{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Some experiments on a 5 substations test case" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To demonstrate the use of the grid2op framework, we propose here to show how to make some quick studies on a purely fictious test case, a 5 bus system.\n", "\n", "This system should not be used for deep research purpose. It is provided here as an example and a tool to get used to how some analyses can be performed using grid2op." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, we can create a environment:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/donnotben/Documents/Grid2Op_dev/getting_started/grid2op/MakeEnv/MakeNew.py:205: UserWarning:\n", "\n", "You are using a development environment. This is really not recommended for training agents.\n", "\n" ] } ], "source": [ "import grid2op\n", "from tqdm.notebook import tqdm # for easy progress bar\n", "from grid2op.Plot import Plotting\n", "env = grid2op.make_new(\"rte_case5_example\", test=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Inspect the powergrid" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In grid2op, to make more concrete the powergrid, we also added some visual capabilities to represent, for example, the names of the objects on the grid, or the thermal limit, or any other data you want. All of that is for now only available in the matplotlib \"plot helper\" and can be accessed as followed." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting the layout of the graph\n", "This utility function allows you to visualize where are the object located on the map. Each object has its own color, and is represented with its name and its id (id starts at 0, following python convention)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "display_mod = \"matplotlib\" # \"plotly\" \"matplotlib\", \"pygame\"\n", "plot_helper = Plotting(env.observation_space, display_mod=display_mod)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/donnotben/Documents/Grid2Op_dev/getting_started/grid2op/Plot/Plotting.py:47: UserWarning:\n", "\n", "Matplotlib is currently using module://ipykernel.pylab.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", "\n" ] }, { "data": { "image/png": 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mL4pwzPEPxeDBNqT77LPto6jI23oQE9iYC+F19KitJjlmjC1IEkub7p55pvT//p/06U/bENBrrvG6IgDBKCiwE5k775S+8Q2vqznRTTfZtgWXXGILGEyf7nVFaIPkZOkXv7Bpl0eO2MryF15o4e5kixbZlEnJRtk+8ID0+OOnfu6zzpJeeSUydSOCVq+2i0VPP23nDbHCcaSHHrKrBGefbdNJ2JIpoRHmED61tdJ119kecU88IXWIwcbvjBl2Vevii6X0dLviBsA/Dhyws+yvfCX2glzANdfYBaNPf9pWpRs92uuK0IoBA5pWf+/WzdbOKShoPsylpzd9XlnJDjhxafNm6aqrpKeeiq0gF+A40ne/a+ddF19sLeCW9rNDXIvBs2341te+ZgHuqadiM8gFTJ8u/e1vtrRwTo7X1QBoq/p6af58u1r+7W97XU3LPvMZa9lccoltKgzfyM+3UbKzZ5/6Pt/7ni1q+uyzrQ+dXLXKplxdeqllBMS4sjLpssusVXv55V5X07LFi607d+21rNqdwNg0HOHx+uu2ktvGjSdetoxljz5qe8O8/XZsDQcF0Lxf/lL6xz9s/7hYvmB0vJtvtoVRlizxuhK0QUWFnRt/73ttG4n/4x/bel8/+EHzXy8vt5dq1642KORrX5O2bw9vzQizhQutPfvrX3tdSdvU19s0ks9/XrrtNq+rQYjYNBzeOHJE+tKXbI6cX4KcZPNtHEd67DGvKwHQmu3bpR/9SPr97/0T5CS7uv/KKxZAEdNqa62humBB26dUL1ggvfTSqb+enm5BTrJmT22tjRRGjHr1Vemddyyl+0VSko2Iuu8+tmBKUD56R0TMuuceWwbs4ou9rqR9AkNCA5v/AohNDQ3W4fr+96VRo7yupn26d7fVMW65xdo+iEmuay+x8eNbn4p5fGdt2TLbAedUiovtuSXpgw/spdyrV+j1IgIOH5a+/GW7YBRI4H4xYYLtQ/elLzW94JAwCHMIzVtv2bCnX/7S60qCM3q0TSK++WbGmwOx6je/sb/Pu+7yupLgfPrTtqThd77jdSU4hRUrpD/9yRqogW0EXn21+fvee680aZJtT/B//9fyNgZ/+5vdd+pU6atflZ57jgVTYtY3v2lz5M47z+tKgrNokW1u/uSTXleCKGPOHEJz+ul2ALnuOq8rCV59vW0o/sMfxv5kZyDRHD0qDR0qvfdeyy2QWFdWZhePsrJsxV8AsWPrVpssmZtr8+X8av16GyW1e7fN1YXvBDNnjq0JELzsbGnfPv/v15aUZJdMlywhzAGx5vnnbVlBPwc5SerRQ5svW6TDi1+zbRUAxI6HX1PGld/RRD8HOclawBMmSH//u3T99V5XgyghzCF4S5bY+PJ4WAnyc5+zDuPOndKIEV5XAyBgyRJbfjsefPaz0k132bDulBSvq0ErfvELacOGE2/77Geb33bsX/+yxZGPN2WKjdxDjKuull57TfpbnAxPvO02W9iNMJcwGGaJ4Bw6ZKFn61apXz+vqwmPr39d6tTJX6tYAfEsO9uWF8zLi4+LRpJ0/vm2SAEnWkBseOop62S98orXlYRHba0NTX/9dWniRK+rQTuxNQGi55lnbFx2JIPc/fdLP/952+9/ySW2clywQyW/8hU7qNfUBPd4RMQXvyj17WuLCLRk0SIbiTdliu0rfehQ68+9e7ctWtaelxmiaMkS6dZbIxvk2nOcWbdOmjPHTpCmTLEhoO11223sORfj5s5t/vaFC21Bk5a89ZaUkdG0iEprG4ojBixZEtn92dpzjNm1S5oxw148EyfaSrjtlZJiq+cG89gE0zVMq5bef//9+nkLv+P77rtPU6ZM0bRp03TRRRepsLCwpafr5DjOKsdxahzH+VZbvj9hDsH5619tqFAsWbTIliML1tix9vHGG+GrCSFbuNBGwLTmwgulTZtsWNSYMW1rsH7jG9Kll4ZcIiKhvt7GrX3xi15X0qRzZ7uQtXmzvSjvvrttVw2Od9VV0pYt0t69kakRIVu5MrTHn3WW5f516+JnhHDcys2VCgrsYnAsGDBAWrXKXjyrV0sPPSS1fOLfvFtukf7yF7YpiBGLFi3Shg0btG7dOl1++eV6oOWrPHWSviqpzZeZCXNov7o6O2OeM6f9j62stAkHU6daq+X5521lt8AuqllZ0jnnNN1//Xr7PqNHS0880fJzn39+6KtQzZ1rNSBmzJsn9ezZ+v0uukhKbpwFfMYZrZ8rv/yyjRRmFEqM2rbNWrL9+7f/sZE6zowZY/eRpIEDrb6SkvbVlpIizZplQ0gRkwIX611XuvNOu8Z3wQXS/v3e1oUIyMqyv/32dv8jdYzp2FFKTbXPa2qC3zJp2DCbNpKfH9zjE4zrulq0aJEmTZqkyZMn6/nGURcVFRU6//zzNWPGDE2ePFnLli37+DEPPvigxowZo0996lPatm1bi8+fnp7+8eeVlZVyWt6fpM513TWSattaP2EO7bdli43HDqY9/dprdhK0fr21UVq7GrZhg238s2qVjVcJ5gpVe8ycyUlWHHjqqZY7bhUV0k9+Iv3P/0SvJrRTdrb9PQYjGseZDz6Qjh2TTjut/fVxnPGFpUvtmsKWLdaQPb5jt3ixbbHanFWr7Bz/0kutiYsYFuxxJpLHmD17bBj3kCHSPffY9wkGx5k2+/vf/65169Zp/fr1ev3117Vo0SIVFRWpU6dOWrp0qdauXavly5frm9/8plzXVXZ2tp577jmtW7dOr776qtasWdPq9/je976nIUOG6Nlnn22tM9duhDm0X3a2jekOxuTJ0n/+Yweod9+1yQUtueoqKS1N6t1bOvdcO4GKpJkzpbVrI/s9EFEPPmgdugULTn2f+++39W7CNFwekbB2bfBhLtLHmaIi6cYbpaefljoE8TY6YwYnWT7wzjvSDTdY02bgwBP3kn7gAenKKz/5mBkzbNrT+vW2x/3VV0evXgQh2DAXyWPMkCEW/nJzpT/+0baACgbnM2323nvv6YYbblBSUpL69euns88+W2vWrJHruvrud7+rKVOm6IILLlBBQYH27dund999V/Pnz1fnzp2Vnp6uK5s7GJzkwQcf1J49e7RgwQI99thjYa2fMIf2C+WK+ZgxdnCZPFn6/vftHTE5uWkoQXX1ifc/uRXdcms6dCNGWNuG8TS+9Ic/2IJkzz7b8ktl9Wrp29+2UTEPPyz96Ee2kjNiSCgXjSJ5nCkvt+FVDz5o43mDEbhiznyWuJOe3nSR6LLLbGHBwMg7xBjXteNEMMeZaJzLDBxoQzjffbf99UlcNAqDZ599ViUlJcrOzta6devUr18/VZ/8u22nBQsW6KWXXgpThabNYc5xnCTHcT50HOeVxv+PcBxnteM4uY7jPO84TsfG21Mb/5/b+PXhYa0Y3gv24CfZ0ILOnaX//m9bsGTtWjujDhxwTn6BL1tmB8WDB22ZsFmzQqm8dY5jPxtXs3zntdekn/7Uhj517tzyfd9916YS5OfbGhbf/a7NjUGMaGiwBQBi7Thz7JgtlXrTTdK11wZXm2RX3uvqrMOHmDVvnk2Fqq+3X9Xy5a0/pri4KaN/8IG9lHv1imydCNKOHZa++/Rp/2MjdYzZu1eqqrLPy8qk996zSZvBoDPXZmeddZaef/551dfXq6SkRO+8845OP/10HT58WH379lVKSoqWL1+uXbt2SZLmzZunl19+WVVVVTpy5Ij++c9/tvj827dv//jzZcuWady4cWGtvz2bhn9N0keSArP4fiLpV67rPuc4zuOSbpa0pPHfMtd1RzmOc33j/T4XxprhtZKS4Mdwb9xoB74OHWwhgCVL7MB1883SffedOGFYsnHj555rlzbvu6/l73vWWbbvXUWFNHiw9OSTtn1Cew0c2P5FDRAxN9xg730HDtiv9Qc/aH4h1TvvtPniF15o/z/jDFZm9q3qamtptGXlm+ZE6jjzwgs29u7gQWsDS/bvtGntq89xmo4zwR5LEXHz59s0pwkTbJr48Wt+LV4sZWZ+cqjl3/5mL7fkZBtV99xzkR9QgiDF4rnMRx/ZTvOOY1cFvvUt6/4FY8AAO1a5Li/CVsyfP1+rVq3S1KlT5TiOfvrTn6p///5asGCBrrjiCk2ePFmZmZkfh7AZM2boc5/7nKZOnaq+fftqViuNhnvvvVfbtm1Thw4dNGzYMD3e8slJsuM4e2V5q8FxnLslTXBdt/xUD2jTpuGO4wyW9EdJD0r6hqQrJJVI6u+6bp3jOHMk3e+67sWO4/y78fNVjuMkSyqW1Mdt4RuxabjPDB5sk3iHDPG6ksi49VZ7l771Vq8rARJTaak0apT9G69mz5YeeST4oZoAQrN8uQ2PbEvL1a/S0uw4mpbmdSVoo2A2DW9rZ+5hSd+WFFj3vZekQ67r1jX+f6+kQY2fD5K0R5Iag97hxvszajxeVFc3LZ0bhzZXDNPhj7pLIe41BCBIJfXK6DBZcb1rRKdOn5xXAyB6qqttK4A4tjk5WYffftuGk+IEGRkZmhgnexO1GuYcx7lc0n7XdbMdxzknXN/YcZxbJd0qSUOHDg3X0yIaUlJsvocXNm60VeSOl5pqK1qES12dlNSeEciIpl/8whb6Ot5nP2trUpxs9Wrpt7898baBA9u2oTg8lJzs3TFGis5xprbWjqUAvBHv5zKS/XzJnM9Eyx133KEVK1accNvXvvY1feELX/jEfZ9++mk98sgjJ9x25plnBvV9Wx1m6TjOjyXdKNuRvJNsDOdSSReLYZaJaeRIW5I3mP2V/GDhQhvvvnChx4UACerIEZvvUVHhdSWRM326zesNdpEXAKFZscKWNT7p5DtuuK4FuZoaAp2PBDPMstXVLF3X/Y7ruoNd1x0u6XpJb7quu0DSckmB5bw+LymwLfo/Gv+vxq+/2VKQgw917SodPhye55o7t/nbFy60meQt2brVZqSnpko//3l46pHsZ2MDspgVyksmYM0ae29r6/0RZWlptnLksWPheb5QXjTPPmuLF0yebM+zfn14auI4E1P27LH1KSZMkCZOtOmMp3LfffaSmDZNuuii1veYf+stu+/EidLZZ4e1bIQiVs5lli1rekFlZtoKluFQWWnDSAlypzT3FL+3hQsX6m+t/N62bt2qOXPmKDU1VT8P5zloEELZZ+4eSd9wHCdXNifuycbbn5TUq/H2b0i6N7QSEXMmTQrfCc3KECam9ewpPfqorfYUTuvX28+ImBTKS0ayZcbvucdOwhCjkpNtH6dNm8LzfKG8aEaMkN5+24ZF3XdfeBZGOnzYNgIeOTL050JYJCfbEO4tW6T335d+8xv7vDmLFtlQ73XrpMsvtzU0TuXQIen2223LlM2bpRdfjEz9CMLYsbY9QTjmroZyjDn/fDvvWLdOeuop6ZZbQq9H4lymDVaG8Hvr2bOnHn30UX0r3OegQWhXmHNd9y3XdS9v/HyH67qnu647ynXd61zXrWm8vbrx/6Mav74jEoXDQ+HcuyRwZdp1bW35sWOlCy5o26bdffvaXi3hnHdSWmpLB48ZE77nRFiF8pKRpF//WvrMZ+zlgxgW2Fg7HEJ50cydK/XoYZ+fcYbtAxWqdevsSjxXzGPGgAFNI167dZPGj5cKCpq/7/FrSVRWtrzq+1/+Il1zjW1tIHHciSmdOtl7/cmTsIMRyjGma9emF1FrL6j2yM624yhOqWvj7811Xd15550aO3asLrjgAu1vw+8tsCVBSgzMfQ6lM4dEFc6TrIClS6Vt2+xS6DPPnHiVa/Fiu6wZDR9+aEMdOvCnEeuCeckUFNjjbrstenUiSJHY8DbU48yTT0qXXhp6HZxkxbT8fHsrmD371Pf53vdsd55nn225M5eTY3s/n3OO/cqfeSbc1SIk4T7OBHuMWbpUGjfOVvJ66qnw1LJ2LceZNlq6dKm2bdumLVu26JlnnjmhY7d48WL9I1rnoEHisiDab/p0u5JVXy8lJYXnOd95x3aHTkqy5QbPO6/pay29U4ZbdjYLEvhEMC+Zu++WfvITsrovzJgh/fnP4X3OUI4zy5dbmAvHfJa1a21oFWJORYV17h9+uOXV3B980D5+/GPpscekH/yg+fvV1dnbyhtv2J7Sc+ZYg5fBHzEi3CZ+WWEAACAASURBVBengz3GzJ9vH++8Y8O5X3899Fqys6W77gr9eRLAO++8oxtuuEFJSUkaOHCgzjvu9/ZANM9Bg8QpDdovI8MOUh995HUl4ZeVxZWsOJaVJV1/vTR8uM1Jv/126eWXva4KzZo2zSYZhWsRlFBs2GDzWJYtk3r1Cv35OM7EpNpaC3ILFtjQyLZYsEB66aVTf33wYOnii6UuXaTevaV588I35RxhMHOm/T3GinnzbB7fgRC3Zq6slPLymDOXIAhzCM4ll0jPPx++55s3z56vvl4qKrKr4NFWXm5bLnDF3BeCecns3GlDqPLzpWuvtT3orr460pUiKF272spuy5a1ft+2CuZFs3u3ndn/6U/haaesX28nWhMmhP5cCBvXlW6+2ebKfeMbLd93+/amz5cts9Fxp3LVVdbMrauTjh61bcTGjw9PzQiD6dPtWLBtW3ieL5hjTG6uvQAl69rX1IR+0eill6yW1NTQnidBzJs3T88//7zq6+tVVFSk5V6cg4aAYZYIzpe/bJN7Fy8OzwIk8+dLb75pJzhDh9pYlIDFi+2k7sorT3xMcbHdXl5u4+YeftjGqbc0NqYlf/6zBbmBA4P/ORA1wbxk4DO33SYtWSJdd114ni+YF80DD0gHD1obV7JFS0K5kr9kia2IyeInMWXFCsvrkydbU1iSfvQj6bLLPnnfe++1c/8OHaRhw6THHz/1844fb9c+p0yx+99yC82SmNKxo/SFL9gv8Ve/Cv35gjnGvPSSza9LSbFtWZ5/PvRFUJYssRcq2mT+/Pl68803NWHCBA0dOlRzjvu9LV68WJmZmbrypN9bcXGxMjMzVV5erg4dOujhhx/Wli1blB7sOWgIWt00PBrYNNynzj7bVm0K14mWl1zX3m0ffpjOHBArjh2zE6K33mq5/eEX5eU2xnfzZls+EYD38vMtZO3eLXXu7HU1oVu3TrriChuKwkUj3wlm03B+ywheuK+ae2nFCjtxPH6yMgBvdewoffGLdtX84Ye9riZkm3/6Lx2eepu0c4C00+tqAJjh0piFyvjlvzXx+/O9LiZ0dP8TDp05BC9w1TwwpMDPFiywK3Nf/7rXlQA4Xn6+LVKwe7etIuFXrqvNY+br8Fe/L81s10VXeOQXv/jkFmSf/aytHn+yf/1LeuGFE2+bMkX65jcjVx/CaMUKZfzxUU3c+Fz49nnzwuHD1v3fsoXuv08F05kjzCE0P/2pLaH773/79wC4cqWthrFli9S9u9fVADjZf/+3nZj87GdeVxK83/1O+v3vbQUMvx4rgXhVX2/boSxaZMcbv7rzTqm62o418KVgwhyrWSI0X/+6LQ4Qrk0uo62qyoZx/frXBDkgVv3qV7ZA0erVXlcSnN27bZfpp54iyPnA3LnN375woW1p0pq33rJFVCZOtKnl8IGkJOnpp62VWlzsdTXBeftt22vHzxe9EBTCHEKTkmIHwHvvlfbu9bqa9rv/fhsL85nPeF0JgFPp00d65BFbda662utq2sd1bf7K3XezjKFPrFwZ/GMPHbKFT//xD1vn5sUXw1cXImzGDOlLX7L1AGJg1Fq7VFba3hpLlkg9enhdDaKMMIfQTZki3XWXbVfgpwPg6tXSH/8oPfaY15UAaM1119k67z/4gdeVtM/TT0v790vf/rbXlaCNuna1f13XRq2NHWs78ezf3/pj//IX25Zw6FD7f9++kasTEXDffbaRYDj30Y2G731POuMMW8USCYcwh/D4znekggK7KuQHZWU2Zubhh3m3BfzAcWyX96eesnFsfrBtm41aePrp8OzHiahautR+hVu22DZgx3fsFi+27tvJcnLs7eWcc2zdnmeeiVq5CIfUVPt7vftuW9rfD/79b1t955FHvK4EHmHdUoRHSopNJjj7bAtH117rdUWnVlkpXX657eT6uc95XQ2AturXT/rrX21Jwddes2FRsWrPHumii6SHHpKmTvW6GgThnXekG26w6VQDB564c80DDzT/mLo6KTtbeuMNm5I9Z441TMaMiU7NCINZs6T/+R/pwgt17M331HFof68rOrX337cFW5YulXr18roaeITOHMJn1Chbn/n22+3fWHT0qI2BGT3a1p1mMQLAX847T/rf/7X14Tdt8rqa5hUVWZC76y5bYAkJY/Bg6eKLbReN3r2lefOk9eu9rgrtdtttKrrmDr1x9gMq3VbidTXN+/BD6aqrbLrIpz7ldTXwEGEO4TVtmvTPf9oJzMmb7nitvFy69FJ7h/3976UOvPwBX5o/X/rlL20i05o1Xldzovx86ayzpBtvlL71La+rQQjmzbOpU/X1ls+XL2/9MVddJb33nnXojh61qdnjx0e+VoRXUZGUfdbdSj97utKvPCf2FnhbscKuGixZIl12mdfVwGOczSL8Zs+W/vMfG3P+0EP2rua1rVttEsP48dKf/iQlM8IY8LUbbrC92z79aTvjjoXFl956y4Lc3XdL3/2u19UgRPPn2yCOCROkm26yIZMBp5ozN368jeCfMkU6/XTplltYxNRviottqGz3Ho5m//5LSr5loXW+VqzwujQ7zj3zjHT11XYuc801XleEGMCm4YicXbusQ1dZacMAxo6Nfg319bbIyUMP2Sp4t93G0EognmRl2Zn2xIm2QEqfPtGvobLSFoH6+9+bhoAC8J3iYjukdO9ucx0/vu778ss2heS//kv64Q+ltDRvirv1Vuv+P/OMjYRC3GHTcMSWYcOsQ3fTTdKZZ9qwqPr66H3/7dttnMw//2ljXW6/nSAHxJvMTGntWmnkSGuHvPRSdL//e+/ZAidlZdLGjQQ5wKf27bOOXEaGDTA6YQDP1VdLGzbYwkbTp9s5RbS4ri38NHWqfWRlEeRwAjpziI68POvSHTtmS3VffrktERYJe/dKjz9uH4sX20ZBzI8D4t+qVdLnP6+cYRcq+Utf0MjrZkbuAs6mTdKjj0qvvGIdwauvjsz3ARBx+/ZZRkpPt45cizuJvPCC9NWv2hDHu+6K3KRI17UlVX/2M9sm4Q9/sJU2EdfozCF2nXaazR6/4w7pxz+2q+g//rFUEqZVolxXevNN6TOfsavzhw7ZlbOvfpUgBySKOXNU/f46bR9+ocq/9YBdQX/iCRsGGQ61tdKLL9oWLBddZOvVb9xIkAN8bP9+C3LdurUhyEm2NcqGDVLPntK550rnn29DrMO1PkBFhS1sMmWK9JWv2EIn2dkEOZwSnTl4Iztb+s1vbG+Uyy6zA2Jmps17aevmuvv32/OsWSM995xdgb/jDltFrlu3yNYPICZt3mwXsc89u0FdVv7HumYrVtiekmeeaceZUaPadpHHdaXdu+1Mb/Vq6dln7bF33GGrY7AROOBrJSXSBx/YKcOcOUH8SdfU2NDu3/zGjhULFtgYzcxM26eiLSMDGhpst/msLBu2/cILtmDbHXfYVixMD0kowXTmCHPw1sGDthLd++/bgWzXLmnyZGnmTJtzl5amzQf7S/X1mtizyLYXWL/e7nvkiG0anJlpWw6cfTYHPSCB1dTYZs0DBlhT7mP5+Xacycqyj9JSO3bMnCn17y916iSlplrnrarKjksffmj3TU62Y8zMmdb5nzzZqx8PQBgFglzXrtLcuWG4NvPhh3aBOjvbjh2SHTemT5d69tTmsoFSSoom9iqWqqtt/4OsLHtcnz5231mzpOuvl4YMCfnngz8R5uB/R45I69bZAa6wUKqu1sr8gVJSkuaOKLKdWCdNspOr004jvAH42JYt0o4d1ujv0qWFOx44YCdca9dacKuqsiTYsaOtUpeRYQsMzJxpQyk5zgBx5fggN2eO/emHletKBQV2LrNunVRebucytbWaO6zALiD17m3HmJkzbcgmIMIc4tTKlfbv3Lne1gEgdp2yKwcAxzlwwIJcly4RCnKnwLkM2oIFUAAACWnHDpt6Mnq015UAiFUHD1qQ69w5ukEOiCTCHADA144ds0VPBg60YVMAcLKDB20dI4Ic4g1hDgDga3l5Un29NGaM15UAiEWlpRbk0tIsyKWmel0RED6EOQCAbx07ZotV0pUD0JzSUlswOy3N5qsR5BBvCHMAAN/ascP26qUrB+BkgY5cp0505BC/CHMAAF+qrW2aK9etm9fVAIglZWUW5FJTrSPXqZPXFQGRQZgDAPhSoCvHCpYAjldWZkMrCXJIBIQ5AIDv1NZamBswQEpP97oaALHi0CGCHBILYQ4A4DvMlQNwskCQ69jR5sgR5JAICHMAAF8JzJXr35+uHABz+LAFuZQU68ilpXldERAdhDkAgK/s3GmBjq4cAMmC3KpVUnKydeQIckgkhDkAgG8E5sr17y9lZHhdDQCvlZc3Bbm5c6XOnb2uCIguwhwAwDfy8+nKATCBIJeURJBD4iLMAQB8oa5OysuT+vWjKwckuiNHLMh16ECQQ2IjzAEAfIG5cgAkC3IrVzYFuS5dvK4I8A5hDgAQ8+rqbK5c375S9+5eVwPAKyd35AhySHSEOQBAzMvPl44doysHJLKKCgtykq1aSZADCHMAgBhXX29z5fr0kXr08LoaAF6oqLChlZJ15Lp29bYeIFYQ5gAAMS3QlRs71utKAHihsvLEjhxBDmhCmAMAxCy6ckBiq6y0jlxDgwW5bt28rgiILYQ5AEDM2rVLqqlhrhyQiI4PcnPnEuSA5hDmAAAxqb5eys2VeveWevb0uhoA0XT0KB05oC0IcwCAmERXDkhMgSBXX29BLj3d64qA2EWYAwDEnEBXrlcv+wCQGAJBrq7OhlYS5ICWEeYAADFn927ryrGCJZA4qqps1cq6OjpyQFsR5gAAMaWhga4ckGiqqqwjV1trQS4jw+uKAH8gzAEAYsru3VJ1NXPlgERRXd0U5M44gyAHtAdhDgAQMxoapO3bbfXK3r29rgZApAWC3LFj0uzZUvfuXlcE+AthDgAQM+jKAYkjEORqaqwj16OH1xUB/kOYAwDEhMBcuR49pD59vK4GQCQdH+RmzybIAcEizAEAYsKePbYIAitYAvGtpsZWrayutiDXs6fXFQH+RZgDAHguMFeOrhwQ32pqrCNXVWVDKwlyQGgIcwAAz+3dayd3zJUD4legI1dVRUcOCBfCHADAU4GuXPfuUt++XlcDIBKOHbMgd/SoBTn2kATCgzAHAPDU3r12gkdXDohPgSBXWSmdfjpBDggnwhwAwDOua125jAypXz+vqwEQboEgV1FhQY79I4HwIswBADxDVw6IX7W1JwY5FjcCwo8wBwDwRKArl54u9e/vdTUAwokgB0QHYQ4A4ImCAptDw75yQHwJBLkjR6RZswhyQCQR5gAAUee6Uk6OdeWYKwfEj9pa6f33m4IcK9QCkUWYAwBEXWGhdeXGjJEcx+tqAIRDIMiVl0uZmQQ5IBoIcwCAqAp05bp1Y64cEC/q6qTVqy3IzZxJxx2IFsIcACCqCgttUQS6ckB8qKuzjtyhQxbkuEgDRA9hDgAQNYEVLLt1kwYM8LoaAKEKdOQIcoA3CHMAgKgpKrKFEUaPpisH+F0gyJWVWZDjAg0QfYQ5AEBUBObKde0qDRzodTUAQlFfL33wgQW5GTMIcoBXCHMAgKgoLrauHHPlAH+rr7eOXGmpBTkuzgDeIcwBACKOrhwQHwIdudJSafp0/p4BrxHmAAARt2+fLVnOXDnAvwJB7uBBC3KDBnldEQDCHAAg4rZtk7p04eQP8Kv6emnNGunAAWnaNP6WgVhBmAMARFRxMV05wM8aGizIlZRYkBs82OuKAAQQ5gAAEZWTY105TgAB/zk5yA0Z4nVFAI5HmAMARMy+fdLhw3TlAD8KBLn9+6WpUwlyQCwizAEAIiYnR+rcmfk1gN80NEhZWRbkpkyRhg71uiIAzSHMAQAiYv9+6dAh68p14N0G8I2GBik72zrrU6ZIw4Z5XRGAU+HtFQAQEdu2SWlpzJUD/CQQ5IqLpcmTCXJArCPMAQDCjq4c4D/HB7lJk6Thw72uCEBreIsFAIRdTo515VgwAfCHhgZp7dqmIDdihNcVAWgLwhwAIKxKSqSyMrpygF+4rvThh1JRkTRxIkEO8BPeZgEAYZWTI3XqRFcO8APXtY5cYaEFuZEjva4IQHsQ5gAAYXPggFRaSlcO8INAR66wUJowgSAH+BFvtQCAsNm2zbpy7EkFxLZAkCsokMaPl047zeuKAASDMAcACItAV27UKLpyQCxzXWndOgty48bZ3ywAf+LtFgAQFoG5cuxLBcQu15XWr5f27rUgN3q01xUBCAVhDgAQsoMH7eO00+jKAbEqEOT27JHGjiXIAfGAt1wAQMhycqTUVLpyQKxyXWnDBgtyY8bYBwD/I8wBAEJSWmrz5UaNkpKSvK4GwMkCQW73buvGjR3rdUUAwoUwBwAICV05ILZt3NgU5MaN87oaAOFEmAMABK20VCopsblydOWA2LNxo7Rrl3XOCXJA/CHMAQCClpMjdewoDR/udSUATrZpk5Sfbxdbxo/3uhoAkUCYAwAEpayMrhwQqzZtknbutL/PCRO8rgZApBDmAABBoSsHxKbNmy3IjRxJkAPiHWEOANBuhw5J+/fbyWJystfVAAjYvFnascP+NidO9LoaAJFGmAMAtFtOjpSSIo0Y4XUlAAK2bLEgN2IEQQ5IFIQ5AEC7HDok7dtnc3HoygGx4aOPpLw8G/Y8aZLX1QCIFsIcAKBdtm+nKwfEkq1bpdxc2+tx8mSvqwEQTYQ5AECbHT4sFRczVw6IFVu32gUWghyQmAhzAIA2Y64cEDu2bbMgN3SoBTnH8boiANFGmAMAtEl5uXXlRoywQAfAOzk59jF0qDRlCkEOSFSEOQBAm+Tk2NDKkSO9rgRIbNu3W1duyBCCHJDoCHMAgFaVl0tFRRbk6MoB3tm+3ebJDR4sTZ1KkAMSHWEOANCq7dvpygFey81tCnLTphHkABDmAACtOHJEKixkrhzgpbw820tu0CCCHIAmhDkAQIuYKwd4Ky9P2rLFgtz06QQ5AE0IcwCAUwp05YYPlzp29LoaIPHs2GFBbuBAghyATyLMAQBOaft2KSlJOu00rysBEs+OHdLmzdKAAQQ5AM0jzAEAmlVRIRUU2Fw5unJAdO3c2RTkZsyQOnDGBqAZHBoAAM2iKwd4Iz9f2rRJ6t+fIAegZRweAACfUFlpXTnmygHRtWuXtHGjBbmZMwlyAFrGIQIA8Ak5OXYSSVcOiJ5du6QNG6R+/QhyANqGwwQA4ASBrtywYVJqqtfVAIlh9+6mIJeZSZAD0DYcKgAAJ9i+3VbNGzXK60qAxLB7t7R+vdS3L0EOQPtwuAAAfOzoUWnvXpsrR1cOiLw9eyzI9ekjzZpFkAPQPhwyAAAfC3TlmCsHRN7evdK6dQQ5AMHjsAEAkGRduT17bK5cp05eVwPEt717pQ8/bApySUleVwTAjwhzAABJzJUDoqWgwDpyvXsT5ACEhjAHAFBVlXXlhg6lKwdEUkGBdeR69pROP50gByA0hDkAAF05IAoKC5uC3OzZBDkAoSPMAUCCC3TlhgyR0tK8rgaIT0VF0tq1Uo8edOQAhA9hDgASXG6u/Tt6tLd1APGqqEjKzrYgN3u2lJzsdUUA4gVhDgASWHW1bVhMVw6IjOJighyAyCHMAUACy82VXJe5ckAkFBdLWVlS9+4EOQCRQZgDgARVXS3t2mVduc6dva4GiC/79llHLiODIAcgcghzAJCgAl055soB4bVvn3Xk0tOlM86QUlK8rghAvCLMAUACCnTlBg+mKweE0/79FuS6dSPIAYg8whwAJKC8PLpyQLiVlEhr1liQmzOHIAcg8ghzAJBgamqaunJdunhdDRAfSkqkDz6QunYlyAGIHsIcACSYvDypoYGuHBAuBDkAXiHMAUACqamR8vOlQYPoygHhcODAiUGuY0evKwKQSFoNc47jdHIc5wPHcdY7jrPZcZwfNN4+wnGc1Y7j5DqO87zjOB0bb09t/H9u49eHR/ZHAAC01Y4ddOWAcDl40IJcly4EOQDeaEtnrkbSea7rTpU0TdIljuOcIeknkn7luu4oSWWSbm68/82Syhpv/1Xj/QAAHjt2TNq5Uxo40LoIAIJ38KC0erWtBkuQA+CVVsOcayoa/5vS+OFKOk/S3xpv/6Okqxs/v6rx/2r8+vmO4zhhqxgAEJS8PKm+XhozxutKAH8rLbUgl5ZmQS411euKACSqNs2ZcxwnyXGcdZL2S/qPpDxJh1zXrWu8y15Jgxo/HyRpjyQ1fv2wpF7NPOetjuNkOY6TVVJSEtpPAQBo0bFjTXPl6MoBwSstld5/34Lc3LkEOQDealOYc1233nXdaZIGSzpd0rhQv7Hrur9zXTfTdd3MPn36hPp0AIAW7Ngh1dUxVw4IRaAj16kTHTkAsaFdq1m6rntI0nJJcyR1dxwnufFLgyUVNH5eIGmIJDV+PUPSwbBUCwBot9raprly3bp5XQ3gT2VlFuRSU60j16mT1xUBQNtWs+zjOE73xs/TJF0o6SNZqLu28W6fl7Ss8fN/NP5fjV9/03VdN5xFAwDajq4cEJqyMhtaSZADEGuSW7+LBkj6o+M4SbLw94Lruq84jrNF0nOO4/x/kj6U9GTj/Z+U9CfHcXIllUq6PgJ1AwDaoLbWwtyAAVJ6utfVAP5z6BBBDkDsajXMua67QdL0Zm7fIZs/d/Lt1ZKuC0t1AICQBLpyrGAJtF8gyHXsaHPkCHIAYk275swBAPwjMFeuf3+6ckB7HT5sQS4lxTpyaWleVwQAn0SYA4A4tXOnBTq6ckD7HD4srVolJScT5ADENsIcAMShwFy5/v2ljAyvqwH8o7ycIAfAPwhzABCH8vPpygHtdXKQ69zZ64oAoGWEOQCIM3V1Ul6e1K8fXTmgrY4csSDXoYMtdkKQA+AHhDkAiDPMlQPa58gRaeVKC3Jz50pdunhdEQC0DWEOAOJIXZ3NlevbV+re3etqgNh3fEeOIAfAbwhzABBH8vOlY8foygFtUVFhQU6yoZUEOQB+Q5gDgDgRmCvXp4/Uo4fX1QCxraLChlZK1pHr2tXbegAgGIQ5AIgTu3ZZV27sWK8rAWJbZWVTR44gB8DPCHMAEAfq6+nKAW1RWWkduYYGG1pJkAPgZ4Q5AIgDu3ZJNTXMlQNacnyQmztX6tbN64oAIDSEOQDwufp6KTdX6t1b6tnT62qA2HRyR44gByAeEOYAwOfoygEtO3rU5sjV11uQS0/3uiIACA/CHAD4WKAr16uXfQA40dGj1pGrq7OhlQQ5APGEMAcAPrZ7t3XlWMES+KSqKuvI1dXRkQMQnwhzAOBTDQ105YBTqaqyjlxtrQW5jAyvKwKA8CPMAYBP7d4tVVczVw44WXV1U5A74wyCHID4RZgDAB9qaJC2b7fVK3v39roaIHYEgtyxYxbkunf3uiIAiBzCHAD4EF054JMCQa6mhiAHIDEQ5gDAZwJz5Xr0kPr08boaIDacHOR69PC6IgCIPMIcAPjMnj22uAMrWAKmpsZWrayulmbPJsgBSByEOQDwkcBcObpygKmpsY5cVZV15Hr29LoiAIgewhwA+MjevXbSylw5oKkjV1VlHTmCHIBEQ5gDAJ8IdOW6d5f69vW6GsBbx45ZkDt61IIcey0CSESEOQDwib177cSVrhwS3fFB7vTTCXIAEhdhDgB8wHWtK5eRIfXr53U1gHcCQa6iwoIc+ywCSGSEOQDwAbpygFRbS5ADgOMR5gAgxgW6cunpUv/+XlcDeOPkIMdqrgBAmAOAmFdQIFVWsq8cElcgyB05Is2aRZADgADCHADEMNeVcnKsK8dcOSSi2lrp/febghwruQJAE8IcAMSwwkLryo0ZIzmO19UA0RUIcuXlUmYmQQ4ATkaYA4AYFejKdevGXDkknro6afVqC3IzZ9KZBoDmEOYAIEYVFtpiD3TlkGjq6qwjd+iQBTkuZgBA8whzABCDAitYdusmDRjgdTVA9AQ6cocO2dBKghwAnBphDgBiUFGRLfgwejRdOSSOQJArK6MjBwBtQZgDgBgTmCvXtas0cKDX1QDRUV8vffCBBbkZM+hIA0BbEOYAIMYUF1tXjrlySBT19daRKy21IMdFDABoG8IcAMQQunJINIGOXGmpNH06r3sAaA/CHADEkH37bCl25sohEQSC3MGDFuQGDfK6IgDwF8IcAMSQbdukLl04qUX8q6+X1qyRDhyQpk3jNQ8AwSDMAUCMKC6mK4fE0NBgQa6kxILc4MFeVwQA/kSYA4AYkZNjXTlObBHPTg5yQ4Z4XREA+BdhDgBiwL590uHDdOUQ3wJBbv9+aepUghwAhIowBwAxICdH6tyZeUOIXw0NUlZWU5AbOtTrigDA/whzAOCx/fulQ4esK9eBozLiUCDI7dsnTZlCkAOAcOG0AQA8tm2blJbGXDnEp4YGKTvbgtzkydKwYV5XBADxgzAHAB6iK4d4FghyxcUW5IYP97oiAIgvnDoAgIdycqwrx0IQiDcNDdLatRbkJk0iyAFAJBDmAMAjJSVSWRldOcQf15U+/FAqKpImTpRGjPC6IgCIT5w+AIBHcnKkTp3oyiG+uK515AoLLciNHOl1RQAQvwhzAOCBAwek0lK6cogvgY5cYaE0YQJBDgAijVMIAPDAtm3WlWOJdsSLQJArKJDGj5dOO83rigAg/hHmACDKAl25UaPoyiE+uK60bp0FuXHj7LUNAIg8TiMAIMoCc+XYbwvxwHWl9eulvXstyI0e7XVFAJA4CHMAEEUHD9rHaafRlYP/BYLcnj3S2LEEOQCINk4lACCKcnKk1FS6cvA/15U2bLAgN2aMfQAAooswBwBRUlpq8+VGjZKSkryuBgheIMjt3m0hbuxYrysCgMREmAOAKKErh3jgutLGjRbkRo8myAGAlwhzABAFpaVSSYnNlaMrBz/btEnatcs6zOPGeV0NACQ28Zc0WgAAIABJREFUwhwAREFOjtSxozR8uNeVAMHbtEnKz7cgN36819UAAAhzABBhZWV05eB/mzZJO3fa65ggBwCxgTAHABFGVw5+t3mzBbmRI6UJE7yuBgAQQJgDgAg6dEjav9+6GcnJXlcDtN/mzdKOHRbkJk70uhoAwPEIcwAQQTk5UkoKXTn405YtFuRGjCDIAUAsIswBQIQcOiTt20dXDv700UdSXp5diJg0yetqAADNIcwBQIRs325duREjvK4EaJ+tW6XcXAtykyd7XQ0A4FQIcwAQAYcPS8XFNs+Irhz8ZOtWuxAxbBgdOQCIdYQ5AIiAwFw5unLwk23bLMgNHWodOcfxuiIAQEsIcwAQZuXlTV25lBSvqwHaJifHPoYOlaZMIcgBgB8Q5gAgzHJybGglXTn4RU6OdeWGDCHIAYCfEOYAIIzKy6WiIrpy8I/t2y3IDR4sTZ1KkAMAPyHMAUAYbd9uXbmRI72uBGhdbq4teDJ4sDRtGkEOAPyGMAcAYXLkiFRYaMMr6coh1uXl2V5ygwYR5ADArwhzABAmgblydOUQ6/LypC1bLMhNn06QAwC/IswBQBgc35Xr2NHraoBT27HDgtzAgQQ5APA7whwAhMH27VJSEl05xLYdO6TNm6UBA6QZMwhyAOB3hDkACFFFhVRQQFcOsW3nToIcAMQbwhwAhCjQlTvtNK8rAZqXny9t2iT1729BrgPv/gAQFzicA0AIKiutKzd8OF05xKZdu6SNGy3IzZxJkAOAeMIhHQBCkJNjJ8d05RCLdu2SNmyQ+vUjyAFAPOKwDgBBCnTlhg2TUlO9rgY40e7dTUEuM5MgBwDxiEM7AARp+3ZbRGLUKK8rAU60e7e0fr3Uty9BDgDiGYd3AAhCZaW0d6/NlaMrh1iyZ48FuT59pFmzCHIAEM84xANAEHJzrSvHXDnEkr17pXXrLMidfjpBDgDiHYd5AGino0et+zFsmNSpk9fVAGbvXunDD+nIAUAi4VAPAO3EXDnEmoIC68j17m1BLinJ64oAANFAmAOAdqiqsq7c0KF05RAbCgqsI9erlw2tJMgBQOIgzAFAO9CVQywpLLQg17MnQQ4AEhFhDgDaKNCVGzJESkvzuhokuqIiae1aqUcPghwAJCrCHAC0UW6u/Tt6tLd1AEVFUna2BbnZs6XkZK8rAgB4gTAHAG1QXW0bMdOVg9eKiwlyAABDmAOANsjNlVyXuXLwVnGxlJUlde9OkAMAEOYAoFXV1dKuXdaV69zZ62qQqPbts45cRgZBDgBgCHMA0IpAV465cvDKvn3WkUtPl844Q0pJ8boiAEAsIMwBQAsCXbnBg+nKwRv79xPkAADNI8wBQAvy8ujKwTv790tr1kjduhHkAACfRJgDgFOoqWnqynXp4nU1SDQlJRbkunaV5swhyAEAPokwBwCnkJcnNTTQlUP0lZRIH3xAkAMAtIwwBwDNqKmR8vOlQYPoyiG6Dhw4Mch17Oh1RQCAWEWYA4Bm0JWDFw4etCDXpQtBDgDQOsIcAJzk2DHryg0caN0RIBoOHpRWr7ZVUwlyAIC2IMwBwEny8qT6emnMGK8rQaIoLbUgl5ZmQS411euKAAB+QJgDgOMEunKDBtGVQ3SUlkrvv29Bbu5cghwAoO0IcwBwnB07pLo65sohOujIAQBCQZgDgEa1tdLOnTZXrls3r6tBvCsrsyCXmmpBrlMnrysCAPgNYQ4AGuXl0ZVDdJSV2dDK1FQbWkmQAwAEgzAHAGrqyg0YIKWne10N4tmhQwQ5AEB4EOYAQE1z5VjBEpEUCHIdOzK0EgAQOsIcgIQX6Mr1709XDpFz+LAFuZQU68ilpXldEQDA7whzABLezp0W6OjKIVIOH5ZWrSLIAQDCizAHIKHV1toQy/79pYwMr6tBPCovtyCXnGxDKwlyAIBwIcwBSGj5+XTlEDnHB7m5c6XOnb2uCAAQTwhzABJWXZ1tR9CvH105hF8gyHXoYB05ghwAINwIcwASFnPlEClHjjQFublzpS5dvK4IABCPCHMAElJdnc2V69tX6t7d62oQTwhyAIBoIcwBSEj5+dKxY3TlEF4VFRbkHMeGVhLkAACRRJgDkHACc+X69JF69PC6GsSLigpp5Ur7fM4cqWtXb+sBAMQ/whyAhLNrl3Xlxo71uhLEi8pK68hJNrSSIAcAiAbCHICEUl9PVw7hVVlpHbmGBjpyAIDoIswBSCi7dkk1NcyVQ3gcH+TmzpW6dfO6IgBAIiHMAUgY9fVSbq7Uu7fUs6fX1cDvTu7IEeQAANFGmAOQMOjKIVyOHrU5cvX1FuTS072uCACQiAhzABJCoCvXq5d9AME6etQ6cnV1NrSSIAcA8AphDkBC2L3bunKsYIlQVFVZR66ujo4cAMB7hDkAce