQ0HRyBoTmmSuQoguhcouGoeWskDeO7rWMZFBo/oOt3KXyNR8Y6s7Y7tXweUwSEprEVJg2ofnznVBu8LdVe7twHeqNcWMLTTZfKaMausaTohqemu2/uoJGGI6fh/HCDXG/k0vCZ2VAaCp+thdSeBGMpy7Bwu/rjcEzC025CqbrdyAdyBouNO33CiWvfBKaswgJTYIgFhbsZClKrbITgxBv/ATz3NHbTlzsJChqo8smCHsNf73jeT1D+HrzC1kuM5++GObSkr83vl4qybYsfrIRF8321zjAUHMSyuV+kAJzbb0Ief14BxfJ2ogqyL66HlrfQrEM0dPTEfxv2boNnNT5OtuenrIKsckHy9Y3dUGbUA5NSD4M7RfE9hGv49KTn/C1OliVmuHbb7wo1KJ8rvg7/v6f3l4zELHtn4a/P7Y9xLo7eL34zAY+i3kGCU2CGB8SmgQx/5g9odmItvbjON5xQkjNmtp6ZGTmIC4+WfS+C4+IoVBGJSIyFlHR8YiOiXcoI6crXJg6Wv7zJDgkAod9/LB3n4fooblq9VohNXftckNCQqLD42Q6QkKTWKyQ0HRyBoTm6cvQBGRBuSYA+upO232cSdwTGBSan1sJ2fe3QLUmGPrak+D3asQ8JgkJTWIqTJfQVPy3G1Q7wqDLrp1QaKr2RkMTVwxt6VFoc2qhza2H6dw1271FtcSWx875k2hrj2RAaCpf9IAuo0HclxQV7MZguoTmwL1C3tYnoTl7kNAkCIJY4PAnBVWukeIkZeBPKT3sc3iRzQfw7v/Ucmi9CoaL1GfAyi48zE9kMF29DQM7IRraz7GTIlse4bSQ0CSI8SGhSRDzj7kSmrV1DcjOyUdiUhqiYxIQGRVHoYyKTWYmzFjvzIFwYepo+c+T0LAoITT37HUnoUkQswAJTSdnQGievAjNviTIX3KHNqnaVpVKI9lfNDaDQvNf1kD+Ozeo3aKhr+uEhQsFLnQmCQlNYipMm9DkEs81ArrcuomFJi8xy/bXIYnXLtZjqgwKzd8ehD6/xXYsjnMsGUpOQPGLvej/zHKbiHxeoWlH61cy80LTOxm6ilboW05BisyHFJEP05Xb9rmNDQlNx5DQJAiCcGKMx85D7R4v6tPr+Unq3mNxAT6S6RCatl6aRnEC5r0qxVNW7CRNOC8kNAlifEhoEsT8Y9aEZkOjKDXb0XlSSM26+kYSmpQJM5+F5t697ti8eStWr16LVSQ0CWLGIKHp5AwIzc5uqNdGQfatzVDvTYG+9TQs/H7LBAwITdmX1kHxxkHR88rQcEIMeyTG/JskJDSJqbCohWZ1F5SvHITsy6tF6ef5IDTVnknQFrLX1R0Xx7wUV8w+jzv2uY0NCU3HkNAkCIJwYvgJUhOaCym5HDp+gdLTy85co2/GT4vQJOYdJDQJYgx4iWy9AbrkRsi/uQ2qj8NhPHFJjJfr6KGQkZDQJIi5g4QmxZnDheZAuHScqfCSs46W/zwhoUkQswsJTSdnQGh2dEPN2giyL6yBcmUwtFk1k+oxNSg0v7Ieyne9oPFPh6HxBMx3H4xbJnMkJDSJqTAoNHPrIGVWQZtfD31ZK6TYIqj3RE2f0OTt4ks9kCILoVwXAE1Q9pwLTWPLOahWB0L+g63o/8yKiYWmSgPznQeQPHPnTmgeTIA2s1r00pSSytj3TS1MN+/b5zY2JDQdQ0KTIAjCiTFdvQNtXr24SOF16vlA244uckloLk5IaBKEY3gDyPJEDm1UFeRf3wr1qih20d8jBv0XY2VMAAlNgpg7ZkVossbz00KTp66+CTm5JDQpkwsfS9PReJXTFT6Oq6PlPk9sQtNfjKG5ecs2rFmzTkhNV9fdJDQJYgYgoenkjBCa/f+0Coo3DkETmAnj6Ynve5PQJJyBAaEpZVRCE1cINdsPVXtjxZBVXKBNi9DkVdzUEsw9vdD4ZEHx0h6oDybPudA0dV2B+kAiFH/aD9nn2fE7gdC0avm9ARlr0xeK9zYnQtMjHlJiKbRFjWL8UV3VMVsFvgkgoekYEpoEQRBOjKnnHnTlrYMnSePZqyQ0iUFIaBKEY3jDhTeEtKGlkP/7FqjXxsJ8nTUw9KzhMonvSBKaBDF3kNCkOHsGpGNYePSMhQtTR8t+npDQJIjZhYSmk8OFZp8cxpOXoF4egf7PrYTiL+5QeyWLii4TQUKTcAYGhWZSKdSBGVBuCYX85f1QLPGCanvo9AlNvRGW3sfQ7E8TPSLVbnFPSbw5Eppnr0Hjlw7Fawch++fVEwtNdlzxn4bC41AvC4c+nW0bw9CxNitC0z1OlJkdeL2el6l+0Gef29iQ0HQMCU2CIAgnhoQmMR4kNAnCMbwnpvnWPWiDiiH/2mZoNiawhlj/pHpnckhoEsTcMRtCs4o1nhsaG3HseAc6T3Q9JTQLSGhSxg0XjY4E5HRnpoUmj5vbbiQmktAkiOmGhKaTw8tocrlz5hrUK6NIaBLzkgGhqYkthMojDoq3PNH/1XWQcym3JXh6hKb4QyusT5SQdqZC9uV1UG2NGbw/OV+EprhHyh9kuNcH08lrsNx+LL4HBiChObuQ0CQIgljgmO8+hL7xpKiHLyWUwNB+DlbD0EmK/z8vAaENL4fsP7aInyQ0Fw8kNAnCMUJo3uyFNrDIJjQ3JcLyQG6fOjEkNAli7pgroVlb14is7DwkJKaQ0KSMmZkuNTuQ6RSaXJD6+QXB44Antm7dQUKTIKaZBw8eoLa2FllZWSLbt2/HP//zP5PQdFZ4rzNezeXqXajXxZLQJOYlg0IzMg+qXeFQ/HGfGE9S/tOdUG2eRqHJsParIe1Iheyf10C1KfopiTc9QtN88S4kjxxI+zJhPHZRtMXHk3Om89ehCcqC4k1PyP5lzcRC0w6fp+ixqWfzfuq+qVMLzaPdUL5yGKolQULGwmQW605CcwJIaBIEQcwdYmyHU5fFGJpqz0ToK44Ne1LJolSLk6Y2qRKK9z3ZxUkTO7nZJxILHhKaBOEYEpoEMX+ZLaHZ2NiE4x2dg0KzprYe6RnZiItPQlR0/CgpRKHM13A5GhwcDm9vX2zfvpNdN64noUkQ00hLSwveeOMNfOUrXxH57Gc/i//5P/8nCU1nhvfSfCCDZnMSCU1iXjIoNENzoNwUBPlv3ND/6eXzUmhaFRqYzvXAdLaHtcNVg9JuLEzdPZAi8qF8zweyf107aaEp5mm2sI0xfN5OLTSPXYLqI3+o1oTC2HGRvR/2HWM2k9C0/xwTEpoEQRBzB7+pbrzUA21+A9T7YqAv5hclTwlN+0WJNqMayo2B0JW1sTOrfSKx4CGhSRCOIaFJEPOXuRKadfWNyM7JR1JyGuLikxEbl0ShLIhEx8QjNDRCCM0dO0hoEsR0w/f1ffv24b333hP5+c9/Lu5fktB0bix9Kmjc0kSZTsUbB0hoEvOKAaGp9kqD4lUPyL67Gf2f+nhmhebnV0P5cZCoHiek3NFTMN97bH/V88P3e6tSYwuXmRPAxaGu5CjUm6Mh+/KGyQvNMXBqoXmafSYuMWLsUuOx87D0K3ljiYSm/eeYkNAkCIKYOyxyFUzX70BX1AT1/tgxhaYup5adJMOgrzpOQnMRQUKTIBxDQpMg5i+zJzSb0dFxAidOnhJSs7HpKAqLSpGZlYuU1Awkp6RTKAsi8QnJCAkJh6fnYWzf7oJ16zYIqbl79x4SmgQxDUiShN7eXly/fl0kKioKX/va10hoOjlWmRqSVzZkP9oCxRJPEprEvGJAaKpc4iD7xibRO7P/E0tnVGiK3syvHRTHCu90YTx7FZYnk29jj8lAz0mecXpmDmDl7+XiDUh++ZB/Y+uCFpqmy7chBWSzZMLQftb2PWEwkNC0/xwTEpoEQRBzh0Utwdz7kF1cNEK1NgC6tFpYtUMXyYMXJezig1+E6Ks72JnVPpFY8JDQJAjHkNAkiPnLbAvNkydP4cSJLjQfbUVJaQVycguQlp6F1LRMCmVBhI8LGxQcigMHPEloEsQsUFRUhBdeeIGEppNjVWuhz2+Bakc0VC6Rzy80/dKhr+uA6da9ScmTAUhoElNhUGhuiRFlV3mblWdGheZnV0LxkruQc7zThfHyLTHf2Ua09dnxpg0thfxb2+ZGaBqMMF64AV3ZUWizaqDNqYXp6p3pF5psnlJ4PqTQHBjaz8B87xGsehKaJDQJgiCcGN4b09Ivhy6tjl047IUUUjTshExCc3FDQpMgHENCkyDmL7MtNLu6TgupebSlDWXllcjNKxRjaToSQxTKfAzvoRkQGIz97gewbdsOrF+/UUjN3bv3IjExyeFxMh0hoUksVkhozhOMJphv3IOh4aQYj++5heaRNOiq2mG8dgcWlWR/1cSQ0CSmwpwKTY946EuPwnTjLqxKtf1Vs4dTCE12rJrYMa+v74CUXAZNVD6M56+T0JwEJDQJgiAWOFaTiZ0QtdAl1bGT8nZIXjns5P2U0OyTizE2ddk1JDQXISQ0CcIxolz35R5IQQWQ/+d2aHalwPKIhCZBzAfmSmi2tR9HTW09iopLkZGZ41AMUSjzLbx8cmxcIg77+MLVbQ+2bNmG9Rs2YQPL3r37kZREQpMgphsSmvMEs5m1D/phPHMF2oTSZxeaX98E1ZpgIRR4Ly0Dmw9vg0wWEprEVJhzoVnWAlNP7+IVmqy9Yr7zQEhGKbFUHMu8BC0JzYkhoUkQBLHQ4fXjLRboExog+9pGSG4ZsCqGnvozP+6H4dxVaNnJkoTm4oOEJkE4xvxEDsPpS9AE50H+G1dIBzNgeaKwT50YEpoEMXfMmtBsakZH50l0nTojpObxjhOil2ZFZbUYR9ORHKJQ5lMGxoKNio6Dx4FD2LptBzZu2oINGzdjE/u5f78HkpOTHR4n0xESmsRihYTmPGGKQlP+nW1Q700SpSa1hY3Qt55+pvEESWgSU4GE5twKTfH98bAPxlOXbN8f3ikwnrxEQnMSkNAkCIJYJOjjGyD70gZIu9KHC827D8WFsza7hl0MZ8DQdpaE5iKChCZBOIY3DvRtp6EJy4fiA29ow4tg6Z/8E9MkNAli7phpoVlaWoqKigrUNzQOE5p8HM1jxztRV9+I/IJiITVpLE3KfE5Schq7VoyDf0AQdu/Zh02bt9pkJvvp4rILXl6HkZqa6vA4mY6Q0CTmHt4wNsJskEPe04nrLbmoyE0WbSie2OR0pDacQvnlPtyWK6BX38fDC0dxrjoLhemJ7DU8+UjLaUHdmbu4+EQHpd5sm/U4kNCcJ0xVaH53O9QeqUOCorkLlscy+6smhoQmMRXmTGj+YS9Uu6OhL24moTnq++MiCc1JQEKTIAhikTCW0OQ127V8EOr8eiE1ec12YvFAQpMgHGO++wi62uPsAr+QNUoiocuqY9+dGvvUiSGhSRBzx0wLTR4uNWtr69DReQKn7EJTSE37WJrlFVXIy6exNCnzO2LszIBguLsfxI4dO7Fx42ZRanbr1u2i3GxAQBAyMjIcHiPTERKaxNxjYdHAoLqOa2XeKHT5Jd7+xddE+4nnc//+XXxzbRDeyriAmms3IL/XjhPx2xD10Q/xu//4InvNl1hexLd/uhOrw5qQcrYPPQrDhM8Pk9CcJ5DQJOYxcyI0P7MC8hfdoNwWCh3b50loktB8HkhoEgRBLBL0uW3swmEPJM9smHsfw6rViwdOTVdvQ1vcNHhSNF7ssf8FsRggoUkQjjHfeQhd9TFI0YVQ7Y2BLq+BNbZIaBLEfGA2hCZPdXUN2tqPiZ6ZJ+1Ck//kvTQbm46isqoGhUWlyMktEGNqUm9NirOHl5jlvTLj4pMQGRWDgMAQHDjgiV273ITEHBCaXG56e/sgir0mOzvH4fExHSGhScw9XGjKoJOdx+lEL6Qt+zM2fvQ+/vjRKry/YjXWb3eDS0IlQlqu49yNU7h/vgjZnrvg9tbbWPbhUrz14Qp88PqH+HDJdrx5oAC7Cq6gs1cFnX3OY0FCc55AQpOYx8yq0FRI0PoXQv6TnZD/YhcUrx2ELqlq4QjN6CrIvrUBilc9pl9ouoRBtTUEKrcoSDGFQ98XJDRJaBIEQSx0DPVdUK4PFCcyY/cNWPrk7IrESkJzkUNCkyAcQ0KTIOYvsyU0Kyur2PxbhMDkPTMHSs+eZP/f2XkSra3tovxsaVklsnPyhdR0JJEoFGcJHy+T98oMC4+C92Ff7Nm7X5SW3bJlmxgzk4dLTS44Q0JCkZaWhvz8fIfHx3SEhCYx95gB60NIT7rQFhSKpHddkJhUgeyLD3D6ziM87utDn0qCQtkH/b0m9DTHw2tbID5eGoWYwg60dJ/B+boIlCUcwOuuyfjLkRaUXXqCfjbnIU0wGhKa8wQSmsQ8ZlaFpkbHpjdCtcoP8p+4QPbNLdAGFS0YoanLaoT8pT1QLjs8/UJzeyiUGwJEr1ZNZP7Q9wUJTRKaBEEQCx1Dyxl2kREpShQYz1+zXSiT0Fz0kNAkCMeQ0CSI+ctsCc3y8gpRdrb5aAs6Ok4M9tIckJr8d61tx9DQ2Iyq6lpRhraktALFJeUoKi4VvTcLCkvGDR+LcyhFyMsfL4UiuXm28J6ho5Mv5KqjZGXnOQwfC/TpcDE7XniZXUfhPVSHJ1PEkVh7Oimptp6DA+HSbWSSkgeS5jCJSQNJHZaExIGkiMQnDCTZYeLiB5I0LLFxA0kclpjYhAkSLxId4yhxiIoeK7EikVFPJ0YkInJkokXCIxwlSiQsPBLBIWHwDwjGEd8AeHr52GTmTlds3bYDmzdvFTKT99LcyX536JAX4uLikZubK8SLo+NjOkJCk5h7TOy/21D3NqB6/w4c/slvsW3FFqz1joBHWC5is1pQc+omunvv4vHFIlysCYHLgSS8u7cKBZ13cU/xAIprhegqCsG6tTFYsrkcxV330WsFxrtFTkJznkBCk5jHzKrQlHTQFTULSSj/sQtkX9kIbWAx+3p9AKt68m3s6WK6haa+tA2Kjw8L8fhMQvOJHMZz1yBFFLC/i4Kx7dyQ0MyuhSa6AOoDiVC+fxiK1w9B45s59H1BQpOEJkEQxELHeOw8u1iOgza5HMYLJDQJGyQ0CcIxJDQJYv4yW0KTj6NZXl6Ourp6tLcfR+dA6dmBnpos/HcdnV043nFC9ORsY6/jY2zykrT1Dc2oq2+yp1Gktq5BpKbWluqaepY6kapqnlpUVo1MjUhFZbUIF6dl5VWiZ+jT4TK1pLQcxSVlIkXFtnCx6kiuDojUAWE6vigtGFOMjhSh6RkD0jNLZEBwjhaZAwLTJjGH5ORoITkgIicSjjGxXDIOicboGFuiouNFIqPi7LFJwohIW8IjYkTCwqPt4RIwCqFhtoSERtoTMZjgkHAEBYcNS2BQqAgv5TpeuFj0DwiCn3+giK/fQAJEjvj6i/gcGYgfDvv4ivCelbYcEfHy9hHx9DoscsjTnkPeQkweZPE4cAi79+wTAnOHyy5s37FTiEwhM7dsE9m0easoNXvgwEEEB4eIsTOLi4sdHhvTFRKaxJxjNQC6K1Bez0PBpr9g/Wf+L3zvk/8b/+v/fA5/94Xf40u/cMPqsBqkdXbjbEsiusp9sC6qCK/Hn0fNVRkMhn6YnxzF1Zo0eL0bjh3vZKGo9Q6umgHVOANpktCcJ5DQJOYxcyk05V/dBG1IGcz32D4rTSwMp5vpFpqGuhO20rA8kxWaFottm3b3QOOfDeUqPxgaTg0KTW0++17Iq4MUlg/F7w9A/p1tUO9NHvq+IKFJQpMgCGKhI4TmgXhoU0YIze4bopSBNrcW2tKjMF65Zf8LYjFAQpMgHDNloSlXwXSzFxq3VJvQ9CpgDUI9a1GY7a8gCGKmmE2hycNLzzY0NApRefx4p5CYA0KT99Tk5WhtYvOkEJvtxzqE2GxpPcb+pt2eNpHmo60iTc22NDa1CPnJw3t61jc8LT8HMiBB60UG5OdI8VlRaZOeXHjapGelyNPCk/ceHchYwnMi0fl0r88BwTlaaA715Jya0BzoWfl078nkUQJzpLgc6Ok4IDDHEpcjhWVwCBeVNln5tLAcEpUDsUlJP38uJYcyICZ5L0ie4UJyKANCckhGDmRASnqLHDzE44UDBz0Hw+Ukj7vHQZH97gdE9u33ENm7z5697iz7RU/M3bv3Cpm5bbvLoMjcsnX74P9zyclf6+19GGFh4UhOTkZeXp7D42I6Q0KTmHMsbP9TnIHsfBoSdmzCR9/7Az568yMs27wNa3e4Y9ueIOz1yUdwZDnqsv1Qne+BD6MK8XLyRdRel8NslMHa34brtRk48nYYdr2ZgaKW27hCQnNhQEKTmMeMKTRf3Av1gQTo60/Aqh8SXNMqNL+2GbqYGlhY+9pqmH2JNu1Cs/6k2CaqneGTF5pWK6xaHcw37kPjngbFn9xhKOkYEpr27wUpohCK33pA/o0tUO9OGvq+IKFJQpMgCGKhM5bQNJ6+LMoYSJlV0FW1w3T9jv0viMUACU2CcMxUhaZoJN19CGlPhmjoSR45ohFo1dKNWYKYaWZLaA5koKdmTW0tWlpaRU/MkT01n5aaAznecZK9lvfctPXe5LHJzg60th235xhaWttFBoRnU3OLiE12tqChkctOW49Pm/C0ZUB4juztyXt52np6DvTstKW8onpYz05bj84hyTkVwTm8p+ZAhpeoHSk2xxOaT4tMm8wc6oU5tsicuOflWAIzKJjLy3AEBnF5GTZMWj4tLn39BmKTlgPCcrio9IWXN5eVR4aJSt5r0iYovXHgIJeUNlHpccAT7h5cUDqSlDZRuXef+2C4oBSScs8+Ebfde+HmtgeurrtFdtmzc5ebCBeZfJxM3iuTh0vNAbHJf+5w2cnmsxd+fv6IjY1DVla2kC0z3TuTh4QmMeeYdbA+asfjEwkI3BeFt99KRFzBKZzrf4Teh124eaYMKZ7pOPhRKDL9XZGa4YbXw/Pwp+SLqCahufAhoUnMY8YSmoqXDkITkQdDx4Vh+9O0Cs2vb4U+pVlIPYzzXThTOIXQ5LD3b3kgh2ZrEuTf3gZ9eisJzUlAQpMgCGKRYDx9BZqwHGjTKqA/2gXzzXvsCsYC4/HzUPumCqFpOHZW3IAnFg8kNAnCMeaeXmgLG6EJyYZqT/SzC03WSLAoVJAO5NqE5t4MW+OBNZ4IgphZ5kJo8lRU8DE1a9HQ0CTG1eRys6WlDS2tLKIHZiuOst/z8OkizbY0NR8VaWxqFuG9MW1pEr0/eepZ6uptvTFFautFnu6ZWV1Ti+pqW6qqa0QGxGVlZbVIRWWVSHlFpS3ltogem2UVKLWHl6d9ukRtcbEtRUWlIoVFJbYUFosU2MPH+hTJLxQRY3vmFSDXHj6O57Dk5Ilk25OVnSuSmZVjS6YtGZnZtohStZkiA+NwpqVlIPWppKSm25JiS3JKmi3JqSJJ9iQmpYgMCNKEhGSRp0WpSFyiSGxcgi2xPHz8yzgRPt6lSPRAbGNcRkXFiERGRYsMjWdpG7syPHwgkeDjWIaFRYiEhoYPJoQnJEwkOCR0WIKCQ0QCg4IHExAYZEuALf4BgfD3D4Cf30D8RXwH4usncuSILT5HfG3xOYIj7PcBgYFs3SLYdklkn0MmCgoKHB4HMxESmsScYzGxa7eb0NzpQHN1B1LTT+Pk5SfoN+ug019F37Va5O2Nw+GXDiLVywWxaXvxSmA2/hh9BhVX+qE3ymAhoblwmS6hmV8PbU4t9HUdYn6ThYQmMRX4vT9dXSdU2+OGC81XvKCJL4Gh69L0Cs2yVrascMh/tssmNFOP2qfOPk4jNBmWhwpoNidB/g22TdJapl9o3rwPbVoVe39F0Nccg+nSTfGeSGhOAAlNgiCIuYeftLSZ1UJcagsbYDx/nf3SDEPzKXGzXptRzV7TA8uTyT8RSMx/SGgShGNMV25BSqsQD3yodkc+s9AUT5pardD6FIuGHh9L03T9thhbkyCImWW2hebT4WKzrKxM9NisrKxEdXUNampqnwr/d434vaNUVVfbUjWUStZQ5xkQkRUVlcNSXlFhS/nIlIuUDaRseErZeoqUOk4Jey8iJcNTXFwyboqKi20pcpzCoiJbCsdPQWGhSH6BPXZBapOkBbbk5Q9L7kBy88ZNTm6uLTnjJzs7Z4Jki2QNJMtxMrOybMkcK5nDkpExPAMCNz09QyRtWNKRlsaT5jCpA0kdSKrDpKSMTIr4+1y2nQZ6ZM5Gr8ynQ0KTcAqsFvafCSajCXqDmTWhrewSTw+r+SZkNxpRsiMMgb90QZLHDoSlHMBLhzPwh+BOlHQ/gcYog4mE5sJluoRmbh2k9EroKtuEVJgsJDSJqWC+9xj6o6eg3pUoJN6A0FS+fhhSaiWMZ69On9DU6qGvPs7a1TGQ/9KNhOZTzLTQNN9/DF1Fq7i3wR+eMBw7D4tcTULT/nNMSGgSBEHMPbzMgDgZ5tSKk5jx3DWb0Gw6xS4qomxC8/JNWPrk9r8gFgMkNAnCMfwCX4rMF0JTE5QJfV3npBozI9EeeUpoXrtFQpMgZoG5FJo8Az02bWKzQvTcHJnR8nEgNgnpKKPFZNmkMra4tK3nWHleoTkgvsbKRMJzKEVjZmIpWjhuBmRpQcFEKZhU8geSP1bynykjRe1Q8p45uQMZFLq5kw7/e769HO3nsxESmsScYzbA1H8VsmstqG07jYS6Gzh9VwHJqoPJcBX91+qQvycevn85jNyww8gsDMRH+1Lwxt56FJ66j8fSQ6hvluJMSQS2rIrGsvUlKDpxD3csYPOwL4PR09Mjxqb19vYW+eCDD/CZz3yGhKazM1Wh+f2dkIIKhMiU4oqhzaoRZUAnCwlNYirwzgwGPgSVRwZkX1wP2be2QPGyJyTfPBhOXLTtT2b2ZWVnSkJTZ4Ch9QzUAVlQvHYI8h/vgj6n1T519llUQpN9jrra45Cya2xCs/0cCU0GCU2CIIh5gOlGL3RlLYMnPxKaBIeEJkE4xnjqCjRHUqHxS4M2swrGrousIfbsN1VJaBLE7DPXQpNCoUxPSGgSc4sVVoMKuivFuF7ugc1esfj+9mrEtt7GY4sWWm03nlypQoZnFrw+ikNFVhzq6+OwbXs8lq4pQl7bLdxU3MHjs0loyfLEGzsT8YeDjSjufgx+C9pgW4iA99z/yU9+gr/9278V+Zu/+Rv81V/9FQlNZ2eKQlPx493QJdbA0HIGmpAcSJEFMF+7a3/VxJDQJKaCVamG6cZdaP0KIPvyRij+dACa0FwhvHiPSjG+5VNMSWgajGIYLCmlAspVgVD8eR/0JcfsU2efxSQ0+XeUvunk4N+R0LRBQpMgCGIeYO59BH3LaWjz6m0DfLeeAdjFrqHuJJTbQqFlFxYkNBcfJDQJwjFCaPrYhWZWNfv3JRKaBDFPIKFJoSyMkNAk5hYrrGYdTI9P4dGZTCRFBmLtxr3YutsDrt7ecA8Lg1dMCvzDKpGY0IKuk/Xo7spGpJsbNr+yAps378K2vW5wW78Mm9aux0u7M7Ey+TyO3lRAYnM32xYiuHr1KiIjI7F7926RN954A5/61KdIaDo70yE0k2rFvRkhNCPySWgSs4YQmj29Q0LzL57QxBYLmWbVjxZbUxKa7NrcdPMe9E1dkCKLoPFMY/vsxMfKTMHb9ZYncujiaiB/YTsJTRKaoyGhSRAEMffwk7Xh/DVos2uh2hcNfVmreEpKX9UBxTp/SPElMF3uIaG5yCChSRCOIaFJEPMXEpoUysIICU1i7rEAVhn08vO4mH8IGet+jt99+3P46//nE/jrr/8Fn33bF1vTjqG6pw93FTfRf6MCte5vwv1H/4DvfOr/wV//9f/CX/9//gWf+urr+O2+Qng2PkD3Y50Yav1prFYrLBYLzGazCC9l/e1vf5uEprNDQpOYx4wUmspXvCElV4j9md8rHMlUhCb7goNFroKZLc/QcV4INvPdR/aJc4DZIsrg6tOPQv5dFxKaJDRHQ0KTIAhi7uE30Y2Xe2xCc0cY9PzEzIVmehPkv3KDFFAA871HsKj586LEYoGEJkE4hoQmQcxfSGhSKAsjJDSJucfKu/LApHuEJxebcb4sASnhfth/0Bv7Q9Phm9OKyrN3cV2uhVIvh1Z2FTcas9EY64NIn4PYv58nAD4hWUhpuISjN9V4rDGNEpoj4WMFv/DCCyQ0nR0SmsQ8ZlaFptVq6xXJpWbvI5hu3YdFqbFPnAMsbH1MZuhLO6B46QCUK4KgzW+Eek8KZF9aT0LTySGhSRAEsUiwKFQw3bgDbVYtlBsC2EVIA6x6A3QhFZB9eiWk/dmwqiS6AF5kkNAkCMeQ0CSI+QsJTQplYYSEJrFYIaE5TyChScxjZlVoOimGo2ehXBcItXsC9I1d0HjnQPaVjSQ0nRwSmgRBEIsELi/5BQi/YJb/Zg+0ISVioO8Boan1yAW0Bna2s9j/glgMkNAkCMeQ0CSI+QsJTQplYYSEJrFYIaE5TyChScxjplVosn9rs2pYm/ky1Oti5o3QNN9+BH3FcRhqOmE8fQXSkXzIv7qJhKaTQ0KTIAhikaGLroXsX9dB2pPJTsxPCc2DeYDRbH8VsVggoUkQjiGhSRDzFxKaFMrCCAlNYrFCQnOeQEKTmMdMbw/NSGjTq2DouAD1mqh5IzQHsCo1MN9k28K/kITmPICEJkEQxCJDn9IA+fe2QuORIU5+2iNF6P/0ChKaixQSmgThGH4zQu2RALVXEqTMKhKaBDGPIKFJoSyMkNAkFiskNOcJJDSJecx0CU3l617QhOVCm1MLXdUxqJaGkNAkoTmjkNAkCIJYZOhzj0L+W1doPNNhunIb0sEc9H9uFbSe+SQ0FyEkNAnCMcZj3awxEgWVezykzGoYT18moUkQs4jFYoHZbH6ucAFy//59XLhwAU1NTQ5FCYVCcf6cOXMGkiQ5PM4nG/5dYrVa7d8sBDE/IKE5T+DfMSQ0iXnKdAlN1dKgQVmmza6F8l0/EpokNGcUEpoEQRCLDEN1J5QrfKE+nAZ9bQc0PllQ/Gm/uJCGicbPXGyQ0CQIxxiquqB4zYs1ZCKhq2iD+fod9stnv8AnoUkQz4bJZIZOp8ft23dw8mTXc+XEiZNoa2tDQ0MDKisrHYoSCoXi/Kmvr0dnZ6fD43wyOXv2HC5duoy+volv+BGEM0FCc55AQpOYx5DQHIKEJgnNUZDQJAiCcB74yUt9IB7qI6mQEkqg8U8XJ1x91XF2ZU1Cc7FBQpMgHGPIaYf8O6whsyQYhpazrKHBGgumZ+/FTkKTIJ4Nvd4AhUKJY8eOIzEx6bmSlJSMjIwM5OTkoLCw0KEooVAozp+cnFxxPDs6zieTrKxsNp9SXLt2zf4NQxDzAxKa8wQSmsQ8hoTmEAteaDZ32f4uvx6GtrMkNBkkNAmCIOYRxtNX2AkxT4hMtW8q1B7x4qRLQnNxQkKTIBxDQpMg5gaNRsKjR49RVVUNHx/f54qfXwCioqKQkpKC3NzcUZKEQqHMj/Bj2N8/wOFxPpn4+wciPDxC9NYkiPkECc15wrMKTasVVvY3ptM9UL0dREKTmFNIaA6xoIVmnwIG9v2gK26ClFgKfWU7LE8UJDTtP8eEhCZBEITzYLp8C9qcGmj8M6DaFgrVjjCoXCOhr+4gobkIIaFJEI6ZNqHpV4L+T30MjWsy+/7tYQ0KuX0KQRCOUCgUuHPnjuiZ5eKy67ni5rYHvr6+iI2NRVZWlkNRQqFQnD8xMTHYvXuvw+N8suHfB42NTTSOJjGvIKE5T3haaMaXQu2ZNL7QtFhh1RtgOnENqveCofjFXuhS6khoEnMCCc0hpiw0G7qgcou0SU1nE5pyFYznr0FX1gJNaA502fVsmf0kNO0/x4SEJkEQhPNgvnkPutpjULsnQ/Hfu6H82F/01jS0nhUX2MTigoQmQThmuoQmv0kh/9UuqA+mQn+0C+bbD+xTCIJwBD8XXbx4CenpGQ7lxGTi6robhw/7IDIyCpmZmQ5FCYVCcf5Ml9Csra2DXq+H2fzs53GCmAtIaM4TBoTm6ctCCqj2xcJw/IJ94misrC3BpZCx4yI0bolQrQ6BvqiFhCYxJ5DQHGKqQtPYdg5qnxSo98c6ndC0qiTxuemrj4nvC21aFSz3+0ho2n+OCQlNgiAI54GfpPQnL0C9MxGyz6yE8o3DkJJKRSlaEpqLDxKaBOGY6RKa+vI2KFYdgdovDdrCRtFLniCIsbl//z5OnDiJpKQUh3JiMuFC09PTC6GhYWIsTUeihEKhOH+mS2hWVlZBqVQJqUkQzojRaBQVCvr6+kRSU1PxjW98g4Sms8OF5hMZjGevQhOcA9XWUNFuGAsuicz3H8Nw7Byk8DxofNOElOAPl2v8syAF5cB85Y791Q7gPc35PRse9v8kNImpQEJziCkLza5L0ETlQe2dLCrgGRqcSGiy+ZnvPBCv1/imQ5tUDsu9JyQ07T/HhIQmQRCE82BRsIsWdqKWDmRB9tlVUH0QCF1xM0xXbtkukIlFBQlNgnDMdAlNQ/VxKDcHQROUSUKTICZBb28vjh07joSEJIdyYjLZtcsN7u4e8PPzFzeFHYkSCoXivCkuLkZhYaEYC3f37j0Oj/PJhj/gUFpahsePH0OSJPs3DUE4FxcvXhSl0tetWyfyhz/8AZ/85CdJaDo7fExMrQ7mnvvQ7E+D4k8HoC/psE8czSihGZAJY8cFGFsvQL0+Cuo1ETCdvGZ/9Wi4rOS9rUR0BhjPXBVDCZHQJJ4HEppDTFVoms5fh5ReCU1INtQecTA0n7ZPmRgSms8OCU2CIIhFhlVvFDXUdaHl4oSp3hwrSpyYeh+yiSQ0FxskNAnCAey70JA9TUKz7gRUO8PFeBUkNAliYm7evImGxiZ2foodJSYmm507XUWvLt5LMzExUcgRR9KEQqE4Z7jMzM3NRXh4xLQIzYKCQty6dUv0gCPmEt7WtMBi0sMoKaCR96HvSR+e9MkhU2mh1plg5GMMWi3spUaYdFpIMhU0Sglao5lNs81hEIuJXZtpoVMr0P/4MZ48eoRH4+QJawP3SSY2LzYjJ6OhoQG/+93v8A//8A8if/d3f4e/+Zu/IaE5T7AJiUTIv7kN+vQW+29HM0poBmfDdO4ajG2XoHrFF8rfe8LYfNH+6tFYJS3Mdx8KOWHpU8DY2Q2NXzoJTeK5IKE5xJSF5pVb0BY1QYovhto3DYb2yX9vk9B8dkhoEgRBLDbMFjEQvbGlG5J3HvTFx2DufQyLmp5YXoyQ0CSIEfAbaUYT9BmtkL+wg4QmQcwyp06fRnxCInyO+DqUE5ONrZfmAXGe42KEj0fmSJxQKBTnCz9mU1JSEBgYCDe33Q6P8cmGfxckJiahvb1d9AAn5hCrkd81hureGVypjEZx8H7s3eaKbXtD4ZXSivzjd3FToYdkUsGi78HdE0dR45OKisR6HL3aj2tKM/RPDZFiVd+FpbcJxwqi4LVlI7atXo01LKvHyNagVOypuY2GGwpwpelMj/LeuXMHBQUFiIyMFFmzZg3+6Z/+iYTmPOF5haYUkgNTdw9Mx69C9ZrfhELT8qAP+voT0Fe1w3DiInTlraLEJQlN4nkgoTnElIXm9TvQVbRCm18PKaMKxvPX7VMmhoTms0NCkyAIYpFi5k/0XeyBmd+kp56ZixYSmgQxApNZXPTrU5psQvODEBjaL8DyWEZCkyBmgaMtLfDyPox9+91FT8upZO/e/WIczfT0dOTn5zsUJxQKxbnCe1TzsW95uVkfHx8xBqaj43uy4T00w8MjUVZWhmvXJn+DkZgBLBK7MLqNe6fzUHbgPez64/fwH1/5Jr743Vfx0w8jsTOuE213FHio6YX2cQNOpEXA85frcWhVJBLb7uLYIxMk01C71dLXDdPFJOR6fozffeXf8I3PfBqf+8yn8A+f+H/xf/7v/wv/79/9Hf5/n/xHfPJTn8ZnPvMZfO2t7fhh5FnEnXwErnycr5/mEPwhnBdeeIGE5jxBCImtSaztsN0mNO1jXI6EP1guxMLRU5BCc0V428B04jpUr/tPKDTNV+9Aii6Emo+bmV0LKakM6gPxJDSJ54KE5hBTFpq3+XHdBX0zC/vJ/z1ZSGg+OyQ0CYIgFilWnR6WfqU4uRGLFxKaBDEcq5Z9Nz7shy66CvJvbYN6ZRRMl26L34ubE88ICU2CeDY6O08gNCwch32OCCE5lfAemn7+AYiOiUVmZhaKioqp/CyF4sThEof3UuM9Kv0DAkXZ6H373B0e35PN/v0ebH7JaGpqxu3bd+zfNMRcYNU9huV+E85Wx2Hvln1Y8fF27D7kBldXd6z+iyfcd+ag5MwtnLx2AtfqA1AU4YW16yJxILQBzTfkuKu1iLKzA1h1/aw9exFXO2tRmJyI1NhQxMX6wnPzUqz/2Xfx0dtL8IZbMFx8oxATG4uUiqPIPvcEFx5JTtdDcyQkNOcXlsdKSPvSoPilG3SZzeIei9XBg5C8Kpbx9GVo8+qg8U19ZqFpOn0NatdYKNcEQO2VArVPClR7okloEs8FCc0hpio0LSr2972PBsP/PVlIaD47JDQJgiAIYhFDQpMghmPljZGb96ANKYH8m1uhWRcHy92JGwpjQUKTIJ6Nrq5TiI2Lh39AEDwOHJpSDhz0hJe3DwIDg5GUlIK8vHwqPUuhOGn4wwa8J3VmZiYiI6Ph6XXY4XH9rDl4yAvp6Zlobz+G3t579m8aYi6wqm7DfDkTzVlBeG15NN5yyUDpyQrUFqbC51c74f1OIFIbT6H0aBnqA9ciynsfPgipg0/dLfQoDTDwedhmNQYqll5crUxE8cpXER8cBb8OGY72Gp7nmbQ5hYTm/II/KC755kLx2gHocprYvxWw6vge+xQWCyyPZNCVtkHtlwH1/thnFprGtm4ol/hC/ns3KNcGiDYGDwlN4nkgoTnEVIXmVCCh+eyQ0CQIgiCIRQwJTYIYDglNgphbuHTw8w8UItKRnHjWcJnh4+MrSk5yqZmTkyvECfXUpFCcJwM9M1NT0xAeEQk/vwBx7Do6pp81/MGGuLgEVFZW4caNHvs3DTEXTCg0Xz+ElNISJGemIGjpZhzeFgjPovMouCzHE50ZExf+J6FJzA1WhRraxAqoNgZDX3QU5nuPhksQiwVWtRamsz3Q8J6crxwSvSyfWWg2nofyJU/If7wDylV+JDSJKUFCcwgSmiQ0R0FCkyAIgiCcExKaBDEcEpoEMTdYrVZYLBY0NjU7lBJTyaFDXvD1C0BYWASSk1ORm5sn5Am/YUxik0KZmww8WFBYWIjcvDxkZGSy69IYeB8+Mm0yk4cLzfCIKLaMfFy6fNn+jUPMBVZNL8w3CtFeEIalq4Pw/mb2nVyWgvT4COz7jSsOvLkHiakhCAzwwcpfbcHWpUGILDmOyvM3cbHnIe4/UUGhM0FntjoanpAxG0KTzciih1mvhuqJHH33ZFCq9dCydTJbzbCYdNArn0Dx8C7u3bmFnh6ee7jNriUfKbRQ6c0wTmJlSGjOL6wqCbr8RjGepb6sVYgR3qYYxGSChe0vhoYzUL3hB9mX1kHxtuezC82as1D+ygPy72yBcrkvCU1iSpDQHGKU0PzxTqg2B0NXdHThCM36Tmi8U6CNL4Wl9zEJTfvPMSGhSRAEQRDOCQlNghgOCU2CmBtMJhN0Oh3q6hscSomphAsNXr7yyBE/BIeEIjomBikpqcjOzhFik3psUiizm0GRmZuL9PR0xCckICw8Qox5e8jTWxyzjo7l5wkJTSfCKIdVcQZXW9IQ5boBm956A2+zvPzmCrz2pgfWr9mLcO+V2Of6IX7z6jL88eWPsPHD97Fx5RZ8tC4EB2LqUX75Ca7IDTCYHUnBWRCaFgOsmptQ3mhDY1wBUtzzUHP0Os6rjJAZlND2X8K1mnhUBG3Hvs0rsGTJSpY92LAzEeFl51B/U4WHGtOE43eS0JxfTCQ0uSQwP+yDobYLytd8SWgSTgEJzSFGCc2fuULlEgF9eZsQgjPJrAnNymNQuUZBCsyB+fZDEpr2n2NCQpMgCIIgnBMSmgQxnGkXmvUnWcMhEprgbNHAM3VTuTuCcIRer4dCoUB1dY1DKTEdsYlNbxzx9UdEZBQSE5OQnp4hxCYvRZuXlyfG8Jvt8B6jOTk5bD2ykZWVNcVki/nw+fH3xIXRyPD3mceWO5nw9ePSd7LhkqqwsEjcjB8/xSh2ILrGSmlpKcrKyiad8vJylFdUzEjKysrZOpUOivCJwt8v3zYjP/exwj8j/hk+Hf652uLoM598BvYNsQ/kOV7+TIYvk+/v/JjLZOuTkpKCmJgYBAWHiDLT09kzcyD8uA8JDUdGZha6L44tCohZwKoHLI/Rd6UWxyM3IHDpb/Dr7/8U//nLt/HytiNYu3c/vDb9CRtW/Bo/WPIa/uuPL+Ll//gKXvzWD/Dv/3/2zgOgiivf/++9ff99b7Nvk31b3yabTdu0Td30no3pJhqT2GLvJfZesGBXBAFFsSAKKNJ7R0CUJkpVKQrSe7m9l+9/zuFixULn3vv7bL5LwsydO3dmmDtnPvM759Vx+HrWPqyLKELUFTHEGgMMpsVepzeFprAAow4GdQsUFYm4EusC+zGrMPmNNdjlnoG4BgWqpZVoLY1Hwq652PrjW/j8zRfw2JMv4om/DcJr78/DqG2RcDhdjUuNSjDldLdVYucNEprmwz2FpkYLfW0jNDGZkPxgR0KTGBCQ0LzObUJz0BpIbd2hjs/sf6HpGgLxkM0Qvb4UstXufBsrAxLuX2gq1fz8o45Ig2SWI+TrPaAvqSGhafp5R0hoEgRBEMTAhIQmQdxMjwvN5GzINrhBttML8n3+0AqNE4IgbkehUKCxsRGRUdEdSomeyqbNbVJzh509HHY5wslpN3bvccEel7187L4DBw7h0CG3Ps3evfvg4OAIO7ud2CqsW3eybRurRN3Jl+fo6Axn5903Zc+ePdjnyj7nwfsKWz9396N8/NH7iafXMXh7M3nmd9f4+wciOCQUIaFh95XIyCguu+8ncXHxSEw8hdOnU3olCQlJCA+PRGBg8H2FfV62DW/d73eKi3As7txpL+xHO57t23fw/crS0T7vTLZv3y4cF06mY71t//Zl2HuyvzVWKe3svAe7hHXZae9wrZvZnqzMvDHbd+wU3ncfzmdlm844RP+gFy60VFCJq9BwKQV5SeEIF/5G/Hy9ERZ0AAd3b8CCKVMwfsT3GDX2c/w4dSyGzrPFzys2YveGpVizxRnfb4/H9qgrKJVpoBCWeLMU7EWhaRTWXdsCdVM+CiMd4LdmLMa+OwVvPb8Gaw9kIK5WjKqa86g+dwIH1mzCgnHLsXbLHti57se+rauwfY0NRqzzwbTDOTh1VcTX9G7aiYSmeUFCkzBHSGhe51ahKR68EfLdAdBkXBC+tjSmuXqHewrNw2GQTHGA+Ju1wt/7Af73rvCOuW+hCb2+bZkxWcL5Zxtks/dDX1BFQtP0846Q0CQIgiCIgQkJTWJAozfwMWfaoheu9rv9eP094UKTNeycQ3tGaKblQ2Z/HLLtHpBtPQJNSq5pCkEQNyKRSFBZWYnQsPAOhURvhkkUJlPau6VlMrAvs1FYh2XLVmDBgkXC9/GcbmXOnLnCchZi6dLlWLlyNWxs1mDNmrVYu3Ydz/r1trxLzx12O+8rrAtQ590ucNm7/75y4KAbjhzxhIfHsbvG+4QfgoJDERwSdl+JiopBQuKp+0piUjJS0zJw7nx2ryQlJR3h4VHw9w+6r7DPu1vYhh3t+46yYcNGLF68hO9Hlnnz5vP9ytLRPu9M5s6dhxUrVwnH/SZs327X4fv3ZtiDBL1RhXk/YRWgaenpfLxeYqDAaiw1UDddQvPZ/Yg4uB5Tptngp1FTsWLix5i3fC6+c0nAJt8IFMduwZEDDnht9gnMcstCbqsSYtMSrtNbQtMIo14FbWshmi4GI8plLtaP/hc+fm4Unn9mDVbsz0BcVRMqLsfgyklXrF2xH+Pn+uFEcikuN1WhMf840vx3YNySwxi29iRC8xvQICxV3bbwDiGhaV6Q0CTMEaNUBh17kNchmITmLUJTMmwrFEci27aFuncl3z2FpkckJMuE7T1xK6TL9kK+87jwu4j7F5omtPH5kHy6EdKfnKHPryChafp5R0hoEgRBEMTAhIQmMWAxGGCUKWBoFrdFJO31xgTDIBYadsXlULDGzIuLui00tbmXeYNDvssb0nUHoTlF1SEE0RHNzc18fLuAwKAOZURv55rU3MIq2VglXN9lxYpVmDFjFiZOnIwxY8Z2M+Mwbtx4viy2zLlz53NRunjxUp6ly5Zjzdp1HW6DjsKqWe0dHOHotOe+wqTmIbejcD/iedccO+6LwKAQBAWH3Veio2ORdOr0feVU8hlknD2HnNz8Xkla+lmER0TB1y/wvnLY3YNvw472fUdhx8O0aTP4Phw/fqKwPyfw/dqWjvb5/YcdGzNnzcaSJcuwdp1th+/fm+np8TE7EyY0U1JT+Xi9BuEagxgAGDVCWtFSnITcw8vhsW0Jft7uhoW2m+G6eDA2rZuP4fsS+1loshdqoFfVozHbHzk+q+BovxDj58zC8PdmYdyba2Dvno7YijqU5gXgQvQuLHLwwSj7VETk1UMkb4SyMgYXIg9h5dT9mDU9GCFnq1EmrLj8LutEQtO8IKFJmCNGuQL6qgYoHUMhenYBCc2BKjS9oiHd6A7JfEdIl++FbMtRYd3CSGiS0CQIgiAI64SEJjHgMBj5OA+GJhF0eaXQJOXxaDOKYKhpbmuk9+KNSEOLGJq8y1A4BEL09nLIlx4V3rfFNLXz6ArLeENEvtuXj6WpSTxvmkIQxI3U1NQgM/Mcjnuf6FBGWHKYaJw0aQqYsBoxYlSPZNSonzBhwiRMnz4Ts2ezyjxW5TcP8+YvxPIVq7Bm7fr7iu2GTdi+wx72Dk73Fefde3HgoDvcDnvcNV7HfBAQ2AmhGRPHReX9JPl0CjLPZSH/wqVeCZOlTGj6+AbcVw65HeFdnna07zvK4iXLTHJ7HEaPHsP3ZUf7uCthy5o8eSo/HlasXN3h+1tqmNBMOnUKMpkMGk3vdh9H3A/C9Z5WDJ20AFfOnIDPqlmws1kFG794OPl5I8ZxMg5unY9xWz2wwukQotzXYpejIz5ZGYqVvhdRIFZBJiyld4Wm8CKjDnp1I+T1OcgNdoT/lmlY67QOE7Y5YP6QFdjw8Roc8kxDTFk1is964nzYFsw6GIofPAoQXyKCXtsKY0sqSuK9YTfaBStHeiPkTAWK9cLaktC0GHpdaLLKcp0e2uhsSD6xJaFJ9AhGldDmbmyF0iWyTeKR0ByYQvN4DGR2Xtf+3mUbDkNxOJSEJglNgiAIgrBOSGgSAw3WeNKVVkMdlwn5em9IR9jzyOYcgiYiU2h0tfDGV2/BGgXqMzmQOwdAPEZoyOwKFN5TZJraeUhoEsT9UVJSwqvw3NzcO5QRlhxWkccEExOPM2fO7rH8/PNczJu34FrYe5DQ7H56U2iy7c32T/uxMGvWz7ft1+6ELW++cAywLo5t1tx/pa4lhHUpHREZhfLyCojFrLaP6D+YydNDKyqFJN8b8V47MWvGRvy8zgNHzxbj9KUMXE5yRqjTHMwZPgQ/fvk9hn47DWMXu2D+8Wx4ZzegQaUDu+16sxPsaaFpgFEnh6I6HZUZR+HpshsrVtpjj68XPKP94Dx5E+w+XoMjnqmIvlqJSymHkO6/DtP2B2GoRwHiSGhaDb0tNJmkNIpl0ASmQfzROhKaRM/AxlZUaaA6nADR8wtJaJLQJKF5IyQ0CYIgCGJgQkKTGGgY5UqoT2VDbu8DyYgdaH1pEVqfmQvRB6uh2BsmNPqvCg16dsOqd2Dd7qjiMiDfGwDJkt1QCo06Q4vENLXzkNAkiPujoLAIAQFBcHU9yLt+taasWbOOj3nJugFt7xq2J7Nw4WLe7SyTmvOFnyQ0u5feEJpsO7OsW78BK1fZ8H3G0tH+7E7YMbZ8+UqsXr0G64X36uh4tNSwCs3gkFBculTAu7gm+hNWV6mDurkYrZnuiPbajakrT2CZazpSqkSok1dDWpWI875bsGvMIEz69Bu8++lSTFzrj6Pna5HdpIZK35ENZAKpARUpoUjauBjBx/3hcUGCrAZtF4WmhldnNmYfxznPRVi12AZfjt2GTa77cSLoALb/JJxP35iNTdtDcTApB2eidiPBxwYTXPzxrftFxFxphU7bKlxHktC0dLotNLNKIf3JEZKhW6E9dUlokAh/IzeM98sr6eqbofZNhvhzW4jeWgzx+K2QLHCCdJkLCU2iW6g9kyH6xyISmiQ0SWjeCAlNgiAIghiYkNAkBhqGFimUhyIhmbIT0sX7IVvhJjTY7SAetx1yJz9oTp2HQbjY7i3ahSa7sJeudoXqRLzQeOu6QCWhSRD3R2FRMYKCQnDIzR077OytKuvWb+w1mcmyaNESHiY1Fwo/mdBk1XksHUnMG0NC8/b0tNBsF5lsf6xcuZpXT7bvs472Z3fSLjRtbNZi06atHR6Plho2jmmEsN8uX76C1tZW05mH6B+YqDHAoJZA03QZ1SUFSDl/FeeKGtGg0ECpU0CrqEVzWR4uJsfgTEw8ImLO4Ux2Ga40K9Cs0qNDnwkmclSQN1SgLjcTFaVlKGnVCvMbbqnkvB/YK6TQyq6gKHQLAhd9hNGD3sYjT76O1959Fx8Peg9vPPkCXvzzG3ht0GoMmecB1wNb4ee3AaN2+eKbvVmIKGyGUtsKPQlNi6fbQjOvDLKZLpCM2QlNUi4XGqx6rh2jUgV9dQPUwachmbgTokErIBq8GuIxm7jUJKFJdAcSmsLfGAlNEpq3QkKTIAjCfKitrcX58+dvSnZ2Nurq6kxzEJYECU1iwGA0tjX2y+shX+MB0acrId9xAqrwM5AJF9pSmwOQ7fCEUrig15dUmV7U81wTmgeDIVt3UGiwJcAgYqM0dQ0SmgRxfzChGRgUArfDR2+TZJacnfaOsLXd1KtCsz1ckgk/ly1fiVWr12C1zdp7Sk0Smrenp4Qm27brbTdi7TrbazKzNyt1WW4Umlu2bO9wH1pqHJ32IDIqBsXFl0loEvcBqyKVQCO/gqIwBwQv/xazh32E119/Da+/9iJeffEZ/P3Pf8Wj//s8Hn99Pj4cfxBO++3gH2KHcduO47vtKQjNb4BY3Qx1XQIKo49g/YR9WDDRHyHpVSgVFi+7QWhKJBIUFhZea387ODjgmWeeIaFpJnRbaBZWQr7KDdI5u4W2Qnbbw5Q3iAWjQgl9ZR3UkSmQLt0L0RAbtL67CKKvVkEyZxcJTaJbkNAU/sbkShhqGqDcHd7W/S4JzQENCU2CIAjiJk6cOIFvvvnmpgwbNgz+/v6mOQhLgoQmMVAw6vTQN4qgySiAbOY+iN5aBtWBGN7IV8WkQXEgCNI1ByHbdBS6nN67niShSRD9w6WCQvj6BeDgIfcOZYQlhslMJgvX93KF5q1h0oxJrRUrV3OxebdqTRKat6e7QpNtUxYuMm3WcpHJ9kdvy8z2LFvW1uXs5s3bOtyHlhomNEPDInDhwkW65iXuA2YbtTDopJBUXUJlVgIykmIQERGCiHB3+Llvg+2wqZjx8gQsXnUC9mHZSEnxw7nYfVhicxRjl0YjKLMK1bJaiIr8kBm0C9MWuGHUihiE5tahVli8qu2NOFlZWcLf5+Jr7e833ngDDz74IAlNM6G7QlNfWguFkx9kG45Ak5TFJQXrZrada0JTaKPINrlDPHwDWl+cB9F7yyCZ5UBCk+gWJDQFdHpeCc3HE31B2BYkNAc0JDQJgiCIm9i4cSP+/d//Hf/2b/92Lf/1X/+F7du3m+YgLAkSmsRAgTWadCVVUIWnQjrFGeKP10DtlwqDRAbtxRKogpIgne8C6VQHaE/ltXXDdMPYMj1FjwvN4goow09DvusEJHMdoYnJME0hCOJG8vIvwMPzOPa5HuxQRlhi7HbuwrbtO7Fu3YY+FZrsvZg8Y12brlixio/ZyMVmBxWbJDRvT1eEJuvylMlMVpHJupdl25ZVyLLt31cisz1Ll67AypU2Vik0AwKDkZl5nnqeIbqBBjCUQVyWhMhF9nASrlc9PDMQV9OKysoUVKR6wmHFLsyasAvOR4Tz18lwxHhtxmH7Vfh+lSdGOmcg9nILxMKSbrxtnJ6ejilTpuDtt9/mYdWZDzzwAAlNM6HbQrOiHsrDYUJ7wZsPr6GvqudypZ1rQjMhE/Kdx/hr2TJEry2GZIY9CU2iW5DQvA4TikwsktAc2JDQJAiCIG6ChKZ1QUKTGCgYVRpoc4qgOBYN6ZJ9kEzbBU1CDn86WVdeC3VUOqQTHSH50haa4HTeLYxR1/MN9p4WmvqyGqiSMiHb7AHRkDVQ+ySZphAEcSPnzmfBZe9+ODm7dCgjLDE77BywdZsdr9TrS6HFwt7vRrHJKgRZpeCtFZskNG9PZ4Um60bZbqcDNgjbco2wXVetsuHjmLLt3tcyk4W9H9vfbAzNjvahpWaX4254n/DFqVOnUVnZe13XE5bOHYRmvRRVrUVouBQM/7WzsfKLf+HHLz/HR599gUHvf4ovvpmMb9b4Y1lwCc5Vy9hSeKe27bB2GJOa0dHRPOvXr8dTTz1FQtNMIKFJmDMkNK9DQpOE5jVIaBIEQZgPJDStCxKaxECBX7gnZ0Pu4gfpRjfIthwVLuQLeVe0hmYxtKfzhYvvXRC/tRJqr1MwtIiFxgW7HdSz9LjQrG6AJvMCZGvc0fr6fKjczK9hRxC9idFohF6vR3p6Bhx2OXcoIiw1TGhu2bqdi8O+llo35kaxeWPFJqsgXL9+A68iZd3jdvQZbg0JzQB4n/DD8eM+8PLyxlGPY9jnegBbt+3AunW2XBqz7dyf+5uFrcPGjVs63IeWGiY0Pb2OIyY2HlevlpnOQATRWbSAoRay2mykOXvDd85BREVfRKZIhUZVA6Q16Th3eA0Oz/gaEwf/C++994mQHzB41GosOpQMj+xmlIk0vEPbuxESEoJXX32VhKaZ0Gmh+cwciMdsg2JfIO/NhYQm0Z+Q0LyORQvNpIuQfLdN2F97oMsugTa7CHKHEyQ07wQJTYIgCPOBhKZ1QUKTGCgYZUp+A0C22R0y+2NQHA2HtrCM2Q7eoNLll0E2yQWiN1dA5RYHfU0Db9z3ND0tNA2NrdBevAL5iiNoeXwmlLsjTVMIgmDodDoolUqkpKRandBklY+bNm/l1ZD9LbjY+7eLzRvlJqso3LxlO68wvB+pac1C84SPPw8TmYcPH+XdJzOJxqQ16863L8fJvFdYt7MbNmzm+/R+ZbW5h51fjnp4ITIqBqWlV01nIILoLAbh2lQFnaoVTcXlqDxfgtpaMVo0eqj1amiVzWgpzUdpZjIykhMQH58oJAXJqXnILm1EWasGcs2NtZkdQ0LTvOi00Hx2LiSTdkLhFgr9lSoSmkS/QkLzOhYtNM8WQTprN2SL90Obmg/N6WzI7Y6R0LwTJDQJgiDMBxKa1gUJTWKgYBTLoXSPhmTmLt71iSo6FbqKWtNUQF9aD9nCwxB9uhbKA5HQFZXBKOm6aLwT+qu1UAafgmKvP2RbjkAVehoGYd26Cqsk1V0uh3zpUbT8aSqUDuGmKQRBMNRqNcRiMU4ln7Y6ockqHzdu2sIrIQeC5Lox7XKTVRSycR83b96KrVt38HVmIpZVl7IxQG+VYdYiNCMio7nEPO7tC09TJaa7uwcOHnLHvn374eS0Gzt27ORd9q5evYZvy462c3+lTWhugp2wH61JaLL94x8QhKJ+ui9FEPcLCU3zokOhydopegPvUcYgkXNJeU1o/mM+JD/vhvJErDBvLQlNol8hoXkdixaauSWQrT0svP4Il5nq+AzIt3uS0LwTJDQJgiDMBxKa1gUJTWKgYGiSQLHeB6IPVkFu5wfNuUswNLSapgrTq5ugsPeHZOpO4aI7BJq0PF792NPoLpVB4RrEbxYwqakRGgpGmcI0tfOQ0CSIu6NQKPj3T0JiknUKzY1bsHr1wBOaLO1Sk433yMZ9ZFWGa9fawtZ2Ex9/ccvWHVxu3ijErEFons08z6v8WDWm+xFPuLoehLOzC+zs7Pn+ZF3LsspWJjJZletA6GL21rD9amu7ETuE/cfE9I3HpSWHHZ+H3I4gL58EETGwIaFpXtwqNHVXq2BoFcOoUAttnFYuI3WlVdeEpuilRZCtOAxVVCr0NY0kNIl+hYTmdSxZaOoKyiC394bC0Qea1DwSmqafd4SEJkEQhPlAQtO6IKFJ9DumLmX1ZQ2Qzz2M1ucWQGEfBF1JJQzi6xWYhvpWKIVGBWs8yff6QxWTxsen7Gl0uVcg33kcsm0eQiMmDJr0fH4ToasYRFL+lLZ8hWeb0NwRwp/Uhl5vmqMD2DbR6WCUs5sXDdBdKoe+vI4LXKNKbZqJICyD1lYRSkpLERkVbXVCs20MzR1Yb7uJV2kyATZgI6zfmjXrsW7dBmzYsAWbN2/H1m12/DOwz8L2HQsTRvsPHMbBQ0dwyO0oj7kJzbz8i8jJzUd2Th6ysnNx7nwOzmZmIT3jHNLSzyIhMRmBQaHw8DgufFY3LjN37twlbJNtWLt2fcfbb4DFxmYdl9Js/1lLhWZ79ri4Cvs0i4/dy8bwtVRYd96sAp79JMwPEprmxW1Cs7SSywFDbTO06Regjs6A9nwBNPHnIB3vCPHHqyG394fm7EUYmkVdFpqs0lP8/QbI7U4Iyy/kyzLq7tLGIIgOIKF5HYsWmkUVUOzxh2JvAL/HQULzHpDQJAiCMB9IaFoXJDSJfsdgaGscZV+BbLorRM8vhHJvJPQNLfxivh1Dk4g3ntgYm/LdPlAGJkJffr1L2p7imtAUGg2KY9HQZF666YZCZ2FS0lDfDMWa42j541QoNvq1ickbPtttsG0ilUN/tQaqEych3+gBpdC4VCdn8fF3CMKSqKqqRmpaOnz9/K1OaLbHbqcjF0sDPXZ2u/i67rRn690mMNkYkY5Oe4S4CP++B86792HvvoNw3e/GKzXvJDYHstDMzbvAX8/k5ZmUNCQmnUZM7EmEhUdxkel9wo9/BvY5mRxzct7LP3vbvtzV4bYbeGnbl7cei9aQ3Xv2IeNsJlQqlUXLPrlcjsbGRv6TMD9IaJoXtwnNKxXQXa2GNrsYCns/PmadOvQMNKeyIVu6H5IJdlD5Cm2ZshreE0xXhWbLw9PR+swcyOYdhC6nlM/H2hEE0RlIaF6HhCYJzWuQ0CQIgjAfSGhaFyQ0iX5Hp+OVlppTOZDNFhpG762E2itRaNwrb+oyiTWg1FGpkDv78Ma+wjMS+pIq09Se45rQZF3OnojljYluCU2hAWSUyqGw9W0Tmuu8+Q2JO47/yaozVRreJYw65IzQWDwA0bC1kMx2gtzeD9pzRW0NTD3drCAsg4qKSi6hfHz94eTsYpJj1hP2mZkQs4QwqcmE5h6X/XDZewD7XA9xsckqNlmY4GzPkaPHeJetvn6B8PMPuiHB8A8I5rLzxrAuXhOTknkSEk/dNWweNs4lE5PtlZbns3Jw7nw2F5UsrNvY9rB5U9MycPpMGpJPp3KBGRt3kr9nWHgkl5gnfAL4WJmH3T34Z2GfsaNtYE5h++t6Oj4+LTF79x3gsprdI9JoNKYzkeVRV1eH7Oxs5OXl4dKlS6iqqoJIJIJSqYTBYLDo6lRLgISmeXGb0LxczqNJFto3P7tA/PU6qI4K7YrUXMi3eEC6whWapCwYRdK2nmq6KjR/N5lHNmkvdBcqeQ8vrC1BEJ2BhOZ1SGiS0LwGCU2CIAjzgYSmdUFCk+hv2EWz7rLQMIpMgXTZAUiEBrom8qxwxa0Xru6vN8iNEjk0Kbm8G1jZTi/IhQtxXWG5aWrP0dNCkz8lLXwW5ZZALjTlNsf4GDqsK9rb4F3N6mFokfCntqXzdkP043q0frgYrW8vgeSbzVD7JLd1J6Wy3JuwhHVRV1eP8+ezERoagX2uB7lssJYwKcYEIEtHwslc0/6Zdu9xvSns87bLTiYFD7t74qjHcXh6nYDXsbYcO+6L495+12Rne5hYjD+ZiLj4BETHxN81rJryTEo6l5hMWDJ51SYqk3EyIUlYRqIwT/u88VxcBgaFCO/rCw9Pb7gf8eIVmKyqlFWYMgHLxCyryGTrzj6LJeyz9n3EPlNHx6elhu1TJrCbW1qgVHXj+32AwySYt7c39u3bh23btiEwMBD5+fmoqanhXdGyLneJgQsJTfPijkIzMRvSCY4QvbMSyoNR0GTkQ+HsC9mOY9DmXAbYw5tCW6HbQnPyPugLa3hbgiA6CwnN65DQJKF5DRKaBEEQ5gMJTevCkoQmuzHDnjpnXWuxsJs17Al0YmDDxJwm4wLkbqGQrj0E6fJ90Kbkm6Zeh1VsarILuWSUrncTLuSPcPnY0/S40DShdApH67NzIF/nBW3+ZegbW01TbkA4XnlD8dJVoXHhDdHQNZBMtoN0hjNEn6yG6INVULpGtAlRCXUhZ4mw85hWaEiyc1h7JY2lj/NWW1vHhWZYWCSXXEwcWUuYIGuXfx0JJ0tM++dtr+BksrC9S9r2bmmZUDxy1IvLzvYwwcm6nmXikVVx3i2swjM8IhqxcW3yMyIyBsEhEfy1bBoTpKwimHUde8LHD8e9fXDY/ShfHyb4OlpvS0y7zGyvpLWWsGOMdSVcV18PuUJhOhNZHoWFhVxisrbdqFGjsGTJEjg4OODEiRM4deoUr9ysqKhAS0sLCc4BCAlN8+I2oVlcBm1BKdQxmZCO3AnRP5cJ1/CR0Jy9AIVrIOTOvrw3lna6LTSn7IO+uOeH4iCsAxKa1yGhSULzGiQ0CYIgzAcSmtaFJQlNNhYS616L3ZxhYeMGWXJXYpYCE5Wq4GRIVrtCusENchd/6PJuv15kF/bsxoDSPwGSebshneUEbdol09Seo7eEpupoHERfroRsixfUZ7Khq6w3TbkO62JXV1wOVdhpSBcLjcQha6HcFwZNYi5kq9wgHrEJin1B0Jy71LEQJcwedlNZLBajrKyMV9Kwc5ql32iurKzC6TOpvFvRjuSDJYfJpI5EkzWkvTqwvWrzxurN9jDh2x62vQ4cbOu69n7CqvDaqywPubVVWbZPu74PmMg7xIWey979FlN5eb9p3/7t29dawo6JU6dOC+eeSn6fyFJhovLy5ctcYn788cd444038I9//AOff/45Jk2adK1qMysri18zswdoiIEDCU3z4jahWXQVmtxCoY1zGpIftpPQJAY0JDSvQ0KThOY1SGgSBEGYDyQ0rQtLEprsRkxtbS0yMzP50+c+Pj5ITk7m4wax7rWYJGCCk6o2Bwise1WVWmiwN0DhHAjxqE2QbT8OVUwa9OW3N8j5uJKlVVCFnIFkkgMkw7dCm3h7JWd36TWhGZgM8cQtkNm3fUZdabVpigm9AQapHOrYTGE7HIN0sdBgWbAXmoRsoZHTCuXRKEgW7+HCVxWdCn0HQpQwf9g5ip2r2A1mdqM5KioKiYmJyM3N5Q9qtLa28gpOSzqPlZWV825AWdVcR/LBkmPNQpPS/7FmoZkgnHNKSkohEolNZyLLg32fsPtgx48fx+jRo/HCCy/wNt4f/vAHPPvss/j666/59T8Tm15eXkhKSkJRURGqq6t5DwHsYRqi/yChaV7cJjQLSqE5mw/l8XhIhm65f6HpcBzqxEzoKmq5xGyHhCbRm9yv0DQKbVUm21VHYyAZuw2it5aQ0OwBDA1iyFd4CttzGdTHT8MglkGTeZGE5l0goUkQBEHcBAlN68KShCa7ccNu9oeFheH777/Hv/71L0ybNo0/mR4dHc273mKigMkAS+6+0Wxg3avWtwgN+wLI5h2E6A2hob87DLry2g67U2UNCX11A9RRZyEdtRPiz2yhickxTe05ektoqqPSIVnkDPluXyjDTkN3udI0RYDLXQ30NY1CIyMY4lGbIbM9AqVfAnTFFXz8UHX8Wf5aubMPlEcj+O8Jy4OJSnYT+eTJk/z7eP78+Zg4cSK2bt3KBSer2mTtGkuqPi+9WsbHMfTxDehQPlhySGhS+jOsGtUahSar3o2NPYmCgkI0N7eYzkSWB/s+0el0OHv2LPbu3csFJmvX/b//9//w61//movNRx99FM888wxef/11TJ8+nc8XGRmJixcvCtvm/m+SEj0PCU3z4lahqb1UAnXyeSgORUA8eOP9C037Y1DFpUNbWgWj/HqX2CQ0id7kfoUmhPY4a6crHcPQ+tw8tP51BgnNHsDQJIFikzfEX9pAdeIU9OweSVoeCc27QEKTIAjCymGNXSZ4mOhh1W3Lli27TWj+8pe/xJo1a3h3ROx8amnVIdaMpY2hqVAouAgYN24c3nrrLZ6hQ4di8eLFXGx6enoiPj4eBQUF16o2mTwgwdm3sK5VjRIZtClCo35/GKQzXYRGwzao/VOExruST78V9jtDUys0CTmQjrCH+IO1UIecFRoYGi5Hewpt6iXIFrpCuvowlAGJ0F64witJu4s67izvmkfu4gdlyKmbhaRw7LJKVc2ZHMhsDkM0ZA0U+4KhvVgKQ7OYvz8bd1PlnwCZ7VHIVhwW1vNi23aic7HFwc5laWlpcHR05OOePffcc/xG9OzZs7Fjx45r45+x81hVVZXZV9IUCe3DoOBQeHp5dygfLDWs61MmkjoSTRRKX6R9DE1rFJpsXNWs7Fw0NDSazkS9B2s/sR5DgoOD+yV79uzB8uXL8d57793UvrsxrK338ssvY8SIEVi4cCHs7e3h6+uLlJSUaz2dSCQSagP2ISQ0zYvbhObFEl5pqXANhfirDfcWmjVNUPnGC9f/AVBFpkBzoYS3ldphlXG6yxVQxabzhxslE+3Q+uxcEppEj3DfQlNv4L9X2oWg5Y9Trx1/JDS7h6FVCqVLMCQTtkEVcIo/4K05k93zQrO4Ujj/BAnnmUA+BI4qKhXybR4kNO8ECU2CIIiBC7sJyhqorIuhhIQEPqbKrUKTPcnLhFd6ejpKS0v5/NQNkWVgSUKTSUkmAkpKSnDs2DHMnDmTd6nFnkD/29/+hqeffpqPHcQEAXsCnYlNdtyzz23J49MNOIT9xLpW1V+tgWJPCCSjt0C6xFX490Bos4t5Q4nNcxs6fZsETS2AdPQuiN+1gco7GYYWcZvU7CE0Eech+cwWkklOUIWn8q5he2L5dxOarGGoSc0TtoEfpPOcIB63BeqQM9flrk7HGxiaUzmQztjHq1PVfikwyOQdyl/CvGE3i1n3sqz7vwkTJuCBBx7A73//ezzyyCP4+9//fq2SxsXF5VolDRsrzVzJy78A9yNeXDJ0JB8sMUxmsjEd2diN1jRmI2Vgpb06kx2HHR2nlhr2txcUHIaU1HRUV9eYzkS9B2s/jR8/ngvD/girwHzsscfw0EMP3dS+uzGs7fc///M/+NOf/sSrNtmDNJ999hmmTp0KJycnxMXFobi4GDKZcB1mJjc7zR0SmuZFd4WmoUkEdcI5KH1ihXZCEtRp+fyhxnYMrWJoswqhDEuG4mAQpLOd0fqP+SQ0iR7hvoUma6MbjFDah5HQ7EFYb0wq73hIV7pCHXYa2qIyqJOE80EPC039lSrhdWFcYKpOZkAZLJyzth4loXknSGgSBEEMXFijVC6X88a2q6srhgwZcpvQ/M///E/ehefBgwd5t0VsfmrMWgaWJDTbYd3O5uXl8Rsw7Gn03/3ud1zKtx/PTz75JH8CfenSpbxqk421yaqh2I2ahoYGfs3AuuiiJ9B7HibfWINfe74YquMnIV3sCvEP6yB38IEmJYd3uXpHhMYTq1TUZZVAOtYZ4ndWQeVxEoZa4cK7B7qEbUcTdBbiN1dCMsqBj2fJKid74sK+Q6EptAmNbFzXRhGUR2MhmWovbBNhnh3e0J4rNL1SQDgWmdzU5ZVCNms/RO+vgvJIHPT1zXf/7OwpWqWaP9XNxuIwypRcDBMDG/ZwBntw6OrVq9iwYQNeeukl/PGPf7x2DmPdwL/yyisYPnw4r6TZuXMnP4+dPn2ay002/pk5VNKwdWMPk5zPyuGC4VbpYMk5cPAwH8evLUe4zKVQ+jpuhz1w2N1D+Hdr+/tzxwkff8TGneRj+PY27AG6u1VHDsT84he/4HLzxRdf5G3A9mtm1kMAqzZlwziwqs32nnuI7lNfX8/HzA4ICOBZsWIFHn/8cRKaZkK3hWaLBOqU3GsCQ306m0vOdngvNawLyuAkKLwiIV1yAK0vLiShSfQI9y00TSgdwklo9iA3nz/OtHVZLZw/2rdpjwnN8jq+fxRHw6GKPCPsa3YuceH3YrTnC/h5xqgzj4elSWgSBEFYOe1VbbGxsViyZAnefffdDhu1b7zxBq94Y9UgbH7qotMysEShyaqHmdSMiorClClTuAxgT523H8+/+tWvuBxgT6A/9dRT+OKLL/ix7+7uzsVmWVkZl/ZMatJx3oMI29IgU7RdSO8TGvcjN0M8djMkPztAFXKaSz2j4i5yju0KJkAuVkI2YQ/Eb6+E6nAcH0+GjSvTU7QLTelPu6BJyIahTvi76IEL+w6FpkHYJq0S6C5dhXzFUYj+uQTyDd7QZLQ9IXkNdhzqhc9eXg/56qMQD14LhVskdFcqYLihO6pbYZWlhoZm6K9WQ3e5HPoKtq2out4cYN+zrBImPDyc30h+8803r53D/uM//oOf09h57K9//SuvRP/0009vqqS5fPnygK+kYedYlUqFzMzzVic0mUBiMsnr2An4+QfBPyCYQumX+PoF4shRrw6PU0sNq5A+6nEMAYEhwrnyiumM1HuYo9BkD7feOtYmu2ZmQznMmjUL+/fv5z37sAdv2L02ovuw7n1/+uknvPDCCzysd5n//u//JqFpJvS60GxsEX6X1Tbd/yRkNkK74eVFJDSJHoGE5nUsWmjWNvExepV+8bwSXO7oC/GoTXzIG13O5bZurs2k5zISmgRBEAQnNTUV27Zt490L3dqoZULzww8/xKpVq3gXeITl0BtCk91Az87O5hVD/RFvb2/e5SyrbGLjzrEuGpnEvPW4bs9f/vIXfqNp7NixsLGxwb59+3g3T+xvgj2BzsaWtZqqZJM4Y9WAhsZW3i2s7kIptGcuQhN6DpoIIfHZ0GYWciFnaGhp6471bhe+wiLZRTqrvtSkXYTqmNAIX34A4h9tIV15oK2hkHelretU1t3sPdAX10A2yxXiT2ygPBQFXUmlsHy5aWr3uSY0xzhCk5QDQ73QSOgtoakzcJmp8k+EbL7wmb5YD5V7HPRsu3YgaQ31rVDs8odk4nYoDoVBk1V4082Oa+j0XHSycTLUgSlQukRA6Sw0enySob9c3VbVeR/b2pphlSfsQZ+OzjF9lePHj/PzGBsTmHWX3dH5i4X1onBjJQ0bM5hVbbLXs+/s9vHPBloljUaj4et09uw5HHb3vKFi0fLjfsQTHp7e8PENQHBIOEJCIyiUfgnrevXYcZ8Oj1NLjdvho1ziMplbVFRsOiP1HuYoNO8U1m3tl19+iXXr1vEqQtYrAHuIkOg+ubm5vB3ChsZg+eCDD/Db3/6WhKaZ0OtCU2gbqE+dvzZdts4TolcWk9AkegQSmtexaKFZ33xTV7ayLccg+nQVZPP3Q3ehjPeGxR64NgdIaBIEQRAcNu5gdHQ0H+OlozE0x4wZwxuubMxBwnLoDaHJqoK2bt3Kq4b6I2ysIBb2ZDP73mdPN7OKphuP6Rvzy1/+Er/5zW+uVTuxauShQ4di2bJlOHz4MO9aq6qqil9LWHzFJqu+Fi7Y9dUN0GRehCooiTe4pbP2QPzhGog/XwfJiM2QrT4EpUcENOn5vAHOL37vhHBRrC+vFRrhWZBvOw7x8I2QTNkB6bK9UAWfbuvSVSJvk6n3sXn1pXWQL3OD+DtbKA6GQXPhCgyinqsO6EuhadTooI5M5b+XLt8H2Tp3aJJz2+RuB12FsrF0VJ7RkK10heJQCFRCg0Rfe3s3vazSlYleVUAypOMcIXp1KUSvLIFsrBM0kWfbuqpV9dy4o5YI6/Zt2LBhHZ5j+irt5zF2bmLjaHZ0/mJpr6RpH2vz4Ycf5t3UsapOVknDupNnn2egVdKw6kw29ufZzHO8UtHD87jVhH1e1uUlq5DrSDJRKH0VJtSZWPf08u7wWLXUsM/LqqOL++D+lCUJzQcffBCDBg3i18jsoZmcnBw0N9//zVTizrCHJ9n42aytzcLG+3/++edJaJoJJDQJc4aE5nWsSmiuF84jry2BbJpw/iiq7vD+w0CFhCZBEATBYY3RgoICLF++nHctdGNFGxM+CxYs4OMSsjEGCcuhN4QmG7uNjet24w0Qcwq7WfPYY4/xJ6OZyGc3bRwdHeHv78+7pC0tLe25ik0m8XRMImp4VSSrNOxSWDVfV8ZGZO+tVAuNaDHvjlSbfRmaGOEi91i80ND2h9zuGGTbPPhYl5KfHCCZuAvS2c6QLhEuptccgGJPANT+ydCeLeAVmOxinMEaQExS6kqroU2/CKVHHGRrPSFdsA+SGQ6Q7zjOL9pZQ/5+KzPb0Vc2QLH9BCRTd0JxKJSLV0NzB1WKXaRPhGZwkrDel6ArqYZibxDEYzdBttUTqtBk6K5UmV5xO+xmh8onXmh8HGoTmvEZXD5fg1VmimXCdi2H0usk5CvcIflxG0Qfr4boQzYu6A4oHAOEz5XFqz15o6U/JH17JbCqbXxPHuF4Yd3v8srg2iYuutmNHKNM0SNjmHaWsLAw/POf/+zwHGEuYd3Svvbaa3zMYNattrOzM4KCgpCRkYErQiOQnfNZF939BTuPsjHD0jPO4ri3L5d81hL2eVl1GOvysiPJRKH0VZjQZMeitf0NsjChySo02Xi+vfnAmjkKTfYgIOtullX/swds3nnnHT5EA+vNxNbWlstM1kUqG6aBPchI9Dyst5hXX32VhKaZ0C4kpKv3C+0UHyhdwqE8FA75Th+IP11LQpMY0JDQvI5VCc21HhC9tAiyyXvN7vxBQpMgCILgsJuaIpGI3/B85ZVXeAO2vVH7X//1X1i/fj3vUohVVBCWAwnN28O6WGbHPKvaZHKfVTsxwfnVV19x4R8YGIjq6uqeqXRiN9GUKhhaxVwI6suqu5a6Ri4mOwt7jb5RBN2FEqiiUyF38IVkoh3Ew2wh+nYNpHOcIHfxh9I7FqqwVKjChYSdFhrn3hBP2grx6E0Q/7gB8u3eUCdn8UpMVmVpEEv5uI3KgEShYX9AWN4mtL60GNLZLryRpDl7qa2yk63zfVZmtmMQLtqVh8MhsznQdiHP3re+xTS1+/SJ0BQaECqhsaKKSIFsxX6Ivl4NxcFwLpUNrFr1DtxLaLJjiVdmBiYLDcldEH9sI+zDPcL87pCuOgjpYhc+Zim7uaK7VM4rRPvlSUxWCazSQN8kun4MC8eLtqAUmvOX+E0c1cmz0OYUQl9ZC4O057oUvl8sQWiycxm7Ic2qNlnX2mxMLtYlLevSjnVpy7q3Y9/7/QU7h7Lq95TUdN7lZUfCwVLjfcKPS6TAoNAOJROF0ldhQpOJPXZMWtvfIfsbLCgo5OP5MqnZW5ij0GRdmbNeS9iYmRMnTuTDkvj5+fEHYlivPqzNwM7hrP3Ixnwmeh4SmuZFu5CQLHCG+GtbiN9bBenPu4V20CGIPlhJQpMY0JDQvA4JTfOAhCZBEATBYY1RNp4Va6yOHj2a3/hk3dixxiyrVDty5AifTo1Wy4KE5r3Dts/rr7+OCRMm8HHp2I0ptq2UytvHOOw0Wh2vRtNmF0Htf5qPc9il7IsSGiKnoPZJ7VyE1ygPxELpFAzZNuEieeUBSGY5QjrfBXKbI1AeDIc64Ry/kNddrW7LlQqo4zKh2Cu8xsYNksk7IJ0nXFiv8RDWRZj/RCpUh+OFZYYKje0jkMzdBenM3ZDN2A+lWww0wmftjoA0CK9VekV3+UL+jpiqBjUB6b0jNIXtKF17EDL7Y1AcELbd1uOQLT0E6dw9wvbbA3VkRluVLqtYvQN3FJo3VmZ6sjFK3SEZsR3S8Q7CPoyAOjYdqrAzUOwL4t39SqbZC/s9AprEHOgKy3klra7gKnR5V4RjsRjas5egOZ0HTcx5qAPSbjtuNBGZ0JzJ55W52vNF0GZ1HDaPJlqYNyTj5mUcP8MbzvzYaz+GheNF4RwM+e4AyIX1ZPtWFSk06LIL+ZiifY0lCM32sAc0Hn30UX5DfcqUKbC3t+fjg7Kb0v1ZWcNkamnpVSSfTrE6kcK6mw0IDEJwcChCQ8MplH5LiJDAoGDh+j8Q3lZWpcmE5oULF6FQKLjU7C3YOJMbN27k15H9ke+++w4ff/wxfzivo+8IFlaRye6VPfHEE1xiDhkyBDNnzsSmTZvg5eXFh19glf1isZi3B60L9tSdBgatBLKaQlTlnMKZyCD4HvPB8ZAk+J8uRE5FC5pUOqh0Kmjl9WgsTMOlpGBEBnjDw+OEkAj4C9dCpy/WoLhZBanm3u1pEprmxTWhOdcRoneWofXx2ZCM3grpwj3Cfy/vfaE5fjd02SVtD4uayRh4xMChp4SmwitKaG8GQjLZAaL3lkPllWR6hflAQtM8IKFJEARBXIN1t8S6D2JP4X766ae8cct+bt68mf/e4scPtEJIaN47rJutVatWwcPDA+np6aisrOTdzfbE0/ysSk2bfwVK7zhIJzlB9MKirkW46Ba9vBSiV5d1Luw1Ly2G+MOVEI/YAOmyfZC7BkEdkw5dYaVwgdzCuwJljWPejSwL6x5XooChUQTN6VzI9wcJjRZHtD6/oG1d2HJfWiKsE2sUbeIX3SrveD7QvKGmiY/v2B1B2GtCk3WBKjRW1L6pEL+xoseFpiY5G7LNRyDd4MarS8XfbUTrCwt51aryeCy0F68KH+7uXcDeSWiy/dNWmXkakjFCA/ID9lT4HijcIqATlmsUS9v2V0I2pDMcIRq0DOJv10I6zwUKz+i2hpIbE4q+kO88Btm6Q8I0Z+GY2ALROytvO27E327kN2hk690g3+oB+XbPDsPmYWOmigfZ8Bs515bxChvTs+3Yu34MC/lgBURD1kIyy5436Ng6MRmrK+v7BpYlCc3f/e53vKvA9nGBz5w5w6vMWWVNb1Yl3Qs2fibr7jEpKdkKK8MCEBISilDhOGPHGoXSnwkNDUNwcAh8fP07PF4tNWzs0Ozstkr13ux+m/VuU1tby7tn7Y+wB/HYWMqDBw/u8DuChVVksq5l2RjyTL6GhoYiMzMT5eXlaGxs5A+/tFdjWl97kF2bSaGTl6LytAcSHGZj4dCP8fqzr+C5z2bhnXlHYB91CTktSjQrmyCrzUC2x0ocmvExhr73Ah5//EUh3+Ltz9Zg3v7TOJ7fgnKxcC1tWvqdIKFpXtwmNB+bBfGPmyD5eRdEbwnXvL0sNKWjHPiDivrGVhi7MgwJYdX0iNAMTIB8bwBkaw7yvwPJVDv+wK65QULTPCChSRAEQdwEe/o2MjKSjx3IhCb7yRpUxcXFpjkIS4KE5vWw8eYeeeQR3uUyE/nff/89xo8fzwV/VFQUcnJy+A0pdlOnp27msC4/deW1XAyy6kb5vMOdy1whP7tBNvOAcCHqAunE3Z0Ke41suivky49CsSsAKt9EaNLyeSUmE49GNrblXT6rvroRmvQLUO6PgmyWsA5ThItsttxJeyCbuheKbX784lyXf4WP83m36sP7hTXuVUHCBf/OY5DvYctP5F21dhuh0cbGcFR5JEL82nLhc+yB7rzQgJHIhDftvvRh20DJGiOr3CAetgHiweuFbIDCMYg3lAwNraY578xtQjMqBdqcYiHCst1jIVtxBJLxuyCdvgfKw1HQnC/gr2H7kN3c0F+u4pWZTGQygS0etwXStcLxs/M45PbC9jRFttVDaOAcgnSRK6RT91w/ZsbsgmQ4q/B0gnTNIWG+o1yAyu3Z62+PbP1hSBcIx+XMm4+79rCq3RuPZ8VqT+GYOcErg9k+VieehzbvMh9Xs69hN/nNTWiyLmZZV9msm+wXX3wRH330Ea/MmSW0wVh38uHh4Th//jx/KINVJPU3bEzu3Nx8xMUnWKXQZMLgVrFEofRXmGD3tUKhee5clnAuahwQ58Sehj2wwgRkYmIi1q1bx78T2r8vWBuPVWyyyv0vv/wSo0aNwooVK3i7ICEhAVevXuUPnfTUA3xmjVG4dlWWQ16ZjCTPPXCaPx9Lpk3DuAmTMGrybIxZtAGLPBOxL7MSF8vzUH8xFP5bV8Bm1HBMHDMW3/80EaOHjhPa1EswcmMwVodcxrlqGdggLnfbsiQ0zYvbhObfZkI8dD0kU3dA9Pqi3hOaD09D6zM/82t/TWI29HVNPdLeIqyLHhOawnEtXb4XkkXOkC7ZA3XCedMrzAcSmuYBCU2CIAjiJpiMYmNasXMmuzk6b9483ohiT+cSlgcJzeth3SuzLrnYMc+qmE6ePImioiIuMdlnYk/Y9/g4S0w0CY1Oo1wFQ7MUhprWzqWqGfqyBl5Nqc0shCYlv1PRni2ELr8M+tJaGOpFMIplbSKTNWBYd0X38LZ83YX5DTXN0F2qgDar2LRc1hVpMfRX64RlynklKpeCPSCCmXRUJ2RC7hoA2TYPKFyDoCuuME3tOqy7V31VHZSuURC9uhSyGQdgKKnjlZs9ARv7k3WfKl/ijtbHZ0EyYitk9t7C9soTto+adxt7L24VmsrgJLCxOBXuUZD8uAPiD20gW3UEqqBk6K5UtnU71d5NODvWZAroS6qhDk+F1OYgxBO3Qjx+CyTzHCHb4QnFwSAoj0VB4RfPGzmqqFRoknOuHzOxmVD5J0F5Ih4K71goTsRC6cMS13GChPWLTOHd7V5bxg1h43jedDzXiXglqaFF2lYZzLrgvc9t09OwG/zmJjR/+ctf4m9/+xvvJn7GjBlwdHREjNDAY+exuro63h5iXWUPlBvUNTW1SM/IRGRUDAlNCqWfY5VC08cfGcI5qLq6pl+73+4t2DUru3Zl17SDBg3C448/fu37glVkMpG5detWeHt78554Ll++zCUm2xbtw4xQ7zwCejWMjZlozvLEvk0umPTTbuzxikdc7lkkBmxH4J45mO7igx+PnkVMajhKT7tj29JdmDbJBa7+KUjIyURW9B6EHNyA4as98YN9KqKKmsEe1brbLXISmubFrUKz5dEZEH1lA/G4zWh9dUGvCc3Wp2dD9MkyPgyI5kwuCU2iS/So0GTSbbkL75GI9VBkbpDQNA9IaBIEQRA3wW50yuVyHDx4kDd+WRdFrIqC/Y6wPHpDaLKbJz4+Ppg+fXq/ZNKkSfjpp5/4TX32vX/jDf8b8/vf/x4vv/wyPvnkE36zYP78+di1axeCgoJ4NSbrkpF9lgF9Q4dJKp2wfkwqtoiFxm5z59Is4hfQrBvZ7oy30iZllTCIJNeWy8Qjl1E9DBsrUn0mB3L3UF4hqNjtx8eB7C5c9pXXQLk3ok1ozjwIQ3nPPcjBlm+oa4LaOxmyOYegdI3gNyv0lfWmOe7NbULTJw7yfYGQrnOHZKwdpJMcoTp+ErqichhYZektGHXCfhL2t+5ypdBYSoXySBQUB8Kg9IyBOjoNmpQcaM9d4g037cUS3o2tvrbx2vHCKmF1RWW8m2RtThHY2K93DVvGlQroKuuuH3M3hB0zA5Xc3Fze7V5H55i+yNSpU/nYZx9++CGXlA8++OBt5zB2Q5qdv1k1JnsYY/jw4ViwYAHs7Oz4OTgtLY1XYzKJ2Zvjw3WVqqpqnElJQ3hEFAlNCqWfY61CMyU1DWVl5fzBNUujvr6eX8+ynkb+9a9/4fPPP8fXX3+NkSNHYtq0adizZw9OnTqFS5cu8QdXLbFKtUcwaGGUlEB69TTiQhJxYH8yTueUoqzpKopiHZCwdzpm7zmOYYdSERF3HBfj9mD5hiMYYxONwLOVqBbVQnQ5COeDnTFbuP4btzgKodm1qBEuu+92FURC07y4TWj+ZRpaX1sI0UfL0fr32bxtoXAOFa79s6Bw8e85ofnULIg+Ftotqw5CczqHhCbRJXpcaDLptrbtmDQ3rgnN4Tv4Q7zaS6V33RY9AQnNzkNCkyAIgrgJJm5Y5QYbK5CdL8+ePdvzVWnEgKE3hCY7htiNIVbZ2B8pKSnBuXPnsH37djzzzDO3SYD2vPDCC5g9ezb27t3Lxxe6ePEil/fsmqG9GtMsnkxnq8hkJKskZJVsnQmr3uuJykn2+hvXgS33Ht3VdhWDRA5Nej4UXpGQbfc0G6HJt7OwbVjXsrqiShjY+KRsPNFO3HS4VWgqjkZCssIV4qk7IF19QGjYhENXcNVUYSu8363w/WTg040yJYwiGQytsrYqWvbfrDpXpeYVtXysVLacG48XJq7Za9k0Ns+9YloGv7Fy43La0w2J3tuwcwA7J3Z0jumLMBHJKit37tyJzz777KbKmvb86le/wttvv81vTDs5OSE6Ohp5eXmoqanhY8K1V2Oy89hAPJdVCJ/xVPIZhIZFkNCkUPo51ig0T/j4Ifn0GVy+fAWtrdfFgaXAHsxxd3fn4ycPGTIENjY2/GEXVo3JupRtl5jtY2NSW+9OsGsnDQxaBeRShXCsyKBQSSAXXcHVKDvEOU7Fkn0nMMEjDVHhB5EVaYc5rsEYfigPccUtwvZtgb4xGcWxXtgydi+WjPFFSGolrgiXQbK7fDWT0DQvbhOav5+Mlj9P5WKz5Y9TIHp5MeR2/lDFpUHu7NNjQrPlselofWM+pIv2QXOKupwlugYJzetcE5qj7aEKO8Mf8O3tvykSmp2HhCZBEATRIazb2YyMDF6lRlguvSE0+xsmA+KEa4/ly5fjiSeewAMPPMDHxnzppZd4NeawYcN45ZOtrS0CAgKQmZnJj3cmYelmzsDHIFzwa85dEi7soyFd7wb5Vk/o8ktNU7tOrwtNE0YmmFhXql1oGF0TmkIDUc6e7t7tD/G47RB/ux6y7cehPnkW+lrL+Du2Zph8ZDeamZxkN6DZuYudy/7yl79cq8Zk5zEmMtmDG35+fvwhpPLyci4yzWXMs5LSUkRFx8A/IJiEJoXSz7FGoel9whfRMXF8HM36+gbTmclyKCws5Ne5Hh4e2L9/P++CvKCggD+8R2NjdgVmH9XQqRrQWHASuSF7cHj9AiyfNRtzdgdgVchZJETsRUbwRkw/EIJhHgWILxFBr22FsSUVJfHesBvtgpUjvRFypgLFekBKQtNiuE1omkRPe0QvLoJ803EoQ5Igd/DuvNCsa+bX+Uo2LAQTRzt9Ifl+M1rfXIzWF+dCOs0ZmsQsEppElyCheR21XypE762AdEbbGKD6yjrey1Fv0mdCs7EV6rQ8fh5iD4dLF+8X9vsCEpp3goQmQRCE+dE+7spA7KaO6DksUWiyrrNYVRN7Gv2Pf/wj/vznP/PuZ1k3js7OzggPD+eigMl6dn3AnkynKmTzgVUSanOKoTwRC8lS4aJ++QFos7p/fdlXQpNXSbank7QLTanNfsjsj0G26ShEn9hA9PYKKJxDeBevBrHUNDdhrrBzEbvpzG5Es25kWSUm63aWVWNOmTIFDg4O/DzGqspZNSYb76z9+5q91iwqywUKCou42LM2mclCQpMy0GKNQpOdewIDQxAXl4Dy8u6PxT3QYA/4sYf2SktL+UN7rBqTxsbsDnohrVC25iLXczmOTHkX3344FE++txATHcLhejoLaVHOOOOzGpP3BWCIRwFiSWhaDfcSmq3/WAiZzVEoTjAx4dlpoamvaYQqOhUK7xgoA05CcTAUstUHIP5hA1r//jOkoxygiTtPQpPoEiQ0r6MOy4D423WQLT8E7dmLMNQ3C3+A7Pzfe/SV0GRDAmlyi6AMS+YPR0um7kLrs3NJaN4JEpoEQRAEMTCxJKHJxCT7DKwrrR07dmDOnDkYP3485s2bx8fGZHKAVTGxGzusiond1KEbOuaHUamGrrhcuOg/Bck0R0gnOECbUmCa2nX6TGh2Az5+aHgKZJuOQDpvD8TsyewXFkD09iqoPBKgb2hBb4xbSvQdTEqyMatZlfmmTZswc+bMa2P82tvb8+4CU1NTr92gZucxc4Odd7m0LSzi1Zk+vgFWl4OHDvOxTtnYdhTKQMjOnfZwc3Pv8Hi11Pj6BSIsLBJJSadRWVVlOkNZDuweWHsPJERPwB58VEAjr0Rlqh/OuG2A00ZbzF+8DcvXeGD7Dh+Eum9B0PG1GO3ki28O5iKquAUabSsMJDQtnvsSmquP8B5mZDs6EJoiGe+BRhmaDMWxKKgiU3hVZjv68jo+dr7CPYyLTaXfSci2HIV4lNAWeOpnSH9yFNpDl4TlSGDsZflCWB4kNK+jSciGZIYD5Du8oc0u5N09W4zQlMigLSqDKioFckdvSMbvQOvTc0ho3gkSmgRBEAQxMLEkoSkWi3nFUkREBK/E3LdvHyIjI/kYQjeOE2RuVUzEzbDGlb66QbjYz4Dkhx2QfL4R2vh809SuYw5Ck62jJjkbcvsTEH+9AS0PT+eNSfH7a6EJOyc0tgzCTHRcmzOs0pKdr9zc3DBmzBhs2bIFwcHByM7O5r9nN6bN/TzG1putf5HQLgwJjUBgUKjVZfuOnRg7diyvwKVQBkImTpwEewfHDo9XS01wSDji4hOQcfYcauvqTGcoy4Gda2lszJ6GjUmtg04ttCnEtZBUnEZRggdcZu/Eok9t4LpxBfZ5bsB3270x2DkTYZeaoNC2QkdC0+LpttAUXq+9eIWLTPn+QCi9Y6GvrDdNBXSXq6BwDYJibwA0KblQx6VDvsPrmtCUTdgDXU4ZH7+e2gJEZyGheR3t2UuQbTwC5aFQaPOKLUposmFv9BU1UMdnQL5TOH+M3sIrvElo3gESmgRBEAQxMLEkoalUKnn3i0xqnj59mldjlpSUoLm5md88JywDLjRrG6GOPAvJsO2QfGILbVyeaWrXMQuhqVTxBqbCPQribzah5a8zIfpgFWQLD0GbUWSaizBn2LhmrAtZVoV55MgRJCQkoLi4mJ+f2yWmuaPV6qBQKHGpoBChYZEICg6zuuzffxBr1qzDipWrKJQBkXXrN/DK4Y6OV0sNE5qRUbE4lZyCquoa0xmKIG5Br4G+tQSiq+lIOpuP48nlyK+RQKFXQCfNQUOWP9xn2WP5+6twcJstDvk6YOxaT4xYn4jg7Fo0KhsgL49AXrgrFs84gKk/hyLkXA0qhK9zxQ3eiY2DzXphcHR05Jk6dSoeeeQREppmQreFplwJXUklHyeTdQWpPBLBqzLb0RVXcpmpEKZp0vLa5rO7QWhO2gvdpaq26kwSmkQn6TGh6eANyUInSJfuNluhqbtcAaVPPNRxZ6Evq+E9JAkNMNPU3qFPhWZl7Q3nDxKad4WEJkEQBEEMTCxJaLJKJfYkOrvpz7phZGKAnky3PKxaaAqfXXe1BqqwVEh+3IHW5+ZBOm8vVAEJQoPLvBohxJ1h5zJ2DmMPabCfliIy21Gp1BCJxMjNu8ArNDsSDZaegMAQ3t0lG0uTQhkYCeTHZUfHqyWHSc2o6DhcLSs3naEI4kaMwrWXDKrL4SiN3oJldkfwwap4HEmrRKNBKXxPX0RTfhiOz3GG7Ufr4OnsgOOhBzB74WFM/jkEAWkVKJNUCfN44IzvVoxa7o5vNyQh9GIjWKvrxk7jT548iUGDBuHBBx/keeCBB/CLX/yChKaZ0F2hyYaM0FfVQ3M6m09THAiGXrjmb+eeQnPKPrMTEsTAoaeEpmy7J8Sz7CBZ4Gi2QpONXcs+v+5KJYxiWdt26OWHBEhodh4SmgRBEARhxViS0CSsA6NWB0OzCJqTOZD8KDSYPl4HTehZGBUqobXf9e5gjBI5fzJauTsMolcGqNBkgr5VAl1BOVQeSVDahUAdlg7dpVIYRFLTXAQxsGHVmaz73OycXKsVmhQKZeCEVWmS0CQ6xihce6mgaziP+pzjOLzPETPm22Lp+q1Yb2+PbbucYGe3D1tWe8JxQwDi40ORlnoCjivWYOGPs7F02Tqs2mQL28XTsXTefAy18cb0I/lILhNDLiz9xqvWoqIifq9y6dKlPMOGDcOf/vQnEppmQo8IzeoGaM7ktAnN/SQ0ib6jy0LzkWlo+ftMSBe4QhWdAtkqN4gGrYRk/DazFZrsngKThKzNbVRrhe8Ag/BLEpoDDRKaBEEQBGHFkNAkzA69nl/0a1MuQTrSAeIP1kB9IhmGxlYYVTc+6945mBDUFl6FYlcwRC8vGZBCk8MaVELDijewhM9r1Oj4f/d2Q4sgegrWpS7rHvzc+SwSmhQKpd9DQpO4O8I1lqEFqtY8XPDfAs85n2Lw60/iV7/5Ix74yyA8+s4yTNoZhSPnylFQX4yGK5GIWT8a699/GG/+9bf41a/+F7/677/jry+MwFfrgrA5sQYXG5RsqTfBepVh42izMf9ZfH198fLLL5PQNBNIaBLmTJeF5t9nofXt+ZCtPwJ18nlIZ+1Dy/9Ng3jwOrMVmrxNbRDCfvZR85qEZuchoUkQBEEQVgwJTcLsMBh4A0t3vgTS0Y4Qv28DtVciDLWNMCrVppk6DxOimsyLULgEQzJ8KxRbfIVltpimEgTRU0gkEpRXVOBs5jkSmhQKpd8TGRWD4stXoFaruVQiiJthN7WV0Knq0XghAbkh+3HYcTNWrFyLFetdsdE5Aj7JRThfK0GjohmKliJciT+G+L0b4LTRBitWsGzDxp1eOBx3EYmlUjTIdfe8Tx4SEoJXX32VhKaZQEKTMGe6KjRbX18E8cgNwjF9HKqYNEinOPPfi79aa75Csx8godl5SGgSBEEQhBVDQpMwV/QXKiEbuxvi91ZDdSReuDivg1GhNE3tPOwmgkq4uFccCuENMJV3HAwtEtNUgiB6ilaRCFdKSpGWnkFCk0Kh9HsiIqNx8WIBH9uXSU2C6BgjjAY9DDottBoNP1bUai00Gh10egP0RmE6jwEGvRZ6rUaYxuZhYf8uvE4nzGdg85gWeRdIaJoXJDQJc6arQlP06WpIl7lAvtuPj6EpGedAQrMLkNDsPCQ0CYIgCMKKIaFJmCu9IjTjM9qE5vpDUPnEk9AkiF6gqbkZFy8V4PSZFBKaFAql38OE5oULl9DS0sq7/CSIgQAJTfOChCZhznRZaH5mwwWbfI8flAEkNLuKUaaEKioVMofjUIWcgiYjj1e8ktC8MyQ0CYIgCMKKIaFJmCskNAnCPKmvb0BWVg4SEk8hOCS8Q8FAoVAofZXwiGjk5V1AY2MTlMquX0cQRE9CQtO8IKFJmDMkNPsXo0IFddJ5yA8ECtvxJFSxaVCGJZPQvAskNAmCIAjCiiGhSZgr+uJqyBYdgvi7jVAeCIc27zIMIqlpauchoUkQfUN1dQ1SUtIRExtPQpNCofR7wsKjkJGRiZKSUojFYtOZiiD6FxKa5gUJTcKcIaHZvxiVauHvOh8Kr0jeda8q4jSUIadIaN4FEpoEQRAEYcWQ0CTMFX1ZHeTbjkM8zU5oRPnzpxr19S2mqZ2HhCZB9A1l5RWIi0/kEqEjuUChUCh9Gdb1dWLiKWRn56CxsdF0piKI/oWEpnlBQpMwZ0ho9i9GlQba7KJrAvPWkNC8HRKaBNEhRnZGgV7TAlFlLkrTwhHr5oKD69bBTojt5u3Y6hYA1+gsnCqoQ6VIA7lGb3ptz2HUKYUTTgPEVfm4ci4Scf5ucNm2GVuFdVgvZN26TUJ2YOfe4zgUkY6Y7DIU1yvQLNfBcD8jzVsiWhEgK0bpmRhEbNuLQK8YBOY0Iq9eBa3BSrcJQdwFEpqEuWKoahQa9UGQLnGB4kAwCU2CMBPKKypxMuEUoqLjEBEpXK9RKBRKPyZaOBelpqbj4sUCtLR0/TqCIHoSEprmBQlNwpzprNBUuUaj9bmf0fr5Soin7YDM7hgJzW7QV0ITai0MLWJoojIhneqE1jeWoOWR6SQ07wQJTcL8MAj/iKCRXcbVM56Id5iN5R+9gvd+8Z945D//E//92z/j9x+PxxuL3LAxMAtnSiSok2qYBu1BjDAoW6Cvz0d56nFE75+PlWM+wit//C1+L6zDfwn5z/98UMhf8Og/v8MHc52w1D0RYTkNKKpTQKM39vD6mAkK4aKwPhIJ25dizu9fxoTBSzHB4xKO5Ymg1An7dSDC5LNeWDe2fpSuhW0/8tVdgoQmYa4YapuhFBpcso3CBb17GAlNgjATKiqqkJh0mldpUigUSn8nIeEUzp3LxuXLVyASUZezxMCAhKZ50SdC0yUAij0kNImep9NC82gcWj9YjNbPl0P0/VrINriT0OwGfSY09QYY1RpoQs9B/NG6a+cnEpp3gIQmYV4If+A64WKk5ixqMo7C024T5o+bj4UzV2DJkrVYt3Y1Nm1YhhXL5mPuvCWYtNgF83fEIOBsBUpkekh1PWBVDEpAW4emgpM4d3QDjm5divkr1+HnlRuxau1m2G7cgs1btmDLpo3YYrsOm2zXwtZ2DZYv34HZs/fD8fBpJJRKcFWshd7aKjXNUGgaqpqhPnYayk0BlC5G458OQyOJh65AQpMwV0hoEoR5UlZWjri4k4iKiqFQKJR+T3R0LBITk3D2bCbq6+tNZyqC6F9IaJoXvS00tbklkNkchsz2CLTpF9vmsz9OQpPoETorNNUhZyAeuxmiz1eh9Z/zIV3oSkKzG/SZ0OTFNHpoI7Mg/nj9tfMTCc07QEKTMC90MKib0Zp1DDluszB7+Ew8+89lmOsUD/9SMUrEjVA25eCSny085w3Fp+9PwGPvbcBSj0zE1WtQo+wBaaZrAeS5KIrehUNj38bUwV/jpfG7MGnfGZwql6BObYSWeUqtWJjvKqrP+eG061ys+nEUnvv1YAwe7YQNidVIqFRYXzerZig0dWevQPr9zpsueCmdi2yCC/QF1aYtSnQGEpqEucKFpmcUZJvYBX1Y2wU9CU2CGPCUlpYiKioKYWFhFAqFMmASFxeHiooK05mKIPoXEprmBReaQacgmecE0bvdFJpOvlC4Bt0sNDMKIZ3qCOlcF+HfC6A9exFyB28SmkSP0FmhqUk8D+mqfRB/bsOPb+lkJxKa3aDPhKYJbUwOCU0BEpqEBcG6rZRAKytGcdAWBC/+EmPHLcaL492xNTgfeSI1mtUK6GSVaMo+gdSDyzDv89H41wuTMdsuCgfzxChu1ZiW1XWMiioYqqORemQ9Fnw4CMO/moaR2yJhf/IqiptVkOn5mgr/pxbORCJIqzJQmXYAHsunYuQjL2Do90vw49E8HMlthkJnsK6eOEloWmVIaHYdEpqEuWJoaIVKaDjJd3pBvscPqqAk6Cu7XllBQpMg+gYSmhQKZSCGhCYxkCChaV4Y5Sqo489CZusO8SdtkufG3FNoqjUw1DdzASTbfBRyu+O8m9l2tKcvQTJ8B6STnaE7fwW63MuQO/qQ0CR6BBKa/QsJzc5DQpMgbkIvnEkaoBKdRYbrfOz78Z8Y+fNGvGeXDs+sOsiFOfgpXScDRJmoPbMfe4f+gAmPfooJy45hzck6ZNUq2Rzdwii6DP2lI4jYsRhfPPENvvh8LVYHFCKiVAmRugMpp6kBZGnIOLQUW177P/z0w0T8c8cZbD9dDanW0CY/BYxGA4wGPfRa4WSpVkKlVEAul98QpRAVVGotNDoD9IYbx+EU/t2gg0GnhlqthkIp/NQIy9EKP5VKKIXXK9gyFAooVGooNTpodcJ76XXQCfNoVMI8wjS5nEUpvF4DtVYPrd6I60Wkbe+h16qE9VNBKVzUqYT30gj/rlYJy1WwdWSvF6aZXq8zvf7aIu5LaLL30cOg10LHli0sV8mXfa9t0DuQ0Ox+SGh2HRKahLliaBZBFZ0K+R5ffoGvPBIBfWnXzwP6KuH7Py4dioPBkNm6QeV7koQmQfQgOp1OuH5T4tKlSwgODoa/vz+FQqEMmERERODq1aumMxZB9C8kNM0Lo1INTXo+5Lv9If7a9rb7FfcUmhotb9toTudCunw/ZDZu0F24Pl2bcAGSLzZDOsoRupwy/lr5bl8SmkSPQEKzfyGh2XlIaBLETTB1pYBOVYua7HhkB7kjODYFnhnVuFAv5zKTK7E+E5oL8MUTn+KjDxdi5v50eGU1o06hg47N0zZrG3phfTTVqMlNRNqRPQgNioB7RhXSK6XQcCHH1loPtbQekqp8FKUGI8l7Jw7Yr8eSJUtMWSpkG5Ytd8M+r2REZ1WhoF4KqfBGGqOwDJ0SqurzqMn0x7GjvrDZ4QPPwGDEnfTHcWc7OAvLWC9kmY0t1uz1hXNoBk7nXsDlwvPIjPVCqNtW7NiwWngPGyGO2LgjAF6xl5Ba2oo6uXDyZl39QgZpbT5K4twQ570XTt7B2OPtj1BvFxzftwnrbdg4prZC9mCHcxj8kgqRWdqMRpUOSmE9+b65l9A0aoQIn6vxMqounEKa30Gc2LAE9qvbt8NWLF16CHs9khB1vhKXaiWmbcAW3juQ0Ox+SGh2HRKahLliaJXwcTN5ReV2TygOhEB35fqTzJ1FV1oFpU8cvzkgFxoM6rAzwvex8P1KEESPkJmZCTs7OyxevBiTJk3ChAkTKBQKZcBkwYIFSE5ONp2xCKJ/IaFpXnAhce4SH/tS/M3G2+5X3EtoQm+AUamCNrUA0inOPKwSs53bhGZRhfBeQZCM347Wp+eQ0CS6BQnN/oWEZuchoUkQncYonNjF0DemoiLRBU5Dh2PME19h0soT2JBUj5y6HhCa4hLoC70Q7bAAQ575EO+9PRk/rA/Bzsgi5NeI0KJQQSl8uWi0pirIe1URGoUvIoMcreU5KE0+gfDdC7B9ylv45p0n8eBDD+Ghhx4U8hB+8+sX8duHhuDTUXZY4ZaC4JwqVGqNkOj1MKhbIc72Qo77DIz5YSJ++8wEDJ81H+u2zsXEf72FTx58EE/+5tf437/8Df/3r0l4d+4e7Djqi7AgdxyyHY8lP7yM1599GA/+5mH85oG38feXZmCkTQAcY68gu04GqUEFnbEB9fmBSNrwLTaO+xBvjpmNd8dOx8KJgzDxy+fx5KN/woMP/l1YxiC89uFSzNgSjEPxBchtUqBBWE8d2wh3FZp6GHUi6FVXUZ4biWRvO+yZMRRTn34I7zzctg0eevBlYRsMxWcjt2PloWQEnivHVZUeImHhveU0SWh2PyQ0uw4JTcJcMYhl/ElohVcUZNs8oHAJgK64613F6QrL+I0BGevC1sUP6pOZMEpY3wwEQfQEx44dw1tvvYWnn34aTz31FIViNXniiSfw2GOP4W9/+xulH8P2AdsXHe0jlnfffRe+vr6mMxZB9C2sFwOZTAaxWMzj7e2Nl156iYSmmdAuJBRu4RAP2Xzb/Yp7Ck0TuowrkA6zg+Tb7dClFpl+24HQvFIFxZFwSKY6oPWZuSQ0iW5BQrN/6Teh+fspwv6aAtlU4fweQjkPAAD/9ElEQVRxmYTmbZDQJCwGo174y5dA3VyEijOHEb1nAaYMm4z3P1mERfsS4VMoxVXxnU/6942qAcbmdOQE2WP78M8w+oMP8ManI/Cv0csxedlB7HCLRETaOaReuIzsojqUN0ih0Btur9w0YVRUw9iYjvTjrnAYOwPr563A4o07sW7HLtg5OcHBaQecdm2A7fzZWDBsBEYNno4vh66BzYGTCCyRo1ikvi403aZgzDeD8eu/DMIHoxdj1lYXbNrujL3btmHX+nlYt2AkRg/5Gp99OBjfDZ2FiVPXY9lGe2zZ4wx7553YsXEVbCaPwfShP+Gzb9dg1GIfHDlThnyRHBJt/TWhuXboq3jhjS/xj0GTMO7nVVi+YSvW73TAlu3bsWPtWqybuxjzfpqFZWv3YVtMEaJKJJBo9MJnvZPQbIJSp4C0Ih1VSbvhsWsjxo1binnz12HjZmGZO+3h5OQIhy2bsWPVKqycsQA/j/oZq+19sOtUJdIqJGCjowpHQI9DQrP7IaHZdUhoEuZKjwvNi6WQ7/bjjQWFeyg0KbkwyhSmqQRBdBfW1ayXlxe2C9dyrEpz4cKFFIpVZMqUKfj222/x+eefU/oxX375JcaPH9/hPmJZv3490tPTTWcsguhbCgsLsWvXLl4pzMLOGX/84x9JaJoJfS009RV1UAWfgnShK0T/WEBCk+gWJDT7l/4Smq2PzkDrq/MhX3UU+rJ601TzgIQmQdwPvMtVNXQqEWSNxajMi8JJ1yWwmzUU7/+4AM9M3o/N4RdxrlmLZlX7OI3dwKgEDHWozfZH0uYRsPnmH3j2kd/jN79/Hr9+9Ae8PWw5ljodgMPxUBwOSkX82WKU1LWgQSKHVKmBSquH3igspn1xrZdgKD2BgDWLMfKPH2LCmG2YfawAwXlNfFxQjVEGo7Ya1alHkeowCXMGfYknfv0hhv58EOuSm5BSJb8uNA9NxJjP3sOvHnoZLw61wRj7kzh+tgJlYhGaqs6g5KQddo99G9//5SE89ps38X/P/4yftsfgYHY9iltaIKvLwpWgNTgyfxjeefoHPP/mGiz3ykZUpRT1yrprQnP1p8/hyT+/isf+ORk/rA6EU3Qx8pvkaJKUQ1oWgTMHlsPmg3/ip28n4ostcdh6shLVUg108jsJzVootU2oSfNAxvYhmDNyNB54ejZ+sAmAV7EEec1qYUsYoGnOhaTAC76rJmD6M0/hu1Er8fmOdBxJr4ZY2KBsrp6GhGb3Q0Kz65DQJMyVm4Tm1qNQ7PHvntDML4HcwbtNaHrHQHPuEozy7ve6QBDEzZSWliIqKgphYWEUilWEXWuxoS1mzJhB6cfMnj0bTk5OHe4jlri4OFRUdP06giC6Q0JCAhfvv/vd73j+53/+B7/4xS9IaJoJfS40a5ugTsiEbM1RiF5aREKT6BYkNPuXfhOaz/4M0derIHfwhb6q0TTVPCChSRD3xAiDVgZlZQbKT7vDzWEFZk4ciRGffYYv3v8KH/60Ad9vjoJnRgVKFQZIeb+n3UUnvK0c8vqLqEw7gVj3rdi6eA7mjh+HCT/8iO+GDMVHXw/Gv74Zhi+/+wkjxs7FtNkbsN7hBA5H5SK5oA41Cj1krJtUtjqqZhhFhShOSULY3hOIijiL+IJmXGlU8nFB9ez/9RJIL8egLGw9Nv/4A9564E18P8MFS2LrkFQmvUFoTsGYz77Fg38YisHzD2NrbCnOlIkhUcuhlF5CXa4X/BZ9jTlvPIV/vDkeT410hW1QHtIa5GhUqaBpvYKWtL2I3DYD37z8I954fQmWuGciuFSMWnntdaE55C08+epo/HOUPWx9sxB7uQW1Ci2UGhE0kmKUJLojdNX3WDJhMl750QXTnFJwplqGOvFV4YTegdDMvgKl7ALyfLbDfdgbmD5qBl6Y7oU1J7JxsUUjrBurvTRCr6qHuikHWd6bcHTaxxgzciGe/uEoNvjmo1BlRAszxT0MCc3uh4Rm1yGhSZgr14SmRwSktm6Q23t3eGPgfiGhSRB9AwlNirWFhObACAlNYiDDjj1/f3/s2bOHhx2zf/3rX0lomgkkNAlzhoRm/9JfQlP00nyIR2+G4kAoDLWdX05/QkKTIO6JAXpVCyS5Psg+OgtTh72LP/3pEfzpjy/iiWe+wZeTdmLpgWQEZ1eiRKqBWGsQXsHUWA9gVAtv3wxRTQGKkuOQfMwZ/jumYMGYj/DMU4/ij3/4Pf7wu9/idw89iof+5yW89ME0/LjCE3aB55FaLUelTM/Hlby+LuzfhPXTa6FTq6ERomZRKaBWiCEtTURN4k44/DQcnzzwMr6f4ojZ4dWILxHfIDSnY8xn4/G7v8zG1B3x8C9To0TCZKBGWHwtROVxSNr8EzZ9+wbe+MkWL69PhGdOHdipkXXZapTXQn/ZHxluqzD2zR/x4WtzsehgOnyLRaiW3SA0R36KJ7+ywb9WhcEnvwFX1UYoefErey+1sK5JKAuYB7t5U/DX55bgy9l+OFHUioLmUmg6EpqZeVA2nUSSwyKseOxRjB02C584JMM5rgC19Q2ob2hAA08N6uvKUBjngqSd32HM0Ol44Mn1mOWUjFMSAyo1JDQHYkhodh0SmoS5YpDIocm8CIVnpHBh7ypc2B+BLr/UNLXzkNAkiL6BhCbF2nIvoTlt2jRMmjQJEydO7PGw5U6dOrXD9+2PsM86efLkDte1O7mfz0hCkzAnQkJC8Oqrr5LQNBNIaBLmDAnN/qXfhOZrwj6fbg/lsRgYGlpNU80DEpoEcU9Yd7MqaBqL0HDpJOJCT8B1rwtcd+2A0yYbrJn3M+bPWYR59n7YHFaItAoxpEbhBNEj3ksvvL0SankLWqsqUFWQjcvnYpEU6YMjh/fD2X4z7NYsxOqfJ2D2yCH4/qthePe9nzBi/h6sDipEZEELpKaxNTlMkBrFENeVoyI3G4U52cjOFpKZgKzT/vDfuQTbR3yM7559FY8/8DIGdSg0Z2DMZ1Px+4cXY5bDKYTVaFEmZ6aRfdk1QFKVhBSHCXAY+z4+neeAj3efQ3BBE9goZLwG8n6F5pgv8eTw7fhsawLCrrSgTnhxm0tsey95+RnUhC/HrnnT8ejf5uKzicdwJK8ZeQ0lUNd2IDRTMqEoD0T4himY9Lvf4sOnXsbfPh6JT36ciBkzZ2GmcH6axTMDM2dOxcQfBmHER0/juae+xa/+tBzTtiUgplmPsjar2qOQ0Ox+SGh2HRKahLliVKigKy6Hyj8Jkkm7IJ3kBG1aoWlq5yGhSRB9AwlNirXlXkJzxIgR+Oijj/Duu+/2eN5//30uRDp63/7I6NGj8cknn3S4rt3J0KFDMX369A7fsz0kNAlzgoSmeUFCkzBnSGj2LyQ0Ow8JTYLoCjoljJJCNOWdQOD6kVj07Vt498fVeH9ZFI5mVKFGByh63nvdAFu4DsqWSjQVnMGFODfEuC3F6vGD8cafnsQ/P5qGd1fHYmfsVdRp9FAZ9cJL1FDLayBtzMOljAREHz+BUB8/+AcGIMDbBX6HbGAz4lN8+4f/xXO/ehi/eeBlvNOh0JyJMZ/NxB8eWYm5TimIadCjQslMI9OmzZDWnEHGninYO+MTfLfWFd96FCC2RNQmM1nuV2hO+AZPTtiNL53SEF8hBju1tolZthQ9lJXpaIxdg93zZuJvf5qJQaOO4MD5RmTVlkDVkdA8lQJ5oQf8VozGkP/+NV741YN48Pd/xu//9Bc8/PDDd8ijQr7Fk0+vw0KHU4hr1KG8F3YsCc3uh4Rm1yGhSZgrRrUG+ppGqMPSIRmyFZLPN0F7sus3fEhoEkTfQEKTYm25l9D8+uuv8eSTT97SDumZ/O1vf8Nnn33W4fv2R5h4fPbZZztc1+6ECWESmkTvYYDRoINOJYNS3ITmxnrU1NSipq4JdY0SiGRqKLR66Ax6GPQaaOQiyFoa0FgvzFNTJ6QR9Q1itPL5DMJ89376nYSmeUFCkzBnSGj2L30uNOPzIP5yE0TvLoNkpgMJzTtBQpOwOAzCiV3TBFllGrI8l8J1ztf41ydz8eI3B2AXWohsqQEtPVOieQfYsoULYZUUypYaNFfkoPxiDCL3r8Lm71/H919PwGPfumHhofPIV+jQrGqGQVyAolOeCLafC9s1Nhg21x6rHQ7DKzAQPn4nEOB9FF5Oa+G6fCzGv/MhXnrgZXxlkUJzGob899/x5Vs/4quF9liw1QUHDx68Q9yEhMD9SBpOZVUJn9MASY+MkXozJDS7HxKaXYeEJmGukNAkCPOEhCbF2kJC83pIaBLmh9D+NyqgU9agLisSmcft4GS7FNNnzMX0+TuwaJMfDsdeQGqVCHWyFihailGS6Im4vauxZYUwz/R5QjZh6dpjOBhzCcnlUjQodPyuxt0goWlekNAkzBkSmv1LXwtNXWYxpIv2C/trG6QLnUlo3gkSmoRZYRQuLnVKKEUtENXWoblVimbhglOlu7Eyj11+aqERX0Vtoj0iN43GF29OweMvbcYqj2wkNutRp+6K+GKvMcCgVUIjbYaktRm1TVI0SdRQ6Q3XpODtqIS0ojr9CFI2DsLcEWPx6xe3Y9yWUzgj0aBSuKhWlYUi0nku5n30DD75ajj+OHwLJm51h09UFIKjEhEdnYqzyQG4mOyMrWNHYtADL+OH/hSa47/Bk+Oc8eWuVMSVi9Fieoe2peihrEhDQ/RqOC+Yhb89OhefjffC4Zwm5NbfQWgmp0FefAyBq+fih1+/hrGjNmNOaCXCiqXQC4vseLv2DSQ0ux8Sml2HhCZhrpDQJAjzhIQmxdpCQvN6SGgSZodRD6O2HoqGTJz33YpDc7/F9x+9iocfewaPPDsYL3yyDJN3hGN/Sinyqy+j4epJJDj+jO0/vIZPXv07/u/hZ/Dwnz/CS2/PxehtUXBMqUFBk/Iu93baIKFpXpDQJMwZ9YkzEL2xHJLRO6HwJKHZ1/S50BTOPewc1L48Epp3gIQmYTYYDcKVQh3UTdnIOnEQJ1baYL9HNA6cbUB+nbJNyLXNKOQGobllDL74aBaefGcn1vvkIVViQEOXKjSZslNAWp2D0lgXhBzdh6XOMXAML8TFFiXEwiLZhe/taIRIUHf+GM7Zf4VFU6fgfz50xkTHM8iUKVFamoTa+PVwXDobr/5jBL7/eReWBWXCJ/0SLpeXo7S8CuVlVajOC0NZ3AasH/1d/1dojhEa9j/Y4fMtSYgobUW98GL2KZnwZdteXpaMqpDFsF8xF4++vwnfrohEaKkYV0VXoanrQGimZ0FRE4GYrbPx8//9Bd8PmYMPd2ViX1otFEajSZb2DyQ0ux8Sml2HhCZhrpDQJAjzhIQmxdpCQvN6SGgS5oWRP+yurU1H3bkjOLDXGVMX7cAaOxc4HjoAF6ftcNy6BYvWHcOSHTGISY5GXqYP9qzdiIVjF2OVrT02OznDcf1ybFy5GiPX+WLmkVwkXxVBJiz9bvcgSGiaFyQ0CXNGE58NydRdkC0/CKXQDiah2beQ0Ow8JDQJ4kaMwiWluhSKyihE2kyFzT9fxeiZ2/H94QsIudAMFROK3MoZAIMCqqYCXI3cggDbUfhq8GK8MOQg7CIKkaswoIXP2FnYF4YEzYVRyHEdj61zRuPZr2wxeFUIfPOrUCRVQWoac+H60oV/1yug1zSgMtUDZ7YOwZI58/DwaA/MPZqJiwo5Si8Eo+TYRCybOB2//L/FGLMuEhGNWlxWtOlRo14Ng1oEUZ4/ir1nY9HQz/DwAy/j4/4UmsM/xZOfrcJHS4PhlVMrrKsOcoMBBoNK+KwtaMyPQO6hGdi8YgGeHnMI4/akI61RgSa5cHFX34HQPH8JSlEq0lwXYOsr/4uhX4zC/033w6qACygXli1ur8A1sApdFVTSFogbq1HX0Izyehla5cIXDJvcNlePQkKz+yGh2XVIaBLmilGjES7ghcZ8xFlIhm6D5LON0MbmCV/Uwpna2PnvYF3eFch3Huc3GUhoEkTvQUKTYm25l9AcMmQIXnjhBfz973/vsTz11FNcZj766KP4+OOPMW7cuAGRL7/8Ek8//TRfLyZxO1r3ruTTTz8loUn0AkYYtXKoS2NRkeiILfu88ePWJPieq0KDSgRxWTQux+3G+uX7MXqcG44dO4iT8fuxaJkrxv/sC+9TpShuFObNO4ZUv+0Yu9Qd361LQOiFBjQKS1e3vUmHkNA0L4xqLXQXS6E8cRKScbvQ+uTPaPnL9Gv3K7osNFmbxmCANiEfkq+3QDrGCbpcds+rGZrT2ZDbekH08mISmkS30GYWQLblKH+4V+kb13mhOXU3lCGnIJngSEKzC5DQ7DwkNAniJgyAvgnqllzkHF2LI5M/xfApa/DKkjDsSbyKSo0RMiYq9WoYFRUQXY5F4u6fsWPK1xg6ZQsGr43Hicxq1OiMUHT+XqoA035qKGrOoSZ+C7zWTMYXr32Hz75Zirm7w3A4uQh5tXI0KdiA81wP8tdoJGUQlyfgjNtW7Br6LeZPX4dh9qexL7kc9RoNmq/Eoj5iITZMnorf/89PGDbHE7tzW5BRz6pODdBJq6CsTkOm9zocnv0+hr72Ch584GW8259Cc/BrePK5b/DCkA1Y5HEWQRebUC1XQSGvgbjyDM772uPAhCGYP2k+vlofhQ0RpbgiUUOpKIOxI6GZUw6lshSXI3YhZOZbmPTVd/jNiwsxYl0Qjl1sQV6jqQJX1Qx9SxGKTp9AxP412OZ8FNOFz+mXWcWrRLu2X+8OCc3uh4Rm1yGhSZgtOh0MrRJo4nOEhv8OiD+xhSY4A0aJHEZhWmfRZhdDtvkopJvcoTgWTUKTIHoJEpoUa8u9hObYsWO51Bw8eHCP5auvvuIy5JFHHsHzzz+Pt956a0DkpZdewmOPPYZ//OMfXEJ2tO5dyahRozrctjeGhCbRJQxa6CWVkFbl4vyFy4g+X40rDTIoNRKoqxNQdmo/Nq08gDFjXOFx0AHhUY6YsfMERtmdQXhuHVpkDVBURCM/4iCWT9uPmTNDEJJZjXLD3e8tkNA0M/QGGFok0F28CuWBCEgmO0L0+tJr9yu6KjSNej2MShU0J3MgGbkdsll7ob9YAYNIKrxXCZSOwRD9cxkJTaJbdFdoyubuh/pUFqQz9pLQ7AIkNDsPCU2CuAl2RamCXlmLmpTDOO0yHdPnrsZL4/ZgrftJnLxQjOyiy7hSdBGXcxNxLtoNbqunYtmEkZi22QPLA4uRWi4GU2N64X8GrQIqUT1a66pQWdmEyjoZJCrdXSr92PsbhAvmMiivBCN5/2os/mAQRn40HN/P2YElLkE4Hp+F01lFKBD+lq5cKRZSiIvZ8TiXcAAeG9Zg4QeTsXLxAexIKEdimXCRLVwAqWvSIcuwh+uiOXjjz99g6JitmOuZAq+kHBQLy7iUk4icU57w2jIVK759Dh8/8xR+95vn8eZEO0wKKENUcSt06laI+lJofv48nnz4n/jbGxPx3WovbPFPQUJOHrKyEpAevR9em5Zg8aDvMGfKeiw9kQu/CyK0qoSLPYVwUdiR0MxrgFInRlNeCC4dmYG140fjib8MwRdjt2Gh5xkc49viCopzU1GUEoCg3UuwedogDJ20Es9OC8L2qGLe6JDcpdHRVUhodj8kNLsOCU3CbGENfIUS2jMFkP5oD/HH66A+kQxDfTPvjrazaDOE5SxzFRpnB6A8EQtNTpGwfDZGNUEQPQkJTYq15V5CszcydepUfPDBBx12zzoQ8vrrr2PMmDEdrntvhYQm0XMYhGvNVqivxqMk3hXb17tjykw3eLluRUjIVkw4EIofPApwkt0H0bbC2JIqzOcNu9EuWDnSGyFnKlCsB6R3ubdAQtM8McpV0KTlQe7sB/GXttfuV3RZaGq0MIgk0Jw8D8kMR8hWHoa+uIo/dKmvqIXqYDREb6wgoUl0i24LzWVHob1wBbIFh0lodgESmp2HhCZB3IYeRp0c8tpsVGX5I8hjNzauXo1V02di/sifMHX0TxgzdiJ+mrAYk2ZtwvL1TrA/dALHTuUh+aoYNVINdML/jJBC3pCP4og9CN1lixU2nli1Ow0Jxc2oNYB3X9sxRuGLQwKduBRV2Sdxym03jtnZwmHLSixbNAcTRo3FT8NH46efhPUYwzIa4+fMwyRbOyzbdgi77P0REJGFc5VSVAvrojcaoZdXQFt3GqnHHOAwYRSmfvcj3h80DIOHjsBPwjJGzVqMUct3YOm6ZbC3nYgpn7+OD/78Z7w1YiU+3p0Fr6xaKIQL9ua+FJpDX8OTb3yDJ/8lfN4Z0zBj7hRhm4/B8J8m4YdRwuedYYtlNvvgcvwkogsaUNSihopVz95RaLZAqRPmaS5Ca2EYTno6YNvPMzFv5FgM/3QYRvJtMQY/jZiAMT9MwfSZi7Bw7SbY7AuBXdhlJF9p5Q2Ozt8ivzckNLsfEppdh4QmYbawLph0wjfuuRJIR+yC+KO1UB1LhL66AUbl3Trx6hhNXC4k32+FdPpuqMNToSut6pIYJQji7pDQpFhbSGjeHhKahPliYDc1eC9ZVUnHkHJwCxz2BWDV/lhEnNiJeP91mOgahKEeBYgjoWl1GBVqaDIvQbEvGOKvN167X9FloalSQ1/fBE3iOcjWukHh6A99WR0JTaJH6a7QVGz0g6FRBIWNNwnNLkBCs/OQ0CSIDmEXqVLolBWoyQ5Fuoctdo4dilHPPYcPhDz3wut47s2xeO+HbVi27yT8c6pR1KwAq+Ng4k74OhDSCkllKrIOL8GBuWPw3Y9b8f2iSPhm16FMmOnuXZeyiQboFc1QVeehPCMQySc2wX7JGAx5+zW8KazDP9h6mPLqV6Pw/sI9WOSegNCsahTWyaDR3zDOplEhLK4JDXnhyPdYhe3Th+FD4XWvsdc//zye+2wsXphkjwW79sIvfD8cl43D0k/+iZE/b8Rgl3Pwzq6FVCNBS0EoCv3XY+nk9Xj3Ywds8sjCmWY9armdZZ9cBHnDeeQds4H3uomY43wCs0JKkFIhvS40lY3Ql8cgz38Xlo2Yj7E/bMI2v1xElYlRr7hBaI58H08Ono7nh8/G/HkjMHvCJ3jnzVfw3Cuf4rn35uD7eYdgH5qHhMtNaFTpuGjkn1dVDTQnI/2QHTa+8x1WzLDDCmEdwoqkUPFx1ZR8WzQVJeJS6C4cmj8WE4Vt8Om17fk+/vGPYfhh+lbYHD0Jv7QSFDZp0axs27O9AQnN7oeEZtchoUmYO7rcckhHOUL84RqoPE9CXyk08rtQWakJOQfxO6uFZTlAczKLj89p1Ha+61qCIO4OCU2KtYWE5u0hoUmYJ0YYDWroFJUQlach88R++O3YhgNBSTh4Jg8Z0buR4muDyS7++Nb9ImKutEJHQtOqYAJSk3sZiiNREA/ZfO1+RZeFptCm0VfVQZN0DnKH41C6Rwj/3WD6fT3UxxIg/noz5IuPQl9ab1oKQXSO7gpNpV2ocPAaoNwUQEKzC9xTaHrHQrbLG9LV+yFd4Azp0n1Q7A8moUlCkyBuhV1ZamHQyaBoLkdDcRbyEmNw0tcXoUJ8/YPgG5yIkLgcZFyqxtVmOcRq3TVpx4UohAsZeT2aitJRkJqAWGHeuPQKlDYr+IXrvW+RChfLOjX08hbIGq6itiQbeekJiAkORLCwDn5sPUwJjDqJ0LSLSC+qQXmTHCKFsO43XRwL72ZUQdlSgZbLmcg9HYsw9jr2ej8/+EYkwv9UHtLyL6G0ogD5GYnICA/EyZQsRF9sRImwzlqDBmpROUSl55Fx6jxCwvKRfbkJdWojFNz1sTfUQKdsQsuVTFw5n4SUCyU4UyZBnUxr2i4COhWMsiq0XM1HRnwqEuOykVPajEqpHEpd/XWhOfZzPDnSFu+v9IBbeBhik8IRGBwA34AI+IakIC61EHnlLagRq7ioZFuco5cDqlo0FOYiKyQWZ0/n4qywDuViLa9Wbd8WKnENWsvzUZiaiCRhG0Rc256h8POLRZzwxZtZXI3SeglEKgNUups2aI9CQrP7IaHZdUhoEuYOCU2CMC9IaFKsLSQ0bw8JTcL8aLvfoVc3obUgDoUxB3Hcwxs73WMQmnkFuRVlqMhwx9mgDZjq6Itv9mUhorAZKm0r9CQ0rQYmgbSXK6EMTIbkxx3X7lf0uNBUa2BoEkGbkg+5fQBU3kkwNIpNSyGIzkFCs3+5l9BU+sVDfjgEss1HhfPKZoi/sYV8uzcJTRKaBEH0P+zmc8N1oTnhGzw5YTe+dEpDfIUY7NRqqbeV9fkVkM93h/i9NZQuRrHKG4bSBtMWJToDCU3C3LlJaHrE8+6X2Pg1nYWEJkH0DSQ0KdaW/hCa06ZNw6effopnn312QIbJ1nHjxnW47r0VEppE1zAK/+hg0MqhaK1AQ0kmLsQcQewRe+w9EQf72DKcq5JAoWiAvMAXueE7MHv7cQzdkYrQ/AaI1c1Q1yehKOYoNozfh4UT/BCSVoUSAyC7QWjKZDL+/Xjx4kUedt+S9SBFQtO8YG0HXWU9VLGZkIx2QMsfpqDlL9PQ+toSyFYdhuJIOGTbjnZfaOqEY1KmgL6sBurUXGjzr3Sp/UMQDBKa/QsXmjnFUAYnQRlwkgtMZUDCdaEp/E5xIgZy+xMQD1oL0SuLIVvn0XWhWVQO+d4ASG1cIV25j4TmnSChSRDEvbFeoWlskUGXXgxN2HlKF8PG0DNKlaYtSnQGEpqEuXNNaH5gA+XhWD72pUHW+fMBCU2C6BtIaFKsLf0hNKdPn47Ro0djyJAhAzIjRozAlClTOlz33goJTaJLGPWAtgXqlkIUxHoiao8tDh44DAfveASmX8b5ahnq5RroVC3QlkehKG4vVqw5ijHLohGUWY0aWS3Exf7IDHLEjPmHMHpZDEJz6lBrbLsD0k5OTg5WrlyJH3/8kefdd9/Fb3/7WxKa5oZOB31tI9QJ2ZCO2YWW/5uG1pfnQTR4DaQr9kPOuo20deu20ITBwNspRiY161tgaJEIL+ZdpxFEpyGh2b8Y1VpoL1yBKvw0F5fswQeFT+x1oRmYAKX/SeG84Q/xZ+u6LTT1JVVQeEQI+9ydd2NLQvMOkNAkCOLeWK/QJIj+hIQmYe7oLlZCNm0fJF9tgPJQFLSXSmEQy01T7x8SmgTRN5DQpFhb+kNoUm4PCU2i85jGzBQVovliEIK3zcbqHwZh0rz1GLczFAfDzyAj7yKyLlagoKgM9SWJKErxxPYVTpg1cQ/2Ho9BZEockvy2w9PJBj+s8sRwx3TEFDdDJCz9Rl2QmprKq5ZfeeUVnscffxy/+tWvSGiaG6xysr4ZmlO5kI51RMtfZ6D1X8shnrgF0mUukG1wg9Rmf/eFJkH0ICQ0+xe2rXXF5VDHZ0DhGQH5Hj8ovKKuC01T5C5BwjZf332hWV7LJanM0RtSYT+R0LwDJDQJgrg3JDQJoj8goUmYO/qrdVDs8IV03h4oDkdAk3EBhubOjyFDQpMg+gYSmhRrCwnNgRESmkTnYP3B6mHQiCC6FIx8n0VY8dMHePmxv+Dvz7+Kp974FO99Nhjf/jAeQybuwoy1YQg4nYjz+UFwXzMHK776DCO/+QafD/4WX/3rSwweOgXfrPHDksAryKyWQS0s3cDfp42GhgYkJyfzsTNZVq9ejSeeeIKEprlxi9BsfWwWREPWQTLfEdLle7nMZCKIhCYxkCCh2c9odW1/5+n5bd1Sbz0KxeHQ3hOaNQ1QxaRCvj8QsvWHSGjeCRKaBEHcG42QFrRcScD5gwvhsm4Bhq7zwVzvPJytk0EiTKUONAii5yGhSZg7+upGKI9EQLbJXWgAhEF9KqtLF+QkNAmibyChSbG2kNAcGCGhSXQOJjR1MGha0JIXgJxjC7Fi2hC8/vrrN+ftT/H652sw5OcAHE0+h9yKVCQcWIEDkz7FT5+9K8zznpBv8dn3yzB3fxLcs5pR2qrhS78bTGq++uqrJDTNjVuF5hOzIR6+CdIVe28KCU1iIKE9VwjZdk/IHU+Q0OwPdHoYGpqhzSmC4nAYZOsOQnEwuPeEZl2T8NpMLk1Z1TgJzTtAQpMgiHvDnk9UQy2tQ/PlTBTlZCIhpwwZV1vRpNTx7ljuddFPEETnIaFJmDskNAnCvCChSbG2kNAcGCGhSXSeti5n1a3laCnNRFZqAsLDw29OZCzC47KRkFGOkvpmtMgbUFucheKUWJyOixLmYUlAXNJ5ZBTX4UqzGjLNjbWZHUNC00whoUmYIdrsYsh3neBdnSr94klo9jUkNDsNCU2CIAiCsGJIaBLmDglNgjAvSGhSrC0kNAdGSGgS5gQJTTPlTkKTdTe7bA+kS4UsdyGhSQwotBdLoXALhcI9DMqQJGgvXCGh2ZeQ0Ow0JDQJgiAIwoohoUmYOyQ0CcK8IKFJsbaQ0BwYIaFJmBMkNM2UOwnNZS6QLHCEZN4uSJbsJqFJDCh0V2ugijgDZfhpqBLOQldczsd1vBMkNHsYEpqdhoQmQRAEQVgxJDQJc0df0wilRxRkm49A4RYC9cmzMNS3mKbeBwYDb7BpAtIhfnsVpKN38ZsQ+sYWGHUkNAmipyGhSbG2kNAcGCGhSZgTJDTNlFuF5lM/QzJuB2RrDkAy1Q7inzZDMnfXnYXmuRL+OsnIndClFMAolkFfUUtCk+hVDI2tXKZpsgqgzSsW2tfCMaa/c9fYJDR7mL4Wmk2t0Jy9AFVgAhQu/lCFnoahWWyaah6Q0CQIgiAIK4aEJmHuGGqboPKOg2ybB+R7/aAKS+aS834xqrUwtkqg9kqC6I2VkI11hjajEAaxVLja15vmIgiipyChSbG2kNAcGCGhSZgTJDTNlFuF5rPzIJ3vCrmDD8TDNkH01hKIJ2y7s9C8UAbZkgOQztkDbXIeb+forlaR0CR6FaNaA4NICoPQJmY/jUq18EujaertkNDsYfpYaBoUSuE8Us/lNVuGNqcYRpnSNNU8IKFJEARBEFYMCU3C3DE0tEAVkgyZ4wnId3lD6RMLfUWdaeq9YV05GWoboTocB9HrKyCbsAe63KtCQ07VVr1JEESPUF9fj/PnzyM4OBjOzs7YtWsXhWIVsbGxwYQJEzB8+HBKP2bkyJFYunRph/uIhV0TkzgiBgokNM2UW4Xm8/MhW+kOxb5giL+w5RWb4lGb7yw0iysh2+oF6ZpDwjKyoS+rga6kkoQmMaAgodnD9LHQZL1QGeRKGBpboLtazbugvduYqQMREpoEQRAEYcWQ0CTMHUOLGOqk85C7hUC2wwsKt1DoS6tNU++NUbiYZ2PTKA9GQ/Tacsgm74O+qKatOvMuT6YSBNE5oqOjMWnSJHz77bcYNGgQPvnkEwrFKvLee+/hn//8J1566SVKP+bll1/GO++80+E+YmHSMzIy0nTGIoj+hYSmmdJNoam/WgO5SwBv02iSs7nM1F2pIKFJDChIaPYwfSw02T0Oo/CerDKX3QsxqtRm9yA3CU2CIAiCsGJIaBLmDusWR5OWB4VnJGRbPaDYFwj9lSrT1HtjlCmgr6iBcn8URK8tg2yqK/Ql9aapBEH0FCQ0KdYaEpoDIyQ0CXOChKaZ0l2hWV4HxaFQyB1PQHM6G7rL5TwkNImBBAnNHqavhaYFQEKTIAiCIKwYEpqEuUNCkyDMA+pylmKtoS5nB0aoy1nCnCChaaaQ0CSsABKaPQwJzU5DQpMgCIIgrBgSmoS5Q0KTIMyL0tJSREVFISwsjEKxirBrrSVLlmDGjBl9nunTp2Ps2LFcilhTxo0bd9u2mD17NpycnDrcRyxxcXGoqKgwnakIon8hoWmmkNAkrAASmj0MCc1OQ0KTIAiCIKwYEpqEuUNCkyDMCxKaFGtLfwrNqVOn4osvvsALL7xgVfn6669v2xYkNAlzgoSmmUJCk7ACSGj2MCQ0Ow0JTYIgCOImSkpKECN8IbCxrtoTGxuLq1evmuYgLAkSmoS5YxDLoMm4AIVXFKS2hyHf5QN90f3fkCShSRB9CwlNirWlP4XmlClT8MEHH+Dhhx+2qrAxMW/dFiQ0CXOChKaZcqvQfGEB5LbHoDwaDcngTSQ0CYtAm5oP2XZPSIZsIKHZE5DQ7DQkNAmCIIibcHNzw9tvv4233nrrWt5//314eHiY5iAsCRKahLljkMihOV8AxbFoSJbuhWy9O3QXSk1T7w0JTYLoW0hoUqwtJDT7PiQ0CXOHhKaZcovQFL28GIpdwVCHp0H6ww4SmoRFoLtQIrS9o4Rj3J6EZk9AQrPTkNAkCIIgbmLjxo3493//d/zbv/3btfzXf/0Xtm/fbpqDsCRIaBLmjkGmgPZSCZQn4iGZtgvSn12gO3//15skNAmibyGhSbG2kNDs+5DQJMyNxsZGpKSkIDw8nGfNmjV48sknSWiaG7cKzVeWQOkSAU38eUhH2JPQJCwCXVE5lMFJkE52IqHZE5DQ7DQkNAmCIIibIKFpXZDQJMwdo0oNXUUNVIGnIfl+OyQ/7ID2TIFp6r0hoUkQfQsJTYq1hYRm34eEJmFupKWlYcKECXjttdd4mMz81a9+RULT3CChSVgBJDR7GBKanYaEJkEQBHETJDStCxKahLljVGugr2mAOjgVksFbIPlqC7SnLpmm3hujRAbdlQoo90dA9P5KyOYchP4q3SggiN6ChCbF2nInoTl+/HguK7777rtey7fffsvlSEfSz5JDQpMwN7Kzs7Fs2bJrf7ts2JeHHnqIhKa50dNCs+gqtPmXoY5Lh3y3D5THY4V2D7XZif6FhGYPQ0Kz05DQJAiCIG6ChKZ1QUKTMHe6KzQNrRJ+o0DhGgLx4DWQrzwCfUWjaSpBED0NCU2KteVOQpNJCzZG3nPPPddrefbZZ/H44493KP0sOSQ0CXOD3bO8fPkycnNzedixyv5+SWiaGT0sNLUXLkOTlgtVeDIUB4OgCjklLL/FNDdB9A8kNHsYEpqdhoQmQRAEcRMkNK0LEpqEudNtodnYCs3ZfCgOBEMycTsUdr7C8qyzYUAQfQEJTYq15U5Cc/Dgwfj73//eoZCjdC8kNAlzJyQkhD/wQELTzNDrYWgWQZt2CdLxzt0XmnlFXFoweaTwioQ6LgOGJpFpboLoH0ho9jAkNDsNCU2CIAjiJkhoWhckNAlzp7tCU1/bBHXSOSgOhUC60hXKI5FCg6LVNJUgiJ6GhCbF2kJCs+9DQpMwd0homikGA4xSOXTZJZBNdum+0MwphCouvU1o+J/kgoj1LkMQ/QkJzR6GhGanIaFJEARB3AQJTeuChCZh7twmNL/cDG3iBX5DAUajaa47o69phPrkWSjcQiCzdYPSO5aefCaIXoSEJsXaciehOXz4cLz33nt44403ei1s/MxnnnmmQ+lnySGhSfQaBi0M8jrIGi7jYkEZ0nLrUNWsgBoG6IX/1yoa0Xz5HIpSIhEXHggfH5ZYhEadR1phHUpa1ZBphGvUe0BC00wR2h68bVJQCdk01+4LzexCqGLSrgkNTWoeDCKpaW6C6B9IaPYwTGg2tUKbWwyFaxCkS/ZAvjfgJpnJQkLzOiQ0CYIgiJsgoWldkNAkzJ3bhOYXm6CJy4NRo2uTmveAhCZB9C0kNCnWljsJzSlTpmDcuHEYM2ZMr2XUqFF4++23O5R+lhwSmkTvYIRRK4Wm+gwqMryw90AoFu9MQWxuHVqgg9rYAlldJnKPrcWROV9gxCev47nn3hDyAz4abIvFh1Lgc7EFFRKNsKS7Q0LTjDEYYbjaAPnMAyQ0CYuEhGYPozfA0CKGLv8K5A4+EE/dDtmuEzfJTBYSmtchoUkQBEHcBAlN64KEJmHuGLU63vWSJjYLkqHbIflsA9RhmTBI5ELDSmea686Q0CSIvoWEJsXacieh2ReZOnUqvvnmG7z++ut4+umnrwm/v/71r/jHP/6BN9980yIzdOjQ27YFCU2i6+hhNKigElejuSQD+UF28N82A5MWOOHzZbE4ll6JRoMSSuUVNF4KR9C2ZVg7chjGjRyBb34Yje+/Go0RIxdj1KYQrAm/gvM1MqiFpd7tsTsSmuaNsUkK9eFEyJd7QR2aTkKTsChIaPYwBiOMciX0xZWQ23pBNFjYfps9b5KZLCQ0r0NCkyAIgrgJEprWBQlNwuxh3crq9NBlXIb0R3uI/7UeKp9kPjamUcVuF90dEpoE0beQ0KRYW/pTaE6fPh2TJk3ilZpvvfXWNaH5+OOPY9CgQRg7dqxFZvLkybdtCxKaRNdgtZRq6DWNaLqShPxwBxya9SWmv/MsXhm6DM8vi8UBJjS1EigaUlB+5gjsljlg+kQnuHgnICr9DNJCnOC3zxYjVnth+K40RBc3g11pavnyO4aEppnDupBslEBfWg/dlSoSmoRFQUKzFzAYYKhsgnyRO1pfXgjZysM3yUwWEprXIaFJEARB3AQJTeuChCZhKejOl0I6wgHij9dBdTwR+qp6GJUq09Q7Q0KTIPoWEpoUa0t/Cs32MMHHxutsF5pPPPEEvvrqqw7ntdSQ0CS6BhOaKujUDagvOIXcYBf42IzF6lGf4L2xtnhxWSwOpleiQdUMaVkkCuP2YKWtO8auikRARiWqRLUQFQfifLATZs09hDFLohCaXYcaYbHKtjfoEBKalgHrSUZf10RCk7AoSGj2DoaaVsjnHUbrM/MgW+Z2k8xkIaF5HRKaBEEQxE2Q0LQuSGgSlgIJTYIwD0hoUqwtJDQHRkhoEl2jXWg2ob4wF4Vx4cgOcULokbUYt/oA3l8WC4/0CtQrGtB6yQe5kXaYty8IIw7kIraoGSp1M3QNp1Ac64lN4/Zi8ThfhKRW4ooekLFF3wESmpYBCU3CEiGh2TuQ0Lx/SGgSBEFYOQaDAXq9/lpsbW3vKjTb52c/CfOHhCZhKZDQJAjzgIQmxdpCQnNghIQm0TWYddTCoJNBUluNuos5qMk8gXNRDpi96Sg+XhYLz/QK1Mlq0ZhzFJnBGzHzQAiGeRQgvkQEvbYVxpZUlMR7w260C1aO9EbImQoU6wEpCU2Lh4QmYYmQ0OwdSGjePyQ0CYIgrBydTgeVSnUt69atu6vQbJ+f/STMHxKahKVAQpMgzAMSmhRrCwnNgRESmkTXMQr/GKDXaqGTNkFzJQJXEhyxcIsHPl4WA8/0ctRKq1F39gBSfWwwxTUQQzwKEEtC0+ohoUlYIiQ0ewcSmvcPCU2CIAgrh4lJpVKJgoICREZGYty4cbcJzf/3//4fpk6dipMnT6KoqAgymQwajca0BMKcIaFJWApdFpqV9VBFnIHCNQCyTe5Q+p2EoVlsmkoQRE9DQpNibRkIQpNdx3/zzTd45513eD744AMMHz68w3ktNSQ0iR5BI4GhLBpliY5YtPW60KyT1aDh/GFk+K/DlN1++OZgHqKKW6DRtsJAQtNqIaFJWCIkNHsHEpr3DwlNgiAIK6ddaAYFBWHKlCm84XSjzGT5j//4D7z++uv8ZkBgYCBEIhGv0iTMHxKahKXQZaF5tQZKv3jInX0g2+YBVfApGFokpqkEQfQ0JDQp1paBIDRZ2HX+xIkTr4VJzo7ms9SQ0CR6hNuEZluXs/XyejTnH8P5kM2Y5nACg3dnIrygCQptK3QkNK0WEpqEJUJCs3cgoXn/kNAkCIKwcthYmFqtlt9cnDdvHt56663bhOYvfvEL/vs5c+YgPDwcCoWCv4Ywf0hoEpZCl4VmcQUU7mGQOxwXGgn+UMefhUEkM00lCKKnIaFJsbYMFKFp7SGhSfQIdxCaDcomiK8E42K0IxZs8sJw20SEZNeiSdkAeUUk8sL3Y+n0A5g+OxQhmTWoMACKG4RmZWUlf3B43759PLNmzcJf//pXEppmzm1C89l5kMxwhNIrGrrSatNc1yGhSZgDJDR7BxKa9w8JTYIgCAJGoxFnz56Fo6MjH0/n1i5n//M//xOff/45tmzZgtTUVD4/C2H+kNAkLIWuCk3dpav8KWmZnRcUXpHQZOTDKFWYphIE0dOQ0KRYW0hoDoyQ0CR6hA6FZiUaNa2QV59ESeIhrFvhjklzQhGYVoFySRWa8j2R4rcNPy1zxxDbRIReaECjsCh12xI5iYmJvB3+pz/9ieehhx7ibXASmubNrUJT9OJCyFa5Qx2bzsfxvxUSmoQ5QEKzdyChef+Q0CQIgiA4JSUl/AbjncbQHDNmDAICAvgYmoTlQEKTsBS6LDQvlkLu6APZDi8ojkdDk3kRRhkJTYLoLUhoUqwtJDQHRkhoEj3CnYSmXgalOBvV531wYPV6LBg+HytttsB251ZsWzkbqxYtwHc23ph6OBenroogFxalb1sip6CgADt37sTcuXN5Bg8ejD/84Q8kNM2c24TmS4sgW3MU6oRM6Gtvb3vrK+qhOBoB+W5fYZ6z/EFLVVTKNaFBQpMYCJDQ7B1IaN4/JDQJgiAIDhsX8+rVq/xceavQ/OUvf8l/f/HiRZJeFgYJTcJSIKFJEOYBCU2KtYWE5sAICU2iR7iT0IQaKn0FWq5EIGb9GKz74DG8+8Sf8dv//T/89qHn8MQrI/HVuiBsPFmN/AYlDKbFtcOGc5FIJGhpaeE5duwYXnrpJRKaZk6nhWZVA5THYyDfF8BFpurUeSjDT18TGiQ0iYEACc3egYTm/UNCkyAIguCo1WqIxWLe0GeNJ9bVDZOZv/vd7/Dcc8/BwcEBjY2NfPxMwnIgoUlYCrqLFZAtOAjxqO1QesRAe6kURgl7/v3ukNAkiL6FhCbF2kJCc2CEhCbRI+hVMLYUouXyKQTHZ2JPaBHOlYsggx46oxiK5gIUxxxBjJMNdtosxcKFy4RsgM0Wd+yPykd8iRR1Mh3uNXhLSEgIXn31VRKaZk6nhWZdM1ThZ6DwiIAqLBmqmFQoQ09dExokNImBAAnN3uGa0Pz7HEh/duHV2uzvXhWbDnViJpTH4iH5ZjMJTQESmgRBEASnfVxM1niaNGkSXnnlFV6p+eyzz2LYsGHw8/ODwWCgsTMtDBKahKWgL62FfJcPJEtcIHcLhTolB4ZmkWnqnSGhSRB9CwlNirWFhObACAlNomcQ2sIGnfCPBiq1FgqVDlq90EY2TTMK03RqJdRyKeRSCSQSqRAZpDIlFGod1HojDPfRnCahaRl0VmgamsVQJ2dDGZjQJjGDk67JTBKaxECBhGbvcE1oPjEbknF2kDv7CNs5Eer0PGjziqCJOgvpDztIaAqQ0CQIgiBuIiMjgzf2v/zySy40Bw0ahI0bN+LMmTOmOQhLgoQmYSnoy+ug2BcE6ZoDkB8Ohfp0NgxNJDQJYqBBQpNibSGhOTBCQpMwJ0hoWgZdEppncm6SmDeGhCYxECCh2TtcE5qPz4Zk1FbIdx6DKvw0NLlF0BaUQhNzDtIf7UhoCpDQJAiCIG6ivLwcp06dwsSJE/Ef//EfmDBhAqKjo1FSUmKag7AkSGgSloK+sh5Kt3DINrpDcSSchCZBDFBIaFKsLSQ0B0ZIaBLmBAlNy4CEJmGJkNDsHa4JzcdmQfzDRsi2COeK6DToisugu1xOQvMGSGgSBEEQN9Ha2oorwpfDqlWr8Mgjj2D16tUoKCgg2WWhkNAkLAUuNA+HQ7aJhCZB9Ac6nQ4KhRJyufyuuXSpgMuDoKBgCsUqwq61VqxYgblz51L6MfPnL4CTk3OH+4glMjIKxcXFHZ632qKAUqmEWq2G3mAwnfkIoncgoWkZkNAkLBFdaTVUcemQznQhodmD3FFoXi4noXkLJDQJgiCIm9BqtVAoFHBxccFbb70FV1dX3ohnvycsDxKahKVAQpMg+helUiV8jzSjvr7hrjl/PguBgUHw8/OnUKwi+/cfgI3NGixevITSj1m6dBmcnXd3uI9YQkJCkZOT2+F5i6WhoRHNLS0QSyTQULuI6GVIaFoGJDQJS0RfVQ91ai5k8w6Q0OxBSGjePyQ0CYIgiJswGAxcXiYlJWHLli1ITk7m/81+T1geJDQJS6GrQlObegnSmXsgnbsXCu84aPIuwyhXmqYSBHEn2q8XWMWSTCbD1bJypKSmISHx1F0THBKGI0c94e5+lEKxirjsdcWWrdthu2ETpR+zYeNmODvv6XAfsXh4HENoaESH5y2WU6fOID3jLC4VFEIkEpvOhATRO5DQtAxIaBKWiL6+mY/rKFt8+LrQ1BugcouF6DMbSCbuIKHZBQx1rZCv8kDrS3MhHroW0uX7oA49TUKzA0hoEgRBEB3C5Bbrara52Tq/IK0FEpqEpdBVoamJzIL4w3WQDN0KpU8CtMXlMCrVpqkEQdwJ1sUs68GhpaUFtbW1SEvPgNv/Z+8/oKu60jVduEff2+F299933KrTp7tPqnOqTkXnnFM5YWMMBoPJOSMyIghEkoSEUM455wDKAUkIIQkFlHPOOUs7aSs9/1rbomyDyuXqI2wQ8xn1DlN7Ba1vzrnmXmu+e37T0wdbO6e/KBtbRyGhx1AOQj+p5qqTb2Qra47+6q4cndzw8w8k+XoqHR2dsz2hQPBgEIbmwkAYmoKFyPTgiM5gU570/cbQnJ5mPDGXMX0Hxo47CkPz/4Dp3mFUJkEMvXmY4U9OMrrzCpqwNGFozoEwNAUCgUAwJ3LaWdnMlGdeCBYuwtAULBTkQQFNxA0UloEobUPQRKYz3dE3u/XPo40rZORNQ0aXmaGJzmKypZOZce3sVoHg8WZmZgatVqt7l5KfCWTjsqWlRbfWdnV1NRUVFRQVFZGTk0t0TBzOLu5zGgVCQkJCj7rs7J1xdfPk6rUYqR9sne0lBYIHgzA0FwbC0BQsRP6soZmUy9gJR52EofnXMz0witolhuEV5xl+9zgjn55D450kDM05EIamQCAQCASPMcLQFCwU5NmY46l5KF0iUVz0ROVyjanGvzyD4q6hOfblFbTXC3SDDjNibSyBQGdmTk1N6dLJdnZ2UlNTQ0FBATdv3iQhIYGYmBidIq9eJTgkFE8vH+wdnOc0AoSEhIQWigICQmhoaJztKQWCB4MwNBcGwtAULESEoflgmBlRoAm/wehea4ZfOcbw00dRO8QKQ3MOhKEpEAgEAsFjjDA0BQsF+cVKm1GIyjMahbG3MDQFgr8S2cCU18XUaDS6NLLt7e3U1dVRVlbGnTt3yM7O1q2vnZycTFxc3J8MzatXrxESGoaPrz8urh44Obt9R3KaRgdHV93sJjnto7WN/ffK1s5RZ4zKx9x3LukzU1NzTp82fKxkdtlCV46mZlfm3L4QdMn0slTnLvfV+WVzS06fOTvnMY+qjE1MpfvB6b5Y78r8ihWGhufmPPZh04ULxlhZ290Xg9xeHZ1cdfeyrd1fvu8fBsn9k9xPyX2PfP33xnRXwSHh1NTUMj4+rvvRh0DwIBCG5gJhaprpEQUTOVUo1tr8cEMzIg1V6HVUfvEonSNRecWiic9iQl7rf0w1u7dA8NMgDM0HgzA0fzjC0BQIBAKB4DFGGJqChcL00Cja7BLdi7/iko8wNAWCvxLZzJTXxRweHtYZmbm5uTrz8q5xeVexsbHf0bVrUYSFhePvH4inpw/uHt7fkZu7l87olM0qaxs7rKxtv1d29o46I0Q+5t5zuUqfnT17jp07dz5WunDBSFeO585fmHP7QtAZw7O6lMX31vlFIxN27do95zGPqk6dMpDuB+f7Yr0rk0umuueyuY592HTkyFEsrWzui0Fur3J6VvletrG1n/Nef9gk909yPyX3PfL13xvTXYWFR1JRWaUbY5oQzwuCB4QwNBcIMzPMaCeYLGtBscnhhxmaWcWow1NRBSagdI5AccEDpXUImtQ8JhvbmVFpZvcWCH4ahKH5YBCG5g9HGJoCgUAgEDzGCENTsFAQhqZA8H+GbGLKaWV7e3tpbGzUzci8ffs2aWlpxMfH62ZjJiYmkpqayq1bt8jLy6O4uFg3wCqvo1lQUChtSyMy8hre3n73Df47u7jpZl3KM/BOnzHEwOD09+qikTEWFta6mV33nksYmsLQXAh6HAxNVzcPnZlpYWmta7dz3esPm85I/ZPJJTOsdTNOXe+L6a5CwyIoKS3TzWSXZ2kKBA8CYWguIKammapqR7HF8S8amjOjSiYqGhhPzEbpdlX3TjN2xgWlbSjjNwuZau1iRi36HcFPizA0HwzC0PzhCENTIBAIBILHGGFoChYK3zE0TXxQOV8VhqZA8BeQ08zKKWa7u7uprKwkIyNDtz7mt2dgymambG7m5OTozM7m5mbd94X8fqXVaunp6aWwqJiExCR8fAPuG/yXjZsrFlYYnD7D7j175jRFvq1jx/QxMjLRzZa691zC0BSG5kLQ42Bouri662ZbGxmbcODgwTmPfdi0R+qfTp48xaVLZrprvzemuwoJDaewsEj3IxC5/xQI5gM5S4I841c2yWWFh4fzzDPPCENzgTBV14Viq9NfNjTV40x19KC9VYTSOvhP5pDSLgxtVglTnb3MaLSzewsEPw3C0HwwzGloOsYxWd8qDM17EIamQCAQCASPMcLQFCwUpofH0OZVoPJLYOyUC8rLgUzWtM1u/fMIQ1PwuHF3rUx5wFTu9+VZmfKMy8zMTF2KWXlWpmxi3rhxQ5d2VjYx5X06Ojro6+tjZGQElUqlMzPl9eO6u3vIyc0jOiYObx//+wb/ZWNAnp154uQpdkvvg3MZCd+WMDTvlzA0haH5sOpxNDSDgkPJycmlra0NpVI527MKBP82amtrcXBw4MSJEzrJRubf/u3fCkNzgSAMTcFCQhiaD4Z7Dc2R5/QZ973BdP+Qbna2MDS/QRiaAoFAIBA8xghDU7BQmJZeALRFNaj8EhnVs0Fh4M5kefPs1j/DzAzaWGFoCh4v7s4CkdfKlFPGZmdn/2mtzG/PyMzPz6epqUmXVvH71onr6uomIyOTCDnlrM/9KWdlY/Lc+YscOXpMZxps3779e3VU2u/iReM/a2jKaSG3bdv2WOncuQs6Q9Pw7Lk5ty8EyTN45zI0z18wktrFjjmPeVR14sTJ7zU0jU0usWvXrjmPfdh06NBhXVrZe2OQDU1bOwddCmm9/fvvu88fRsllfvz4CUxMTHXXfm9MdxUYGMLNm7d0aw2Pjo7N9oQCwb+NlJQU3n33Xf7rf/2vOv3n//yf+ff//t8LQ3OBIAxNwULiLxqaJ51QnHNHm1kye4Tgh3CfofnCCbQRObp1eOUxCmFofoMwNAUCgUAgeIwRhqZgoTCjVEsvVq1oQtIYXXOZsS02TN6pn916PzNTU8xoxhmPzGHk9dPC0BQseO7OzFSr1XR2dupSzMprZcqDqPKszCTpZVCepSnP1mxoaKCrq0tnesr7y8f9OVpaWomLT8Q/IBhPL5/7Bv+NTUzZLb1wrlmzliVLlrB48eLv1bZt2zl95ixXLO43SZyd3di5azdvvvnmYyW9/QdwdfOUvqv15ty+ELR9x04cHF3uq/ODhw7zzjvvzHnMo6qNGzdhZW17X6x3dezYcd5///05j33YtHz5Ci5eNLkvBnkNSjnVtP7xE3y1evWc9/rDpqVLl7J16zb09U/orv3emO7K3z+I5OuplJWVMzQ0PNsTCgT/NuR07oGBgVhYWOi0ZcsW/u7v/k4YmgsEYWgKFhLfa2jKZqaxF0qHcCYKqmePEPwQhKH5wxGGpkAgEAgEjzHC0BQsFGRzcqqjl/HITEY/NmJ0sSmTWTWzW+9HNi3lNLXjwbcYedWAsZUWaFMLmeoZEIamYEFyd2bmwMAApaWlupSyd9fLlA3N9PR03aCpbHb+NevCNTQ0EhoWOefAvyyD04Y60+O9997jpZde4sUXX/xeffnlSvSPn8TsssV953J0cmWFtF0e5H2ctG79Bp2huXr12jm3LwQt+2I5dvZO99X5ps1b+Kd/+qc5j3lUtWjRJ1w2t7wv1rvauXM3//qv/zrnsQ+bXn31NU6dOnNfDPIMVDnV9J69+/jggw/mvNcfNr3yyqt8/vlSXfkbm5jdF9Nd+foFEhuXQF5+Af1SfyoQPAiioqJ49tlnhaG5QBCGpmAh8ZcMTaVVEKrgJCYrG2ePEPwQdIZmRLou29Twq/rC0PwehKEpEAgEAsFjjDA0BQuFv9rQlPfvGUDjm8bwyydRrLPVzeicUal1L2QCwULh3pmZFRUVupmY8oxM2dBMTU2loKBAlz6xt7cXhUKhWxvzL/G1QTpJTU0dIaERcw78yzp85Bhvv/0OzzzzDL/97W/5zW9+871aunQZJ0+dxvzK/YaPMDSFobkQ9DgYmvYOTrrUudt37JD2eXXOe/1h0+9//wfeeuttVq78CsOzF+6L6a58fAO4ei2arOwcevv6ZntEgWB+EYbmwkIYmoKFxPcamqecpPYaijoyjcmaltkjBD+EGYWK8et5KM55MfKugTA0vwdhaAoEAoFA8BgjDE3BQmFOQzOzWnZzZvf4LnKKWnlxfY17EsMvnUCxxZGp2q7ZrQLBwkE2HrVarW4tzLszM+V1MuPi4nRrZ+bk5NDW1qYzMicnJ2eP+svIZqZSqaKiooqQ0PA5B/5l6ekd4LnnnudXv/oV//zP/8wvfvGL79WSzz/XrRU517p8wtAUhuZC0ONgaMp1aWRswpatW3n++efnvNcfNv3yl7/khRde4NNPF+t+VHFvTHfl7eNPaFgE6Tcz6Onpme0RBQKZGWamJ5nUKNEoRhgdHpK+e2WNMjyiRKGZYHxyhqm5H02/gzA0FxY6Q3O789dGhOEPNDStghjTd2DsqD1K65CvDc2uPmFoCn5ypodGmWxsQ3nKb25D0zEcdUwGk/Vts0cIfggzKg3a26Uo7cIZ+ewiI68ZoL2aKwzNORCGpkAgEAgEjzHC0BQsFO4zND8xYSK19OuXfukF616EoSlY6PylmZlpaWm69TJbWloYGRnRpaOV9/+hqNUaenv7uHOnkKDg0DkH/mWdOGnA4s+W8Mc/vq9LO/vuu98veS3Fy+YWc5pbwtAUhuZC0ONgaDo6uWB+xYJDh4/q0rjOda8/bJLXLf186VJdm7tw0fi+mO7K08tXl3Y2ITGJjo7O2R5RIJiSvngVaIbqac4IIs3tPOaGR9HTOybJjNNGIXilVJPZpqBPNclf8jSFobmwmGrsQXnYneF3T6Iw9v+LhuZ4egEKMz9GdpozssYIxWlPJrLLmB4cBu0P//GZQPAgkN+v5aVbVBfDhKE5j8j3vza/ApVnLGMHHBjbYcvEzTJhaM6BMDQFAoFAIHiMEYamYKEwM67VDQyMX8tmdJExox8bo42/w8yoAuaYdSYMTcFC5+7MzKGhIcrKyr4zM/O69H6Wm5tLR0eHzvD8ISlm72VsTEFzcyuZWbcJDArFw9NnThmbmLJr9x62bt32g3T6zFmdceni6nHfuZyc3Vi7bj2//s1vHittkcrFzd2LjRu3zLl9Ieir1WtwcHS5r8537NzF73//+zmPeVS1bNkXXLGwvi/Wu9q3b78uRfNcxz5seu+9P2JoeP6+GFxc3bG1c+D8BSMpHr057/WHTdu372CvdK3yGr5XLKzui+leXb0WQ0tLm+7HIwIBaJEeRBluTiPDZg+Xv3iat5/4J/6/n/+Cn/9/b/C7F/ax2iwRu9vd1Axo+Es/HxKG5sJiqrUX5Tlfhr84j+JK0NdGxFyGpkZ+n+mTthegOOvB8JfnGHrnKGN77Jm4XalLScnkX//MJhA8CGQj8zuGZnIeY6ddUDpFCEPz/wD5B9ra0jo0kTd0aaZVtqFMlDUIQ3MOhKEpEAgEAsFjjDA0BQuGqSmdSTlxo5SxJWaMfHCR8avZTPcN6szOexGGpmChI8+47Ovro7a2luzs7O+smSnPzGxtbWV0dFSXZvb/ZEB+dHSMxsZm3TpyoWGRuhlLc8nZxU23HqaZmfkPkrz2npe3n26dunvPJad6lA3S/fsPPlYylcpFjv+S6eU5ty8EGRlf0tX7vXUuz9Y9cPDwnMc8qjp3/qLOoL431ruysLDm8OGjcx77sEmeneng4HxfDD6+/nh6+eh+nCDHM9e9/tDp8hWd0Wxja/+99XNXMbHxUh/YxLj0jPHXzG4XLFAmlcyMlNBZGIbn2fMcWXeA46cvYXhZalunjmB47BSrzoWxx6+UW80jKORDvj5yToShubCY7hpA5XCV0f02KN2i0GYWM90zOLv1W0zOvs/cKmdsmy1Dzx5k8Dd7GNtgzWRerfxwJ51M/IhC8HDwXUNzBm1GEQpzP1Se0cLQ/D9Buv9lg3KyooHx9EK0qfm6DFTC0LwfYWgKBAKBQPAYIwxNwUJjMq+esS+uMPLH84yH3NSlbZLTt9yLMDQFCxl5cF2pVFJXV8ft27d1a2V+e83M9vZ23czMv2bNzHuRDc36+kaysnKIvBpNUHCYkJCQ0GOjuPgkamulZ46xv279YcECRTvEdEcqDWkunD3mxMbdwQSmN1DT10ZPiT/ZYaas0ffi8/NpRJf30icdcv/T6TcIQ3NhMT0wjCYyXbcupjryBhMFVdJnI7Nb72cyt46xVZYM/dNuBv9xF2PrbJksbJzdKhA8HGjsExj6lZ7uvzpDs6AalVcM6rAUNMm3mWwSadn/KmZmmJmY/HqcorufqbZu3axsYWjejzA0BQKBQCB4jBGGpmChIQxNweOObGYqFArdupkFBQWkpKQQHx+vMzMLCwtpbm7WrZkpD8D/W2YVDQ+PUF1dS0ZGFhGRUXMO+AsJCQktVMXGJVJVVcPQ0LAuvbfgcWZGetbsR1t3jYoka46aB7HaLIOY4m4GFL2oWhIoi3NFf4cLO3ZHEZXfSYv09av6nol2wtBcWMyoNExWNKLNLmWipoXp3kFdesk/x1RNOyqzUEbXmzOywhjleX/dZwLBw8REehnKswG6/8oLA8uzCbV3Kpkoq9fNzpweGpvdU/CDkd/NZk3NmTHl1/8WhuZ9CENTIBAIBILHGGFoChYa3zE0g9OZau/+84ZmSycat0RhaAoWDHLqWHlgvbu7m8rKStLT04mNjdUZmhkZGTozUzY752M20ddrc1aQlnaT8Ihrcw74CwkJCS1UxcQm6PrAvr5+NN9jTAgeB2aYVnajKgugMPYSe9yiWe5bRWrDMFMTQ8wMZtOQEoT5agdOrgoiKrOV2ikYE4bm48PUtO7dY3pMqZuB9ZeQTYrxhGyULpEozP3RBCUz1SHP6xUIHh6mOvvQFlTo/isjm/TTw2NfzyrUaHUpVAX/dnSGZs8A2uQCYWjOIgxNgUAgEAgeY4ShKVho/MnQfO8cGv9UJps6dL+Kvhd5QEH+5ajaKY7hF48LQ1PwyCObmbJRKb/3VFdX6wzMu+tmZmZmUlFRoevn5bU152O9t4GBAQoLi0m+nkZY+NU5B/yFhISEFqqiouMoKCiivb0TlUo92zMKHj9kV3KaKUUnowWe5EacY7vLVZb6VnFdGJqCu8hrlc/OtNLNwPoLzCik95SaFrS3y3SmxURhNdMj8sqrAsHDg+4HwvJsY+m/OqammBnX6tq6/G+x3us8IZXndP8Q2rRixlZaCENTQhiaAoFAIBA8xghDU7DQmCxoZGytDSOfXETtk6wbDJB/JXov0yNjTFQ2oHKIZvgNAxS7XZiq757dKhA8esgmpUql0s3OzM3NJSYmRjc7U045W1ZWRldXl277fNHb28ftnDzdOnJh4ZFzDvgLCQkJLVRdi4olR+oDGxqbGFMIo+HxRR6wn2JyrIPhPDeyQ06zxTGcz7wrSKofZlIYmoL/E6ammJbeX6YHR5jqGWR6aOQHzewUCAQLELk/GB5Dm1XB2Fprhl88htIoEO2tIp2h/DgiDE2BQCAQCB5jhKEpWGjI68vI68yM7bNH5ZOAtqBK9wJwL1Pyrxxzy1A6XWNkvRlK4yCmW0UqJ8GjizzzUjYt5YFPOdVsXFycbt3M7OxsWlpaUCqV85Jq9i4dHZ2kpqXr1s8MDgmfc8BfSEhIaKEq8mo0NzNu6dbRHBkZne0ZBY8n8gzNLhTFPuRHXmCbTSiLnYqIrxlAMzHElDA0BX8tMzM6A1NO2ylnmtHNepuH7BoCgeARRO4PpD5gsrwZhZ4LI4sMUbvGMlnRMOc4x+OAMDQFAoFAIHiMEYamYKEx1dKNyj0ahbE3Kp84xjOLmR4Ymd36DfLC+uM38lG6XGVU3153zHTX45myRfDoc3d2Zk1NzXdSzcr/Li0tZXBw/n69K6e2lf9ec3MLcfGJcw70ywoMCiUgMAT/gGD8/IOEhIRmJd8T8v0x130jS97Hy9sXTy+fh17ePv7SfR48Zxx/6gPuif9RkHzdc8X0bclrBydfT6WouITBoaHZHlLweCJ9L6p60VSFUhxrxu7LQSwxzya6vJdR7QDa3pvUJPlycYMTh9eHEXW7jYYpUHzL0JS/w9vb26mvr9fJ2dmZ3//+93z00Ue6dbDvfi4kJCQk9HiqNj2Hst1mFC0+TIWNH7UZt6krK59z3x9T8jjifCxn8tcgDE2BQCAQCB5jhKEpWGj8tYamyj2KsTMuqH3ime55PFO2CB5tZINxfHxct6ZlcXGxzsyUZ2del97BSkpK6OjomNdUs5OTU9L51NTW1hMTmzDnQL8s2RSQTRlXVw8cHJyxd3ASEhKS5ObuqTM157pvZDk6unD+/AUMDc8+9Lpkaoa7h9d9Mchmphyjl5cvTs6uc5bDwypHJxe8ffzui+lehYZFEhUdS2ZWDr19IsPD486MZpDJ5niqrzty3NCXtceTuHqngy5lFyN1Edy5ZsOu/e6sPZZIdHE3nTPw7RXe5R8fGRoasnbtWp3efvtt3fjlP/7jP/Lpp5/+6XMhISEhocdTaz7/glVPvMqXv3iar974I2uWfsGaVavm3PfHVEBAgO5d9MdEGJoCgUAg+F5mFGrdIL+8CL0u1Ym8uLdgwSAMTcFCY6q1G5VnDAoTb1ReMYzfLGS6f3h26zf8ydD0jEZxwQN1QBLTvWKGheDRY0r6Xh4ZGdGllb19+7Zu3Ux5NsfNmzdpbGxEoVDMa6pZrXZCl15RTrMoG5ohoRFzysc3ABdXd6ytbTExMcXY2ERISEiSja09/gFBc943siwtrdm3bx87d+586KWvf1xnWN4bg2xo+voF4uzihrm5xZzl8LDK1MwcVzcPnWkpp9O+N7ZvKyz8Kmk3Muju7pntIQWPLROjzPRl0ZLly+UTduza4oxrWDqpdzK4HWVBiIMhy0/5stzyNgk1A8hPphNfH6kjMzOTlStX8tvf/lanv//7v+c//af/xH/7b/+Nf/7nf/7T5wtR//RP/8R/+S//RSf533Pts1Ak16Vcp3LdynU81z4LRb/61a/4f//f/5f/8B/+g268Ya59Fop+/etf87Of/Yx//+//PX/7t3875z4LSX/zN3/Dv/t3/46f//znc25fSPqf//N/8n/9X/+Xzk/613/91zn3WSj63//7f/Mf/+N/5L//9//OL3/5yzn3mUtmZmao1erZb7MfB2FoCgQCgeDPMzPDxJ1qVB4xjKcXMtnarTM2BQsHYWgKFhpT7T2o/RJQmPmidIpAk5DN1BwzL4WhKVgoyGtntrW1UVhYSFpams7MlNfQLCoqore3V7d9PtMA3TU0a2rqSEy8rltHbi75+Qfi4OiMicklnelx5MhRISEhSZdMLxMYFDLnfSPL2sYOPT29OQ3Eh03Hj5/QzTi9NwZ59qJs2trZO3LmjOGc5fCw6uSpU7qZmrJhKaeVvTe2b+vqtRjSb2bS09M720MKHlum1aCupqf8KiFn9nP8k09Y+8UXLF6+gmUfL2bZ8u0sPhPG4Yg68toVyHNZvv3N3N3dTUpKCiEhITodO3ZMZ369/PLLXLly5U+fL0SdP3+eJ554Qif533Pts1Ak16Vcp3Ld6uvrz7nPQpGcNvm9997TmV/yWMNc+ywU+fn5sWTJEv6f/+f/YePGjXPus5D01Vdf6czbFStWzLl9IWnr1q06g2/RokV4enrOuc9C0YEDB3Sm5ltvvaXzzubaZy7JGYLm88ezPwRhaAoEAoFgbqamdIvQq4NSGV5njNI2nPHsUqbaxQv7QkIYmoKFxlRXH+rwNBRWgSitg9BEpDHVeX8qOGFoChYCd9fOrKqq4saNGyQmJuqUn5+vm50pvwPNN+PjWgYHh6iurtWtHxcVHTenZENTnp0pmxnyd8xcZoiQ0OOo8xcuEhQcOud9I8vWzuGRMTRPnDiJh6f3fTFERF7Tra1pbWOrMwnnOvZhlTygZyX1XbKhGREZdV9s9+rmzUy6unt0/bGcAlzwuDIBM72Mtt8ix/EIjmvfYMWbz/HEE89L+pA3Pz3ETodU3O700zA0zl9qKVFRUTz77LMsX76c8vLy2U8XJrdu3dIZX7Lkfy9k5LqU61Su2+jo6NlPFybykgfbtm3jF7/4BT4+PrOfLkzkZ3H5Rwiy8WVtbT376cLF2NhYN2vx7Nmzs58sXBwdHfkf/+N/sH//foYW+HrZwcHB/OY3v2H9+vW698iHGWFoCgQCgWBOZsaUTHX0oroUxtCzhxjbY4/KL4HJ8obZPQQLAWFoChYa031DaK7nonS7iuKyH2rfeKZa708FJwxNwaPO3bUzBwcHdbMxZSPz7tqZssEpf/4g1jOR18/s7OqmpLScpOSUOQf4ZcnrZ5qamukMjz179sxpHAgJPY4ShubDLXnQ0sLSSrr+EN0MzXtju1fp6bdoa2vX9bdyCnDB44o831KNVtlNb1UuVemxpMZeI0JqQxERCcQm55BZ2UlNv4bR8b/cToShuTARhubCRBiaCxdhaD6cCENTIBAIBHMimwITFQ0oD3ky+D+2MbLkAgoTHyayy2b3ECwEhKEpWGhMD44wnlWMyjfu63U03aKYau6a3foN8kzO8dQ8VO5RwtAUPJLIA+ejo6O0traSk5PznbUz5c/kwfX5TDV7l7ExBc0trdwpKCIx6fqcA/yy5DSUZ8+ek97BjrBbeg+cyzgQEnocJQzNh1vyoKXZZXO8ffx0qXPvje1e3biRQVNTM0ql8kdPuSZYuMip41etWiXdP0eor6+f/XRhIqfM3759u07yvxcycl3KdSrXrVzHCxl52QM5hbCcqnOhm7cajQYrKytef/11AgICZj9duLi7u/Pcc8/h5OQ0+8nCRU6p+u677+rWiZTfuxYy8o9jP//8cwwMDGhvb5/99OFEGJoCgUAgmBM5RaM2vxzFPlcG/2Yrwx8YMHbcEe2Nhf2S8bghDE3BQuMHG5odvWgSs1E6R6A47y4MTcEjhzxwLq+5VVZWpjMx5dmZctrZgoICenoeXPrD0dEx6hsaycnNJyExec4BflnOLm46s0Nv/3527do1p3EgJPQ4ShiaD7fksjcyMsbF1f176+mu0tJuUl/fqFtbWF6zWCCYD7q6unTf6Xl5eQt+EH1gYICsrCyd5H8vZOS6lOtUrlv5GW4hI5t8cgaR5ORk3Q/tFjLyjwwrKip0z+INDQs/o1ltba1uFnl1dfXsJwuXpqYmEhISKC0tXfDf8fKsanktZ/ldUv6R1sOMMDQFAoFAMCeTLZ2Mp99h7IALQ/+6h+G3jzOy/hLjsbdn9xAsBIShKVhoTA+NMp5Thso3HoWhm27936mGjtmt3zDV0oU6Mg2lXQiKSz5owtOY7h+e3SoQPPxotVpdOqDs7Gxdmln5ZVueqVlTU8Pw8INry8PDI1RV15CVnUN8wtyG5rWoWBwcnTl85Ai75XSzwtAUEvqThKH5cGvfvn2cO3deVw/+AUH3xXavUlJv6NYUHhh4MGm+BQKBQCAQCATfIAxNgUAgEMzJRF0rmrhbKM55MfyZIUNv6DP8wlE03mmzewgWAsLQFCw0pkcVaItrUPslMrbbCoWBB5OVLbNbv2Gyru3rdLMWAShdrzJ+o4CZYcXsVoHg4UaeealWq3W/Bpd/+S6nmk2SXuZKSkro7Ox8oL+qHRoapqy8goxbWcTFJ903uC+bmZFXo3VmwIGDB8XsTCGheyQMzYdb8jPx6TOGWFrZ4OcfeF9s9+p6ShqlZRV0dXXr+mWBQCAQCAQCwYNDGJoCgUAgmJOJkjpUfvEorgQwetSe4XdPMfT3u9A4JM7uIVgICENTsNCYVqiYqG5GHXCd0a8uMbbTjsni+1P/TFY1o7QNRWHmhyogEW1eBTNjqtmtAsHDjZzyaGRkRLfWVExMjG79zNTUVF0KKPlzefbmg0KehVRQWERqWjoxsQn3De7LZmZY+FWdkSGvRTeXYSAk9DhLGJoPt+Rn4pOnDLhsfgUfX//7YrtXSckpUp9YTHNL20Ofok3wUyCnfp9gUjPKWHczfW1NtPaN0DmmRTMxzqR6mLHOejpqSigtukNeXpGkSkor22jqUzCgVDMxPoKiv5X2ymKqC/MoyM8jr6icvMpWajoGGVRPoFSNMj7cTk9zNWUFdyjIKyBfOldxRSNVrcN0D2sYn5lh6uuLmifk2KaYmVIzPtLDcHsdDRUlFN0p5E5ZPSWNPXQMqVBOTjM5PcWUVoGqv4XexjIqSgp0qVdl3SmpoLi5l4Z+BQrVMKqhDjprSqmRYi2UYy0sJa+imaq2AfoU4yjVCunvddDfWkNlcSGFeXd0sRaV11PZMkDHoBr11HzHKiPFOj2OdqyP0c4GmqrKKMov4E5pLYV13bQOKFFMTDMxPcH0hBJlXws99aVU6WKVVU5RSRP1HcP0KDSopTYxPtpFd30FtVKsxXekWAtKyCtvpLy5j+5RDQqNCs1IF4MdtdSUFs3GKsUs/c2Kpj7aBqTynZhCXr13fhcZkEtPK11fL6PtNTRWSdeVly9dXwX5Ugy17QP0KLUox1VMa4cZaqujpSiPCjkGeb+8UgqK6qVYh+hVTUqxKphQ9NLXVEW9tF+JLlaprevaSS+dwyopVg2a0R5GuqTjpHZUKJ3njhRrQXE15Q09tPQpGR1/ELHK681PoFX0M9ZRR3N1KXfy5VjLpPusgeqWfroVWsbUSma0Qwx11NMkxVBeIMUg71dSw52aTpr7xhiT6l87oWJK089Aay0N0n5lcqxSO8krraOovluqMwVj41rUUjtS9DZKZVtK0d1Yiyooq++ksUfBsHryAcT6XWYm1Uyr+xjq76O+eZDOfqm9yffOjPQeMTWGoqeFjtICqqVY83X3q9wOqqhu6qVLOcWY1D6ZLZPGb5dJ6bfKRCvVv2IAdX8TLTXSPaCLVbpvpPItrW2nvmuMQeWEVANf18SDYmZKI8Xaz8hgL42tg7T3SveofO9Ma5mZkPrY3hbaKoqokmLQ9bHFFVIf20ZdpxSfZhKVSnq/Gm6jS2rDpXfydX2s3F+XVDZT3TZCz4iGCamPnZD6dO1gC+3SfV0klZmuL86X+vdqub8epU/q+x90rHeZmZRiVvZK91QDtWXF0j01W49y2y5upbp5QPr+UDEm1c9wey2t1cUUS98fX38PVVFe00GL1McMKlVMjg8z2tNMa1khlVIZ3dGVUSV5VVIddo8wPD6tazs/FsLQFAgEAsGcaG+VoDD1QWkbgtIpkpEvTIShuQARhqZgoTGj1uhSZmtCbjC62IixryyZzK+f3foNwtAUPKrIszMVCoVuJqY8ECibmYmJidy6dYu2tjad2Smvn/mg6OnpJTPztm52ZnRM/H2D++ER1wgMCuGKheUjY8oICf2YEobmw609e/agf/w4JpdM8fL2vS+2e5WYdJ3bOfnU1jUwNiYyPQjuZVL64pZNy2IqIuxIcLfELeEOIWV9tA33MtKSQ1mICX6nN7H1q89ZtOgrSYfYetgTq4Qq0mqaGei+Q3WKG96H13F8xSKWL17EojV7WXTIhdP+mdxsHqSusYTeXC+ibPXZufxzli9axieLVrP+gAXH3HKIyO+gd2Ia9Yx0ObNX9m9HetaYUTKhbKP7zjVyfC5iqreJr5auYslOEzaZx+B/u4maES0jWiXqgWqarjsQe2U7BzYtl+KU4pC0ZNM+1trFY5ZaSVVjHo1ZfgQbbMdg5SJWybGu3Mai/XYccb9BYnU3tc1V0t8LINnNgINrV7Bi0ed8KsW6ZrcJhxxuEpDZSotyAuW8xiqfTDbveugtTaAk+BLWR7ez+rNlLN12lpUXInC7UUPlsJZBzTCa4RrqEpyIMd7G0c0rpDiXSdrDV5ssMQrIIaqyg+b2ErqKwrlqrMe5VYtYt0SKdcUGFu21YK99EldL2qhua6SzMJxMv3Oc2raalYuWsHjRKlZtNWS/VRIeaY3UDKpRSJc3rwbujFrSAN3FcRR7G2B+ZLN0/Z+w6It9LN5oxTmvm0TXDVDX08j4QA63PS/itHoR+5bKdfqZpG2sWG2EiV82CY2jNHdWM1QdS4LVMYy+WsTmz6X9lkltfdclNl+JJTC3kcrOdtpLoikMM8Fo30Yp1s9YsmglKzbos9csCofEOkq6lYxJscpG37wxo5E0SH9lCmUBF7A/uZ2lny2Wrm+XdJ9d5qRjMhFV/VS01TI1kEW23yUs1y5i7zIphk8+ZdHmUywxCMYusZyywXF6BxpQt6Vyw8UQM6lMtstl8tkXLNp+nq+MIvG4WU259CzdVp5Mdaw5lse28dWixVKsX7LsqwPsMgrBIrqa3JYRRqVYJ+avEX8L+aQzTI02o2lOJCslASP7WwRdb6BdNYFqsl9qAuVURjvit20Zx5cvktqdXLdS+1x0jJNWcYTVqqhob5KaiVwmJt8qE6nstpzi89NymZRS2i/Vf1U6rSnWOJ/ezWqpHS1dtIIlX+xku6EvRqHl3JTa0rB0SdoHGauyk/HWVApvxnPF5SZesTXUy/fOeB+TQ4VUSverh95qjkp97LJPpTjW6rHosDvng2+T1T5CQ0MhvTnuhFseZcvni3V97KJFa9hw2AZ9zztcK+xgYHqSgdZc+jId8DHezxqpzJYt+oJPFm9kywmpvw4oIbmilyHpkjQPJNZvI8Ws6ERTF8+dMFPO7Fwn3VOz9bhsJ4vWu3DcLl36/miivPoGud5ncDu+gbUrlkhxrdXV8+7TATjebCKzrhFFby4l0Xa47FrBYamMlnwinWf9IRYd9cYk4g75PRo61dPSe+rsn3/ACENTIBAIBHMyfj2fsZOOKB3CUIelMLrO4mtD0z5BeneRX15+pG8qwQNFGJqChcaMZpypjh7GwzIY/eACY0vNmcy5//lTGJqCRxXZrBwYGKCuro6srCzi4uJ0szPv3LlDb2/v7F7zj2ykTk1N0dHRSdqNm3MO7MsKDYvE28cPU7PLwtAUEppDwtB8uLV7927d2JG8jqa7h9d9sd2r+IQkbmZkUVZeycjI6GyPKRDI78rTTE+Ooh2uoPl2IKHH13Nh2wb2OiRwKb2J6vZKOgoiuHp2K6e+eIcP3n6dZ194lxef+owPvjBgnW0qNgm3qCoIINXrOIc/e5vPX3qGN159geffXcyTn+5l7QUv3PJqSE6PocTzMHb7vuDdl1/jpede47WX3uK9T/exeIsfFsHFVIxN0C/7q19f4L+dmQnQdqHszuNOqC2eR7eya+ki3n7jPV7+dAt/3GvOydAcImsHaR7pZaTtNgXOh3He9DZL33+dJ156lRdfeY13lm9kiflVzkRL2/NCyAsx5Myqj1j24jO89coLvPD2xzz1yU6+OOmEbXoJiZkpFPoa4HHkSz59601eevZVXpVifffjHXy60Z2Lnnnk96jokWKdP5NvGiZ6mBguoSTGlcCTOzjw5We8+9qbvLJoPa9vucgh33QCqwao6W5gpDWdVDt9TFe+x/L33+CZF9/khaelsnlnNyvPhWMYdYfMnEiKY40x2fIZK158mndfeZ4X3nqfpz7eyicHrTBLyCM2J5P8wIuEnPqKlR++o4v1Felc73ywkUXrHDhln0lG0zBdEzPzagZNa7qYGi6kIMYRt2Mb2LHyU154VWpXby3n1Q/12HDan4vXKrhZnMVAcyRBZ7az6w+/49Pnn+PF197ilddW8cGnpzjtls616l6qK1NpuXEFO70vWfnC07wvxfrim2/z9EcbeW+HKRciM4guKCAn7Aqx59exZfH7vPjMK7zywhu89d5XfLzakkPmN0is7KNDilU25ueLmfE+pkZKKLvuge/p7exfs4RX33hDur7Pefm9XXx11J3TYaXEpCfSV+6O38VtrH3hKT5++Tlefv1lnn1/Jc98cYKDrkm6tl5enUF/vgMeJ9azWtrvQ2m/l6TzPfPhWl5df46T/slcLakg65oDaWYb2bf8I16QYn1ZivXNt5fx0UoTdp5P4mp+B61SpSrn9TeKcsF9PVt6fKyb3ookqiLPYH/ZlD/uCOa0dxHVo+OMalqYHkwh3fkkx6T7cPmzz/Dyq6/y8mvLeO21Pew3icC/aoyCqlxUFe4EzZbJIrlMXpPK5IOVPLtCLpNowiqbyIj1JNdqC8fXSO3o6Zd5+fnXeeONT/hg+TnW68cQkNFEkxTr2Py68pLkPljFuKKX/pqb1MYY42VpxJI9/hx0zOVO1yj9w3Uo6kJJdTnC/o/e4LMXn+V1qY997r0lPPGpHhtN/fAsbCAl9Rql7gew2L2M11+Q6mu2j/3j4oN8tjUQm/A71KpHqM4Jp9xpOxc2f8bzulil/V75Ix8sPcGKfRG4J9bQMD7D8PxPIb+HaSYGahnJsSdBKvsvP3qPp558kZdeeoXX3lvDa0tt2HcplpSqPG7d9MXn6BqOfP42b70pfQ89/x4vPfk5H68xYqNrNm7J6TSX+BJjf4Dd773C4pee5bVXX5TKaClPSPFvs5DaQ/kQJf1afqxJmsLQFAgEAsGc/DlDU20TLz30SS8vUw9u9ofgx0MYmoKFhjA0BQsd2VSUZ2cWFxeTnp6uWz9TNjYrKysZGhqa3Wv+mZyc1K0P19Tcoks3O9fAvqyg4DBc3TwwMjZh3759cxoGQkKPs4Sh+XBLXvdXfi7W19fH2cXtvtjulZx6Oyk5lfw7hQwOPrg+WPCoIb8rj6MdaaK/IIAbjofY/+Ef+fitlawyjeXS9SqqKlOovO7NJb0LHNp5CXP3UDyDfAm3M+CyyUUWnw5i+2UvYoPO4Ot6ho0nrDhg5oF/VAj+HuZYH9mAkakhBtHJWEltNXzfVhxPnOaIbQiWvn7EX7XHycAMvdfPYWWaSHKnhnrVDNPzNeA8pWZmqJiB0nB8zO05tMUMcxtfPMKD8bI/g81lfXa7RqMXW0t2az39DZmkS3F57jgo7eeFRUQSYfHXSc28TYb0XH6nooC6FEuSvQzYd/oKuy664REWTJCvLXYnt2F84TinI6Ix9/Ql+NBeXI/qc8LSFzPvAK5FOOJ+0ZwjfzyPmcFVYmuGqVbOo8k3M8XMcAWq+quE2Tuxf70xl8y98LgagZfTRZxM97PfOZTN4RUk56fTXRyM64XL7Fl9FiNLH1wjIgh2NsHd9CTrDD1ZdjEEL28TYvxOcvD8ZTYbuuAQGEhosDMOhnu4dOYAZ4JCueQfiv/xQ3geOshpc3eMPIMIC3PG1/wKJxZfwOhAEFcLuikfm0Y5L06CfI4ZJroLUBVLf8fDgSV7bDltG0hwUhIRoR5cdbsofY+5s+5gFP5hYdRW+mNjbs3aL40wtvAl9HoqsdezuXGzhNKGLlp6u2jL9aMoWJ/zxpdYc9IJS29/wiM9cTY6iOnxnZz1kWfqReF95iR++/dw/pITZ91DCAp1IcjeAsMVFzHc6kXIzSaKpFhHJucv1sn+MtRlXkT4OfDVQTv0Lfzxi08kIsKbaE8jTIztWbUvGPMrltyKPISJ5UU+3W/POUcfopPD8LA6w+V9X3HeyYezqfXEJfhRG3EU88vGLD/qiKmbL1dj/HE108fs8EYpLjfOXUvE4+J5gvZI7drIhpOuYfgEuxPhbsnFdcacWOmIX2wleSPTDMzrFE15bqsa1WAd3eXxZHgYYLvmZVZ/sY5/XO/NLu8iKkbHGRmrY6otgjhvRzZ8eYFThq4ESGUSff0W16/foaCyheZRFa2l8bRHHcLBSuqvDjhwXiqTqKRQqUxOY75vlfT/pbYTn46LmSnhOzdy+fwVjjpH4B7oSYy/NabbTTi8yAKP4EKyh6bpHp/PWGXHUINmpJne6hRuBxjhsvUdtixbzq/XOrHGMYfbXUN0tufSnmJMmLMh649Zc9jcg6CYUKnPNcPq4FqMzKX4Y1OxcXAmYvcmqS86yyG7MGx8fUm6Zoe9vil7Xj6LrUUEqb2NJAS5E7V1NZZnjDngdBWnAC8Sw22w0ruE3pvGOLtnkzE0RdsDnaIpn3sCTU853dfNSHQ/gZ6pM/uswwm4msD1tNtcv1XDncISuhoSybjmzsmthhzdfwVLv6t4B3gQYa3PBaNLvGcQzkErN9LCT+DieJaVR23Qt/QkLE4qI6lPs9D7iotWjpxMbiOhXsHkvH3BfD/C0BQIBALBnIxfzWJ082WUViFo4jMZ2+/E8PNHUTslMD2ikHZ4cOtzCX48hKEpWGjMSH3TVO8A49eyGf3oImNLzJi4WcGMdgLd7PJZhKEpeFSRjcWmpiadiXldes9KSEjQzc5sbm7WvfM8KORUtmMKBQ2NTboZmrFxiXNKNjQdnVx0ps3evcLQFBK6VxcuGhESGj7n/SPL3sHxkTE0T548pUvLem8M16JidKatrZ39I2do3tWhQ4d0fZmcWls2Le+N8a7i4hNJSJTTzuZJz9IDsz2m4LFnWiP9r5PBxlvkBZnhfGgtX732Jm+/vYoVprGYJBRRkRdMXrQz+w66s/d8IonlPbT01DJc4km8nznLdtqyYscFHE23Yel4kc2uN7G40UjzaD8dZTEU2m/CzVKPjW4e7D15GYtPduB01h3XO91kd7QwPpZHnocrl1/aif2ZQAJqFRQPT82joalhZrCUwYpYglwjOX8+lrjsWmp6GqhOMifZeQ/b7YL4wq+YlNoSeiqTiD12Apsvd3PZ2he7+GyiM8rIL2uivruH5rpcqsLOcM3RgAOuSVxIrKeir5eeujRK3Pfge2UXO1wc2XnWGrOle3E8ZotrRgM3WtsZHSmgNNQHuz/qYXPIHd+CXvIGptDM1ywonaFZhbohjmu+Vzl14iqRqRXUDHVRne5ItstmDtp78UfnXEKTw2i+5cTFC66s3BuOX1o9DcN99FddpTTGjL3Hrfnj+ssYn92Hq8MR9FyiOB5VS257N/1teZQH6BN2eTP7nazZYmLPxZUHcNhrimtCGUktXfQNFVObEIzbsqNYbbfFO6OZrL5JRufF+JLPMc1EdyHKQjeCwyJZbZaBf1YLfVOTjHRmM3zHDkcTZxYt8cDezoX8HHsML17hw+VmnLMOITormxsl1RQ2yOtFDjI02EJTsh0Zjns47xLM3tBq0ho6GeqvoCriPNGma9F3vMwGcxfOrj+KwyZDXCLyiG7qpWOgjNasq/hvMMBitRmecZWk9UzSNy/G12ysfRWoSn2JvhbGFosbuKY20K6ZYKS3QPrcER9raz78xIIje48SaLOG047OrHAvJ6ioDdVUP41pztwyXsolR3u+CsjD1d2SPIctmLl4s9m/itjKdun5uZnaOOmeuPQlhvZGrLb1xGDrSexXHsXZ7wZhDQM09lfSWxpH+N4LXF5siFtIPoldE7o0nvOHvHqjgtGuMpqygkiw3I/J0mdY8tlq/madF1u9iygfHWdYKvfxKg9CnCz5eJkJh876EJaWTkphOTk1nTT0DDCmHaMtJ5gyhzXYOjuz0qOCkOI2lJN9NKY6SWWyhEt2Z/jS2Y/juw2xX7wHZ5d4/GuHqeqpYaw5hdiTppi+cwQX95tEd0zQPK/TUWXzVomyv4bW3AhSHfWx+OoVVn3yOf+wxpEVjtlkdfXRXJtGpf9B/J0usdU1C9uMJjqUA7QXRnLHeg1OVgdZ6+6Fnr4pVh9tw+miD27F/eR2NjGpzCXL0YlLT2/D4Zw9gTV5eFg64vDeJpytwvGsGaOku56JwVukXrLC5Pk9ONkkEN6mpXb0QU7R/NrMVXTcoTHyFBHW0jOlqSv7HOMJjb9NXkE1FdL91dpUznBlAEnBzqzf5c6xK2lkNA7R2lnKSKEjIW5XeG+jHev3GuJlsQlTJ3PWuuXilNVEn2aANvk7zHwFtvYWrAyowqdoAO2PNEVTGJoCgUAgmBONYwJDTx1EeSGQiYJKVHaRjG6zQBOYwlR7DzNjytk9BY8ywtAULDgmp5hWqNBeL2L0ExNGFxmjjcllun/oa1NzFmFoCh5VZGOxurqalJQUnZkpr59ZWlpKT08PKtWDa8Py35XX7mxqbuZWZjbJ11PnlGzU2Nk7Ynj2nO67ZS6jQEjocZaxsQmRV6PmvH9kOTm7sH///jmPfdh06pQB/gGB98Ugm3zhEVdxcHTi6NFjcx77sOvQocNSXbgSGyf1s0nX74vx27qekkZefgEDA4OzPabg8WaGmfFBtJ23qE33xMbwIrtX70Jv9Wfs1dvGVucEjGPzKL7hSkaUHZvMr7HLs4iclhHpe7YNbVsM2cH27F9+ls2f6HH2wHou2phyOrqU4PIh+tQqRhrSaYk4jLvDfj40vsDSLRc59rohjuejSJDOU6MaZGKynsprXgSsWoPbZQ8cioa43TMxfykBZ6ZAO4J2tIvWxg4qKzvoGhhgsL+W+jhTEmx3s98xlM2hpWTU5NFZ4E/g1iUc+P2v+ODFl3nu3WW88dkx1h51xyY+m6iMZNIc9blqcxazq7l4FQ/QOqpE0Z5HW8xpgpz2suzSWT7dZcTBd85iezSEmPIeyhXDqLWNNFwPJnzLVtwv2OKY1UF6pxb1vMzkk5HOMzHKlKKLjpYOysra6ejtZ1jRTlOqHRm2Gznh6MMXXvlExPlSk2LOCYdgPr9ym8iibkY1w4x33aRRqnOT3UasfucQx3dsxtjsGIahN3DMH6B6QIGyt4KOpEvEOO9ivdkZPtQzYs8HZ7Hc5c3V280UK0YZ1bbQdjuK6P37cD9xCafUWpJaxxkany8zaIZpzRCTQ420tXeQU91HS7+K8ekptL35KEtdcTFzY/FnrtiYW3Ir4Qz7t3zBb/7+KZ579lXe/PhTPtl3ka228QRkl1HZXM2dEEuum+3FPiiOK7f7KOoeQzPSRFe6DWmuO9hlfop3Dxuz49NzmK11IjS5mvwxJYPjbfSUJZN06hgeB8/gFFtEVPM43ap5jHVcqteRFjo72smv7aWxV4F6ahrtQAkT1R4E2lmx6BMj9m3Ww+HMKi55+HAqtYfUphEmp5X0FwRS6b2Fcy52vG6fyEUzI1KNN+PsF4ZRRh+320fRqnvoyXYl130rRyyO88ZxEzYvPYfxEisCIou4PaqiZ7yDocYMbpgY4rnzMM6hmYTWa2iZ1zyss4Zmdz1N2WkURjpz3eUAp85d4A/bA9mvm6GpYaArD0XeFdxObeC5Xz7HM394idfeeZePth5juUkE9ol3qOzvoTDRl6zzq/Dy8sEgrZe0ZqlMpsbovxNAhecmzlkf5eUzJqz78jzn372Ej89tbo2M067uRiW1pSybS3it34GLTxJ+tRpq5jUP66yhOdBMa14GxVEepLkfw/jiGV7a5csmx0xyujqpK0siz06PECcLLsRVEVY1xKBGxXDNdZpC9HC0P8C7RkZ8sekix181xNkkjqROJXWqfqYm6ygNdcX3i1W4mRrhkJmA+Rk3LrxoiJfDDdKGJ2hW9zKpquCOpzVeK9bh6hyJe6WasgH5+h4U8rnHGGnOoMxrF4573uLtt1/nX5//kFffXMOqLUacck7BPyaJ0hs2BIc68blxLEeDyinvkfrckQa0LRFc97Bhy0en2bZ0LxePruWCoy2nEuq5Vj3E2ISKoco4GgN3Yu1my2sOhVhnd0t97rTupwIPGmFoCgQCgWBO1GbXGPybrShPBzBZ24I6KJmx0y5oIm8w2dDG9LBYI2YhIAxNwYJjZoaZiUkmMioZ/cxMN0tzPPyWLg2tnI72LpOlDSiMfRk76/G1oXmnihmFMDQFDzfy+ply2teysjJdqtnY2FiSk5OpqalhdHQUrfbBZU+Qzz08MkJDYyNZ2bd1aWfnkmxoWlnbYHD6jDA0hYTmkInJJaKiY+e8f2S5uLo9MoamgcFpAoOC74tBNgCvXovSmbPHjj2qhuYhnJyciYmNJyk55b4Y71V+foFuhqbcT8trDgseU2STb3IMTV8NrbcCSPEw5YyBDTv3GXNZfz2Wpvs44JPExags7iRYcT3yCl85JbEtvI6iLiVT493M9KdRGObEmUWH2P7aBvavX8kpczNMU+uIa1IzPD6BujWb3iQDPBz38dqxg7y93ICtz5phez6FzD4VbdMKJumgPtmH6F0r8LJxxiJ3gIyOB7HGmXzCCaa0I4x1ltJ0O4I42xNYntzHfsdrHI+rIK8qg5YsVxw3LWfTE0/x4Wuv89oHS3h78W6W7zDhuF0wNm5e+BruxcfsLLaJxUTUq+hWahnvLqY/zZhQ1718dOoAr391ig0vmnLlcCxpDUM0TakYn+miNTOMxMMb8LlsgfXNVq63jqOa13SdMvL5JpmeUqLorqS9MIbrLmexO7aFI7YB7AkrlJ7N3CiLPc8h9wgWeZQTUz3IlNQmZobyaM/ywW6LXFeb2bfiK/QNj2J0LYuAahXNo1q0A7UM3rIiwXMPKwz389L6E6x+zQTjbeEkFHZRP6VBNdNDV1EcqWd24XfhArbJVcQ0ahjQzOfstnuZlB5C1aiabtGTZoOrtRerd4fgbG3OrbD97N++jN/84RVefPlN3vvwYz7dcpA1550wvZZCeE4uMY7GxBjuwT08GY8KJdWD49Jt0s5QrguZvnvYfGE/z23SZ8XbRhiu9OeavMbslJbRmT76a29wy/QwAQbHsY+5Q1idmk7FfBpf9yKde2YcTXsug5n2BDhas2qnNUd2H8Z+/3KsPQKwKFCQ06VhZnqcsfIImiL2ctrNmifMw9E/c5ro4xvwCLiGY4mS4r5xpjWDjBT6UhK4m/0mejy5/RhL37/A8Y/dCY2uomJqgqGZAUalv5ljd5rgo/twDEvHr0pF48h8Gl/yueSUs1IbqqiiLS+B5lu2OLo58/LuUI54F1Ipm6stGfRdP43jydU8++zrPPfCG7zz7rssWruDpccsOO0fTUhZNVH+ziQdWo6vdwCWhQpyu6UymVJLZRJOY9huTpvr8ds9h/n043Mces0BP/9iSien6JseQj1URqGHCaH7NuHiH4dbuYrKwfmMVW4jGjSjffRW19CWn0JLphN+vg68fzCYHY4Z5Ha1UFUQS7rxLkLsLLG52Uxii3T92gmprd+kJ14fR/u9vHDkIO8uO832py/jcOkGOSNa2qfHmKadmlh3rm1diuflU1xJCOXsIXcOP2mBt1MOhZMzdE+PSH1jI2UhNoRv/xI391Dsi5UU9X7zQ+v5R34fHGCgJoXbltuxWv8WH//xbZ55fRFvvrOKL1YdRc/AFUs7J2L8DbD0suY9mzQOxzbRMKRhSt3GTG8SmZ62HH59HzveXs+BLV9iYGOPWWYnKa1q1JMTKOtT6I45hJWXA09Y5GJ6swPl5LQu4fqDRhiaAoFAIJiTrw3NbajOBjHV1IEmJEUYmgsQYWgKFiTTM0xm1TC25PKfNTQncqsZ22fH6D5bVP5JTBTXMqNUz24VCB4+5AFy2VQcGRmhqKhIZ2bGxMTo0s7K6WblGZTyQPqDQq3R0NPbR3VNDZlZ2XMO6MuS00xeltd2OnmSPXv2zGkUCAk9zhKG5qOhgwcPYm/vwLWoaCme5PtivFd5eXfo7u7R9dMPsi8WPOTI60qO1dNXnkyCtQX2xy9yxSMKu5CrRNrtJ8haj+PSc+eFqxnkRJkSH2zMcocENofXUfgdQ9OeM4v2sPmlVWz7YhmHL5hgcr32fkPTdiev7dvOa4uPsuoJU8wNU7jV+2MbmrJxMIpmqJLqqMuEn1zJ1qVrePuzI2y3TcAhq5qKyiTq0z0w1jNh21emWLpHEJ6ewvW0q0SFemF11oqzu05gtG0dpoYGmMcV3W9oOu3ko0M7eGnpYZY/Y8LFA7Gk1P/YhqZ8byuY0DRLZWtP/NmV6K1czWt/3M0ms3Aup5VxI8GZwoiT7HMJ5QOPcqK/Y2h6Y7flGJue+oqtn36B3pGDnI/IvN/QdN/JCv3tPL/iAJ+/eJHTm8OJLfgJDc0ZJTOTvXRkRZJve0L6nvLnsG8OQX625Pvu5Iy5KR8aBnLZL450qV5vRLsTF3wZ8/AQjgTG4HjuJGFHtuMSlHS/oemzk80GO3h6lR6fvnqeo8v9ibjxExqaM9L74HQ/PQVxFDmcxNvFjgM+MZhevIDftiXS95rvnzE0LfjD5SAO6R8nbN9qXL0j7jc0A3ax/9wO/rBuDx+/eYZ977sTEPVjGpry/TDFlFY2+sZQteYzVuiEr7cLr+4J44h3AZXS5+21yTSH6+Fie5YPDbw54RLF9Rs3uBEXQGqwiXRtPuy7mo6FuRnXti/Bw9X3fkMzdBenjXfwm807ef9dA7a/5ICn349paM7GOjHO+JgUa3spimJPrgU5Sv2IbGjeJLergfLcqyQZbMXf3Bzr9Kb7DU2rHbywZztvfHKM1b83w9LoBrfnMjQv6XPlmg8n9zmx47cWuNn/lIam1IZnOukpTeK6wWFcdh/ggp0/FpGpxKSkkhwZQvhlY7zOHcTOeBt7TY142fw6B2KbqP+OoWnF4de3sfm1lWxbtZSjl20wvdUhDM0fE2FoCgQCwQ9EesCQ16BTGUd8bWgahTHdPYAmIl0YmgsQYWgKFiqTuXWMrbRg9DNjNKE3mWzplN5PNbNbYeJmOaNfmTG6wRx1SBqT1U3MqL7ZLhA8bMiGplKp1KWWzc/P1xma8izN9PR0Ojo6Zvd6cChVKto7Oikrr+TWraz7BvPvys8/kAsXLnLkyBF2S+9/cxkFQkKPs4Sh+WjowIEDWFvbEBIaRlx8wn0x3qvc3Hza2zt0qb/ltY4FjyNyqtkhJjoyqE2y5/KOnWz8ZCN65yw5bWuNxfFVGOl9ydqTduw09SbE+SQeLuf45EoMG4OrudOpYGK8m+k/GZp72fzSSrYt/5yD5y9yPrGaqHoVQ5p7DE29Hbz+6RFW/cEIs9NJpHcraZn8sQ3NMTTD1dTEWhN1fgsHt+rx+foL7DeKxDH0Nvl30qi4k4irUyJWDrfJrumjb3KUcXUZzXnheB4y5NQnmzjy5TL0Txzn/LUCQmqUdCnuMTQP7+Clzw+x4ukLXNCLIql2kPoJJZofdYamVLaaFhpSXEky3sSJnXv5dNVp9pwNxMI7hfhgS26EnGCbfRB/dC7hauUAE5NjTN9jaG5bvIx9R/ZzJjQDnwoFjSPj3zI0d7FCfwfPr9jP58+fw2BjCFH5HdRMqFFO/5iGpnzOSSZGm1G0ZpEf7U+giSleEUl4FrWSkRFFfaIFgYnXuZDWwe1WKU6tgvG6WFpTL2Ea4MUyywCM9Q8ReGQr9gEJOJeOUTmgud/Q/Gofi18+w9Gl3oSmNFAxMc7I9I9paMqxTjGhaEfVmUtJYjDBly7hI33HuRYWEuBuxbUdi3Fz8uZS7ihZHep7DE3LWUNTn7B9q3DyCsOmYIzCHnk93bszNL9laL5xin3vOeMXWUHpxASD0z+GofldZgYqmCxzJdjXhdf+ZGgq6GyV2mqqFXGJkZxNbCC2eojxqSm0bVkoM43xDnfhQ/trHD9zjrDti3F29sY0b5TsTqlM7jM0d/H+OyfY/oI17t6FFGqn6Jn6MQzN7zIzXM9UpQ/xIU58fI+hmWywBb/LZlyR2l1co4rR7xiaO3lhzw7eWHSU1b81xuJCCplD47TK9/R9hqYvJ/c6sOPXprjYZpE3Pk3n1E9haI5LAfcyWJ9PrrM7iY6BJN5ppqBfzYh2mIGaDAodTxB8cg2Gh1ex8vhpnrmQgN61emoH1Uzca2i+/iXbVy3hiKkVF2+0kdSsEobmj4UwNAUCgeCHIc9Qmu4dRGkYxOD/2IbaPEo3yD8emyUMzQWIMDQFC5XJwnrGttsyutoUdVAKEzXNurU17zJxvYSRjy4yuvIy4zG3mWrt0v2YQyB4WJFn/AwPD9PS0kJOTg5xcXG62Zm3b9+mu7t7dq8Hh0KppKW1jeKSMjIyMu8bzL8rTy9v9PX1dd8ru3btmtMoEBJ6nCUMzUdDch2YmV3Gx8eP6Jg/X193lZOTJ/XPrbqxJ3nGvOBxQza6pplSdDJW4k+W2y7WffAS//i3/8i//PZJfvPUkzzxr3/P7/7lV/zDrz/lhbc3cVBvK4fOn+ENw3A2eJeS0z6GZrybqT+lnD3M9tfWsX/DUo5dusCp2ApCq8YYVGu/m3JW/yDvLNNn2xNnsDwZQ3KbgvpxqR3O/JgpZyeZnlCg6G6ku/I2ZbciiA9w5bKeI4Y7fbmaXEih9KxS1tBDQ9MQg7JRKc9wmpBTQUYSuPMoZ99ajt4Xn7L3+FGOh+biUzZKx9j4PSlnD/L6Sn02PnMa032hxFb0UaVRoJ7+sQxNmUlmplUo+1rorcmjIvsaKeFuWB2z59iXV3C/dIaAwDOssQjgPat8wkt7UU2OMfmdlLOb2PflCo6e1uNk8A1cikaoG9J8K+XsXlYYHuCltcdY/aIBFzf4Enm7lTKNCsVU949oaH695uJITRpNMVcI9ffHwCWV8Nv11I6o6R3oRtlbT3tvHzX9GqltSmUzoWSyOYmODAvOubvznqEHZ4/vJ+DMFiz8Y7HKH6asVz1HytmjfPnaKU5/7kxIUi1Fag1DU70/oqEpx6pitDGbtkRrogJ9MHBKIvBmIZVDbeTFuJB8+DNcXT05kzFIeqvyHkPTZjbl7Emij6/C3juES9lD5HWqvjE0g+SUs/t5cvsRlr59Ev13rfELKyVfpaVvsv8hMDTllLNqqR6HUPU10NPbRXWvkh7FBNMzM0x15qDNv4JboDMvnQ/mwEkDwg8vxk4qE0OpTG62SWUyR8rZxe+f5NDzpnh45HJbOUnnxOBDYGjeTTkbzU3jrfhbmWKUUEtkzRgj8gSPP6Wc3ccLRw/x3ufH2fG7M1ifiye1V0Pj+Oh3Dc27KWf3O3Dk12dxs0rnltRO27TDP4GhKfcF42iVwww1S/1UUzu9wyqGtRNMTCsYrr9FuedhQk4v5+je5Xymd5ynTlxjX0gVFQMqNOo2pr+dcvadtRzc+jn6FhYYJDUTU6+Q+lZhaP4oCENTIBAIfhgzIwqmWrpQng1k8J93obaLl57ZpxhPuC0MzQWIMDQFC5XJ8mYUJ90Z222N2j8JbUkt06OK2a3SK2tSMSPvnGP0i8toE/OZ6upjRnrIFwgeVmRDU+6na2trycrK0hma8uzMwsJC+vr6Zvd6cMjvU42NTRQUFnNzDkMzPOIqDo7OnDhxktWrV/PFF18ICQnNIfkeibwadd89dFfWNrasWbNmzmMfNu2Rnh+9fXzviyEhMVmK8ZrUJzjqxmG2bt36yGn37j2cO3ceJycXIiKv3Rfjvbp9O5eGhiYGB4ce6HrGgoeVWUNT1YuiOo6iSGMMDmxk0aKPJX3Ih++9zlvP/pLnf/87fvn0Ct74ZB8GBocwNDXmoyOBbLHL41bzEMPKNsbboskKtkNvxTk2fbqPc4dWcdb6IgfCi/AsGqBXpWSs/gbN4Ydwt9/PxyZGLNtyFv2XjmJvEEpU/QgVowNoJ+qouOqJ35drcbvsgWPRMLd7JubN0JyZnmRK2aMztCob2rld00/7sAbtlJKpkQI6ckJw3XaF4x9cxjsgmeT6OlIr28ivH6RnTMuEztCspi3/GgG7znDh/fWc3PgFh8/psy8gE/v8flqGFSjb8miLNiDIcS/LTc+zeOd5Dr+hj/UBH8KLuigaGUKlbaQ+OYiwzdtwO2+HU3YHNzu1qCfnLVimVX2M99dR29TKrco+WgZUaKfHmRwtZbgiAv9DVhx64QQOZ87gFXaJ9ca+LDqbTkh+J4PaYVRd6TTecMFojzFfvXeIEzvXY2R6gCP+17mc1Utl3xjqnnI6Ek2IcdrFhsuGfLTvIvve1cdiizMhGY3kD48yMt5Ma/Y1ovT0cD9uilNqLUlt4wyNz6ONMC31YVMKRrtraS9LpyAxgDgvS7zDE7FKaSFbaqvqaQ2jfc301xbQ2NouXb+GAdWk9JKlZLIpkfabFpz38OGDC/6YXjhKpNl2THyjOJvew53OUbTDjXTdsCbNZTu7zQ3442Ejdn50AtMvLQmIKyd7SEG/ppXu0iQSTh7Dff8ZnGOLiW4ep1s1j7HOSO9/UqyKvkY6K25RfD2ERB8r/MJisEhq4EZdF8qZIZoyfMm+uAwnd3f2xneSUD8kPZsrGLgTQIXnZs652PGGQyJGl8+TarIGK68g9K93k9EyzKS6h94sV3LdtnDU4gRvnTBmy2enMF5kjG/IHdIH1XSp2hlqzCDNyBCP7UdwDs0krEFDy9iDS6/752Zo9g53MlBfSGtzI+XdSrrGvjE0x/PMcQ9y55WL19C/cJ7EC0uxlspkn1QmiQ1SmUyNSWXiT7nHRs5ZH+PVM5fY8MVpzr9xGg/3DFIGxmlVdqHqySfT+hIe63bi4pOMX62G2pEHGOt9hmYmuV2d1JUlkG+/E38HU45dLcevdIAhjYqRmmSagvfhaHeA94yNWb7BkBPPH8HhQiTRrUqqxvqZnqylNMQVn6WrcJP6csfsRK4YOHLxmcN4WEnttn+CBkUvk6py8j2s8Vy+Hlfnq3hUqSkbeHDmLTPSuadGUfV30VpYR2NRC539KoYmJpiYUTBcd0uqn6OEn1/DmZOb+eqwIa/sDeaARxFFPQpGxhrQNoeT7GHDpo/PsG3Zboz0V3DG7gp612oIrhhEoVUzXBlHg/8OrN1sed2xEJvsbqnPndZ9Gz5ohKEpEAgEgu8wPTSqMyyVl4IYeuEAGo9kYWguYIShKVioTNW3o7QOQ2HojsovnvHccql/G5vdKgxNwaPH1NSULt1sZaWc8vWWLt1sZmYm5eXlDA4Ozu714BgdHaVWepfLyy8g/eat+wbzLa1sWLJkCS+99DJPPvkkf/jDH4SEhObQxo2bdGlM772H7ur8hYu8/PLLcx77sGnxZ5/h6OR8XwzxCUmEhUdgY2vLvn37WLdu3SOnzZs3c+yYPleuWEr1FX5fjPcqOzuH6po6env7GB//Zs1uwePEDDNTWiYVvYx211NTUUJeXq6kW2TE+xNhugmLY2vZfMGDQy6xpMR7EB/kxPZ93uw7n0ZqbR8dg3UMl0qf+5nz+W47lu+8iJPZFqxcjdjoexvLzDY6xwboLY2m0G4jbpZ6bHL3RO+UBZaLduN23ks3IH+nu43xsVxy3V0xe2EXdqeDCKhVUDw8JS81Pw/MMK0dY7z5Bs0Zblz2uMZm2xxiynoYmlYxriylu+AqPjstMHz7NO5XLuN+zY1dttHscy/gRv0gI1OjaNWlNOfF4HHYHqOvTuJgsBkzOwO2eKVx4UYrdQP9DNalUeq2G1/znex0dWbXORsuf66H63FHfG+3kdXVhWK0gJIQH2zf3Y/1QQ/8CnvJH5xCMy/+iFSv01q07dn05bjg4BvBysuZBOe1MzijRaOqYrQultCjdhi8dBqPS2YExzmw18CTVXuiCc5opk3Vx2BtJKUxpuw5bsN7G80xPrcXN+cj7POO53hiM4VdvYy05VLpd4zQy5s54GzDVhNHjFcexmXfFXxSqrnR0cvAcDG1CcG4fn4My212+Ejnz+qbZHQ+Z6NODIG6kZoUX2LO78TB2o5T3umEZNdT2a+iTy3PRO+lNTOA246H8AmPxjyzj/wOlfQ+9XXK2ZZUM8wCw1npmIS743lSnfdg6BXB3pgmbjX3oOovpyb8HNGX1nDc8TIbr7hxbt1xnDedxzuqkKT2QbqHymnNisRvvQFXVpnhGVfJjd5J+sfnMdbJUSnWZpoyQ0kw3Y+LpQUGHtfxy6imtEdBj1LFFEp67gRT7rgaWw83vgisJ7S8U3o275fidCLD6HMuOdqzJjAfNw9L8pw2Yebpz8bwRhLquhlXNFEfe5kkkxWctTdmrZ0Xp7ca4LTyOF5BmcS0jdAyWCXd17GE7bmA2adncQ/JJ7F7kk71g5vvdr+hKbW/0T7qSxModD9CeJAPJqmtJNePoZ2aRtuaieKWMd4RvnzkmIWZozVFjl9hJZXJiqB6wuUymeylJcVRKpPPuGR3hlUuAZzYfQ7HT/Xw9EgmokVJfX8tY03XiTlhislbR3FxzyCmY5Jm5QOM9T5DM5tc6f2/uTaVqoD9+LuZsdkvH7ucdvpUA/QURnDHajVOVgdZ5+HDAf3LWH+4AzcTf/yrRijqaWFKkUOmvXSPPrkdh7MOBNXm42nphOO7W/G0vUZQs4aKvkYmBjJIMbHC+Lk9OFknEN4+Qe0DNKqZHgNNDe2514k44oz38WDic9ooGdUwNjnMQHUmhQ5niDLRk57hznLEyIrF6705bpHJ7Y4RunrLGC10INjNnHc22bNezxBvyw2YuVmwxq8El/x2RsYH6cwLIu/ycmztrrAqoBrf4kGpnfwYdqYwNAUCgUBwD9ODI0zWtaCyi2R4yRnGQ9O/a2iGpzFR28L00MjsEYJHGWFoChYqU02dqFyjUBh7o/KKYTyjiOmBb/otYWgKHjVkQ7Ozs5Pi4mLdzEzZ0JRTz8ozNuVUtA+a4eERyisqycrO4UZ6xn2D+RcuGvHMM8/wd3/3d0JCQt+jL79cSVBwyH330F2dMjjNb3/72zmPfdj0zrvvYmtnf18McfGJulS0Jpcu6WZsf/TRR4+cFi9ezMaNGzlx8hQ+vv73xXivMrOyKS+vpKOjE7VaPdtzCgTyAL0aZVcRdeGniLE/gEFACpdSKqmqSqEixRvjvUYc2m6KpUcgXoHuBFsfwfjCGT46GchWUy9iAwzwcT3DulO26Jl64h8WgL+DCVd2reb8udOciErGwtmd0D3bcDxxhmOOwVj6eHIt1AxL/QtseukMpiYJJHdqaFDPzJuhOTOhQNuWTkumM5ct7Vl5yAEj12AC46K5FhtMuJ831kfdMN/lRKSvE+HRDuy/aMv6405c9gojODGGaykRhIaHY2cagZORJwlehvi5n2LrGSt2GHngEeRPoOsVrPU2cv7UUU6GRWPm6UfggX24HjvOSVs/zHx8CA+5gv2Zi+x86wwXTkYSWzNEjXIG7XzFOj2BtvM2/fkuODras3SfHYb2AQTExRAZGyqVtQ/2pzy4tM2da0EB3MwOxPS0ObtXnsPE0guPiCACHQ1xNDrEKgM3lpwPxtPTiFi/4+y/YMHGs+44+PoR4m2H3ZHtXDy6j1P+IRj7h+F77Aiehw5jaOmBkZe/9P1hhauJEXofGXJaL4CIgi4qFNOo5sVIkM8xzcRgNcq6a8RYH+DgH59m9ZqtfHjICQP7QCKk58+o67eIT8snJcSeFMfdWNqao2cTikNADPGxCVy/6kV8mAO20WlcjC/ieowzhUFHOXvpsi5+Sw9fIoJccDi5FyO9rZz29OF8aDSep0/hu28fFy47cc4zEL8gW7wtjTny+VmObfIkKL2J4rFpRuZl5u1srMMNqBrjSHE9wYnPXmLdqnV8uN+Go9b+hMTEEpWcTdyNKrISAqiIPICllREfHXLhrL03MTEBuBufwGTTCgxtvDmd2kBsvC+1YYe4bH6JpfquXHLx4VqEJ85nD2G8cy2nnVwxvJaE24ULBO7egYmJLQYeIXgG2hPgaMzJVefYv9wB75gK8kemGXggaZO/Zm5Ds5/G8nhKvQ7gZ38BPSt/LntHER2TTNLVQNJCLXG7FoN+Qj3hMUG0XTuAvVQmi6QyOSeVSXSMv1Qmx6UyWS6ViQ2nEm7iZGpG2PZNmF+8gr57OK7+Un/gaYLhpnPs/NAcl8ACbg9P0zOfRvU93G9o5pDbNURnWw4d1y8Q5mzImhP2HDL3IjgyEF8bI8y3reSc0TlOxKZi5eBC+M7N2J06yxHnMKx9PYgJM8X80AU2PHeGK+bhpPU1kiD14Vc3r8HK0IRDbldx8HclOsgE413n2fzqRexcs8gYmqJd8+BiZVoB4/V05CVw7YgJDlvOYy3Vo0tIHBHRyUQFhxNubUuEqy3Ryb44uzuxf610j+ldwVbqc3yk+gmx2M+Zcxd460QY+y1cuRGqj4vjOZbrO3DUwouwa4F4W53DbPNyzpraczy5jfh6BZPz8wXzFxGGpkAgEAi+w11DU+2XwOh+a7RJud8YmgYuqENS0FY0MNX/4AdPBQ8eYWgKFip/MjSNvFBKLxPj0kv39Lf6LWFoCh41JicnaW1tJTc3l9TUVBISEsjPz6exsZGRkQf/I6OBgUEKCop0ZmbajZv3DeYLQ1NI6IfpcTA0Y2Lj8PL2Qf/4cd5++21+85vfPHJ64oknpGt/h/UbNuLo5HJfjPfqVmYWxcUlNDe3oFJ9s2a34HHnzxia6Q1Ud5TSkutP0IGvOPzeC7z7yvM89cxLPPO713jj030sMU3EJOIGFVkeJEjHbX7jDd75zZO89OzTPP3se/z2qfWs2O+AdXYVUdcjyLPfzqXtH/P0Cy/yu6ee5Llnf8Oz767jyeWuGHjlUzY2Sf/U1zbOvDCjZVrdymhrBul+l7Dcu5KVn77HMy+/yXPvrOe9lRfYbxqFe1wxhdXFNFYmEudsiMnO5Sz58G2eeftDnlt1mCUnPbgUlEt8Rj71uX7c9NJn30fv8e6vn+TlZ57mmWffluJZzeItVzC7XkRkegLZLgew3fcpr732Cr956imefea3PPvWCp5aasNB+yxyupX0yFkXZy/134ycclbTgaYvl9thljgeXM2Gzz/g6Rdf5bm3VvPG5wbsuhCGY3QxeVWFtDckEWW8F8P3X2DJay/w5LMv8vQfXuXl11ex6IQ/h4NySE8PoCDsNMeXL+KPv3qSV56SYn3uDX7/1Eo+WGXEuavZhGVJfYvnCTwPf8aH777Or+V9nvkdz72xmKeWXGbb5TRSGobompwv81YuMS2jNQm0XjvE+S1v84uf///43//7H/j5P/+BX/7+GZ598WWe/+N+XlvphbGjDxnZHjhf3svBFe/x+R8/4JXXl7Js+1n0rCJwu1FJZnM3rZXxNMZfxGTjUt7/5RO89qRUZ8+/yh+eXi61dQNO+qcSnJcntaPzhJ74nC8+foN/ffIZnn7m9zz36vs8/el5VhsmElXaTbsUq3peYpXvTS1jjem0x5/CSu8DnvzHn/N3/+vv+Pkvfs8//04q6+ef5/l3d/HC514YXnHhTp4Nl49t4MNfPMGbv3+K5194lief+ZQ/PL+bXeYx+NUMUlyWQt+ty9juWcUH//IEbzzxFM89/wJPPP05L7xzmEPOsQQUl5MaYk7c2S9Yv+RtfinF+uTTUqwvv8HTi07x2ZFo/LNbaZEq9QFOWvwzKWeV9PdXMlwewnX3k5ze8BFfffQ+L734EZ+sOcLWi75YR+eT2qqgtjoTVaENHvrr+eifpVjvlsnTi3niRalMroThU9FIUqQDN42/ZPeX7/EvTz4rlcUfpP2e5+mPDvHurjBcUupokmIdfYCTFu83NHPJ7Rqjf7AKZYU38ZZ7Wf/Sq7z9W6mPfe5pnnr2A6mP3cjqoy445NcRkxRCvu0m6Z74kN89+4Kuj31e6mOfeW8TT6zw4Jz/bao1w5Tf8ufOlZUcXfs+//zEc1Ibf4IXnvsDz7y/mxfXB2ARVUGDFOvwA4xVl3J2egxFewn1sY5cO7uLw1IdfvbMe7z+/HoWf3mRY5bX8EvOpLQll6x4Z1w3L2bfOy/w2ksv8NTTL/PMb1/n7RX6LLO+hU1UMk15zoSb7mLl0y/qyujF556RyuhDfvPkZtafCsCldIj8vgexRvPcCENTIBAIBN9hqqsfbUEVqoBExgxd0d4skqeFoE0vRGEegDo0RZe6Ud5P8OgjDE3BQmWqtRu1fyIKMz+UtiFoom8x3T0gPdzPSM/4k2jjChh5+yyjy83RJhcw1TPAzIQwNAUPL7Kh2dTUpFs/87r0fpWYmKibrdnR0YFC8c36sPPNjLxmji7dbS+5uflzDuTLEoamkNAP0+NiaHp6eesMzbfeemtOw/Bh1+9//3tefvkVlq/4UorR4b4Y75W8tnBeXr4uNffY2IPrkwWPGvLorhbNUCOd2X7kx7njf7OE8Ipe2kc6GWzI4I7HWTyPrGPnmuUsXbpa0i62HXXgUlQZcSX19DVnURbjjN3OzRxYupRVkpau3MvSjdaccUwlqaGfstp82m46EGx9mHWrv5TOIe0j76tnxCbrm/hkttCtnUYlXc78jTdPSydToFU005YVQrrzSQz1NrP0CymGtQZs0vfBJqaY9JYhOhWDqAaqaU7zIcFGn6M7N7B0zRaWHrRgn0MCIfmtVHR2M9KZR0OaF+6HdnFYuv7Vchxf7mDpBnOOWSQQXd5JSUMZLVnuRDvps2OTXF5fx7py92k2mifhnNpAk0KLcl5jlU+mYkrbRWf+NXI9znDpyDaWLpPKeo0+q/VcMQ/L5XrTAK0j3agGyymPtCH85Ab0N62Urk+uk22s3WaEoU8GwQWtNDTk0X47EH+DA+hL179ejmOFVH7rTNAzukZofjPFzbU03fYjxfMUB3eu/1OsX247yoZLUVjG11DRr0IhXd78+CNfG5oKqc11pl7BzUTvT3/zG33B0vVGrNwfhXtUBlUdUtzhNnic2MyRLZtZsWoPe857cim0gNSqHrpVKqnuKxgoiSTSRJ+T0jk2yef5Yp3UTs6z/VQovhk1FLZLZZIfyu0AQwwObPrT31uxaR/rL4RgHFnJnY5RRqVY52f1QdkpnEDZfofuDDsCLA+xepV8D347Vklrz7B0ZyR2/vHUtqYQ4WLCWenznbrtUlmsPs6XOz2xiSwmb0BDZ081qvo44q0MOS3ts03eb9kqqZ2cYcMhf1wTy8jv6qauMJriiAsY6UvtSHeupXyxVmojhj4YBJeS0TDEiBTr/BjVczMz1spUSxK3biRx3DkLr7RG2lQTqDT9TA2XU5XqTcjFnRju2szyLzazTd8GA68srkr3a7t6mlGpX5vpTCHN1fieMjnBl7vkMikgt2+YmtIk6mJNsDqz+5tYV61jzUkXDnsXklTVx7AU5wOcoMmMsovptjQKMhM473ELx4Q6aoc0KFTdTPVkUxxpj/WWDehJ1/alfI2rpLa/yY7zbumktQ5RXpNLe7oNfhYHWfWlFONsHF8dMGWTbRYBt5vpn9bSK/Xp7SmXcTba96d9ln6xgtVHbdjlksfV4i6GpDgf5ATNr3u+KSYVnYw1pEixWeOot036/tgg9an67Drqhc21ElJr2ulWttNenkS2vT5OB9ayaZUc21pJe9h9xoMrSfWkltUw2naT/FAbzNevZp8U03I5rlUHpDJyxMQ7m4wuDa2q6XnKAPCXEYamQCAQCL7DZH0bmoQslJ7RulSN2qwS6VlvmomiGp3JqY5MQ5N0m8nmztkjBI8ywtAULFSmuwbQxGaitA9FYeKtm3U+1d7DzOQU00oV45E5jLxlyNiKK2jTir+evTn5ABfnFwj+jciGpjwbU14/Mzk5mSTp5U1eT1NeP/NBrtcmm5kajUZnnObk5M05kC9LGJpCQj9Mj4OhGRsXj59/AGfPnWfJks957bXXHzm9/vobvPXW2z/Y0JRnr9+6lUVZWTkjI6OzPahAIDPN9ISa8ZEuRvs76B5S0KvUMj45zoR6iNHORjrryqkqL6WkpFxSNVV17TT3KehXqNBqhlH0t9NWVUlNSQllkkrKqimpaKWhfZAB9QQK1SiaoXZ6Wmsp151H2kfet6aJytYhuoY1aOUfKM1e0fzw9aD5zJQGzXAPQ+31NNRUUlIqxVDeQGVdF219YwxpJhifmmBqQol6qIuBtjrqqiqkfaR9a1upaR+gZ1SDclzL5Pgo6sFOOmurqZWuv1yOo7RKirWFupYB+hTjKNQK6e910tdeR1WFXF6zsVY3UCHt0z6oRj01Pc+xykixTo8zPtrHSGcDzXXSdZWWSXHUUV7TQUvPCINSXWgmtVKsChS9rfTWV1BXKe1TItdJFeVVTTR0DeviVaulOhvppruhhjrp+it0sUplUt5MTVOftI+aMY0KtdRuBjvrqZXL7G6sVXVUNPfR2q9COTGli3V+fAT5LFI7UQ8zPthCR3PNn/7mN5JiqWiS2lYfnX1DUr1JcUuxdtZXSrFWUiq1zerGTpp7RhmU2rlWeo6U635C0Utvcx310jkq5fPo2kkjVfU9dA2ppFilMhntYaS74et2NPv3SitqqGjqoalXyej4pM7MnNdYNaNoh9rolu+dsm/unT9JasslVb20dfej0gzS29FMo/R5lW67tH95PaVVnbT1jjE6Mc24VsmUqp/+VimOu/vp2onUPmu76RhQSHFoUY31MdbbRJPcjnTnkmItl9pIQxcNPQqGpLY0f7H+GaR7d0YzwPDQAPXtw3RK945mSiqT6QnpnVmBUroXe5qqaKiW6lVqm1V1Up/TOUyf1H7Hp2eYlPo1qaEw1NF0X5mUVctlMsqIdhKVYgBVfzOtDVK/dTdW6buyvL6D2s4xBqR2Isf6ACejSrGOS7FK/e3wAI1SDO0DKlRSfU1NaZnRjkh10UZrZcW3+lip7Ve00dgxxKDUhylUI1If20ZXS630Pf9NOymrbaaybZjuEQ0TM9NoZ++d9qZv3TulpZRLZVfdMUrfmNTvS5fzQGPVMSP1zePSvTwoxdZKe02V1KdWSH1qHdV1Ut1I3y+DqnHp/hxHI9XPiNQvt9eWU6GL7evvoeqGTlqkchqUvocm5bLraaVF6nPlMiqV4yqrpaRS+q7qHGF4fFrXdh5oe/0WwtAUCAQCwXeYrG5GffUGKp84lA7hTNyp+trQrGjQfa5TzC0mG9pnjxA8yghDU7BQme4dYjw1T5duVnHRE7VHjG7W5oz0Ajk9IL1oBGcw8sZpxr6yYiK7ipkxlezczB4tEDx8yIamvF6mnG5Wnp0pG5rV1dW6dLNarXZ2r/lH/rty+sT29g7y8gt0s5DmkourG5u3bGH58hVCQkLfI9mwjI6JnfM+kmVn78i6devnPPZh0z69/fgHBN4XQ/L1VK5FRev6hVOnDNCT9ntUdVK6fv+AoPtinEu3MrN1g7Q/RhpwgUAgEAgEgscRYWgKBAKB4DvcNTTV4SmoQq4zWdkoDM0FjDA0BQuV6b5hxm8WovKK0a2j+SdDU6VhqrMHjU8qI68ZoFhnx2Rpy9dm5syP9ZtCgeCvZ2JigoqKCuLj44mNjf3RDc2Oji4Ki0rIvp07p1JSbxB59RqhYRFCQkLfo9i4BDJuZc15H8m6npJKRMTVOY992BQVHaObmXhvDFnZOboY5X5Bjlfe71GVfP1zxTiXbufkUV5RyeiomKEpEAgEAoFA8CAQhqZAIBAIvsOfDE1Z19KZrGkRhuYCRhiagoXK9OAI2twyVJ6xjOnZozIKZKq2nRmlmqm2LjRe1xl59RSKDfZMVYr+TPDwIxuaZWVlxMTE6PRjGZry3x0dHaOtrYOi4lJycvOFhISEhP6MZENzaGhYen2a1q1BLBAIBAKBQCCYP4ShKRAIBILvIAzNxwthaAoWKtMjY0yU1qJyiWXk4wsoNtoxWdQkDE3BI8tPZWjK63P2DwzS2NhMQWHxnAP4QkJCQkJfq6y8gr6+AV2/LJuaAoFAIBAIBIL5QxiaAoFAIPgOwtB8vBCGpmChMq1QMlnbgtojkZG3zzC2woLJ/AZhaAoeWX4qQ1Ot1tDd00ttXYMwNIWEhIT+gkrLKuiR+ky1WnreEGtzCwQCgUAgEMwrwtAUCAQCwXcQhubjhTA0BQuVGZWaqdYuNAFpjLx7Vhiagkeen8rQVEn3UmdXN9U1ddwpKJpzAF9ISEhI6GuVlJbT1dWFUqnUrUEsEAgEAoFAIJg/hKEpEAgEgu8wUVSDyu0a6rAUNCm5TDZ1CENzASMMTcFCZWZ8nOmeAcbDMxn543nGlpkzcauS6f4hJuuaUXsnM/LJeRT73Ziq7Zw9SiB4ePmpDE2lUkVbewcVldXC0BQSEhL6CyouKaOtrV3XN8v9tkAgEAgEAoFg/hCGpkAgEAi+g/ZmEYpzbqgDktAWVDLV1ScMzQWMMDQFC5aJCWZGxtDG5jH6wUVGPzNFm1jAZGMH2qIqVL6JjG41R2kUwFRz9+xBAsHDy09laCoUSppbWikrryT/TuGcA/hCQkJCQl+rqLiUpuYWBgYHGX+AfbNAIBAIBALB44gwNAUCgUDwHbRpdxg76Yg6MJmJinqm+oaEobmAEYamYMEi9VszmnG014sZ/diY0U9N0EbnMlnZyHhmESqfOMaO2KOyi2CqvW/2IIHg4UU2NKuqqnRGZnx8vO6/8v8fGhpifHx8dq/5p6OjQ/p7CXj7+OLu7il9b7gLCQkJCf0ZeXp5ExQcws2MDPrEs7VAIBAIBALBvCIMTYFAIBB8h7uGpiYkhcnaZqYHRoShuYARhqZgQTMzw0RGJaOfXJJkzPjVbCaKqtEk56DyikFxzh21dzzTXQOzBwgEDy/yWmz10stbenq6zsyUVVFRwcDAABqNZnav+aekpARDw7OsX7+edetkrRMSEhIS+jOS+8oNGzZiampKTU3NbE8qEAgEAoFAIJgPhKEpEAgEgu/wJ0MzNIXJuhamB782NCfr29Bcz0Edch2VZywT5Q2zRwgeZYShKVjoTOTWMrbBitHVl6V+LR1tVjGauEypH4tBcdETtV8i093C0BQ8/MiGZlNTE9nZ2aSkpJCYmKgzG7u6ulCpVLN7zT937tzRvUctWbJESEhISOgHysDAQPejE4FA8DgxLUnFhKqH7pI7VN+4SUVNOzVDk4yMS9umxqXNnYy2FFIQF0lMQCihqcUkVvbRNjLOJBNMz4yg7G2mMS2H8pRCqpsHaVdOo5ma+fpPCL7LlBo0nfQ31nEnoYKirBY6hscZk4pranaXh5bpCRjvQzXQTHVFM3cKO+jsV6H+qa99WirTyX766+uoSMqhurSJprFJhiYmmUGLqreF/rJs6usbyO9U0jk2IX0uEPx4CENTIBAIBN9hTkNzZoap9l60eeWofONQGHmjvV0+e4TgUUYYmoKFzmRJA4rjrozutUEVkIQm+Tbq6AxhaAoeOWRDs7W1lby8PNLS0khISKCgoICWlhbdu86DQhiaQkJCQn+9hKEpEDyOTMJML4qefHIczAjYexCP4BsE16hpGJG2aUeY6cmkOcmSKys/5Itn3uTNHXas8y4hrXEY1YySyalGOgsSid5zHvftFvgnVpPePcGAbIgK7kfbC4NZlMWEY7bGA+uTyWTUD9EyBeMPu8s2qWRmuJjeynj8PeK5bHWLzLIe+qWq/kmvfbIPVGWUXQ3Dc/05ApzjiGtTU61QMz0zSm9hEmUuZ4iIjMI0q5vMNoXOyhempuDHQhiaAoFAIPgO4wk5jO6xQOOfxGRTO9PDY18bmt0DTJTUoPKNR3HWHW1W6ewRgkcZYWgKFjqTVS0oL/kzdtIZlX8C6uh0VMHJqFyuojDxRh10nemewdm9BYKHF9nQ7OzspLi4WJd2Vl5H8/bt27qUhvI6mg8KYWgKCQkJ/fUShqZA8DgyBTODKHuLKHQ7R/DBDVxyj8Ikq5+iHjXTql40tZGUBB/lwNI3eO7XL/GH9wz4XD+esPwOOtRDqEbuUJ8SgN3yU5xbcQXPhGoy+icZ1Aq7aE7Gu6E/jcJQP05/ZMvFPdFcrx6gUaoKzUNbZLL9p2FC0UFvfgxF4S54eiViE1LBnYYh3ezSiZ/i2mWDVd1Jd10GBddd8T19gSOv6nH5YjhhTSrKx8aZnlEzUp9Ja7wVkb7BnLTMIDq7hT7pglXCcxf8SAhDUyAQCATfQROZwfCq86g94phq62ZmTKkzNKf7hpisbEAdkCgMzQWEMDQFC52p+nZUjhEojL1R+cWjCklG6RGF0jYEhZkfmvA0Xf8mEDzsTE1N0dvbS1VVFbdu3SIuLo6bN2/qDM4H2X8LQ1NISEjor5cwNAWCxxHZhVKjGa6nIdqYhMvrOOESzO5rzdxqHmFirJ2hfFduuW9j7cZP+eVLn/DM7/axaqk77kl1FA/2MNiaTFmEEyc/ucCe5W743miiUDnDyEOfP/Un4pE0NOWZvLLxXUqRtz1Rhob4Xs0krEZB48jETzbbUTYzp/uyyY+xxfLQGvZ8vI5P/2Un+idCCWmUDc0ppuWxQWU9kz2JXPcK4vgyRwIC8ilVTtP7k7iwgscRYWgKBAKB4DtovK4z9OoR1PYxutmZMxrt14Zm/xCTVY3C0FxgCENTsNCZau1GHZiEwjIQpUMYSvtQFFf8UVoG6P7/eFIO04Ojs3sLBA8v09PTDA8P61LM5uTkEBsby3XpPUteU7Ojo0NneM5I39fzjZzmNjIyEhcXFyEhISGhH6iYmBjdGscCgeBxQn4Om2RC0U5vpgNZXnocdghklVcZSbXdjA3W0ZJ4mUSr9ew8tYd3Nx9m1TsH0F95BffYMm5Kz1ydFWHkhtuwa5sDmw9FE1XYSZNKydhoB/0N+ZSkhpMQ5I6nixP2HgHYh90gIqua0o4h2rtaGKi9SWlJDqE5TbrUq8PjU9IzohImuuiuKCU/KIWCm6VU9I7R2t3KUGMeZanXiHZyws/eAwf7IIKiskkp6qS6ewylFNKEdpAZRQMNOZmkeIUTFxRAZLgXPl4uODi54Bp2nYCbdRS2DDKs0TDWU8NAfRa3KmqJrBigYVAjPaPK60X2ouqpo+xGOZnRFdQ1d9M91kVryS2qUq6SlRJDXOxVgrw98fLwxStaiu1mHnfybnInPZoIX0/c3f1wCk0j7FYNZV1jDIx0MtGbRmGIG6ffN+ToMiPsvbxwC/fH0dUbz8A4wm9UcLu2l27lBKqJcaYnRhjtrKIlP5Eb0YG4Oktl6SKVpWcyV9MrKegYo1OhZGpGwVBzJY2pcRSkRJMiXWNwcAwODvHEJGdRVFcqXXM0yV72BLnYY+8gncc1HBf/DJILmqkdnmBIKv/7mNaAspaBmmQirzhgvt+awMQSMgcm6BnXMqUdQdldRVtRKhmhfoTaO+Nu74unfwLRWXXcaRmiTzUqtadW2u+kUi5dV0ZKLNFR4fi7u+HlE4hXbCbRGbmU3LnBbWl7iKcbbp5BOIbfIjq3gdoBtXRt01KMs9ckMaMdZmasnsaiGBIDTLDaeYztv97NxZOhhOkMzWmmdU28BzSl3Anzw2HtEamu4giVtlcNSXUsEPwICENTIBAIBN9BbRnL4P/ajto8Wh491ZmZwtBcuAhDU7DQmerqR5OQhdIxHIWRF2MGzoydckZx2VeXQlt7u4zpUeklXyB4yJHNSrVareur5VmT8mC5bGqmpKTQ2NjI+Pi4ztScb+RUtyqVSvc+JSQkJCT0wyT31w+iTxYIBA87M0yr+1GWB1EadR49m0A+tLxNZFkjvT3FlASeIuLiV5x0tmCntScmm47isv0snlHSs11lLQ233UmPuMJqo1DWOuZzs3GQEWUvivYsymKv4Lz3Qza++Ut+84//k5/9+mV+9v5BFhkG4ZpVR0ZuClURx3B3NuZd4wT0o6TzjYwzru1mRpHLHR93rryxB+tj7viWtJKan0ZtvBkee5ey4n/9T57/2a/5m5+9zptfnGO3w21C8trpmQblWA1THdFEG59m9x8+Zu3rr7D4w9/x1B/+gb/5X3/PLz7YxSvHIrG5Xk390CBthaFUXDvDSe9wFvtUEl09KPWHKmZGiugtvIrHYS8MVvhwNTmP/NZcUp1PEbDnMwz3rGLt6iW88cRv+f2vn+H3yw/zybHLWF4+huXRFXzy3G/41S+f53+9e4D3T4XikdNKRXcbiq5UCoNsOf3OdrY8/xnb17zDJ5+8xD/94kl++9paPjzsw8WwYvK7lPQph5lUNtGSHcD1K5s5tPxVfvF3Uln+wyv87LfbWXLED+usVrI7utBOd1CX5Ee83lqs96xgz54lvP32Sn7+8/Ws3G6I3VVXDHcvZ+fvfsbr//AzfvZz6Ty/+JC/f0lfqttkwhsV1I1oZ9vFt5hQMNObRcdtH66c8WDr9hBC0htomJxmbFrF+GgT3fmB3LTX48R7z/Puz/6OX/3sWX7zwkaWn43E4nodpb0ttNekcstSD0/puo7vWc2Xyz7mpX/9F37/1Gv8fo0BK45fwtniMBd3L+Gd3/wz//KbN/nbD0+y3CSG8Ip+akcmGf+OoylV9vQkk5o21CM5ZDu5Y/GMHs6nQ4nQpZydNTRRSPv20Hjdk6Sjy3Bz8+bsrQEy2tS60wgEDxphaAoEAoHgO6ivxDD4862oL0fPfiIhDM0FizA0BQudqZ5BNKl5KJ0iGNN3ZFTPirFj9ijMfHVrampzy4WhKXgkkA3NiYkJ3XtNaWkpCQkJurSzycnJVFZWMjg4qDM1BQKBQCAQCAQ/FTPMaEeYaE+l8ZYrJhd92XTwGpEZOVTWpRNnfALnbVsw8fTFOCwKz5OH8DmsxyX/eKySMrgZfIEY99Nss41hf3gNBZ1DKMY66W/IouS6L0HW5zA/dRD9w3vZtXcX67ftYIuhJftD83BLTqEq5TLBTmYs3ezOcdtM8roUdA/UoG4MJd7Vli0fn+PsGXfiCjOJiA7G/eJ5zI/oc2LHfo7uPsLB/QacOGbE+dOWuF3NIKFVTX1HKVNt4YTr67Px/3ufTYs2sOXkMXYf3sH+3WtYu34vKzYYcTkwg+uNPZTf8qE09AgHXAJ5y7WM8IoB3SzRmeF8uvNCcNzpzKGPXAmJy+Z2cyaJ1vtw3/oB+/T0+OrwGfQO7uHg7g2sX7eR9Vv2cNjwPAbGRpzUP8j+PTtZt2EH209d4VJcGXGV9fS1XqcwyJ7Tb+9i17s70D9jwHEjAw4dOoDe3iPs2WeIkWMYgUXt5FSV0V0cRka4DWbnznD06DF2HjjI7oPH2X/4HEdPumJwPo6wpHyaVM3kRjlwdct7XNi3iS9PXWDLMQsOHHTC4pIxge6HMdDbwBfvf8aarzayae9hdh2z5JhxOH7XKynoG6dHfe8PW6T2oRlCUx9NTeIVjl/w4vNjSYTktNMzqUataKC/9gZJPo7Ynzol/d3DHNu+l0PbdrJv22G2bbfk9KVIYgqKyM6LIe78euy3fcq2/UdZd/gUBw/sQG/nBtas2cAmqU6PXTDGQKrjk0f12LtzJ6vX7WDvRWuupBUQmpLO7UBX4t2ccbbzwveaVN+V/VT3tjGhLabQ0we7Z/fjdp+hKb9vjNGTG0Sx1VdYu7vzZWgTEVXDP1m6XMHjhTA0BQKBQPAdhKH5eCEMTcFCR14fc/xmIUrHCEZ3WzCyyYTRgzbC0BQ8ssimZXV1tW5mpmxqJiYmUlBQoEsNq1AoZvcSCAQCgUAgEPwkTKuYUZbRVx6L/xFPzn3uxLWr17h5JxKnLcc5/94BbLzj8b11gxgbPfzPrmGvgyc7XQLxMd5O4KW9HPVKxuRmJ7X9QyhH2mmryqM09zYZORXcKW+go6eZ5qJocl13YWV+kvetkjkScZO6ikjSPV04/K4RRsciia8fpKIpn8Fsc7xdrHh9ZyD6toGUFftJ/9+Orz6/iKFZFNHlXZS2tzA0WEVRhAOhO5dib+fB2YwB0isKvjY0D55i039ayrG9HlzJbiWjqoi++gRizc5gsmQ1V+zDcb7TQeZ1r7/C0Mwg0XonLjs/ZcsZR7Z7ZZFYmktFXjDhx1Zi9NXnrDvlwYGAfG7WVFNbHM8N6114GB/mmP8t7G6W09qQSGGQE6ffPsDhlRZYRxeTWN1Ae1shJfEe+B/egJWRMefiSvGJj6Y06BA+dhf58kwERmGFFHYO0NZRymBdJNEWTui9fBFr0whu9NeTGHGFyC3Pceb0GT52LcQ9u4Gh4V7q01zItvyMC2cN+Fg/CKuoAoq6hmgZGGN0TI1qfJKJ6ZlZA/DbTDOl7GWk0Js7wfpsM/PmrcvZhJT0MDY+jLYrncZ0D4yPmbNtmyPOkQXcqm2gqSaZokhHTJcd5Mjnp7GLvE5gSiRhZ1ZhvWcVa875cTgoi+y6PIpSXAnYtQjDDWv58lwIpyPvUNBcS0VWCNdN1uJodoD9QaHonz2F5Tu/YtOv/oF/+PmTvPDFKTYHVBJcWodKXfQ9hqZsW04wVhlNR9gOjD3ceMKmGKe8Hnl1UN1WgeBBIgxNgUAgEHyN/GQyOYX6cpQwNB8jhKEpWOjIawFPlNSico9j9EsTht84xvCHpxnbZ4/KPwltcQ3TCtXs3gLBw488S1M2L/Pz80lNTSU+Pp6MjAzKysp0/fiDWEdTIBAIBAKBQPADmRmXHtgaGapPI9rADuulhgR5uhAc58OZLZc4vMwCz6g8btQUU3D1IjEOu9lqacPS87aY7tuG68mjmIRm4Vk6RMuIAvVIB51VOZTfTiE9I43E2AgSvK3wPr+TM2teY9XWzTxzIYb9V+9Q35pHaWwArhuPYHvOGfe8OuIzEqjwP4KXkwUrLdMx9w+n9uZlbM/u4bknP+WDJTvYcfoSp0yMuHLlDCe2rWDzK79j9YELLA9uJDQni4m2cMKOX2bz3+px6Xw8EW0qaoba0Q4VcNvZGNfVK7F1DsU+r52M5L/G0Mwi0foAXnprOWkXwYXrDRR2NtBVHUfKubXYbF3BdtNQTsXVU9LdQ1/jLUo89hFscZij/hlY3SijpT6RwmB3Tv/xLKc2eROQ3UbB4CgKdQ89RTHctt2Nk/V5Nvpdx9DFgQSTZRjtXsbzi7bxyZbjnLxkjrHJKa6c28qOzzfz+v/ezN7DLvjXVhHqb0XklrcwN7VgR0w7MbVD0rO2msHKBOojT+Fx5Tjb9I5xwOACp0ytMLIJwMYzhejsOkp6VfSqJu+ZsSgbmj0M3/EkP+gY2639ece+gIiKPlSqXpQ14RReM2PHEWsWHQjFK6OJ2lEFo6ON9EltIN3rKtFuUWSUFHHrdiyx5zbjcmQnR1ySscpooG6wgea8IOKOfMbl3ZvZYJnApdRGGof76CqP447dBrys9dkXlMRFz1DizA3xPWuAgb4xpq7R+OV3UdDegnb8+2ZoypblJIrqGLoid3Hazp7/eSod0xstjElb5kiyKxDMK8LQFAgEAsHXTE4xox5HbXpVGJqPEcLQFCx0ZlQaptq60PilMvLeWQb/xzYG/3YbI4uNUPtfZ6KqSbePQPCoIK/JNjAwQF1dHZmZmbp1NOWZmrKp2d7ertsuTE2BQCAQCASCn4oJ6SWkk9G2LG6YXMJj5Q48rlzAytOBbbuc2bYzgvDMJhqGWukp9CQz3ID1psa8ufccB7/cieW+8zjFFRPfpqFbrWV8tIv+6iyqboWRHOuMi9Eujr75Kz7+u//M//qv/zc/e+Fj/ul4BAdiq2gY7KT9ThS3TLbga3OB84k5OAb4knR+HT725pyKq8E/Lpqma0f4/7N3HwBV3mf////9daRNnqRNmqZN0iRNs/ceZmhMojHuvcUt7r23uPfee+FAREQBRRwoyEYQWbL35sDZ8/2/7yPOqLFJmqpcr+e5onLufeg55+LD9/669azNX/7vIX7/hz/yxwcf5E9KPfSQ8ucf/8ADv/stf2/gyqsLo1gREIgpex97pqyj+6sLWL0ylAiznQJbORZdEjHb5rOnT3vWbNz7EwLNs/gtHsfO4QNYvucEWy6UkVaRT+nFowTN6c7aoZ0ZtuYws07lkVRSjiYzhMQdw/BcMYpR7kFXA809W5lQfwnT+h7AP6HEOR+l0W5Bn3mG/MPj2bh5CrWXbKPDxDGs7/Mhrl8+xV8feZA//PFPynk/xIMP/omHHlSuwx/+ze//31d803UWc86eY8PaFezr1oT1yzcwJ7yS03lq32jDVJRAxfkDHF09hOmd3uWb9/7Jnx76Cw/+ozaPvz2YDjMOsD6miNhivTP+u/rJ/GqgGbF7FH1X7abehjgOJpVgrMyhPHQNxzaP5vvRq3h3UgDbY/IpVj7XGx027DYrFqMZs7EKi7WAgvijnJgxiO0TxrLkYCQeyWXk63LJi97HsYmtWD66HwM2BbHsbAG5VRpKE48Qt74nO1ZNY+CeKNaEFlJYVoVJr0ev02NQtm1SrpvVWgjWc3ccaA6ftYDf9/RinE8yyprqDJtC/FdJoCmEEMLJoTNgLyrDsPoQFXXHY9waWP2IQgLN+5YEmuJ+5zBbsJdpMHkGo/l6KmWPdXeWptEMjB6nsKbnOn+ZQ4h7hd1uR6fTUVBQQEREhHMeTXWUpjpaMykpiYqKCplLUwghhBDif8amNCEV6IvjiN0ylz0D2jKqRwuaunSlTs9ltHc7xcFzBZRo86lK9iBy30T69erEp3Va8823g+g1eC2bgi4SUa6lQp9L8YUznF65mn0LlrPN04ute7eya+EYFro2oesXL1C3SUten7ifwT4ppJaXU5Z8nJSdI9m6aDgdp8+j+6BJTGrdm/mz1rMyPI/AqCBKTs9h5fjevPlyfb78pgNdBo+k/8jRjB4zhjHVNXW9J/NO5RIcH4olex97p66n++uLWbs6nGirg0J7BRZ9Mue2L2Cva3vWbrom0Nw1lAELNvDpnGC2R+ZRaSyjKt2XJJ9FTOyygDb117LxSqA5HvcRA1mp9GbbEytI1xRQdjGA03N7sG5YF4av9WV2UD7JJRVUZoaQtHMYnitvCDR3b2DC19OY0H0bu0JziKnQojOWUBx7mMjVA1i9bAodNvsyZsViDk5tzJReDXmrfke+ateX/sNHMUI530vnPkup1azd7cfxzGT8dq7Gs1tTNqzYyPzIKoLz1c/YaihZgqkokYuh3hzftZA1i6YwetQwBvXqTa9OPXBx20zvvQkcTi5zzjh5dSbNa0Zo7hpJ7yU7+GplFJ4XitErX9de2E34vpl0H7GEb4ftY/PpDFL1JrSmUqryU0g8dpII/0DOpZ4nNNSfw1MHsWPiOJYdisbzYjkF+jzyoz0JnNSaFWP6M3DzaZaHFpJXpaEs8QjnN/Rkx2o3Bu6JYV1kGaX6G+f4VNiL/qNAc9ySZTw+6hgzj2WgUR6RLkT8t0mgKYQQwkn9gb81NRvjngCqRi7HfDSs+hGFBJr3LQk0xX3Pbseh/iarXzSV9aZfCTQrm87G5BOKLb8Yh8lSvbAQ9wY11FTny1RvM6uOzlRDTXUuzaioKOftaNXeRwghhBBC/C+oqY8ZS2UGeYEL8Z3+PY0//RcP/vMVnnKZT5PNFzhysQKLsQRrjj/xeycwtvY7fPzXV/jbRyP5dIQPO2LyyTaXY9BFkeK3mdWNXZnSYgJzd0fimZRPXnkamcFb8R33PRMGd+fTGQcZ7JNGarkBQ34klWfmsnl+Lz5o3JA3PmrPV68OZ+TY/RxIryQhLx5Tyjb2rVhO0/rzmbLgKKfyKkmrVNY1GjFWl8lscY7Ys2nisWXvw+M/CDTP7RxM36nLeX+0H+vOpJFXpRxzxGbOrh9O91bT+LT+Wpb9koGmcw7NoYxov5Tl/imcyC5EU5FM2gnlPEd2ZLHbVMYdiGadlweRm11Zt9yNxnOPMOtwEunlWjTK+V46d5NSSu9oqcBqzybh4Hq8ul8baFbfUFW9G4rDjt1mwWoxYTbp0FcVkBO0lpBVnek/exlvTz/NutC8G27DejXQDNs5gu5zN/P5grPsji1CayrHnBtASsBqJg6ZS5cea1nnm0hksYYyTSJ5kQeVc5nA8gGT2HA4gO1HD7F3wsD/eaDptn4dLy2IZPnZAnVssvNRIf6bJNAUQgjh5Aw0L2Zh3BtA1ZiVmI+FVz+ikEDzviWBprjvKa9fDqsNS0giVb2XUf7OEMqe6k1ly3mYj8c659h0WG7SyAlxF1NvKav+oCktLY3g4GACAgKcozRPnjxJdHQ0hYWFzrk21eBTCCGEEEL8mtTUx4ZNX0hl3E4iNvSld51avPrPz6g9eCMDD2UTkqPDbq3Eroki4/hyVnf4gg7vvMfLTdyoO/MkXgkllNq0mE0p5ITsZf+gPkxr0Z4OvUbQafQcxs9dz4LZM1g9rjXDRg7i/VF7cN0ZT1yJHm1VOsZMbwK2jKV/y8/57tv2vP/9IoYvPc3ZIj0FVflYS8OI9NvDsvFzmD9uBvOmzGSO20xmzZzJzBVbmbnjBPtDU0kqM1FaFHeHgaYHKyIKCQ33JSNgHnOmjKZJ+wH0GT6ViTPnMn/WCGaN60fzepOoX38tq3/RQHM5E2r3pe83Axmn7GvasvnMmDGZyWMnMGLQJGav3M2O6GzOnI8iN2wzAXuXMmXOAsZOn8OUmbNwmzmfmTOXsHyzN9sD4glOTqXEmEn0gXU3BJoG5bk1oS+5SEnCcUL2bWW7cs2Wz5zOjJlTGT9+OENHDsZ1sTsD9yVzJKX8hhGaDuzGMgxJ+7lwaDYj3DbRaOxRdoflUmzRY6hMpOiCP15rljNv1GRmjpmG2/hpzJw0Bbdx0xg3cC6zZ23BMyyMgBA/vKf8F0ZoOrRgzycvMoqQ5T6EH40jvtxCoUnpq52BphrPaikK303c8o4sXL+eJjsusvt8uTPMdC4ixH+RBJpCCCGcJNCsmSTQFDWF9UIG2tnbqWgymfIX+lHVbhHW8IvOW9JW/6qpEPcUq9VKUVERCQkJBAUFcfDgQWept55NTU113pZWXUYIIYQQQvwPWCpx5B0nw3c+bt+3pcm/WtJniheLQyu4UKKGQkZwZFMcvw+/sU2Y3LwOn/ddRtPVURxLq0DvMGGzF1OW6E/4yn7MavsBrz79KL996F/87h9Nebt2V4aNdKHHuHG80XsL3VaFE1qopcJRgc12kWS/Rbh3eoe+7Tvy8lAPhnkmkqY1K3s14XBUUpZyjGSvqazo9i0NHvoTL/3ud/xBqd+98CW/+3o8HRb5sj+lkqTM6DsMND1ZGV1OzMVzVJzfrSzfnn61nuadp//J/z36Em/W/pav23bnq0/G07b+Wjb9ooHmEibU7o7LO/Xo2uIjvqr9Go899hxPvdWKWn23M3nPeWJLDVSYKrBqk0k7uREft7b0+e5NHn34T/zud39W6mme/9SFr4a7M+dAMBcq0jjjuZb91wWaVcpzpqEk4RAJe8cyr/UX1FWu2fPqdfvjQ/zulXo80mgqPdcEcvBiJanlV8dmXmGpwlFwkpwzG5g5fiOde+1j98l0MtU7sDh0mCpSyAnexNF5PRj80ct8+LuH+dvvXuDJF1vwXb/1TNkdzunMFBLiAzg6ffAvH2g6OXAoPbLdZseu/KkGmVc7Zr1SJWQc28DxMY1Yu24DYwJLCMxUvy7Ef58EmkIIIZx+NNBUH0/ORL/Si8ruczH7XnNLWnHPkkBT1BS2vBKMh86gW+qJdtxWDGv9sWUW4bApTdylXzUV4p5y7Vya6q1mjxw54hyl6a80dZGRkWRmZjp7IHU0pxBCCCGE+JXZTDiqMqhICebk9r3sXLSbgycSOZtrpNgZJFmVPqQSXfEFLgbs5PiuTWzwCWVnRD5p5UYsDit2hw5DyUXywn0I2rOapfNmMtltAZPn7GD5Bk98/T3xCghguXcM+8NzyVEDS4dRWa+M0oshnN+3Eh8PD5b6XcAvoYRys03Zqw0HJgxlaZQlniBs/2a2TpvK4smTmaLU5IXrmbzpKHuCk7lQaqKkIh+75gLxJyLxWh5ChLKffLsDrbIfm6WUgnPBxB/cS0T0BcLyDRSUFWIsOs+FE3vxWTePFfPm4TZjMcs2bGHTHi82rQ1g79YIopOzya7IISUkgDj/Q4TFZ3KuxEi5UascWypZp72I9PPELyKFoMwqSvVGTBXZlMT6cSHsCEfiMglJL6SiLIX8uLMc2+iF58oteLqvZuP6pcycuYC5y3ex9mAsgfFFFBqsGG3KtTGXUZ4ZRfLJ3XhvXcZMt6lMnjxdqbksWLOPDb6xBCVkUWQsJ+tCBAleO4kKi+JMnonsKpPynBnRFydRfP4Ip3etY6NyzRao123qNCYv2cL07Sc4EJFOcplJOZebBIbKMTi0yZQmHWXfktXMGbGUbf7RnCwyUWA0YlXnG82OJvWMF4dXL2b1ZDdmT17E3EXubPWJ4vj5PLI0ZZQUpZJ68jCxxwIITc7nQpkBraWKqvwLpAXuJuyoD4eiswjN0VJlMjq/j4qiDhAbfpJD5wuIzDOgt/yEu7nYisF0gWjPraxzGcjGDd5sS9IRV3qT8FaI/wIJNIUQQjj9aKCp0WJNzUE3y52Kb8dg2n2y+kFxL5NAU9QUDqUBtmUXYElMxxybgjUtF4dBvQGQEPc2k8lEcnKy83azapipzqepjtKMiIhw3nrWZrNJqCmEEEIIIcRdQQ05qzCUJhLvvoTD00exwes4my9UkVKhzkJ5lzNlQOVxjm10Z3T9RWzbFEKU1k6BWfoN8euQQFMIIe43drtzvjiHxXqpbPY7Gn1kyy7EFHwOw56j6BbuxHI2rvqRSxwmM/aicvTTdlP+3lCMmwOrHxH3Mgk0RY2hvh5WarGXVGArLMNeXgXKa6UQ9zr1trJqcHnhwgXnrWcvj9JUA864uDhycnKorKx0LvefzKmpLq/X69FoNJSXl1NWVnbTUvsss9kswakQQgghhBA/Sv28bMaqy6Mo3JPovUtZt+UwCz0SiEivQKc8bL0rP1KrfYQVQ24EpWfX4rNzN2PdjuB1IpU8swOttNbiVyKBphBC3G+sVhx6Ew6d4VKp88PdwQ8YrUmZGA6cwLD7CPpth7DE/vD12mEwo5+0h/Ln+mNcfbT6q+JeJoGmEELc29QQ0Wg0Ulxc7Lz1rJ+fn3OUphpsBgYGOkdq5ubmOpdRQ0p1+ZuVGnZeWwaDwTlHp3rrWnVOzpSUlJvW5cBUHSmqhprqujfbvhBCCCGEEKKaVYujLIL82P2sW7afyW7HCIzOo8gOxrvyo7M6N7+Rslh/kjePxmO/BxOO5xKYUeWMOuXTvvi1SKAphBD3C3WibqsN64UMjFuOYljh7SxzYAyOSv2PjtS8Emh6HHOGmtb4tOpHrpJA8/4jgaYQQtz71KBSnU8zOzubc+fOOUdn+vr6OkdqnjhxwjmnZlJSEmlp6WRlZTuXy8jIcH5NXT4kJISAgGN4eR1g165dbN26nQ0bNrJy5SqWLl3G4sVLWLRo8U1r2bLlynvJOufymzZtxsNjH4GBxwkNDSU2Ns4ZhqrzfKr9mBp2CiGEEEIIUePZzWDIR1uYRHR4EieD0sko0F4aoVm9yN2leoRmYSpl546RkJTAiYwqMjRmCTPFr0oCTSGEuF/Y7M754EwHgtG0mEb550Mp/2woupnu2HNLfnSk5pVAc/9xZ1kTM6ofucoZaE7eQ/m/JNC8X0igKYQQ9wc1LLzZSE1vb298fHyUf/tz/PgJTp8+w5kzwc6gU31s27ZtzsBy4sRJ9OrVmzZt2tKoURO+++576tdvcNuqV++7H5SLSzemTJnK8uUr2LnTnSNHjhAZGeUMUW8cxSmEEEIIIYQQQtwpCTSFEOI+4ajSY83Kx7jvBFX9F6NpO42KlpPQzt2JJSYZW0k5Dtutb2p/R4Gm0YxhricV7w/FsP6IM0BVR4WqQak6AvTKvJ3q12QUxj1BAk0hhLg/qAHh5ZGa6m1g1VGZ+/btY8WKFSxcuIi5c+cxZ45ac51/zpo12xk8jh07jsGDh9K7tysdO3aiZcvWNG3anMaNmzqDzdtVw4aNf1Bt27Z3bmvIkGHObbu5TWf+/AVs3LiJAwe8OXPmDImJSRQXl8iITSGEEEIIIYQQd0wCTSGEuNepAxwcDuyFpZjDz2PY5Y/WbROVI5ahGbAA7UJ3jAGhWFOznWHjragBpmF/IAZPpbxO3DrQXOFNRb0xGDb7Yy/TOENN5+hQvRF7hRa7RusMV7FYqtcSdzMJNIUQ4v6ihoTq/Jfp6els376DMWPG0k9p+FxcujrDxhYtWv2gmjdvedtq1qzFHZUahN6qOnd2YeDAQc5wVQ02z5+/4BxRqo7YlHk2hRBCCCGEEEL8GAk0hRDiHucwmbGXV2KJuIB+40F0qz3Rbz6EfoM3upX7lK95o999FEt0onPZW7GEX0C3bA/6nX4YA85iS8upfuQq9ba1RvcAKnvMxbjrGLbcQuzF5dgLyjD7hqFf6oVhoy9G79PY0vOq1xJ3Mwk0hRDi/mKxWCgqKiI8PJzFi5fi6tqX7t170LlzF9q37+gMNdu0aXfbat267W2rVas2d1TqaM/L1aFDJ7p168HQocOYNs3NOe/mwYMHiYmJobS01BnCCiGEEEIIIYQQtyKBphCiZlF/+1+9vdmt6m4YHXD5GNXbw6q3brVaq0v5u/q1y8dZfYtXe3EF1gvpGPcGUjVqJdr5OzAeC8N0JhpjYBgGjwB0q/dhPhmJw2iq3skPmY9HUjV+NfpN3phCzmHLKah+5Cp1f6bDwVRNXItRvS1tUgbW5EwskUnopmyh/NsxVLSfRtWYVZhPxzqP8cq1VW9Fq87jefl2tD/1WqvrXb5GP1Z3so9bbU899svPwbXnodblde4DEmgKIcT9RR31eFFp8tQ5NCdNmuIMMdUwsWPHzldK/fftqv3lUta9XbVr1+GOSg1Rb6xevfowYsRItm/fTkJCgjOEvTxaUwghhBBCCCGEuJEEmkKIGsV5W9SS8kujCm9SjirdpduyqqHV/4g6itKmHIs1I88ZVFpiU5xlvZDmvG2sLb8Ye6UWW14x5ogLGHccQzd6K9qBK6kcshT9em8siRnOZc0xiRi9TqCdvx2TX4jz/G/lcqBp2O6r7C/ZeQvbG10JNCesQb/1EKbAcAwbD6ObsQPdrJ1oZ26natwatGrgeegMtqx87EVlzm1ZopIwn4rBmpCOTfna7cLVW3HO06msZ1eeJ3tpxU2fw+tKfT7VMPIW1Lk+nd8TGu113xe2ghJsuUVY05XnICnz0nlcu11NlXM9hxo03+Mk0BRCiPuLOoemOn+mGhSOHj3GGTyqIWWnTl3o0qUrLl274+LS7bbV5XIpy9+u1NvI3kmp+76xunfvSd++/Z3zeK5atZqAgGPOuT/Vvk0IIYQQQgghhLiRBJpCiPuLGlAZzTi0RhwaPY6K68uWXYQlPhXL+Ys3LVtaLvaCchylVT9Y99cqW14p5tgUTKeiMPoEXZrTUimjzylMx0Ixh53HmpyFOSQO/RYfqgYsp+Kd4Wjqjqdq+EpMXicvBXRVOqyZuRgPBKEdvxajxwnndbmVK4HmrqNYUzKd82PeyBlo+p+lavI6dMv2ot/oQ+WApWiaTkK/zBPjqUh067zQTt+EYYcfpqAoZ5BpCU/AsM0P3dI9GL1PYY5OwpZbgqNSOeebPE+3KntJpbJeMdb0HCwJaTd9Dq9UXArW1BznOjfbllr2ogrle6IQ68Xs674v1CDYHBaP6WQkRr8zmINjrtu2ev1tGQXYC5XvFfX4tYZLAa06mvMeI4GmEELcXzQaDceOBbJo0WIGDx5yNdDs7ELXbj3o3qMXPdTq2ftHS132ttW9p7O6/Vgp+7221OO4rrp2Z+nSZZw9e5bs7GznSE27XUZqCiGEEEIIIYS4SgJNIcR9xZZZgMk/FMNaX/QTd6Efs+P6mrcPw+ZDGLYevmnp53qgG7EV/ajtP1z3VyrdZHd0C/agW+OFfrtyTLv8L9UWH3Qr9qKbqSwzajO6cVvQzt6ObtZ2tBOVY15xEFNABLaUbOcoT+dIxlINxh3HqWzshn6hlzPEu5U7CTTVW7BaohKdc3Rqx2ygsv18qkasQ79UvaVtjHNEo9E3GN2qfc7wUjdvJ7qxyrEO34hutvJ39fgXKOc3Rz3Hvc7rrZ98k+fpFqWboGzDbSf6Rcq66w/e9DlUS7/JB/1a5frNV/anrHOzbamlm6Rsb4a7M4w1bLn6faHfrKy/4aBzHlK1DMq/r2xfWU4/Wzm3oZvQjVSu+/idGFYfxuQbck/OGyqBphBC3F/U+Sj37vVg7Nhx9O7d58rtYdVbzaqjKtWAsVevPvRx7fej1btP39tXb1dn9fqxUvZ3bfW8sXr2Zvz4iSxbvoKAgEByc/NkpKYQQgghhBBCiOtIoCmEuK+oowF1i3ZR2WUe5W8Np/ylwdeVpvkMtJM3oHXbdNPStJz5g3V+7aqoNQZNt3lUTdvknM/SsPeos/Rr9ztHRmo6zaHig5FoGkxTzmUzhh2+ztGclrQcZ5B5hToPlfJv44ZjVLw2FN2obThKqrjV3I/mwAiqxqzE4H4U68Us7OWV1Y9cw27Hml2A6WQU2oFrqXh3JLrpuzFHJ2IrKneOjrVEJ6F396dqygY0HWdQ8floKj4Zg3bCZvSbDzpvSavpPIuKZpOoqDuG8neH3fQ63LTeHa6sM1bZ7kyqRq+66XOoVtWkdVSOXImmrfJ8vjvi5ttS68MRVNQfT2WPeWiV4/3BtuZuQ7dkN7p5269+berG679PXh9KZYe5yjI7MIdfqL5Q9w4JNIUQ4v6izkW5fv0GZ3CoBpiXA83Lt51VR0SqIWS//gOd1X/AoFvW5WV+rPr2G/AflWvf/res1avXEhoaRk5OrsypKYQQQgghhBDiCgk0hRD3FXtR+aW5Gn0jMG09iWnT8evLOxRLyHksZ+NvWqaDoT9c59cu9yBM/hGY1WOKT8WanOksS+xFzMFxmHzDMe04hcnzrHIu8VgTMrDlFjrndVRDzCvUHwDa7Mr2TqH5Ygy6Sduxq7d5NVtuGmqaDoWg6TXXeWtYW14RjqqbjOZU1lNvZWvLKcTsH4Vx7RHMpy8458l0zil5OdDc7kvl0BVoWk9DO2ojhjV+mI+fU84nTVk+FpPPWYzuxzBu9Ffq2M2vw81qm/Kc7j2N6XAo5iBlezc8f5dLvU7qfJ2mQ8rzqa5zs22p5byOZzAfibj590V4wqVb5kYof17+mrKc+n10ZRtbTmA+HO5cxl7ww3lH73YSaAohxP2lsLDQOSelGmaqozIvB5qXQ011Tkv1lrOurv0YMHAwgwYP/dEaOGjIf1Tqdv+TujZEnTrVTTn+NZw8GURxcTF6/a3vLiGEEEIIIYQQouaQQFMIIe5zJu8QNM2noJvt7rwlqkOnv2mgadx70jlq0rDhkHN0phpO3pKyvsNgcoaoDpOl+ovKl01mLHEXMewJoGrEaiq7zsPkGYRNDTyV5S9T5+JU92EvvjSqU/zvSKAphBD3l4KCAlasWOkMM9UA89pAUy316y4u3ZyjNNWwctjwkT9aQ4eN+I9qyNDh/1ENHjLsB7V163bi4s47R5yqozRlpKYQQgghhBBC1GwSaAohxH3OfDyaqkFL0a/cjzUx49KtZO326kevMqw7Qvm7QzAs8XbOv4n1mtGeN6M87rzFre2abSlfsxWWOUdimo6EY/I6o+wzyzl687rtKftXg0yH4Yavi1+dBJpCCHF/UQPATZs2O0dgqsHljYHm5VvPqvNWDhs+irHjJjJ6zDhGjR57pUaOGnNHNWLk6Duq4SNG3VFdG6LOX7CInTt3EXMuFqPRiNVqrT5DIYQQQgghhBA1kQSaQghxn7OEXUA7cwuGLYewnEvCXlR680Bz0SHK/t4Lw6z9Nx3BeUfUERRW66XRm1U67JVaHGb5AeTdTAJNIYS4v5SWluLhsY8xY8Y5R2HeGGheru7dezFm7ASmTpvBxElTGDd+klITnTV23IQ7qjFjx99RqYHpndS1oer4CZOY5jYDf/+jzvcng8FQfYZCCCGEEEIIIWoiCTSFEOI+Z4lMRLdgJ/otPpjPxmLLKbh+rs1qv0igqVLDUnX0ptlyab7Oa0dwiruOBJpCCHF/qaysJCgoiJUrVzF06PCbhplq9ezZh8lT3Jg3fxEzZs5xBpuTp0xj4qSpzoDzdjVh4uWafEc1fsLlmnRHpYaq6npTprqxa/ceoqNjnHODCiGEEEIIIYSouSTQFEKI+5zl3EV0q/ah33YI0/EwrKk5N73N6y8WaIp7igSaQghxf1FHMiYnJ+Pjc4hp09yct51V5828MdDs3bsvM2bMYemyVcxfsITZcxbgNn2WM9icOm36bWvK1MvldkelBqeXatod1aTJU52l/n3NmnXOc0lW+kiZS1MIIYQQQgghai4JNIUQ4j5nTcrCsPsohj1HMR4+jSUhHYflh7eBlUCzZpJAUwgh7i/qXJMVFRVcuHCBzZu3MGrUGOd8mbcKNJevWMOSpStZuGgZc+YuYOasuc4Rm9NnzL5JzXKWGnzevmZeV9PcbqwZt61Loeqlv6tzaa5du4Gw8EiMRpNyfjL3thBCCCGEEELURBJoCiHEfc6akYfRLxjD/uMYPI5hiUm6PtBUw0u7HcPiQ5T9sw+GuV4SaNYgEmgKIcT9SQ01jx8/ofQ+K5y3nlVHaXbo0OkHgeaKlWudpY7UXLhoqfMWtGqwOXvO/B/UrNnz7qjUUPR2pQamd1pqkKruO+DYcUpLyzAYjNVnKIQQQgghhBCiJpFAUwgh7nO2rAJMx8Iw7DuGfstBzKHnL81tWc1hseDQ6TGs8KH8nUEYlvtIoFmDSKAphBD3J5PJRFZWNidOnGTWrNl069aDTp263DLQVEdqqqHm4iXLncHmgoVLmL9g8XU1b/7lWnTbmjvvci28bc2Ze7kW3LbUfe/38iY27jzFxfJeJYQQQgghhBA1kQSaQghxn7PlFWM6c84ZaOpW7MF8MgqH6ZpA02DEXlKOYd0hKuqPwbBZeTOQQLPGkEBTCCHuT+pck+rtZ7Ozc9ixYwejRo2+7tazNwaaV4PN1SxdtpIlS1c4w81ra9Hiy7XstqXevvZSLb1tLVh4uZbcttRtbt/hztGAQDIyM6vPUAghhBBCCCFETSKBphBC3OfspRVYzl/E6HUC7eytmPzO4jCaqx9VHq/UYsvKx7jjCJW952HcHwSSZ9YYEmgKIcT9y263U1lZSWxsLHv27GXMmLE/GmiuWLnGGWouW77a+ee1pX7tUq26bakjPS/VytuWOnfnpVrxI7WS9Rs2s9djP4mJydVnJ4QQQgghhBCiJpFAUwgh7nN2jRZrWg7GAyfRTlyLySsIh9FU/ajyeHkl1otZGD2OUTVuFaYjYRJo1iASaAohxP3NZrM5e6Hz5+OVPmg5ffr0pUuXrrcJNK/WylXrWLX6h6V+/falrnu1brbt62uNs9Tb3t6qVq9Zz+Yt2zl3Ls55TuoIVCGEEEIIIYQQNYcEmkIIcZ+7HGga9h2nauQKjB7HcRgk0BSXSKAphBD3NzX4s1gsFBQUEBBwzBlqDho05EcDTTWIVMNLNUhcu24T69ZfLfXfN6+NN601a2+sDTet1WuurfXXlfr4ps3biIyMQq/XO89JCCGEEEIIIUTNIYGmEELc5+xVemzZBRh2BaDpMc85R6ZDZ6x+VALNmk4CTSGEqBkMBgNpaekcOXKUGTNmMXToCObMWXDTMFOtq4HmBtat38yGjVvZuGmrM1RU/7y21Mcu1Zbb1voNl2vzbUvd39W6GqSq+z4bGkZpaZlyPlc/ywghhBBCCCGEuP9JoCmEEPc5h8mMvaIK46ajVHw+Fv3sfTiqDNWPSqBZ00mgKYQQNcOlW89qSVb6MXU+zSVLljrnu7xZmHm5LoWa6ujIjc5Acuu2nWzb7u6srdtuVjuvqy1bb1U7nLV5y+1qu7M2bb5a6j5OnwkmOzvHeS5CCCGEEEIIIWoOCTSFEOJ+Z7PjMFswrj1K+YuD0I/diUOjr34Q7KUVWBLTMe4NoGriGkwB4RJo1iASaAohRM2i0WiIiIjAy+uAc3Tlpfkrbx5oqqXOiamGmuroyN179rHXYz+7dnuw032vUntuWjt27r6j2r7jcu26ZW3bfrnclXX2EHAskNi48xQXy3uWEEIIIYQQQtQkEmgKIcT9zuEAux3ThkDKX/phoGkrKMEclYBh91G00zdhPhFV/YioCSTQFEKImsVkMlFYWEhMzDl27d7L8hWrlfrxUFMNFH39juJ/5Bj7vQ46g809ez1vWmrweSe1a/fl8rhlue+6XHud/97n6aUchz9p6enVZySEEEIIIYQQoiaQQFMIIWoI05YTlL85FP2EnTjKqpwhp0qdX9MUFOUMNHWLd2EOjnV+XdQMEmgKIUTNYlfe/y0WCwUFBRwLPM627TtZt26TM7S8WZh5udSRlydPneH0mbPOUPOgjy9eBw7iud+7ug6wz/NW5XVdeey7Ve13lhqW3lhqoKmGqhs2bnJWXNz56jMSQgghhBBCCFETSKAphBA1hGl3EBW1R6Nzc8eeX+qcW1MdvWlNy8HoF4xhXyD67b5YziVXryFqAgk0hRCiZnEo7/1qqKnT6cnKyiY0LJy9ez2d82TeLtRUA8UzwaFERMYQcjaMEyeD8PM/yqHDfngfPKzUIQ5436p8riuvA7eqg85SR4BeW2pgqs7JuXLVGubMnceMmbM4eza0+oyEEEIIIYQQQtQEEmgKIUQNYfI5i6aNG7oFe7Bl5OHQ6i8FmilZGLxPYth/3FmWBLmFW00igaYQQtRMaqip3n42NzePU6dOO28Bu2HjlluGmurtXkPOhnMu9jwx5+IIC4/kVNAZjgWewP9IgDPcPOzrz6HDNyu/68rn0K3K11nq6M/LpYaZ6r7VuT6nuc1g3LjxjBs/gaCg09VnIoQQQgghhBCiJpBAUwghagjzyRiqhq9Av84ba1IG9jIN2CXQrOkk0BRCiJrp8khNrVbrHKkZFhbhnP/yViM1LweasXHxzlJDzYjIaM6GhnP6TIhzxGbAseMcORroDDjvpNQQ9Hbl63cE9117lONZy6RJU3F17cfgIUOZNHmyss8z1WcihBBCCCGEEKImkEBTCCFqCMvZ82jdNmLYdhhL/EXsxeUSaAoJNIUQooaz2Wzo9QaysnI4fvyk89ay69ZvvmWgGXf+wpVSg83omFjCI6KuBJvqqE013Lxcx0+cIlDZrlrqaM5rSw1AL9eRo8ecIaY6QlO97exeD092uu9m2fKVTJ3qxoABg+jYsTNDhw5j/oIFhIeHV5+BEEIIIYQQQoiaQAJNIYSoISTQFDcjgaYQQtRs6khNNdTUaCpJuZjqvP3stu3udxRoXg411dGaarAZGRXjDDdDwyKqK9K5zpngswSdDnaGnWqdVPah1omTl/5USw00D/ocxt19t/LetJ758xcyafJUpYcbQe8+fXFx6UanTl2YMmUqO3fuJCEhofoMhBBCCCGEEELUBBJoCiFEDWEJi0c7c8ulQDMmEXtB6aVAMz4V/Q5fDHsDMPoEYUnOrF5D1AQSaAohhFBZLBYqKipISkrB1/cIW7ftdN5+9scCzWtLDTfVOTbVcPNSxREZde5KyKmO4lQr5GyYs4JDLv2pfs374CHWrdvAwoWLmTZtOsOHj6R3b1dnkNm+fUfn6Mxu3XqwYsVKgoODycvLqz5yIYQQQgghhBA1gQSaQghRQ1giE9Et2Il+6yFMIeewZueDzY455DzaOdvQb1G+fjwca3pu9RqiJpBAUwghhEqdT1MNNUtLy7hwIdF5G9jNW3b8R4GmWpfn2LxcasCpjuC8PIrzVrV5yzYGDx5Kv34DnEGmGl527uziDDLVQNPFpavyWH/27/dSjrEUo9FYfeRCCCGEEEIIIWoCCTSFEKKGsMReRL92P/odfhiPhWJNzb4UaJ6MpmrCGvSbfTCHnceWW1i9hqgJJNAUQghxLZPJpLwflBIfn8Chw/5s2+buHKl5p4HmT63Va9bRoUMnZ3h5Y6lfV+fOnDdvHqGhodVHKoQQQgghhBCiJpFAUwghaghrchaGfYEYPI5hOHgKy4U05Yu2K4GmYYcflvPq3Jpl1WuImkACTSGEENdSR2qazWZnqHkhIcE5UnPLlh3/00BTnTtz0aLFnDp1iuzs7OojFUIIIYQQQghRk0igKYQQNYQ1PQ+jXzAGz0D0u49giU66PtB0P4I1KQN7aUX1GqImkEBTCCHEzVwaqVlCfPwFDh/257CvP+ER0TcNI3+Julmgqf5bvf3syJGj8fTcT25urrOvE0IIIYQQQghR80igKYQQNYQtqwBTYJhzhKZuwwHMZ+NwWKwSaNZwEmgKIYS4metGal5IJDo61jkn5s3CyF+ibhZoqvNnTpo0ma1btxEVFe2cN9NqtVYfoRBCCCGEEEKImkQCTSGEqCFs+SWYQ+MuBZqLd2E+EXkp0AyIoHLoUgzbfLGmZGEv01SvIWoCCTSFEELczuU5NbOyckhKvkj8hUTOxyc462bB5E+ty4Fm584udO/ekyFDhjFlylR27txJeHgE+fn51UckhBBCCCGEEKImkkBTCCFqCDWotCSmYdx/Aq3bJkx+ITjMFkwHg9G4zEK/7iC29DzsGrmVW00igaYQQojbuTRS00JFhYbMzGxnqHkhIckZbN4smPypdTnQ7NWrD0OHDmfNmrWcOHGCpKQkNBqNM1gVQgghhBBCCFFzSaAphBA1hL1SizUjF+OeY1QNWKz8eRyHyYzJ/QQV345Dv9QLe2EZDr2xeg1RE0igKYQQ4k6ogWJpaRl5+QVk5+SSkZlFamo6ySmpJCalkFAdct7pyE11OXV5db0kZf29HvsYN24CCxYsYsuWbZw+fUbmzBRCCCGEEEIIcYUEmkIIUUM4qnTYcoswbPJF02wyhjU+OIwmjKv9KX9pAIbZnjj0JrDZq9cQNYEEmkIIIe6EOlLTYrFgVD47GAwGKiu1yvtGGfn5Bc6Rm2q4maT0ehcS7izUVMPMxKRkZb00srKyCQsLZ//+A8qfEeTl5VNRUeEMUWXOTCGEEEIIIYQQKgk0hRCihlDDS3tZJYZ1vlTUGoFh3j5ngGlc5kv5k30wTN8HFlv10qKmkEDzLuWwKv97LMdYkkpq8ElCDx/hRGQKIVlVFOksOKoX+/nULdmxmQ2YKkvRVVWiMVjRWxzYf7md/AdsyqnrMZamU5IcRuTJIxzyPMABT398/M4SciGXlDILlSb5xQsh/lccDoezLBbltUKvBpuVzpGbRUXFztGbObm5ZGXnkJmVfdtSR3nm5uUr6xVRVlZGdnY2CQkJFBfLe9FdxW4GcwlVeYkknQzgtKen8rrsieeP1iGlThB4JoHzeVoK9GYsdgP6kgwK404Sc/IQPt5eN6xz6/I5HcmR5FISM9LR50YTG3b8psvdvg4odRSfw2GEJeSTUWmjyvw/ebMTQgghfkU25QOcCZOuBE1BKpmxZ4k+4s3xg5547b/mfdLvBJ6n4gi+kE1GsZYynRn118ruy87LZlYuiQadVumvK5TPs0oPbFc+3woh7n4SaAohRE1ht+OwWjGuPUr5K4PQT92NQyeBZk0ngeZdyqZXPrzEURSxA/f+nRj2VUM6TNjMAO80QrK1zqbyl2m31C1ZMWmKKL8YQ3baRRILdeRpbVh+9URT3Z8JmyGf4igPwjeOYELnhnz55vt88OZ3fF5vMAOXH2VrbCUXyy2XVhFC/M+ooaY6atNqVV4vLFbnPJsms9k5qtKolnoXiNuUupzJZHaup66v/luv1ztHgYq7iKUCNJGkB6xmfadm9H7zTWor9eaP1pdKdaC16woWBWYSlKdBay4iL9KD03M7Mb3Tl3z+4Ts3rHPr+qznBL7fGMNqzz3kH53GnOFtb7rc7et9pRrzWd0RjFx1HI+LRlI18tlXCCHEfc5hVNq+MspzIkk65Y7XnMFM/f5D2n/yJu++dc37ZL0OvNl1Pv2XH2ZfaAaxuRUoXSn34yczh7Ece2kyuVnpBCcUcbFAi1n9mVn140KIu5cEmkIIUcOYdp6i4osx6Ka5Y8sowLBgP+Uv9ccwz0sCzRpIAs27lFULFWHknVzK8ka1aP2PF/lYaS4bb03gaKpG/R3bX6bZMlfiqLxIelgg3qs24LHLn0PnS4grsWC0/srtnEM5K0sRhoJwojZPY2OPhnRUPj++XasZ9Rq60r3/fObuCcUnRUd2pdyCUgghfhXmUigLItFzJrNqfUiTPz/D229+ydtfN6Nh89a0bdv2FtVLqfGMnrmHneH5RBdXoLfkkRm0Dr9htehX700ee/lTnvuoHt+1aEULZZ02P9jG1erutpJB3knsCzxKSeg6Ni8ae83jbZRqTutW3/Pdp6/y8b/+zJP/epk/vPgFb9VpSFNlmZbO5ToqNZTufRaz2COCY9kmcrTy2VcIIcT9Sv3lVQumijQ0F49y5uAGlkx3Y8qg/ozq1Jo+7VvRzvkeqr6ft6B51z5833cSrmPmM3vWGjZ7BeGXVEZKqeH+GanpMCmloSIlmBTPpRza58Hcw4n4JZSit0qgKcS9QAJNIYSoYcx+YVT2mod27k5MJyPRuW2j/JOhGFb4gFV+qFPTSKB5l/qVAk1HZTq2i/s4ssKNTrVc6NZ9MfMDMgnMMaH9tW/DZ1eay6p4Ks7vZne/Lgx4+RNadplK6yXH2Ho0lqTUXHJKqigz2DDZpNUUQohfxZVAcx6zatWl48sNaDVkLSN3BnM0NI7ExMRbVIpSmWRkl1CsNaO1aLE78q8Gmu2b8liL2TSdtR/viFgilHUu/GAbVyslO5+0MgMlmgosVQUU5WZc83iCUuHEn/PDe0Fv5jZ7iTrNuvJIh9UM23yUM8oyMc7lkpRKI+ViHnklWipMdnk/EUIIcR9Tx1ZqKU86QtKu4cwf1pt3P+tL8/7LmH/gDN5nzxGfoL6Hqu/nkYSe8sR/9wKWDulJ3w8/pUff6XTZGItHTNH9M1LTXg62ZJIOLsS91XuM7NWXuouDWHg6F43Zdn/eXleI+4wEmkIIUcOYg2KoGr8G7YKdGPYGoHXbTEXLKRi3BUigWQNJoHmX+rUCzfIkbPEb2T99KHWfacT3jdyY7JOGX6bp159XzG4ETTRlURvZ0L41nf/2Ia37rMT1QCYnM6qc5ys/dhZCiF/ZlUBzPrNq1cPlrTa4zDjMvNPFpJaZqxe6Ezqlrgk0XTrwmMtmumyOJq7SRKXy6E//IaL67lCB1ZhMnPtYtrm8SSMXpffv78OsY2kUKo+qP4gVQgghahSH8t7ryCc7aCOBo79hWLvWPP3tFNrN8sU7pZyUSgs257yR6vhLI9riCxSc9+bw3AFM/fwF2jTvzxuuPsw7lEK+spj2fmjG7CXK6cYRu3MCqz75K92atuaN6ceYGphNuUkCTSHuBRJoCiFEDWMJu4Bu3na0C3egW7sf7awtVA5ZisknGGzy8a2mkUDzLlWjA81NbGjfDpcnPqPzwHUM98sjOEv9QbgQQohfnQSaQgghxL3JORoxgQv7prP5u+fo1awVr470ZNSBJDI0JvQ2R3VPqf7Xjs1SgUWfQYL3PA4MeI8uTbvz4AcrGLounDilAS2+H35cJIGmEPc8CTSFEKKGscReRL/+ANqFO9HO2EzV5HVUjVmFyT9UAs0aSALNu9SPBZp2Mw5TMVU5icQfOUHw/gCCQ6M5Gx1JxElfgnz2sG/3TrZt26uUL16HIwi+kM/FYj1VFhs2cyV2TSrZYR4cWTaQMa2+443H3uXtd1vRfPhCxm07ys7IXKLzdRjUuUSsRhzGcqoKL5KTeJbwE77s37mDXdu2sV2pbZ5+bDsSyYm4LFJLDZQbrNXNsQWHQ0tF5jkygg9w5kwAnkGnOeLrzSmP7Rxw38WOHZ54HTiIr+8BvLYtYNP03vT59FO+eORlvqjXk4Zj1zF5TSD7A1I4n11CqUlDaXEmeYkRxB47yPG92/DcqRzDtt1KHWaf11mCojJIzFOWM1gwKUfhfGWzGcFUSHl6PLGHjnHG05fTxwOVz6nK9dmziz3bPNmx7Ri+xxM4n6+lUGtQGnrlnAtSyIw7RUjgQXbvUq+puq9tuHv74REUy+mEHNKLdZTrLdivy4Av/WDAqi/BUJJEWkQgZzy24bNLWX/7drbtOsxOz2ACg4KJjVX+9A9RjkN5/s4XkKtcP62hDHN5KhdPBxPsfogz/gGcPBnAIS9P9m7bhbvyvHp4hROWWECmRrnm5UVo8pLIiD1FxHEvvPftunKsl6+Np3cop6MzSVKvjdFafW0c2AzlmAriSI09y8HDwfgEnCUyLpLIsyc47rGHg+r5quXly96TcZyJTyenMI+ctDiSwvw45buPXcr3wzblGm5TvncOHz9PRHo52RVGzA6H/GBAiHuZBJpCCCHEvcmuvIer4Z37RFbX+hvd6jfmtREejPZOIrPKjMF26R30KvV9XUvJhaMk7JnM2kVr6TLyMJuPXiRDWVbjUHo7exUVGTFKb+fN6eAg9gfHEBR8gpggb/y89yi9gNovHWTXnlMEhijvy5nlFFSZMCo7Un8p9wqH8i+zFrMmj+KMWBIjjhPgrfY529ip9i+79rHNJ4gDIYlEZ5SSp3xWUPvSq9Qjt2I1VaArSSMnPoQopSc5umcbu3co6+/cz7a9Jzh0Mp7o9BJyKiqU9csoTT9N8uFF7BjWlF4v/h9fvv8RT7caS8vJ7qzZe46guByKLFoKci6QffYgoWeO4Hn6DH5+hzjt7OV2sX37PrxORhN4sZyUjBSqMkIJPRGK+64IQmLzyVFOtsp6+co6lFM1YSlLozQllKCjoez1jCE8sZh8ow2d+pihmJKkEJKCDxMYHMqhkBgiI04TE+yHj5faz7srtZ+9+5VrFJZM9MUccvKVXj4lnOijXgQo57xXPec9XmxTejnfiFQuFFRRovSUFrm1vrgPSaAphBA1jDUlC6PyQUi7yJ3KIYupHLaUqtErJdCsoSTQvEv9WKBp1eCoiCQzcBNr2vVhRO3OjJgwl7FzZ+LWtzmDGr7Hp2+/zPPPv69UC+o0cWPEutPsjSogS2lejZp05bXAg2MrBtL541d4/dFHePh3D/KnBx/lL3//Jy806sVnC04wLyiXYr0Vm6EMe0kCmWf3cmzzOKb0bkbtV17ireef599KPf95S55vP5PeK/zwiCvkQpHe+YNppZXDbssm+dAifEbUZfiwTtQaNJi2zevR/6MX+Pr1t3jppVrU/vo7mrdqwlcfv8O7Tz3O0w89xP/99o/83yOP8+d/vsNT7w3my87urDoazfnyVM5HHeLUluks6VqfHu8/T61XlGN4/m2lGvPpV2MZNMebzScvEluko1zp4Zzzvag/lC8/S+KB1Sxp1JXhtVowtGc3unRowVfvvsW7z9fixee70rzHBlYF5RCaXURVwQWlWd+J7/IBjO5Wn3feeEXZh7qv53n9m1Z8NGgpgzce40BUHokFWqz2y7/lrFJbdgv6gmiKzm3D060bwz95ngZvKOv/+wWef7MxL38+gu4DR7B0yUi6tR6jHMcM3FaFcFy5ftlF56m8sI+9Q0Yw4vVGDGvdCde+XWhU+zM+eP4NXlOe10/qTGPi5hAOpyrXPCGClJPb8F7SD7cedfj20zevHOvzz7+jVFM+/3YCg+cdYusp5RqW6KlwOFCeXczFCZSHrMBjyVjqNR1Jg07jmbliBjPG96bnx+9RT9nGa2rVac6HfZcxbPUBAkNPEeC5gm0TW9G/xae88eqLyj4+V6oDTXuuwu3ABY4klaJR3lfui/l2hKipJNAUQggh7k03BJouX37Diy6rGbg1nOgSI6Vmx81/IdNQibE8j+LCYtJzNJQq79PqLynalN7OZs0i2WcB3iO+YeiIQXw5YgGDR7iycFA9Wn7zntILqD1oPd54tz/dRu9ghW8CwRnllCpv8mqoeYXNhEOTReXFU0QdXMImt550qVeL95We4xW1f3nrU55vOJCvR21mrk8sp9LLlb7UckOvpUdfnkJutCeBq0czq/mndHj3ed55UVn/1S95/gNXGvddy9wDMRxLSqFIH0/cwfnsaP02vV79C889+P/4vwcf4g+P/oNHX2rBc18uY+jyY4RXZRMSuA7/sfWYMKw9tYYMp1WrRgxx9nJv8u9/f8pXrvPovjeBXd67yPSewITeE3jtTTdGLT3NsRIbWfrLn2rs2E0VVJ335Lz7BAZ1nMCHn89n6pZIgspM5BvL0RVFcm7bGLaNaEq3ERNoPGYBM9yGsGBESxrU+UC5nq8p9SUf1u5Fl4k7mLcnkIAgD47umsbcjnXo/N7zfPCScs7v1eH5JiNp5ubB+uAMogsNaM3yMz5x/5FAUwghahhbThHm09Ho5rpT0WgSlX0WKX/frnztnASaNZAEmnepHws0LeU4ys5wUWkm59b+hrZPfcQ3LQfSdNg0xowZztQRfejv6kKn1m1pUbsxjdWRjt2XM3LFSWfIlFmSjyEniJj985nX63uav/86/3zon/zzn+/x7retaTJ6EUM8YtkXl4NGV0RJUhAJ+5ewd8U0Jkway8BBg+jRpTvdXVzo3r0THXr0omXPwXQdtoBBkz3Y4htHXKmZIjUItaZzfs8kdnd5ifbf1+Hxz9rxTZMODOzcid4du9C9Yw/6DxnJsAkTGeLaiT5Nv+ArpYl98Y9P8OJrn/Pm9z1p1Gspw2YcYLe3JydObmfNsvlMGjaKca69Gd69M67dXOjapQdd2vahW/sh9OszmQmzNrP2SBzH0jUUKM2vzVSEo/QEsTumM+Xdz2j15PvU+aYD37TtRdtOXenUvj/tm09m3DR39kYmEhR1mmiv5exbOo5xI/rSrVcPmnXoSutOnejatT0urn3oPGQsrmMWM2LyHjYfiCa6wKDsy4pdHZVoKMRSGkvc4c3smjQIt14uuDRurhxjezp370oHl3506DyUfl1aMaz9l3z5WiuefnQ4A2YFcihfR3p+FBUxm9jYsTUdH3yR+h824svWfZRj6E7njj3p0GoMrsp1WbPXn8NhQexfv5qtk8YxZ9wwRg7vR29XpeFV9tO1W0c6t21Di7otaFq3Ky3aT2XwTA+2n80kutREpcWCqeAcJYEz2DyxM6+/2ZAXP+1E5zFTGD5xImN79mFo+1Z0a/U1TZo04NN67WnWcSgjxs5j6tQZzHQbxeiRfenZqwvtm7ai6aff06jJMBr228Kc3VFEKfsoNKrjQIUQ9yQJNIUQQoh7k6NKeXPNIv3YKg73/Zxhjevy8pcufNdjOpOX7maL92lOxKRwLjmLjMx8Ckur0FjsKB/db0J9r1X70FTO756Ae+eXaNuwHk/U7k6jDj0ZNaQ3vVx70L5rdzq2602X1gPo02M8I8cvZ/mBMA6nV5FZqd69xwa2KkxlF8kK2kPQ5pksmzORYSNH4Nrble5dutK9a2dnH9O2Zz/a959En7EbmL3uBEfj8klXtqFX7zhkKMGYH0HiyZ3smDOOaf160rddB7q1bUc3l4506tCF1k2VbXQYicvgZczc6I1fQiwn/LfhP60z0xu/Q92/P8CLz/6Lv7z/He+1mEDH4QdYczCcZEMmYYfm49XrdXo0/oK/1mrLlw3V/rUjfZT+tVv7bgyau42J/mn4+Gwh1d0V16au/OnhIXSfdpSDhVZSddcEmsYyNFFbiVzrSruvXXni2fEMWhbMkWIj2cp5VOWfIWxFT5a1f5ev67fllYbD6DN8LNPdRtN/UG86dmhD6/oNaPp1Y75r0ZeWrhMYOnM2U+dMY9qwfozr1YG+Ls1p3boZteu3or7LBLovPsKqExmklBsxOI9CiPuHBJpCCFHD2Ms0WBPT0U/fRfmLA6jsvADDdj8scReVB+VHzjWNBJp3qTsONGczt/YHNHr0ef71cRfe77ucaXtObbLx4wAAer1JREFU4RudQPzFeC6c8eT4kr5M79ySd17rypctlzFfabzO5BvQ6LXos8PIP7GQDSN78tlTX/PV1yMYsuk02yNzSS42UFFViE13nviDC9ja/XP6dezE+z2WMmiVP0fOpRKjfJDMzLrAuWObObHCldHtuvP6k13oPmoXa+MqiSoquhJo7ur0Ii3e+4w//bU1jQesYcGRWI6cPktq5Ekizp3nVFwq8dG+xB+ez/ymTWn11w9p1W0erjsi8QpPJj05mvMH57N/VldaNu3FO/UnMGSZDzvPJhKRmKo8HkNy6F6ObZjM1Obf4/JtG9pN2sUkH+U4C3QYTUXYnIHmJKa8+yr1Hn+Tpz8ZTN3hW1kbGMnxyPOEBoQSGxbKxfxIzviuZGvfbxjcvrly7afiMm8v20/GE3z+AmnpUUQHbMF/8QDGKef8/rNd6DxwCyvCSzhbYMBqt2MpjkZ3fgM7x/Sn1T8+pUPr8XRbHMCGI5EkZqZwLuwgIfvnsKxPPbq8+BfeerQOf3l0OH2uCzQ3sLHjd7T+4994/fW2PN9uGeO2HVOa+UTOnIpUjuEECZHenDm8ArfWXej0bmu6DV3D+J0hHI5MJDkrjfTMWBJCvTm+eiyLerah/psN+aLuMAavP8vOC5XkaU1XA81xLXj932/zj9ca80WfJYxYewSf0AtERp8i/tRads3oSp+Pnqf2M2/w3JONqdNmBsO3n2ZHcCyJ6eeJ8l2Ln1trBjRtw9+f6kGrIbvYmlDFuTI15K3+3hZC3Fsk0BRCCCHuUVal9GiSjpDuPogFPb7itX88yZOPvcqTT9flq1YjGLh0D0vdj3LIN4TQ+EzStFbKLDf74H59oLmz4ws0e/dtpberzWetJjFgyWE2B0QSmaa8F0f4EL5/Pot7tKXbp9/Qedx6hhzKJChTi91uwmHKpDzlMEfn9GRm27o06TqGBuPdWXEonLNJ6SSlK31MzDFCd01n/aieNP2kK/W+m87kndEcStdRqFP6l5IESkNW4T3bldYffUudr3rRYYYn83wiCL8QR3ywJ6fXjWBOz/Z8/nJDGrZ1Y5xXPF7n4slLP0LQikHMeu9R2tRryMsj3Rm2J4a4jHKKNSWY7NkkKj3pgV6v0/mTT/jD/zXmm66LmOEbx8FToWREBBJ9IYkTaeWcP7ObNHdX+v4CgeaS5q9T6+WvePLVXrQds5WFB8MIOHeO2JijBG+bzLohjWj43ms896/3eOorV74atpZFB85yIvYcifEBnPaYyxKXunT+rjGvtlpE6wWnOZqpoUh56uSOOeJ+IoGmEELUMA69EXtxGYYlByh/fRDawWswn4rGll2gPCg/ca5pJNC8S91xoDmHubU/puk/3uTNRmNpMPMQW0OzSCk3oLXoMRREkx8wl51juvL1vxvyee0xDNsew74UHSUGG47yJGzxG9k/fSh1n2nE943cmOyThl+miSqz0nxVpWLJ8ubosjEM/Pgz2rYaTNPZ/iwNTCOjykqVVZ0rU9lXTggFZ5axYVhvmv7zU9r2nEs3j4vsT8jAZE0nVg00O79Es88a8qeXhtN17hEOZOpIKSrFqsmnTFNFboUObXEkZVGb2NC+PS5PfI7LoA2M8s8iJD2dqqxTnF0+hOWd6tOw5Qg+67eNxX6JxJSaKDNZsVsqsZSdJ+PMVvaOaseoFk2p23E+bWefxOdCMQW6QozFaqA5hSnvvknDZz/j1RYL6Lj8DIHppeQpx1CWV0B5xjlK0g/iv34yw+p8RfsmvZy37Zl5KJ6YfD2legM2eyWVWSFkHV/J5lF9afPSF7TpPA2XHfG4xxWgsxkoTfQhfd8gZvTqwStPt6fT0M0sOZNHcLYGk8OCtiyZkqRDHF3Uh5kNXqL28w14+NHh9P5BoNmQtv/3DB/WGcxHYw+z9nQ62crreLFy7TTZGVTkRZMW44fnwhUsHb2MtbtC8IopJq3cqDSuNuwOnXLe58k/pTT805Tm+LU6fPGOC10WBLIyoozMCuPVQHNsW17/12c8/0EPWrkdYEnARc4X6SmrzEVfeJLQraOZ/fVzfP/quzzyUk/qDtjKipBsQguqMNj0aJL9yNw7GLfOHXnyT01p1G0tSyMrOFt44/yiQoh7xpVAczazan1O66c/5Ovmg2k9ZjGzlqxh/fr1N9QWpXax+2AQR+MLSSg2YbCoP9S7IdBsXpvHvuxBre6Tmbp8NcuVddf9YFtKeQaw/kQaZ9PL0d3yB3LqC4wEmkIIIcT11PdHG6bSJDRxHhxZN4mRHZvRoUED6tf5noYN2tCyVU+6uAykX7+RjJ48ixnL17Jiz2F2qvPmJ+WTq7FQZVJv76pu65pAs9NLNPn0S/70QieaDt/C0oA0gjMr0NjM6DUpzl7Ib04/3Jp/RfOubnw76RhbQ3Io0FdSVXCWzJOrWNqzPZ1rNaTl4BUM2BbNkeRSSpUe1GQ3YanKoOz8PoLWT2Bk/aa0+Ko7HeccYs6pTBJLCilJPcH5TYNY2qcZH77bhk9bzWLcvjgOpWkoNSh9cEkyxZGeBG5dyfShs5izaB87w/KIzMvFYDxH7M4JrPrkr3Rr2po3ph9jamA25cp52qlSzjOHlOpAs1Odevz2mf60muDF7nQ98QVlODS5VGjKySrXkRvp8YsFmotbvcMn77XkmS+mMGjVCbwSlJ5O6VF1FRcpCdtAwPxudH7ndV5TPou93HwqrRYewzO2kOwqpRczZJEb4Y7fpMaMaNmQf301jW9G++GVUka2ciim6qMR4n4ggaYQQtQ06k+VrTaM2wOpqD0S/exd2LIKcGjVHzSJmkYCzbvUHQea85lbuw5tX/ia7wZvYtD+ZMKyqzDZlMbJoQaSmZgvenBq+Sh6vvYlDT/ugcvSIFZFlJFXZblNoGmkymzDUhCBNnQBm0YN5OMnWtGy43LmnMzhRLYBvVWdc0VtbJU/zfnKIUdydsMYln71HB27DuXlqUEsOhWHxppOtBpodnmFZk2681CDdYxyj+GCyU6JxYbDZsWmHK/VasBeEf3DQNMvnZCUKEriduPRvy0jP/6c1oOW0217PMdSytHbHFjV43BYlW1pqcoJJ2XfODaM7sSndUbxScetrA7K5HxFAZWFaqDpxpR3P6bNm02pN8aT8YczSCoxYLHbsFnNznCvKmI57lOG8NVzbWnSfB7TfVM4kqGjwqgso7yGKmesnHMBFm00kTumsqrhq3Tr3JfXJgYw42gCpdZSLgat4fS0OvTp2ocH6ixjwPqzRGut5CtNunMLNj0WfT7ZJ1ZycnZTOtTudJNAU73lbAs6PvomjTrPo922BA4nlStNvnLOyuu4zWJRjtmI2ailsrSMssIyyjV6qoxWzMp1uTSjp7I/XR6WNG/CN05g0Ad1+f6ttnSY5cfCYKVJLjNcE2h25fV/teLdb6Yzfl88vhl6Z/Bts1VgtySR5LuQ7R3epsv3jXm05TLarQohpFBHkdWOTfl+s+aHYwxbyJrBrrzxUH1adFnG3OAygvLMyuPO72whxL3mSqA5nVm13qbB7//EMw8/xiOP/4Mn/vEkTz311A31olIf8nGT4XTfEMbWmHKKdeoIkRsCzS//yWN/fZw//eVv/E3Zzj9+sJ3qqtuDpwZ6M/lQEvnKa5/y7ngT6guMBJpCCCHEDykdgc3oDNVK0qK4cGwPATsXsHnJcEa2qUeDv/2Nt/7yGI8/+lce/9sTzvf2F75ux7uD1jB2Zwin0qrILFfvyKC+114TaCq9XZPvO/B/385n8MZgQkpM5BrUu7IofZLS55g1aWQeWcjh6W1o0WQoz3+znKl7zhFRUkz2eQ+lJxtH32+78enrAxi8+Bg7Eqq4WKH0Nmpbp/6fvQqb8r6eHboNj4ENGdmsAbWHrqfT1jDOZF4gNWoXh0c1YGSjr/n31xP4eqwPe+ILSVN6WKPzGJT+w1iJrqKM4oISSkor0SjHZzAXK31N3J0Hms078Ns6y+mzNpRzRjuFSv+qNGBKf6T0W0ofponb98sFmh0+5pPvh/JK910sDrxIstLTadS+3lCINdOHmG0TGf5JHeq/2oTm4/cy5UgWcQVKT2lX+nq7lvKUAGI3dmOuaxte/nQydft7syehhHTlkK+bv1SIe5wEmkIIUUNZIpIxLN6POSAKR6UOh0VuQlETSaB5l7rjQHMhc2t/S8dXGtJq3F4mBOQSX2RwtpsqhyEPR54fERsnM/zNL2j9kQudF55gWWgJueocJrcMNA1UmS3oM09R5DeWRa6teP7Pn/DuJ51oP24BY+avZMWq1axefbkWsHrVVCZ2/x6X1//Mx4168uggP6b5R1FiTSficqDZth8Ptd/NRO9EspSDrLy2sbIblR75JoHm4YuEnD9FfvAq1rSvT4d//psvvu1E7b4zGDVrCauuHMMqpVawbN4kZg9qTPeGX/Ovf/fgnQYrWeCfSnhJARUFaqA5gynvfk7H99rSaoYfs08WkFFhVq6Z2nQq55wVTL7vOFYN680bL/SncdetbIwuIqZSaY6vHWaozknjyCLFbxFePd+hl0tPnuixlxF7g8k0pRHmOZ297Z6nS6c+PNLjgHLOSRQoq6sjjC5RGmblea44t4uELb3o27APTzw6nH4/CDTb0PmvH9CmzwpcD2RyIl3rfH6vvXRqo6z+3q3VpEFTmEdhRjpZ6emkp6q36o3i/On9HFNvOdu9GQ2fe59P3mpDy5m+zD9TROp1gWZPXv+XCx81WMxs/3SCiqxUqreccijfj8q5ph1fiVefj+jfuQPPDdyN654LJFeanEGBejz2omisMcvZMLw/7zz0LS07L2X2mVJO5UqgKcQ960qgOYtZtT6m2WMv8MHHDfm0WVc6dOtNX6XHv74GKzWO8XO3sfr4RU5l6qg0qa9RNwSaDd7jsTe/4eW6rWnTozc9lHVdf7AtpdxW03dTBHuj8ih3OFDeKW5CfYGRQFMIIYS4OfV90oZZW0JlTiLZF04Te/YABzcsZumgAUzs6UI/l9a0b/kdDerXos639fno69a0GLyIIevD8IzMpcRiR2+/NtB8lSate/Nwu62M33+eFJODcucHfrWsWPWFlJxdy+mlXWlVvz9PvqX0bhtDOZ6TQ0Lwes4s707bz+rxzN+/pV77kfSbuYJZS9V+7nJvt0ypWcyb2JuB9d7g+88+4/kui/l++XGOXowkPngDu3t8Sr86n/NMo1nUn3US3/TyH7+9qr1EObz/INBs143fNt/KwJ3nSFM+zlSop+dkx2E3UXX+Fww0O9fikzbjeX3oIdaF5pCn7Mug7s9UgqMwkASPuUz6rCnt3+5C3/lHWRlRTlqFerbqCFoDmrQTJGzvxaIB7Xjlk0nUdT3A7gslpEmgKe4zEmgKIUQN5TBacFRocehNymcs5cOW3G62RpJA8y51x4HmIubW/o4urzWj85QDzDhVSGLJNTeUMRVCcSAx22Yw8e3adPnIBZc7CjT1VJmNVCb7k7HblWkun/D4w4/wwB8f5uFHH+fRx5/gb088wRNX6nGl/spjjzzEI3/4f/zxgw78rvt+xh4MI9+aTqgaaLq8SrMug/i/XgeY4pdCgXJ4140Lv0WgOdInieAIP7KOzGZ240+o/bvf888HH+ZPf/4rj/71b9ccg1p/42+PP8bjf1GO46Hn+P3vm/PWl4uY6Z3MmYJ8yvKPE7tjFlPerUOXDzvRef4xloQUk61cC7XxVhvB8iQ/Erd0ZVbfzjzzzmSaDDuEd4aGdOXh65tjg1LFZAWt5fj4L3Dt1pMHG6+nz3pf4nXR+K0ezJK3HqBDu178a2Yoi07nOm/1o7abl6i/LW3AkHyQbK9RjGoxmH8/OpzB1wWam9nYUbkWj39KlwFrGeaXx5msm/1YXjk4RwWGinTSI88Q4XuIY4cPcch7D4f2LGbD9D70//QNaj/yV/7x+2d55q02fH/TQLMPr/+rD582WsWiwCxCy2xUWdX3BnWfeWSeXo/v0M8YPbAH77r5MdovnVydemPbSyTQFOI+dCXQnMesWt/Q+bWmtB+3k8kHEwhLzqWoqOiGKlaqlNLyKjQGi/N2s5d+F+SGQLNTKx5rt4w2S49xMjWHVGXdgh9sS6kyDUWVJrTqrcWVLdz8pUT9qgSaQgghxO047OovVJqxmpXP/0YdusoKKoqLKcmIp/D8MUKObmb7pmlM7taADs8/wocfN+fRpqsZvj2CWJ2NIkvF1UDT5TWadBnMI30O4OZ/kXzlrfhqb2fHZiihInIzYav70KauK/94fgJDVwRxODWNSP+F+M1Ues+P/s3vfvsgDz78KH9W+rq/qiNEr+nr1P7y8cf+zF8e/AMPPfM2v280izrzfPFJCiHqxAo2t3qLnh9/yNMt5tFgcQjHsjSUKXtXu7pb+k8DzS49+W3nPQzZF0+uco7qo5f8FwJNl8/5pMtU3hgfwKbIfKXTrL5VrEU5q9LTJB9YxqwvOuH6Xn8mrT6De6KenCq1E5NAU9QsEmgKIYQQNZgEmnep/yjQbIDLa81xmerNrKAikm4MNEuOc277TCa/XRuX/zDQ1CT5Kg1aL6Z0+47H/v4Rz7/XkIZd+9DJtT/9+g9gwIBb1KyNDNwWw4G4ZCqs6URdDjRdBvN/fbyZqjS96g+Y7zjQDD9Mpt9sZjT8hq8f/jeffvw9X7TuRYcefW++f2eNU2o1MxcG4hdbSGp5Afqiy4HmV7h82BmXBYEsPVtCzpVAU09Z4mHiN3Riep9OPP3eNJqM9ONQdiWZSk96faCp/ni8iIwTqwgY+Qm9OnXljw3W0GutD3HaCA4tH8CCl39L+7a9eGF+JEtD8p17uNzaXgo0jRgvHiL34FjGtBzCi48OZ8gPAs0OuDxeC5eB6xjhn09w9jU/lrcrR2QqRV8YT3LwXvx3LmXx4hVMm7eetVvc2e2xGw/39WxbOpX5/dri+lUtPnr8dd5+qw3NbhpouvL6v1z5tNFqFh/PJqz82kAzn6wzG/Ab/jljh/Tig1lHGHskk3yd5co5SaApxH3oSqA5n1m16uGivH64zDjMvNPFyuuHegu6O3VDoOnSgcdcNtNlczRxlSYqlUevvj7+p9QXGAk0hRBCiJ/CYa7CUZlNUVYMcTHH8Fszjg1dP6JV3eY89PJgus46zMEcEymVZdcHmi5DeaTvQaYfTb3hvfZSoKmJ2kL4GlfafOXKP54bz5Dlpzh0MZVw3/kcntmM7z6vzSNPf8nH33egdZ/+9OjX/4Z+7poaN4MBK/xYdET53KD0SfHHl7OlxRv0+OgDnm45nwZLzhKYraFc2fsvGmi69OK3LnsZ6nnBOWLy6q3v/0uBpss03ph4jM1R+ag/nbkSaCq9f4r3CuZ80YV+7w9k6toQ9iQbyNVKoClqHgk0hRBCiBpMAs271N0WaPbuxmP/HkzDgTvYHpdNeF4JRSWllJbeojRaSrVm9OYyrNZ04n6RQHM+Mxq2psmzjek2ZhszjqYRnFJw8/07q1ypKio0RgxmG1ZjEY5S9Zazv1SgqbazeaQeXYJPv3fo1roTD3z3KweaVj2OingKo3ayd0p7BjX5lPcbdufNLjMYtXgT2zwPsGefL4cOeHHGfx17Fo2gx1tf0uCtNrSTQFMIcSck0BRCCCHubw7lHdhuxWY1YTbr0SQcJv/gcKZ26sTf//AdbQZuZtk5HeGFxb9coDm7I99948pzn89i7NYzBGQXk1JYckM/d02VV1BaaaBSX6YcYyJpx5ezXQJNCTRFjSSBphBCCFGDSaB5l/qfB5rqHJpmdOnHyfcZzrz+3Xnm6c5833sDK6JKCCu2YLmjnzxrlN44nfM/J9A8nEJw7HFyT61gWesmtH/xC1oOWc+gAxmcydI6Q8Y7OhRTEdw20FQbQRPa9FNkeQ1j6eAevPLKUBr33sWO8yWcV5pS5zRwV1QqzX8mSYfm49Hldbq1c+HRTjsZsvMkqYYkzrhPZFvDJ+nUoTePD/LHzS+VMqWRVG9Ue4nSBNt0VJ7fS8rOfgxs3JenHh3OgDsONNUfFBSjS/bh3L5pjO/aie/qtqfpsMX0X++He+BZwmPPEx2byIXos6SHbsF3xXC6vPsltd9qQ2sJNIUQd0ICTSGEEOIe5MCuK8SSF0F80Al2rvXDxy+Oc/l68vVKH3HTz+bqFx1YsoPQB7sxr0dvnvlNQzoM2MrK83oiikuuDzTbD+QRFw+mHk4mR1n16u1YbUqfUkRZ2HqCV/akVfMRPP35YibsiCQkP5vE06s5ubQnLeu68NIHYxi6PhjvbCPZOrUf+xEOZS+2i2SeXsfeLh/h+kUtnmkyh/pzg/DPqHDepvX6X0K9wa8eaFqVa1FI0ZlVBC1oT6svukmgKcTPJIGmEEIIUYNJoHmX+p8HmkaqzDZMuWepPDWd1YM78/qjX/J1yxmM9MnkUKoe0x0lVD8/0Bzll0ZIUhhF0ZvY3r0uvV99gc86Tqf+sggOJJQ6f0h929/CvexHA031fOyYC6KpPDOPrWMH8OFTnWnUagVLgvIILrKgd4Z71RzlyuIXueA1ix0tX6JHpx48O+wQE33OUWQtJCFgKQEjPqCbiyv/r+EWhu48R6rS15Zf2YRVuTYaSsI3E7WqPV3rdeORR4fT544CTXUjFsyadApOLcZ3Xlca1R/Iq18vYPKeaE6WGMjTmzBbLFiUMpWmoo3aQMDi3jR7+1PeektuOSuEuEMSaAohhBD3GPV90Y5F6Wt0ZxezbfxIPn++Jx16bGRNWLHzl1Nv18vZ80OwRM5nsesQ/v2bNnQbsotNyUbOlZVeDTS7vEaTln15pOUOJnpdIE15E69wblL9jwWrPp/CMys5uawrLXpN5dlOu5h7JJmL2kIKYncQtXEQXWs35vUX29Np5iFWRGpILL2DzxUO5fOEPZOcsK14D/iKQfXq8Nx30/l2aiA+qWXOuTxvu5VfNdBUr4UJiy6HrKNz8Z1Un6Yfd5BAU4ifSQJNIYQQogaTQPMu9WsFmlVp2NP3cmT+WNo/24C2DSYxzjMZ71Q9lWYbtvJETMnueM8dSKc336PB9334erI3s32TSK4wU6Es41AaKIu2AF3BORJOHcJvzRq8Dwex73wZCcUF2H5uoOmfSUhaEppUP47PcmFmow/4op4rb7usZ9aBOEIL9BQbrEpDacZhLEWbf4HkswcJPLSPjV4huJ9KJ7FET5WpCOuPBprK2VSmYUrdx5Hl4+j50Xe0bjqUrsuOsiooneQSI5UmM3a7Hn1RLEUxu/CcMZT+735M+87jaLI6kvXh2VTZtBSc8yBhkwsTevTkmVf6023yPrafLyWmSK+0+HYshjwMBWGEbRnDms7vU//1pjz86HB633GgacNamU3Z2dUcX9KL5l/15JWPJjF8QwgHs3TkqEGj1YC1KoeSC/6EbxnO4l7f8snzb/PCW21oJIGmEOJOSKAphBBC3GOq+5qKZEwpuzm0YDQu73xLiyZDaDvvIAv844nM1lBQdcNndIsWhy6PvDB3wjf0ZnK/Ebz7yXTGLjvJiWILmfryq4Fm55dpUqcRD743nC5zDrHnQhkXSvWY7SYMlRmUJB8jaOUYlvdqQftBi6g/+ww71ZDOVEFVznEu+s1jRoemNHzna77ttZBu60I5eL6IQoMNg03pQy1VGMsukhcfRMg+dw7t8sQrOJmg9BJKdYWUJvoRsbQ7c7o04u2Pu/O5ywrmHEnmVL5e6VGtWPXFGPKjST59mENrNrF3lz8e4TlE5uSiNyWT4D2bHc3+jWvHTrw60Y+J/ukUG5W+9j8KNM3oE73J9hzMsJadeeyhNrQcsoOlYcWEK/3cpWuRplyLI85+bW7TN/j8+SYSaArxM0mgKYQQQtRgEmjepX6lQBNjNhT5E7x8GiP+9S196o1lpHs8HglaNOr9Vc0FOKoiiHSfzJLGr9KsbgMeqTeZdgv98c3QkaY0wXaHGV1+JIWR69k9oRuuL71Ex56Tab49md1x6c45NH9WoHkkl5DsIgylcaTsn8quoQ2o+04j/vFqX9rP9mVNZDFJZUbsSgNuL08kL9wdrzmdGdGtOW+3nk3dCUfYG19ErrEIY8ntAs1qlhIc2mjOH5jLyjbv07VRI97oOo+eq49zNEVDlqYKi7WIotgDxKwfxLTW7XntoYY06bycaSfyCczWYrHbMOaFUBm2gDV9Xfjyt+/RvPVM+mxPYH9cMTqHBV1JFOWxG9kxvDFdnn2QNx754j8INFXqbaQK0MftIHz9EDp/0Y43XuqDyyxfVjuviQGrsQxDbghJ/otYN/Ab5Zyf47lH/81Tb7WhgQSaQog7IYGmEEIIcW8yFyu9XCQxe6azrNlbtKr7DY/VH0nDqXtYF5xJZE6Vc6Tm5Y/paphpLwwjfPc0VvRW3qsHjOarkYdZfuQiOUpPUGlX+9DqQLPjCzR58w3+8PDn1HJZxJA9SfgnFaO1VFKadZKUIwtZ3aMdPd/9hm6jNjDiUBZBmVpsdgN2fTIl5/fgObYVQ+q8zVvf9OL13huY659IVKmZMpMZsy6X8hQfwnZMYnazunT7tiWtZ+xn0tEsEoo16AtiyD86i51j21HnxS94r1ZfOiwLYk2E0vdV6dEXx1ESvhqvqT3p+tJ7NPrGlaaLT7MsJJViXSapx1dyqP8HDHHtwUujDjL6YDK5BitGqpTrcSeBpvIPuwVTqi+Fh0cxvm1z/vmnT/m64wIG7ErCN0G5FtYq57W4GDCPNT1q0/7pP/PyQ3Ul0BTiZ5JAUwghhKjBJNC8S/1agaalVOnKYkjwWsm6ls0Y8n1rvu82ms4ztjJtXwyHzqVRVJVFeuQBzqwaycLRfWnRuQ9t+46k1/iZjHabxZy5s5g+bRqTxk5gzIARjOgykGnLPVgSXkRoXv7PH6F5JI+Q7Aqs+gLKLhwiat9c5g4djEuzHnTtMgzXQZOZOGUmc2bPZs5UN2aOH8fEUYMYPn4yveccwG1fAmG5VWiMRVjvJNC065Xrkk9hnB+h68ezZspAeg4aQreh4+g/fgZjp7kxe/Yk3NzGMm7cSAYOmopLt6XMXXeCgPQq0jQW7A4HtqpMzLknObN1EQu7dGZUV1e6dh/OsNGTmT5vDtMXzVNqFuNdmzPwqxd5/5kG/3Gg6TBXYik4S8aJ9awePpheDTrQttNgOijXZIxyTWYvmM/MJUuZMX86s8d1Y1j7Onz94vO89863fDZyJ8MPpnGusAptwTmKJdAUQtyMBJpCCCHEvcmmvPea88g/58vZjZNYNXMM3UZOod+oyUwZN5GZSu80Z47SW829XIuVf69k/sw5LJg+ngUb9rDQN4WTF8uoUvobs+OaQLPTizT57FP+8GITvmg7kAHTZjF25izc5sxkypSpTBg1gdEDJjBu2DyW7TmDd7KG9AozDocVh7UUfUE08QeWsXd6Pwb3c6VZt4G4DJ/EoClKrzZrFrNmzWDqpMmMHzaGUb2GMH7cfOYeiMQzqZw8rRGLNhdt6lEi9i9l3uC+DOzck569RzBopNKnzZjBjMkTmDygP0M7u+LStB+Dxq1j7tEUpV8rocpcRmHsfqJWdmH2gPZ8Uq8XLbrOZdLMQ+zxD+dCeTrBXvPw+rFA02HDWhpH1YXdeMwfS/+GzencvAet2yvHMULp+ebPZtYy5fPT4hlM6d2YgV+8xttPNZZAU4ifSQJNIYQQogaTQPMu9WsFmg690v8UUBDpwem5nRjT5G2efvzP/P71Bvyxw0a6b40hVmOgQpuPKSeU2IOL2TqhOR2+fYOHH36IB/74R/6o1l/f44FnXajfYylzdwXjG5tDlkX9Ld6Knz+H5pF8QtQQz2FResYSdEUxJB1ZjefUbvT/8FU+/sMDPPmAehx/4Y8PvMzTLzamgetcxm0OwDMih/hCM5UmO44fnUPzMrXbU0c/FmHJjSDBfyW73NrRo+G7/O2xR3jAua8HePTN2jzTYSodF3ix5WQqURnlGKz2q8GdcrzYlcYy8wxZp5eyaUgjujzzAO899gB/fPAh/vhqXR6uP4zmXTvgNrA+n7/f/j8MNFXqPtQfCCjH6Tmb7cOa0PTt5/mHck0eUY/zb8/zx4868EbnCYxeNIP5M/ow4PN/0/C993m9xzLabYzhTHY55QXnKJRAUwhxMxJoCiGEEPeoS32Nw1SGrSKRjNjDBHouZdmgVri++iif/e2PPPyn6n7O2dO9zx+Vnu47pU+YuyeEw3HZZJntaJyjONVtXRNodnmZJo0b8sBXvfmmxfcM6vA2H735pNLn/JkHnviCv709kHYT3FkVmEyY0m9U2tVA1HlQCmVrFh224kQKozzxXzWEyV0/54NXn+YPSg/j7DEffpoH/tGAl+uMpd/MfWwJvEBkQSVFyrGYnKel9Ib2SqqUPuZi0Ca8ZvZgRK3n+ObvD/D3h5T1H3iWB/5Qm7c/H0mf2T5sPJHM+QoDZTYbVszocs+Sf3IOm4c0pvFjf+bVP7zHQ3/sQ8sBm9l1MYn9u+fi2fN2gaZK+YI6atWYQWaIOyeWD2bCd5/w5e8f4F8PPMCDf3mMJ75oxZs9p9F3UFdm92lArTdlDk0hfi4JNIUQQogaTALNu5TdrHQdOVSmBxOydTU7Zy1glUcQW6OLuajeXtVmwGHIpDTxDKfWbcZj8XY8AhM4maGlRG+t3ohCDUb1aeTHnCBg2To8VnrgcTrdGRBWmpTORg3dHFq0efFknd6L/7alzJo2mfELNjB+Zzh7I/PIN1oxqrdz1eZRlBzMuYDt7N6wiMmTJjJ+/PhLNXUp42ftZeO+EILic0kpqqJKaZrMDqPSaJZTGBdArMcitnv4MNUrgcCUUmczeN2Pwh3KcRvzMORFErF7Nx4z1+DhE4FfShVZGjVwtCvLGLAYCilLCyfx+D4OLl/ACmX/053HoRz3+HnMnLeFTV5BHIlOJyG/Srkedsxqmua8FukUxJzk2PL1yrXYq1yLVGdAqFGvxQ0cFr1yafIpTQ3j/HF3PDcvwW3qpCvnPGXRGmbtCmT3mURisioo0JiwOS61+peoP5q3Ya7MpirnLNGHtrB39niWTlXWnzCB8fPXMHGdJ2uWjsd9WjMaf92dh/85nn6LThFQaiKrIhdjfhSRe5RrMWM1HgfD8b1yLS6rvibKc1OacIpY361sWzKHGcrxTVKPc9psxi/bxcLdR/E7c5LTJw/gs3Y+W5cvZ/G+YNwj8sjUGDBU5aNNPUGUvxdL5nmxemsYZ9I05BjsmOzqGan7rKIiM4Lkw2vwP7SfFSdT8E+poMo5j+olDuU47PkhRBz2ZtmUjezYG8zJTD0ZlTacmxFC3HtsejBkUBwfxMnVm/BY6o7HiSSCMnWUGX742nlr6iu+8jqSEa68jqzmgMdupntEsTcqjwKT1fkDu5/+MqGuqbw3WksoOOdPtMdStnocxs07kZOpZc73m2tfOYUQQogaxWZU3obLqCxOITMhhFCf7exfMIWV08Yzsbq3udrT7XH2dKfOqz1dZXVPp25E/c+1geYrNGnThQdbz6fH9EXs3rWYRYumK32O0pNNW820JQdxPxpHWEY5uZUm5/vwdb+4ZLcobYz6i5kJpIYfItBjNcsXzLx6LJOUv0/fxPy1/hw4mUB0Rgn5OjMG5TAuffpQt2bGrC+kIjuaxFOe+K6azXq38bhNVLcxS6k1LFnth1dQMlGZZZQonzeMSr9mV7ZgqcxBmxmk9GhK/zRtCgvHL1WuxT62eUUQU1pCfOwp4j2XsMdjPxM8znMovohK9Vo4932Z8gWHCYdNgyYnjsywQwRsWsla5fjnKDVh8hSmrdrOwn2BePns49SBLUrvt4eZc4/gE5JFis6KRuk5TVWZ5Jz15IzHGqXnD2TJ0VSi8qqcv4zl7OyV3h+19084y6m1ezmw4iCB4VnElVioNKvXQS0LxrJ0imP2c+bgLhatCmCD0nfHFukpUx52/o6qEPcJCTSFEEKIGkwCzbuZA4fDjt1qVRpHK1ab0nrZ1a9VP3zt41ab8pjyd7Wnqn70KmU55THbleWUJu7G5ZTtOOzKYzYrFosFi7Ks5fL+qhe5sj+bspz6uLrclVL/bXMeo/26Y1Sp+7cp6yn7V9ZVt6vekvXm1AOr3oeyTZt6DOqXbtyeuox6vMpxWG88DvVr1cf+g/N0Houy7u2uxXWu39d156z+27mfS+dz61NSd6Cek7pPy9XjtRoxGcspOLuRiBXt6NKiH4+8Np3Bq0M4XWUnV21Of/RaXFZ9Xj94btTroT4v6rlePQ/ndau+Rpe2d/kYlWXV5a3K39Vzcm77KvVaOKqfR6uyrhrgXu+a7VQfs/P63riYEOIeU/0a43z9UF9Pfuy189aufR354fvMz6Ue56X3G/V1z6K8aN76/UYIIYSoSdTP/dXv58p75HV9ybW9w3U93bXvoerfrwk0XV6jicsQHnH1xs0/mXzlvbdS2ea1PcilXkDdzqUt/JDygPq54PJ795X1r25H7U2u9FvVa11P3X51L6v2ODdd/9LngevWVw/K2bcon0mUZdXeRT33y8dsd16nO/288sNjuNrzXbqe6nYunaOyvepjUrd3aZvK3698frErdelz1vXUZZRjUtdVSn1+1GWuW0w9R+d21H6u+nm8cRkh7gMSaAohhBA1mASaQvzS1N+jNaDJCCcjcCPeXvtx23YK74gMMrQ2Kqp/i9amL8BQEEnU7qlsHfQ1nVxG8VaXXcw7mMhFk4MKNb0UQgghhBBCiP85tTe5MdAcyiN9DzL9aKrc3l0I8auRQFMIIYSowSTQFOKXZlCqlMzjyzk+7hO6d+7Ib+pOpfuKQI7nm8nQWlFvr2suiaM8bhf7Z3ZnxLdv0a7/NJqsiGJ3TKFzpjm5PaIQQgghhBDi7iCBphDi7iCBphBCCFGDSaApxC/t0gjNiuRjpHtNY83MYbTo1JN2rkNwGT6RIeMmMWXyZCaOmsC4geMYM3gsY0dNYtaWw6wPyyemQPfDOWaEEEIIIYQQ4n9GAk0hxN1BAk0hhBDXUedJUO/vf2NdP3+CuF9IoCnEf4dDm4c9P4JzB+axdWwDWnzxEr/97W+r6/dKvcofH2zKNx0XM8U9Ct8LhRTaQS8vtUIIIYQQQoi7ytVAM37PJNy7vUmzbsN5tL8PMwIk0BRC/Hok0BRCCHGdEydOMHHixOtqypQpBAUFVS8h7icSaArxX2KucoaahUkhxAbuZO+WFUyfPr26Zii1klmzd7N9fygnz+dzsUSHziG3mhVCCCGEEELcjUw47OUUXzjBee/V7PE+yjzfFE6nl8uUGUKIX40EmkIIIa7j5ubGb37zG/6//+//u1IPPPAAc+bMqV5C3E8k0BRCCCGEEEIIIYQQQtztJNAUQghxHQk0axYJNIUQQgghhBBCCCGEEHc7CTSFEEJcRwLNmkUCTSGEEEIIIYQQQgghxN1OAk0hhBDXkUCzZpFAUwghhBBCCCGEEEIIcbeTQFMIIcR1JNCsWSTQFEIIIX4JDhx2K3aLEbNRh1ardfagNy2tniqdGaPZhs2hrvlLUzdqx26zYrWYMBv0GLRV6JS6egxatHojepMFk1U5Drty/L/8gdRMyoV02G3Y7cpzoFxX5f+FEEIIIYQQvwAJNIUQQlxHAs2aRQJNIYQQ4ueyK2XGUJRAQeh2jm6fzdQJo539501r7FKGufmzzT+FiwYrFb9kqOlQjsWqxabLoyjzHPFnD3Nk4yI2TRrGjNFXj2HEuEmMX76DBQfO4heTRUqhDo1yLOpxSP72U6lXzobVWIWuMIuygjzyyg2UGuxYJNUUQgghhBDiZ5NAUwghxHUk0KxZJNAUQgghfi6rUjrKEg8Tt64Dbp3e5JknH+eBhx7hkb/8hb8oPajah16pZ7/j0Xfm0HPOKU5XmMizX4pEfz47DpsJS2UmlVkhRJ3YyZ7Vk3BrW4eOL/yFd/5Rvf+//JnHn/k3z9brSq1hq5mw9RQ+4dmkFWkx2hzOUaPiJ3Ao3wc2HbriDLLCTxEfHk5EWikpZVb0VrmoQgghhBBC/FwSaAohhLiOBJo1iwSaQgghxM9lUqqMwpi9nJndiEnd6/Fyw1580X08E+YuYqHSf6o96JVa48GyLWH4h+WQa7KhdfwCoyKdIzPLMFckkuS/nkPzBzNjxlR6TV3AlBnzWT53AcsXLWHZUqUWzWDR3AlMmTyKocNH06PHDPoP28pGvwTCCkyUGGzVGxX/CYexBHthKBf83VkyfDozJ29k08l0zuSa0Zh+mchaCCGEEEKImkwCTSGEENeRQLNmkUBTCCGE+Ll0SuWRHbIFvxF1GNu7I++O2stAjwSSyo0YlUf/u+PzlK3bzdi1yWhSD+Izqwdjvn2bhh36UWvMVmZ5xxCapaOwyqIsp5SpEH1eOBcOL2bnxJ60+6gVH7/hSq+5/qyNKiOxzOQcMSpjCv8zjsp0bInbCVg8iiavNuObOmMYuysO7zSj87azQgghhBBCiJ9HAk0hhBDXkUCzZpFAUwghhPiZHJVgTyUtYBV7OtRiZPvO1HU7xES/DDIrzc4b0v73qLGjBbuljPIL3pzfN5EpQwdSt1E/+szexsJj8RxPLiK/0oLebFcWV8qmx6LNpTTtFDGHVrOiXxf61G9Jw36r6LI6ksNJpZQpmzVLovkfkUBTCCGEEEKI/y4JNIUQQlxHAs2aRQJNIYQQ4meyl4H5HAleC1ld9yOGNOlKy0UnWHi6gEKt5b8/OtOhxaJPJ+3wfA5NbEybbqN4qsNmph2IJ0Fvp9xysyOwKOuVUpUbQuSGYazq14x6LrP4cqw/2yLzyLWDXl3NofzHbsVuMWLSV1JVUUpJcREFBQXOKiwuoai8inKtEb3JisVmd65ymcNmwW7Soq/SUFyiobS8Eq2uikpNOeVFhZSo21CrpIyiCh2VOiNmixmjQVlHU0p56eV9FStVTpmyTJXRismq7EfdvvO/NqxGLUZNCRpNBcUaLRXKn9qKEkpL1PULlSqhsKiCco0erbK+WTlONWK8dKjKfx3KcZr16Msr0BSXo6kyojXbsdqvPRllDbsZq0mHrkxZpkRZVmtCZ7JgtRgwFZ6n9Owq9rn1p/6LDfiy1kAGrT7O1qh8kov1VJps2NTtObdjxWZW1nFe0zJKlGtRVH1NC4pLKSirvHRNzTblml46y0tHq5yrsn+Tcq6VmjLlXDWUlZVSUVRASaF6nsWUVGgpN1gxKtdICCGEEEKI+4kEmkIIIa4jgWbNIoGmEEII8fM4jHk4SgIJ2+jG+He+pMd3A+ixLpyNUWWU6P/L81E6lO1b8jAWB3Nm6XAWN6pF+15T+XLmKTaF5FBqdWC8aa6lftGAqSKT3OD9nPXYwAbPU6w9nsG5fK1zXk/nyFKrCYeuAE1GBPGB2/FcN5OJo4fQp08fZ/UfPZnhy3ezxCecwPh80or16C1q2KiGb3Ys5elUXThAoOc2xk7dzMxlOzhwxIPdm5aydMggJirb6KfUwMnzGbHuCNsCwkhMSyD69AGObZ3B8hkj6euq7mu8UouZuzYAz+gC4gq0zplLrco52G3F5EUcIGzTJDZsWse4TQdYt2kV3usmM3vSUGW9fkpNYdDQNSzdepLDkTkkFmmpUg7RmfXalS3pM6hIPsnx5avYNHYxmzzD8E6sJFtjUa/CJVYd6C5SGHMUvzlL2DRlDZsOxeEXl0lBajBJ/itZObQlHWu9wwt/eY6nn3yHd79pTZMR8xiyO4JdsSUU6dTRtDocVXmUpoYSf3IXHmvnMHnIQIYo18FVva6jp9Nn7i4WHwjjxMVSMsqNzmBVeSaVgyinMNaPmC2T2LZxAaM2bFI+o7uxflQfpg4ahGvfMUxc482KkEIi85T9KGuoJYQQQgghxP1AAk0hhBDXkUCzZpFAUwghhPh5HFXp2FL3cmzhaFyer0vL2gPpt/ok64MuciEtm5ycXKXyyS8spahCi0ZvxmR1YPslBtA5rKBPRJe+D49hLvT/91t06reQrvvS8U/R/MhcmA7s6ijBwmw02ankllWSa7CjV47NuZaybZuuGH3GWZKPbWTPgr4M61yXD955hX889TRPP/0U/3q3Fq+1GUrTSZuY7R6Cf0Q22WVGDFY7docNQ3YoxUcmsmx0d559vT3vf9ebkbPHMLRPW9q+8hKfP/l3/vWPx3jm/br8q+VEuk1dzZ4D+9myfDILB9ajfb13eO7Zp3nyiXd54s/1+ar1bPqtC2NvZC7FynHq7RpsllTO756Au8srdGjfkmfajKBV5zZMcPmMerVe48mn/8VTT37Oiy92okWPRUzdeIID0Vmk6KxoLMoVsmqhIoy8k6tY3qg5Ls/Vw2WMO5MCC4nJN1y6VCpzGZSdJtlrAbM/q4/LG61wmX6IOX7RJIbtIXjjMHrVfpM3/vIwf/7dn5TPzw/z8GN/55mv2vKhmw8Tj2aQXq7FVJFNVfIpYv3WsmvxUIZ3+Z7PXn6BV55+mmf++RRPvfMV//huEI3HbmSuVwwB8QWUqCMubZXKQeSQ5DMHr+6v0KtdHf7evDOf1/mcrm89xZf/fpFnnnmPz3rOpdOeNLwTK2QuVCGEEEIIcV+RQFMIIcR1JNCsWSTQFEIIIX6qS8GfrSwRY+w6vGe48v1zn1Dr1fo06zaEDv2H0q1nb3r06KvUEIZPWc7MHcfxPJtKcrGRMoMa+l3a0k9mt+AoDqMichVLu3flu398hcuwjUw+VUxIruFHwyyHzYpNX4WpSoPOaEZndeC8U6k6atFcQHnqScI3T2bjuJ64Dh5Kh+FTGDZzKTOXrWbV2iWsWj6T+dNHM3rwaDq1c2P4xL3sDMkmRjk/rcVyNdAc1oZnn/2MFz7tQMtRCxgzfy1rVqxn/eIZrJ7VlxE9W/B9rS/4rk4rGjUeSq+hs5iyagML169l/cYVLJwwlCltG9K2cV/e/mY2Y1ad4kShhUxd+ZVAc2fnl2hZ+zP+8npzvm4zhKGT5zN18QoWr1vH8kXzWDplPON69GNAp0GMW+XD8vAi4oqUa2TV4vgZgebc4+kkpyWQH+VFwMqhTGrfgPeffI/XXvmehq5uDFt3kI1n0jibUUBlVSZ5UQc4tWQIS8cNUp4rN/pNXszsZetYoXwm27BxpXKs05k9cRCDXEfTvMVMJizywztJQ1J5qfL9kn0l0HSp+xkPvdCSum1GMHb2CubPX8KGxYtYv/8EmyLLiC348edfCCGEEEKIe4kEmkIIUcM5HA7sdjtmsxm9Xs+kSZNuGmjOmDEDo9GIxWJxLq+uJ+59EmgKIYQQP5X6WciGufAclcHz2Tm+E5/880NefeZDvq5fj1q1P+PFl17kuedeUeo9PvymC02GL2HipmPsj8jnfJ4OvcWB7ed8pLKZsWcfp/T4LCa37cabjzaj29i9rIrVEVtyze1S/1PWShyVsWSeXscm14b0rVeH2t2m0WaRH3sic0kr16Mzl1GZFUzygVlsGNKNBi824dtvxjN4ayS7Eyoo1JvQXw40Bzfl2Sde45/vdeCbETuZ6RVLdJGOgpJktGn78V/QgyFvPEKtJ17m9//XlC+6rmRaYBaBmaVY7JUURuzk/Io2DGzYit//phUtBrmzMclITGnp1UCz44s0efsdHnj0a77sOJ9RW6M5FF9IsdWApiiC/LANbBvcFtePPqJZ3wW03RCHz4UyDBYt1vKfEWieLuZiqUm5XunYErcTsHgUTV5txjd1xjB2VxzeaUZKDcpnZ3ORMzg9t28Wi5t/jEvjVnzQZ61yvSIIzddRrHwWtzp0aC4Gkn5gPIt7deGjvzagaceFjDuShX9aPmZ7NonVgWaHD7/gN39qQ6NB21kZV0lEWh62omQKiopJKLZQ+t++3bEQQgghhBC/Mgk0hRCihlMDSp1OR1ZWFpGRkfRVXqtvDDT/8Ic/OF9D4+PjycvLcy6vrifufRJoCiGEED+VOpTRgiEnlHy/iawZ2pbXn/qatz7uSffp65m23p31W7ayxVlb2LJ2KZuXTGL67GV0n+LNioMXSNSYKbM6+Mm/J/ZfCTQd2PWFmNMOEeXuxvAGbWjyRU96zN7PwhNpROVqqTRZsdqMmKsyqUg9ypmt05nR6Fu6Nu1Owxk+TDmSTnK5Dk12KEXOQLM9zz7xLW9/O55Bm8PYc66IPK0FvSEfi+YsYVvHsOjrf9Lo02/54+dTaTPHn8MZGlKrjNgcZnQpRyg+PIppnVx44jff06b/ZlbE6YgoKrlmhObLNPmqIQ9+MJwuM73ZE1vE+WI9BrsVs7KfquyzhG8ez7q+DWnebhwfdN/DUv+LXNRWoSn9bwaaBkoNNmyaixiT3PFbPIbO7zWiVbMxuK49w+bwfLKqlO8jm0258hbMFclUph5UlhvJqE8+pGOnkdRbGsrKkCQ01izifeawXw006zXnN29OpuuCYxwrMZOh0eEwVCjX1EC5wY7ReetgIYQQQggh7h8SaAohRA1nMpnQaDRERESwY8cOWrdu/YNA8/e//z2dOnXC09OTc+fOOZdX1xP3Pgk0hRBCiJ9KDTTN6HPCyfGfwaZJ/anzaW+a9FjFvIB0TuYY0KpzNGJVSkflxWNk7h/DojEjefurqfSa6YtvppZUnf2nj9JUA82cE5SdnMO0dt1599Fm9PjZgaYda0U6leFrOLpwEE0/6M6nn01n2p44juVbKDaq51TNoVMWzyL77BZ8Bn3FqHbNeLv/Rlw2xxBRqKEkO5QCZ6DZnWef6MAXrVawMCiPM0WWS3N1OjTK+hdJPDgH97av0KltFx7puYcBe+LJMFmVq3ZpHKw9/yzWqAUsce3DC7+pS/u+61kYpSW0oPhqoNnlVZo068bDzdYyencM5w12Sp2hnloWrPoCis6s4tTiTrT8fgBPfjCXsVujCC6vpKDovx1oWjAXRKM5PZetY3rz4ZPN+Kr+JMbvOMPu0CTOJ18kNTX1Ul2MIjXlGP6rRrDou+dp09qFfw71YZxPFAWWLM5dDjRbd+M3329i8I4YLipPSflP/R4SQgghhBDiHiGBphBC1HA2m815u9njx48zdepU6tate12YqdZvf/tbateuzfjx4wkMDHQur64n7n0SaAohhBA/lTNqw6orQpcdSWJYEAc8T+J7PJ6YnErydFYszkkyL43kNBdEURm2jG0Th/Pti+3o2mc1i4MLOZNnql7uJ1Dn0Cw4Q0XIEhZ07E3dR5vR/2cFmupxmDEWx5Pr78aeyZ2pU2swHzZey5KjF4nS2qm4buSfUVmliIIYD066NWFC91a83GEZLRad4UROOTlZoeQ5A83ePPtEd75qs44VZwsJK7NhcH6UrFLWzyTFbyH7u79J3z59eG6cP+N90yg2K59Rnfu4w0DT5TWatO/PIy67mXQwgQzlOCuvZK82bIYiysI2ELKiB62/7cc/XpnGiLVhHC/SkFegHOd/LdDUU2pQb78bQr7vOFYObMgrf3+Vp575kPe/bUG9lh1o16Gj85cHndWxjVJNaFz7HT575hFe+LwVD/Xcy1DPULLNmURdDjQ79uI3bdwZtvc8WcpTUll9mEIIIYQQQtyvJNAUQgjhdOzYMUaNGsVnn332g0Dz//2//8cHH3xAnz598PX1rV5D3A8k0BRCCCF+HY7KZOwZu/GZOoz2j9aiU/OpDPVKxztZi/mnDtFUA83SCCqj17G6Wx9aPv49A0ftZGGEhqjCO7ibhsMGFh0WfQUVmkpKNFq0Ri3lOZEk7R3OxhEt+Kj2GN5vv5t1IdkkK4trrztUNXIspzjem7MLWzO5VyuebzKPBtOP4ZtZSnpWKLnOQNOVZ59w5et2m1kbUUyUxo7RGWhqlcolNWApPv3eZdjwQbwx9zQzTuRQZbE7o2DVHQeaLkN5pO9B3I5cpFBZT39pdYUdm6EETdQWwte40uYrV/7+3ASGLA/hSH4FOfn/zUBTR6nBQFX6STL2DWZBn9o8+49/8tBfnuLJ51/k+Zde4eVXXuGVW1VDV14ZfpCphyPJsVwTaLr04Tcu+xjhlUC+cnjqlRRCCCGEEOJ+JoGmEEIIp/Pnz7Nz505atWr1g1vO/u53v6NZs2bO8CsmJqZ6DXE/kEBTCCGE+JVoU3HkHsB/xgh6PvY+XRqPo/euZPZeqMT0U+c7dFiV7cajTdmN+8Du9H7mY7oPWsGgw7mcyNA6x1vebssOsxZ7YQzFCcc4cvIMe07EEp6Wq/Tt4cS6D7uDQFMNTYspPLePk9MbM65zU55rNFcCzdsFmgNa8ewLzXm73lAGLtjAgq272O6+i127blGHT7ErJJOIrBx09mznHJpeEmgKIYQQQogaSAJNIYQQTgUFBURFRTFo0CAefPBBZ4h5OdBU59Dsq7yGh4SEkJubW72GuB9IoCmEEEL8VGqyZ8NqqsJQmk1xfg4p2aVkl+jRWe3OmTOvy/50aZDvw9FZo3F97CO6NZlA3z0p7EuoxPhzAk1TBoa8I/9/e/cBHlWZ9///v+qiu//VfVb32d1HBLGgAiKKgogFkCYgIL0Tei+h1yDSQkcg9C5FpEnvHRI6gQRISCAJCem9zmTa53dmDFZcy6p7JO/X7td1SebMPWdyDbmu93Wfo71ju2nMa+XUqttE1V90SZsuJynPKX3/oZ1y5MQrN2iDrmybqokzF6vfrJ369NR1nbt6Xpc2DNPq4c1V+a1BerXxKs07Gqlg69cv4+rmDn7xir2wTvtH1NTQ5vX01AfT9f7ko9p/K1VRX15y9jcKmm3765EuW/XRnjBP5HPfg/ML7qCZpPRzy3V6QTc1rdVb/yo1XoMXn9WRH3vJWWuKlHRE1zZN1tg3aqpFmSZq+6ODpkXZUScUvXWQPvbupKdf6K0anT/RkouJCsx0FJyLH5JlTIxCCZoAAAAopAiaAACP7OxsxcXFydfXVyVLlvR8Xt4JmkWKFNGIESMUExPj+TzFvYOgCQDAz+VOljnKuHVGYdunav3Cmeruu12+W67qcmqe0l3u3PkVV1aYXLc2ate4UWr7t/fVvcUsTTwcq8PRFuX/qKB1N07jSVKVnxGsoDVjtbprdTXvNFKl+36uWfvDFWV1Keuul7N1p8I8WVKuKWrXJG0b304tW47Qu51Wau7+EJ2JDFH44Zna6dtd71XopterTpPv51d1PNmulPyvHc+VY0y0Yk6v0o7+VTW4WX2V7rRQrRadU0BcuhKiTyv+twqa7UqpfrNeeqSV+x6aIYoylpnpWar7H3bZcxOUHLBQJ/w6qnHrESpaZ4nGGe9VcHaWUpPP/GDQdOUlyBm1XRc/GaWeFauqapkmavaj76GZL0vsOaUcHq+lQzuqXImGqtJosnx23dDeWxZl2+72Hn0bQRMAAACFG0ETAODhcDhktVq1atUq1a5dW08//bQnZj7yyCN66qmnNHv2bM/X3d+HewdBEwCAn8tmTJZSQvbo0iIv+fZppxdqjtcHo3dpW3iaIqxOWT2dyp3l7LIlBir7wgJ9Onq03i/RQ316rdXqoHRdSnPIfqfc/WTuJzB+P7PGK/7UcvnP76zu3b31fIMJGrj0kHbeSFZoSq5y8p2ye8KmMS67nLYsWTIiFRu0R/tn9NCkVrVUtfpAVW73ifwOhisoKUYJwesVsGSEOr3VWtUrect7/hFjvSkKT7XK6nDKaRzHYU2SJfWCgnfM1uLWVdWzUQu9PfwzeW8OVXBKltKjTyvhtwqabV9Q/bpt9XCNWeq34rROGeuMtRiv1VinPT9duUlXdX3bFG35sJWa9vRV2X47Ne94lG7bs5WTfk5xJxZofsP68irxjlr0X6qB2yIUEJWlfON3X6fdovyU60o7u0R7pnfVB+XeUNkyTdTg60EzK0rO8PU6MmeEmpdqoDrvDNGwtZe0JTxXyXnGGlKuKjdwkTZP6KE6Jd9UtZp91XruCS08Fa+YLJtxTl3Gu+MynitP9rxUZSRE63ZoiKKiYhWRkqfU3DS5XARNAAAAFF4ETQCAh8vl8sTK/cZn9tChQ1W5cmXPvTRfe+019ezZU7t37/Z83f19uHcQNAEA+LncRS5fubHnFX/YV2t8+uq9st3Vou0CzT16S/6JVuW4r/fqshqTrtSru3R1VT9NGzxEr9WdqX6zjuhEfJ5uW11y/ke/Xhm/nzlylBd7SjEBi7VkdHe1r11HLfqNl9eCvVp5IlzXEixKyzXW6zLGliZLSogiT63XvgU+Gta4pRpUaqVGvZdo4MqLOhSWopTcVOUlBih072zNbNtA7avV1/v956jXSn/tuZqk21kWWWyZyokP1K1ji7VxXD95vVpHDWt7q+P841p0LlEx2RZlR59W4m8VNNuUVP2Kb+lPJVqq3uBPNONojE7FZCjPODeZiZcUc3adtvj00Oh69dR2wDy1WRqkHddSlWN83ZZzWQlnl2p5qxrq/ExpVW8xVo0+PqHNlxKUmJurvMxbSrm2R/7LvTWlUzVVeKqsSpRporpfC5rGGyBX7G6dWTpe/cq8r9Zv9dfg5ef16dVs4xgOOXNvyx5/UAGrfDS6ZgU1fLeRynaYre5LTupIZKZu59pld9llzYhQ+s0DClg3Wwt6dtOUKUv00Z6b2h8eI5szWiEETQAAABRSBE0AwDcEBQVpzZo1aty4se677z41adJEq1evVnBwcMF34F5C0AQA4OdyV0inHJlRstzYpuNLpmrou93Ur9VHGrd8r1YdPKOAcxd08cIZY47r6KZF2jKhq8b4TFCtMbvku+u6InLtynY3T/fOPGumbBkxio2KUGBguMJvJSsx16mcH3M5UneozI+TJfGUTi8fpQWda6pT9z6qMfBjjZy3Wet3ntThE2eNdRhzer8C9q/RpkUfasqgbmpes5tq1xyjoQuPaf2VVEVk5MvpzJXLGqnE4K3a59tZkzrUV4NOg/TByAWasnafPj/ir5NnDunE3k/0ud9wTejZXfXe6KmWXvM0c0+Yjt3OVUa+TXnRp5X0mwXNZ1X/lXIq8r9VVKnFGPWat0tLdx3VyXPGa9+zRtuXjJdv5y7q+V4HDZm2WbMCEhWYkGe8VovxWsOVcm2ztg1voZFVy6tOw26q0ddPk9bs0c4Tp3Ty2F4d3jRfKz5qrX6NKqhs0VJ66ttBM9/4PSotQFc2zdb0ah+od5WO6vzRWo3felEHr8TrZnyccrJCFX50mTYPbijvlh+oXP2+qj9knqZtOaotx8/ojPGzEnD4cx3cMEsLhvZQn7erqmvvCery2TVtvBIlK0ETAAAAhRhBEwDwDYmJiZ6o2cP4zL7//vvVrVs3BQQEeO6fiXsPQRMAgP+ESy5blhxZkYoJPKQjy/20ctwwTejfQb28mqnxBw1U//3mxnSUV+fhGjp2tqau2qOlxyPlH5mhLLtTNk8Ydchy+4LSTi/UqumT1bDhSI2eu1ubw/N0Lc19r84fYhzDmSdHXoKSQ47q6t6l2rh8mnyNtQxq206dqtdRs/fqGeswpm5Nvd+wnup16KnGA33Vf8IafbzyuA4GxuhmulVZ+U65XMZzOrJlSQ7T7VObdHy1rz4e21s9urRSvYYNVa12HdWpV0v1mzVTg24D1W7YLA2bvFnLN1/Quch0xefale+0/7ZBs21J1X+3qh58paWqNGmjPv3aqVXbJqpTv4FqN+igek0Hq8egWfKd97k2nQxVYJJFyXnuq4+4X2u68pKvKGTPQm2b3FOjOjZSszo19F6dOqpuvH91mvRX605DNWpUDw3p3kg1ny6vymWaqPHXg6YjS7LeVEzAeu0Y3E4j339Xb75TS6809VatsVs1fucVXU1OVHx0oG4eWqkdC3zk4+2lNq0bq0qd+qpmvD/1jPenbv3WqtWgj9p3+VAjffw0f8NR7QhPU0hashxcchYAAACFGEETAPAN7vtkZmZmasqUKXr22Wc1ceJERUdHe/4M9x6CJgAA/yl3drMrPytaaTeP6tznM7V8WEv1b1ZNVd98XRUqvGtMUzXuMEHDFx3Uev8IXU/PV1r+nUvNuh/vUO6tAKUcnap5PsNV6fUe6j1hsz65lqvLye57df5ILuNY+WmypV9X5PltOrp6smZ0aamOFSqotjEVCqZStVp6t9sYtZ25VYsOXNHZiHQlZeV7VvKN/aC2XLkyI5V89YACPpukOSPbq0m9al8ep3LdZqrpPUN9Fu/T+oAIBcdkKcvqcGde48FOWROClXZqgT6bPkn1a01Sz5E7tOVamkKyncr31MpcY5IUc2a9Tkxuo5mzpqnFqkAtO5+oXPvXgmZysBwha/TppElqVLGHRvlu1dqQXAWnJH8VNNs9r/qNmuihusP0QfdumjSymVo3ra4KFd9UhWodVa35VA1fcECbA2MVkpQji3FcT1MtCMqO/HRl3T6v8BOrtGVqb41tX1ONahiPfaOGKlTvpfodxmvS3JmaN2e8hjXtqH4thmnkspNaFZim6Ix84zDGONOUHnFSVz+bqGXD2qhRrSqqUL+jKgz6VIM2XlFgcq5xfjJkTwtT9NnNOrRshMb3b6HqVYznufP+vN1UFWqPVJdRa7V092WdCEtUvM2pHJfxXihRUcb6jo5rqlEfTlLFDw/p46MRcv8G5z6TAAAAwL2MoAkA+Ab3fTJtNpvnnplDhgzx/G9OTo7nz3DvIWgCAPCfcgcxl5y2XOVnJyglOkQ3Lp7QueMHtH/fHuN3qQPGHNOxgGAFhsUrKilbmflfBL0v4uEXj3fkJMmacFXXLwVqz54zOht8SxEZdqVZ72S9H8M4ljPf+G+mclJjlBBxRddOnVCA8fvcIWPcv9e5Z8+BQzpw+rL8Q6IVFpehlOx8WW3OgvV8jdMh2XJkzYhTUlSwQgP9deyw+/V8cZy9h4/r4PlrOhse53ld6bk22Rx3jmK8Jku68pPDFHXtio4cuqIzgbc98S/TfifmupOiRbkpUUq8clIhIVd14maabqRaZHd9kUXdXNZ0uTIjFHklWEeNcxN4JVoRmQ6lW9O+CprtX1D9Vl31l3bL5L1km/wDj+vQMWOte/Zp94EAHTh+1Tj/cYpOy1OG1e555q9er/Fcxnmz5aYqK/Gmoq+e1WX/gzp60Hjs3oPG48/oiPH+BYde0/XQIF08FqBzJy4q8EaSbqblK9c4d+6A646a+dlJyjDO1Y2LJ3X00H7tPhKg3RcideFWhvFeGr9nO2zGt2UpJyVa8TcCFXzuhA7sN57nzvuz75h2HwrUqUsRCo9NU2KWRXnGybIb/3GfqxxjfQlBx3TpcrD2XI5XSEK2rMZXvoizAAAAwL2LoAkAuKuwsDDt2bNHN27cKPgT3IsImgAA4Pcr42tBs5Tqt/fWIz22a9y+cCUYX2XXIgAAAHDvIGgCAO7K/bkZFxen7GzuyHMvI2gCAIDfL4ImAAAAUFgQNAEAKMQImgAA4PeLoAkAAAAUFgRNAAAKMYImAAD4/SJoAgAAAIUFQRMAgEKMoAkAAH6/cuS0xyri8FIdnOSlkZP8VHemv1adu60046vWL74JAAAAwD2AoAkAQCFG0AQAAL9fdrlcFuUkRSox9JyuhN6Qf1iKbqXlKd/4qvOLbwIAAABwDyBoAgBQiBE0AQAAAAAAAJgdQRMAgEKMoAkAAAAAAADA7AiaAAAUYgRNAAAAAAAAAGZH0AQAoBAjaAIAAAAAAAAwO4ImAACFGEETAAAAAAAAgNkRNAEAKMQImgAAAAAAAADMjqAJAPBwuVxyOByyWq3Kycn5zuTm5spischutxc8AvcCgiYAAAAAAAAAsyNoAgA87sTMlJQU3bp16zsTGxurpKQkT9jEvYOgCQAAAAAAAMDsCJoAUEi542VmZqZiYmJ09epVnThxQlu3btW6deu0bNmy78zKlSu1Zs0a7dy5U8ePH1dwcLDnsenp6bLZbHI6nQVHxu8JQRMAAAAAAACA2RE0AaCQSktLU1hYmPbs2aO5c+d6gla1atX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    }
   },
   "cell_type": "markdown",
   "id": "59a8fed2-150b-4f5f-8dd6-d556add02902",
   "metadata": {},
   "source": [
    "## Credits and Rights\n",
    "\n",
    "Questo notebook è stato realizzato da Agostino Migliore.\n",
    "\n",
    "## Lista dei simboli usati\n",
    "\n",
    "FT = trasformata di Fourier (*Fourier transform*)  \n",
    "DTFT = trasformata di Fourier a tempo discreto (*discrete-time Fourier transform*)  \n",
    "DFT = trasformata di Fourier discreta (*discrete Fourier Transform*)  \n",
    "FFT =  trasformata di Fourier veloce (*fast Fourier Transform*)\n",
    "\n",
    "\n",
    "## 1 Introduzione\n",
    "Tutta la spettroscopia moderna fa uso delle trasformate di Fourier. Dal momento che l'informazione è aquisita ed elaborata in modo discreto, in realtà vengono usate la DFT e la sua inversa per decomporre i segnali sperimentali (cioè, in realtà, le sequenze di campionamenti discreti dei segnali sperimentali) in serie di componenti di diversa frequenza o a tempi diversi. La FFT è un algoritmo molto efficiente per calcolare le DFT.  \n",
    "Negli spettrometri a trasformata di Fourier (uno schema è raffigurato nella figura di sotto), i segnali che descrivono l'assorbimento o emissione di radiazione da parte di un campione raggiungono il rivelatore e vengono acquisiti digitalmente. Avviene, quindi, il processamento dei segnali basato sulla DFT, sfruttando l'algoritmo della FFT.  \n",
    "Inizieremo la nostra analisi con la discussione del concetto di *somma periodica*, che ci porterà a quello di DTFT.\n",
    "\n",
    "![image.png](attachment:cd2b1236-71f6-48ea-8d42-6732d2cb2972.png)\n",
    "<font size=\"2\">Image from https://www.chem.uci.edu/~dmitryf/manuals/Fundamentals/FTIR%20principles.pdf</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d0064699-0778-48d2-9aa1-e388558eda58",
   "metadata": {},
   "source": [
    "## 2 Somma periodica"
   ]
  },
  {
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"
    }
   },
   "cell_type": "markdown",
   "id": "cb7dbcda-f872-4d7a-b2f2-ccb4fb336388",
   "metadata": {},
   "source": [
    "Data una funzione (un segnale) generalmente non periodica $s(t)$, si possono facilmente definire due funzioni periodiche strettamente connesse a quella data. Una è, come visto nella lezione precedente, la funzione periodica con le seguenti proprietà\n",
    "$$\n",
    "\\begin{cases}\n",
    "s_\\mathrm{T}(t) = s(t) \\quad -\\frac{\\mathrm{T}}{2} \\le t \\le \\frac{\\mathrm{T}}{2} \\\\[3pt]\n",
    "s_\\mathrm{T}(t) = s_\\mathrm{T}(t+\\mathrm{T})\n",
    "\\end{cases} \\tag{1}\n",
    "$$\n",
    "Questo significa che la funzione periodica è definita come segue:\n",
    "$$\n",
    "s_\\mathrm{T}(t)=\n",
    "\\begin{cases}\n",
    "s_\\mathrm{T}(t+\\mathrm{T}) && t < -\\frac{\\mathrm{T}}{2} \\\\[3pt]\n",
    "s(t) && -\\frac{\\mathrm{T}}{2} \\le t \\le\\ \\frac{\\mathrm{T}}{2} \\\\[3pt]\n",
    "s_\\mathrm{T}(t-\\mathrm{T}) && t > \\frac{\\mathrm{T}}{2}\n",
    "\\end{cases} \\tag{2}\n",
    "$$\n",
    "Un'altra funzione periodica strettamente connessa a quella data è la cosiddetta <span style=\"color:blue\">somma periodica</span>\n",
    "$$\n",
    " S_\\mathrm{T}(t)=\\sum_{j=-\\infty}^{\\infty} s(t+j\\mathrm{T}) \\tag{3}\n",
    "$$\n",
    "Le due formulazioni coincidono se $s(t)$ è nulla fuori dall'intervallo $\\left[ -\\frac{\\mathrm{T}}{2},\\frac{\\mathrm{T}}{2} \\right]$, come è mostrato nell'esempio della figura di sotto.\n",
    "\n",
    "<pass/> <div align=\"center\">![Figure_4.png](attachment:ff924bd9-2f93-4237-852f-1422482311a8.png)</div>\n",
    "<br>"
   ]
  },
  {
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"
    }
   },
   "cell_type": "markdown",
   "id": "f8ec75c1-0f02-46ee-a0aa-4bb87b262b4a",
   "metadata": {},
   "source": [
    "## 3 DTFT\n",
    "\n",
    "Quest'ultima formulazione di funzione periodica è molto usata in FFT e la studieremo qui in maggior dettaglio. Iniziamo col considerare la sua serie di Fourier, adottando una notazione simile a quella usata nelle lezioni precedenti in termini di tempo e frequenza (l'equazione seguente mostra varie notazioni equivalenti):\n",