//Z+/O4+uq6/yPv0+bdEn3Jd2SdE0X2qb7EgpUAQuCWi0igkgBWbQgKD/FUWdEYQZFdGSGYfEHYgHlx+ICRaUgmwID3feUJmlp2mZPkyZt0i3L+f3xySVpm+2u5y6v5+NxH01v7/IJuZyc9/l8l6YmunII3rFj1pGrr7cgN2CA1xUBABIdYQ5A3Nu/Xzp+nLlyCNzx4y1BLjubIAcAiA6EOUTcq6/aULfMTOm++9p/3EMP2WPOOUeqru74NV1Xuv12e/yMGdKmTaGtGd7q6mfm6qvtcdOnS1/7mp14NzVJ+fm2euXQoS2P3bXLuis9e0q//GX4vwdEVlc/MzfcIM2caceNyy+XamvPfIwvyD33nPTtb0uLF0sXXmgL6gBITMePSwsW2PFj2jTpxz/u/DkPPND5PpR33CHNmmW3SZOkgQNDUy/iF2EOEdXYKN16q7R6tbRzp/Tss/ZnW845R3rjDWnEiM5fd/VqO2HPz5cee0xasSK0dcM7/nxmrr7aQtr27TYk7je/ab8rN3iw9OCD0ne/G/7vAZHlz2fmgQekrVulbduk0aPtIlJrviB34oT0uc/ZhaJt2yz4fe974f9eAESnnj2lt96y48eWLXYBac2a9h//4YfSkSOdv+4DD9jrbdki3XabdNlloasZ8Ykwh4hat86ulI8fL/XoIV15pbRqVduPnT1bGju2a6+7apW0fLnkODYEqrpaKikJWdnwkD+fmUsvtc+A49gV0wMHbK7coEFSauqpjx02TJo/X0pODv/3gMjy5zPjW8DEde0CgOO0/FvrIJedLS1dKqWk2L9lZ0uFheH9PgBEL8dp6bLV19ut9fGjtcZG6eGHpVtu8e89nn1Wuuqq4OpE/CPMIaKKiqSMjJa/p6fbfdH6uvBeID/b+nrpd7+zCwLHjrGCZaLx9zNz/fU2AmDXLrsSLlmA++AD+3PhQrsg0NoTT0iXXBL62gHEjsZGGw45bJi0ZIkdK9ry0EPSueeeOtS/M/v2SXv3ShdcEJpaEb8IcwDizi23SOedZyfgbXXlgNZWrpSKi6WzzpKef94C3Pvv24WAhQttSG5rv/+9tGGDdOed3tQLIDp0727DIQsLbUTAjh1nPqa4WPrDH2xotj+ee86e0717aGpF/CLMIaLS0mzom09hod0Xra8L7/n7s737bqmiwiaRHzvGCpaJKJDjQffuNhzzD3+wjlx7Qe6NN6R775VeftnmzADAwIHS+efbvLnTbd5sw/2//GXpi1+Ujh61YeCdee45hliiazoNc47jZDiO87bjODsdx8lxHOdbzfcPdhzndcdx8pv/HNR8v+M4zoOO4+x2HGeb4zhzwv1NIHbMn2+LlOzdK508aQerpUuDf92lS6Wnn7Z5L2vW2LLhI0cG/7rwnj+fmd/8RnrtNemZZ6Q9e+wX7LBhka0X3uvqZ8Z17STL9/WLL0r9+tnJ1sKFZ+5JuHmz9PWvW5DjcwUktoqKlpW2jx2TXn9dmjLlzMd95jNSaan0pz/ZLSWl5bjTnl27pEOHbMVloDNJXXhMg6TvuK67yXGcfpI2Oo7zuqTrJL3puu59juN8X9L3Jf2LpEskTWy+LZT0aPOfgJKSbOz4xRfbWPOvfc2W9G3Lgw9K999vB8zly6UvfMFO1tty6aXSK6/Y1a6UFBs2hfjgz2fmG9+QxoyxxU+OHbMhKued1/ZjS0ulefOkw4elbt2k//ovW/HQtyAGYldXPzOuK117rX0GmpqkUaMsrC1Y0Pbm8nfeaVsXfOlL9vfRoy3YAUg8JSV2/GhstOPHFVdIn/1saF77uedspEB7C6oArTmu6/r3BMdZJemh5tsnXdctcRxnpKR/uK472XGc/9v89bPNj8/1Pa6915w3b567YcOGgL8JxLf337c/Fy3ytg7EBte15aKTk20/MKAzJ0/a0MraWuvI+bNIAQB0Becy6ArHcTa6rjvPn+f4NWfOcZyxkmZLWitpeKuAVippePPXaZJazVZQYfN9p7/WzY7jbHAcZ0NFRYU/ZQBAuwoLbZgcc+XQFa2D3IIFBDkAQGzpyjBLSZLjOH0l/UnSt13XPey06v26rus6juNXi8913cckPSZZZ86f5yK+LFtmc1ta+/nPbYjU6VaulP77v0+975xzbP8WJI72PjMXXWRzpQYMaNlsns8MpLY/M/fea3PkfEHOt+rpvffaQiitfelL0r/+a2RqBRCb/Dmf4TiDUOnSMEvHcZIl/VXSa67r/qr5vo+HTzLMEoFatKhl6EFr111nY88vv7z9oQmuK33rWzZXLiVFevJJaQ7L7cS9jj4zZ59t857mz28Jc63t2mV7im3aZL9Iv/vdsJeLKNDWZ6a+3hZFmTXLVj5tb0GTZ56xkzHXteD36KPSzJnhrxlA7AjmXOYXv7DjjCQ1NEgffmhrBZy+ki4SQ1iGWTrWgntC0oe+INfsZUnXNn99raRVre5f3ryqZbakmo6CHBJbWwe/rlq92row+fnSY49JK1aEri5Er44+M8XFtoDJ8OFt//vgwbawDiEusbQV5NassT8zMztemXLcOOmf/5S2b5d+9CPp5pvDWyuA2BPMucydd9pedVu2SD/7mfSJTxDk4J+uDLM8R9I1krY7jrOl+b4fSrpP0guO49wgaZ+kK5r/7RVJl0raLemopOtDWjHiSt++NsTJdaXbbrOlfTMypB49On/uqlW2yqXjSNnZtkRwSQlbEsS79j4zTU3WjZs0qf0VwIYNs9vf/hbZmuGt1p+ZW2+V/vpXO1kaMsSG5Hak9VX07GybkwkArQVzLtPas8+ytxz812mYc133PUntLY56YRuPdyXdGmRdSDAvvijl5trS8GVl0tSptpy4JD3+uO3dcvrQhKIiO1j6pKfbfYS5xND6M1NaKk2ebFc0R4yQ7rrLth0IxR6GiB9//KO0fr1tWzBmjH1efLrymXniCemSS8JfJ4DYFMi5jM/Ro7bp+EMPRa5exIcuL4AChNM779jVqO7dbc7TBRe0/NtNN3lXF6JX68+MJGVlWZB3HOmee7ytDdGnocEWG1i0yBY7GTHi1ONMZ5+Zt9+2MPfee+GtE0DsCuZc5i9/scW5GGIJfxHmELPS0qQDrTbBKCy0+5BYXNfmTSYnS4MGeV0NotXatdKJE9LYsW0vjtORbdukG2+0ebptbSYOAMF67jmGWCIwfu0zB4TL4sXS889LjY027+3ttzt/ztKl0tNP28n8mjU294UhlonD95kpLJT27bMT7vbmyiFxNTTYfMpDh+yY8eqr/h1n9u+XLrtM+t3v2LsQQMcCOZeRpJoaW2jp858Pb32IT3TmEBWWLZPeesvGl48ebUvM+7Q3zvzSS21bgsxM25pg5crI1gxvLVsmvfmmDUsZNuzUz0d7859KS+3+w4elbt2k//ovm9vQv39ka0dkNDRYR851bduSkSOlzZvbPs6095m55x6pslK65Rb7e1KSxE46ANoSyLmMZHPtLrpI6tMncrUifnRpn7lwY585dKS9vVmAkhI7sZ4zhyG2OFVjowW5qir7fIwa5XVFABIZ5zLoirDsMwcA0ch1pbw8WxKaE3W01tgorVtnQW72bD4fAID4RZgDEJPKymy45MSJzJVDC1+Qq6y0IEfHFgAQzwhzAGJSbq7NL+BkHT6NjbaP3MGD0qxZfDYAAPGPMAcg5pSWWldu0iS6cjBNTRbkKiosyKWne10RAADhR5gDEHPy8ujKocXpQS4jw+uKAACIDMIcgJhSVmZ78jBXDlJLkCsvl2bOJMgBABILYQ5ATMnLs30F6cqhqcm2pvAFudGjva4IAIDIIswBiBnl5VJ1tXXlunH0Smi+IFdWJs2YQZADACQmTocAxIzcXOvKsbhFYmtqkjZutCCXlSWNGeN1RQAAeIMwByAm0JWD1BLkSkstyI0d63VFAAB4h1MiADEhL0/q3ZuuXCJrapI2bbIgN306QQ4AAMIcgKhXUSEdOkRXLpG5rrR5s1RSIk2bJo0b53VFAAB4j9MiAFEvL0/q1Ytl5xOV61pHrrjYgtz48V5XBABAdCDMAYhqBw9KVVV05RKVryNXXCxNnUqQAwCgNU6NAES13FzryrH0fOLxBbmiIumss6QJE7yuCACA6EKYAxC1fF25zEy6conGdaUtW1qCXGam1xUBABB9OD0CELV8c+XYRyyxuK60datUWChNmUKQAwCgPYQ5AFGpstJuEybQlUskviB34IA0ebLNlQQAAG3jFAlAVMrLk3r2pCuXSFxX2ratJchNmuR1RQAARDfCHICoU1Vl8+UyM6Xu3b2uBpHgC3L791uII8gBANA5whyAqENXLrG4rrR9uwW5iROtKwcAADpHmAMQVaqqpIoKmytHVy4x7Ngh7dtnQW7KFK+rAQAgdhDmAESVvDypRw9p7FivK0EkbN8uFRTYkFqCHAAA/iHMAYgahw7RlUskO3ZYkJswwfaSAwAA/iHMAYgadOUSR06OtHevNH68NHWq19UAABCbCHMAokJ1tVRebl2apCSvq0E45eRIH31kQW7aNK+rAQAgdhHmAESFvDwpOZmuXLzbudOC3LhxBDkAAIJFmAPguepqqayMrly8+/BDac8eC+zTp3tdDQAAsY8wB8Bzvq7cuHFeV4Jw2bVL2r3bglxWltfVAAAQHwhzADxVU2NdufHj6crFq127pPx82wSejhwAAKFDmAPgKbpy8S0314Lc6NHWkXMcrysCACB+EOYAeObwYam01LpyycleV4NQy8uz2+jR0owZBDkAAEKNMAfAM3l5NrSSrlz8ycuzrlxGBkEOAIBwIcwB8MThw1JJCV25eJSfb0EuPV2aOZMgBwBAuBDmAHgiP9+6cuPHe10JQmn3blvwJD1dmjWLIAcAQDgR5gBE3JEjUnGxDa+kKxc/du+2veTS0ghyAABEAmEOQMT55srRlYsfe/a0BLnZswlyAABEAmEOQES17sr16OF1NQiFjz6Sdu6URo0iyAEAEEmEOQARlZ8vde9OVy5efPSRlJNjQW7OHIIcAACRRJgDEDG1tVJREV25eLF3rwW5kSPpyAEA4AXCHICI8XXlJkzwuhIEq6BA2rFDGjHCOnLd+G0CAEDE8esXQETU1VlXbuxYunKxrqBA2r7dgtzcuQQ5AAC8wq9gABGRl2cn/XTlYtu+fRbkhg8nyAEA4DV+DQMIO19XbswYqWdPr6tBoPbvl7ZtsyA3bx5BDgAAr/GrGEDY5efb4hiZmV5XgkDt3y9t3SoNG0aQAwAgWvDrGEBY1dVJhYU2V46uXGw6cKAlyM2fT5ADACBa8CsZQFjt3m1dOebKxabCQmnLFik1lSAHAEC04dcygLA5etS6OmPGSL16eV0N/FVYKG3eTJADACBa8asZQNgwVy52FRVZR27oUAty3bt7XREAADgdYQ5AWBw7Zl250aPpysWaoiLryA0ZIi1YQJADACBaEeYAhAVdudhUXGxBbvBgghwAANGOMAcg5HxduYwMqXdvr6tBVxUXS5s2SYMGSQsXEuQAAIh2hDkAIbd7t/05caK3daDrSkoIcgAAxBrCHICQOn7cNpimKxc7SkuljRtbglxSktcVAQCAriDMAQip3bsl12WuXKwoLZU2bJAGDiTIAQAQawhzAELm+HFp3z7ryqWkeF0NOlNWZh05ghwAALGJMAcgZHxdOebKRb+yMuvI9e9vQS452euKAACAvwhzAELC15VLT6crF+3Ky1uCXHY2QQ4AgFhFmAMQEnv20JWLBeXl0vr1Ur9+BDkAAGIdYQ5A0E6caOnK9enjdTVoT0WFBbm+faWzzybIAQAQ6whzAIK2Z4/U1ERXLppVVEjr1hHkAACIJ4Q5AEE5cUIqKJDS0ujKRauDB08Ncj16eF0RAAAIBcIcgKDQlYtuviDXpw9BDgCAeEOYAxCwkyetKzdqlHV9EF0qKy3IpaQQ5AAAiEeEOQAB27NHamyUJk3yuhKcrrJSWru2Jcj17Ol1RQAAINQIcwAC4uvKpaXRlYs2VVUW5Hr3JsgBABDPCHMAAvLRR1JDA3Plog1BDgCAxEGYA+C3+npp716bK9evn9fVwOfQIQtyPXtakOvVy+uKAABAOBHmAPhtzx66ctHm0CFpzRoLcosWEeQAAEgEhDkAfvF15UaOlPr397oaSFJ1NUEOAIBERJgD4BffXDlWsIwOviDXowdDKwEASDSEOQBd5uvKjRhBVy4a1NRYkEtOto5c795eVwQAACKJMAegy/butUA3ebLXlaCmRvrgA4IcAACJjDAHoEvq622IJV057x0+bEEuKcmGVhLkAABITIQ5AF1SUGCBjrly3mod5BYtklJSvK4IAAB4hTAHoFMNDbYdwfDh0oABXleTuHxBrls368gR5AAASGyEOQCd8s2VoyvnnSNHWoLcokVSnz5eVwQAALxGmAPQoYYGmys3bJg0cKDX1SQmghwAAGgLYQ5AhwoKpJMn6cp5pbbWgpzj2NBKghwAAPAhzAFol2+uXGqqNGiQ19Ukntpa6f337euzz5b69vW2HgAAEF0IcwDatW+fdeXYVy7y6uqsIyfZ0EqCHAAAOB1hDkCbGhul3bvpynmhrs46ck1NdOQAAED7CHMA2uTryjFXLrJaB7lFi6R+/byuCAAARCvCHIAz+LpyQ4dKgwd7XU3iOL0jR5ADAAAdIcwBOMO+fdKJE8yVi6SjR22OnC/I9e/vdUUAACDaEeYAnMLXlRsyhK5cpBw9ah25hgaCHAAA6DrCHIBT7N9PVy6Sjh2zjhxBDgAA+IswB+BjTU0tXbkhQ7yuJv4dO2Ydufp6C3IDBnhdEQAAiCWEOQAf279fOn6cFSwjoXWQy84myAEAAP8R5gBIsq5cfr7Nkxs61Otq4tvx4za08uRJC3IDB3pdEQAAiEWEOQCS6MpFyvHj1pE7cYIgBwAAgkOYA/DxXLlBg6TUVK+riV+nB7lBg7yuCAAAxDLCHAAdOGBzuFjBMnxOnLChlSdOSAsXEuQAAEDwCHNAgvPNlaMrFz4nTlhH7tgxC3Ls3wcAAEKBMAckuMJCCxnMlQsPX0eOIAcAAEKNMAckMF9XbuBAadgwr6uJPydPWpA7etSCHHv3AQCAUCLMAQmssNCCBl250Gsd5BYsIMgBAIDQI8wBCcrXlRswQBo+3Otq4osvyNXWWpBj3z4AABAOhDkgQRUV0ZULB4IcAACIFMIckIBct6UrN2KE19XEj/p6ac2aliDH6qAAACCcCHNAAioqkurq6MqFUn29deSOHJHmzyfIAQCA8CPMAQnGdaW8PKl/f7pyoeLryPmCHCuDAgCASCDMAQmmuJiuXCj5gtzhw9K8eQQ5AAAQOYQ5IIH4unL9+tGVC4WGBmnt2pYgx6qgAAAgkghzQAIpLrbFOSZNkhzH62piW0ODdeSqq6W5cwlyAAAg8ghzQILwrWDZr580cqTX1cQ2X0euuto6cnQ5AQCAFwhzQIIoKbEFOujKBccX5A4dso4cQQ4AAHiFMAckAN9cub596coFo3WQmzOH/5YAAMBbhDkgAZSW0pULVmOjtG5dS5AbNcrrigAAQKIjzAFxrnVXjgASGF+Qq6qSZs/mvyMAAIgOhDkgzpWV2dL5EyfSlQuEL8hVVlqQS0vzuiIAAABDmAPiXG6u1KcPISQQjY3S+vXSwYPSrFn8NwQAANGFMAfEsdJS68oxV85/TU0W5CoqrCOXnu51RQAAAKcizAFxLC+PrlwgWge5WbMIcgAAIDoR5oA4VVYm1dQwV85fviBXXi7NnCllZHhdEQAAQNsIc0CcysuTUlLoyvmjqUnasKElyI0e7XVFAAAA7SPMAXGovFyqrrauXDf+L+8SX5ArK5NmzCDIAQCA6MdpHhCHcnOtK8dcr65papI2brQgl5UljRnjdUUAAACdI8wBcYaunH98Qa601ILc2LFeVwQAANA1nOoBcSYvT+rdm65cVzQ1SZs2WZCbPp0gBwAAYgthDogjFRXSoUN05brCdaXNm6WSEmnaNGncOK8rAgAA8A+ne0AcycuTevViOf3OuK515IqLLciNH+91RQAAAP4jzAFx4uBBqaqKrlxnfB254mJp6lSCHAAAiF2c8gFxIjfXunIsqd8+X5ArKpLOOkuaMMHrigAAAAJHmAPigK8rl5lJV649ritt2dIS5DIzva4IAAAgOJz2AXHAN1eO/dHa5gtyhYXSlCkEOQAAEB8Ic0CMq6y024QJdOXa4rrS1q0W5CZPtjmFAAAA8YBTPyDG5eVJPXvSlWuL60rbtkkHDliQmzTJ64oAAABCp9Mw5zjObx3HKXccZ0er+wY7jvO64zj5zX8Oar7fcRznQcdxdjuOs81xnDnhLB5IdFVVNl8uM1Pq3t3raqKLL8jt328hjiAHAADiTVc6c09K+vRp931f0puu606U9Gbz3yXpEkkTm283S3o0NGUCaAtduba5rrR9uwW5iROtKwcAABBvOg1zruu+I6nqtLs/L+mp5q+fkvSFVvc/7Zo1kgY6jjMyVMUCaFFVJVVU2Fw5unKn2rFD2rceA38QAAAgAElEQVTPgtyUKV5XAwAAEB6Bzpkb7rpuSfPXpZKGN3+dJulAq8cVNt93BsdxbnYcZ4PjOBsqKioCLANIXHl5Uo8e0tixXlcSXbZvlwoKbOgpQQ4AAMSzoBdAcV3XleQG8LzHXNed57ruvNTU1GDLABLKoUN05dqyY4