    "$$\n",
    "\\begin{align}\n",
    " S_\\text{T}(t) &= \\sum_{n=-\\infty}^{\\infty} c_n e^{i2\\pi\\frac{n}{\\text{T}}t} \n",
    " = \\sum_{n=-\\infty}^{\\infty} c_n e^{i\\omega_n t} \n",
    " = \\sum_{n=-\\infty}^{\\infty} c_n e^{i2\\pi\\nu_n t} \\notag \\\\[3pt] \n",
    " &= \\sum_{n=-\\infty}^{\\infty} \\frac{\\mathrm{\\tilde{S}}_n}{\\text{T}} e^{i2\\pi\\frac{n}{\\text{T}}t} \n",
    " = \\sum_{n=-\\infty}^{\\infty} \\frac{\\mathrm{\\tilde{S}}(\\nu_n)}{\\text{T}} e^{i2\\pi\\nu_n t} \\notag\n",
    " \\end{align}\n",
    " \\tag{4}\n",
    "$$\n",
    "\\\n",
    "dove (si noti che l'integrazione di sotto si può equivalentemente effettuata tra $0$ e $\\text{T}$)  \n",
    "\\\n",
    "$$\n",
    " c_n = \\frac{\\mathrm{\\tilde{S}}_n}{\\text{T}} = \\frac{1}{\\text{T}} \\int_{-\\frac{\\text{T}}{2}}^\\frac{\\text{T}}{2} \n",
    " S_\\mathrm{T}(t) e^{-i2\\pi\\frac{n}{\\text{T}}t} dt\n",
    " = \\frac{1}{\\text{T}} \\int_{-\\frac{\\text{T}}{2}}^\\frac{\\text{T}}{2} \\sum_{j=-\\infty}^{\\infty} \n",
    " s(t+j\\mathrm{T})\\, e^{-i2\\pi\\frac{n}{\\text{T}}t} dt \\tag{5}\n",
    "$$\n",
    "\\\n",
    "Adesso effetuiamo il cambiamento di variabile $u = t + j\\text{T}$, da cui $\\frac{t}{\\text{T}} = \\frac{u}{\\text{T}} - j$ e quindi $e^{-i2\\pi\\frac{n}{\\text{T}}t} = e^{-i2\\pi\\frac{n}{\\text{T}}u} e^{-i n j 2\\pi} = e^{-i2\\pi\\frac{n}{\\text{T}}u}$. Inoltre, l'intervallo d'integrazione cambia da $\\left[-\\frac{\\text{T}}{2},\\frac{\\text{T}}{2}\\right]$ a $\\left[\\left(j-\\frac{1}{2}\\right)\\text{T},\\left(j+\\frac{1}{2}\\right)\\text{T}\\right]$. A questo punto, l'equazione (5) si può riscrivere nella forma  \n",
    "\\\n",
    "$$\n",
    " \\mathrm{\\tilde{S}}_n = \\sum_{j=-\\infty}^{\\infty} \\int_{\\left(j-\\frac{1}{2}\\right)\\text{T}}^{\\left(j+\\frac{1}{2}\\right)\\text{T}} \n",
    " s(u)\\, e^{-i2\\pi\\frac{n}{\\text{T}}u} du\n",
    " = \\int_{-\\infty}^{\\infty} s(u)\\, e^{-i2\\pi\\nu_n u} du = \\tilde{s}(\\nu_n) \\tag{6}\n",
    "$$\n",
    "\\\n",
    "cioè\n",
    "\\\n",
    "$$\n",
    "\\mathrm{\\tilde{S}}_n = \\tilde{s}(\\nu_n) \\tag{7}\n",
    "$$\n",
    "\\\n",
    "Considerato che $\\nu_n = \\frac{n}{\\text{T}}$ e quindi la separazione tra due qualsiasi frequenze consecutive nella serie di Fourier è $\\Delta\\nu = \\nu_{n+1} - \\nu_n = \\frac{1}{\\text{T}}$, l'equazione (7) significa, essenzialmente, che i coefficienti della serie di Fourier della funzione <span style=\"color:blue\">somma periodica</span> sono uguali ai valori della trasformata di Fourier (*continua*) del segnale di partenza $s(t)$ ad intervalli $\\Delta\\nu = \\frac{1}{\\text{T}}$. In altre parole, la distribuzione dei coefficienti della serie di Fourier di $S_\\text{T}(t)$ rappresenta una discretizzazione della trasformata di Fourier di $s(t)$, come mostrato sotto.\n",
    "\n",
    "<pass/> <div align=\"center\">![Figure_5.png](attachment:f5dac438-c850-41a2-ac7d-3b14be132816.png)</div>\n",
    "\n",
    "Come esempio, nella prima colonna di tale figura mostro un segnale $s(t)$ che è funzione Gaussiana e la sua trasformata di Fourier $\\tilde{s}(\\nu_n)$, che è pure una Gaussiana. Le due curve sono chiaramente rappresentate su scale diverse. Nella seconda colonna riporto la funzione periodica $S_\\text{T}(t)$ e la sua serie di Fourier (per essere più precisi, le componenti o coefficienti $\\mathrm{\\tilde{S}}_n$ di tale serie), che è legata a $S_\\text{T}(t)$ dalla relazione (7). Si noti che tale tipo di rappresentazione non è fattibile in generale, in quanto i coefficienti sono in genere numeri complessi."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8cd0b32e-4907-4bdf-b049-b2ea5ee9b4cc",
   "metadata": {},
   "source": [
    "La prima figura nella terza colonna rappresenta una discretizzazione $s_n$ di $s(t)$, ottenuta campionando il segnale ad intervalli di tempo regolari, come avviene usualmente in realtà nel mondo digitale. Dalla relazione di reciprocità tra una funzione (che è la <span style=\"color:blue\">anti-trasformata di Fourier</span> o <span style=\"color:blue\">trasformata di Fourier inversa</span>) e la sua trasformata di Fourier, paragonando con i risultati analitici di sopra e la loro rappresentazione nella seconda colonna, si arguisce immediatamente che $s_n$ è l'antitrasformata di Fourier della funzione $\\tilde{S}_{\\mathrm{\\Omega}}(\\nu)$, che è la somma periodica della trasformata di Fourier $\\tilde{s}(\\nu)$ del segnale (continuo):\n",
    "$$\n",
    " \\tilde{S}_\\mathrm{\\Omega}(\\nu) = \\sum_{j=-\\infty}^{\\infty} \\tilde{s}(\\nu+j\\mathrm{\\Omega}) \\tag{8}\n",
    "$$\n",
    "dove il periodo $\\Omega$ di $\\tilde{S}_\\mathrm{\\Omega}(\\nu)$ è l'inverso dell'intervallo $\\tau$, assunto costante, tra due campionamenti successivi del segnale:\n",
    "$$\n",
    "\\Omega = \\frac{1}{\\mathrm{\\tau}} \\tag{9}\n",
    "$$\n",
    "$\\tilde{S}_{\\mathrm{\\Omega}}(\\nu)$ è il risultato dell'operazione di trasformata effettuata su dati discreti (<span style=\"color:red\">DTFT</span>).  \n",
    "<span style=\"color:darkcyan\">La DTFT è di per sé una funzione continua della frequenza. La sua anti-trasformata è la sequenza di valori $s_n$ del segnale campionato.</span> Sotto opportune condizioni, si può ricavare esattamente il segnale continuo $s(t)$ a partire dalla DTFT. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "92d52d34-a33d-4c92-b17a-4f2130850a14",
   "metadata": {},
   "source": [
    "## 4 DFT e FFT\n",
    "\n",
    "<span style=\"color:darkcyan\">La</span> <span style=\"color:red\">DFT</span> <span style=\"color:darkcyan\">è la forma discretizzata della trasformata di Fourier del segnale campionato in ingresso</span> (l'anti-trasformata della DFT è una somma periodica, come vedremo, del segnale discreto in ingresso). Di conseguenza, mentre la DTFT calcola una trasformata di Fourier continua a partire dai campioni del segnale, nel caso della DFT anche la trasformata è discreta.  \n",
    "La DFT si presta, in modo ideale, all'analisi di informazioni (per esempio, lo spettro di una sostanza a partire dal segnale di assorbimento o emissione) per mezzo di un computer. In generale, la DFT è ampiamente usata nell'elaborazione numerica di segnali per analizzare le frequenze contenute in un egnale, per risolvere equazioni differenziali alle derivate parziali che emergono da problemi di chimica, fisica e ingegneria, in teoria dell'inforamzione, per calcolare convoluzioni e moltiplicare numeri interi molto grandi. In tutti questi utilizzi si sfrutta una formulazione molto efficiente della DFT: la <span style=\"color:red\">FFT</span>.\n",
    "\n",
    "Partendo dal segnale $s(t)$ e dalla sua FT $\\tilde{S}(\\nu)$, che sono entrambe funzioni continue di una variabile continua, vogliamo:\n",
    "\n",
    "* realizzare una versione discreta di $s(t)$ che fornisca una ragionevole approssimazione al segnale continuo;\n",
    "* realizzare una discretizzazione di $\\tilde{S}(\\nu)$ che ne rappresenti una ragionevole approssimazione;\n",
    "* trovare un modo di connettere le versioni discrete della funzione e della sua FT che sia una ragionevole approssimazione al modo in cui le corrispondenti funzioni continue sono connesse.\n",
    "\n",
    "Per semplificare la discussione assumiamo (anche se non è essenziale per pervenire alle medesime conclusioni generali) che $s(t)$ sia un segnale di durata finita e sia quindi zero al di fuori di un intervallo $[0,\\text{T}]$ (per esempio, questo è vero con eccellente approssimazione, per la funzione Gaussiana considerata prima, purché $\\text{T}$ sia sufficientemente più grande del parametro di larghezza della Gaussiana). Supponiamo pure che la FT sia zero, o comunque approssimativamente zero, fuori da un intervallo di frequenza $[0,\\mathrm{\\Omega}]$. Si noti che potremmo definire l'intervallo di tempo come $[-\\frac{\\text{T}}{2},\\frac{\\text{T}}{2}]$ e quello delle frequenze come $\\left[-\\frac{\\mathrm{\\Omega}}{2},\\frac{\\mathrm{\\Omega}}{2}\\right]$ in conformità alle scelte di sopra, ma ciò è inessenziale e la presente scelta semplifica la notazione passando all'analisi discreta."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "94958deb-b6cd-4295-82da-965b10b25213",
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   "source": [
    "Secondo il <span style=\"color:blue\">teorema del campionamento di Nyquist</span>, si evita l'erronea identificazione di frequenze di un segnale, quindi l'introduzione di distorsioni o errori, se la frequenza di campionamento è almeno il doppio della larghezza di banda (*bandwidth*) del segnale. Scegliendo la frequenza di campionamento minima per soddisfare tale teorema, il numero di campionamenti del segnale, $N$, deve soddisfare l'uguaglianza $\\frac{1}{\\tau} = \\frac{N}{\\text{T}} = 2\\frac{\\mathrm{\\Omega}}{2} = \\mathrm{\\Omega}$, che implica\n",
    "$$\n",
    "N = \\frac{\\text{T}}{\\tau} = \\mathrm{\\Omega} \\text{T} \\tag{10}\n",
    "$$\n",
    "o deve comunque essere il numero intero immediatamente più grande del prodotto al secondo membro. Gli $N$ instanti in cui si campiona il segnale sono dati da\n",
    "$$\n",
    "t_n = n\\tau, \\;\\;\\;\\; n \\in [0,N-1] \\tag{11}\n",
    "$$\n",
    "Usando la notazione abbreviata $\\{t_n\\}_{n = 0, 1, N - 1} = \\{t_n\\}$ per il set di tali tempi di campionamento e una notazione simile per il corrispondente set di valori del segnale $\\{s_n\\}$, scriviamo\n",
    "$$\n",
    "s_\\text{d}(t) =\n",
    "\\begin{cases}\n",
    "\\{s_n\\}  && t \\in \\{t_n\\} \\\\[3pt]\n",
    "0 && t \\notin \\{t_n\\} \\tag{12}\n",
    "\\end{cases}\n",
    "$$\n",
    "In realtà, una rappresentazione matematica più conveniente del segnale discreto è la seguente:\n",
    "$$\n",
    " s_\\text{d}(t) = \\sum_{n=0}^{N-1} s({t_n})\\delta(t - t_n)\n",
    " \\equiv \\sum_{n=0}^{N-1} s_n\\delta(t - t_n) \\tag{13}\n",
    "$$\n",
    "Mentre ciascun campionamento reale del segnale impiega un tempo finito e fornisce un valore $s_n$ che è in effetti una media del segnale nel breve intervallo di tempo del campionamento, si può immaginare che le misurazioni siano praticamente instantanee, il che corrisponde alla rappresentazione in termini di delta di Dirac nell'equazione (13). La trasformata di Fourier (continua) della (13) è  \n",
    "$$\n",
    " \\tilde{s}_\\text{d}(\\nu) = \\sum_{n=0}^{N-1} s_n\\int_{-\\infty}^{\\infty} \\delta(t - t_n)\\, e^{-i2\\pi\\nu t} dt \n",
    " = \\sum_{n=0}^{N-1} s_n e^{-i2\\pi\\nu t_n} \\tag{14}\n",
    "$$\n",
    "Si noti che, per un numero sufficientemente grande di $N$, la (14) ha praticamente la forma della serie di Fourier (4) (a parte il modo in cui si è indicizzata la sommatoria, che si può facilmente dimostrare essere irrilevante), con i ruoli di tempo e frequenza invertiti. I coefficienti della serie sono i valori misurati del segnale.\n",
    "\n",
    "Per pervenire alla DFT, adesso consideriamo le cose dal punton di vista del dominio delle frequenze. Il fatto che la funzione $s(t)$ sia limitata all'intervallo $[0,\\text{T}]$ determina la frequenza di campionamento per la costruzione della trasformata di Fourier discreta a partire dai suoi campionamenti nel dominio delle frequenze. Infatti, l'analogo della (10) è\n",
    "$$\n",
    "N_\\nu = \\frac{\\mathrm{\\Omega}}{\\Delta\\nu} = \\mathrm{\\Omega} \\text{T} = N \\tag{15}\n",
    "$$\n",
    "cioè lo stesso numero di campionamenti del segnale. Le frequenze sono, quindi,\n",
    "$$\n",
    "\\nu_k = k\\Delta\\nu = \\frac{k}{\\text{T}} = \\frac{k}{N\\tau}, \\;\\;\\;\\; k \\in [0,N-1] \\tag{16}\n",
    "$$\n",
    "(si noti che qui $k$ è semplicemente un indice discreto, come $n$, non una componente del vettore d'onda come nella lezione precedente). <span style=\"color:darkcyan\">La DFT non è definita come la FT del segnale continuo, $\\tilde{s}(\\nu)$, valutata a tali frequenze discrete; essa è invece la FT del signale discreto, $\\tilde{s}_\\text{d}(\\nu)$ valutata alle frequenze discrete</span>, cioè il set di valori $\\{{\\tilde{s}_\\text{d}}(\\nu_n)\\} \\equiv \\{\\xi_n\\}$ dato da\n",
    "$$\n",
    " \\xi_k = \\sum_{n=0}^{N-1} s_n e^{-i2\\pi\\nu_k t_n} = \\sum_{n=0}^{N-1} s_n e^{-i2\\pi\\frac{k}{N\\tau} n\\tau} \n",
    " = \\sum_{n=0}^{N-1} s_n e^{-i2\\pi\\frac{k}{N} n} \\tag{17}\n",
    "$$\n",
    "cioè\n",
    "$$\n",
    " \\xi_k = \\sum_{n=0}^{N-1} s_n e^{-i2\\pi\\frac{k}{N} n} \\;\\;\\;\\; k = 0, 1, ..., N-1 \\tag{18}\n",
    "$$\n",
    "Vediamo, infine, come la la FT del segnale continuo, $\\tilde{s}(\\nu)$, valutata alla frequenza $\\nu_k = \\frac{k}{N\\tau}$ è connessa alla DFT, facendo uso della relazione fra $\\tau$ e $\\mathrm{\\Omega}$ introdotta prima dell'equazione (10):\n",
    "$$\n",
    " \\tilde{s}(\\nu_k) = \\int_{-0}^\\text{T} s(t)\\, e^{-i2\\pi\\nu_k t} dt \\approx \\sum_{n=0}^{N-1} s_n e^{-i2\\pi\\nu_k t_n} \\tau\n",
    " = \\frac{1}{\\mathrm{\\Omega}} \\xi_k \\tag{19}\n",
    "$$\n",
    "Di conseguenza, a parte il fattore comune $1/\\mathrm{\\Omega}$, la quantità $\\xi_k$ costituisce un'approssimazione alla FT del segnale alla medesima frequenza, $\\tilde{s}(\\nu_k)$, che è tanto migliore quanto più fitto è il campionamento del segnale e quindi migliore l'approssimazione dell'integrale nella (19).  \n",
    "In effetti l'approssimazione dell'integrale che definisce $\\tilde{s}(\\nu_k)$ con la <span style=\"color:blue\">somma di Riemann</span>, cioè la discretizzazione dell'integrale, è un altro modo per pervenire all'espressione della DFT.  \n",
    "\n",
    "Si noti che il segnale $s(t)$ può anche essere una funzione complessa, anche se spesso si tratta di un segnale reale. Anche in tal caso, i valori della DFT coinvolgono esponenziali complesse e sono, in generale, complessi.\n",
    "\n",
    "Notiamo un altro fatto importante che vien fuori dalla discretizzazione. Abbiamo già visto che una FT in generale non definisce una funzione periodica (a meno che non si possa ridurre a una serie di Fourier), mentre una serie di Fourier definisce una funzione periodica. Lo stesso vale, chiaramente, per una somma finita di Fourier, come quella che definisce la DFT, essendo una sovrapposizione di termini periodici.  \n",
    "La quantità nell'equazione (18) può, di per sé, essere valutata per qualsiasi $k$ ed è periodica di periodo $N$. Infatti, considerando un qualsiasi multiplo di $N$, $mN$, si ha:\n",
    "$$\n",
    " \\xi_{k+mN} = \\sum_{n=0}^{N-1} s_n e^{-i2\\pi\\frac{k+mN}{N} n} = \\sum_{n=0}^{N-1} s_n e^{-i2\\pi\\frac{k}{N} n} e^{-i2\\pi mn} \n",
    " = \\sum_{n=0}^{N-1} s_n e^{-i2\\pi\\frac{k}{N} n} = \\xi_k \\tag{20}\n",
    "$$\n",
    "<span style=\"color:darkcyan\">Si può quindi (ed è conveniente) estendere la definizione della DFT, considerandola una sequenza periodica di periodo $N$ definita dalla (18) all'interno del periodo fondamentale.</span> Con tale estensione, la DFT descrive la trasformata di Fourier a tempo discreto di una sequenza di valori infinita con periodo $N$. Infatti, si può facilmente dimostrare che, per una sequenza periodica di dati, la DTFT discussa sopra contiene solo componenti a frequenze discrete.  \n",
    "Una volta fatto quanto sopra, emerge che anche la sequenza di campioni del segnale, che funziona da input al calcolo della DFT, si estende naturalmente ad una sequenza di periodo $N$. In ogni caso, la relazione col segnale iniziale rimane ben definita.  \n",
    "\n",
    "Considerare la DFT e il segnale discreto (ovvero la DFT inversa) periodici ha vantaggi matematici (per esempio, consente l'uso del teorema di convoluzione) che si traducono in importanti vantaggi applicativi, per esempio in spettroscopia e in teoria dell'informazione.\n",
    "A questo punto, concludiamo l'analisi teorica con un breve cenno al principale algoritmo di FFT usato per velocizzare il calcolo della DFT e della DFT inversa.\n",
    "\n",
    "## 5 FFT"
   ]
  },
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   "cell_type": "markdown",
   "id": "f7b16b9e-b53b-4a0d-a427-995d3c36c198",
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   "source": [
    "L'approccio di FFT di gran lunga più usato è l'<span style=\"color:blue\">algoritmo di Cooley-Tukey</span> (anche se, in realtà, si dovrebbe chiamare l'<span style=\"color:blue\">algoritmo di Gauss</span>) e, in particolare, la sua versione chiamata <span style=\"color:blue\">*radix-2 decimation-in-time*</span>. Nel metodo della DFT il numero di operazioni effettuato è dell'ordine di $N^2$, dal momento che si hanno $N$ dati di input e, per ciascuno di essi, $N$ valori calcolati di DFT. La FFT spezza una DFT per $N$ punti in DFT per $N_1$ e $N_2$ punti con $N = N_1 N_2$ in modo ricorsivo e riutilizza risultati intermedi della computazione in modo tale da ridurre il numero di operazioni necessarie a qualcosa dell'ordine di $N\\log(N)$. Si noti che $\\log(N)$ cresce molto più lentamente di $N$. Infatti, $N/\\log(N) \\rightarrow \\infty$ per $N \\rightarrow \\infty$ (vedi sotto)."
   ]
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   "execution_count": 41,
   "id": "205363c2-1fce-411e-b7aa-1d7d0ba68b01",
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    {
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",
      "text/plain": [
       "<Figure size 320x240 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.arange(1,11, 1)\n",
    "y = np.log(x)\n",
    "plt.figure(figsize=(3.2,2.4))\n",
    "plt.plot(x,x,'b',x,y,'g')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bf06c12a-d702-4bcd-9588-af7a02085966",
   "metadata": {},
   "source": [
    "Nella (18), scindiamo la sommatoria in due sommatorie sui termini di indice pari e quelli di indice dispari: \n",
    "$$\n",
    " \\begin{align}\n",
    " \\xi_k &= \\sum_{m=0}^{N/2-1} s_{2m} e^{-i2\\pi\\frac{k}{N} 2m} + \\sum_{m=0}^{N/2-1} s_{2m+1} e^{-i2\\pi\\frac{k}{N} (2m+1)} \\\\[4pt] \n",
    " &= \\sum_{m=0}^{N/2-1} s_{2m} e^{-i2\\pi\\frac{k}{N/2} m} + e^{-i2\\pi\\frac{k}{N}}\\sum_{m=0}^{N/2-1} s_{2m+1} e^{-i2\\pi\\frac{k}{N/2} m} \\\\[4pt]\n",
    " &= P_k + e^{-i2\\pi\\frac{k}{N}} D_k\n",
    " \\end{align} \\;\\;\\;\\;\\;\\;\\;\\;\\;\\; k = 0, 1, ..., \\frac{N}{2}-1\n",
    " \\tag{21}\n",
    "$$\n",
    "Nell'ultima riga dell'equazione (21) abbiamo denotato con le lettere $P$ e $D$ le sommatorie sui termini rispettivamente di indice pari e dispari. Usando la ben nota proprietà $e^{A+B} = e^Ae^B$ è facile vedere che\n",
    "$$\n",
    " \\xi_{k+\\frac{N}{2}} = P_k - e^{-i2\\pi\\frac{k}{N}} D_k \\tag{22}\n",
    "$$\n",
    "Senza entrare in ulteriori dettagli, l'approccio consiste nell'usare le relazioni (21) e (22) e, come detto prima, nel riutilizzare i risultati di calcoli intermedi per computare la DFT e la DFT inversa.\n",
    "\n",
    "Per calcolare le FFT, si possono usare direttamente le funzioni disponibili in <span style=\"color:blue\">SciPy</span>. A tal fine, importiamo le funzioni del modulo <span style=\"color:blue\">fft</span> di SciPy che consentono di effettuare la DFT (il nome della funzione è <span style=\"color:blue\">fft</span>; quindi si tratta di <span style=\"color:blue\">scipy.fft.fft</span>) e la DFT inversa (<span style=\"color:blue\">ifft</span>) di funzioni di una variabile. Inoltre, importiamo la funzione <span style=\"color:blue\">fftfreq</span>, che riceve come argomenti di input primari il numero di campionamenti e la loro separazione temporale e calcola conseguentemente i valori di frequenza campionati forniti come output."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "763d2608-5654-42d2-9c53-2e4563f787ea",
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.fft import fft, ifft, fftfreq"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6f6fe158-6884-4501-bf0e-610ee175f665",
   "metadata": {},
   "source": [
    "## Esempio\n",
    "Calcoliamo e plottiamo la FFT della somma di due seni."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "ee4e141e-ab23-4fd8-a4ef-9d2ff8b5e430",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 360x240 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Numero di valori del segnale di ingresso da campionare:\n",
    "N = 300\n",
    "# Spaziatura dei campioni (tau):\n",
    "t = 1.0 / 400.0\n",
    "x = np.linspace(0.0, N*t, N, endpoint=False)\n",
    "y = np.sin(50.0 * 2.0*np.pi*x) + 0.5*np.sin(80.0 * 2.0*np.pi*x)\n",
    "yf = fft(y)\n",
    "xf = fftfreq(N, t)[0:N//2]\n",
    "import matplotlib.pyplot as plt\n",
    "plt.figure(figsize=(3.6,2.4))\n",
    "plt.plot(xf, 2.0/N * np.abs(yf[0:N//2]))\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b54876f6-664b-44bd-b512-950290a7c040",
   "metadata": {},
   "source": [
    "Dal momento che il segnale è reale, lo spettro è simmetrico, in quanto i valori della DFT (calcolata con un approccio FFT) in corrispondenza delle frequence positive sono i complessi coniugati di quelli in corrispondenza delle frequenze negative. In un caso come questo, di solito si grafica solo la parte di FFT corrispondente alle frequenze positive, che è la scelta fatta sopra. Si noti, inoltre, che sono mostrati i valori assoluti delle componenti spettrali moltiplicati per il fattore necessario per ottenere lo spettro vero e proprio a partire dalla DFT visto nell'analisi teorica di sopra."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f63ff85e-f8a6-4eb2-98b3-0963627f5ee5",
   "metadata": {},
   "source": [
    "## Esercizio\n",
    "Considerate il segnale contenuto nel file \"pulse.dat\" della sottocartella \"dati (data files)\" della cartella \"Parte 1: Introduzione al Coding in Python\" nel sito https://stem.elearning.unipd.it/. La figura di sotto mostra la curva che interpola le misure del segnale, che costituiscono in realtà un set discreto ed equispaziato di campionamenti, come si può vedere dal file di dati. Usando tali dati,\n",
    "\n",
    "* Create un semplice codice che legga i dati dal file e usi l'equazione (18) per ottenere la DFT del segnale e poi lo rappresenti opportunamente in un grafico. Se volete (ma non è essenziale), potete troncare il set di dati per renderlo simmetrico.\n",
    "* Effettuate la FFT con una funzione di SciPy e confrontate il risultato con quello ottenuto usando il vostro codice."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "5f23d333-31a3-4817-a110-efd5eb26d311",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 360x240 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "t = []\n",
    "P = []\n",
    "n = 0\n",
    "\n",
    "with open(\"MCC_data/pulse.dat\",\"r\") as f:\n",
    "    for line in f:\n",
    "        sl = line.split() # suddivide la riga in corrispondenza degli spazi,\n",
    "                          # generando un array di due elementi\n",
    "        t.append(float(sl[0]))\n",
    "        P.append(float(sl[1]))\n",
    "        n += 1\n",
    "\n",
    "plt.figure(figsize=(3.6,2.4))\n",
    "plt.plot(t,P)\n",
    "plt.show()"
   ]
  }
 ],
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          "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
          "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
          "File \u001b[1;32mD:\\Software\\python-3.12.0\\Lib\\site-packages\\ipywidgets\\widgets\\interaction.py:240\u001b[0m, in \u001b[0;36minteractive.update\u001b[1;34m(self, *args)\u001b[0m\n\u001b[0;32m    238\u001b[0m     value \u001b[38;5;241m=\u001b[39m widget\u001b[38;5;241m.\u001b[39mget_interact_value()\n\u001b[0;32m    239\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mkwargs[widget\u001b[38;5;241m.\u001b[39m_kwarg] \u001b[38;5;241m=\u001b[39m value\n\u001b[1;32m--> 240\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mresult \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    241\u001b[0m show_inline_matplotlib_plots()\n\u001b[0;32m    242\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mauto_display \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mresult \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n",
          "Cell \u001b[1;32mIn[23], line 36\u001b[0m, in \u001b[0;36mshow_matches\u001b[1;34m(text)\u001b[0m\n\u001b[0;32m     33\u001b[0m \u001b[38;5;129m@widgets\u001b[39m\u001b[38;5;241m.\u001b[39minteract\n\u001b[0;32m     34\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mshow_matches\u001b[39m(text\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mlast\u001b[39m\u001b[38;5;124m'\u001b[39m):\n\u001b[0;32m     35\u001b[0m     \u001b[38;5;66;03m# do your thing with text and get the result\u001b[39;00m\n\u001b[1;32m---> 36\u001b[0m     display(\u001b[43mresult\u001b[49m)\n",
          "\u001b[1;31mNameError\u001b[0m: name 'result' is not defined"
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         "output_type": "stream",
         "text": "Area = 3.13600000\nErrore relativo = 0.18 %\n"
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        }
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Tpyb3cXJyQmxsLD799FPqc0SouaQ8lGRYj1irnYuKirBy5Up8/vnnSEtLM7mPi4sL3n33XUyaFAdn56p21YZP7E9OTg6WL1+OuXPn4vHjxyb3cXd3x6RJkzBp0iT67rRjlGSUg5IM6xBjBzqGYbBlyxZ88sknuH79usl9HBwcMHLkSMyYMQN+fi/Y1WgEQpRKJRYsWIBvv/0Wubm5JvepWrUqPvnkE4wfP55Wf7VD1CeDcE43FFA354BuKy7WlpuxUrXNpaamokuXLhg4cGCpCcaAAQNw4cIFLF++HIGBLyA393mCIZM93+RybbnufkKkwtPTE5999hlu3LiBCRMmmEwinjx5gkmTJqF58+bYt28fD1ESsaAkg1is5MVVDBffrKwsTJgwAWFhYTh06JDJfbp164ZTp05h06ZNaNCgAQBtwmRq4ibg+bHq9iFEaqpVq4bvvvsOV65cwfDhwyGXG18uLl++jG7duuH111/H7du3eYiSCB0lGcRiYrn4ajQarF27FqGhofj++++hVquN9gkPD8f+/fuxZ88etG7d2uDx5v4da0RLiDDVrl0bq1evxrlz5/Daa6+Z3Gfr1q1o1KgRZs+ejYKCAhtHSISMkgxiMTFcfJOTk9GhQwcMHz4cDx8+NLq/du3a+P3335GYmIguXbqYfA4TP9wqtR8hpWEY7doqKpX2X6HUApbUuHFjbN26FYmJiXjxxReN7n/27BlmzJiBJk2aYOfOnTxESISIvh6JxYR88c3MzERsbCzatGmDxMREo/sVCgVmzJiBCxcu4PXXXy9zngtHR+2m0Rh/6Zdc68LR0dpHQeyJSqVdUyUzU7tKrO7/QuzXBAD/+9//cOzYMaxYsQJVq1Y1uv/GjRvo1asXXn31VVy7do2HCImQUJJBLCbUi+/vv/+Ohg0bYtmyZTA1aKp37964cOECZs2aBTc3t3KfTybTjpSRyZ4fq27TjS7R3U9IRYixAzWgnZhu1KhRuHLlCsaNG2eyv8auXbvQtGlTfPPNNyabKol9oCSDWExoF9+HDx9iwIABeOONN0yukBoSEoJdu3Zh+/btCA4Otui5FQrtMFVdUqXbHB1p+Cogjmp+oRJbB2pTfH19sXjxYpw6dQrt2rUzul+lUmHKlClo3749Ll68yEOEhG+UZJAKEcLFl2EYbNq0CU2aNMGWLVuM7nd1dcWXX36J1NRU9OjRo8J/R6HQLv/t6wt4ez//v70nGGKr5hcasXSgNkfLli1x5MgR/PLLL6hRo4bR/cePH0fLli3x9ddfl7leCpEeSjJIhfF58U1PT8frr7+OQYMGmZydsE+fPrh06RI++eQTuLi4VPrv2fNaF6aItZpfSMTQgdoSMpkMb731Fi5fvoz333/fqL+TSqVCXFwcIiIikJqaylOUxNYoySCVYuuLL8MwWL9+PZo0aYJt27YZ3V+1alX89ttv2LZtG2rVqsVtMHZKCtX8QiDkDtSV4eXlhe+//x7//vsv6tevb3T/qVOn0KpVK3z55ZcoKiriIUJiSyL7+BJ7lp6ejr59+2LIkCHIzMw0ur9fv344f/48Bg0aRKujckhK1fx8EmoHamtp3749UlJSMGnSJKPzsaioCNOmTUN4eDjOnTvHU4TEFijJIKKwd+9etGjRAvHx8Ub3+fn5YdOmTfj9999NtgcLjdg7S3JZzS/218YSQutAzQU3NzfMnz8fR48eRWhoqNH9p0+fxosvvljqiDAifpRkEEErKirC1KlTERUVZXJSLd1aIwMGDBBF7YUUOktyVc0vhdfGUkLoQG0LEREROH36NKZMmWI03FWlUiE2NhZvvPEGsrKy+AmQcIZWYaVVWAXr5s2bePPNN3Hs2DGj+6pXr44lS5bg9ddf5yGyitF1lhT7iq4Mo734m2oyKVnN7+tr/q9wqbw2FcUw2tdTo9Eev6OjuGswynLixAmMGDECFy5cMLqvdu3a+O233xAREcFDZMRctAorEb3ff/8dLVu2NJlgvPrqqzh//ryoEgwpdZa0djW/lF6birKn0Utt27ZFcnIyJkyYYHTf7du30bFjR3z99ddQqzV203QmZZRkEEF59uyZvuo0OzubdZ+TkxMWLlyI+Ph4+Pn58RRhxUits6Q1q/ml9tqUxZ76nJRFoVDgu+++Q3x8PHx9fVn3qdVq7Ny5FwkJyXj8WG03TWdSJdJ+y0SKLly4gIEDB5ocQx8SEoJNmzYZrZQqFlKbEwHQJhLOzpWv5pfia2OKSqWtkSmZLDk6amt9pNwUVJZevXrhzJkzePPNN/Hvv/8CANq374K5c5fBw8MT169fQ2BgAKpU8dTPwSL1pjOpoZoMIgjbtm1D27ZtTSYYb775JpKTk0WbYADSnRPBGtX8Un1tSqLJy0pXs2ZN7N+/HzNnzoRcLsf48VPh4eGJtLR7yM3NwZUrV5CengaZjLGLpjOpEfFpS6RAo9Fg1qxZ6NevH/Ly8lj3ubm5YdWqVVi3bp3oO+gKbU6EylbbW7PaX2ivjbVRn5PyOTo64rPPPsORI8fRoEFjPH36hHX//fv3cevWTQBqyTSd2QuRnrZECnJzczF06FCTM3c2b94cGzduRKNGjXiIzPp0nSGzs583LejYek6EylbbW7vaX0ivDRcs6XPi5MRPjELRqlUbZGaqUVhYgIKCZ6z7MjMzoVKpEBJSHxoNXbrEgmoyCC9u3LiBoUNHIjMzD82atWLNcTFs2DAcO3ZMMgmGjhDmRKhstT1X1f5CeG24Yi99TqxB+3lyQHBwCF544QWj+9VqDdLT03HmzGkeoiMVQekgsbljx07j3r0sxMXNg5OTM4qKCnH9+mUsWfINXn/9VZOLK0mFtTpLVoSpansduVwbT26uNj5T8VT28eXh87Xhkj30ObEWXbNYcbEM/v4BcHV1xc2bN6FWqwEA3t6+uHTpHIYN64VFixZhzJgxPEdMykNJBrEZ7dLsfyIoqCnq1w/A06dPoFKpoFAo0LhxC/zyy3YEBLiJ/qJSHl1nSVurbLW9Lar9+XptuPT8wln25GVi7XNiTYZNZ15e3mjYsCHu3bsHV1cP5OXl4Mcfv0ZhYSHeeecdnDlzBgsXLoST1D40EmKT3Hnx4sWoU6cOXFxcEB4ejhMnTpS6b+fOnSGTyYy2nj176vcZPny40f3R0dG2OBRSQUVFRXjnnXcAuMPDowrS0u6hoOAZGEYDmQzw9fWCq6ub3XeA41Jlq+2p2r9i7GGNEmsybDpzdnZF3brBePToAT7+eCyOHj2g33fJkiV45ZVXTC6YSISB8yRj06ZNmDhxImbOnInk5GS0aNGi1HUoAGDr1q1IS0vTb6mpqXBwcMAbb7zB2i86Opq132+//cb1oZAKys3NRe/evXHsWBJCQkJZPce9vbW/VFxcXCQ16ZIQVbbanqr9K07KfU64oFBop6X39QW8vYGqVR3QpUsY2rVrY7TvoUOH0KFDB9y9e9f2gZJycf51sGDBAowePRojRoxA48aNsWzZMv3QRFN8fX3h7++v3/bt2wc3NzejJEOhULD28/Hx4fpQSAU8evQIL7/8Mnbv3g1fXz84OTlD9f+9AwMCAhASEgIHBwfWY+iXMDcqO1RU6kNNuWZ44dT9nxIM0wznYHF0dMC8efOwbt06uLi4sPa9ePEiIiIiTM6zQ/jFaZJRWFiIpKQkREZGPv+DcjkiIyORmJho1nOsXLkSgwYNgru7O6v84MGDqF69OkJDQxEbG4snT56U8gzaVf6USiVrI9y7ceMG2rdvj5MnTwIAMjMfo6ioEC4uLggJ0fYeN9XBk34Jc6Oy1fZU7V959rRGCVdiYmLw77//IjAwkFV+//59dOzYEYcPH+YpMmIKp1/njx8/hlqtRo0aNVjlNWrUQHp6ermPP3HiBFJTUzFq1ChWeXR0NH755RckJCRg7ty5OHToELp3767vgWxozpw58PLy0m9BQUEVPyhiltOnT6Ndu3a4evWqviw19TTu3LmB4OB68PZm1zzRL2HbqGy1vVir/WnNEGlp06YNEhMTjYa5Z2VloVu3bibn3iH8EPTX+cqVK9GsWTO0bduWVT5o0CD9/5s1a4bmzZsjJCQEBw8eRNeuXY2eJy4uDhMnTtTfViqVlGhwKCEhAa+99hpycnJY5bVq1UKLFvWgUDhLctIlsajsUFGxDTWlNUOkqVatWjhy5AheffVVVs24SqVC//79sXjxYowdO5bHCAnAcU2Gn58fHBwckJGRwSrPyMiAv79/mY/Ny8vDxo0bMXLkyHL/TnBwMPz8/HDt2jWT9ysUCnh6erI2wo2NGzeie/fuRglG8+bN8d9//6FevSBR/hKWmspW24ul2p/WDJE2X19f/PPPP+jduzerXKPRIDY2FjNmzABD1Va84jTJcHZ2RuvWrZGQkKAv02g0SEhIQERERJmP3bJlC1QqFYYMGVLu37l37x6ePHmCgICASsdMKu6HH37A4MGDUVRUxCrv3LkzDh8+rG9DpQ5wxBZozRD74Obmhj/++AOjR482um/27Nl45513Sm1KJ9zjvIvdxIkTsWLFCqxduxYXL15EbGws8vLyMGLECADA0KFDERcXZ/S4lStXom/fvqhatSqrPDc3F5MnT8axY8dw69YtJCQkoE+fPqhXrx6ioqK4PhxSirlz5+KDDz4wKu/fvz/+/vtveHl5scrF8kuYiJclk4cRcXN0dMTy5csxY8YMo/tWrFiBYcOGoZjeaF5w3idj4MCBePToEWbMmIH09HSEhYVh9+7d+s6gd+7cgdxgOMHly5dx5MgR7N271+j5HBwccPbsWaxduxZZWVkIDAxEt27dMHv2bCjopzAvvvjiC0yfPt2ofPz48Vi4cKHREFVCbIEmD7MvMpkMs2bNQkBAAN59911oSryx69evR3FxMX799VeaHdTGZIwdNlgplUp4eXkhOzub+mdUAsMwmDlzJmbPnm103xdffIFPPvlEsmuQEOErKgIyM03XZADPRzT5+kpvKnN7t23bNgwaNAiFhYWs8n79+uG3336Ds7MzT5FJgyXXUJqRgFQIwzCYNm2ayQTju+++w6effkoJBuEVTR5mv1577TXEx8cbTdq1detWvPHGG0bJB+EOJRnEYgzDYMaMGfjqq6+M7vvxxx8xYcIE2wdFiAGaPMy+RUVFYefOnXB1dWWVx8fHY+DAgUYd1Ak3KMkgFps1axa++OILVplMJsNPP/2Ed999l6eoCJfEOpmVWCcPI9bRtWtX/P3330YzRv/5558YNGgQJRo2QEkGscjnn3+OWbNmGZX//PPPJoeQEfFTqbR9GzIzgays5/8XyxwTNGTavnXq1Al79uwxSjS2bt2KN998kxINjlGSQcy2YMECzJw506h8xYoVePvtt3mIiHBNKpNZ0ZBp+9a+fXuTNRq///47Ro4cyRqJQqyLkgxill9//RWTJk0yKl++fLnR2jJEGmgyKyIlHTt2xK5du+Dm5sYq//XXXzF58mSaGZQjlGSQcv3111/6ydNKWrJkCcaMGcNDRMQWaDIrwicu+gF16tTJZGfQBQsW4Jtvvqn8HyBGKMkgZUpMTET//v2NpuWdN28eYmNjeYqK2AJNZkX4wmU/oC5duuCPP/6Ao8HY5Y8//hirV6+u/B8gLJRkkFKdP38ePXv2xLNnz1jlkyZNwuTJk3mKitiK3MxvB3P3I8QctugH1L17d5MJxejRo7Fjx47K/4EyiHWkVkXR1wMx6c6dO4iKisLTp09Z5W+99RbmzZvHU1TElmgyK2JrtuwHNGTIEHz77besMrVajQEDBuDIkSOV/wMmiH2kVkVQkkGMPH78GFFRUbh//z6rvEePHli5cqXRWjNEmmgyK2Jrtu4HNHHiRHz88cessoKCAvTq1Qvnzp2zzh/5f1IZqWUpuloQlry8PPTs2ROXLl1ilUdERGDLli20uJCdocmsiC3x0Q9ozpw5Rh3bs7KyEBUVhVu3blnlb9jzSC1KMoieRqPB0KFDceLECVZ548aNsXPnTqOhX8Q6hN5GS5NZEVvhox+QbrbiXr16scrT0tLQq1cv5OTkVPpv2PNILUoyiN5nn32GrVu3ssqCgoKwZ88e+Pr68hSVtImljZYmsyK2wFc/IEdHR2zcuBEdOnRglaempmLIkCGVnqzLnkdqUZJBAACbN282WlHVx8cHe/fuRc2aNXmKStrstY3WXgm9xkoI+OwH5Obmhvj4eDRu3JhVHh8fj2nTplXque15pJYED4lYKjk5GcOHD2eVOTg4YPPmzWjYsKHN4rCnL+Gy2mh1X7BKJVBYKO3XwV6IpcZKCPjsB+Tj44MdO3YY1dzOmTMHGzZsqPDz2vNILUoy7Fx6ejr69OljNBfGwoULERkZabM47O1LuLQ2Wt0XKsNo75f662APqMbKcnz2AwoODsbvv/9uNFnXyJEjcfLkyQo9pz2P1KIkw44VFBTgtddew71791jlY8aMsemS7fb4JWyq7VWjAdRq9i8dmUzar4PU2fOogsrisx9Qly5d8MMPP7DKCgoK0KdPHzx48KBCz2mvI7UoybBTDMPgnXfewbFjx1jlL730EhYtWgSZjc5oe/0SNmx71f2iMbWflF8HqbPnUQViFxsba7R0QlpaGvr27WtU82suexypRUmGnfr222/xyy+/sMrq1KmDP/74A87OzjaLw16/hE210RomELrXQ8qvg9TZ86gCKfj+++/RpUsXVtnJkycxatSoCq/aam8jtSjJsEOHDh0ymuXOw8MD8fHx8PPzs2ks9volbNhGW1othuEXkNReB6mz51EFUuDk5IQtW7YgODiYVb5hwwb8+OOPPEUlLvTRtjMPHz7E4MGDWeO+ZTIZ1q1bh2bNmtk8Hnv+Ei7ZRluSTAY4OJg+Zim+DlJmz6MKpKJq1aqIj49HlSpVWOUfffQRkpKSeIpKPOgry47oZvRMS0tjlc+aNQt9+vThJSZ7/xLWtdH6+GiPUdc0UjKZsIfXQarseVSBlDRp0gTr169nlRUWFmLAgAHIzs7mKSpxoCTDjsybNw979uxhlXXr1g2ffvopTxHRlzCgPTZnZ8DT83knT3t8HaTKXkcVSE2vXr3w0Ucfscpu3LiBMWPGVLh/hj2QMXb46iiVSnh5eSE7Oxuenp58h2MTR44cQefOnaFWq/VlAQEBSElJQfXq1XmMTEul0o6eKNmx0dFRe2G1py9heh2kSzf3iUajTSZ1NVdEPIqKivDSSy8ZjcpbunQpxo4dy1NUtmfJNZSSDDtIMp48eYKwsDDWfBhyuRwJCQno3Lkzf4EZoC9hLXodCBGu27dvIywsDFlZWfoyhUKBY8eOISwsjLe4bMmSayg1l0icRqPBsGHDjCbcmjFjhqASDMD+hnaVhl4HQoSrdu3aWL16NatMpVJhwIABVlmxVWooyZC47777Drt27WKVvfzyy5Ve8IcQQuxV37598cEHH7DKrl69irFjx1L/DAPUXCLh5pKkpCT873//Q3GJBv7q1asjJSUFAQEBPEZGCCHiVlhYiPbt2+PUqVOs8jVr1mDYsGE8RWUb1FxCoFKpMGzYMFaCoZsPQ+wJhj2t1koIESZnZ2ds2rTJ6CL7wQcfGDVP2zNKMiRq1qxZOH/+PKssLi4Or7zyCk8RWYe9rdZKCBGu4OBg/Pzzz6yy7OxsjB49mppN/h8lGRJ08uRJzJ07l1UWFhaGmTNn8hSRdViyWivVdhBCbOGNN95ATEwMq2z37t1GnUPtFfXJkFifjIKCArRq1QoXL17Ulzk5OeHkyZNo0aIFj5FVDsNoayxMLaZWckZMX1+gsJDmmiCE2E5mZiaaNGmC9PR0fZmnpyfOnTuHWrVq8RgZN6hPhh2bOXMmK8EAtMNVxZxgAOav1pqfb35tByGEmGJpTaivry9++uknVplSqazUaq1SQUmGjXFZjX/s2DHMnz+fVda6dWujFVfFyNzVR/Pzta+pLhnRbbrpunNzqemEEFK6ivb76tWrl9Gokn379hn12bA31Fxiw+YSLqeMfvbsGVq2bInLly/ry5ydnZGUlISmTZtW7skFoKhIe6KbqskAnjeZMIx2BdOy9vH11U5yRQghJen6fel+qOjo1g8qb62ZrKwsNGnSBA8ePNCXeXh4IDU1FbVr1+Ywctui5hIBsqTTYkVMnz6dlWAAwGeffSaJBAMwb7VWc5dBN7dWhBBiP0rWdFa0JtTb29uo5iI3Nxdvv/02NHb6xUNJhg1Y48NbluTkZHz33XesshdffBGTJ0+2QvRafI/WMGe1Vjc386bgNjcZIYTYD3P7fZWsiTale/fuGDlyJKts//79+PXXX60csTjQ160NWOvDa4pGo8G7777LypIVCgXWrFkDR0fHSkauJZS5KcpbMtvNrfzaDl2NCCGElGRuRYM5+3377bcICgpilU2ePJm1qJq9oCTDBqz54TW0Zs0ao2WHp02bhsaNG1v+ZCZw3cxjKYVC26fC1xfw9n7+f4XCvNoO3f2EEFKSuTWc5uzn5eWFZcuWscoePXqE6dOnVyAycaOOnzbo+Glup0VLOyRmZmYiNDQUjx8/1pfVq1cPqampUFhhQghL5qYQ0oWbyw62hBBp4uL7rm/fvti+fbv+tlwux6lTp9CyZUsrR29b1PFTYMzptFiRavxp06axEgwAWLRokVUSDIDbZh4ulVXbQQghpnBRE7pw4UK4uLjob5tq3pY6myQZixcvRp06deDi4oLw8HCcOHGi1H3XrFkDmUzG2kq+SQDAMAxmzJiBgIAAuLq6IjIyElevXuX6MCqMiw9vUlKSUXVcv379EB0dbbW4uWzm4ZpMpq0VUii0/wqppqU8fHeyJcReldfvy9IfKnXq1MGnn37KKktMTMTatWutGLWwcZ5kbNq0CRMnTsTMmTORnJyMFi1aICoqCg8fPiz1MZ6enkhLS9Nvt2/fZt0/b948/PDDD1i2bBmOHz8Od3d3REVFoaCggOvDqTBrfng1Gg3GjRvHmknOzc2NNcLEGhcqa7ZREvMIpZMtIfbK2jWhkydPRr169VhlU6ZMQWZmZuWDFQHOLw8LFizA6NGjMWLECDRu3BjLli2Dm5sbVq1aVepjZDIZ/P399VuNGjX09zEMg4ULF2LatGno06cPmjdvjl9++QUPHjzAn3/+afL5VCoVlEola+ODtT68K1euNKoNmj59un6OfGtdqLhq5iGmCa2TLSH2ypo1oQqFAosWLWKVPX78GNOmTatklOLAaZJRWFiIpKQkREZGPv+DcjkiIyORmJhY6uNyc3NRu3ZtBAUFoU+fPqwly2/evIn09HTWc3p5eSE8PLzU55wzZw68vLz0m+HQIluq7If3yZMnmDp1KqssNDQUEydOBGDdCxWN1rAdrudSIYTwJzo6Gv369WOVLVu2DElJSTxFZDucJhmPHz+GWq1m1UQAQI0aNVir1ZUUGhqKVatWYfv27Vi3bh00Gg3atWuHe/fuAYD+cZY8Z1xcHLKzs/Xb3bt3K3tovPnyyy+NqtkWLVoEZ2dnTi5U1m6jJKaZ08m2qAgoKDDdBEb9OAgRtu+++w6urq762wzDYNKkSZJfQE1wrekREREYOnQowsLC0KlTJ2zduhXVqlXD8uXLK/ycCoUCnp6erE2Mbt26hcWLF7PK+vfvj1deeQUAd6NBaLQG98rrPKurSVIqjZvAqB8HIcJXq1Yto3kyDh06hN27d/MUkW1wmmT4+fnBwcEBGRkZrPKMjAz4+/ub9RxOTk5o2bIlrl27BgD6x1XmOcVqxowZKCws1N92cnLCvHnz9Le5HA0i5tEaYlBW51ld7RHwPFnUJYxZWdqN+nEQInwffvihUXP91KlTJT2kldMkw9nZGa1bt0ZCQoK+TKPRICEhAREREWY9h1qtxrlz5xAQEAAAqFu3Lvz9/VnPqVQqcfz4cbOfU4zOnj2LdevWscrGjRuHunXr6m/TaBDxKq2TLcMAavXz2yWbwHR9ZXT9Y6gfByHC5uLigtmzZ7PKzp49iw0bNvAUEfc4v9xMnDgRK1aswNq1a3Hx4kXExsYiLy8PI0aMAAAMHToUcXFx+v0///xz7N27Fzdu3EBycjKGDBmC27dvY9SoUQC0I08mTJiAL774AvHx8Th37hyGDh2KwMBA9O3bl+vD4U1cXByr7a5KlSpG469pNIh4ldXJVsdwCfvS/q+7LdTJ0gixZ0OGDDFaHXvatGlQSbTakfPLzcCBA/Ho0SPMmDED6enpCAsLw+7du/UdN+/cuQN5iZ/WT58+xejRo5Geng4fHx+0bt0a//33H2stjilTpiAvLw9jxoxBVlYWOnTogN27dxtN2iUVhw4dwl9//cUqmzx5MqpVq8Yq012osrONlz6n0SDCp+tkW3JKdF2SoWsGKcmwxqO091XCNbGEiI6DgwPmzJmDXr166ctu376NZcuW4YMPPuAxMm7Q2iUC7wTKMAwiIiJw/PhxfVmNGjVw7do1eHh4mHwMrd0hbgyjfe90TSFKpenOvLr9AO37a+r+iqyJQwjhFsMw6NSpE/799199mZ+fH65fvy74axJAa5dIyp9//slKMABtB9DSEgyARoOIXclOti4uZTeBmfq/7jY1jxEiTDKZDHPnzmWVPX78GPPnz6/Q8wl5CDvVZAg4aywuLkbTpk1x+fJlfVm9evVw4cIFONFPU7uhm2BNN/+JjmEziKnmMZrLhBDheu2111gzVbu5ueH69esWjZTko+aaajIkYuPGjawEAwC++OILSjDsTFkTonl7azeaLI0Q8fnqq69YfRLz8/PxzTffmP14MSxFQDUZAq3J0Gg0aNasGS5cuKAva9WqFU6ePMn6UBL7UbKvhlzO7odR1n2EEOEaNWoUVq5cqb/t5uaGO3fuoGrVqmU+jmG0k+6ZmoCxZHOpr6/1vwuoJkMC4uPjWQkGAHz22WeUYNixsiZEo8nSCBGnTz/9FA4ODvrb+fn5+OGHH8p9HFczPFsbXbEEiGEYfPXVV6yypk2bomfPnjxFRAghhAt169bF4MGDWWU//PADcnJyynwclzM8WxMlGQK0f/9+nDx5klUWFxdHtRiEECJBhitrZ2Vllbtel1hmeKarlgAZ1mIEBwdjwIABPEVDCCGES02aNDGasfrbb79FQUFBqY8RywzPlGQIzLFjx7B//35W2ccffwxHvj8phBBCOFNyeQ0ASE9Px5o1a0rdv6ylCIQ0wzMlGQIzZ84c1u2AgAAMGzaMp2gIIYTYQtu2bdG1a1dW2bx581BcRs/Nsoa3C2UIOyUZApKamor4+HhW2aRJk6AQwieFEEIIpz755BPW7Zs3b2LTpk1lPkboMzxTkiEghpOw+Pj44J133uEpGkIIIbbUpUsXhIeHs8rmzp2L8qazEvIQdkoyBOLRo0fYuHEjq+yDDz4oc40SQggh0iGTyYxqM86dO8daSE1sKMkQiJUrV6KwsFB/29nZGePGjeMxIkIIIbb26quvon79+qyyJUuW8BRN5VGSIQBqtRrLli1jlQ0cOBDVqlXjKSJCCCF8kMvliI2NZZX98ccfSEtL4ymiyqEkQwD++usv3L59m1X27rvv8hQNIYQQPg0fPhyurq7628XFxVixYgWPEVUcJRkCsHjxYtbt1q1bo23btjxFQwghhE8+Pj6IiYlhlS1fvhxFRUU8RVRxlGTw7OrVq9izZw+rbNy4cZAJqXswIYQQmzLsk/fgwQOjKQ7EgJIMni1dupR128fHB4MGDeIpGkIIIULQsmVLREREsMoMa73FgJIMHuXn52P16tWssrfffhtubm48RUQIIUQoDPvmHThwABcvXuQpmoqhJINHv/32G7KyslhlY8eO5ScYQgghgtK/f3+jUYZiG85KSQaPVq1axbodHR2NevXq8RQNIYQQIVEoFBg1ahSrbN26dVCpVDxFZDlKMnhy48YN/Pfff6wyqsUghBBSkuHSEllZWdi1axdP0ViOkgyerFu3jnW7atWq6N69O0/REEIIEaLatWujU6dOrDLD64eQUZLBA4ZhjD4kAwcOhLOzM08REUIIEaohQ4awbu/atQuZmZk8RWMZSjJ4cPLkSVy9epVV9tZbb/EUDSGEECHr378/FCXWbi8sLMSWLVt4jMh8lGTwwLAWIyQkxGh5X0IIIQQAvL290atXL1aZWJpMKMmwsaKiIqMl3YcMGUIzfBJCCCmVYZPJkSNHcPPmTZ6iMR8lGTa2d+9ePHr0iFVmOEc9IYQQUlL37t3h6+vLKlu/fj1P0ZiPkgwbM6zi+t///of69evzFA0hhBAxcHZ2xsCBA1ll69atA8MwPEVkHkoybCgnJwd//vknq8ywCowQIWAYoKgIUKm0/wr8e4wQu2B4vbh8+TKSkpJ4isY8lGTY0J49e1BQUKC/7ejoiAEDBvAYESHGVCogM1O7ZWU9/7+IJhkkRJIiIiIQHBzMKtu2bRtP0ZiHkgwbMlymt0uXLkbz0hNiyJa1CioVkJ0NFBcDcvnzrbhYW06JhjhRzZQ0yGQy9O/fn1Um9OXfKcmwkeLiYqOpYHv37s1TNEQsbFmrwDBAbq72X7kckMmeb3I5+34iHlQzJS2G143U1FTcuHGDp2jKR0mGjRw9etRohjZKMkhZbF2rUFz8/G8ZjqjWJRq6fYg4UM2U9Pzvf/8zqgEXcm0GJRk2YvghCAsLQ61atXiKhggdH7UKGo119yP8opopaXJwcMCrr77KKqMkw84xDIPt27ezyqgWg5SFj1oFuZnfBubuJyT22CeBaqaky/D6cfjwYcGuZSLCrwvxuXjxIq5fv84q69OnD0/REDHgo1bB0VG7aTTGF2GG0Zbr9hETe+2TQDVT0vXKK6/AxcVFf1utVuPvv//mMaLSUZJhA4ZVWS+88AJatmzJUzREDPioVZDJAA8P7b+6REO3aTTs+8XCnvskSLlmyt65u7sjMjKSVSbUJhP6eNmA4Zvfu3dvWquElImvWgWFAvDyev63dZujo7a8xEKQgmfvfRKkWjNFtAybTP7++28UFhbyFE3pKMng2MOHD3Hs2DFWGTWVkPLwWaugUAC+vtrN2/v5/8WUYADc90kQej8PKdZMkecMV2XNycnBoUOHeIqmdDZJMhYvXow6derAxcUF4eHhOHHiRKn7rlixAh07doSPjw98fHwQGRlptP/w4cMhk8lYW3R0NNeHUSEHDhxgzS3v7u6Ozp078xcQEQ0+axVkMsDJSfs3nJzEeSHisk+CWPp5SKlmirD5+/ujbdu2rLKEhASeoikd50nGpk2bMHHiRMycORPJyclo0aIFoqKi8PDhQ5P7Hzx4EIMHD8aBAweQmJiIoKAgdOvWDffv32ftFx0djbS0NP3222+/cX0oFXLw4EHW7ZdeegkKOrOJmaRSq8AHrvokiKWfh66mBQCqVAF8fOgzJDWG/TIMrzdCwHmSsWDBAowePRojRoxA48aNsWzZMri5uWHVqlUm91+/fj3GjRuHsLAwNGzYED///DM0Go1RhqZQKODv76/ffHx8uD6UCjlw4ADrdpcuXSr0PEKvmiXckUKtAh+46JMgln4ehjUtT58COTna+6T8GbK370nD68mpU6eQo3ujBYLTJKOwsBBJSUmsbEsulyMyMhKJiYlmPUd+fj6Kiorg6+vLKj948CCqV6+O0NBQxMbG4smTJ6U+h0qlglKpZG228ODBA1y+fJlVVpEkQyxVs4QICRd9EsQw94RYalqszR6/J9u1awcnJyf9bbVajX///ZfHiIxxmmQ8fvwYarUaNWrUYJXXqFED6enpZj3Hxx9/jMDAQFaiEh0djV9++QUJCQmYO3cuDh06hO7du0OtVpt8jjlz5sDLy0u/BQUFVfygLGBYdeXp6YmwsDCLnsNevzCI/bLmr1Fr90kQ+twTYqlpsTZ7/Z50c3NDeHg4q0xoTSaCHrz09ddfY+PGjTh48CBr4pFBgwbp/9+sWTM0b94cISEhOHjwILp27Wr0PHFxcZg4caL+tlKptEmiYdhU8tJLL8HRgrpZU18YOnK59ossNxdwdpZu9SexLyqV9jNdsibA0VFb41DRPgQKhfYcKS7WnjNyufY5K3LOCH3uCUtqWkr8ABY1e/+e7NKlC44cOaK/bXjd4Runp4Kfnx8cHByQkZHBKs/IyIC/v3+Zj50/fz6+/vpr7N27F82bNy9z3+DgYPj5+eHatWsm71coFPD09GRttlDZ/hhiqJolxFoq82u0vNoPa/VrEfrcE0KvaeGCvX9PGl5XkpOTkZ2dzVM0xjhNMpydndG6dWtWp01dJ86IiIhSHzdv3jzMnj0bu3fvRps2bcr9O/fu3cOTJ08QEBBglbit4e7du0ZTiVuaZNjjFwaxT5Wp5rdlW7zQ554Qek0LF+z9ezIiIoI1YlGj0eDw4cM8RsTG+Udt4sSJWLFiBdauXYuLFy8iNjYWeXl5GDFiBABg6NChiIuL0+8/d+5cTJ8+HatWrUKdOnWQnp6O9PR05ObmAgByc3MxefJkHDt2DLdu3UJCQgL69OmDevXqISoqiuvDMZthu5iPjw9atGhh0XPY4xcGsU8V/TXKR1u8kOeeEHpNCxfs/XvSxcXF6Ee7kPplcP5RGzhwIB49eoQZM2YgPT0dYWFh2L17t74z6J07dyAv8e4vXboUhYWF6N+/P+t5Zs6cic8++wwODg44e/Ys1q5di6ysLAQGBqJbt26YPXu2oOafMDU/htzCT7nuy8DUl69UvzCIfarIr1E+2+Kt2c/DmnQ1KdnZz+PSEUJNCxfoexLo3Lkz65ojpCRDxjBS62dcPqVSCS8vL2RnZ3PWP6NZs2ZITU3V316wYAE+/PBDi59H90tN90Wqo/vC4PuXEyHWUFSkbeIwVZMBPL9Y+Po+77BYkcfYCy460AqZvX9PHjp0iDWTtKOjI5RKJVxdXTn5e5ZcQyVagcSvvLw8XLhwgVVmOMzIXEKumiXEWipSzW/vbfFlsbeZYu39e7J169asRTeLi4tx9uxZHiN6TsIVSPw5c+YMNCW+2eRyucXzY5Qk1KpZQqylItX89t4WXx7diBp7Yc/fkx4eHmjYsCEuXryoL0tKSqrwj1trstPTj1unTp1i3W7cuDHc3Nwq9Zw0tTSROkt/jdpjJ0dSNnv+njQciWl4HeILJRkcSEpKYt1u3bo1T5EQIi6WVPMLfTgpIbZkeJ0xvA7xhZIMDhhmkObM9UEI0bLk16i9t8UTomN4nTl//jyePXvGUzTPUZJhZbm5ubh06RKrjGoyCOGOvXVyJMSUsLAw1jQJarUaZ86c4TEiLUoyrCwlJYXV6dPBwcHiSbgIIZax57Z4wh0xLR3v7u6ORo0ascqE0C+DkgwrM2wHs0anT0IIIbYlxqXjhdgvg5IMK6P+GIQQIm5iXTpeiCNMKMmwMsNJuFq2bMlTJIQQQixVmcX6+NaqVSvW7cuXL6OY5+VnKcmwIoZhcOXKFVaZYRsZIYQQ4RLz0vENGzZk3S4qKsKtW7f4Ceb/UZJhRWlpafrVYnVCQ0N5ioYQQoilxDxdfdWqVVG1alVWmeEPX1ujJMOKDN9MV1dXvPDCCzxFQwghxFJin66+QYMGrNuXL1/mKRItgb5M4mT4ZjZo0MDi5d0JIYTwR+zT1RvWnlNNhoQYvpmGGSUhhBBhE/t09UKryRBoLiZOpmoyCCGECB/DsFdw9fQE8vLYHTwdHbUJhpBnkzW87vBdk0FJhhUZvpmV6fRp+IG3lyWLCSHE1lQq7bBUw4TC3R1wcBDX97Dhdef+/fvIzc2Fh4cHL/FQc4mVFBUV4caNG6yyitZkiHGmOUIIEaOyJt5SKrUJhpimqw8JCYHMINCrV6/yFA0lGVZz48YNqNVqVllFkgyxzjRHCCFiI+aJt0rj6uqK2rVrs8r47JdBSYaV3Lx5k3Xbz88PPj4+Fj2HFD/whBAiVGKeeKss9evXZ902rGW3JUoyrOTBgwes2zVr1rT4OaT6gSeEECES88RbZTG8/qSlpfEUCSUZVmOYZAQGBlr8HFL9wBNCiBCJfeKt0hhefwyvT7ZEo0usxDBTrEiSIdUPPCFCQCO2iCHdpFqmapDFMPFWaQyvP3zWZIjspRMuw0wxICDA4ueQ6geeEL6VNkRR6HMeEG7pJtbKzn6efOqIYeKt0hhef/isyaDfxFZijZoMsc80R4gQ0YgtUhaFAvDyej6VuG5zdNSWizEJNVWTwfA0YoB+E1uJNWoygOcfePrVRUjlmRqxpSOXay8mubmAszMl7/ZModB+BqTSnGZ4/SksLERmZqbRCq22QEmGFWg0GqSnp7PKKlKToSO1DzwhfLFkxJaTEz8xEmGQyaTzGfD39zcqS0tL4yXJoOYSK3jy5AmKiopYZZVJMoDnH3gxzTRHiNDQiC1ij5ydnVGtWjVWGV/9MijJsALDN08mk6FGjRo8RUMI0bF0xBbDAEVF2n4aRUU08R0RL6F0/qQkwwoMm0qqVasGRxoCQgjvdKOxdB2pSzIcsUVrBhEpMUwyDK9TtkJJhhUolUrWbV9fX54iIYSUZO6IrcJCGoFCpMXwOmR4nbIVSjKsICcnh3WbryV1CSHGyhui6OxMawYR6TG8Dhlep2yF6vStwPDNq1KlCk+REEJMKWvEVlERjUAh0mN4HaIkQ8QoySBE+EobokgjUIgUUZIhIZRkEFJxfK8pQmsGESmiJENCcnNzWbcpySDEPEJYU4TWDCJSZHgdMrxO2Qrl5lZANRmEWE4oa4rQmkFEioRSk0FJhhXQ6BJCLGNqTRE+R3RIcZEsYt9odImEUE0GIZYR4poitGYQ4Zot+x8JpSaDkgwroD4ZhFhGqCM6pLRIFhEWW/c/EkqSQc0lVlBQUMC67eLiwlMkhIgDjegg9oSP/keurq6s20VFRWB4mFHOJqfw4sWLUadOHbi4uCA8PBwnTpwoc/8tW7agYcOGcHFxQbNmzfDXX3+x7mcYBjNmzEBAQABcXV0RGRmJq1evcnkIZdIY/NxycHDgKRJCxMGSNUUIETO++h/JTWTohtcqW+A8ydi0aRMmTpyImTNnIjk5GS1atEBUVBQePnxocv///vsPgwcPxsiRI3H69Gn07dsXffv2RWpqqn6fefPm4YcffsCyZctw/PhxuLu7IyoqyqhGwVYoySDEMjSig9gLS/ofWZOp65Akk4wFCxZg9OjRGDFiBBo3boxly5bBzc0Nq1atMrn/999/j+joaEyePBmNGjXC7Nmz0apVK/z4448AtLUYCxcuxLRp09CnTx80b94cv/zyCx48eIA///yT68MxSa1Ws26byiAJIWw0ooPYA776H9lFTUZhYSGSkpIQGRn5/A/K5YiMjERiYqLJxyQmJrL2B4CoqCj9/jdv3kR6ejprHy8vL4SHh5f6nCqVCkqlkrVZk+EbR0kGIeZRKABfX+3m7f38/5RgEKngq/+RXSQZjx8/hlqtRo0aNVjlNWrUKHVt+/T09DL31/1ryXPOmTMHXl5e+i0oKKhCx1MaPjrTECIVuhEdCoX2X2oiIVLCV/8jmYkTSXJJhlDExcUhOztbv929e9eqz2+YMVLSQQghBOCv/5GphIKP/oKcJhl+fn5wcHBARkYGqzwjIwP+/v4mH+Pv71/m/rp/LXlOhUIBT09P1mZNhkkGH9kiIYQQYeKj/5Gp6xAfTfmc/kVnZ2e0bt0aCQkJ+jKNRoOEhARERESYfExERARrfwDYt2+ffv+6devC39+ftY9SqcTx48dLfU6uGWaHlGQQQggpydb9j4SSZHA+Cn3ixIkYNmwY2rRpg7Zt22LhwoXIy8vDiBEjAABDhw7FCy+8gDlz5gAAPvjgA3Tq1AnffvstevbsiY0bN+LUqVP46aefAGjbmSZMmIAvvvgC9evXR926dTF9+nQEBgaib9++XB+OSYZvnOFoE0IIIcSWM8qaug5JMskYOHAgHj16hBkzZiA9PR1hYWHYvXu3vuPmnTt3WAferl07bNiwAdOmTcMnn3yC+vXr488//0TTpk31+0yZMgV5eXkYM2YMsrKy0KFDB+zevZu3mTYNazKKrT3gmRBCCGdsuaaIrZi6DpnqDMo1GWOHvRSVSiW8vLyQnZ1tlf4ZHTt2xJEjR/S3Fy9ejHHjxlX6eQkhhHDL1muK2EpiYiLatWunv+3u7m60zlZFWXINtYvRJVwzXIjGWm8kIYQQ7vCxpoitCGXhTkoyrEAoq90RQggxD19ritiK4XWIkgwRoySDEELEha81RWyFkgwJ8fDwYN2mJIMQQoSNrzVFbMXwOmR4nbIVSjKsgGoyCCFEXPhaU8RWqCZDQijJIIQQceFrTRFboSRDQio6uoRhgKIibQ/moiLxdjAixJ7QeSsNfK0pYitCGV0i0hxNWCpSkyHVsdmESBmdt9KiW1NEiu+pUGoyKMmwAsMONUqlssz9dWOzdUOndHRjs7laMIcQUnF03kqTQgE4O0tvxk+hdPykJMMKqlatyrr98OHDUvc1NTZbRy7Xfshzc7UferF/yAmRCjpvpc2Wa4rYiuFK5YbXKVuhPhlWEBgYyLqdl5dXapOJ1MdmEyJFdN4SsUlLS2PdNrxO2QolGVYQEBBgVPbgwQOT+0p9bDYhUkTnLREThmGMrkGmrlO2QEmGFbi5ucHLy4tVZphF6kh9bDYhUkTnLRETpVKJZ8+escqoJkPkDN/A0moypD42mxApovOWiImp6w/VZIic4RtYWpIh9bHZhEgRnbdETAyvPz4+PnBxceElFkoyrMSwJqO05hLg+dhs3S8j3eboSMPgCBEqOm+JWAil0ydAQ1itxtyaDB2pjs0mRMosPW8Zhs5xYntC6fQJUJJhNZbUZOhIcWw2IVJn7nlLs4MSvgipJoOaS6zEMFO8f/8+T5EQQvimmx1UN7eGbtPNDqpS8R0hkTIh1WRQkmElNWvWZN2+c+cO1Go1T9EQQvhianZQ3SaXs+8nhAs3b95k3X7hhRd4ioSSDKupX78+63ZhYSHu3LnDUzSEEL7Q7KCETwzD4MqVK6yyBg0a8BQNJRlWU61aNXh7e7PKLl++zE8whBDe0OyghE8PHz5EdnY2qyw0NJSnaCjJsBqZTGaULRpmk4QQaWAYoKhI27eiqIjd9EGzgxI+GV53FAoFgoKCeIqGkgyrMswWqSaDEOlRqYDMTO2WlfX8/7rOnDQ7KOGT4XWnfv36cHBw4CkaSjKsimoyCJE2c0aN0OyghE9C6o8BUJJhVYZvJtVkECIdlowaodlBCV8Mrzt89scAaDIuqzJ8M+/evYv8/Hy4ubnxFBEhxFosGTXi5ESz+hJ+UE2GhNWrV8+o7Nq1azxEQgixtoqMGtHNDqpQaP+lBINwqbi4GNevX2eV8V2TQUmGFbm7uxv14qUmE0KkgUaNEKG7desWioqKWGVUkyExhm/ouXPneIqEEGJNNGqECJ3h9aZq1aqoWrUqT9FoUZJhZWFhYazbSUlJ/ARCCLEqGjVSeWXNL0Iqz/B6Y3g94gPl3FbWpk0b1u1Tp06BYRjI6JuHENHTjRqh1VUtR6vScu/UqVOs24bXIz5QkmFlrVu3Zt1++PAh7t+/b7SAGiFEnGjUiOV084vohv/q6OYXoWG9lccwjFFNhuH1iA/UXGJlISEh8PLyYpUZZpeEEHGjUSPmo1VpbePOnTt4/Pgxq0wINRmUZFiZXC5Hq1atWGXUL4MQYq9oVVrbMLzO+Pj4oE6dOvwEUwIlGRww1S+DEEIqQuydJWlVWtsw1R9DCH0BqU8GBwzbwZKSkqjzJyHEYlLoLEnzi9iGEPtjAFSTwQnDmoxHjx7h7t27PEVDCBEjcxZjEwOaX4R7DMMIcmQJQEkGJ4KDg+Ht7c0qo34ZhBBzSamzJM0vwr3bt28jMzOTVUY1GRImk8mM3uCjR4/yFA0hRGyk1lmSVqXlluH1pWrVqqhduzZP0bBRksGR9u3bs24fPHiQn0AIIaIjxc6SCgXg66vdvL2f/58SjMozvL60b99eMH0AKcngSJcuXVi3T58+jaysLH6CIYSIilA7S1Z2pAvNL8KNAwcOsG4bXn/4xOlHNDMzEzExMfD09IS3tzdGjhyJ3NzcMvd/7733EBoaCldXV9SqVQvvv/8+srOzWfvJZDKjbePGjVweisX+97//QVEiRddoNDh8+DCPERFCxEKInSVVKiAzU7tlZT3/v1g6oErV3bt3jZZ379y5Mz/BmMBpkhETE4Pz589j37592LlzJw4fPowxY8aUuv+DBw/w4MEDzJ8/H6mpqVizZg12796NkSNHGu27evVqpKWl6be+fftyeCSWc3FxQUREBKvMMNskhBBThNZZUiojXaTI8Lri6+uL5s2b8xSNMc7y4IsXL2L37t04efKkfijNokWL0KNHD8yfPx+BgYFGj2natCn++OMP/e2QkBB8+eWXGDJkCIqLi+FYIm339vaGv78/V+FbRZcuXVhtZZRkEELMJZTF2EyNdNGRy7VJT26udj0Xav6wPcPrSqdOnSAX0KQjnEWSmJgIb29v1ljdyMhIyOVyHD9+3Oznyc7OhqenJyvBAIB3330Xfn5+aNu2LVatWgWmjMZBlUoFpVLJ2mzBsF3s7NmzRsOMCCGkNELoLCm1kS5SY9jpU0hNJQCHSUZ6ejqqV6/OKnN0dISvry/S09PNeo7Hjx9j9uzZRk0sn3/+OTZv3ox9+/bh9ddfx7hx47Bo0aJSn2fOnDnw8vLSb0FBQZYfUAW0bdsWrq6u+tsMw+DQoUM2+duEEGngu7OkFEe6SMWtW7dw69YtVpmQOn0CFUgypk6darLjZcnt0qVLlQ5MqVSiZ8+eaNy4MT777DPWfdOnT0f79u3RsmVLfPzxx5gyZQq++eabUp8rLi4O2dnZ+s1Ws28qFAqjoazUZEIIEROhjnQhxtcTPz8/NGnShKdoTLO4T8akSZMwfPjwMvcJDg6Gv78/Hj58yCovLi5GZmZmuX0pcnJyEB0djSpVqmDbtm1wcnIqc//w8HDMnj0bKpWKNaJDR6FQmCy3hc6dO+Off/7R36YkgxAiJrpRLKaaTGhacH4ZXk86d+4sqP4YQAWSjGrVqqFatWrl7hcREYGsrCwkJSXpZ7/cv38/NBoNwsPDS32cUqlEVFQUFAoF4uPj4eLiUu7fSklJgY+PD2+JRFkMq65SU1Nx9+5dmzXZEEJIZehGsmRnaxOKktcwmhacP2q1Grt372aVCa0/BsBhn4xGjRohOjoao0ePxokTJ3D06FGMHz8egwYN0o8suX//Pho2bIgTJ04A0CYY3bp1Q15eHlauXAmlUon09HSkp6dDrVYDAHbs2IGff/4ZqampuHbtGpYuXYqvvvoK7733HleHUikvvvgifHx8WGU7duzgKRpCCLEcTQsuPCdOnMCjR49YZdHR0TxFUzpO61XWr1+Phg0bomvXrujRowc6dOiAn376SX9/UVERLl++jPz8fABAcnIyjh8/jnPnzqFevXoICAjQb7p+FE5OTli8eDEiIiIQFhaG5cuXY8GCBZg5cyaXh1JhTk5O6NGjB6ts+/btPEVDCCEVI4SRLuQ5w+tI48aNERISwlM0pZMxZY39lCilUgkvLy/98FiubdmyBQMGDNDfdnJywuPHj23ytwkhhEhP48aNcfHiRf3tuLg4fPXVVzb525ZcQ4XVQ0SioqKiWJ1Xi4qKsGfPHh4jIoQQIlZXr15lJRgA0Lt3b56iKRslGTbg6elp1AGUmkwIIYRURHx8POt2jRo10LZtW56iKRslGTbSp08f1u1du3ahqKiIp2gIIYSIlWGS0atXL8ENXdURZlQS1KtXL9btrKwsHD16lKdoCCGEiNGTJ09w5MgRVplQm0oASjJsJigoCC1btmSVUZMJIYQQS+zatQuaEnO4u7q6omvXrjxGVDZKMmzIsMlk+/btZS7sRgghhJRk+OO0W7ducHNz4yma8lGSYUOGVVo3b960aEVaPjAMUFQEqFTafyknIoQQfmRlZWHXrl2sMsOmeKGhJMOGwsLCUL9+fVbZunXreIqmfCoVkJmp3bKynv9fpeI7MkIIsT9//PEHVCW+gJ2cnPDaa6/xGFH5KMmwIZlMhiFDhrDKNm7cKMhRJiqVdq0C3aJIuq24WFtOiQYhhNiW4Y/Snj17wtfXl6dozENJho3FxMSwbj958sRokRtbM2wS0WiA3FxtuW7VRd0ml2vLdfcTQgjh3p07d3Dw4EFWmeGPViGiJMOGGAaoVSsEsbET0KxZK8j+f9lCPptMTDWJPHlielln4HmiUVys3QghhHBvw4YNrNve3t7o2bMnT9GYz+Kl3knFqFTaX//FxcDkyV9gxIjHuH79Mn788WvEx8cjOzsbXl5eNo8pO/t5jYWOWv28lsLBofTHlxhFRQgYRvv51i0H7uhIy38TYg0Mw+DXX39llb3xxhtwcXHhKSLzUU2GDRj2b3BxUSA/PxcNGzbD3LnL0Lp1BLZu3WrTmEo2eZhqEgG0F4uymkQEOsEc4QF1EiaEO2fOnMGFCxdYZWJoKgEoyeCcqYu5k5MjFAoF0tPvw929CsaPn2rzJhNdc0dpTSIl4y+JYbTJh6OjdiOEOgkTwi3DWozatWujQ4cOPEVjGUoyOFbaxVzXIzgrKxMhIaF4/Dgbd+/etVlcZTV1mKrN0G0ajfZ+Dw+qCifl14hRJ2FCKketVhv1x4iJiRHsWiWGxBGliJV2Mff29oaDgwNUKhWcnJzh41MVa9eutVlc5X0+dRcMR0ftMeg2R0fAywtQKGwTp9SJfbKz8mrEqJMwIZWze/dupKens8rE0lQCUJLBudIu5nK5HD4+PlAoFCgqKkRm5mMsX74cxTb6NtY1d5jqd6GrsXByAnx9tZu39/P/U4JhHVLox2Bu51/qJExIxSxZsoR1u3Xr1mjUqBFP0ViOkgyOlXUxr1atGry9fXH9+mWkpp7GvXv3sGPHDpvEVbLJo6wmEblcm2woFNp/xdJEIvQaAi76MfBxzObW2IqkZpcQQblx4wb+/vtvVtnYsWN5iqZi6NTnWFkXcxcXd6jVRfjxx6/1C6UtXrzYZrEpFNqmD6k1iQi9hoCLfgx8HbM5NWLUSZiQilm6dClrEU0vLy+8+eabPEZkOUoybKCsi/mDB5dw9OgB/b4JCQm4dOmSTWOTUpOIGEY6WLsfA5/HbG6NmFhqwAgRimfPnmHVqlWsshEjRgh6xVVTKMmwkdIu5q+88hKqVq3K2nfp0qU2jU07rFZ8TSKGxDLSwZr9GIRwzFKtESOET5s2bUJmZiarbNy4cTxFU3GUZNiQqYu5i4sLRo4cydpvzZo1yM3N5SlK8RLLSAdr9mMQyjFLrUaMEL4ZNp1369bNaBVvMaAkQwDGjh2rX8cEAJRKJdavX89jROIklpEO1uzHIKRjlkqNGCF8O3HiBE6dOsUqe/fdd3mKpnIoyRCAunXrGi10s2TJElaHH1I+sYx0sGY/BrEcMyHEfIbDVmvVqiWKxdBMoa8egTDMUs+ePYt///2Xp2jESUwjHazVj4HPYxb6MGFCxOjRo0fYuHEjq2zs2LGQyx1Eeb4J4OuWANr2tpCQEFy/fl1fNnfuXLz00ks8RiUuuhqA7OznK4HqCHGkg0IBODtXbuVSvo655KrCOo6O2r9F/TAIqbjvv/8eqhJDwpydnfH222ORmSnO841qMgRCLpfj/fffZ5X99ddfSElJ4ScgkRLbSAdr9GOw9TGLYZgwIWKUnZ2NH3/8kVU2bdpsyGQ+oj3fKMkQkFGjRsHPz49VNmfOHJ6iES97HOlgq2MWwpBZQqRq6dKlyM7O1t+Wy+UYNuxdUZ9vlGQIiJubGz788ENW2ZYtW3DlyhWeIhIvexzpYItjFsqQWUKkJj8/HwsWLGCVffDBR1Ao3EV9vlGSITDjxo1DlSpV9LcZhsHcuXN5jIiQ54Q0ZJYQKVm1ahUePXrEKnv77VFmPVbI5xslGQLj7e1tNNLk119/xd27d3mKiJDnaMgsIdZXVFSEb775hlUWFRWF0FDzJt8S8vkm4NDs14QJE+Di4qK/XVRUhG+//ZbHiAjREtMwYWIfpDCUesOGDbhz5w6r7JNPPpHE+UZJhgDVqFEDo0axq8l++ukno6o0QmyNFkQjQiL0FZfNoVarjTr4t2/fHh07dpTE+UZJhkB99NFHcCyRnj579gwLFy7kLyBC/p/YhgkTYbB2jYNUhlJv27YNly9fZpXFxcXpl5oQ+/kmY+xw7mqlUgkvLy9kZ2fD09OT73BKNXz4cKxdu1Z/293dHdevX0eNGjV4jIoQLYap3ERixH5Ye/I2hoF+cirDkRclmxF8fYX9mSwuLkazZs1w6dIlfVnz5s2RkpLCWs8KENb5Zsk1lGoyBGzq1KmQl+jRk5eXh9mzZ/MYESHPcTFkVgrt64SNixqHsoZSA9qy4mKgoEDYn6G1a9eyEgwA+PTTTwWdYFiKajIEXJMBAG+//TZWr16tv+3o6IiLFy+iXr16PEZFiPXRVOXSw1WNg0ql7YNh+Jy6pgTdVU2XCAvxM/Ts2TPUr18f9+/f15e1bNkSp06dYv24FOJ5QTUZEjJr1iwoSnySiouLMX36dB4jIsT6pNK+Tti4mrzN1JBNjQZQq9k1F0L+DC1atIiVYADa9aoMEwyxnxeUZAhcUFAQ3nvvPVbZxo0bkZyczFNEhFgXTVUuXVxN3mY4tFNXK1KSkD9DT58+NRpR0rVrV7zyyiv621I5LyjJEIG4uDh4eXmxyqZOncpTNIRYF01VLl1cTd5W2tBOw+cseVEW0mfo66+/RlZWllFZSVI5LyjJEAFfX1/ExcWxyvbt24d//vmHp4gIsR6aqly6uJxMquTQzpLPLZMBDg6lN6nw7d69e/jhhx9YZQMHDkSbNm1YZVI5LyjJEIn33nsPgYGBrLKpU6dCI/RPGCHloKnKpYvryaR0qw97ej5PLkpLMABhfIY+++wzFBQU6G87Ojriiy++MNpPKucFp+FlZmYiJiYGnp6e8Pb2xsiRI5Gbm1vmYzp37gyZTMbaxo4dy9rnzp076NmzJ9zc3FC9enVMnjwZxUKvM6okNzc3zJo1i1WWlJSEzZs38xQRIdYhhamTSem4nkxKJgNcXLSjSEz1TxDSZ+jChQus0YIAMGbMGJOjBaVyXnA6hLV79+5IS0vD8uXLUVRUhBEjRuDFF1/Ehg0bSn1M586d0aBBA3z++ef6Mjc3N/0wGbVajbCwMPj7++Obb75BWloahg4ditGjR+Orr74yKy4xDWEtydTELTVr1sTFixfh4eHBY2SEVI6uF72uk5uO7teuGGY2JGXjeq4HoX+GGIZBZGQk9u/fry9zc3PD9evX4e/vb/IxumPSvWYM87xWSC7n75gEMYT14sWL2L17N37++WeEh4ejQ4cOWLRoETZu3IgHDx6U+Vg3Nzf4+/vrt5IHsXfvXly4cAHr1q1DWFgYunfvjtmzZ2Px4sUoLCw0+XwqlQpKpZK1iZGjo6NRj+R79+6ZrGojREzEPnUyKR8Xk7eVJPTP0ObNm1kJBgBMmjSp1AQD0Mbs5qb9v1r9fJguoC3n+5jMwVmSkZiYCG9vb1ZnlsjISMjlchw/frzMx65fvx5+fn5o2rQp4uLikJ+fz3reZs2asabWjoqKglKpxPnz500+35w5c+Dl5aXfgoKCKnl0/OnTpw9rmBMAfPvtt7h48SJPERFiHbr2dV9fwNv7+f/F8EVKhEGon6GcnBxMnDiRVVarVi18/PHHZT5OpQLy89mdWR0ctLfz8+18noz09HRUr16dVebo6AhfX1+kp6eX+rg333wT69atw4EDBxAXF4dff/0VQ4YMYT2v4dodutulPW9cXByys7P12927dyt6WFZn6TTKMpkMixYtgpOTk76suLgY48ePhx1O3kokhutfu0T6hPgZmjVrllEN/sKFC+Hu7l7qYwznydAlGLr/S3aejKlTpxp1zDTcDOdit8SYMWMQFRWFZs2aISYmBr/88gu2bduG69evV/g5FQoFPD09WZsQVHSZ4tDQUHz00Uessv3793PaCZTWlCCkdHR+kNKkpqYaraAdHR2Nvn37lvk4qcyTYXG/1EmTJmH48OFl7hMcHAx/f388fPiQVV5cXIzMzMwy26AMhYeHAwCuXbuGkJAQ+Pv748SJE6x9MjIyAMCi5+VbaZ2UdNPFlteG+Omnn2LdunWsWpmJEyeiR48eqFKlitVjFdrc+YQIBZ0fpDQMw2D8+PFQ6zpSAHB2dsYPP/xgtAiaIbudJ6NatWpo2LBhmZuzszMiIiKQlZWFpKQk/WP3798PjUajTxzMkZKSAgAICAgAAERERODcuXOsBGbfvn3w9PRE48aNLT0cXlhjulh3d3ej7PjBgwesUTnWIIW58wnhCp0fpCy//fYbDh06xCqbMmUK6tevX+5jpTJPBudDWDMyMrBs2TL9ENY2bdroh7Dev38fXbt2xS+//IK2bdvi+vXr2LBhA3r06IGqVavi7Nmz+PDDD1GzZk39G6UbwhoYGIh58+YhPT0db731FkaNGiWaIaxFRdpmkdKWKdaNgfb11bYploZhGHTv3h179uzRlzk6OiIlJQVNmjSpdJxcraBIiBTQ+UHKolQqERoayuorWLt2bVy4cAFuuiEjZRDy50sQQ1gB7SiRhg0bomvXrujRowc6dOiAn376SX9/UVERLl++rB894uzsjH/++QfdunVDw4YNMWnSJLz++uvYsWOH/jEODg7YuXMnHBwcEBERgSFDhmDo0KFW/wXPJWtVg+k6gTo7O+vLiouLERsba5WZQKXSJkgIF+j8IGWZNm2a0WCEH374wawEA+B+tlRb4bQmQ6ikUpOhM336dKO5Mr7//nu8//77lYpTpdJ2SC0vTm9vansm9ofOD1KaQ4cOoXPnzqyynj17YseOHeX2xTAkxD4/llxDKcngIcmwdjVYfn4+mjZtips3b+rLXF1dcebMGbPa/kpj7WSIECmh84OYkpubi+bNm7O+j11cXJCamoqQkJAKPSfXs6VaSjDNJcQ0a1eDubm5YeXKlayyZ8+eYcSIEaxezZaSytz5hHCBzg9iyscff8xKMADthJAVTTAAYc79YS5KMnhi7Slwu3TpgnfffZdVdvToUaMlhS0hlTZBQrhA5wcxtH//fixZsoRV1qFDh0o3XYsZNZfwPDGXNavBcnNz0aJFC9y4cUNf5uLigpSUFISGhlY4RiG2CRIiFHR+EEA7dXizZs1w+/ZtfZmrqyvOnj1rcpVVMaPmEhGxZjWYh4eH0TLCBQUFlW42Eep6AIQIAZ0fBAAmT57MSjAAYO7cuZJLMCxFSYbEvPTSS0ZVc4mJifjuu+8q9bxibhMkhGt0fti3vXv3Yvny5ayyTp06GTVh2yNqLhHIOibWlJeXh7CwMFy7dk1fplAocPr0aTRq1IjHyAghxJjQRk9YIjs7G82aNWMt8eDu7o6zZ88iODiYx8i4Q80lds7d3R2rV69mjcdWqVQYPHgwCgoKeIyMEELYKrpQpBAwDIN33nnHaGXvefPmSTbBsBQlGRLVoUMHfPjhh6yyM2fOGJURQghfxL72y08//YRNmzaxyl5++WWMHTuWp4iEh5pLJNhcovPs2TO0bdsWqamprPJNmzZhwIABPEXFLTFXu/KFXjPCByGvzWGOs2fPom3btlCVyIS8vb2RkpKC2rVr8xgZ96i5hADQDp/atGmT0Vz5o0aNwvXr13mKijtirnblC71mhC9iXvslNzcXAwYMYCUYALB69WrJJxiWoiRD4ho3bozFixezynJyckyeIGIm9mpXPtBrRvhkrYUibY1hGMTGxuLy5cus8vfffx99+/blJygBoyTDDgwfPhxDhw5llSUnJ2Py5Mk8RWRdDKOdDIlhnv8q0m1yOft+okWvGeGb3Myrj7n72crq1auxbt06Vlnr1q0xb948niISNoG9fYQrixcvRsOGDVllixYtwrZt23iKyHrEXO3KF3rNCN/EuPbL+fPnMX78eFaZp6cnNm/eDAXNvmYSJRl2wsPDA5s3b4aLiwur/O2338atW7f4CcpKxFrtyid6zQjfxLb2S15eHgYMGIBnz56xyleuXEnDVctASYYdadasGRYtWsQqy8rKQr9+/ZCfn89TVJUn1mpXPtFrRoTA2gtFcoVhGIwePRoXLlxglY8bNw79+/fnKSpxoK8QOzNy5EgMHjyYVXb69GmMGDECYh3NLMZqV77RayY8DAMUFWk73BYV2U9/GDGs/TJnzhz89ttvrLKwsDB8++23PEUkHpRk2BmZTIbly5cbrcq6efNmfPHFFzxFVTliq3YVAnrNhMXehxILee2X7du349NPP2WVeXp6YtOmTUbNz8QYJRl2qEqVKti+fTu8vLxY5TNmzMAff/zBU1SVI5ZqVyGh10wYaCixcJ07dw4xMTGsMplMht9++w0NGjTgKSpxoSTDToWGhmLz5s2QGzS6Dx06FCkpKfwEVUliqHYVGnrN+EVDiYXr0aNH6N27N/Ly8ljl8+bNQ48ePXiKSnwoybBj3bp1M2pTzM/PR58+ffDw4UOeoqocIVe7ChW9ZvyhocTCVFhYiP79+xuNvBs6dCgmTZrET1AiRUmGnfvggw/w9ttvs8ru3LmDfv36SWpGUEKEiIYSCw/DMBg/fjwOHz7MKv/f//6H5cuXs1a3JuWjJMPOyWQyLFmyBO3bt2eVHz16FLGxsaIdcUKIGNBQYuH58ccfsWLFClZZzZo1sW3bNuroWQH00SVQKBTYunUratWqxSpfvXo1vvzyS56iIkT6aCixsGzfvh0TJkxglbm6umL79u3w9/fnJyiRoySDAACqV6+O7du3G63YOn36dPz00088RUWItNFQYuH4999/MWjQIGgM2qbWrFmDVq1a8RSV+FGSQfTCwsLw66+/GrU5xsbGYuvWrTxFRYi00VBi/p09exa9evVCQUEBq3zGjBkYMGAAT1FJAyUZhKVfv3744YcfWGUajQaDBw/GwYMH+QmKEImjocT8uXnzJqKiopCdnc0qHzlyJD777DN+gpIQSjKIkfHjx2P69OmsssLCQvTp00e0c2gQInQ0lNj2Hj58iG7duiE9PZ1V3qdPHyxbtoxGklgBJRnEpFmzZmHMmDGsMqVSiejoaFy/fp2nqAghxDpycnLQo0cPXLt2jVXesWNH/Pbbb3Ck3rZWQUkGMUk3tLVfv36s8oyMDERFRRll/oQQIhYqlQqvvfYakpKSWOXNmzdHfHw8XF1deYpMeijJIKVycHDA+vXr0blzZ1b59evX0b17d2RlZfESFyGEVFRxcTHeeustJCQksMrr1KmD3bt3w9vbm5/AJIqSDFImFxcXbN++HWFhYazylJQUdOvWzaizFCGECJVarcawYcOwZcsWVnm1atWwd+9eBAQE8BSZdFGSQcrl6emJv//+G8HBwazykydPIioqCkqlkqfICCHEPGq1GiNGjMCGDRtY5R4eHvj7779Rv359niKTNkoyiFn8/f2xd+9eBAYGssqPHz+O6Oho5OTk8BQZIYSUTa1WY+TIkfj1119Z5bqa2tatW/MUmfRRkkHMFhISgv379xtNr5uYmIjo6Giq0SCECI5arcaoUaOwdu1aVrlCocD27dvx8ssv8xSZfaAkg1gkNDQUBw4cQI0aNVjl//33H1555RXqDEoIEYzi4mIMGzYMa9asYZU7Ozvjzz//RLdu3TiPgWGAoiJApdL+a29rTlKSQSzWsGFD7N+/H9WrV2eVnzhxApGRkcjMzOQpMkII0SoqKsKQIUOwfv16VrmTkxO2bt2K6OhozmNQqYDMTO2WlfX8/yoV539aMCjJIBXSuHFj7N+/36hGIykpCS+//DIePXrEU2SEVJy9/+qUisLCQgwaNAibNm1ilTs7O2Pr1q3o2bMn5zGoVEB2NlBcDMjlz7fiYm25vSQalGSQCmvSpAkOHjxoNOzrzJkz6NixI27dusVPYIRUgK1/dVJCw42cnBy8+uqrRos6uri4ID4+Hq+++irnMTAMkJur/Vcu104Rr9vkcvb9UkdJBqmUhg0b4tChQ6hZsyar/PLly2jXrh3Onj3LU2SEmM/WvzqpGp0bGRkZ6Ny5M/bt28cqd3V1xc6dOxEVFWWTOIqLn3+WDJc/0SUaun2kjpIMUmn169fH4cOHUbt2bVZ5WloaOnbsSKu3EkGz9a9OqkbnxrVr19CuXTskJyezyt3d3bF792507drVZrFoNNbdT8w4TTIyMzMRExMDT09PeHt7Y+TIkcjNzS11/1u3bkEmk5ncSs7QZur+jRs3cnkopBx169bFkSNH0LRpU1a5UqlEVFSU0Qx7hAiFLX91UjU6N5KSktC+fXvcuHGDVV6tWjUcOHAAL730kk3jkZt5ZTV3PzHj9BBjYmJw/vx57Nu3Dzt37sThw4eNVvYsKSgoCGlpaaxt1qxZ8PDwQPfu3Vn7rl69mrVf3759uTwUYoaaNWvi8OHD6NixI6u8sLAQAwcOxI8//shTZISUzpa/Oqka3fr27t2LTp064eHDh6zyunXr4ujRo3jxxRdtHpOjo3bTaIwTRobRluv2kTrOkoyLFy9i9+7d+PnnnxEeHo4OHTpg0aJF2LhxIx48eGDyMQ4ODvD392dt27Ztw4ABA+Dh4cHa19vbm7Wfi4sLV4dCLODj44M9e/bgtddeY5UzDIP33nsPn376KRj6mUYExJa/Oqka3brWrVuHnj17Ii8vj1XesmVL/Pfff7xNFS6TAR4e2n91iYZu02jY90sdZ0lGYmIivL290aZNG31ZZGQk5HI5jh8/btZzJCUlISUlBSNHjjS6791334Wfnx/atm2LVatWlXnhUqlUUCqVrI1wx9XVFVu2bEFsbKzRfV999RXefvttFBUV8RAZIcZs+auTqtGtg2EYzJ8/H2+99RaKDap9unbtioMHDxrNTGxrCgXg5fX8s6XbHB215QoFr+HZDGcf5fT0dKPJmhwdHeHr64v09HSznmPlypVo1KgR2rVrxyr//PPPsXnzZuzbtw+vv/46xo0bh0WLFpX6PHPmzIGXl5d+CwoKsvyAiEUcHBywePFizJ492+i+NWvW4JVXXqG5NIgg2PJXJ1WjV55KpcKoUaMwefJko/sGDx6Mv/76C56enjxEZkyhAHx9tZu39/P/20uCAVQgyZg6dWqpnTN126VLlyod2LNnz7BhwwaTtRjTp09H+/bt0bJlS3z88ceYMmUKvvnmm1KfKy4uDtnZ2frt7t27lY6PlE8mk2HatGlYsWIF5AY/zQ4dOoQXX3wRZ86c4Sk6Qp6z1a9OqkavnLS0NHTp0gWrVq0yum/ChAlYt24dnJ2deYisdDIZ4OSk/Qw5Odnfe2txvjxp0iQMHz68zH2Cg4Ph7+9v1BGnuLgYmZmZZlVj/f7778jPz8fQoUPL3Tc8PByzZ8+GSqWCwsS3gUKhMFlObGPUqFGoUaMGBg4ciGfPnunLb9++jXbt2mHNmjV44403eIyQEO1FwNlZ2+lSo9E2WTg6Wv+ioEtocnPZHTwdHbUJBn1VmXby5Em89tpruH//vtF98+bNw0cffQSZvV3BRcDiJKNatWqoVq1auftFREQgKysLSUlJ+mV09+/fD41Gg/Dw8HIfv3LlSvTu3dusv5WSkgIfHx9KJASsV69eOHz4MF577TXcu3dPX56fn48BAwZg2rRpmDVrllGNByG2pPvVyTVbJTRSsW7dOowaNQoqg0lE3NzcsHbtWvTv35+nyEi5GA5FR0czLVu2ZI4fP84cOXKEqV+/PjN48GD9/ffu3WNCQ0OZ48ePsx539epVRiaTMX///bfRc8bHxzMrVqxgzp07x1y9epVZsmQJ4+bmxsyYMcPsuLKzsxkATHZ2dsUPjlRIWloa065dOwaA0da7d296TwghesXFxcxHH31k8vuiTp06zJkzZ/gO0S5Zcg3lNMl48uQJM3jwYMbDw4Px9PRkRowYweTk5Ojvv3nzJgOAOXDgAOtxcXFxTFBQEKNWq42e8++//2bCwsIYDw8Pxt3dnWnRogWzbNkyk/uWhpIMfhUUFDAjR440+cXRuHFj5urVq3yHSIigaDQMU1jIMAUF2n81Gr4j4l5mZiYTFRVl8nuic+fOzKNHj/gO0W5Zcg2VMYz9TVqgVCrh5eWF7OxswfRCtjcMw2Dx4sWYMGEC1Go16z4fHx+sXbsWvXr14ik6QoRDpbK//hspKSkYMGAArl69anTf+PHjsWDBAjjZol1LRBjGds1vllxDqQGc8EImk2H8+PHYt28fqlatyrrv6dOn6N27NyZMmGDUBkuIPbG3dU4YhsGPP/6I//3vf0YJhpOTE3766ScsWrSIEgwDQl5wj5IMwqsuXbrg5MmTaNasmdF933//Pdq1a2fy1wwhUmdv65xkZmaiX79+eO+994x+XFSvXh0HDhzA6NGjeYpOuISeiFKSQXhXt25d/PfffyaHsSYnJ6NVq1ZYv349D5ERMWMYoKhI+yVbVCS+i7E9rXNy9OhRhIWF4c8//zS6r02bNjh16hTat29v+8AETgyJKCUZRBA8PDywadMmLF261Ggocm5uLoYMGYIRI0YYrVFAiClCrj42lz2sc6JWq/Hll1+iU6dOJidJnDRpEo4ePSrYWZr5TmTFkIhSkkEEQyaTYezYsThx4gQaNmxodP+aNWvQunVrmiWUlMna1cd8XUikvs5JWloaoqKiMG3aNKPO335+fti1axfmz58vuBk8dYSQyIohERXpx5NIWfPmzXHq1Cm8/fbbRvddvnwZ4eHhWLhwITRi/glHOGHt6mM+LyRSXuckPj4eLVq0QEJCgtF9nTt3RkpKCnr06MFDZOYRSj8IMSSilGQQQXJ3d8fKlSuxfv16VKlShXWfSqXChx9+iE6dOlGnUMJizepjvi8kUlzn5MmTJ4iJiUGfPn2MFkiUy+X4/PPP8c8//+CFF17gKcLyCakfhBgSUUoyiKC9+eabSE5O1k9NX9KRI0fQvHlzLFiwwKi6ldgna1UfC+VCIqXlwrdu3YrGjRtjw4YNRvfVrFkTBw8exPTp0+Hg4MBDdOYTUj8IMSSilGQQwatXrx7+++8/fPjhh0b3FRQUYNKkSejYsaNVVv8l4mat6mMhXUjEvlz4o0ePMGjQILz++utGi2YCQO/evZGSkoKOHTvyEJ3lhNYPQuiJKCUZRBScnZ2xYMECHDhwAHXr1jW6PzExEWFhYfjmm2+oVsOOWav6WGgXErEuF75lyxY0adIEmzZtMrrP29sba9euxZ9//mk0IZ+QCbEfhJATUUoyiKh07twZ586dw/vvv290n0qlwpQpU9CuXTtcuHCBh+gI36xVfSzEC4mYZGRkoH///hgwYIBR3wtAuyrz+fPnMXToUNEtzy7UfhBCTUTpFCGi4+7uju+//x6HDx9GvXr1jO4/ceIEWrZsiU8//ZTm1bBD1qg+FuqFROjUajWWLVuGRo0a4Y8//jC638fHB+vWrcP27dsRGBjIQ4SVJ4Z+EEJCSQYRrY4dO+LMmTP48MMPjX4NFRYW4quvvkLDhg2xZcsW2OE6gHatstXHdCGxXGJiIl588UXExsbi6dOnRvf37dsXFy5cQExMjOhqLwwJvR+EkFCSQUTNzc0NCxYswJEjR9CgQQOj++/du4cBAwbglVdeoSYUO1PZ6mO6kJgnIyMDw4cPR7t27XD69Gmj+6tWrYrffvsNW7duhb+/Pw8RckPI/SCEhJIMIgnt2rVDSkoKJk+eDEcTddgJCQlo0aIFPvroIyiVSh4iJGJEF5LSFRcX4/vvv0eDBg2wdu1ak/sMHDgQ58+fx6BBg0Rfe2GKUPtBCAklGUQyXF1dMW/ePJw5cwZdu3Y1ur+4uBjffvstQkNDsW7dOmpCIWahC4mxQ4cOoWXLlpgwYYLJpL1x48ZISEjAxo0bUaNGDR4iJEJBSQaRnMaNG2Pfvn3YsmWLyYWV0tPT8dZbb6FDhw44cuQIDxESIk5XrlzBgAED0LlzZ6SmphrdX6VKFSxYsAApKSl4+eWXeYiQCA0lGUSSZDIZ+vfvj4sXL+LTTz81ucjSf//9h44dO6JXr144e/YsD1ESS/G96qW9un//Pt555x00btwYW7ZsMbnPW2+9hStXruDDDz+Ek5OTjSMkQkVJBpE0d3d3fPHFF0hNTUX37t1N7rNz506EhYVhyJAhuHHjho0jJOYSwqqX9iYzMxNTpkxBvXr18NNPP5mc6K5Fixb4999/8csvv0iqY6eQiSnZpiSD2IX69etj165diI+PR3BwsNH9DMNg/fr1CA0Nxfjx45GWli6ak9ge8L1Ymb3Jy8vDl19+ieDgYHzzzTcoKCgw2sfHxweLFy9GUlISOnTowEOU9klsyTYlGcRsYsqeTZHJZOjVqxcuXLiAH374AdWqVTPap7i4GCkpF/Dvv6m4eTMLmZkawZ/EUieUxcrsQWFhIRYvXoyQkBBMmzYN2dnZRvu4urpi6tSpuH79OsaNGyf4Bc2kRIzJtoyxwy72SqUSXl5eyM7OhqenJ9/hiIJKpf0iL7kglKOjdkIisQ7ny83NxcKFCzFv3jzk5OQAANq374K5c5fBw8MTT58+QXFxEfz9A1C1qh8cHBxofgQeFBVpkzxTi5UBzyfI8vXVjv4glsvPz8fKlSsxf/583Llzx+Q+jo6OGD16NKZPn46AgAAbR0gYRnsemFq4r+QstL6+3I+AsuQaSjUZpFxizJ7N4eHhgWnTpuHGjRuYNGkSXFxcMH78VHh4eCIt7R4KCp6huLgY9+7dxblzZ5CdnY1Hj57RL2YbE9piZVLy9OlTzJ49G7Vr18b7779faoIxePBgXLx4EUuWLKEEgydCWhnYElSTIZCaDIbRfjg0Gu2HxdFRGOPxhZQ9c+3u3XTk5johIyMdBQXPjO53cXGFh0cV/P77CgwZMhBNmzblIUr7QzUZ1nf//n189913WL58OXJzc0vdr0ePHvjyyy8RFhZmu+CISSqVtg9GeeeBtzf3ta1UkyEyQu7II9bsuSKqV/eHr29VhIQEw8fHx+h+lUoFR0cnHDt2As2aNUPv3r3x33//8RCpfaHFyqznypUrGDVqFOrWrYtvv/221ASjQ4cOOHz4MHbt2kUJhkCIdWVggYVjf4TeFGFPVdW6k9PFxRUhISFo0qQJ/Pz89NMhKxQKFBUVIjPzMQBgx44daN++PTp27Ijff/8dRUVFfIUuabRYWeUwDIODBw+if//+aNiwIVauXFnqZ7VHjx44fPgw/v33X3Ts2NHGkbKJvaO5tYk12RZYOPbFVK95Hblc+6HJzQWcnfn7AhVr9lwRuhNUl/C5urqiTp06CAwMREZGBuRyJ1y8eBapqexFoI4cOYIjR44gICAAo0aNwpgxY1CzZk2ejkKadIuVSa3zMZeys7Pxyy+/YOnSpbh48WKp+8nlcgwaNAhTpkxBixYtbBhh6aTY0byydMl0dvbzZnUdISfbErg0iJcYmiLEmj1XRGm/mJ2cnBEYGITq1ashJyfNZFMKAKSlpWH27NmoU6cOXnvtNezduxcaKVTxCAQtVmae5ORkjB49GoGBgXj//fdLTTAUCgViY2Nx9epVrF+/XlAJhpBrd/kkxpWBqeMnjx0/hdSRpyy6k15X46Kjy56F+uGuqPJ+ReXl5eHnn3/G/Pnzce/evTKfq169ehg7diyGDx+OqlWrchw5sVfPnj3D5s2bsXTpUhw/frzMfT09PfHuu+/igw8+ENziZfbU0bwy+B4oYMk1lJIMGyUZpj4UxcXi6TVvb9WX5pzEhYWF2LJlC5YuXYqjR4+W+XwKhQL9+/dHTEwMXnnlFZPL0RNiCYZhcOLECaxfvx7r169HZmZmmfuHhoYiNjYWw4cPh5eXl42itAyNJBIHSjLKYesko7QLtLs7kJcnnqyd7+xZyM6ePYulS5di3bp1ZQ4JBIBq1aph4MCBiImJQXh4uL5jKSHmuHLlij6xuH79epn7Ojo6om/fvoiNjUWXLl0E/1kTS+2uvaMkoxy2TDLKa2pwcwPy8+2nKULqlEol1q1bh6VLl5pcCttQSEgI3nzzTcTExCA0NNQGERIxSk9Px8aNG7F+/XqcOnWq3P1feOEFjBkzBqNGjUJgYKANIrQOqskQB0oyymGrJMPc9sWSNRo6Um6KsAcMw+Do0aNYsmSJ2cNbW7dujZiYGPTr1w+1a9e2QZREyJ48eYIdO3Zgw4YNSEhIMKsT8SuvvIJx48bh1VdfFWWTHPXJEAdKMsphqyTDkqxc10eD66YIavKwvYcPH+p/hZ44ccKsxzRv3hy9evVC79690aZNG8ilMEaYlOvy5cuIj4/Hjh07cPToUbMSi/r16yMmJgYxMTGoV6+eDaLklr11NBcjSjLKYaskQ2jti/bWeVOIrl69ig0bNmD9+vW4evWqWY/x9/dHz5490bt3b0RGRsLNzY3jKImtFBcX4+jRo/rEwtzPRPXq1TF48GDExMSgTZs2gu9rYSn6rhI2SjLKIcSaDK7bF+nXgbAwDINTp05h/fr12LhxIzIyMsx6nIuLCyIjI/Hqq6+ia9euCAkJkdwFRurS0tJw8OBB7Nq1C3/99ReePn1q1uM8PDzw2muvISYmBl27dhVlc4glqNZVuCjJKIfQ+mRw3b4olDiIacXFxdi/fz82bNiAnTt34smTJ2Y/9oUXXkDnzp31GyUdwpOWloZDhw7h4MGDOHjwIC5fvmz2Y11dXdGtWzcMGjQIvXv3plosIgiUZJRDSKNLbFGDIKQaFVK24uJiJCYmYseOHdixYwcuXbpk0eMDAwNZSUe9evUo6bCxBw8e6JOKQ4cOWZRUANr38NVXX0Xv3r3x8ssvw9XVlaNICakYSjLKIZR5MmzVvii0viHmoKpSratXr+oTjn///RdqtdqixwcEBKBNmzZo3bq1fgsICOAoWvuTlZWF5ORkJCUlISkpCadOnSp37gpTWrZsqe/o27Jly1I7+tJ5QYSAkoxyCGXGT1t9OYitJoPvpEyonj59ir///hs7d+7EgQMHkJ6eXqHnCQgIQOvWrdGqVSt94hEYGEg1HuXIzMxkJRRJSUm4ceNGhZ7L09MTL730Enr06IFXX30VQUFB5T6GzgsiFJRklEMoa5fYipj6ZAiheUkMGIbBlStX9O38Bw8erHDSAWhHKzRq1AgNGjRgbcHBwXB2drZi5MKmVqtx584dXLlyhbVdvnwZt2/frvDz6pIKXTNWWFgYHBwczH48nRdESASRZHz55ZfYtWsXUlJS4OzsjKysrHIfwzAMZs6ciRUrViArKwvt27fH0qVLUb9+ff0+mZmZeO+997Bjxw7I5XK8/vrr+P777+Hh4WF2bPaWZADi+JISUzIkNAzD4OrVq/qEozI1HSXJ5XLUrVtXn3TUr18fQUFBCAgIQGBgIGrUqCGqUQ4ajQaPHj1CWloa0tLScP/+fVy9elWfTFy7dg2FhYWV/juVTSpKovOCCI0gkoyZM2fC29sb9+7dw8qVK81KMubOnYs5c+Zg7dq1qFu3LqZPn45z587hwoULcHFxAQB0794daWlpWL58OYqKijBixAi8+OKL2LBhg9mx2WOSAQi/ulVszTpCpks6Tp48qa/aT05OLnddFUvJZDJUq1ZNn3QEBAToNz8/P1SpUgUeHh6sf6tUqQI3N7dKNc8wDIOCggLk5uYiJycHOTk5rP8/ffpUn0g8ePBA//+MjAwUlzwBrMDZ2RnNmzfXNz21adMGzZs3r3BSYYjOCyI0gkgydNasWYMJEyaUm2QwDIPAwEBMmjQJH330EQAgOzsbNWrUwJo1azBo0CBcvHgRjRs3xsmTJ9GmTRsAwO7du9GjRw/cu3fP7Dn67TXJAITdcUyMHVTFRKPR4OrVq6w+BcnJycjJybF5LDKZTJ90uLu7w8HBAXK5nLUxDAO1Wg2NRqPf8vPz9QmFpZ1grUGhUKBFixas/ixNmjThtEmJzgsiNJZcQwVTz3nz5k2kp6cjMjJSX+bl5YXw8HAkJiZi0KBBSExMhLe3tz7BAIDIyEjI5XIcP34cr732msnnVqlUUKlU+ttKpZK7AxE4mUy4v3bMnTmbZtiuGLlcjtDQUISGhuLNN98EoE08rl27hgsXLhj1QzB3grCKYBhGX+sgRF5eXkb9Uxo1aoTGjRvDycYnEJ0XRMwEk2To2o9r1KjBKq9Ro4b+vvT0dFSvXp11v6OjI3x9fctsf54zZw5mzZpl5YiJtTk6Pl/Dpay2ZxF1ARA8uVyuv4gays7OZvVX0PVZSEtLQ3p6utWbHWxJJpOhevXqCAgIQHBwsFFC4efnJ5jRNnReEDGz6GM5depUzJ07t8x9Ll68iIYNG1YqKGuLi4vDxIkT9beVSqVZQ8aIbclk2v4h2dnPm3N0dB1UPTyE07wjdV5eXmjTpg2r5lBHo9HgyZMnRn0eSvaDyM7O1tdW5OTkcNq8IZfLWX0/PD09Wf1DDPuMVK9eXTQdVum8IGJm0Vk2adIkDB8+vMx9goODKxSIv78/ACAjI4M1WVBGRgbCwsL0+zx8+JD1uOLiYmRmZuofb4pCoYCCGitFQaHQjnQRcgdVor2oV6tWDdWqVUPz5s3L3Z9hGKhUKpMdNfPz81n9LjQaDdRqNat/hoODA2QyGVxdXVkdSHX/d3V1FUzNAxfovCBiZVGSoftS4ULdunXh7++PhIQEfVKhVCpx/PhxxMbGAgAiIiKQlZWFpKQktG7dGgCwf/9+aDQahIeHcxIXsT2FAnB2Fm4HVWI5mUwGFxcXuLi4wM/Pj+9wRInOCyJGnHUVunPnDlJSUnDnzh2o1WqkpKQgJSWFNYSuYcOG2LZtGwDtl9CECRPwxRdfID4+HufOncPQoUMRGBiIvn37AgAaNWqE6OhojB49GidOnMDRo0cxfvx4DBo0yOyRJUQcdB1UFQrtv/RFSgidF0R8OGuUnDFjBtauXau/3bJlSwDAgQMH0LlzZwDA5cuXkZ2drd9nypQpyMvLw5gxY5CVlYUOHTpg9+7d+jkyAGD9+vUYP348unbtqp+M64cffuDqMAghhBBSQTStuJ3Nk0EIIYRUhiXXUBpZTQghhBBOUJJBCCGEEE5QkkEIIYQQTlCSQQghhBBOUJJBCCGEEE5QkkEIIYQQTlCSQQghhBBOUJJBCCGEEE5QkkEIIYQQTlCSQQghhBBOUJJBCCGEEE5QkkEIIYQQTlCSQQghhBBOcLbUu5DpFp5VKpU8R0IIIYSIi+7aac4i7naZZOTk5AAAgoKCeI6EEEIIEaecnBx4eXmVuY+MMScVkRiNRoMHDx6gSpUqkMlkVnlOpVKJoKAg3L17F56enlZ5Tr7RMYkDHZPwSe14ADomseDimBiGQU5ODgIDAyGXl93rwi5rMuRyOWrWrMnJc3t6ekrmw6lDxyQOdEzCJ7XjAeiYxMLax1ReDYYOdfwkhBBCCCcoySCEEEIIJyjJsBKFQoGZM2dCoVDwHYrV0DGJAx2T8EnteAA6JrHg+5jssuMnIYQQQrhHNRmEEEII4QQlGYQQQgjhBCUZhBBCCOEEJRmEEEII4QQlGYQQQgjhBCUZFvjyyy/Rrl07uLm5wdvb26zHMAyDGTNmICAgAK6uroiMjMTVq1dZ+2RmZiImJgaenp7w9vbGyJEjkZuby8ERsFn6d2/dugWZTGZy27Jli34/U/dv3LiR8+MBKvZadu7c2SjesWPHsva5c+cOevbsCTc3N1SvXh2TJ09GcXExl4eiZ+kxZWZm4r333kNoaChcXV1Rq1YtvP/++8jOzmbtZ8v3afHixahTpw5cXFwQHh6OEydOlLn/li1b0LBhQ7i4uKBZs2b466+/WPebc15xzZJjWrFiBTp27AgfHx/4+PggMjLSaP/hw4cbvR/R0dFcHwaLJce0Zs0ao3hdXFxY+4jtfTL1XSCTydCzZ0/9Pny+T4cPH0avXr0QGBgImUyGP//8s9zHHDx4EK1atYJCoUC9evWwZs0ao30sPT8twhCzzZgxg1mwYAEzceJExsvLy6zHfP3114yXlxfz559/MmfOnGF69+7N1K1bl3n27Jl+n+joaKZFixbMsWPHmH///ZepV68eM3jwYI6O4jlL/25xcTGTlpbG2mbNmsV4eHgwOTk5+v0AMKtXr2btV/J4uVSR17JTp07M6NGjWfFmZ2fr7y8uLmaaNm3KREZGMqdPn2b++usvxs/Pj4mLi+P6cBiGsfyYzp07x/Tr14+Jj49nrl27xiQkJDD169dnXn/9ddZ+tnqfNm7cyDg7OzOrVq1izp8/z4wePZrx9vZmMjIyTO5/9OhRxsHBgZk3bx5z4cIFZtq0aYyTkxNz7tw5/T7mnFdcsvSY3nzzTWbx4sXM6dOnmYsXLzLDhw9nvLy8mHv37un3GTZsGBMdHc16PzIzM21yPAxj+TGtXr2a8fT0ZMWbnp7O2kds79OTJ09Yx5Oamso4ODgwq1ev1u/D5/v0119/MZ9++imzdetWBgCzbdu2Mve/ceMG4+bmxkycOJG5cOECs2jRIsbBwYHZvXu3fh9LXyNLUZJRAatXrzYrydBoNIy/vz/zzTff6MuysrIYhULB/PbbbwzDMMyFCxcYAMzJkyf1+/z999+MTCZj7t+/b/XYdaz1d8PCwpi3336bVWbOh58LFT2mTp06MR988EGp9//111+MXC5nfYEuXbqU8fT0ZFQqlVViL4213qfNmzczzs7OTFFRkb7MVu9T27ZtmXfffVd/W61WM4GBgcycOXNM7j9gwACmZ8+erLLw8HDmnXfeYRjGvPOKa5Yek6Hi4mKmSpUqzNq1a/Vlw4YNY/r06WPtUM1m6TGV9z0ohffpu+++Y6pUqcLk5ubqy/h+n3TMOX+nTJnCNGnShFU2cOBAJioqSn+7sq9Reai5hEM3b95Eeno6IiMj9WVeXl4IDw9HYmIiACAxMRHe3t5o06aNfp/IyEjI5XIcP36cs9is8XeTkpKQkpKCkSNHGt337rvvws/PD23btsWqVavA2GDOt8oc0/r16+Hn54emTZsiLi4O+fn5rOdt1qwZatSooS+LioqCUqnE+fPnrX8gJVjr85GdnQ1PT084OrLXROT6fSosLERSUhLrHJDL5YiMjNSfA4YSExNZ+wPa11u3vznnFZcqckyG8vPzUVRUBF9fX1b5wYMHUb16dYSGhiI2NhZPnjyxauylqegx5ebmonbt2ggKCkKfPn1Y54MU3qeVK1di0KBBcHd3Z5Xz9T5ZqrxzyRqvUXnschVWW0lPTwcA1sVJd1t3X3p6OqpXr86639HREb6+vvp9uIqtsn935cqVaNSoEdq1a8cq//zzz/Hyyy/Dzc0Ne/fuxbhx45Cbm4v333/favGbUtFjevPNN1G7dm0EBgbi7Nmz+Pjjj3H58mVs3bpV/7ym3kPdfVyyxvv0+PFjzJ49G2PGjGGV2+J9evz4MdRqtcnX79KlSyYfU9rrXfKc0ZWVtg+XKnJMhj7++GMEBgayvtyjo6PRr18/1K1bF9evX8cnn3yC7t27IzExEQ4ODlY9BkMVOabQ0FCsWrUKzZs3R3Z2NubPn4927drh/PnzqFmzpujfpxMnTiA1NRUrV65klfP5PlmqtHNJqVTi2bNnePr0aaU/y+Wx+yRj6tSpmDt3bpn7XLx4EQ0bNrRRRJVj7vFU1rNnz7BhwwZMnz7d6L6SZS1btkReXh6++eabCl+8uD6mkhffZs2aISAgAF27dsX169cREhJS4ecti63eJ6VSiZ49e6Jx48b47LPPWPdZ+30i5vn666+xceNGHDx4kNVRctCgQfr/N2vWDM2bN0dISAgOHjyIrl278hFqmSIiIhAREaG/3a5dOzRq1AjLly/H7NmzeYzMOlauXIlmzZqhbdu2rHKxvU98s/skY9KkSRg+fHiZ+wQHB1fouf39/QEAGRkZCAgI0JdnZGQgLCxMv8/Dhw9ZjysuLkZmZqb+8ZYw93gq+3d///135OfnY+jQoeXuGx4ejtmzZ0OlUlVokR5bHVPJeAHg2rVrCAkJgb+/v1Fv64yMDACo0HsE2OaYcnJyEB0djSpVqmDbtm1wcnIqc//Kvk+m+Pn5wcHBQf966WRkZJQav7+/f5n7m3Necakix6Qzf/58fP311/jnn3/QvHnzMvcNDg6Gn58frl27xvnFqzLHpOPk5ISWLVvi2rVrAMT9PuXl5WHjxo34/PPPy/07tnyfLFXaueTp6QlXV1c4ODhU+n0vl1V6dtgZSzt+zp8/X1+WnZ1tsuPnqVOn9Pvs2bPHZh0/K/p3O3XqZDRaoTRffPEF4+PjU+FYzWWt1/LIkSMMAObMmTMMwzzv+Fmyt/Xy5csZT09PpqCgwHoHYEJFjyk7O5v53//+x3Tq1InJy8sz629x9T61bduWGT9+vP62Wq1mXnjhhTI7fr766qussoiICKOOn2WdV1yz9JgYhmHmzp3LeHp6MomJiWb9jbt37zIymYzZvn17peM1R0WOqaTi4mImNDSU+fDDDxmGEe/7xDDa73iFQsE8fvy43L9h6/dJB2Z2/GzatCmrbPDgwUYdPyvzvpcbp1WexU7cvn2bOX36tH7Y5unTp5nTp0+zhm+GhoYyW7du1d/++uuvGW9vb2b79u3M2bNnmT59+pgcwtqyZUvm+PHjzJEjR5j69evbbAhrWX/33r17TGhoKHP8+HHW465evcrIZDLm77//NnrO+Ph4ZsWKFcy5c+eYq1evMkuWLGHc3NyYGTNmcH48DGP5MV27do35/PPPmVOnTjE3b95ktm/fzgQHBzMvvfSS/jG6IazdunVjUlJSmN27dzPVqlWz6RBWS44pOzubCQ8PZ5o1a8Zcu3aNNdSuuLiYYRjbvk8bN25kFAoFs2bNGubChQvMmDFjGG9vb/1onbfeeouZOnWqfv+jR48yjo6OzPz585mLFy8yM2fONDmEtbzzikuWHtPXX3/NODs7M7///jvr/dB9d+Tk5DAfffQRk5iYyNy8eZP5559/mFatWjH169fnPJGt6DHNmjWL2bNnD3P9+nUmKSmJGTRoEOPi4sKcP3+eddxiep90OnTowAwcONConO/3KScnR3/dAcAsWLCAOX36NHP79m2GYRhm6tSpzFtvvaXfXzeEdfLkyczFixeZxYsXmxzCWtZrVFmUZFhg2LBhDACj7cCBA/p98P9zD+hoNBpm+vTpTI0aNRiFQsF07dqVuXz5Mut5nzx5wgwePJjx8PBgPD09mREjRrASF66U93dv3rxpdHwMwzBxcXFMUFAQo1arjZ7z77//ZsLCwhgPDw/G3d2dadGiBbNs2TKT+3LB0mO6c+cO89JLLzG+vr6MQqFg6tWrx0yePJk1TwbDMMytW7eY7t27M66uroyfnx8zadIk1nBQIR3TgQMHTH5OATA3b95kGMb279OiRYuYWrVqMc7Ozkzbtm2ZY8eO6e/r1KkTM2zYMNb+mzdvZho0aMA4OzszTZo0YXbt2sW635zzimuWHFPt2rVNvh8zZ85kGIZh8vPzmW7dujHVqlVjnJycmNq1azOjR4+22hc9F8c0YcIE/b41atRgevTowSQnJ7OeT2zvE8MwzKVLlxgAzN69e42ei+/3qbRzW3cMw4YNYzp16mT0mLCwMMbZ2ZkJDg5mXZ90ynqNKkvGMDYYW0gIIYQQu0PzZBBCCCGEE5RkEEIIIYQTlGQQQgghhBOUZBBCCCGEE5RkEEIIIYQTlGQQQgghhBOUZBBCCCGEE5RkEEIIIYQTlGQQQgghhBOUZBBCCCGEE5RkEEIIIYQT/wc+7Bi2ybIXsAAAAABJRU5ErkJggg==",
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     "1bd63a0e71c0484c80f3f349c598d889": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "1c14bcb8b90d4ac08af04ade61ddf1b2": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "1c17f003f0b94c6280bccefdd46d5e79": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "TextStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "1c40886b17f44b25a40dce9b3eb87fcf": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "IntTextModel",
      "state": {
       "description": "Throws:",
       "layout": "IPY_MODEL_baf9c81ab17840478cad50ceb385ebac",
       "step": 1,
       "style": "IPY_MODEL_4d669d2285f345d2b15b6513c2520dc4",
       "value": 100
      }
     },
     "1d0b04c1434a457e92cdbe6727cf14a8": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "1d6ab217c11e4d8f971ec1f58e5118f1": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_1ed430bda65542bfb63cba4f78f48f71",
       "outputs": [
        {
         "data": {
          "image/png": 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",
          "text/plain": "<Figure size 640x480 with 1 Axes>"
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "name": "stdout",
         "output_type": "stream",
         "text": "La stima dell'integrale è In= 0.9999260588032471\nL'errore massimo stimato è:  0.01\n"
        }
       ]
      }
     },
     "1e8a69ffddb34227a8783c820bc29985": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "IntSliderModel",
      "state": {
       "behavior": "drag-tap",
       "description": "n",
       "layout": "IPY_MODEL_1a3bb42b243744619a6bb4dd1aab61e5",
       "min": 1,
       "style": "IPY_MODEL_7266fea0a8a94f2f93d0d0fe92940673",
       "value": 52
      }
     },
     "1ed430bda65542bfb63cba4f78f48f71": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "1ff85aac0c074e1a8a79dd98f46c3bf3": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "TextModel",
      "state": {
       "description": "Throws",
       "layout": "IPY_MODEL_df5deace44414c6b9b6ac6ebc3c8db49",
       "style": "IPY_MODEL_9d31322b074f4dd9bd5992c746ce1f1f",
       "value": "100"
      }
     },
     "203cace9608a4321be64e6fc4144625b": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "2067ea7b9c8b46a6a60c7c789d17126d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "TextStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "20d294bb09c64657951c74cffea57601": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "2155adb4255c4869ab5f67c7877c6518": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_e6cfc7f3b8564a18b2db5c1e1a38b604",
       "outputs": [
        {
         "name": "stdout",
         "output_type": "stream",
         "text": "Area = 3.24000000\n"
        },
        {
         "ename": "TypeError",
         "evalue": "can't multiply sequence by non-int of type 'float'",
         "output_type": "error",
         "traceback": [
          "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
          "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
          "Cell \u001b[1;32mIn[96], line 39\u001b[0m, in \u001b[0;36mon_button_clicked\u001b[1;34m(b)\u001b[0m\n\u001b[0;32m     37\u001b[0m out\u001b[38;5;241m.\u001b[39mclear_output();\n\u001b[0;32m     38\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m out:\n\u001b[1;32m---> 39\u001b[0m     \u001b[43mMC\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mint\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mt\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvalue\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n",
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     "35ab8690f034495fa5d069f98e0c9670": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "361449d9d3154945a1cbb7a2891adaff": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "36145367e97242ed8a68fe797d24c8f1": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "3631db72f5bf4ec6baadb9051d75f607": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "364086798bc14ee2a112e7acd87b920f": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "367bba9a67264f7c83142e5325e36447": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "378f0b56ab964a89a1494a560ae0cd78": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_11b5a6f75a4841f1bd05e728441b77a9",
       "outputs": [
        {
         "data": {
          "image/png": 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",
          "text/plain": "<Figure size 600x600 with 1 Axes>"
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "name": "stdout",
         "output_type": "stream",
         "text": "Area = 3.19000000\nErrore relativo = -1.54 %\n"
        }
       ]
      }
     },
     "37b6cc77a6db4eb380d76daaf394f763": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ButtonStyleModel",
      "state": {
       "font_family": null,
       "font_size": null,
       "font_style": null,
       "font_variant": null,
       "font_weight": null,
       "text_color": null,
       "text_decoration": null
      }
     },
     "37da295614024fcb86499e56b8f5b3b2": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "3901389af991455fb4e2a071ca8cb8ad": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "39d5ef90faa049169e61cd6d82af2e88": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_5d12dd8411b04a8fb9487f265ac95713",
       "outputs": [
        {
         "data": {
          "image/png": 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          "text/plain": "<Figure size 640x480 with 1 Axes>"
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         "text": "La stima dell'integrale è In = 0.9997\nL'errore massimo stimato è: 0.0208\n"
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",
          "text/plain": "<Figure size 200x400 with 1 Axes>"
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "name": "stdout",
         "output_type": "stream",
         "text": "La stima dell'integrale è In = 0.9999\nL'errore massimo stimato è: 0.0135\n"
        }
       ]
      }
     },
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       "icon": "check",
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       "style": "IPY_MODEL_1b1e2f2a67a4463bb1557d6419db3bce",
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     "456919b4a70e491181ea1ea307b0181c": {
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      "model_name": "LayoutModel",
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     "4588552c598b415ebba200b8d7a0c59d": {
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      "model_name": "TextStyleModel",
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     },
     "461ed3f085234086973b67b6d349e70d": {
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",
          "text/plain": "<Figure size 200x400 with 1 Axes>"
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "name": "stdout",
         "output_type": "stream",
         "text": "La stima dell'integrale è In = 0.9999\nL'errore massimo stimato è: 0.0125\n"
        }
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",
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",
          "text/plain": "<Figure size 600x600 with 1 Axes>"
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",
          "text/plain": "<Figure size 640x480 with 1 Axes>"
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "name": "stdout",
         "output_type": "stream",
         "text": "La stima dell'integrale è I_n= 0.9999260588032471\nL'errore è:  0.01\n"
        }
       ]
      }
     },
     "71a6b1e2218d49ba9336fbb66cb89b63": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_b2f5db41e6024bd3b8772492061d4141",
       "outputs": [
        {
         "ename": "NameError",
         "evalue": "name 'result' is not defined",
         "output_type": "error",
         "traceback": [
          "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
          "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
          "File \u001b[1;32mD:\\Software\\python-3.12.0\\Lib\\site-packages\\ipywidgets\\widgets\\interaction.py:240\u001b[0m, in \u001b[0;36minteractive.update\u001b[1;34m(self, *args)\u001b[0m\n\u001b[0;32m    238\u001b[0m     value \u001b[38;5;241m=\u001b[39m widget\u001b[38;5;241m.\u001b[39mget_interact_value()\n\u001b[0;32m    239\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mkwargs[widget\u001b[38;5;241m.\u001b[39m_kwarg] \u001b[38;5;241m=\u001b[39m value\n\u001b[1;32m--> 240\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mresult \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    241\u001b[0m show_inline_matplotlib_plots()\n\u001b[0;32m    242\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mauto_display \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mresult \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n",
          "Cell \u001b[1;32mIn[25], line 37\u001b[0m, in \u001b[0;36mshow_matches\u001b[1;34m(text)\u001b[0m\n\u001b[0;32m     34\u001b[0m \u001b[38;5;129m@widgets\u001b[39m\u001b[38;5;241m.\u001b[39minteract\n\u001b[0;32m     35\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mshow_matches\u001b[39m(text\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mlast\u001b[39m\u001b[38;5;124m'\u001b[39m):\n\u001b[0;32m     36\u001b[0m     \u001b[38;5;66;03m# do your thing with text and get the result\u001b[39;00m\n\u001b[1;32m---> 37\u001b[0m     display(\u001b[43mresult\u001b[49m)\n",
          "\u001b[1;31mNameError\u001b[0m: name 'result' is not defined"
         ]
        }
       ]
      }
     },
     "71f580b7f8774709bb9ee9a9e1a0cd1b": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "TextareaModel",
      "state": {
       "description": "Throws:",
       "layout": "IPY_MODEL_b5edb4c9b8f34ff0b0a51984f883d01c",
       "rows": 1,
       "style": "IPY_MODEL_9cd19ed5548a4cb8925156af4e1ab8cd",
       "value": "100"
      }
     },
     "723b9fcd5fe149dea5d8535c8dd90841": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_74d2c0c12e6f4e1190f1d4d41dd23714",
       "outputs": [
        {
         "name": "stdout",
         "output_type": "stream",
         "text": "Area = 3.12000000\nErrore relativo = 0.69 %\n"
        }
       ]
      }
     },
     "7266fea0a8a94f2f93d0d0fe92940673": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "SliderStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "72bb845b2c4d479a905c4625db45bd0c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "TextareaModel",
      "state": {
       "description": "Throws:",
       "layout": "IPY_MODEL_25acb04fd73a4b26a391530427e4d00d",
       "rows": 1,
       "style": "IPY_MODEL_8eed9bfa997940efbb3e1364e94dfb4c",
       "value": "100"
      }
     },
     "72e9da9d1868489d82a8750bdedd12b8": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "TextStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "73592f77c0444620bb5022d39487b51e": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "border_bottom": "1px solid black",
       "border_left": "1px solid black",
       "border_right": "1px solid black",
       "border_top": "1px solid black"
      }
     },
     "73627ebe909b4b3fbf510fd382cc2c81": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "73dd37b2260842829c068c3c5a50b576": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_f563e094f44943cba67f6e0a38b6b304",
       "outputs": [
        {
         "data": {
          "image/png": 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",
          "text/plain": "<Figure size 640x480 with 1 Axes>"
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "name": "stdout",
         "output_type": "stream",
         "text": "La stima dell'integrale è In = 0.9999\nL'errore massimo stimato è: 0.0100\n"
        }
       ]
      }
     },
     "74234c6759454dc2be4b3c2b83e2af2a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "TextModel",
      "state": {
       "description": "text",
       "layout": "IPY_MODEL_b5299ba24b8c4772a0afd258f4b00276",
       "style": "IPY_MODEL_be1bc37ac15d468fa33e5c891a345224",
       "value": "5"
      }
     },
     "742bc3a535b94d298fba8a5affb93b59": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "BoxModel",
      "state": {
       "children": [
        "IPY_MODEL_71f580b7f8774709bb9ee9a9e1a0cd1b",
        "IPY_MODEL_ad1fc110f7ee44da8dec5e4a9f935c1e"
       ],
       "layout": "IPY_MODEL_42a18a2d7c7a4003b6175b80c2dcbaca"
      }
     },
     "742fe27d2074462a89710d6305fa3fed": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "BoxModel",
      "state": {
       "children": [
        "IPY_MODEL_eea706e3b24044a7a1f38ac779ccd536",
        "IPY_MODEL_fe57fd0bcd1c4ea8ba9788495c5366ec"
       ],
       "layout": "IPY_MODEL_a9feb2ed6dfc4634922ad45932301690"
      }
     },
     "743b7c45100348ecbaf44efbd5e14ccf": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "744975460d514e5b95ef535ea6e210a5": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ButtonModel",
      "state": {
       "description": "Run!",
       "icon": "check",
       "layout": "IPY_MODEL_f6f96f7e2b684d19904376ca2e4de9fb",
       "style": "IPY_MODEL_d1906c19d06a4f1495446c9abbb25a2d",
       "tooltip": "Run MC calculation"
      }
     },
     "74d2c0c12e6f4e1190f1d4d41dd23714": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "border_bottom": "1px solid black",
       "border_left": "1px solid black",
       "border_right": "1px solid black",
       "border_top": "1px solid black"
      }
     },
     "74d53b9d39cf4f8f8ebdfb2dce2874d5": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_64a22194f0b449d5bf76b3d6af73e044",
       "outputs": [
        {
         "data": {
          "image/png": 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",
          "text/plain": "<Figure size 640x480 with 1 Axes>"
         },
         "metadata": {},
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        },
        {
         "name": "stdout",
         "output_type": "stream",
         "text": "La stima dell'integrale è In = 0.9999388913533583\nL'errore massimo stimato è:  0.00909090909090909\n"
        }
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",
          "text/plain": "<Figure size 600x600 with 1 Axes>"
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "name": "stdout",
         "output_type": "stream",
         "text": "Area = 3.12000000\nErrore relativo = 0.69 %\n"
        }
       ]
      }
     },
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     "7e5ccdcbb0c548009228d0d60a66f50e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ButtonModel",
      "state": {
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       "icon": "check",
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       "style": "IPY_MODEL_d35c6d05a9ad43319b157c0d2d113dc0",
       "tooltip": "Run MC calculation"
      }
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      "model_module_version": "2.0.0",
      "model_name": "TextareaModel",
      "state": {
       "description": "Throws:",
       "layout": "IPY_MODEL_126936a5233142d48086094b1f32faef",
       "rows": 1,
       "style": "IPY_MODEL_fdd9d2058b8342d8b4ebb7d61cd211dd",
       "value": "10000"
      }
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      "model_module": "@jupyter-widgets/base",
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     },
     "804dc40864fb4513bfc197c491f8fe67": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "TextModel",
      "state": {
       "description": "Throws",
       "layout": "IPY_MODEL_6d2a99a71f1544c2b3e10ae97f4453bb",
       "style": "IPY_MODEL_b18f0d2585ce4c65aafadf9cecd76506",
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      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_b1b5e6fcb5444a6ebf3cf0006db7d153",
       "outputs": [
        {
         "data": {
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",
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",
          "text/plain": "<Figure size 600x600 with 1 Axes>"
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "name": "stdout",
         "output_type": "stream",
         "text": "Area = 2.88000000\nErrore relativo = 8.33 %\n"
        }
       ]
      }
     },
     "a1f848196f8246c997865e3b10aab11b": {
      "model_module": "@jupyter-widgets/controls",
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",
          "text/plain": "<Figure size 640x480 with 1 Axes>"
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "name": "stdout",
         "output_type": "stream",
         "text": "La stima dell'integrale è I_n= 0.9999260588032471\nL'errore massimo stimato è:  0.01\n"
        }
       ]
      }
     },
     "ad04af79a0bc4721ae7abcf900d4ff26": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "VBoxModel",
      "state": {
       "_dom_classes": [
        "widget-interact"
       ],
       "children": [
        "IPY_MODEL_9aceb7ef387a4e9589aca088d14afb86",
        "IPY_MODEL_4ccdb27ffa9949529a66bf9dc600e27e"
       ],
       "layout": "IPY_MODEL_99dcf11a7a424dd2a2678d230ae7aeb8"
      }
     },
     "ad1ec5cf23344ce8837b07c1a187cab0": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_5f569f558a3b467b8af8588f27b252b4",
       "outputs": [
        {
         "name": "stdout",
         "output_type": "stream",
         "text": "Area =  4.0\n"
        }
       ]
      }
     },
     "ad1fc110f7ee44da8dec5e4a9f935c1e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ButtonModel",
      "state": {
       "description": "Run!",
       "icon": "check",
       "layout": "IPY_MODEL_7ebd9150af264a329aa6eeda18b07cbf",
       "style": "IPY_MODEL_be6155e071a243b7aac05eafedaf0ee1",
       "tooltip": "Run MC calculation"
      }
     },
     "ad57fc0ae9e44549906f3e67c6952a7f": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "ad8c1fe9bb744245ae29be61c8cce86d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ButtonStyleModel",
      "state": {
       "font_family": null,
       "font_size": null,
       "font_style": null,
       "font_variant": null,
       "font_weight": null,
       "text_color": null,
       "text_decoration": null
      }
     },
     "adabd516a120422da9050dcca802a666": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ButtonModel",
      "state": {
       "description": "Run",
       "layout": "IPY_MODEL_799df3baedc84506b2adf2b358d98a99",
       "style": "IPY_MODEL_12f0c614a45a4b9e9e3316fe317e4580",
       "tooltip": null
      }
     },
     "adc7cdd6ba4b4f30ad75bfc9d54e024d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ButtonModel",
      "state": {
       "description": "Run!",
       "icon": "check",
       "layout": "IPY_MODEL_57d1cd2795894a51bf695a58342f3b2d",
       "style": "IPY_MODEL_c980a314bd6c495bb4be0b88ad48c96a",
       "tooltip": "Run MC calculation"
      }
     },
     "add9a5cd66644efcb7e6125eda0a254e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ButtonModel",
      "state": {
       "description": "Run!",
       "layout": "IPY_MODEL_adeb31f063314f76927fc8050dcae75a",
       "style": "IPY_MODEL_a1f848196f8246c997865e3b10aab11b",
       "tooltip": "Run MC calculation"
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",
          "text/plain": "<Figure size 600x600 with 1 Axes>"
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": "<Figure size 100x100 with 0 Axes>"
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "name": "stdout",
         "output_type": "stream",
         "text": "Area = 2.92000000\nErrore relativo = 7.05 %\n"
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LLF++PMu1rCpVqoQpU6bgnXfe4XvMBnFMj8Iw6bE9N27cwMSJE7FixQq9VWczVK5cGVOmTEGnTp34QUyUT+fOncPnn3+O3377Lcs6b7zxBqZPn47mzZtbLjAyO47pIZLJs2fP8MUXX6By5cpYvny5wYSndOnS+OWXX3DmzBmeeRKZSNWqVbFp0yYcOHAATbOYqXnkyBG0aNECnTt3xs2bNy0bIJmOTPsssqXHRNjSo3xCCGzZsgUjR47Mcvp5sWLF8Pnnn+ODDz6Aq6urZQMksiNCCOzevRvjx4/H8ePHDdYpUKAAxo8fjzFjxsDNzc3CEVKeGVjQM6VkSXjeucPuLaVg0qNsly9fxogRI7Bjxw6DtxcqVAgff/wxRo0ahcKFC1s4OiL7pdFosGHDBnz++ee4cuWKwTply5bF7Nmzs5wRRlYki30WUwB4AuzeIjKnJ0+eYPz48ahWrZrBhMfBwQHDhw/H9evXMWnSJCY8RBbm4OCAbt264dy5c1iwYAGKFSumV+f69evo0KED3n777WzXzSKZqdXaFh4Z21qY9JBdEkJg3bp1qFSpEqZPn460tDS9Oo0bN8aJEycwZ84cFC9eXIYoiSiDs7MzBg8ejEuXLmHYsGFwcND/+vrjjz9QtWpVfP7553jy5IkMUVK29u7NemNpC2HSQ3bn4sWLaNGiBbp3747bBt6Afn5+WLlyJf766y/UqFFDhgiJKCve3t748ccfcezYMTRs2FDv9hcvXmDKlCmoXLkyIiIiZIiQshQfL3cETHrIfqSnp2PGjBkICgpCVFSU3u1OTk4YM2YMLl26hJ49e3JGFpEVCwoKwt69e/Hrr7/Cx8dH7/bY2Fh07twZ3bp1Q1JSkgwRkh4/P7kjYNJD9uHcuXNo0KABxo0bh9TUVL3bQ0NDcfr0acycOZPjdogUQqVSoU+fPrh8+TJGjRplcGXn9evXo2rVqli7dm2W622RhTRurF1lX8YTSiY9ZNPS09MxdepU1K5dG0eOHNG7PSAgABs2bMCuXbtQuXJlGSIkovzy8PDAt99+i1OnThlctPDu3bvo0aMHunTpgsTERBkiJADZ77NoIUx6yGadOXMGb775Jj777DO8ePFCcptKpcKoUaNw4cIFdO7cmV1ZRDagatWq+PPPP7Fy5Up4e3vr3R4REYEqVapg1apVbPWRS1b7LGa+biZcp8dEuE6P9UhLS8P06dPx1VdfGZyVVbFiRSxZsgQNGjSQITqyCla4xxuZVmJiIoYOHZrlYOaOHTti/vz58LOCcSZ2KdN7MKVmTXh6e3NxQqVg0mMdTp48iQEDBhjcBd3BwQEff/wxvvjiCxQoUMDywZF1MLAaLPz9tc3uYWHyxUUmJ4TA+vXrMWzYMNy9e1fv9iJFiuD7779H79692dorM+69RZQLGo0G3333HerVq2cw4alcuTL++ecfzJgxgwmPPctYDTbzUgVxcdpyTnG2KSqVCt26dcP58+fRrVs3vdsfPHiAvn37olu3bnj48KHlAySLY9JDivfvv/+iffv2GD16tF53lqOjo27vnuDgYJkiJKuQ3WqwGWUjR1ps40OLkmlzR2tRvHhxrF27FuvXrze40OiGDRsQFBSEgwcPyhAdWRKTHlK0qKgo1KxZE9u2bdO7rVq1ajh48CCmTp3KzQgp59VghQBiY7X1bElEBBAYCDRrBvTsqf0ZGGiXrVpdunTB+fPnER4ernfbzZs30bhxY8ycORMajUaG6MgSmPSQIqWnp2PSpElo0aIF4jOt8qlSqTBu3DgcPXoUdevWlSlCsjrGrgZrBavGmgy78/QUK1YMq1atQkREhN4Mr/T0dIwdOxZt2rTh1HYbxaSHFOf27dto3rw5Jk+erDft1MfHB7t27cK0adPg6uoqU4RklYydpVOihHnjsBR77s4zwjvvvINTp06hcePGerft2rULQUFB+PPPP2WIjMyJSQ8pytatW1GzZk3sNdAF0bJlS5w6dQqhoaEyREZWz9jVYPv1s40WEHvtzssFf39/7NmzBxMnTtSbvZWQkICWLVvis88+Q3p6ukwRkqkx6SFFePHiBUaOHIkOHTrg/v37ktucnJwwY8YMbN++3eAePEQAjF8N9s4d2+j6scfuvDxwcnLCl19+icjISL01e4QQmDp1KkJCQnDr1i2ZIiRTYtJDVi8xMRHNmzfH9xlfWK8IDAzE3r178cknn8DBgf/OlIOsVoN9la10/RjbncfF+QAAzZo1w6lTp9CmTRu92/755x/UqVMHf//9twyRkSnxW4Ks2rFjx1C3bl3s379f77bOnTvjxIkTePPNN2WIjBQrLAxYujT7OrbQ9ZNTd55KBQQEaOsRAO3U9t9//x3ffvstnJ2dJbfdvXsXLVq0wIIFC2SKjkyBSQ9ZrdWrV6NRo0a4nWlcgpubGxYsWID169fDy8tLnuBI2ZKSjKun5K6f7LrzMq7Pns3tNzJxcHDAqFGjsH//fpQtW1ZyW3p6OoYMGYIPPvhAbz8/UgYmPWR11Go1xo0bh549e+L58+eS20qXLo1//vkHgwcP5rLxlHf20vWTVXeev7+2nNtuZOmNN97A8ePH0a5dO73bFi5ciNDQUCQZmzyT1eDeWybCvbdM4+HDh+jZsye2b9+ud1uTJk2wYcMGgyuqEuWKWq1doC8uzvCUbpVKmxjExNhGSwg3WM0ztVqNCRMmYNq0aXq3lS5dGr/99htq1aolQ2T5YIX/D9x7i+zOpUuX8OabbxpMeIYMGYI///yTCQ+Zhr11/Tg6Ak2bAuHh2p+2clwW4OjoiKlTp2L16tV6+/bdunULDRs2xNq1a2WKLg/sfIVuJj1kFbZv347g4GBcunRJUu7k5IQFCxZg3rx5egMLifKFXT+UCz169MC+ffsQEBAgKX/27Bl69OiBzz77zPq3r+AK3cpMeubOnYvAwEC4ubkhODgYhw8fzrJu06ZNoVKp9C6v9tP2799f7/bWrVtb4lAIwLx589CuXTskJydLyosXL449e/Zg8ODBMkVGNi8sDLhxA4iKAlat0v6MiWHCQwbVrl0bR44cQaNGjfRumzp1Krp27ao3DtFqcIVuAApMetauXYtRo0Zh0qRJOH78OGrWrIlWrVplOaAsIiIC8fHxusvZs2fh6OiIrl27Suq1bt1aUm/16tWWOBy7JoTA559/jmHDhultJ1GrVi0cPXrU4BLxRCbFrh/KBR8fH0RGRmLQoEF6t0VERKBVq1Z4+PCh5QPLibWu0K1WA9HRwPr1Fnk6xSU93333Hd5//30MGDAAVapUwYIFC+Du7o4lS5YYrO/t7Q1fX1/dZffu3XB3d9dLelxdXSX1ihQpkm0cqampSElJkVzIeOnp6XjvvfcwZcoUvdu6d++Offv2oXTp0jJERnoyPpRWr9b+tPEzQaKcuLi4YOHChZg3bx6cnJwkt/39999o3Lix3lIbsrPGFbpfHV/03nsWeUpFJT0vXrzAsWPHJHsrOTg4IDQ0FAcOHDDqMRYvXowePXqgYMGCkvLo6GiUKFECFStWxJAhQ3Dv3r1sH2fatGnw9PTUXTL381LWnj59ik6dOhlMVL/44gusXr0a7u7uMkRGeux80CMphEyJ+ZAhQ7Br1y692UZnz55FgwYNcOHCBYvEYRRrW6Yhq/FF5iYUJC4uTgAQ//zzj6R8zJgxol69ejne/9ChQwKAOHTokKR89erVYvPmzeL06dNi06ZNonLlyuKNN94Q6enpWT7W8+fPRXJysu4SGxsrAIjk5OS8HZyd+Pfff8Wbb74pAEguDg4O4qeffpI7PHrVxo1CqFRCaBu+/7uoVNrLxo1yR0ik/T/095f+j/r7W/T/8+TJk8LPz0/vc61IkSJi//79FosjW+np2r+Lofd0xvs6IEBbz1KxvPL8yS//Zub+DrWrpGfQoEGievXqOda7du2aACD+/PNPo2NLTk5m0pODmJgYUbFiRb0PBjc3N7F582a5w6NXGfhQku0DkigrVpSYK+LzLePvlflvZum/V1SU3mtmqaRHUd1bxYoVg6OjIxITEyXliYmJ8PX1zfa+T548wZo1azBw4MAcn6ds2bIoVqwYrl69mq946T+nTp1CgwYN9KakFylSBH/++Sc6dOggU2RkkLUOeiTKYGWzkQIDA7Fv3z4EBwdLyp8/f4533nkHixYtskgc2bKWZRpk3N5FUUmPi4sL6tSpg8jISF2ZRqNBZGQk6tevn+19169fj9TUVPTu3TvH57l9+zbu3bsHP6UvQW8loqOj0aRJE8Rn+kcPCAjAvn370LBhQ5kioyxZ46BHoldZYWJerFgxREZGom3btpJyjUaDQYMGYfLkyXozVS3OGpZpkPG7VVFJDwCMGjUKixYtwrJly3DhwgUMGTIET548wYABAwAAffv2xfjx4/Xut3jxYnTq1AlFixaVlD9+/BhjxozBwYMHcePGDURGRqJjx44oV64cWrVqZZFjsmU7d+5EmzZt9Ga3VatWDf/88w+qVKnC2UHWyNoGPZLymfp9bqWJecGCBfHbb7/pvpNeNWnSJIwdO1b+xEfuZRoaN9a2Lsmxf6JZO8/MZM6cOaJ06dLCxcVF1KtXTxw8eFB3W0hIiOjXr5+k/sWLFwUAsWvXLr3Hevr0qWjZsqUoXry4cHZ2Fq+99pp4//33RUJCQq5i4pgefVu3bhUuLi56fdyNGzcW9+/f11aygkGIZEBqqhCOjlmP6QG0t6emyh0pKYE53ucGxoUYvERFmeoockWj0YjPPvtM7/MPgBgxYoTQaDSyxGU1Mo0v4kBmhWHSI7Vp0ybh7Oys92Z/5513xNOnT7WVrGgQImVi5V8opCDmep9b02ykbPz4449CpVLpfRYOGTJEqNVqWWOT3SvJMAcyk2KtX78eXbt2RVpamqS8V69eWLdunXbTPisbhEiZWGnXASmMOd/nCtk0dtiwYVi2bBkcHKRft/Pnz8fgwYOtf78uc3p1fNHPP1vkKZn0kEmtX78e4eHhSE9Pl5T3798fy5Yt+2/1UischEiv4JgeMgVzv8+tZTZSDvr06YMVK1bAMVMC9vPPP2PQoEH2nfhkjC/KtEuCuTjlXIXIOBs3bkR4eDjUmc7a3n//fSxYsEB6psOWBOuWMdAwLs7wWbpKpb2de6NRdizxPg8LAzp21CZO8fHaRLxxY9lbeDILDw+Hs7Oz3knh4sWL4eDgoP8ZSWbBpIdMYtOmTejRo4dewjN06FDMmTNH/83MlgTrltF10KWLNsF5NfGxoq4DsnKWep9ntBZYuS5dusDZ2Vmv+3/RokVwcHDAvHnzmPiYGf+6lG+bN29Gt27d9Lq0hg4dih9//NHwmzinKYsqFRAQwJYEOSmk64CsGN/nejp27IgNGzbA2dlZUr5w4UIMHz5c/unsNo5JD+XLn3/+ia5du+olPB988AF+/PFHqLL6sFPIIES7X0PIGhYyI+VSyvvcwjp06IB169bp7dA+f/58jB07Vqao7IRZ54bZEXucsn7kyBFRqFAhvamYgwYNMn4qpqH1OwICrGO6OtcQIjINa36fy2jjxo3C0dFR7zN01qxZcodmcZb6DlUJwbY0U0hJSYGnpyeSk5Ph4eEhdzhmd/nyZTRs2BB3796VlA8cOBA//fRT7vql1WrrG4QYEaEdz5L57ZFxdsruHaLcscb3uRXYsGGDwfGQy5YtQ9++fWWKyvIs9R3KpMdE7CnpuXPnDho0aICbN29Kyrt164ZVq1bpTctUHLUaCAzMeqptxsylmBh+aBNRvi1btgz9+/eXlDk6OmLz5s1o166dPEFZmKW+Qzmmh3Ll4cOHaN26tV7C06JFC/z666/KT3gAriFERBbVr18/zJw5U1KmVqvRtWtX/PPPPzJFZZuY9JDRnj17hvbt2+PMmTOS8jp16mDTpk1wdXU1/sGseYAw1xAiIgsbM2YMRo8eLSl79uwZ3n77bZw7d06mqGwPkx4ySnp6Onr06IF9+/ZJysuXL49t27ahcOHCxj9YRIS2+6hZM6BnT+3PwEBtuTXgGkJEJIOZM2eiT58+krIHDx6gVatWuHXrlkxR2RYmPZQjIQQGDx6MLVu2SMr9/Pywc+dOlChRwvgHyxggnLn7KC5OW24NiQ/XFiEiGTg4OGDx4sVo27atpDwuLg4tW7bUmzhCucekh3L0+eefY8mSJZIyT09P7NixA2XKlDH+gZSyySjXFiEimTg7O2P9+vWoX7++pPzSpUto164dnj59KlNktoFJD2Vr+fLlmDp1qqTMzc0NW7duRY0aNXL3YEoaIMzViIlIJu7u7vj9999RpUoVSfnhw4fx7rvvctXmfGDSQ1k6dOgQ3n//fUmZo6Mj1q5di8Z56dpR2gBhrkZMRDLx9vbGzp07ERAQIClfu3YtpkyZIlNUyscNR8mg27dvo1OnTkhNTZWUz5s3Dx06dMjbgypxgLBCNjIkItvj7++PnTt3on79+khOTtaVT5gwAVWrVsU777wjY3TKxJYe0vP06VN06tQJCQkJkvIPP/wQgwYNyvsDc4AwEVGuVK5cGWvWrNFb5b5Pnz44ffq0TFEpF5MekhBCYODAgTh27JikPDQ0FN99913+HpwDhImIcq1169aYNWuWpOzJkyfo0KEDkpKSZIpKmZj0kMTUqVOxZs0aSVm5cuWwdu1avR2B84QDhImIcu1///uf3lYVN2/eRJcuXfDixQt5glIg7r1lIraw99Zvv/2m10fs4eGBQ4cOoVKlSqZ9Mm4+SESUK6mpqWjevLne1hTvvfcefvrpJ6iyGjqgANxwVGGUnvScPn0aDRo0wJMnT3RlDg4O+P3339GmTRsZIyMiogyJiYl44403EBsbKyn//vvv8dFHH8kUVf5xw1GymPv376NDhw6ShAcAZs2axYSHiMiK+Pj4YMuWLXB3d5eU/+9//0NkZKRMUSkHkx47J4RA//799XZN79+/P/73v//JFBUREWUlKCgIv/76q6RMo9GgV69eerNuSYpJj52bPXs2tm7dKilr0KABFixYoOj+YSIiW9a5c2d88cUXkrLExET06tULarm38rFiTHrs2OHDhzF27FhJWYkSJbBhwwa4urrKFBURERljwoQJaNeunaRsz549elsH0X+Y9Niphw8fonv37khLS9OVqVQqrFixAn7WtCIyEREZ5ODggGXLlsHf319S/sUXX+Cvv/6SKSrrxqTHDmUsQHjjxg1J+fjx4/HWW2/JExQREeVa0aJFsXr1aji+suSHRqNBeHg4/v33Xxkjs05MeuzQ3LlzERERISlr3LgxvvzyS5kiIiKivGrUqBG++uorSVl8fDz69OkDjUYjU1TWiUmPnTl+/DhGjx4tKStatChWrVplmhWXiYjI4saOHYuWLVtKynbu3ImZM2fKFJF1YtJjR1JSUtCtWze9Jct//fVXvT5hIiJSDgcHByxfvlxvTObnn3+Offv2yRSV9WHSYyeEEBg8eDCuXbsmKR8zZgzatm0rU1RERGQqJUqUwKpVqyQ7sqvVaoSHh+P+/fsyRmY9mPTYiXXr1ultJPrmm29iypQpMkVERESm1rRpU0yaNElSdvv2bUVvUWFK3HvLRKxu761XNvS87+qKiu+9h7sPHuhuLlKkCE6cOIHXXntNxiCJiMjU1Go1WrZsiT179kjKIyIi9DaVthbce4vyLiICCAwEmjUDevaEd+fOOP7gAV79V58/fz4THiIiG+To6Ijly5fDy8tLUv7BBx/g7t278gRlJZj02JqICKBLF+D2bUlxKQAbALwDoGvXrujevbsc0RERkQWULFkSP/zwg6QsKSkJw4cPlyki68DuLROxiu4ttVrbwpMp4cmgAXDHwQGucXEo7utr0dCIiMiyhBDo1KkTtmzZIilft24dunbtKlNUhrF7i3Jv794sEx5A+2L7azQofvGi5WIiIiJZqFQqLFy4EN7e3pLyoUOHIikpSaao5MWkx5bEx5u2HhERKZqvry9+/PFHSdndu3cxdOhQ2GNHD5MeW2LsRqHcUJSIyG706NEDYWFhkrKNGzdi3bp1MkUkH47pMRFrGdMjAgMhbt82nM2qVIC/PxATA7yyOR0REdm2pKQkVK1aVTJ7y9vbG+fOnYOvFYzx5Jgeyj1HR/z1cg0GvS3mVCrtz9mzmfAQEQHayR/R0cDq1dqfarXcEZlNiRIlMHfuXEnZ/fv37W7RQiY9NuThw4fovnYtugCIy3yjvz+wYQOQqYmTiMguZVrPDM2aaa9HRMgdmdl069ZNb9bW+vXrsXv3bsN3sMGkkEmPDZk0aRKSkpKwCUAggKYAjowaBURFabu0mPAQEWW5nhni4rTlNpz4zJ07V2821/Dhw5GamiqtaKNJIZMeG3Hq1CnJCH0NgMJvv403vv0WaNqUXVpERIC2tWLECMDQcNaMspEjbaJVw5DixYtj+vTpkrLLly/j//7v//4rsOGkkAOZTUTOgcwajQZNmjTB/v37dWWurq44f/48ypYta9FYiIisWnS0ttUiJ1FR2hNGG6TRaFC/fn0cPnxYV+bu7o4LFy6gdKlS2S5ya64JMRzInI25c+ciMDAQbm5uCA4OlrxwmS1duhQqlUpycXNzk9QRQmDixInw8/NDgQIFEBoaiitXrpj7MExm+fLlkoQHAMaPH8+Eh4goM65nBgcHB8ydOxeqjAkuAJ4+fYpRo0bluMgthABiY7X1FEhxSc/atWsxatQoTJo0CcePH0fNmjXRqlWrbFeX9PDwQHx8vO5y8+ZNye0zZ87EDz/8gAULFuDQoUMoWLAgWrVqhefPn5v7cPLt4cOHGDNmjKSsbNmy+OSTT2SKiIjIinE9MwBA3bp1MXjwYEnZxo0bcWrHDuMeQKlJoVCYevXqiWHDhumuq9VqUbJkSTFt2jSD9X/55Rfh6emZ5eNpNBrh6+srZs2apSt7+PChcHV1FatXrzY6ruTkZAFAJCcnG30fUxg+fLgAILn8/vvvFo2BiEgx0tOF8PcXQqUSQttuIb2oVEIEBGjr2bh79+6JokWLSr4/epUqZfjvkvkSFaX9G0VFCbFq1X/X88hS36GKaul58eIFjh07htDQUF2Zg4MDQkNDceDAgSzv9/jxY7z22msICAhAx44dce7cOd1tMTExSEhIkDymp6cngoODs33M1NRUpKSkSC6WduLECcybN09S1qFDB7Rr187isRCRDGxwSrHZOToC33+v/f2V7h3JdTtZz8zb2xszZsyQlK2Oi0OKh4f+3yaDSgUEBAD//qvI2V2KSnru3r0LtVoNHx8fSbmPjw8SEhIM3qdixYpYsmQJNm/ejBUrVkCj0aBBgwa4/bLPMuN+uXlMAJg2bRo8PT11l4CAgPwcWq5pNBoMGzYMGs1/yxC6ubnh+4w3MxHZNluZUixH4hYWpl23rFQpabkdrmc2YMAABAcH665rAAx+/hwCyDop7NED6N5dkbO7FJX05EX9+vXRt29fBAUFISQkBBEREShevDgWLlyYr8cdP348kpOTdZfY2FgTRWyctWvX6rVEffbZZwgMDLRoHEQkA1uZUixn4hYWBty4oZ2ltWqV3a5n5uDggHnz5kkGNa958QKzGzY0nBSuW6dNUBU65V9RSU+xYsXg6OiIxMRESXliYqLRe4c4OzujVq1auHr1KgDo7pfbx3R1dYWHh4fkYikvXrzA559/LikrV64cPv74Y4vFQEQysZV1ZqwhcXN01E5LDw+36/XMateujSFDhkjKRu3bhxObNuknhcWKKXp2l6KSHhcXF9SpUweRkZG6Mo1Gg8jISNSvX9+ox1Cr1Thz5gz8Xo7ML1OmDHx9fSWPmZKSgkOHDhn9mJb2008/4fr165KymTNn6k3FJyIbZAtTim0lcbMhkydP1jt5H/fZZ/pJocKn/Csq6QGAUaNGYdGiRVi2bBkuXLiAIUOG4MmTJxgwYAAAoG/fvhg/fryu/uTJk7Fr1y5cv34dx48fR+/evXHz5k289957AACVSoWRI0fi66+/xpYtW3DmzBn07dsXJUuWRKdOneQ4xGw9evQIX331laSsfv36VhkrEZmBwr90ANhG4mZjihYtinHjxknKdu3aJWkQAKD4Kf9OcgeQW927d8e///6LiRMnIiEhAUFBQdixY4duIPKtW7fg4PBfLvfgwQO8//77SEhIQJEiRVCnTh38888/qFKliq7OJ598gidPnmDQoEF4+PAhGjVqhB07dlhly8l3332ntybRjBkzJP2xRGTDFP6lA8A2EjcbNGLECMyZMwfxr/zdx40bh8OHD//3HdO4sXZsT1yc4Za6jBWbGze2UNS5w20oTMQSS2gnJSXh9ddfx+PHj3Vlb7/9NrZu3WqW5yMiK6RWawf75vSlY+JtAnJFrda20sTHa5Ovxo2lsXArCKv1008/6S1auG7dOunu7BnjsQDp/2BGYpSHGXDchoL0fP3115KER6VSYerUqTJGREQWZ+3rzBgzIyujtSCntWCstLXAlr377ruoUKGCpOzTTz9FWlrafwUKnvLPpEchrl+/jgULFkjK+vbti+rVq8sUERHJxlq/dIydkWXtiZsdc3Jy0juZvnr1KhYvXiytqNAp/+zeMhFzN8316tULq1at0l13dXXF5cuXUbp0aZM/FxEpRE7dSJaOJbe7c0dEaGdxvXqfgABtwmPlX562TAiBN998U7KZt6+vL65evYqCBQua5Tkt1b3FpMdEzPmCnThxArVr15aUjRo1Ct9++61Jn8cuWdOXBpGS5XWcDt+DVik6OhrNMr2eX3/9NT777DOzPB/H9JDOl19+Kbnu4eGBTz/9VKZobIitLONPJJdXt5DIPLU5K5GR0vV3uECgVWratCnatGkjKZs1a5Ys+0yaEpMeK3f27Fls3rxZUjZ27FgULVpUpohshDWsBkukZJlPGr7+2rj7ff01Ty4UYtq0aZLlUJKTkzF//nwZI8o/dm+ZiLma5nr37o2VK1fqrhcpUgQ3b95E4cKFTfYcdicvYw+I6D8ZJw15/frIx9RmsqzOnTsj4pUEtUSJErhx4wYKFChg0udh9xbh+vXrWLNmjaTso48+YsKTX1wNlijvsttCwljcakIxXt3hANCuF/fLL7/IFE3+MemxYrNmzYL6lQ+EggUL4sMPP5QxIhvB1WCJ8i6nkwZj8eRCEerWrYuWLVtKymbOnCldt0dBmPRYqfj4eCxZskRSNnjwYI7lMQVbWMafSC7GngwYux8gTy6sXubWnps3b2L16tUyRZM/THqs1HfffYcXL17orru4uGDUqFEyRmRDuBqs9Xp1NlB0NLs+rJGxJwMhIaZ9PJJNSEgI6tevLymbPn06NBqNTBHlHZMeK3T//n291Zf79++PUplXX6W84Wqw1olLCCiDsScNQ4fy5MJGqFQqvWVSLly4oDezWAmY9FihH3/8UbLHloODAz755BMZI7JB1rqMv73iEgLKYexJg4sLTy5sSLt27fS2PZo6dSqUNgGcSY+Vefz4Mb7P+KB4qXv37nj99ddlisiGKXTvGJuT3WwgzvKxTsaeNPDkwmaoVCq9sT1Hjx7Fn3/+KVNEecN1ekzEVGsM/PDDDxgxYoSk7NSpU6hRo0Z+QySyTnndvoDk9+oWEiVKaMuSkvS3k+BWEzYhPT0dlSpVwrVr13RlLVq0MEniw3V67JAQAnPnzpWUvf3220x4rB0H3+YPlxBQrowtJFxdgf79gdBQw+OxuNWETXByctIbahEZGYmLFy/KFFHuMemxIpGRkbh8+bKkjDO2rBwH3+YflxBQNo7Hsit9+/bVWzpFSVtTMOmxIplbeapUqYKmbM63XvywNw0uIaBcHI9ld9zc3DBw4EBJ2dKlSyWTb6wZkx4rERsbiy1btkjKhg4dKtnsjawIP+xNh0sIKBe3dLFLH3zwgeS7KSUlBatWrZIxIuMx6bESCxculCz0VKhQIfTp00fGiChb/LA3Lc7yUSaOx7JLZcqUQbt27SRlc+fOVcT0dSY9ViA1NRWLFi2SlPXp08esI9jtgjkHGPPD3vS4hIDycDyW3Ro6dKjk+unTp7F//36ZojEekx4rsHHjRiQlJUnKhg0bJlM0NsLcA4z5YW8enOWjLByPZbdatWqlt35c5nGp1ohJjxWYN2+e5HpISAiqVq0qUzQ2wBIDjPlhT8TxWHbMwcEBQ4YMkZRt3LgRCQkJMkVkHCY9Mjt16pRek2DmZkPKBUsNMOaHPZEWx2PZrQEDBsDNzU13PS0tDT///LOMEeWMSY/MMrfy+Pn54Z133pEpGhtgyQHG/LAn0uJ4LLvk7e2Nnj17SsoWLlyI9PR0mSLKmZPcAdizZ8+eYfXq1ZKyQYMGwdnZWaaIbIClBxiHhQEdO3KJfaKM8VhkV4YNG4YlS5bort++fRuRkZFo1aqVjFFljS09Mtq6dSsePXqku65SqfDee+/JGJENkGOAMQffEpGdql27NurWrSspW7FihUzR5IxJj4wy/2M0b94c/v7+MkVjIzjAmIjIojKvKRcREWG1KzQz6ZHJv//+i+3bt0vKevfuLVM0NoQDjImyxs1xyQy6d+8Ox1c+U58+fYrffvtNvoCywaRHJuvWrZMM9ipQoADCOOjPNDjAmEgfN8clM/Hx8UHLli0lZdbaxcWkRyaZ/yE6duzIFZhNibNJiP7DzXHJzDJ3ce3evdsq1+xh0iODK1eu4ODBg5Iydm2ZAQcYE3FzXLKIjh07olChQrrrGo1Gb3ayNWDSI4OVK1dKrhcvXlyvaZCIyCS4OS5ZgLu7u94QDWvs4mLSY2FCCL1/hB49enBtHiIyD3vYHJcDtK1C5h6L48eP4/z58zJFYxiTHgs7dOgQrl27Jilj1xYRmY2xa1KVKGHeOMyFA7StRvPmzeGX6f8tc8+G3Jj0WFjmf4AKFSrgjTfekCkaIrJ5Oa1dlaF/f+UlChygbVUcHR31tqVYuXIlhKHxZDJh0mNBQgi9tQt69eoFVU4fRkREeZXd2lWvUlqiwAHaVilzz8XNmzdx6tQpmaLRx6THgk6ePInbmc5IunTpIlM0RGQ3MtauKlky6zpKSxQ4QNsq1axZE2XLlpWUbd68WaZo9DHpsaDML/zrr7+OypUryxQNEdmVsDBg2bLs6ygpUbCHAdoKpFKp0KFDB0nZli1bZIpGH5MeC8r8wnfs2JFdW0RkOUlJxtVTQqIgx+bCZJSOHTtKrh8/flyvl0MuTHosJDY2FidOnJCUZc6GiYjMypYShfxuLsxp7mbTsGFDFClSRFJmLa09THosJPML7u3tjYYNG8oUDRHZpfwmCtYkP5sLc5q7WTk7O6Nt27aSMiY9dibzC96uXTs4OTnJFA0R2aX8JArWKC+bC3Oau0Vk7uLas2cPUlJSZIrmPyphTRPoFSwlJQWenp5ITk7W2zg0JSUFxYoVQ1pamq5s/fr1nLlFyqRWawe6xsdru0EaN1bOlyRpRURop3u/+sUfEKBNeJS4Ka+x/5NqtbZFJ6vxJSqVNmGKieH/dD4Z+t5bt24dunbtmmX9rL5DTYktPRawY8cOyQvv4uKCVq1ayRgRUR6xW8A2hIUBN24AUVHAqlXanzExykx4AOM3F+Y0d4vx8PBAs2bNJGXW0MXFpMcCMr/QzZs3R+HChWWKhiiP2C1gW4xNFGwJp7lbVOYurj/++EPSACAHJj1mplarsW3bNkkZZ22R4nD1W7IFtjR7TQHat28vuf7gwQMcOHBApmi0FJn0zJ07F4GBgXBzc0NwcDAOHz6cZd1FixahcePGKFKkCIoUKYLQ0FC9+v3794dKpZJcWrdubZJYT506hQcPHkjK3n77bZM8NpHFsFuAbIEtzV5TgICAAAQFBUnK9uzZI08wLyku6Vm7di1GjRqFSZMm4fjx46hZsyZatWqFpCwW3YqOjkZ4eDiioqJw4MABBAQEoGXLloiLi5PUa926NeLj43WX1atXmyTeqKgoyfXy5csjICDAJI9NZDHsFiBbYGuz1xSgefPmkuuZvxMtTXFJz3fffYf3338fAwYMQJUqVbBgwQK4u7tjyZIlBuuvXLkSQ4cORVBQECpVqoSff/4ZGo0GkZGRknqurq7w9fXVXTIvrJRX0dHRkuuZB3YRKQK7BchW5GWaO+VZ5u+8gwcP4tmzZzJFo7Ck58WLFzh27BhCQ0N1ZQ4ODggNDTW6n/Dp06dIS0uDt7e3pDw6OholSpRAxYoVMWTIENy7dy/bx0lNTUVKSorkkll6ejr+/vtvSRmTHlIkdguQLbG12WtWrHHjxnBw+C/VePHihazjehSV9Ny9exdqtRo+Pj6Sch8fHyQkJBj1GGPHjkXJkiUliVPr1q3x66+/IjIyEjNmzMBff/2FNm3aQJ3NoMxp06bB09NTdzHUZXXixAm9ZCgkJMSoOImsCrsFyNbY4+w1GXh6eqJ27dqSMjm7uBSV9OTX9OnTsWbNGmzatAlubm668h49eqBDhw6oXr06OnXqhN9//x1HjhzR65p61fjx45GcnKy7xMbG6tXJ/MJWqlQJfmz+J6VitwDlFve3Iuj3cDDpMVKxYsXg6OiIxMRESXliYiJ8fX2zve8333yD6dOnY9euXahRo0a2dcuWLYtixYrh6tWrWdZxdXWFh4eH5JIZx/OQzWG3ABmLC1nSS5m/+w4fPownT57IEouikh4XFxfUqVNHMgg5Y1By/fr1s7zfzJkz8dVXX2HHjh2oW7dujs9z+/Zt3Lt3L1+tMmlpadibafoukx6yCewWoJxwIUt6RaNGjeD4yudEWloa/vnnH1liUVTSAwCjRo3CokWLsGzZMly4cAFDhgzBkydPMGDAAABA3759MX78eF39GTNmYMKECViyZAkCAwORkJCAhIQEPH78GADw+PFjjBkzBgcPHsSNGzcQGRmJjh07oly5cvnaKuLYsWO658jA8TxEZPO4kCVlUrhwYb0GB7m6uBSX9HTv3h3ffPMNJk6ciKCgIJw8eRI7duzQDW6+desW4l9ZK2T+/Pl48eIFunTpAj8/P93lm2++AQA4Ojri9OnT6NChAypUqICBAweiTp062Lt3L1xdXfMcZ+YXtGrVqihRokSeH4+ISBG4kCUZYC3jepxkedZ8Gj58OIYPH27wtszjaG7cuJHtYxUoUAA7d+40UWT/4VR1IrJLXMiSDGjWrBmmT5+uu37kyBE8efIEBQsWtGgcimvpUQIhBI4cOSIpa9KkiUzREBFZEBeyJAMaNmwoWa9HrVbj1KlTFo+DSY8Z3Lx5U29xwzfeeEOmaIiILIgLWZIBBQsWRJUqVSRlR48etXgcTHrM4NixY5Lr3t7eeO2112SKhojIgriQJWWhTp06kuuZvystgUmPGWTOXuvUqQNVVmc9RES2hgtZkgGZZ3DJ0dKjyIHM1i5z9mrM2kBERDYlLAzo2FE7Sys+XjuGp3FjtvDYscwtPRcvXsTjx49RqFAhi8XApMfEhBAGW3qIiOxOxkKWZJ3UaosmpTVr1oSjo6NuX0uNRoOTJ0+iUaNGZnvOzNi9ZWI3b97EgwcPJGVs6SEiIqsiwzYh7u7uqFa5MkIA9AAQAuB4ppnO5saWHhM7ceKE5HrRokVRunRpmaIhIiLKJGObkMyrZmdsE2KucVcREdhz/Tq8Xym69/nnwGuvAaGhpn8+A9jSY2InT56UXK9bty4HMRMRkXWQa5uQl4lWkadPJcVFnj7VJlpbtpj2+bLApMfEMrf0cDwPERFZDTm2CXkl0crcBOAAQADAuHGme75sMOkxscwrTHI8DxERWQ05tgnJIdFSCaHtWrMAJj0m9vDhQ8n1oKAgWeIgIiLSI8c2IVa0zxoHMpuRq6ureVditvB0QyIiUriMbULi4gyP61GptLebcpsQK9pnjS09ZlS+fHnJBmsmJcN0QyIiUjg5tgnJYT82DaC/ereZMOkxo4oVK5rngTOmG2buI82YbsjEh4iIsmLpbUKySbQ0Gb9Mn27a58wCkx4zqlChgukfVK7phkTmplYD0dHA6tXan/wfJjKfsDDgxg0gKgpYtUr7MybGfPuiZZFo3QbQ3cEBaW3amOd5M+GYHjMyS0tPbqYbcvl3UoqICG0y/+r/tr+/9uyQm1MS5SwvYzwtvU3Iy/3YUv74A4M7dkQ8gL3Qbkfx6a1bFgmBLT1mZJaWHjmmGxKZE7trifJHSWM8HR3h0aED/ixWDH/hv+6tK1euWOTpmfSYkVlaeuSYbkhkLuyuJcofhZ40ZP5+vHr1qkWel0mPmRQtWhTe3t45V8ytHEbBQ6UCAgJMO92QyFzkWB2WyFYo+KQhc08IW3oUzmwzt+SYbkhkLuyuJco7BZ80sKXHxphlPE8GS083JDIXdtcS5Z2CTxrkaunh7C0zKV++vHmf4OUoeK7ITIomx+qwSseV2CmDgk8aMn9HJiYmWuR5mfSYSSlLrC5p6emGcuGHvO3K6K7t0kWb4Lya+LC7Vh+n9tOrFHzSYJHvSAPYvWUmJUuWlDsE26CkqZiUN+yuNY5CZ+mQGSl4jKeXlxfc3Nws/rwqIQylh5RbKSkp8PT01F0/c+YMqlWrJmNENiDjQz7zv2jGm5lfiLaFLXpZU6u1yX5Wg1YzzuhjYvg3s0eGWgADArQJjxV/RpYtWxYxMTGSsuTkZHh4eJjtOZn0mEjmpOfevXvmmbJuL/ghT/Sf6GhtK2dOoqLso8ub9CnwpKFRo0bYv3+/pMzcSQ/H9JiBq6srihQpIncYysbtNoj+o+BZOmQhChzj6SfDAGuO6TEDPz8/qLJaPJCMww95ov8oeJYOUVbkGPvKpMcMOIjZBPghT/QfrsRONogtPTaCSY8J8EOe6D8KnqVDlBW29NgIObJXm8MPeSIpTu0nG8OWHhvBlh4T4Yc8kVRYGHDjhnaW1qpV2p8xMXwvkCLJ8V3J2VtmwJYeE+J2G0RSCpylQ2SIHN+VTHrMwMvLS+4QbAs/5ImIbM6ra9tZCru3zKBw4cJyh0BERGTVHB0d4e7ubtHnZNJjBoUKFZI7BCIiIqtn6UYCdm+ZAVt6yOYpcMl7IrI+hQoVQmJiosWej0mPGTDpIZtmaHNDf3/tEgOcRUREuWDp70t2b5kBkx6yWRER2p3vM++LFhenLY+IkCcuIlIkJj02oGDBgnKHQGR6arW2hUcI/dsyykaO1NYjIjICkx6Fc3Nzg5MTew3JBu3dq9/C8yoh/tv5nojICEx6FI4zt8hmGbujvbH1iMjucfaWwnE8Tz5wRpB1M3b1VK5ITkRGsnRDAVt6TIzjefIoIgIIDASaNQN69tT+DAzkwFhr0rixdpZW5g1gM6hU3PmeiHKF3VsK5+rqKncIysMZQcrg6Kidlg7oJz4Z17nzPRHlgpubm0Wfj0mPiTnyAz93OCNIWcLCtDvcc+d7IjIBS39nKjLpmTt3LgIDA+Hm5obg4GAcPnw42/rr169HpUqV4ObmhurVq2Pbtm2S24UQmDhxIvz8/FCgQAGEhobiypUreYrNwUGRf1L5cEaQ8oSFATduAFFRwKpV2p8xMUx4lEStBqKjgdWrtT95UkEysfR3Zq6eLTY21lxxGG3t2rUYNWoUJk2ahOPHj6NmzZpo1aoVkpKSDNb/559/EB4ejoEDB+LEiRPo1KkTOnXqhLNnz+rqzJw5Ez/88AMWLFiAQ4cOoWDBgmjVqhWeP3+e6/iY9OQSZwQpk6Mj0LQpEB6u/ckWTuXg+DmyIhb/zhS54O7uLiZMmCCePHmSm7uZVL169cSwYcN019VqtShZsqSYNm2awfrdunUT7dq1k5QFBweLwYMHCyGE0Gg0wtfXV8yaNUt3+8OHD4Wrq6tYvXq10XElJycLAKJx48a5ORyKihJC256T/SUqSu5IiZRv40YhVCr995dKpb1s3Ch3hGRnvvvuOwFAd0lOTjbr8+Uqxdq9ezd27tyJ8uXLY+nSpWZIwbL34sULHDt2DKGhoboyBwcHhIaG4sCBAwbvc+DAAUl9AGjVqpWufkxMDBISEiR1PD09ERwcnOVjAkBqaipSUlIkFwBQZTWzhQzjjCAiy+D4ObJCVt291aBBAxw6dAjTpk3DhAkTUKdOHey14FiLu3fvQq1Ww8fHR1Lu4+ODhIQEg/dJSEjItn7Gz9w8JgBMmzYNnp6euktAQECuj4fAGUFElsLxc2SFhKEk3IzylGL17dsXly5dQrt27dCmTRt06dIFMTExpo7Nqo0fPx7Jycm6S8Z4JzXPknKPM4KIzI/j58gKaTQaiz5fvlZkbtmyJVJSUjBnzhz88ccf+PDDDzFx4kSzrbBYrFgxODo6IjExUVKemJgIX19fg/fx9fXNtn7Gz8TERPi9spJsYmIigoKCsozF1dXV4Jo8ln4BbUZYGNCxI1dkJuun1JXDuaI2WSFLf2fmqqVnwYIFGDhwIGrUqAFPT0+0aNECe/fuxQcffIDvv/8eR48eRZUqVXD06FGzBOvi4oI6deogMjJSV6bRaBAZGYn69esbvE/9+vUl9QHt2KSM+mXKlIGvr6+kTkpKCg4dOpTlY2aHSU8+cEYQWTslz3zi+DmyQhbvHcnNqGd/f3/RuXNnMWvWLLF3717x9OlTvTpTpkwRVatWNdVAaz1r1qwRrq6uYunSpeL8+fNi0KBBwsvLSyQkJAghhOjTp48YN26crv7+/fuFk5OT+Oabb8SFCxfEpEmThLOzszhz5oyuzvTp04WXl5fYvHmzOH36tOjYsaMoU6aMePbsmdFxZczeqlu3rukOloishy3MfMo4hszHoaRjIJsydepUi87eylXSY4yEhATh4OBg6oeVmDNnjihdurRwcXER9erVEwcPHtTdFhISIvr16yepv27dOlGhQgXh4uIiqlatKv744w/J7RqNRkyYMEH4+PgIV1dX0aJFC3Hp0qVcxZSR9NSqVSvPx0VEVio9XQh//6yXVFCphAgI0Nazdhs36h9LQAATHpLF5MmTLZr0qIQw7dBpIQT+/vtvhISEmPJhrV5KSgo8PT1Rvnx5XL58We5wiMiUoqO1XVk5iYrSds1aO6WOSyKbM3bsWMycOVN3PTk5GR4eHmZ7vnwNZDZEpVLZXcLzqsePH8sdAhGZmq3NfMoYP0cks0ePHln0+bhngok9efJE7hCIyNQ484nILJj0KNyjR48svtgSEZkZZz4RmYWle0eY9JiYEALPnj2TOwwiMiWuHE5kFmzpsQEc10Nkg7hyOJHJWTrpMflAZtK+iCVKlJA7DCIyNa4cTmRSTHpsgKVfRCKyIM58IjIZJj02gEmPHeK6J/nHvyGRaSjovWTp4SBMesyAY3rsTEQEMGIEcPv2f2X+/tqBrxznYRz+DYlMQ0HvJSEEBzLbgpSUFLlDIEuJiAC6dJF+wABAXJy2XAkbUcotq7/h7dtA587A//6nXRHZ0hsTEimNwj6Pnj9/bvENR5n0mEFSUpLcIZAlqNXaMypD6zJllI0cyS/r7GT3N8wwe7aydjMnkoMCP48SExMt/pxMeswgXilL0VP+7N2rf0b1KiGA2FhtPTIsp7/hq6z0bJXIKijw80iO70omPWZw584duUMgS7C1/ZjkkJu/jZWerRJZBQV+HsnxXcmkxwyY9NgJ7seUf7n921jh2SqRVVDg5xFbemwEu7fsBPdjyr+c/oZZyXiPqdXaQc6rV3OwM9k3BX4esaXHRrClx05wP6b8y+5vmB0/P+3YnsBA7SDnnj052JnsmwI/j9jSYyPu37+P1NRUucMgSzB2Pya2SGQtq7+hIRlnq//+q6ipuUQWobD94eRoIFAJkd1cUTJWSkoKPD09dddjYmIQGBgoX0BketmtcprdbQpaLExWGX/DzZu1Z6QqlXT6bcbZ6rp12rV7spqpolJp/74xMVZ1VktkMQpZkblGjRo4c+aMpCw5ORkeHh5me04mPSaSOenZv38/GjRoIGNEZFJ5TVwyFgvL/DbL+AK3wrMvq2Do7x0QoE2GvL21XVk5iYriHllEVqxYsWK4d++epMzcSQ+7t8yEg5ltSF5XOVXgYmFWIywMuHFDm7isWqX9GROjLVfg1Fwiu5epiz/16VO9hMcSuPeWmcTFxckdAplCTomLSqVNXDp21G8+zs1iYWyR0JfVbuYKnJpLZNcMtNw6+vnhHQCbLBwKW3rM5MaNG3KHQKaQn1VO2SJhHgqcmktkt7JoKXeMj8cGAO+8vF6gQAGLhMOkx0wuX74sdwhkCvlJXNgiYR4KnJpLZJeyaSnPeOfOhjYRef311y0SEpMeM7l06ZLcIZAp5CdxYYuE+Shsai6RXcqhpdwBQGkAjQGUK1fOIiEx6TGTmJgYvHjxQu4wKL/yk7iwRcK8shvsTETyM7Kl3A9A+fLlzRvLS0x6zEStVuP69etyh0H5ld/EhS0S5pUx2Dk8XPuTCSSR9TCypTwebOmxCRzXYyPym7iwRYKI7FEOLeUaALcA7IXlkh5OWTcjjuuxIWFh2mnpeV3lNKvp10REtiqjpbxLF70V1jUvf458+bulBjIz6TEjtvTYGCYuRES5k9FSnmmdntvQJjybABQvXhxFihSxSDjs3jIjtvQQEZHdy9TFv/aDD1AG/y1MWLFiRYuFwpYeM2JLDxERESQt5ZFRUbruLQCoUKGCxcJgS48ZJSYmIjk5We4wiIiIrEbmXhAmPQrm4CD9k549e1amSIiIyKQybZrJzYJzTwiBc+fOScos2b3FpMfEMr94x44dkykSIiIymYgIIDAQaNYM6NlT+zMwUFtORrt586be7uo1a9a02PMz6TGxWrVqSa4fPXpUpkiIiMgkstg0E3Fx2nImPkbL/J3o7e2NwMBAiz0/kx4Ty5z06Fp62CxKRKQ82WyaqSsbOZKf6UbK3PtRt25dqLLa5scMmPSYWOak5+LFi3i2ciWbRYmIlCiHTTMhBBAbq61HOcrc0lOnTh2LPj+nrJtYtWrV4OjoCPXLrL+jRgO33r31K2Y0i3L/JcpMrc77ys9E9spc7xsjN800up4dE0IYbOmxJLb0mFiBAgVQtWpVANo/7vdZVWSzKBnCwZJEuWfO942Rm2YaXc+OxcTE4MGDB5IyS7f0MOkxg4zMtTGAAABZ9layWZRexcGSRLln7vdNDptmQqUCAgK09ShbmVt5ihUrhtKlS1s0BiY9ZpCRuRqd97NZlDhYkij3LPG+ydg0E9BPfDKuz57NLmgjGBrPY8lBzACTHrPIaOkxOpVhsyhxsCRR7lnqfZOxaWapUtJyf3+Oy8yFzEmPpcfzABzIbBY1atSAk5MT9qanIxZAKWSRXapU2jcNm0WJgyWJcs+S75uwMKBjR04yyI1XBpcLX1+ckHnmFsCkxyzc3NxQrVo1nDx5EiMAbAAgkGlsD5tF6VUcLEmUe5Z+37yyaSblICJC2/X4siVOBeAUgBH4b3d1OZIedm+ZSYMGDQBoX9wuAO66ukorsFmUXsXBkkS5x/eNdcpicHkpaBsB3gHg7++PgIAAi4fGpMdMmr5yNrAJwOuOjkjfvRtYtQqIigJiYpjw0H84WJIo9/i+sT7ZDC7PSDhmA2jWpInFBzG/GgOZWNNMTaCPnj7FkYIFgfBwbfMo34SUGQdLEuUe3zfWJYfB5Q4ASgPokfn1shBFJT33799Hr1694OHhAS8vLwwcOBCPHz/Otv6HH36IihUrokCBAihdujQ++ugjJCcnS+qpVCq9y5o1a/IVa/HixVGtWjVJWXR0dL4ek+xAWBhw44a2NZCtgkTG4fvGehg5aLyuTEmPogYy9+rVC/Hx8di9ezfS0tIwYMAADBo0CKtWrTJY/86dO7hz5w6++eYbVKlSBTdv3sQHH3yAO3fuYMOGDZK6v/zyC1q3bq277uXlle94mzVrhrNnz+quR0VFYfz48fl+XLJxHCxJlHt831gHIweNl6hZ08yBGKYSwtCqTtbnwoULqFKlCo4cOaKb279jxw60bdsWt2/fRsmSJY16nPXr16N379548uQJnJy0OZ9KpcKmTZvQqVMno+NJTU1Famqq7npKSgoCAgKQnJwMDw8PAEBERAQ6d+6sq+Pu7o4HDx7AxcXF6OchkgX3/yKivFCrtVuAxMUZHNejAfDA3R1FU1IknykpKSnw9PSUfIeag2K6tw4cOAAvLy/JYkahoaFwcHDAoUOHjH6cjD9oRsKTYdiwYShWrBjq1auHJUuWIKdccNq0afD09NRdDI1CDwkJkQzUevr0KQ4fPmx0rESy4P5fRJRX2Qwu17z8efrdd2U7iVJM0pOQkIASJUpIypycnODt7Y2EhASjHuPu3bv46quvMGjQIEn55MmTsW7dOuzevRudO3fG0KFDMWfOnGwfa/z48UhOTtZdYmNj9eoULVoUNWrUkJRxXA9ZNe7/RUT5lcXg8tvQLuHy+pgxsoQFWEHSM27cOIMDiV+9XLx4Md/Pk5KSgnbt2qFKlSr44osvJLdNmDABDRs2RK1atTB27Fh88sknmDVrVraP5+rqCg8PD8nFkGbNmkmuR0VF5es4iMyG+38Rkam8HFy+YdgwhANoCqAMgFNly1p8k9FXyZ70jB49GhcuXMj2UrZsWfj6+iIpKUly3/T0dNy/fx++vr7ZPsejR4/QunVrFC5cGJs2bYKzs3O29YODg3H79m3JmJ28yjx1/Z9//sHz58/z/bhEJsf9v4jIlBwdsTw2FmsA/AVt91bm70RLk332VvHixVG8ePEc69WvXx8PHz7EsWPHdEtX79mzBxqNBsHBwVneLyUlBa1atYKrqyu2bNkCNze3HJ/r5MmTKFKkCFwzr6KcB01eLsCUMUbo+fPn+Pvvv9GyZct8PzaRSXH/LyIyodTUVOzZs0dSlrn3w9Jkb+kxVuXKldG6dWu8//77OHz4MPbv34/hw4ejR48euplbcXFxqFSpkm6wcEpKClq2bIknT55g8eLFSElJQUJCAhISEqB+2US/detW/Pzzzzh79iyuXr2K+fPnY+rUqfjwww9NEneRIkX0krItW7aY5LGJTIr7fxGRCUVHR0vW0lOpVHjrrbdkjEhBSQ8ArFy5EpUqVUKLFi3Qtm1bNGrUCD/99JPu9rS0NFy6dAlPnz4FABw/fhyHDh3CmTNnUK5cOfj5+ekuGQOPnZ2dMXfuXNSvXx9BQUFYuHAhvvvuO0yaNMlkcXfs2FFyfcuWLTnODiOyOO5jREQmtHnzZsn1N998Ez4+PjJFo6WYdXqsXXZrDJw/fx5Vq1aVlB0/fhy1atWyZIhEOcuYvQVIBzRnJEJc1p8AruNEORJCICAgAHFxcbqyadOmYdy4cQbrc50eG1K5cmW8/vrrkjJ2cZFV4j5GlBOu40RGOHHihCThAYAOHTrIFM1/mPRYgEql0uviytzsRyShVgPR0cDq1dqflpwmzn2MKCtcxyn/5HxvW1Dm77hy5cqhcuXKMkXzHyY9FpI5wz1x4oTBBQ2JrOJMOmMfo/Bw7U92XRDXcco/a3hvW0jm3owOHTpIdiiQC5MeC2nYsCGKFCkiKWMXF+mx9Jm0nZx1kglwHaf8saNWsps3b+LkyZOSssy9HXJh0mMhTk5OaNeunaSMSQ9JWPpM2o7OOskEuI5T3tlZK9nWrVsl1729vdGgQQOZopFi0mNBmTPdqKgopKSkyBQNWR1Lnknb0VknmQjXcco7O2sly3xC//bbb+tt8i0XJj0W1KpVK7i4uOiup6WlYfv27TJGRFbFUmfSdnbWSSbCdZzyzo5ayR4+fKi3sbY1zNrKwKTHggoXLqy3BPfq1atliiYXOO7DMix1Jm1nZ51kIo6OwPffa3/PnPhkXJ89m4PeDbGjVrKNGzciLS1Nd93FxcWqtl1i0mNh3bt3l1zftm0b7t27J1M0RuC4D8ux1Jm0HZ11kolxHae8saNWshUrVkiut2vXDoULF5YpGn1MeiwsLCxMsulpWloa1q1bJ2NE2eC4D8uy1Jm0HZ11khlwHafcs5NWslu3bul1bfXu3VueYLLApMfCPD099fo3M2fGVoHjPuRhiTNpU511stvTfnEdp9yzg1ayVatWSa57eXmhbdu2MkVjGJMeGWTOfP/55x9cv35dpmiywHEf8jH3mbQpzjrZ7UmUezbcSiaEwPLlyyVlXbt2lfRsWAMmPTJo3bo1ihYtKimzutYejvuQl7nPpPNz1sluT6K8s9FWslOnTuH8+fOSsj59+sgUTdaY9MjA2dkZPXr0kJStWLECVrXhPcd92L68nHWy25OIDMh84v7aa6+hYcOGMkWTNSY9MsncxXXlyhUcOXJEpmgMsKPZBnYtt2ed7PYkokzUarXeeJ5evXrBwcH6Ugzri8jWvRz8GXz9OnqWLCl5ATL3h8rKTmYbUC6x25OIMtmzZw/iM73nrW3WVgYmPZb0yuBPVa9eWHnnDm4AeOflzWvWrJEs6iQ7O5htQLnEbk8iyiRz11adOnVQuXJlmaLJHpMeS8li8GcpABugTXzu3r2L33//XY7osmbDsw0oD9jtSUSvSE5OxsaNGyVl1trKAzDpsYxsBn9mvACzX/4+d+5cCwZmJBudbUB5wG5PInrFsmXL8OTJE911R0dHvYk61oRJjyXkMPjTAUBpAI0BREZG4uLFi5aKjCj32O1JRNCuzTNv3jxJ2TvvvANfX1+ZIsqZdez1buuMHNSZMQpi/vz5+D7jbJqsn1qtTWzj47VjWRo3VnZLhzHHExYGdOxoW8dNRLmyZ88eXLp0SVI2dOhQmaIxDlt6LMHIQZ0ZqdHSpUvx+PFj88VDpmNrKxPn5njY7Ulk1zIPx6hSpQqaNm0qTzBGYtJjCTkM/hQqFW4ByFjZJCUlRW/NA7JCtrYysa0dDxGZTWxsLDZv3iwpGzp0KFRZTXKwEkx6LCGHwZ8qAMtr14bmleK5c+da1wrNJGVrKxPb2vEQkVktXLgQGs1/31qFChWyym0nMmPSYyk5DP6s/fXXkuLTp09j//79FgyQcsXWVia2teMhIrNJTU3FokWLJGV9+vSBh4eHTBEZjwOZLSmbwZ+tNBqULVtWstv63Llz0ahRIxkDpizZ2srEtnY8RGQ2ERERSEpKkpRZ+wDmDGzpsbQsBn86ODhgyJAhkqobN25EQkKC5WOknNnaysS2djxEZDaZBzA3adIE1apVkyma3GHSY0XeffdduLm56a6npaXhp59+kjEiypKtrUxsa8eTnZf732H1au1PjlMiMtqJEyf0hl4MGzZMpmhyj0mPFfH29kZ4eLik7IcffpCsdklWwtZWJra148mKrS0xQGRh06dPl1z39fXFO++8k0Vt68Okx8qMGDFCcv3evXt6A8bIStjaysS2djyZcUo+Ub5cvnwZ69evl5QNGzYMzs7OMkWUeyrBedEmkZKSAk9PTyQnJ+d7BPvbb7+NP/74Q3e9VKlSuHbtGlxdXfMbJpmDPa7IrDRqtbZFJ6sZaiqVNrmLiVH+sRKZycCBA7FkyRLd9cKFC+PWrVvw8vLK92Ob8js0O2zpsULjx4+XXI+Li8OKFStkioZyZGsrE9va8QCckk+UT7GxsVi+fLmkbOjQoSZJeCyJSY8VatiwIZo0aSIpmz59OtQccEmUN5yST5Qv3377LdLS0nTX3dzc8L///U/GiPKGSY+V+vTTTyXXr169ig0bNsgUDZHCcUo+UZ79+++/ejOJBw4cCB8fH5kiyjsmPVaqZcuWqF27tqRs2rRp3JqCKC/saUo+kYn98MMPePbsme66k5MTxowZI2NEecekx0qpVCq9sT2nTp3C9u3bZYqISMHsZUo+kYmlpKRgzpw5krKePXvitddekymi/GHSYyl5WBDtnXfeQcWKFSVlU6ZMYWsPUV7Y+pR8IjOYP38+kpOTdddVKhXGjRsnY0T5wynrJpLtdLuICO0O1q/OHvH315555vBBu3TpUgwYMEBSFhUVhaZNm5oociI7Y4tT8onM4OnTpyhbtiwSExN1ZWFhYdi4caPJn8tSU9aZ9JhIli9YxoJomf/MGU3qOZxhpqWloVy5crh165aurH79+ti/fz9UWY1PICKyNUxWLW7atGl6k2qOHDmCunXrmvy5uE6PLVCrtS08hvLKjLKRI7Pt6nJ2dsbYsWMlZQcOHMDmzZtNGCgRkRXj9iEWd+/ePb0tJ1q1amWWhMeSmPSYk4kWRHvvvfdQtmxZSdmnn36K9PR0U0RJRGS9uH2ILKZNm4aUlBS9MqVj0mNOJloQzcXFBV9//bWk7MKFC1i2bFleIyMisn4maC2n3Lt586bejK3w8HDUqlVLpohMh0mPOZlwQbTu3bvr/cNNmjRJsnYCEZFN4fYhspg0aRJevHihu+7s7Kx34q1UTHrMyYQLojk4OOj1r8bFxell40RENoPbh1jcmTNn8Ouvv0rKBg8erDfEQqmY9JiTiRdEe+utt9CiRQtJ2bRp0/DgwYN8BkpEZIW4fYjFffrpp5K14AoVKoQJEybIGJFpMekxNxMuiKZSqfRaex4+fKhXRkRkE5S6fUgeFqO1Bnv37sXvv/8uKRs9ejRKlCghU0Smx3V6TCTHNQZMuMZE9+7dsW7dOt11Nzc3XLlyBf7+/nkNn4jIOmXM3gKkA5qNXOvM4vKxGK2chBBo2LAhDhw4oCsrXrw4rl27hsKFC5v9+blOjwH3799Hr1694OHhAS8vLwwcOBCPHz/O9j5NmzaFSqWSXD744ANJnVu3bqFdu3Zwd3dHiRIlMGbMGNNPB3d0BJo2BcLDtT/zsajW119/DScnJ93158+f4/PPP89/jHJS6JkREZmZkrYPUfD0+k2bNkkSHgCYMGGCRRIeS1JUS0+bNm0QHx+PhQsXIi0tDQMGDMAbb7yBVatWZXmfpk2bokKFCpg8ebKuzN3dXZdJqtVqBAUFwdfXF7NmzUJ8fDz69u2L999/H1OnTjU6NktlqRmGDh2K+fPnS8r279+PBg0amP25TU6hZ0ZEZEHWviKzWq1dMDGr2WYqlfZzLSbGuuIG8OTJE1SpUkWy8n+ZMmVw8eJFuLi4WCQGi32HCoU4f/68ACCOHDmiK9u+fbtQqVQiLi4uy/uFhISIESNGZHn7tm3bhIODg0hISNCVzZ8/X3h4eIjU1NQs7/f8+XORnJysu8TGxgoAIjk5OXcHlkfx8fGiUKFCAoDuEhQUJNLS0izy/CazcaMQKpUQ2obr/y4qlfaycaPcERIR5SwqSv9zzNAlKkruSPV8+umnku8SAGL16tUWjSE5Odki36GK6d46cOAAvLy8JEtgh4aGwsHBAYcOHcr2vitXrkSxYsVQrVo1jB8/Hk+fPpU8bvXq1eHj46Mra9WqFVJSUnDu3LksH3PatGnw9PTUXQICAvJxdLnn6+uLL7/8UlJ28uRJLFiwwKJx5AsXHiMiW6HQ6fWXL1/GrFmzJGVNmzZF9+7dZYrIvBST9CQkJOiNIHdycoK3tzcSEhKyvF/Pnj2xYsUKREVFYfz48Vi+fDl69+4tedxXEx4AuuvZPe748eORnJysu8TGxublsPLlww8/RNWqVSVln3/+uWRHXKvGhceIyFYocHq9EAIffvgh0tLSdGVOTk748ccfbXZDa9mTnnHjxukNNM58uXjxYp4ff9CgQWjVqhWqV6+OXr164ddff8WmTZtw7dq1fMXt6uoKDw8PycXSnJ2dMXfuXElZcnKy3galVkuhZ0ZERHoUOL0+IiICu3btkpSNHDlS72Talsie9IwePRoXLlzI9lK2bFn4+voiKSlJct/09HTcv38fvr6+Rj9fcHAwAODq1asAtN1EmVtGMq7n5nHlEhISImm5AoBly5Zh37598gSUm1lYCjwzIiIyyMSL0ZrbkydPMHLkSElZqVKlMHHiRHkCshSzjhgyoYyBzEePHtWV7dy5M8eBzJnt27dPABCnTp0SQvw3kDkxMVFXZ+HChcLDw0M8f/7c6Me11CAsQ+Lj44WHh4dkEFqNGjUsP6h540Yh/P2lg/b8/bMejJyerr3d0EDmjMHMAQHaekRESmDoczAgwOomZYwbN05v8PLatWtli8dS36GKSXqEEKJ169aiVq1a4tChQ2Lfvn2ifPnyIjw8XHf77du3RcWKFcWhQ4eEEEJcvXpVTJ48WRw9elTExMSIzZs3i7Jly4omTZro7pOeni6qVasmWrZsKU6ePCl27NghihcvLsaPH5+r2ORMeoQQYvbs2Xr/wLNnz7ZcAHmdhZVxv8z35ewtIlKq9HTtLK1Vq7Q/rezE7cKFC8LZ2VnyfdGiRQuh0Whki4lJjwH37t0T4eHholChQsLDw0MMGDBAPHr0SHd7TEyMACCiXk4JvHXrlmjSpInw9vYWrq6uoly5cmLMmDF6f9QbN26INm3aiAIFCohixYqJ0aNH57qVRO6kJy0tTVSvXl3yT+zh4SHu3Llj/ifPaLHJaopmTi02CjkzIiJSOo1GI0JDQyXfFc7OzuLChQuyxmWp71BFLU5ozSy9OKEhe/fuRZMmTSRlnTt3xvr16807Ej86GmjWLOd6UVHa1agNsfaFx4iIbMDy5cvRt29fSdnYsWNl38OR21BQrjVu3Fjvn3njxo2SfbrMwhSzsEy4TQcREemLi4vDRx99JCnz9/dX/jZGucCkx8bMmjULRYsWlZQNGzbMvGv3cBYWEZFVE0Jg0KBBePjwoaT8xx9/RKFCheQJSgZMemxMiRIlMG/ePEnZvXv3MGTIEJitJ1OB61MQEdmTpUuXYtu2bZKy3r17o2PHjjJFJA8mPTaoW7du6NKli6Rs06ZNWL16tXmeUGHrUxAR2ZPY2Fi9NXl8fX3xfcbnth1h0mOj5s2bh+LFi0vKhg8fjnhzrW4cFgZs2ACUKiUt9/fXlit1t/TcLLZIRGRlhBB4//33kZKSIin/6aef4O3tLVNU8mHSY6OKFy+O+fPnS8oePHiAwYMHm6+bKywMuHFDO0tr1Srtz5gY5SY8ERFAYKB2ZlrPntqfgYHaciIiBVi8eDF27twpKevXrx/at28vU0Ty4pR1E7GGKeuGhIeHY82aNZKyZcuW6c3yokwiIoAuXfR3gM/orlNy6xUR2YWbN2+ievXqePToka6sZMmSOHfuHLy8vOQLzABLfYcy6TERa0167t27h6pVq0pmb3l5eeHs2bMolbkrirTUam2LTlY7wKtU2m67mBjljFPiOkhEdkUIgbfeeguRkZGS8m3btqFNmzYyRZU1rtNDJlG0aFEsWLBAUvbw4UMMHDgQGo1Gpqis3N69WSc8gLb1JzZWW08J2E1HZHfmzp2rl/C8++67VpnwWBKTHjvQqVMn9OrVS1K2c+dOzJo1S6aIrJwpFlu0FhnddJmTuLg4bTkTH9vBQff00vHjxzF69GhJmb+/P7777juZIrIeTHrsxA8//AC/TIsDfvbZZ/jnn39kisiK2cpii2o1MGKE/rgk4L+ykSP55WgL2JpHL6WkpKB79+548eKFpHzx4sXw9PSUKSrrwaTHTnh7e2PFihWSPbjUajV69OiBe/fuyRiZFbKVxRZtrZuODGNrHr0khMDgwYNx9epVSfno0aPRsmVLmaKyLkx67Ejz5s0xceJESVlsbCwGDBhgvmnsSmQriy3aUjcdGcbWPHrFokWL9GbrBgcHY9q0aTJFZH2Y9NiZCRMmoFmmHdG3bt2K//u//5MpIitlC4st2ko3HWWNrXn00unTpzFixAhJmZeXF9asWQNnZ2eZorI+THrsjKOjI1auXKm3WvPYsWNx+PBhmaKyUkpfbNFWuukoa2zNIwCPHz9Gt27d8Pz5c0n5L7/8gsDAQHmCslJMeuyQn5+f3vie9PR0dO/eXW8HXrvn6Ag0bQqEh2t/WnuX1qtspZuOssbWPLsnhMDQoUNx6dIlSflHH32ETp06yROUFWPSY6datmyJ8ePHS8pu3LiBd999l+N7bIktdNNR1tiaZ/eWLl2K5cuXS8rq1KmDmTNnyhSRdeOKzCZirSsyZyc9PR3NmzfH3kz9/d999x3+97//yRQVmQVXZLZdGbO3AOmAZm6ZYvNOnz6NN998E8+ePdOVeXh44MSJEyhbtqyMkeUet6FQGCUmPQBw+/ZtBAUFSaatOzg4YPv27ZziSKQUERHaWVyvDmoOCNB2XzLhsUlJSUmoV68ebt68KSlft24dunbtKlNUecekR2GUmvQA2r1Y2rVrJynz8vLCoUOHUKFCBZmiIqJcYWue3Xjx4gVCQ0P1WumHDBmCefPmyRRV/nDvLbKYtm3b4osvvpCUPXz4EO3bt+fAZiKlUPKgezKaEALDhg3TS3jq16/PpUeMwKSHAGjX7+mSMS7gpcuXL6NHjx5IT0+XKSqyGO7bRKQIc+bMwc8//ywpCwgIwKZNm+Dq6ipTVMrBpIcAaMfxLF26FEFBQZLynTt34pNPPpEnKLIM7ttEpAi7d+/Wm2Ti7u6OzZs3w8fHR6aolIVJD+kULFgQmzdvRokSJSTl//d//4clS5bIFBWZlbXs28SWJqJsXb58Gd26dYNGo5GUL1u2DLVq1ZIpKuVh0kMSpUuXxqZNm+Di4iIp/+CDD7B//36ZoiKzsJZ9m9jSRJSthw8fokOHDnpjLCdNmqQ3LIGyx6SH9DRo0AALFy6UlKWlpSEsLAy3bt2SKSoyOWvYt8laWpqIrJRarUZ4eLjeisudO3fW20Cacsakhwzq378/Ro0aJSlLSkpCu3bt8ODBA5miIpOSe98ma2lpIrJSQgh89NFH2LFjh6Q8KCgIy5Ytg4MDv8Jzi38xytLMmTPRunVrSdnZs2fRoUMHyQqgpFBy79tkDS1NRFZs8uTJeuvulChRAps3b0bBggVlikrZmPRQlhwdHbFmzRpUqlRJUr5v3z50796dU9mVzlT7NuV1ELLcLU1EVmzBggV666e5uLggIiICpUuXlicoG8Ckh7Ll6emJ7du3wy/T2f7WrVsxaNAgbk6qZKbYhT0/g5DlbmkislIbNmzA0KFDJWUqlQorVqxAw4YNZYrKNjDpoRwFBgZi586d8PLykpT/8ssveju1k8LkZxf2/A5C5g7hRHr27NmDXr166Z1Qzp07V5F7alkb7r1lIkree8tY+/btw1tvvYXnz59Lyrkruw3I7b5NarW2RSerMTkqlTahiYnJuaWIO4QTAQCOHz+OkJAQPH78WFI+adIkva4uW8O9t8jqNGrUCOvWrYNjpi+xUaNGYcWKFTJFRSaR232bTDUIOT8tTUQ25OrVq2jTpo1ewjNkyBBMmjRJpqhsD5MeypX27dtj0aJFeuUDBgzA9u3bZYiIZGHKQchhYcCNG0BUFLBqlfZnTAwTHrIb8fHxaNmyJZKSkiTlXbp0wZw5c6DKqguYcs1J7gBIeQYMGICkpCSMGzdOV5aeno7OnTvjzz//RIMGDWSMjizC1IOQM1qaiOzM/fv30bp1a8TExEjKmzdvjhUrVui1rFP+sKXH3phoj6NPPvlEbxzPs2fP0Lp1axw8eNDkz0dWhoOQifLtwYMHaNmyJU6fPi0pr127NndNNxMmPfbEhHscqVQqfPPNN+jdu7ek/NGjR2jVqhUOHz7MPZVsmSmmuxPZsYcPH6Jly5Y4duyYpLxcuXLYtm2bzU6IkRuTHnthhj2OHBwcsGTJErRv315SnpKSgjnNmkF07sw9lWwZByET5UlycjJatWqFo0ePSspLlSqFnTt3wsfHR6bIbB+nrJuIVU9ZN9X04iykpqYiLCwM27ZtA6DNpG8AKIUssup8Ph9ZmdxOdyeyY8nJyfrDAACULFkSf/31F8qVKydTZPKy1HcoBzLbg9xML87NYNKXX3au8fHYNGIE3lGrsW3nTjQGEJDd/fL6fGSdOAiZyCgPHjxAq1atcOTIEUm5n58foqKi7DbhsSQmPfbAHHscRURod8h+mUy5APi9VCl8VbMmLpw6ZfrnIyJSsHv37uGtt97CiRMnJOW+vr6IiopChQoVZIrMvjDpsQemnl6cMT4oU8+o6s4dTLhzB8vKlgWuXzfd8xERKVhSUhJCQ0Nx5swZSbmPjw/27NmDihUryhSZjDJ3i9esaZGn5ZgeE1HEmJ64OL1EBUDuxtgYMT5IlCyJu3fvomhqKsf0EJFdu3PnDt566y2cP39eUl6yZEn7TXgy9RQAQErJkvC8c4fbUJAJmHJ6sRHjg1RxcfD65BOoAGgy3awBtBvp2fJ0Zq5NREQALl68iPr16+slPAEBAfjrr7/sN+ExNJP4zh2LPD2THnthqunFRo7Dca5cGelr1+J+gQKS8tsAOgP4NtPqozaDaxMREYCDBw+iUaNGuHXrlqQ8MDDQfmdpqdXaFh4ZO5jYvWUiVt299ar8Ti+OjtZ+keckKgpo2hRpz59jert2OL9nD+IB7MV/rT+jRo3CrFmz4OBgI7l3FmOduGM4WQSXDrAaf/zxB7p27Ypnz55JysuVK4fIyEiULl1apshkls33RwoAT8D836FCQe7duyd69uwpChcuLDw9PcW7774rHj16lGX9mJgYAcDgZd26dbp6hm5fvXp1rmJLTk4WAERycnKej08R0tOF8PcXQqUSQvv1Lr2oVEIEBGjrvaRWq8WIESMM/p179uwpUlNTZTwgE8n4uxj6m2TxdyEymY0b9f///P215WRRixcvFo6OjnqfdW+88YZISkqSOzx5rVqV5Wdk8su/k7m/QxWV9LRu3VrUrFlTHDx4UOzdu1eUK1dOhIeHZ1k/PT1dxMfHSy5ffvmlKFSokCRZAiB++eUXSb1nz57lKja7SXqE0H6QqlT6iU9GmYEPWo1GI2bMmGEw8XnrrbdESkqKDAdiQlFRWSc8r16iouSOlGxNxvvRUKKdxfuRTE+j0Yivv/7a4Gdc69atsz1BtxvZfE4y6cnk/PnzAoA4cuSIrmz79u1CpVKJuLg4ox8nKChIvPvuu5IyAGLTpk35is+ukh4hDJ9ZBgTk+AG7bNky4eTkpPehULt2bZGQkGCh4M0gmzMYyWXVKrkjJVvCFkarkJ6eLoYNG2Yw4enbt6948eKF3CFah2x6CiyV9ChmMMWBAwfg5eWFunXr6spCQ0Ph4OCAQ4cOGfUYx44dw8mTJzFw4EC924YNG4ZixYqhXr16WLJkiXaGUTZSU1ORkpIiudiVsDDgxg3t2J1Vq7Q/Y2JyHLPSt29fbN26FQULFpSUHz9+HA0aNMDVq1fNGLQZmXotJCJj5Ga1dTKL58+fo0ePHpg7d67ebePGjcPSpUvh7OwsQ2RWKLuZxBaimKQnISEBJUqUkJQ5OTnB29sbCQkJRj3G4sWLUblyZTRo0EBSPnnyZKxbtw67d+9G586dMXToUMyZMyfbx5o2bRo8PT11l4CAbDdesE0Z2w+Eh2t/GjlosnXr1oiKikKxYsUk5devX0eDBg2wV4kf0I0ba2fCZfVGVqmAgABtPSJTMcdq62S0pKQkvPXWW9iwYYOkXKVS4fvvv8e0adOgkunL3WplNZM483VzMWs7khHGjh2b5WDjjMuFCxfElClTRIUKFfTuX7x4cTFv3rwcn+fp06fC09NTfPPNNznWnTBhgvD398+2zvPnz0VycrLuEhsba1/dWyZw+fJlUaZMGb3X29nZWSxcuFDu8HIvD2OdiPKFY8lkc+zYMREQEKD3+eXi4iLWrFkjd3jWLz1d+3+5apUQUVEi+f59+xjTk5SUJC5cuJDtJTU1VSxevFh4eXlJ7puWliYcHR1FREREjs/z66+/CmdnZ6NGz//+++8CgHj+/LnRx2F3Y3pMJD4+XtSqVctgsjtkyBDl9YXncawTUZ7kYTYl5d/q1atFgQIF9D6zChcuLCIjI+UOT5Es9R0qe9JjrIyBzEePHtWV7dy50+iBzCEhIaJz585GPdfXX38tihQpkqv4mPTkXXJysmjbtq3BxKdJkybKm+aZ6QyGXzhkVmxhtJj09HQxbtw4g59VpUuXFidPnpQ7RMVi0mNA69atRa1atcShQ4fEvn37RPny5SVT1m/fvi0qVqwoDh06JLnflStXhEqlEtu3b9d7zC1btohFixaJM2fOiCtXroh58+YJd3d3MXHixFzFxqQnf9LT07Ps6ixdurQ4ceKE3CES/cfaElu2MJrdw4cPRbt27Qx+RjVu3FgkJibKHaKiMekx4N69eyI8PFwUKlRIeHh4iAEDBkjWPshYjDAqU//1+PHjRUBAgFCr1XqPuX37dhEUFCQKFSokChYsKGrWrCkWLFhgsG52mPSYxqpVq4Sbm5veh4q7u7tkQUki2VjrQoDWlojZkEuXLomKFSsaTHg++OAD21hgVWaW+g7lNhQmophtKBTg2LFjCOvYEWXi4uAHSLav+OyzzzB58mTb2bqClIVbjdidHTt2oEePHkhOTpaUOzk5Yc6cOfjggw9kisy2WOo7lN8cZHXq3LyJ6xoNogGsBhAN4AaAdwBMmTIFHTp0wL179+QLkOxTdpslZpSNHKmtR4qnVqsxZcoUtGvXTi/hKV68OCIjI5nwKBCTHrIuL8+kHTOtK1IKwAZoE58//vgDNWvWxN9//y1HhGSvuBCg3UhISECrVq3w+eefQ6PRSG4LCgrCkSNH0KRJE5mio/xg0kPWI5sz6Yx/1Nkvf4+Li0OzZs0wefJkqHlmTZbAhQDtws6dO1GzZk1ERkbq3datWzfs27cPr732mgyRkSkw6SHrkcOZtAOA0gAy1jTWaDSYNGkSQkNDcefOHUtESPaMW43YtLS0NIwdOxatW7dGUlKS5DYHBwdMnToVa9as0dtCh5SFSQ9ZDyPPkDN/pURHR6NmzZrYtm2b6WMiysCtRmxWTEwMGjdujJkzZ+rd5u/vj+joaIwfP55bStgAJj1kPYw8Q377vffgmGmfr7t376Jdu3b4+OOP8eLFC3NER/Yuu80SM67Pnm3cHnRqNRAdDaxerf3JLlrZbNiwAbVq1TK4cXWHDh1w8uRJNGYiazOY9JD1MPJMuteCBfj7779RunRpvSrffvstGjZsiGvXrpk5WLJLWW2W6O9v/HT1iAggMBBo1gzo2VP7MzBQW04W8+zZMwwZMgRdu3bVm53l4uKC77//Hr/99huKFi0qU4RkDlynx0S4To+JZKyDAkgHNBtYB+XBgwcYOHAgNm3apPcwhQoVwqxZszBo0CCu6UOmp1Zrx6DFx2tbKBs3Nq6Fh+v8WIWDBw9iwIABuHjxot5t5cqVw9q1a1G7dm0ZIrNflvoOZdJjIkx6TCgiQjuL69VBzQEB2q6DTF8IQgjMnz8fo0aNQmpqqt5DNW/eHD///DPKlClj5qCJcqBWa1t0shqsr1JpW4xiYoxLoCjXnj17hokTJ+K7777Tm4oOAL169cL8+fNRuHBhGaKzb0x6FIZJj4nl8kz61KlT6N69Oy5duqR3W8GCBTFjxgwMGTKErT4kn+hobVdWTqKigKZNzR2N3dm/fz/effddXL58We82d3d3zJs3D3379uVgZZlwRWayb46O2g/+8HDtzxzOfGvWrIljx45h0KBBerc9efIEw4cPR/PmzTnWh+TDdX5k8fTpU/zvf/9D48aNDSY8devWxbFjx9CvXz8mPHaASQ/ZjIIFC2LhwoXYtWuXwUHOf/31F2rUqIHvv//eYNM2kVlxnR+L+/vvv1GzZk3Mnj0bmTs1XFxcMH36dBw4cACVKlWSKUKyNCY9ZHPeeustnD171uC+OE+fPsXIkSMREhKCK1euyBAd2S2u82MxT548wUcffYSQkBBcvXpV7/bg4GCcOHECY8eOhZOTkwwRklyY9JBNKly4MObPn4/IyEgEBgbq3b5v3z7UqFEDU6dONTgAmsjkTLnOD2Xp999/R/Xq1TFnzhy921xdXTFr1izs378fVapUkSE6khuTHrJpzZs3x5kzZzBs2DC9254/f47PPvsM1apV42rOZBmmWOeHDLp69SrefvtttG/fHjExMXq3N2jQAKdOncLHH3+st7gp2Q/O3jIRzt6yftHR0Xj33XcNfiACQPv27TF79myULVvWwpGR3cnrOj+k5+nTp5g6dSpmzZplcDV2Nzc3TJ06FR999BGTHSvGKesKw6RHGZ48eYJPP/0Uc+bM0RvYCGibv8eOHYuxY8fC3d1dhgiJyBhCCERERGDUqFG4deuWwTqNGzfG4sWLUb58eQtHR7nFKetEZlCwYEF8//33OHr0KN58802921NTUzF58mRUqVIFmzZtMpgYEZG8Lly4gJYtW6JLly4GEx4fHx/8+uuv+Ouvv5jwkASTHrJLtWvXxv79+7F06VKUKFFC7/abN28iLCwMrVu3NrjgIRFZ3qNHjzBmzBjUqFEDf/75p97tjo6OGDVqFC5fvow+ffpw3R3Sw6SH7JaDgwP69euHy5cvY8SIEQb7+3ft2oVq1aph2LBhiOeicUSyePHiBX788UeUK1cO33zzDdLT0/XqNGvWDKdOncK3337LIQaUJSY9ZPc8PT0xe/ZsnDhxAiEhIXq3p6enY968eShXrhw+/fRTPHz40PJBEtkhtVqN5cuXo2LFivjwww+RlJSkV8ff3x9r165FZGQkqlatKkOUpCRMeoheql69OqKiorB69WqULFlS7/anT59i2rRpKFOmDGbMmIGnT5/KECXliVqt3ftq9WrtT7Va7ogoG0IIbNmyBUFBQejbty9u3LihV8fZ2Rnjx4/HhQsX0K1bN3ZlkVGY9BC9QqVSoUePHrh06RLGjh0LV1dXvToPHz7EuHHjUK5cOSxcuBBpaWkyREpGi4jQ7m7erBnQs6f2Z2Cgtpyszt9//42GDRuiY8eOOHv2rME67dq1w9mzZzF16lQUKlTIwhGSkjHpITKgUKFCmD59Oq5evYr333/f4Hif+Ph4fPDBB6hSpQrWrFnD/bysUUQE0KULcPu2tDwuTlvOxMdqnDx5Em3btkVISAgOHDhgsE7Dhg2xd+9e/P7776hQoYKFIyRbwKSHKBv+/v746aefcO7cOXTt2tVgnatXryI8PBy1a9fGunXroGbXiXVQq4ERIwBDyw5klI0cya4umR0/fhzdunVDrVq1sH37doN1qlevjt9//x179+5Fo0aNLBwh2RImPURGqFixItatW4cjR47grbfeMljn1KlT6N69OypVqoSffvqJe3rJbe9e/RaeVwkBxMZq65FFCSEQFRWFVq1aoU6dOli/fr3BemXKlMGKFStw8uRJtGvXjuN2KN+Y9BDlQt26dbFr1y5ERkaiXr16ButcvXoVgwcPRpkyZTBr1iykpKRYOEoCoN3iwZT1KN80Gg02bdqEN998E82bN8euXbsM1vPx8cHcuXNx8eJF9OrVCw4O/Koi0+B/ElEeNG/eHAcPHkRERAQqV65ssE58fDw++eQTlC5dGp999pnB6bZkRn5+pq1HefbixQssXboUVatWRVhYGA4fPmywnqenJ6ZMmYJr165h6NChcHFxsXCkZOu495aJcO8t+6VWqxEREYHp06fj+PHjWdZzc3PDwIED8fHHHyMwMNByAdortVo7SysuzvC4HpVKu7t5TAw3+zSTx48f4+eff8a3336L29l0NZYoUQIjR47EkCFD4OXlZbkAyWpww1GFYdJDQgj8+eefmD59Ovbs2ZNlPUdHR7Rv3x5Dhw5FixYt2HRvThmztwBp4pMxNmTDBiAszPJx2bhLly5hwYIFWLp0abaLeZYpUwZjxoxB//79UaBAAcsFSFaHSY/CMOmhVx06dAgzZszApk2bsq1Xrlw5DBkyBP3794e3t7eForMzERHaWVyvtjQEBACzZzPhMaG0tDRs2bIF8+fPR2RkZLZ1q1evjnHjxqFbt25wcnKyUIRkzZj0KAyTHjLkwoULmDVrFpYvX25wv6AMbm5u6N69O4YMGYJ69epxloqpqdXaWVrx8doxPI0bs0vLROLi4rBo0SIsWrQId+7cybZuo0aNMH78eLRp04b/4yTBpEdhmPRQdmJjY/F///d/+Omnn/DkyZNs69auXRtDhgxBeHg4ChYsaKEIiYyn0WiwZ88ezJ8/H5s3b85xbaq3334bY8eO5Ro7lCUmPQrDpIeMkZKSguXLl2P+/Pk4d+5ctnU9PT3Rs2dP9OrVCw0aNOCZMcnuxo0bWLVqFZYtW4bLly9nW9fb2xvvvvsuBg8ejHLlylkoQlIqJj0Kw6SHckMIgb1792L+/PnYuHFjjvt3lSlTRpcAZTVFnsgc7t27h3Xr1mHlypXYv39/jvXffPNNDB06FF27doWbm5sFIiRbwKRHYZj0UF4lJiZi8eLFWLhwIW7dupVj/Vq1aqFXr14IDw83uBs8UX49ffoUW7duxcqVK7F9+/Zsx6MBgLu7O3r37o0hQ4YgKCjIMkGSTWHSozBMeii/1Go1tm/fjnnz5mHHjh3I6a2pUqnQrFkz9O7dG2FhYfD09LRQpGSL0tPTsWfPHqxcuRIRERF4/PhxjvepUqUKhgwZgj59+vD/j/KFSY/CMOkhU4qJicGKFSuwcuVKXLp0Kcf6rq6uaNGiBdq3b4+3334b/v7+FoiSlO7x48fYvXs3tm7dij/++MOoVcOLFCmCrl27onfv3mjUqBHHmpFJMOlRGCY9ZA5CCBw/fhwrV67EmjVrEG/kPlG1atVChw4d0L59e9SuXZtfTKRz+/ZtbN26FVu3bsWePXuM2hjXzc0N7du3R69evdCmTRtuD0Emx6RHYZj0kLmp1WpERUVh5cqV2LhxIx49emTU/UqWLIn27dujffv2aN68OVe+tTMajQbHjx/XJTonTpww6n4ODg5o3rw5evXqhbCwMH6ukVkx6VEYJj1kSc+ePcPvv/+OlStXYtu2bTnO/srg7u6OFi1aoHnz5mjatClq1KjBbTBsUGxsLP766y9ERUVhx44dOS4a+Ko6deqgV69e6NGjB/y4GStZCJMehWHSQ3J5+PAhduzYga1bt2Lbtm3Z7nWUWZEiRdCkSRM0bdqUSZCCxcbGIjo6Wne5fv260fd1cnJCkyZNdN2hZcuWNWOkRIYx6VEYJj1kDdLS0rB//35s2bIFW7duxdWrV3N1fyZBypCfJAcAvLy80LZtW3To0AGtWrXizuYkOyY9CsOkx8YpcO8mIQQuXbqkS4D++ecfaDSaXD2Gp6cnateujTp16uh+litXjomQBSUlJeHYsWOSS2xsbK4fp1y5crrWnIYNG8LZ2dkM0RLlDZMehWHSY8MM7dLt7w98/72idum+e/cuduzYoWsduHbtWp4ex8PDA7Vq1UKdOnV0l/LlyzMRMoGEhAS9BCcuLi5Pj5XRahcSEoI2bdqgYsWKnMVHVotJj8Iw6bFRERFAly5A5rdJxpfHhg2KSnxelTHYNb9JEAAUKlQIQUFBqFSpEipUqKC7lC1bFq6uriaMWmYmaPHTaDS4ffs2Ll++jCtXruDy5cu4dOkSTp06lasBx5kVKVIEISEhuq7J6tWrMxElxWDSozBMemyQWg0EBkpbeF6lUmlbfGJirL6ryxivJkF//fVXrscDGeLg4IDAwEBJIlShQgWUL18epUqVUlYXSy5a/DQaDe7evYurV6/i8uXLksuVK1fw/PnzfIfDJIcUKYsTByY9BkyZMgV//PEHTp48CRcXF6NmqQghMGnSJCxatAgPHz5Ew4YNMX/+fJQvX15X5/79+/jwww+xdetWODg4oHPnzvj+++9RqFAho2Nj0mODoqOBZs1yrhcVBTRtau5oLC4uLg5Hjx6VdLUkJiaa9DmKFy8OPz8/+Pn5oWTJkgZ/9/Pzk7+16GWLnxACr3YQZXx4/tSyJbYXKID4+HjcuXMHCQkJOe5XlRvu7u66LsWMsVVVqlRhkkPKks2JQ0poKJOezCZNmgQvLy/cvn0bixcvNirpmTFjBqZNm4Zly5ahTJkymDBhAs6cOYPz58/rdgBu06YN4uPjsXDhQqSlpWHAgAF44403sGrVKqNjY9Jjg1avBnr2zLneqlVAeLj545GZEAJ37tzB8ePHJYmQsatE50ehQoVQuHBho34WLFgQTk5OcHBwgIODAxwdHeHg4ACVSgW1Wg2NRgONRqP7/dmzZ3j8+DEePXqk9/PRo0d4+ugRdl25Al+1GoZSDA2A2wDKvPzdFMdaq1YtXXJTp04dVKxYEY420JpIdiyHoQIpv/4Kzz59mPQYsnTpUowcOTLHpEcIgZIlS2L06NH4+OOPAQDJycnw8fHB0qVL0aNHD1y4cAFVqlTBkSNHULduXQDAjh070LZtW9y+fdvoXayZ9NggO2/pMVZ8fDyOHTuGCxcuSLpxEhIS5A7NJEIARBtRrymAv3LxuIUKFZJ0+VWsWBG1a9dG+fLlmeCQbTFiqEBKyZLwjIsz+3eok9ke2QrExMQgISEBoaGhujJPT08EBwfjwIED6NGjBw4cOAAvLy9dwgMAoaGhcHBwwKFDh/DOO+8YfOzU1FTJnjXJyckAtMkP2YiaNYGSJYHsBpeWKqWtZ8eve8GCBdGkSRM0adJEUp6SkoJr167h6tWruHr1qu73K1euGLWDt7UoBsCYV7eYgTInJyeUKVMG5cqV07v4+PgYnE315MmT/IZMZF327s064QEAIZDycpaiudthbDrpyTjT9PHxkZT7+PjobktISECJEiUktzs5OcHb2zvbM9Vp06bhyy+/1CsPCAjIb9ikJHFxgLe33FGQGW18ecmL9PR0XLlyBVeuXDFlSEQ26969e/D09DTb48ue9IwbNw4zZszIts6FCxdQqVIlC0VknPHjx2PUqFG66w8fPsRrr72GW7dumfUFk1tKSgoCAgIQGxtr0914PE7bwuO0LfZynID9HGtycjJKly4NbzOfRMqe9IwePRr9+/fPtk5e94Lx9fUFACQmJko2zktMTERQUJCuTlJSkuR+6enpuH//vu7+hri6uhqcUeLp6WnT/5gZPDw8eJw2hMdpW3ictsdejtXcMxJlT3qKFy+O4sWLm+Wxy5QpA19fX0RGRuqSnJSUFBw6dAhDhgwBANSvXx8PHz7EsWPHUKdOHQDAnj17oNFoEBwcbJa4iIiIyPIUtcjDrVu3cPLkSdy6dQtqtRonT57EyZMnJYMiK1WqhE2bNgEAVCoVRo4cia+//hpbtmzBmTNn0LdvX5QsWRKdOnUCAFSuXBmtW7fG+++/j8OHD2P//v0YPnw4evToYfTMLSIiIrJ+srf05MbEiROxbNky3fVatWoBAKKiotD05ZThS5cu6WZSAcAnn3yCJ0+eYNCgQXj48CEaNWqEHTt26NboAYCVK1di+PDhaNGihW5xwh9++CFXsbm6umLSpEnyL6JmZjxO28LjtC08TttjL8dqqeNU5Do9RERERLmlqO4tIiIiorxi0kNERER2gUkPERER2QUmPURERGQXmPQYacqUKWjQoAHc3d3h5eVl1H2EEJg4cSL8/PxQoEABhIaG6i1Hf//+ffTq1QseHh7w8vLCwIEDZd2XKLfx3LhxAyqVyuBl/fr1unqGbl+zZo0lDsmgvPzdmzZtqncMH3zwgaTOrVu30K5dO7i7u6NEiRIYM2YM0tPTzXko2crtcd6/fx8ffvghKlasiAIFCqB06dL46KOPJDMiAet4PefOnYvAwEC4ubkhODgYhw8fzrb++vXrUalSJbi5uaF69erYtm2b5HZj3q9yyM1xLlq0CI0bN0aRIkVQpEgRhIaG6tXv37+/3mvXunVrcx9GjnJznEuXLtU7hldn5AK28Xoa+sxRqVRo166dro41vp5///032rdvj5IlS0KlUuG3337L8T7R0dGoXbs2XF1dUa5cOSxdulSvTm7f8wYJMsrEiRPFd999J0aNGiU8PT2Nus/06dOFp6en+O2338SpU6dEhw4dRJkyZcSzZ890dVq3bi1q1qwpDh48KPbu3SvKlSsnwsPDzXQUOcttPOnp6SI+Pl5y+fLLL0WhQoXEo0ePdPUAiF9++UVS79W/g6Xl5e8eEhIi3n//fckxJCcn625PT08X1apVE6GhoeLEiRNi27ZtolixYmL8+PHmPpws5fY4z5w5I8LCwsSWLVvE1atXRWRkpChfvrzo3LmzpJ7cr+eaNWuEi4uLWLJkiTh37px4//33hZeXl0hMTDRYf//+/cLR0VHMnDlTnD9/Xnz++efC2dlZnDlzRlfHmPerpeX2OHv27Cnmzp0rTpw4IS5cuCD69+8vPD09xe3bt3V1+vXrJ1q3bi157e7fv2+pQzIot8f5yy+/CA8PD8kxJCQkSOrYwut57949yTGePXtWODo6il9++UVXxxpfz23btonPPvtMRERECABi06ZN2da/fv26cHd3F6NGjRLnz58Xc+bMEY6OjmLHjh26Orn922WFSU8u/fLLL0YlPRqNRvj6+opZs2bpyh4+fChcXV3F6tWrhRBCnD9/XgAQR44c0dXZvn27UKlUIi4uzuSx58RU8QQFBYl3331XUmbMP76l5PU4Q0JCxIgRI7K8fdu2bcLBwUHy4Tt//nzh4eEhUlNTTRJ7bpjq9Vy3bp1wcXERaWlpujK5X8969eqJYcOG6a6r1WpRsmRJMW3aNIP1u3XrJtq1aycpCw4OFoMHDxZCGPd+lUNujzOz9PR0UbhwYbFs2TJdWb9+/UTHjh1NHWq+5PY4c/octtXX8//+7/9E4cKFxePHj3Vl1vh6vsqYz4pPPvlEVK1aVVLWvXt30apVK931/P7tMrB7y0xiYmKQkJCA0NBQXZmnpyeCg4Nx4MABAMCBAwfg5eWFunXr6uqEhobCwcEBhw4dsnjMpojn2LFjOHnyJAYOHKh327Bhw1CsWDHUq1cPS5YsgZBpiaj8HOfKlStRrFgxVKtWDePHj8fTp08lj1u9enX4+Pjoylq1aoWUlBScO3fO9AeSA1P9fyUnJ8PDwwNOTtK1TOV6PV+8eIFjx45J3lsODg4IDQ3VvbcyO3DggKQ+oH1tMuob8361tLwcZ2ZPnz5FWlqa3iaO0dHRKFGiBCpWrIghQ4bg3r17Jo09N/J6nI8fP8Zrr72GgIAAdOzYUfIes9XXc/HixejRowcKFiwoKbem1zMvcnp/muJvl0FRKzIrSUJCAgBIvgAzrmfclpCQgBIlSkhud3Jygre3t66OJZkinsWLF6Ny5cpo0KCBpHzy5Mlo3rw53N3dsWvXLgwdOhSPHz/GRx99ZLL4jZXX4+zZsydee+01lCxZEqdPn8bYsWNx6dIlRERE6B7X0OudcZulmeL1vHv3Lr766isMGjRIUi7n63n37l2o1WqDf+uLFy8avE9Wr82r78WMsqzqWFpejjOzsWPHomTJkpIvi9atWyMsLAxlypTBtWvX8Omnn6JNmzY4cOAAHB0dTXoMxsjLcVasWBFLlixBjRo1kJycjG+++QYNGjTAuXPn4O/vb5Ov5+HDh3H27FksXrxYUm5tr2deZPX+TElJwbNnz/DgwYN8vxcy2HXSM27cOMyYMSPbOhcuXEClSpUsFJF5GHuc+fXs2TOsWrUKEyZM0Lvt1bJatWrhyZMnmDVrlkm/JM19nK9+8VevXh1+fn5o0aIFrl27htdffz3Pj5tblno9U1JS0K5dO1SpUgVffPGF5DZLvJ6UP9OnT8eaNWsQHR0tGeTbo0cP3e/Vq1dHjRo18PrrryM6OhotWrSQI9Rcq1+/PurXr6+73qBBA1SuXBkLFy7EV199JWNk5rN48WJUr14d9erVk5TbwutpSXad9IwePRr9+/fPtk7ZsmXz9Ni+vr4AgMTERPj5+enKExMTdTu++/r6IikpSXK/9PR03L9/X3d/UzD2OPMbz4YNG/D06VP07ds3x7rBwcH46quvkJqaarK9Vix1nBmCg4MBAFevXsXrr78OX19fvdkEiYmJAKC41/PRo0do3bo1ChcujE2bNsHZ2Tnb+uZ4PbNSrFgxODo66v62GRITE7M8Ll9f32zrG/N+tbS8HGeGb775BtOnT8eff/6JGjVqZFu3bNmyKFasGK5evSrLl2R+jjODs7MzatWqhatXrwKwvdfzyZMnWLNmDSZPnpzj88j9euZFVu9PDw8PFChQAI6Ojvn+H9HJ1QggyvVA5m+++UZXlpycbHAg89GjR3V1du7cKftA5rzGExISojfLJytff/21KFKkSJ5jzQ9T/d337dsnAIhTp04JIf4byPzqbIKFCxcKDw8P8fz5c9MdgJHyepzJycnizTffFCEhIeLJkydGPZelX8969eqJ4cOH666r1WpRqlSpbAcyv/3225Ky+vXr6w1kzu79KofcHqcQQsyYMUN4eHiIAwcOGPUcsbGxQqVSic2bN+c73rzKy3G+Kj09XVSsWFH873//E0LY1usphPZ7x9XVVdy9ezfH57CG1/NVMHIgc7Vq1SRl4eHhegOZ8/M/oosnV7Xt2M2bN8WJEyd007FPnDghTpw4IZmWXbFiRREREaG7Pn36dOHl5SU2b94sTp8+LTp27GhwynqtWrXEoUOHxL59+0T58uVln7KeXTy3b98WFStWFIcOHZLc78qVK0KlUont27frPeaWLVvEokWLxJkzZ8SVK1fEvHnzhLu7u5g4caLZjycruT3Oq1evismTJ4ujR4+KmJgYsXnzZlG2bFnRpEkT3X0ypqy3bNlSnDx5UuzYsUMUL15c9inruTnO5ORkERwcLKpXry6uXr0qmQabnp4uhLCO13PNmjXC1dVVLF26VJw/f14MGjRIeHl56WbO9enTR4wbN05Xf//+/cLJyUl888034sKFC2LSpEkGp6zn9H61tNwe5/Tp04WLi4vYsGGD5LXL+Jx69OiR+Pjjj8WBAwdETEyM+PPPP0Xt2rVF+fLlZUnMM+T2OL/88kuxc+dOce3aNXHs2DHRo0cP4ebmJs6dO6erYwuvZ4ZGjRqJ7t2765Vb6+v56NEj3XckAPHdd9+JEydOiJs3bwohhBg3bpzo06ePrn7GlPUxY8aICxcuiLlz5xqcsp7d385YTHqM1K9fPwFA7xIVFaWrg5drl2TQaDRiwoQJwsfHR7i6uooWLVqIS5cuSR733r17Ijw8XBQqVEh4eHiIAQMGSBIpS8spnpiYGL3jFkKI8ePHi4CAAKFWq/Uec/v27SIoKEgUKlRIFCxYUNSsWVMsWLDAYF1Lye1x3rp1SzRp0kR4e3sLV1dXUa5cOTFmzBjJOj1CCHHjxg3Rpk0bUaBAAVGsWDExevRoyVRvS8vtcUZFRRn8PwcgYmJihBDW83rOmTNHlC5dWri4uIh69eqJgwcP6m4LCQkR/fr1k9Rft26dqFChgnBxcRFVq1YVf/zxh+R2Y96vcsjNcb722msGX7tJkyYJIYR4+vSpaNmypShevLhwdnYWr732mnj//fdz/cVhDrk5zpEjR+rq+vj4iLZt24rjx49LHs8WXk8hhLh48aIAIHbt2qX3WNb6emb1OZJxbP369RMhISF69wkKChIuLi6ibNmyku/SDNn97YylEkKmecNEREREFsR1eoiIiMguMOkhIiIiu8Ckh4iIiOwCkx4iIiKyC0x6iIiIyC4w6SEiIiK7wKSHiIiI7AKTHiIiIrILTHqIiIjILjDpISIiIrvApIeIiIjsApMeIrJZq1evRoECBRAfH68rGzBgAGrUqIHk5GQZIyMiOXDDUSKyWUIIBAUFoUmTJpgzZw4mTZqEJUuW4ODBgyhVqpTc4RGRhTnJHQARkbmoVCpMmTIFXbp0ga+vL+bMmYO9e/cy4SGyU2zpISKbV7t2bZw7dw67du1CSEiI3OEQkUw4poeIbNqOHTtw8eJFqNVq+Pj4yB0OEcmILT1EZLOOHz+Opk2bYuHChVi6dCk8PDywfv16ucMiIplwTA8R2aQbN26gXbt2+PTTTxEeHo6yZcuifv36OH78OGrXri13eEQkA7b0EJHNuX//Pho0aICmTZtiwYIFuvJ27dpBrVZjx44dMkZHRHJh0kNERER2gQOZiYiIyC4w6SEiIiK7wKSHiIiI7AKTHiIiIrILTHqIiIjILjDpISIiIrvApIeIiIjsApMeIiIisgtMeoiIiMguMOkhIiIiu8Ckh4iIiOzC/wOqA3Z1m1mMIAAAAABJRU5ErkJggg==",
          "text/plain": "<Figure size 600x600 with 1 Axes>"
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": "<Figure size 400x400 with 0 Axes>"
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "name": "stdout",
         "output_type": "stream",
         "text": "Area = 3.12000000\nErrore relativo = 0.69 %\n"
        }
       ]
      }
     },
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ve2xwcDAJCQk52hISEggODs71eF9fX3z1XFREROzp8GFo1w7OD7NYQnsqPfcmgRaXJSaX6MkxDIOBAweycOFCVq9eTfV8TJbUrFkzVq1alaNtxYoVNGvWzFFlioiIZEtJgXvvzXqT6mRYQx5mHhR3qf6DIs0lQs6AAQOIiopizpw5+Pv7Ex8fT3x8PKcz5xgAevbsydChQ7O2n332WZYtW8akSZPYuXMnr776Kr/99hsDNReBiIg42rlz0KWLOekfQNWq/DNlCScpZW1dkoNLhJz333+fpKQkWrVqRUhISNbn888/zzomNjaWuLi4rO3mzZszZ84cPvzwQ+rVq8eXX37JokWLLjtYWURE5KoZBjz1FGROf1KmDCxdyrkKuQ+XEOu4RJ+aYRhXPGbNmjWXtD300EM89NBDDqhIREQkD2PHwowZ5ncfH1i8GMLCYLO1ZcmlXKInR0RExC1ERcHLL2dvf/IJ5DFprVhPIUdERCQ/Vq8216HKNH48PPywdfXIFSnkiIiIXMmff8L990OaORcOTz0F55cVEtelkCMiInI5F82Fw733wjvvaNFNN6CQIyIikpeUFGjfHjJnyW/YEOZpLhx3oZAjIiKSm7Q0eOghiIkxt6tVgyVL4JprrKxKCkBRVEREipzYWEhMvMwBhkGVUU9R4bvvADgXUJZdby4l9XAwHM79lB077F+nXB2FHBERKVJiY81pbU6dyvuYlxnNG3wMQCo+tE5ezLoHb8rX9S+Yt1YsppAjIiJFSmKiGXCiosywc7FySz6l2sgRWduHx37K2/fcdsXrRkfDiBFw/Lgdi5WropAjIiJFUlgYhIdf1LhqFYzqm709YQLVB3flystG63GVK9LAYxEREcieC+fcOXP76afhxRetrUmuikKOiIjIoUPQti0kJ5vbHTpoLhwPoJAjIiJFW3KyORfOwYPmduPGMHcuFCtmbV1y1RRyRESk6MqcC+f3383t6tXhm280F46HUMgREZGiyTCgf39YvtzcLlcOli6FoCBr6xK7UcgREZEiKXjGGzBzprnh6wuLF8ONN1pblNiVQo6IiBQ5PfmEStNfyW747DO49VbrChKHUMgREZEixf/nlczg8eyGN980x+WIx9FkgCIiUnRs3UqNwQ9QjPNz4QwcCIMGWVuTOIx6ckREpGj45x+IiKDYSXMunOMt74MpUzQXjgdTyBEREc938CDcdVfW6pk/04S9ozUXjqdTyBEREc925Ai0bg379wNwumZt2hGNUaKkxYWJoynkiIiI5zp2DO65B3btMrevu46/pi3nKOWtrUucQgOPRUTEM504Ae3aZc9mfO21sHIl5/4LsbYucRr15IiIiOc5cwY6doSNG83twEBYtQqqVrW2LnEqhRwREfEsaWnQpQusXm1ulykDK1bADTdYWpY4n0KOiIh4jvR06NnTXGQTzIU2ly2DunWtrUssoZAjIiKeIXPBzXnzzG0/PzPsNG1qbV1iGYUcERFxf4YBL7wAM2aY28WLw5dfwh13WFuXWEohR0RE3N9rr8HkyeZ3Ly+YPRvat7e2JrGcQo6IiLi3SZPMkJPpo4/MgcdS5GmeHBERcUmxsZCYePljyi/4kKqjX8zaPvDCFP6t3wc2533Ojh12KlBcnkKOiIi4nNhYCAuDU6fyPqYbc4iif9b2cEYxetKzMCl/P+P8MlbiwRRyRETE5SQmmgEnKsoMOxcrvWYxNYb0xJZuAJDQczD3/+9l7s/HguLR0TBiBBw/bt+axfUo5IiIiMsKC4Pw8IsaV66EoV3MOXEA+vcn6L3xBNnykXDQ46qiRAOPRUTEfaxfby7XcPasuf3IIzBtGuQz4EjRopAjIiLuYcsWc8HNzIE6nTrBrFnmK+MiudDvDBERcX07dsA990BSkrl9993mzMbFNepC8qaQIyIirm3vXmjdOvt98hYtYOFC8PW1ti5xeQo5IiLisryPHIK77oLDh82G8HD49ltz4U2RK1DIERERl1SBf7nu6bvNnhwwX7VatgxKl7a2MHEbCjkiIuJyvFKS+I4ISuw9/7539eqwYgVUrGhtYeJWNGJLRERcy4kTXPdse0qxxdyuVAlWrYLKla2tS9yOenJERMR1JCdDmzaU+v0nANLKVDAn/6te3eLCxB0p5IiIiGs4ftx8TfwnM+Acowx/T1ue+7oOIvmgkCMiItY7etR8TfznnwE4V7ocd7Ka0zc1sLgwcWcKOSIiYq3ERLjzTti0ydyuWJG/PvieGBRw5Opo4LGIiFgnIcHswfnzT3M7KAhWr+b0mVrW1iUeQT05IiJijcOHoVWr7IBTqRL88APUUsAR+1BPjoiION+BA+Yjqr//NrdDQ2H1arjuOmvrEo+ikCMiIs61b58ZcDJnMq5WDb7/3vyniB25xOOqtWvX0qFDBypVqoTNZmPRokWXPX7NmjXYbLZLPvHx8c4pWERECmfPHmjZMjvg1KwJa9cq4IhDuETIOXnyJPXq1WPatGkFOm/Xrl3ExcVlfQIDAx1UoYiIXLW//oLbb4fYWHP7xhvNMTihodbWJR7LJR5XtW3blrZt2xb4vMDAQMqUKWP/gkRExL527DBXE4+LM7dr1TKXaggOtrYu8WguEXIKq379+qSmplK7dm1effVVWrRokeexqamppKamZm0nJyc7o0QREY8WG2tOc3M5fn//yfVP3YX30SMAnLq+Ln+/s5JzhyvC4dzP2bHDzoVKkeSWISckJITp06fTqFEjUlNTmTFjBq1ateLnn38mPDw813PGjh3La6+95uRKRUQ8V2ysueLCqVN5H1OPGFbSGm/+A2AT4dzz13KOti6fr5+R2fEjUhhuGXJuvPFGbrzxxqzt5s2b888//zB58mQ+++yzXM8ZOnQogwYNytpOTk4mVM+BRUQKLTHRDDhRUbkvL1Vy+29cN+AeiicfA+DkzU0oPu07VviXueK1o6NhxAhzOSuRwnLLkJObJk2asG7dujz3+/r64uvr68SKRESKhrAwuKQTfeNGGBBhrioO0Lw510RHU6906XxdU4+rxB5c4u0qe4iJiSEkJMTqMkREZN06czXxzIBz++2wbBnkM+CI2ItL9OScOHGCvzNnvQT27t1LTEwM5cqVo0qVKgwdOpRDhw7x6aefAjBlyhSqV6/OzTffzJkzZ5gxYwarV69m+fLlVv0SREQEYM0auPdeOHnS3L7zTvj6a7jmGkvLkqLJJULOb7/9xh133JG1nTl2plevXkRGRhIXF0ds5rwKwNmzZ3nhhRc4dOgQJUuWpG7duqxcuTLHNURExMlWrICOHeH0aXP7nntg0SIoUcLSsqTocomQ06pVKwzDyHN/ZGRkju0hQ4YwZMgQB1clIiL5tnQpdO4MmVN1tG8PX34Jfn7W1iVF2lWNyUlLS+PAgQPs2rWLo0eP2qsmERFxI6V/+Bo6dcoOOJ07w4IFCjhiuQKHnJSUFN5//31atmxJQEAA1apVIywsjIoVK1K1alWeeOIJfv31V0fUKiIiLuZ+vqLG4Afg7Fmz4aGH4PPPwcfH2sJEKGDIeeutt6hWrRqzZs2idevWLFq0iJiYGHbv3s2GDRsYOXIk586d45577qFNmzb89ddfjqpbREQsVnbZXD6nK7b0c2ZD9+4wZw54e1tbmMh5BRqT8+uvv7J27VpuvvnmXPc3adKEPn36MH36dGbNmsWPP/7I9ddfb5dCRUTEhbzzDtWGP4eN8+Mpe/WCjz+GYsWsrUvkAgUKOXPnzs36npKSgr+/f67H+fr60r9//6urTEREXI9hwLBhMG4ctvNNiZ2foMLM6eDlMVOviYco9O/I2267jfj4eHvWIiIiriwtDfr0gXHjsppGMZzYlz9QwBGXVOjflQ0aNKBp06bs3LkzR3tMTAzt2rW76sJERMSFnDxpvkGVOaWHzUbs/73LK4wCm+1yZ4pYptAhZ9asWfTu3Ztbb72VdevWsXv3brp06ULDhg0ppmeyIiKeIzER7rrLXDUTzDenvviCxC4DrK1L5AquajLA1157DV9fX+6++27S09O566672LBhA02aNLFXfSIiYqX9+yEiAnbtMrcDAsxZjO+4AzZbWpnIFRW6JychIYFnn32WN954g1q1auHt7U3v3r0VcEREPMXWrdC8eXbACQ6GtWvNgCPiBgodcqpXr87atWuZP38+mzZt4quvvqJfv35MnDjRnvWJiIgV1q6F226Dw4fN7RtugA0boF49a+sSKYBCP66aOXMmDz/8cNZ2mzZt+P7777n33nvZt28f06ZNs0uBIiLiZAsWmBP7ZS7T0KQJLFkCFStaW5dIARW6J+fCgJMpPDyc9evXs3r16qsqSkRELPL++/Dgg9kBp21bWL1aAUfckt1XIa9WrRrr16+392VFROQqxMaaL0nlyTAI+eBVQj56Pavpv/Y92T9iBuzKfZmGHTvsXKSInRUo5MTGxlKlSpUrHle2bFkADh06ROXKlQtXmYiI2EVsLISFwalTue8vxjmmMYAn+TCrbTxDeOnbcfDtlefAiYuzV6Ui9lWgkNO4cWM6derE448/TuPGjXM9JikpiS+++IK3336bfv368b///c8uhYqISOEkJpoBJyrKDDsXsp05TfVh3Sjzw+KstgMvTObu7s9x9xWuGx0NI0bA8eN2L1nELgoUctq3b0+pUqW4++678fPzo2HDhlSqVAk/Pz+OHTvG9u3b2bZtG+Hh4UyYMEEzH4uIuJCwMAgPv6Dh6FG47z746Sdz29sbPv2U0IcfJjQf19PjKnF1BQo5UVFRHDhwgFGjRlGxYkVCQkJITEzk9OnTVKhQgR49ehAREUHt2rUdVa+IiNjDwYPmJH/bt5vbpUrBwoXQurW1dYnYUYFCTqVKlYiJiSEiIoLTp08zZswYAgMDHVWbiIg4wvbt0KYNHDhgbgcGwtKlF3XziLi/Ar1C/sILL9ChQwduu+02bDYbs2fP5tdff+X06dOOqk9EROxp/Xq49dbsgFOzptmmgCMeqEAh55lnnuG3336jTZs2GIbBtGnTaNasGQEBAYSFhfHwww8zbtw4li5d6qh6RUSkkEr/8LW50OaxY2ZDeLg5HqdmTWsLE3GQAs+TU7duXerWrUtkZCQbNmzgmmuu4Y8//iAmJoaYmBgWL17M6NGjSUlJcUS9IiJSCH2ZQY0Xn4SMDLOhdWtzZmN/f2sLE3GgQk8G+Ndff2V9b9q0KU2bNs3aNgzj6qoSERH7MAyCZ4xmBiPgfL6hWzeIjAQfHysrE3G4Qi/rcDk225UnjxIREQdLTYW+fan0/ojstuefNyfMUcCRIsDuyzqIiIgL+PdfuP9+WLcuq+ngsxO59q0XLSxKxLkc0pMjIiIW+vNPc+Xw8wEnw9ePrszjSE8FHClaFHJERDzJkiXQrBns22duh4Sw+6O1fEFXS8sSsYJCjoiIJzAMePNNc5mGEyfMtoYN4ddfOXVz7msNing6hRwREXeXmgp9+sDgwWbYAejSBdauhcqVra1NxEIKOSIi7uzIEXOCv8jI7LZXX4V586BkSauqEnEJertKRMRdbd0KHTrA/v3mdokS8Mkn8NBD1tYl4iIUckRE3NE330D37tnjbypVgsWLoVEja+sScSF6XCUi4k4MAyZMgI4dswNOo0bw668KOCIXUU+OiIiLiI2FxMS899vOplLljX6U//bTrLaj93Rl/yszMeJLQnzu5+3YYedCRdyEQo6IiAuIjYWwMDh1Kvf9FTnCQjpTnvVZba/wGqOWj4Dl+VtKJy7OHpWKuA+FHBERF5CYaAacqCgz7FyoxF9/UOO5DvjGxwKQ4VuCfa99Qqe7H6JTPq4dHQ0jRsDx4/auWsS1KeSIiLiQsDAID7+gYfFi6NsDTp40tytXxmvxYmo0bJjva+pxlRRVGngsIuKKDAPGjYPOnbMDTuPG8Msv5kzGInJF6skREXE1Z85Av37w2WfZbQ8/DDNnmnPhiEi+KOSIiLiQ4v8lwJ2dYcOG7MbXX4fhw8GWvwHGImJSyBERcRF1+Z2bHu0ACQfMhpIl4dNP4YEHrC1MxE0p5IiIuIDSqxfyE4/ik5A9wJivv75oFLKIFIQGHouIWOncORgyhJqD76cU5wNOkybmDMYKOCJXRT05IiJWiYszBxSvXZvVdDSiG+UWfqwBxiJ2oJ4cERErrFkDDRpkBRyjWHGeZQr7Rs9WwBGxE4UcERFnysiA8ePhrrsgIcFsu/Zads9Yyzs8qzeoROxIj6tERJzl2DHo1Qu++Sa77e67YfZsTh6oaF1dIh5KPTkiIs6webM5U3FmwLHZYORIWLoUKirgiDiCenJERBzJMOCjj+B//4PUVLOtXDmYPRvatLG2NhEPp5AjIuIop05B//45l2do0gTmz4cqVayrS6SI0OMqERFH2L0bmjbNGXAGDoQff1TAEXESl+jJWbt2LRMnTmTTpk3ExcWxcOFCOnXqdNlz1qxZw6BBg9i2bRuhoaEMHz6c3r17O6VeESnaYmMhMTHv/WVWfknV1/tQ7GQKAOklriF2xAyORTwMf+Z+zo4dDihUpIhziZBz8uRJ6tWrR58+fbj//vuvePzevXtp3749/fv3Z/bs2axatYrHH3+ckJAQIiIinFCxiBRVsbEQFmY+ibqYN2cZz//xPFOy2rYTxgOnv2LnsDAYduXrx8XZr1aRos4lQk7btm1p27Ztvo+fPn061atXZ9KkSQCEhYWxbt06Jk+enGfISU1NJTVz0B+QnJx8dUWLSJGUmGgGnKgoM+xk8k44SPWXulDqj+zVw4+26c7Zlz9gdslSV7xudDSMGAHHjzugaJEiyiVCTkFt2LCB1q1b52iLiIjgueeey/OcsWPH8tprrzm4MhEpKsLCLlhaasUK6Nk9+xmWjw9MmUK5/v0pl8/J/fS4SsT+3HLgcXx8PEFBQTnagoKCSE5O5vTp07meM3ToUJKSkrI+Bw4ccEapIuLJMjJg1CiIiMgOOFWqwLp18NRTmr1YxGJu2ZNTGL6+vvj6+lpdhoh4iGLH/4P2j8CyZdmNbduab1OVL29dYSKSxS17coKDg0nIXPPlvISEBAICAiihhe1ExMEa8wth3RtkBxwvL3jjDViyRAFHxIW4ZU9Os2bNiI6OztG2YsUKmjVrZlFFIlIkGAYVvniPdTyPT0Ka2VaxIsyday64KSIuxSV6ck6cOEFMTAwxMTGA+Yp4TEwMsbGxgDmepmfPnlnH9+/fnz179jBkyBB27tzJe++9xxdffMHzzz9vRfkiUhQkJsL991Nl/EB8OB9wWrSALVsUcERclEuEnN9++40GDRrQoEEDAAYNGkSDBg145ZVXAIiLi8sKPADVq1fn22+/ZcWKFdSrV49JkyYxY8YMzZEjIo6xfDnUrQuLFmU1JfQYBN9/D5UrW1eXiFyWSzyuatWqFYZh5Lk/MjIy13O2bNniwKpEpMg7cwZeegnefjur6Vzp8jyYNINXBnUiyNvC2kTkilyiJ0dExOX88Qc0bpwj4BARwfbPt7KYTpaVJSL5p5AjInKhjAyYPNkMOH+eX2jK19cMO9HRnKsYYm19IpJvLvG4SkTEJRw+DL16wcqV2W1168Ls2VC7tnV1iUihqCdHRARgwQKoUydnwBk0CH7+WQFHxE2pJ0dEirYTJ+DZZ2HmzOy2SpXgk0/gojXyRMS9KOSIiEeKjc1eTiovJbf+TLXhPfA7+E9W27G7HiB22AeklykPmy89RwtpirgPhRwR8TixseYq4adO5b6/GOcYxhhe4XWKkw5ACqX4H+8Quao3rLrywppxcXYsWEQcQiFHRDxOYqIZcKKizLBzIZ+De6g24hFK/bEhq+1EnVvYPyqKZ0Jr8swVrh0dDSNGwPHjdi9bROxMIUdEPFZYGISHn98wDHOczTPPmONwwFxYc8QISg0fTu3i+fvjUI+rRNyHQo6IeL6jR+HJJ+HLL7PbatQwu3q0sK+Ix9Ir5CLi2VavNue6uTDg9O4NMTEKOCIeTiFHRDySD6lUnvyiuUL4oUNmY9myMH8+zJoF/v7WFigiDqfHVSLicfz+2cbP9CAo6vfsxrvugshIuPZay+oSEedST46IeI60NBg9mpt6hFOf8wHHxwfefBOWL1fAESli1JMjIp5h82bo0wd+/z3r/95O16hFiQVzoF49S0sTEWuoJ0dE3Nvp0/DSS9CkCfxu9t4YXl6MZwg7P/tNAUekCFPIERH39eOPUL8+jB8P6ebMxdSpw65PfuYlxmP4lbC0PBGxlkKOiLiflBQYOBBuvx127zbbvL3h9dfht984VauRtfWJiEvQmBwRcS/LlpkT+8XGZrc1bQoffww332xdXSLictSTIyLu4ehR6NUL2rbNDjglSsBbb8FPPyngiMgl1JMjIq7vyy9hwAA4ciS77c474aOPzOUZRERyoZAjIpaKjTVXDc9N8X/jCJ0wkLKrF2S1pV8TwMHnJ/Ffp75w3AabLz1Pi2iKCCjkiIiFYmPNlcJPnbp4j0EvPmEyz1OW41mti7mPp0++x+E3KsMbV75+XJw9qxURd6OQIyKWSUw0A05UlBl2AHwO76PKG/0I+HlF1nFpZStycMhUQu/uwjc22xWvGx0NI0bA8eMOKlxE3IJCjohYLiwMwutnwLRpMHQonDyZvbNHD7ynTKF6hQpUz+f19LhKREAhR0RcgO/enfC/x823pDJVrgwffADt21tXmIi4Nb1CLiLWSUtjKGMI61YvZ8B58knYtk0BR0SuinpyRMQav/7KTb36MYYYSDvfVrMmzJgBrVpZWJiIeAr15IiIcyUmQr9+0LQpJXfFAOaCmrz4IvzxhwKOiNiNenJExDnS083J+4YNg2PHspq3UhvvWR9zU88mFhYnIp5IPTki4ngbN0KTJvDUU9kBx9+fg89PIpzNnKqtgCMi9qeQIyKO8++/0LcvNGsGmy+YmrhHD9i1iyOPDOIc3tbVJyIeTSFHROwvPd2c8+aGG2DmzOz2OnXghx/M2f9CQqyrT0SKBI3JERH7Wr/eXEwzJia7LSAAXn/dbC+uP3ZExDnUkyMi9pGQAL17Q4sWOQNOz56waxc8+6wCjog4lf7EEZErutxK4Zw7R8X57xEy/RWKn0jKaj51Qz0O/N80TtZvAYcxPxfR8gsi4kgKOSJyWXmvFA638iPvMpBQ/shqO05phvMG03f3J71v/v6I0WrhIuIICjkiclm5rRRe/N84Kr8zhPLRUTmPve8xDj8zjj7lAumTj2trtXARcSSFHBHJl7AwCK+TBu++CyNHQkpK9s7wcHj3XSo0a0aFAlxTj6tExJEUckQkX0pt+gF6DYQ//8xuLFsWRo82l2koVsy64kREcqGQIyKX5f3vYWbzIjf0m5vdaLOZk/yNHQsVCtJ3IyLiPAo5IpK7EyfgzTepNeFN6nAyu71RI3OivyZaikFEXJtCjojkdO4cfPyxOe4mIYHMh1DnSpej+ISxZg+OHk2JiBvQZIAiYjIM+Pprc+mF/v3Nyf0Ao1hxpjKQbQt2a+yNiLgVhRwRgV9+gVatoGNH2Lkzu/3BB9n+5Xb+x1TSy5S3rDwRkcJQyBEpyv75B7p2haZNYe3a7Pbmzc01qObPJ7XK9dbVJyJyFTQmR6QoSkyEN96A996DtLTs9htugHHjoFMn8w0qERE3ppAj4kEuu8YUYDtzmsB57xA0a2yOdabSygUS1+9VEjs9Dt7esCX7HE3YJyLuSiFHxENcbo0pL9LpwWzeYDiVOZDVfooSTOIFJhwdwolx/jAu7+trfSkRcTcKOSIeIrc1pgD8N66g8tuDKbn796w2w8uL/+7rQ1z/12hfsRLtL3NdrS8lIu7KpULOtGnTmDhxIvHx8dSrV4+pU6fSJI8JxyIjI3nsscdytPn6+nLmzBlnlCrissLCzKWk+P13GDIEli/PeUD79tjGjaNC7dr5WmdKj6tExF25zNtVn3/+OYMGDWLkyJFs3ryZevXqERERwZEjR/I8JyAggLi4uKzP/v37nVixiGvyjj8AvXtDgwY5A07DhrB6NSxZArVrW1afiIizuEzIeeutt3jiiSd47LHHqFWrFtOnT6dkyZLMnDkzz3NsNhvBwcFZn6CgICdWLOJavFKSGMNQbr7/BvjkE3NyP4Bq1WDOHHMunDvusLRGERFncomQc/bsWTZt2kTr1q2z2ry8vGjdujUbNmzI87wTJ05QtWpVQkND6dixI9u2bcvz2NTUVJKTk3N8RDzCyZPw5pvU7liToYzDK/X8I9uyZWHSJHNyv27dwMsl/nMXEXEal/hTLzExkfT09Et6YoKCgoiPj8/1nBtvvJGZM2eyePFioqKiyMjIoHnz5hw8eDDX48eOHUvp0qWzPqGhoXb/dYg41alTZoipUQMGD6Z40n8AZHj7wIsvmhP9DRoEvr4WFyoiYg2XCDmF0axZM3r27En9+vVp2bIlCxYsoGLFinzwwQe5Hj906FCSkpKyPgcOHMj1OBGXd+oUvPUWVK9uhpnz49YMm40oerB9wS6YONHsyRERKcJc4u2qChUqUKxYMRLOLwiYKSEhgeDg4Hxdw9vbmwYNGvD333/nut/X1xdf/R+tuLPTp+GDD2D8eLiwh9Nmgy5d2PHgKzz6UC02VbKuRBERV+ISPTk+Pj40bNiQVatWZbVlZGSwatUqmjVrlq9rpKens3XrVkJCQhxVpog1Tp+Gt982H0s9/3zOgNOlC2zdCvPmcaZGLetqFBFxQS7RkwMwaNAgevXqRaNGjWjSpAlTpkzh5MmTWXPh9OzZk8qVKzN27FgAXn/9dW655Rauu+46jh8/zsSJE9m/fz+PP/64lb8MEfs5cwY+/NBcS+ri6YYffBBGjtSr4CIil+EyIadr1678+++/vPLKK8THx1O/fn2WLVuWNRg5NjYWrwveDjl27BhPPPEE8fHxlC1bloYNG7J+/Xpq1dL/zYpru+L6UqlnqLBoBkGzxuLz7+Ec+47d9QDxT7zC6evrwllgc/Y+TdonIpKTy4QcgIEDBzJw4MBc961ZsybH9uTJk5k8ebITqhKxn8utL+VDKn35mGGM4VoO5di3gM68xkj+WFUPVl167oW0xpSIiMmlQo6Ip8ttfSnb2VTKL55J8Kwx+CTknALheKtOxPUbSbUb6zPrCtfWGlMiIjkp5IhYICwMwmufhZkzYcwYuHhKg/vug1dfpUyDBpTJ5zX1uEpEJCeFHBEn8+Ys5RdEQufR5vOrC3XoYA4obtjQktpERDyJQo6Is5w5Q/kFn7KbMVQdfdFisvfea4abRo2sqU1ExAMp5Ig42rFjMH06vP02VS+a8JJ27eDVV6FxY0tKExHxZAo5Io5y4ABMmWLOdXPiRI5dSS3aUnrSSGja1JraRESKAJeY8VjEo2zdCj17mjMUv/VWdsCx2Th214M04Wf+eSdaAUdExMHUkyNiD4YBP/wAEybA0qU59/n5wWOPwaBB7E2+jl81plhExCkUckSuRno6LFxohptff825r2xZGDjQ/AQGmm2bL72EiIg4hkKOSB4ut/yC7cxpyn8TSWDUJPwO/pNjX2pIVY70GMR/HfuQUbIUHMT8oLlsREScSSFHJBd5Lb9Qjv94mvd4hqkE8m+OfVuozwSGMD/uIdLfLA5v5n19Lb0gIuJ4Cjkiubh4+QWfw/sInD2Z8otmUOxMzuST3LQ1CT2HYDRtzWCbjcGXua6WXhARcR6FHJHLCPeKIWzSRPj8c3P8TSYvL+jSBQYPJiA8nIB8Xk+Pq0REnEchR+RihoH/L6v5jvGEdV+Rc1+JEvD44/D881C9ujX1iYhIvijkiGQ6cQJmz4Z33+X6P//k+gv3VagAzzwDTz9tfhcREZenkCOyeze89x7MmgXJyTl2pVauge/LL0KvXlCypEUFiohIYSjkSNGUnm6OAp42Db777pLdJ+o1p8/vz/LSwgcIb1zMggJFRORqKeRI0fLff/Dxx/D++7BvX859fn7QowcMGMBuowHzG8JLyjciIm5LIUeKhk2bzF6buXPhzJmc+6pXN8fa9OkD5cqZbZqZWETE7SnkiFu77KzEZ1Mps/JLKn7xLqW2brxkf1LzNvzbZSDJzdtAsWKwD/ODXvUWEfEECjnitvKalfhaDvAkH/AEHxHEkRz7jlOamfThfZ7i7/XXw/rL/wzNTCwi4r4UcsRt5ZiV+CaDUr+toeIX71Lmh8XYLpy4Dzh9XR2OdB3IsbY9aFXiGlpd4dqamVhExP0p5IhbK0UKt/0ZRZUx78L27Tl3Fi8O998PAwdS4tZbqWqzUTWf19XjKhER96eQI+4pJoZrJ3zMIT4hYFxKzn3BwfDkk9CvH1SqZE19IiJiOYUccR/HjsGcOeYr4Fu2EHjx/ltvhYEDoXNn8PGxokIREXEhCjni2jIyYPVqmDkTFiyA1NQcu09RglOdH6HCyAFQr55FRYqIiCtSyBHXtH+/ucxCZKT5/WKNGxPbug91xz7M6uFlqKB8IyIiF1HIEddx5gwsXGj22qxaBYaRc3/58vDoo+akfXXqkLgZksZaU6qIiLg+hRxxuMtN2IdhUGLnFsp/PZNyS2dTPOV4zt1eXiQ3i+C/jn1Jur0DhrcPpAGb9QaUiIhcnkKOOFReE/aV4z96MJs+zCSM3y85729qMpM+fJrRk0M/XQs/5f0zNGGfiIjkRiFHHCrHhH03pOP/80oqfD2T0msW4ZV2NsexGb4lONb6If7r2IcT4bfzoM3Gg5e5tibsExGRy1HIEYerzh7uXBNJyNBIOHDg0gOaNoW+ffHq2pXyAQGUz+d19bhKREQuRyFHHCMxEb78kus/nMMefoQZF+2vWBF69oTHHoObb7akRBER8WwKOWI/KSmweLE5Yd+KFXDuHP4X7vfygnbtoG9f85+asE9ERBxIIUeuTmoqLF0Kc+fCN9/A6dOXHLKDmwh4pjeVX3pUyyyIiIjTKORIwaWnw5o1Zo/NV19BUtKlx1SpAg8/zI4G3anVrS6betuorHwjIiJOpJAjWa40n03JP3+h3HdzKbv8c7z/i7/kkLQyFTh+dxeORnTjZL3m4OWlwcEiImIZhRwB8p7PJoztdGcO3ZhLTfZccl4KpVhIZ+bQnVXH7+LcfG+Yf+n1NZeNiIg4m0KOADnns6lXZj9lv5tH2WVzKPnXH5ccm+HtQ/Kt7Tka0Y2k2+6ltl8JxuRxXc1lIyIiVlHIEQCKHz3C08yn48S5lPo9l+mFvbzgzjuhe3e8OnemTJkylMnHdfW4SkRErKKQU5TFxpoLYi5cSJ0ff2QaGVyywsItt0C3btClCwQHW1KmiIhIYSjkFDU7dsCCBWa42bQpq9l24TE33wzdu8PDD0ONGk4vUURExB4UcjydYcCvv2b12LBrV66HnalyPZNjH6DjvO7U6lrHyUWKiIjYn0KOJzp3DtauNUPNokVw8GDux4WHQ+fO0Lkz28/UYlgjGxHXO7VSERERh1HIcTN5zWVjO3OagJ9XUOb7hZRe+w3Fk/675BjDZuNEg9s4fkdnklp14mylauaOVNix07F1i4iIOJtCjhu5eC6bAJJoz7d0ZiFtWUopTl5yTio+rKQ1C+nM18Z9/Ls5EDYDk3L/GZrPRkREPIVCjhtJTIRSpxJY3WcxN+1ciP8vq/A6l3bJceklriH51vZmj02LdoSUCuBp4OnLXFvz2YiIiKdRyHF1GRmwZQtER3PDl0uJYyNeM41LjytfHjp2hM6dKda6NWX9/ChbgB+j+WxERMTTKOS4ouPHYcUKs3tl6VJISACg1MXHhYZmDRzm1luhuP51ioiIZNLfiq7AMGDrVjPUREfD+vXmSt+52EYtyvfpRPBTnaFhQ7DZcj1ORESkqFPIsUpKCqxcmd1bc+hQ7seVLAl33QXt2vFnaFvq3FuVTQMgONy55YqIiLgblwo506ZNY+LEicTHx1OvXj2mTp1KkyZN8jx+/vz5jBgxgn379nH99dczfvx42rVr58SK83bJq96Ggd/eHQT8tJSAn6IpteXHXAcNA5ypegNJLdqR3KIdJxrchuHrB2jcjIiISEG4TMj5/PPPGTRoENOnT6dp06ZMmTKFiIgIdu3aRWBg4CXHr1+/nm7dujF27Fjuvfde5syZQ6dOndi8eTO1a9e24FeQLfNVb06d5A6+px3RtCOaauzP9fjT+PE9dxBNO5bSlj37a8J+YE7u19dr3iIiIlfmMiHnrbfe4oknnuCxxx4DYPr06Xz77bfMnDmTl1566ZLj3377bdq0acPgwYMBGDVqFCtWrODdd99l+vTpTq09h7/+wvZBNF+dWsrd3msolpaa62GplauTdGt7kpu3JaVhK4JLlKQP0Ocyl9Zr3iIiIvnnEiHn7NmzbNq0iaFDh2a1eXl50bp1azZs2JDrORs2bGDQoEE52iIiIli0aFGux6emppKamh04kpOTr77w3PTrR+iaNYQCXPA0KqO4NycatiS5RTuSWrQjteoNhR40vHcvbN5sl2pzXNMR13bUdd312qrZOddWzc65tjvW7Mhrq+acXGKIheECDh06ZADG+vXrc7QPHjzYaNKkSa7neHt7G3PmzMnRNm3aNCMwMDDX40eOHGkAl3ySkpLs84vINGGCYZjvSxn7CTXe50mjA4uNa0jJbNZHH3300UefIvEpWdIw9u+371+zSUlJRn7//naJnhxnGDp0aI6en+TkZEJDQ+3/gzp3BiCuflsSy91ME5uNJsCrdrp8air4+trpYk66tjvW7Mhrq2bnXFs1O+fa7lizI6+tmnOqUAGqVHHMtfPDJUJOhQoVKFasGAnnJ73LlJCQQHBwcK7nBAcHF+h4X19ffB31b/FC110HgwcTAoQ4/qeJiIhIHrysLgDAx8eHhg0bsmrVqqy2jIwMVq1aRbNmzXI9p1mzZjmOB1ixYkWex4uIiEjR4hI9OQCDBg2iV69eNGrUiCZNmjBlyhROnjyZ9bZVz549qVy5MmPHjgXg2WefpWXLlkyaNIn27dszb948fvvtNz788EMrfxkiIiL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      "model_name": "TextStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "e6b3c6c07eea4131b43633a53f508e38": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "IntTextModel",
      "state": {
       "description": "$n$",
       "layout": "IPY_MODEL_293d719177044f3ba3a3f74520eb2cc7",
       "step": 1,
       "style": "IPY_MODEL_63e36767d69a437e984192d67a99d999"
      }
     },
     "e6cfc7f3b8564a18b2db5c1e1a38b604": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "border_bottom": "1px solid black",
       "border_left": "1px solid black",
       "border_right": "1px solid black",
       "border_top": "1px solid black"
      }
     },
     "e75eb569327145b8aaf244e03f150a0c": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_306a715046b74e4f8fca0e4a9bc7e654",
       "outputs": [
        {
         "data": {
          "image/png": 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",
          "text/plain": "<Figure size 600x600 with 1 Axes>"
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "name": "stdout",
         "output_type": "stream",
         "text": "Area = 2.84000000\nErrore relativo = 9.60 %\n"
        }
       ]
      }
     },
     "e7c949425be04f10aae8707a6745a6c9": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "BoxModel",
      "state": {
       "children": [
        "IPY_MODEL_033c3ba3f7bc40f69c3f574c99d43565",
        "IPY_MODEL_cf41d875a3d749c48c3cd7d5fe335b52"
       ],
       "layout": "IPY_MODEL_0ec1c222c06249abb60619949fe89c39"
      }
     },
     "e7dfb83476214f4980c476b936a88bd5": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "border_bottom": "1px solid black",
       "border_left": "1px solid black",
       "border_right": "1px solid black",
       "border_top": "1px solid black"
      }
     },
     "e82ac3d6b8f74affa950c4d90d987778": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "e8441080500540b488c1450b7a9ec316": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ButtonModel",
      "state": {
       "description": "Run!",
       "icon": "check",
       "layout": "IPY_MODEL_c2e931d1e68740558cb280a378aab0fa",
       "style": "IPY_MODEL_0a3a78d5e8584d5981b726a245786dfd",
       "tooltip": "Run MC calculation"
      }
     },
     "e8cd977c00c84428bdaedc42ea957108": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_1693f207f9b249a4a781567338fa4eeb",
       "outputs": [
        {
         "data": {
          "image/png": 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",
          "text/plain": "<Figure size 200x400 with 1 Axes>"
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "name": "stdout",
         "output_type": "stream",
         "text": "La stima dell'integrale è In = 0.9992\nL'errore massimo stimato è: 0.0333\n"
        }
       ]
      }
     },
     "e96778f975294a3a9b7491ddeb972b33": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "e99f2d8c56ae449da659f49cfefed9c1": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "e9a3b642f46945f78d5d01c018f76082": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "ea0679c16c6e4327a9934c8915264324": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "ea20148226554d02b06078bca3061f57": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_b4b5a5a21e2b4d77ad423804309e4fa4"
      }
     },
     "eaef16155d5d47dc9d9ad8f6ca9a49f7": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_dc270f71a6df4592be83cfb4ca0c7b7e",
       "outputs": [
        {
         "data": {
          "image/png": 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",
          "text/plain": "<Figure size 600x600 with 1 Axes>"
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "name": "stdout",
         "output_type": "stream",
         "text": "Area = 3.28000000\nErrore relativo = -4.41 %\n"
        }
       ]
      }
     },
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",
          "text/plain": "<Figure size 600x600 with 1 Axes>"
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "name": "stdout",
         "output_type": "stream",
         "text": "La stima dell'integrale è In = 1.0000\nL'errore massimo stimato è: 0.0074\n"
        }
       ]
      }
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D0mMDr3OC/J3CX0QKl6VL4fPPAci6NZBnmKPLPfmgn5iIFBpHYxPJfPY5+/4v3T/kKKEmVlR4KfxFpFCwHjbY3vQ5ip9JAmAZXWk+oyegNfrzQ+EvIoVCztzP6JT9NQCZpctRfc0MoqJsa/doTr/jFP4i4v6sVkLfe8G+W3zOTO5sU14TfG6Cwl9E3FtODvTpg/e5FABOduwFXbuaW1MRoPAXEfc2YQKsXw/AESpxdPhkkwsqGhT+IuK+4uJg1CgADIuFXnxGtn8pU0sqKhT+IuKe0tKge3fIzATgr54vs4HWJhdVdCj8RcTtWK3wV99XYPduAM7Xasi61lEmV1W0aD1/EXErViu8UHMVy9OnAJCGH3ft+4I9fX0BzekvKBr5i4hbOfP7CaalX160LWnEe8yPrUvUxYG/5vQXDI38RcR9GAaVo/pTigTbfocOhL4bSagF9uwxt7SiRiN/EXEfM2ZQ6oeLT/GWKgtz5oDFYnJRRZPCX0Tcw86dMHSofdc6ZjYEB5tYUNGm8BcR86WlwZNPwoULAExhMMktO5tcVNGm8BcRU1mtcKLnMNi1C4DToXcwnPdMrqro0w1fETGN1Qqv1FjKwozpAJynBM2OfEk6fprS6WQa+YuIaZJ3WPk441n7/onXPqR7VB1AUzqdTeEvIubIyiLste6U5oxt//HHqTLuWS3T7CIKfxExR1QUt8ZtAiA9pArMnKlpnS6k8BcR1/v+ey49spuFN3++vQBKlTK3Jg+j8BcR10pIgB49wDAAeJ0ozjVoZnJRnkfhLyKuk50NTz8NiYkAJEe041+8YnJRnknhLyIuYbVC/KAo+1u5MspVYE3PzzEUQ6bQPH8RcTqrFf5Zcy3fpI8DIBsv7j+xiE2DygFaptkMbvErd+PGjXTq1IkKFSpgsVhYvnz5NY/fsGEDFovlf7aEhATXFCwiDjmzN4HZ6d3xwnadPyHyLSbHttAyzSZyi5H/uXPnaNCgAc888wyPPPLIDZ+3b98+AgIC7Pvly5d3RnkicjOyswkb/TT+2K7z064dFT98hYpeWqbZTG4R/h06dKBDhw4On1e+fHlKaXqYiHsbMwb/rZev8/t8/jl4ucVFB49WqP8GGjZsSEhICA888AA//fTTNY9NT08nJSUl1yYiTvbNN/DOO4BtPv+h6EVQrpzJRQkU0vAPCQlh+vTpLFmyhCVLlhAaGkqrVq3Ytm3bVc+Jjo4mMDDQvoWGhrqwYhEPdPAg9Oxp3x3BeM41amFiQXIlt7js46hatWpRq1Yt+36zZs34448/mDhxIp9//nme54wcOZJhw4bZ91NSUvQLQMRJjuxP47bOj1IyORkA692PMvHXofQwuS65rFCGf16aNGnCpk2brvq5r68vvr6+LqxIxDNZrbCu7vP0yY4DYB81ufvXOYBFUzrdSKG87JOXuLg4QkJCzC5DxOMZs2bTJ3s2ANl+Jcn+cgkjomyz8jSl033c1Mg/MzOThIQEzp8/T7ly5ShTpky+vs7Zs2c5cOCAff/QoUPExcVRpkwZKleuzMiRIzl27BifffYZAJMmTSIsLIx69epx4cIFZs2axbp161i9evXNdEdEbta2bYT+K9K+6z1rJnWfqM/2L0ysSfLkcPinpqYyf/58Fi1axC+//EJGRgaGYWCxWKhUqRJt27ZlwIAB3H333Tf8Nbdu3Urr1q3t+5euzffu3Zu5c+cSHx+P1Wq1f56RkcFLL73EsWPHKFmyJHfeeSfff/99rq8hIi6WlAQPP4xXRjoAJx4fRLnu3U0uSq7GofCfMGECb7/9NtWrV6dTp06MGjWKChUqUKJECU6dOsXOnTv58ccfadu2LU2bNmXKlCnUqFHjul+3VatWGBdX+MvL3Llzc+2PGDGCESNGOFK6iDhTVhZ062a74A/E8A/8hk1Akzrdl0Ph/+uvv7Jx40bq1auX5+dNmjThmWeeYfr06Xz66af8+OOPNxT+IlLIjRwJ69YBkHlbMI+eXMK3Pppg4c4cCv+FCxfa/5yamoq/v3+ex/n6+jJw4MCbq0xE3J7VCtlfLCLs/fcBMLyLsX7QYuKjKphcmVxPvmf7tGjRQgupiXgwqxWeqPUbQaOesbdFZk+mXdQ9gFbqdHf5Dv9GjRrRtGlT9u7dm6s9Li6OBx988KYLExH3dvqPUyy48DAlSQMgqXNf+m39p1bqLCTyHf6ffvopffr04Z577mHTpk3s37+fJ554gsaNG+Pt7V2QNYqIu8nKImzkk1TjkG3/rrso++XHhDe2EBZmbmlyY25qnv+bb76Jr68vDzzwANnZ2dx///3ExMTQpEmTgqpPRNzR8OEE/LwGgMzS5Si+dCn4+ZlclDgi3yP/xMREXnzxRd566y3q1q1L8eLF6dOnj4JfpKibMwcmTQIgk2IcGv9v0DpZhU6+wz8sLIyNGzeyePFiYmNjWbJkCQMGDOC9994ryPpExJ389BNcMZNvEB9zNvxeEwuS/Mp3+M+ZM4ft27fTsWNHANq3b8/69euZOHEikZGR1zlbRAqbYzFWMjs/ApmZAOx7YDCz6G9yVZJf+Q7/J5988n/awsPD2bx5M+suPuwhIkXDkb3nSGreheKn/gLge+6n3pqJgKZ0FlYFvqpn1apV2bx5c0F/WRExi2Fw6/N9aWDEAXChUnXKrf2SN6Js80U0pbNwcij8r1xc7VpKly4NwLFjxxyvSETcy5tvUvr7xQBk3+KP33f/ocF9t2lKZyHnUPjffffdPPfcc/z6669XPSY5OZlPPvmE+vXrs2TJkpsuUERMtGABvPkmADlYOPTWAqhb1+SipCA4NM+/Y8eO3HrrrTzwwAP4+fnRuHFjKlSogJ+fH6dPn2b37t3s2rWL8PBwxo8fryd9RQqzzZuhb1/77su8T497HzKxIClIDo3858+fz4gRIzh+/DipqamEhISQlJTE77//DkD37t2JjY0lJiZGwS9SiB3bdIjMh7pCRgYAv7cewESGmluUFCiHRv4VKlQgLi6Odu3akZaWxjvvvEP58uWdVZuImODIzmRS732IisYJwDazp8P6j9A7eIsWh0b+L730Ep06daJFixZYLBa++OILfv31V9LS0pxVn4i4UlYWgf2foK6xG4ALVWpRbv1ixkYVBzSzpyhxKPyff/55tm7dSvv27TEMg6lTpxIREUFAQAB16tThySef5N133+W///2vs+oVEWcxDHj+eQK22N6FnRV4G35rV9CgVWnN7CmCHF7Y7c477+TOO+9k7ty5xMTEcMstt/B///d/xMXFERcXx9dff83bb79NamqqM+oVEWd57z2YPh2ADIpz6INl1Kpe3eSixFnyvarnpZu8AE2bNqVp06b2/Wu9j1dE3NCiRfDKK/bdvnzKS41amFiQOFuBP+ELYLFYnPFlRaSAWa2wf9ZGcnr1trfFPf4WC+huYlXiCk4JfxFxf1YrdKm1l7L9u+KVaZvS+Qn9aLR4FKA1e4o6hb+IhzqzL5GlFzpQhtMAJEe0o/GWj4mKsv3LXTN7irabepOXiBRSZ89SfchD3MKftv2GDQn8bjHh/sXZc8DUysRFNPIX8TSZmfDYY9yyeysAGUGhsGIF+PubXJi4ksJfxJMYBjz7LHz3HQBnCOTAhyuhQgWTCxNXU/iLeAirFRL6vgqffw5AdnFfOvMfLtxe3+TKxAwKfxEPYLXCR7dPInjeeACy8eKxzIX8yL2a1eOhFP4iHiB7/kLGZ15elfPYyKk0jnoY0KweT6XwFynq1qyhytjLD3ExZgyV3xmo9Xo8nMJfpCjbsgUefhivrEwATjwyAN54w9yaxC0o/EWKqp074cEH4dw5AJbRlSOvTAUtvyIo/EWKHKsVdv7nIBmt28Jp29O7CXXv4ykWQjE91yk2Cn+RIsRqhda14ynR5QF8kmzTeH7hbmrsXk46fprZI3YKf5Ei5PQfp1ie1pbqHAQgrVpdfNf+l1eibE/vamaPXKJ/A4oUFampVH+xI7ey07ZfpQolNq6mQcXb2KkRv/yNRv4iRcH589C5M7fu2AJAZpnysGYNVKxocmHirhT+IoVdejo88ghs2ADAaUpxYOpqqFHD3LrErSn8RQox6x+ZnGn/pH2htkw/f9rxHWk1G5hcmbg7hb9IIWU9lM3PtXpRasNyAM5RktYXVvIrTTSrR67LLcJ/48aNdOrUiQoVKmCxWFi+fPl1z9mwYQPh4eH4+vpy++23M3fuXKfXKeI2cnIoOXQAj2cvsu36+HL8469pH3UPoFk9cn1uEf7nzp2jQYMGTJ069YaOP3ToEB07dqR169bExcUxZMgQ+vXrx3cX/+krUqTl5MCgQZT9eg4AhncxvJYuocY/22i9HrlhbjHVs0OHDnTo0OGGj58+fTphYWF88MEHANSpU4dNmzYxceJE2rVr56wyRcxnGDB4MMyYAdiWZj78zkKqdexocmFS2LjFyN9RMTExtGnTJldbu3btiImJMakiERcwDHjhBZg2zbbr5UUP5nOmzWMmFyaFUaEM/4SEBIKCgnK1BQUFkZKSQlpaWp7npKenk5KSkmsTKTQMg5R+Q+Gjj2y7Xl5sfu4zFvGUyYVJYVUowz8/oqOjCQwMtG+hoaFmlyRyYwyDlP4vETBnMgA5WOiVM5d7pnUH0MweyZdCGf7BwcEkJibmaktMTCQgIIASJUrkec7IkSNJTk62b0eOHHFFqSI3xzBg+HACZk+07VosWMfOYWhsT6KibIdoZo/kh1vc8HVUREQEK1euzNW2Zs0aIiIirnqOr68vvr6+zi5NpOAYBgwZAh9+aG+yvj6Lqm/0oSqwZ49ZhUlR4BYj/7NnzxIXF0dcXBxgm8oZFxeH1WoFbKP2Xr162Y8fOHAgBw8eZMSIEezdu5ePP/6Yr776iqFDh+b15UUKn5wciIy0B79hsdCPTzjZ5RmTC5Oiwi3Cf+vWrTRq1IhGjRoBMGzYMBo1asSYMWMAiI+Pt/8iAAgLC2PFihWsWbOGBg0a8MEHHzBr1ixN85QiwfpnDkmPPnd5Vo/FQkz/T5lNP5Mrk6LELS77tGrVCsMwrvp5Xk/vtmrViu3btzuxKhHXsx7KZmONZ+mRPQ+wzePvZXzGgpm6uSsFyy1G/iICZGVx66Be9uA3vL05HL2Ql2K76+auFDi3GPmLeLz0dHjqKcqsWgbYlmywfPUl1R55BNDNXSl4GvmLmO3ii1hYZgv+dHw4+N4S2xr9Ik6i8Bcx0ZGdyZxt3g5WrwYgy7ckD/EtyS07m1yZFHW67CNikqO/neREeDtCc2IBSCaAjukr+Il7dGNXnE4jfxEzxMdz26MtCb8Y/FmBt3F8/jqtxy8uo/AXcbU//oDmzSnxxy4AMsqGUGzzRup0b6z1+MVlFP4irhQXB82bw6FDAByiKvtn/Qh165pbl3gchb+IC1itsH/WRrLvaQkXFyU8U6ke97CJjNDqJlcnnkjhL+JkVisMq/ENof3b4X3O9h6JzURQ7ehGjlNRN3fFFAp/ESfL+XQeizIepgQXAEhu1p6Sm9YwLKoMoJu7Yg6Fv4izGAZER1P1jT4UI9vW9tRTBK7/mobNb9HNXTGVwl/EGbKzbS9aHzXK3vRXt8Ewfz74+JhYmIiNwl+kgB3Zn2Z7qfrHH9vbXiWao8M/BC/9LyfuQU/4ihSgo7+d5Gh4ZyJyNgOQSTGeZTaf04sWCSYXJ3IFhb9IQTl0iLJdOlApZx8A2SVv5c/xS6h5ui28rhu74l70b1CRgvDzz9C0KX6HbcGfeVsw3ps2UiOyrW7siltS+IvcrCVLoFUrOHECgL3UYt+nm+Hia0lF3JHCXySfrIcNjg55H+Pxx+GCbQ5/Yu2WNGMzGRU13Bf3pvAXyQfrwSxW3/5PKk0ejuXi+6fn0YvQvas5TRk9tStuT+Ev4qjkZAJ7PES/rBn2puPPvckdW+cyJso2h183d8XdabaPiCMOHIBOnQjcuxeAnOI+eM2ZTYUePagA7NlrbnkiN0ojf5EbtX49NG0KF4M/ids48PEa6NHD5MJEHKfwF7kBp6JnYDzQFk6dAuBMxbo04RfOht9rcmUi+aPwF7mWrCxSnh1CmVEDsWRnAbCSDlQ+FsMhqunGrhRaCn+Rqzl5Etq3J2DOZHtTYvehBP/yDSOiAgDd2JXCSzd8RfLyf/8HXbvaX7eYSTGOvzaNKlH9CAL27De1OpGbppG/yN+cmPZvsptG2IM/LaA8rVnPyYf7mVyZSMFR+ItckpND8uDRlBv0ON4XzgOwlcbUTNnKT9yj6/tSpCj8RcA2i6dTJwKnvmNvOtmxJ94//chzUaGAru9L0aJr/iLbt8Ojj9ov82ThTfxL7xP63ovcZrGw+5DJ9Yk4gUb+4rGsVvjzzXnkRDSzB/8F/7K04ztOPD0ELBZzCxRxIo38xSNZf0/nu7pD6J813d72M014LPXfHCVU1/elyNPIXzzP4cPc9vC9uYL/xKPP4ROzUdf3xWNo5C+e5ZtvoHdvbjl9GoAcXz+8pk+jXJ8+lAN2/2FueSKuopG/eATrH5kk9h4BnTvDxeA/SBj7Zv8EffqYW5yICRT+UuQd+/kox2q2Iuiz9+xtS3mYcLZxsFS4iZWJmEfhL0Xbf/9LULuGRORsBsDwLsaRlyaye9wSkimla/visRT+UjRlZMBLL8GDD1Is+SQA6cGVsfy0idD3hxBWTdM4xbPphq8UPQcOwJNPQmysvekbHqLygnk0aFrGxMJE3IdG/lKkJE2aT3aDRvbgzynuw9aek+nMf8gOVPCLXOJW4T916lSqVq2Kn58fTZs25ZdffrnqsXPnzsViseTa/Pz8XFituJWUFM4+1puyQ3viff4sAPupQePMLdz9+QuARQ9uiVzBbcL/yy+/ZNiwYYwdO5Zt27bRoEED2rVrx19//XXVcwICAoiPj7dvhw8fdmHF4jY2b4aGDbl1yWf2ppMP9eb8j9uYHduIqChbm27uilzmNuE/YcIE+vfvT9++falbty7Tp0+nZMmSzJkz56rnWCwWgoOD7VtQUJALKxazWQ9mET9gLEaLFva1eVLw58+oz7ntm7k0vOdWwsMhLMzkQkXckFuEf0ZGBrGxsbRp08be5uXlRZs2bYiJibnqeWfPnqVKlSqEhobSpUsXdu3addVj09PTSUlJybVJ4XV84wESatxDyCfjsOTkALCJ5jTgN3Y16mFydSLuzy3CPykpiezs7P8ZuQcFBZGQkJDnObVq1WLOnDl8/fXXzJ8/n5ycHJo1a8bRo0fzPD46OprAwED7FhoaWuD9EBcwDPjkE4I6NKJJzs+2Jm9vjv8zih/e2MCfhOnyjsgNcIvwz4+IiAh69epFw4YNadmyJUuXLqVcuXLMmDEjz+NHjhxJcnKyfTty5IiLK5abdvw4dOwIAwbYb+peCL0dy08/UeHj16h6u2Yui9wot/i/pWzZsnh7e5OYmJirPTExkeDg4Bv6GsWLF6dRo0YcOHAgz899fX3x9fW96VrFHEkfLaLU6EEUSzltb5tJf5osmEDDpreaWJlI4eQWI38fHx8aN27M2rVr7W05OTmsXbuWiIiIG/oa2dnZ7Nixg5CQEGeVKWY4eZJznbpR9vmn7MF/nBAeZAXPMZNjyQp+kfxwi/AHGDZsGJ988gnz5s1jz549/POf/+TcuXP07dsXgF69ejFy5Ej78ePGjWP16tUcPHiQbdu20aNHDw4fPky/fv3M6oIUtKVLoW5dbvn2K3vTqbbdOLF2B82iHgQ0fVMkv9zisg9At27dOHHiBGPGjCEhIYGGDRuyatUq+01gq9WKl9fl31WnT5+mf//+JCQkULp0aRo3bszmzZupW7euWV2QgnLiBAweDF9dDv2TlCEl+mPCXu1GGWCnHtgSuSluE/4AgwcPZvDgwXl+tmHDhlz7EydOZOLEiS6oSlzGMEiatpjA0ZEUP5Nkbz4S3pkm26azom0ImrIvUjDc5rKPeLj4eM4/+BhlI7vZg/8kZXiaL6i8bTkJhGh5BpECpPAXcxkGzJoFdepQctVSe/Pp+x7h2OrdvBz7NFFRtuWXdX1fpOC41WUf8SzHN+zH/+UB+Mf+YG87QVlSo6dS7ZXHKW2xhf6ePWZVKFJ0aeQvrpeZyZlXoinT+s5cwT+PXtRhD3vueAIsetmKiDNp5C+utWkTDBxIqSvWYUqvGIZ11AyOnHqAk6/r8o6IK2jkL65x8iT06wctWsDF4M/Gi8QeL+G7bwc1Bj2g1TdFXEjhL85lGJycMI/M22vD7Nn25pNhjWnCLxwb+j7ccouJBYp4JoW/OM+OHVyIaMVtL/WxT99MwZ/BTKH8oZ/ZRmNN3xQxicJfCl5yMgwZAo0a4ffzRnvzqbbdOLxqL8/EDubNKG9A1/dFzKIbvlJwcnI4OelzAt4eQfFTl1+/eYDqMOUjbh/cnkuvUNf0TRFzaeQvBSM2lvQmLWyXeC4G/3lKMJq3qM9O9oW1N7lAEbmSwl9uTmKibRbP3XfjG7vZ3nz6vkc4+O0eSkSNJh0/Xd4RcTO67CP5Yv09Ha+pHxIyKwrvc6n29n3UxOujKdSIbEtp4LczppUoItegkb84xjA4MetrMmrVp9LkEfbgTyaAYXzAHexgf9W2JhcpItej8Jcbt3UrtG5Nuf5dud2wvS7TsFg48cgADq/5nTJRw8jER5d4RAoBXfaR6zoWY8XvrdHctnJ+rvbUxi3xnzWJcg0bUg7YkZj3+SLifjTyl6tLTiZ58CjKNKuVK/h/53YeZikb31gPDRuaV5+I5JvCX/7XhQswYQJUq0bg1GhKcAGArMAyHHl5MovH7mI5D3MmWStvihRWuuwjl2Vnc3LyfG59bwy+CVZ7czo+nOn5AkGTRxFaujRVvjCxRhEpEBr5i+1tWv/5Dxn1GnLbS33swZ+Dhc/pQW32srXbe1C6tMmFikhBUfh7MsOA77+Hf/wDunTBZ99O+0fJzTuwb+F2Dkd9zp+EaQaPSBGjyz4eKmHpZm55ZzT+sRtytf9ME0rP+Bc1B7QiEAjTJR6RIkkjf0/z66+k3deR4Eeb5wr+HdSnK8v4B1v4vWIr08oTEddQ+HuKX3+Fhx6CJk0osX6lvflC5RocensBmb/+xl1RXQGLLvGIeABd9inqfv2VtFffpMS6FbmaD1MZXh9DlTG9CStWjDBgzz5zShQR19PIv6jatAk6dLCN9K8I/sNUZgAzqMHv7Gz6LBTT738RT6TwL0ouzd5p1cr2ovRVq+wfnbutModHz+DUlt+pHDVAa/CIeDgN+4qCnBz49lvS33gH3+0/5/robLmqvHTiVQau6Eujpj5UAXYfMKdMEXEfGvkXZhkZMG8e3HEHdOmSK/j3UZPezKX0if3M5DmOJ/mYWKiIuBuN/Aujs2c5/d4sbpnxAT6JR3N9dDr0Ds4MGs25+x/jRW9vaqyE11/Xi9JFJDeFf2ESHw8ffUT21GmUTj6d66NNNOdfvMLAqR3p2MmLsIvtelG6iORF4V8Y7NgBH3wACxZAZibeV3x05t5OJPZ+hQ3Hm/Pt6/BkimlVikghovB3Vzk5sHo1adETKbFxda6Psr2LMz/7Ke7+agR1H69HKbQMg4g4RuHvbs6ehc8+gw8/hH37KHHFR6cpxXQGMiX7eeKpwLcloa5phYpIYabwdxeHDpESPZWSC2dR7Gxyro9Sy4Vxps9QTnbuS7uSt5Ktm7gicpMU/ma6eGmHqVMxVqwgwDByfbyBlkzmRfrN6kzHzt6EXmzXTVwRuVkKfzOcOsXpCZ9SYt40/I7+AcClFyJmF/fl9IPdOdHteTb90ZDlr8NjqeaVKiJFk8LfVQwDfv4ZZswgZ9GXlL6QlutjK6FMZyCt5/bngafLURbdxBUR51H4O1tyMsyfDzNnwv/9H5D7seqUpm048Xgki84+RPQbxahn5P1lREQKksLfGQwDYmJg9mxyFi7CK+18ro8zSgYy7Xxv2iwZRL1HahEAVNUoX0RcSOFfkP76yzZNc/Zs2LsXyD3Kj+EfzOA5vjr/BGmU5FtfqGdOpSLi4dxqYbepU6dStWpV/Pz8aNq0Kb/88ss1j1+8eDG1a9fGz8+PO+64g5UrV17zeKfIzIRvvoFHH8WoWBGGD7cHP0AK/uxvM4g9C+PwjY3hhdg+jIoqCWiqpoiYx23C/8svv2TYsGGMHTuWbdu20aBBA9q1a8dff/2V5/GbN2/mqaee4tlnn2X79u107dqVrl27snPnTtcU/NtvMGwYVKoEnTvD0qVYsrLsH//AvfRiHsEk8PuQqdR5sgHh4RAeDmFh1/i6IiIu4DbhP2HCBPr370/fvn2pW7cu06dPp2TJksyZMyfP4ydPnkz79u0ZPnw4derUISoqivDwcD766CPnFXnyJEyaREa9htCwIUycaLvUc1E8wezq9Cq7lu3HP/YHakb1Io2SGuGLiNtxi2v+GRkZxMbGMnLkSHubl5cXbdq0ISYmJs9zYmJiGDZsWK62du3asXz58jyPT09PJz093b6fkpKPFdD+/BOGDuXKlfHT8eFrujCXPqymLR/cX4wWlXOfdugQbNuWe//v7Tfa5g7Hqi79DPQzcG5dLnmQ03ADx44dMwBj8+bNudqHDx9uNGnSJM9zihcvbixYsCBX29SpU43y5cvnefzYsWMN4H+25OTkGy80J8dIr1nPMMCIoanxHNOMUpwybNN7tGnTpq3gtpIlDePw4RuPJ8MwjOTkZONGc80tRv6uMHLkyFz/UkhJSSE0NPQaZ+TBYsHnk485nlUen1K1GQAMuOLj9HTw9c19Sl5tjhx7s+errqLxvdy1Lv0MnFdX2bJQufL/HltQ3CL8y5Yti7e3N4mJibnaExMTCQ4OzvOc4OBgh4739fXFN6+fuqPuvZcKQIWb/0oiIqZxixu+Pj4+NG7cmLVr19rbcnJyWLt2LREREXmeExERket4gDVr1lz1eBERucwtRv4Aw4YNo3fv3tx11100adKESZMmce7cOfr27QtAr169qFixItHR0QC8+OKLtGzZkg8++ICOHTuyaNEitm7dysyZM83shohIoeA24d+tWzdOnDjBmDFjSEhIoGHDhqxatYqgoCAArFYrXl6X/6HSrFkzFixYwGuvvcaoUaOoUaMGy5cvp379+mZ1QUSk0LAYhmGYXYQZUlJSCAwMJDk5mYCAALPLERG5aY7kmltc8xcREddS+IuIeCCFv4iIB1L4i4h4IIW/iIgHUviLiHggt5nn72qXZrjma3VPERE3dCnPbmQGv8eGf2pqKoDji7uJiLi51NRUAgMDr3mMxz7klZOTw/Hjx/H398disdzweZdWAz1y5EiRfTisqPdR/Sv8inof89s/wzBITU2lQoUKuVZEyIvHjvy9vLyoVKlSvs8PCAgokv/RXamo91H9K/yKeh/z07/rjfgv0Q1fEREPpPAXEfFACn8H+fr6Mnbs2IJ5MYybKup9VP8Kv6LeR1f0z2Nv+IqIeDKN/EVEPJDCX0TEAyn8RUQ8kMJfRMQDKfzzMHXqVKpWrYqfnx9Nmzbll19+uebxixcvpnbt2vj5+XHHHXewcuVKF1Waf4708ZNPPqFFixaULl2a0qVL06ZNm+v+TMzm6N/hJYsWLcJisdC1a1fnFniTHO3fmTNniIyMJCQkBF9fX2rWrOn2/5062sdJkyZRq1YtSpQoQWhoKEOHDuXChQsuqtYxGzdupFOnTlSoUAGLxcLy5cuve86GDRsIDw/H19eX22+/nblz595cEYbksmjRIsPHx8eYM2eOsWvXLqN///5GqVKljMTExDyP/+mnnwxvb29j/Pjxxu7du43XXnvNKF68uLFjxw4XV37jHO3j008/bUydOtXYvn27sWfPHqNPnz5GYGCgcfToURdXfmMc7d8lhw4dMipWrGi0aNHC6NKli2uKzQdH+5eenm7cddddxoMPPmhs2rTJOHTokLFhwwYjLi7OxZXfOEf7+MUXXxi+vr7GF198YRw6dMj47rvvjJCQEGPo0KEurvzGrFy50hg9erSxdOlSAzCWLVt2zeMPHjxolCxZ0hg2bJixe/duY8qUKYa3t7exatWqfNeg8P+bJk2aGJGRkfb97Oxso0KFCkZ0dHSexz/xxBNGx44dc7U1bdrUeO6555xa581wtI9/l5WVZfj7+xvz5s1zVok3JT/9y8rKMpo1a2bMmjXL6N27t1uHv6P9mzZtmlGtWjUjIyPDVSXeNEf7GBkZadx333252oYNG2Y0b97cqXUWhBsJ/xEjRhj16tXL1datWzejXbt2+f6+uuxzhYyMDGJjY2nTpo29zcvLizZt2hATE5PnOTExMbmOB2jXrt1Vjzdbfvr4d+fPnyczM5MyZco4q8x8y2//xo0bR/ny5Xn22WddUWa+5ad///nPf4iIiCAyMpKgoCDq16/PO++8Q3Z2tqvKdkh++tisWTNiY2Ptl4YOHjzIypUrefDBB11Ss7M5I2c8dmG3vCQlJZGdnU1QUFCu9qCgIPbu3ZvnOQkJCXken5CQ4LQ6b0Z++vh3r7zyChUqVPif/xjdQX76t2nTJmbPnk1cXJwLKrw5+enfwYMHWbduHd27d2flypUcOHCAQYMGkZmZydixY11RtkPy08enn36apKQk7rnnHgzDICsri4EDBzJq1ChXlOx0V8uZlJQU0tLSKFGihMNfUyN/cci7777LokWLWLZsGX5+fmaXc9NSU1Pp2bMnn3zyCWXLljW7HKfIycmhfPnyzJw5k8aNG9OtWzdGjx7N9OnTzS6twGzYsIF33nmHjz/+mG3btrF06VJWrFhBVFSU2aW5LY38r1C2bFm8vb1JTEzM1Z6YmEhwcHCe5wQHBzt0vNny08dL3n//fd59912+//577rzzTmeWmW+O9u+PP/7gzz//pFOnTva2nJwcAIoVK8a+ffuoXr26c4t2QH7+/kJCQihevDje3t72tjp16pCQkEBGRgY+Pj5OrdlR+enj66+/Ts+ePenXrx8Ad9xxB+fOnWPAgAGMHj36umvbu7ur5UxAQEC+Rv2gkX8uPj4+NG7cmLVr19rbcnJyWLt2LREREXmeExERket4gDVr1lz1eLPlp48A48ePJyoqilWrVnHXXXe5otR8cbR/tWvXZseOHcTFxdm3zp0707p1a+Li4tzuTW/5+ftr3rw5Bw4csP9SA9i/fz8hISFuF/yQvz6eP3/+fwL+0i87owgsX+aUnMn3reIiatGiRYavr68xd+5cY/fu3caAAQOMUqVKGQkJCYZhGEbPnj2NV1991X78Tz/9ZBQrVsx4//33jT179hhjx44tFFM9Henju+++a/j4+Bj//ve/jfj4ePuWmppqVheuydH+/Z27z/ZxtH9Wq9Xw9/c3Bg8ebOzbt8/49ttvjfLlyxtvvfWWWV24Lkf7OHbsWMPf399YuHChcfDgQWP16tVG9erVjSeeeMKsLlxTamqqsX37dmP79u0GYEyYMMHYvn27cfjwYcMwDOPVV181evbsaT/+0lTP4cOHG3v27DGmTp2qqZ7OMGXKFKNy5cqGj4+P0aRJE2PLli32z1q2bGn07t071/FfffWVUbNmTcPHx8eoV6+esWLFChdX7DhH+lilShUD+J9t7Nixri/8Bjn6d3gldw9/w3C8f5s3bzaaNm1q+Pr6GtWqVTPefvttIysry8VVO8aRPmZmZhpvvPGGUb16dcPPz88IDQ01Bg0aZJw+fdr1hd+A9evX5/n/1KU+9e7d22jZsuX/nNOwYUPDx8fHqFatmvHpp5/eVA1a0llExAPpmr+IiAdS+IuIeCCFv4iIB1L4i4h4IIW/iIgHUviLiHgghb+IiAdS+IuIeCCFv4iIB1L4i4h4IIW/iJMsXLiQEiVKEB8fb2/r27cvd955J8nJySZWJgJa20fESQzDoGHDhtx7771MmTKFsWPHMmfOHLZs2ULFihXNLk88nF7mIuIkFouFt99+m8cee4zg4GCmTJnCjz/+qOAXt6CRv4iThYeHs2vXLlavXk3Lli3NLkcE0DV/EadatWoVe/fuzfOF5CJm0shfxEm2bdtGq1atmDFjBnPnziUgIIDFixebXZYIoGv+Ik7x559/0rFjR0aNGsVTTz1FtWrViIiIYNu2bYSHh5tdnohG/iIF7dSpUzRr1oxWrVoxffp0e3vHjh3Jzs5m1apVJlYnYqPwFxHxQLrhKyLigRT+IiIeSOEvIuKBFP4iIh5I4S8i4oEU/iIiHkjhLyLigRT+IiIeSOEvIuKBFP4iIh5I4S8i4oEU/iIiHuj/AealEr20doOHAAAAAElFTkSuQmCC",
          "text/plain": "<Figure size 400x400 with 1 Axes>"
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "name": "stdout",
         "output_type": "stream",
         "text": "La stima dell'integrale è In = 0.9999\nL'errore massimo stimato è: 0.0096\n"
        }
       ]
      }
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