cFuQkTbC85AACAeBZomCvzDZ9s/rO8+f4iSRmtHpfefB+AEKIrd6acHGnvXmn8eGnqVK+rAQAACL9Aw9zLkq5t/vpaSata3b+8eVXLbEk1rYZjAgiB6mqpvNy6T0lJXlcTHXJypI8+siA3bZrX1QAAAERGp6eCjuM8K+mTkoY6jlMo6ceS7pP0guM4N0jaJ+mK5oe/IulSSbslHZV0fRhqBhJaXp6UnExXzmfnTgty48YR5AAAQGLpNMy5rntVO/90YRuPdSXdGmxRANpWXS2VldnCHnTlpA8/lPbssWA7fbrX1QAAAERW0AugAIgcX1du3DivK/Herl3S7t0W5LKyvK4GAAAg8ghzQIyoqbGu3PjxdOV27ZLy822zdDpyAAAgURHmgBhBV87k5lqQGz3aOnKO43VFAAAA3iDMATHg8GGptNS6csnJXlfjnbw8u40eLc2YQZADAACJjTAHxAC6cvbfIDdXysggyAEAAEiEOSDqHT4slZRYkEvUrlx+fkuQmzmTIAcAACAR5oCol5dnC56MH+91Jd7YvdsWPElPJ8gBAAC0RpgDotiRI4ndldu92/aSS0uTZs0iyAEAALRGmAOiWCJ35fbsaQlys2cT5AAAAE5HmAOi1JEjUnGxdeV69PC6msj66CNp505p1CiCHAAAQHsIc0CUys+XundPvK7cRx9JOTkW5ObMIcgBAAC0hzAHRKHaWqmoKPG6cnv3WpAbOZKOHAAAQGcIc0AUysuzrtyECV5XEjkFBdKOHdKIEdaR68bRCQAAoEOcLgFRpq7O5sqNHZs4XbmCAmn7dgtyc+cS5AAAALqCUyYgyuTlWZhJlK7cvn0W5IYPJ8gBAAD4g9MmIIrU1dlcuTFjpJ49va4m/Pbvl7ZtsyA3bx5BDgAAwB+cOgFRJD/fFv3IzPS6kvDbv1/aulUaNowgBwAAEAhOn4AoUVcnFRbaXLl478odONAS5ObPJ8gBAAAEglMoIErs3m1duXifK1dYKG3ZIqWmEuQAAACCwWkUEAWOHrVu1ZgxUq9eXlcTPoWF0ubNBDkAAIBQ4FQKiAKJMFeuqMg6ckOHWpDr3t3rigAAAGIbYQ7w2LFj1pUbPTp+u3JFRdaRGzJEWrCAIAcAABAKhDnAY76u3MSJXlcSHsXFFuQGDybIAQAAhBJhDvCQryuXkRGfXbniYmnTJgtyCxcS5AAAAEKJMAd4aPdu+zMeu3IlJRbkBg2iIwcAABAOhDnAI8eP28bZGRlS795eVxNapaXSxo0W5BYulJKSvK4IAAAg/hDmAI/s3i25bvytYFlaKm3YIA0cSJADAAAIJ8Ic4IHjx6V9+6wrl5LidTWhU1ZmHbmBA6XsbIIcAABAOBHmAA/4unLxNFeurMw6cv3705EDAACIBMIcEGG+rlx6evx05crLW4JcdraUnOx1RQAAAPGPMAdE2J498dWVKy+X1q+X+vUjyAEAAEQSYQ6IoBMnWrpyffp4XU3wKipagtzZZxPkAAAAIokwB0TQnj1SU1N8dOUqKqR166S+fQlyAAAAXiDMARFy4oRUUCClpcV+V+7gQYIcAACA1whzQITES1fu9CDXo4fXFQEAACQmwhwQASdPWldu1CgLQbGqstKCXEoKQQ4AAMBrhDkgAvbskRobpUmTvK4kcJWV0tq1BDkAAIBoQZgDwszXlUtLi92uXFWVBbnevS3I9ezpdUUAAAAgzAFh9tFHUkND7M6Vax3kFi0iyAEAAEQLwhwQRvX10t69NleuXz+vq/HfoUMW5Hr2pCMHAAAQbQhzQBjt2WNduVicK3fokLRmjQW4RYukXr28rggAAACtEeaAMPF15UaOjL2uXHU1QQ4AACDaEeaAMPHNlYu1rpwvyPXoYUMrCXIAAADRiTAHhIGvKzdihNS/v9fVdF1NjQW55GTryPXu7XVFAAAAaA9hDgiDvXst0E2e7HUlXVdTI33wAUEOAAAgVhDmgBCrr7chlrHUlTt82IJcUpINrSTIAQAARD/CHBBiBQUW6GJlrlzrILdokZSS4nVFAAAA6ArCHBBCDQ22HcHw4dKAAV5X0zlfkOvWjSAHAAAQawhzQAj55srFQlfuyBGCHAAAQCwjzAEh0tBgc+WGDZMGDvS6mo4dOSK9/35LkOvTx+uKAAAA4C/CHBAiBQXSyZPRv4Jlbe2pHTmCHAAAQGwizAEh4JsrF+1dudpa68hJtmolQQ4AACB2EeaAENi3z7py0TxXrq7OOnKSdeT69vW2HgAAAASHMAcEqbFR2r1bSk2VBg3yupq21dVZR851rSNHkAMAAIh9hDkgSNHelfMFuaYmC3L9+nldEQAAAEKBMAcEwdeVGzpUGjzY62rORJADAACIX4Q5IAj79kknTkTnCpZHj9ocOV+Q69/f64oAAAAQSoQ5IEDR3JU7etQ6cg0NBDkAAIB4RZgDArR/v3Xlom2u3LFjBDkAAIBEQJgDAtDUZF25IUPsFi1OD3IDBnhdEQAAAMKFMAcEYP9+6fjx6OrK+YJcfb2UnU2QAwAAiHeEOcBPTU1Sfr7Nkxs61OtqzPHjttjJyZMW5AYO9LoiAAAAhBthDvBTtHXljh+3jtyJEwQ5AACAREKYA/zgmys3eLCUmup1NWcGuUGDvK4IAAAAkUKYA/xw4IDNTYuGrpxvaOWJE9LChQQ5AACAREOYA7rIN1du0CDvu3InTliQO3bMgly07XMHAACA8CPMAV1UWBgdXbnWQS47myAHAACQqAhzQBf4unIDB0rDhnlXx8mTFuSOHqUjBwAAkOgIc0AXFBZagPKyK3d6kIumzcoBAAAQeYQ5oBO+rtyAAdLw4d7U4AtytbXSggUEOQAAABDmgE4VFXnblTs9yEXLRuUAAADwFmEO6IDrtnTlRoyI/PvX10tr1rQEOa9X0QQAAED0IMwBHSgqkurqvOnK1ddbR+7IEYIcAAAAzkSYA9rhulJentS/f+S7cr6O3JEj0vz5BDkAAACciTAHtKO42JuunC/IHT4szZvn7VYIAAAAiF6EOaANvq5cv36R7co1NEhr17YEOa9WzwQAAED0I8wBbSgutkVHJk2SHCcy79nQYB256mpp7lyCHAAAADpGmANO41vBsl8/aeTIyLynryNXXW0dOS9WzgQAAEBsIcwBpykpsYVHItWV8wW5Q4esI0eQAwAAQFcQ5oBWfHPl+vaNTFfu9CAXqU4gAAAAYh9hDmiltDRyXbnGRmndOgtyc+YQ5AAAAOAfwhzQrHVXbtSo8L6XL8hVVUmzZ4f//QAAABB/CHNAs7Iy2xJg4sTwduV8Qa6y0oJcWlr43gsAAADxizAHNMvNlfr0CW+4amyU1q+XDh6UZs0iyAEAACBwhDlANlfu8OHwzpVrarIgV1FhHbn09PC8DwAAABIDYQ6QzZULZ1eudZCbNYsgBwAAgOAR5pDwysqkmprwzZXzBbnycmnmTCkjI/TvAQAAgMRDmEPCy8uTUlLC05VrapI2bGgJcqNHh/49AAAAkJgIc0ho5eVSdbV15bqF+P8GX5ArK5NmzCDIAQAAILQIc0houbnWlQv1HLamJmnjxpYgN2ZMaF8fAAAAIMwhYYWrK+cLcqWlUlYWQQ4AAADhQZhDwsrLk3r3Dm1XrqlJ2rTJgtz06dLYsaF7bQAAAKA1whwSUkWFdOhQaLtyritt3iyVlEjTpknjxoXmdQEAAIC2EOaQkPLypF69QrdNgOtaR6642ILc+PGheV0AAACgPYQ5JJyDB6WqqtB15XwdueJiaepUghwAAAAigzCHhJOba125UGwV4AtyRUUW5CZMCP41AQAAgK4gzCGh+LpymZnBd+VcV9qyxYLcWWcR5AAAABBZhDkkFN9cuWC3C/AFucJCacoUC4cAAABAJBHmkDAqK+0WbFfOdaWtW1uC3MSJoasRAAAA6CrCHBJGXp7Us2dwc+VcV9q2TTpwQJo8mSAHAAAA7xDmkBCqqmy+XGam1L17YK/hC3L790uTJtkNAAAA8AphDgnB15ULdK6c60rbt1uQmzjRunIAAACAlwhziHtVVVJFha02GWhXbscOad8+C3JTpoS2PgAAACAQhDnEvbw8qUcPaezYwJ6/fbtUUGBDNAlyAAAAiBaEOcS1Q4eC68rt2GFBbsIE20sOAAAAiBaEOcS1YLpyOTnS3r3S+PHS1KkhLw0AAAAICmEOcau6Wiovt65aUpJ/z83JkT76yILctGnhqQ8AAAAIhp+nuEAEHDkibd4sFRVJx49LOQNsjOSew1LfvtL06ZbQOtn5Oy9PSk72vyu3c6cFuXHjCHIAACAArisVFkpbt9rV5R39pYYGaVe11KuXlJoqzZkjDRnidaWIcYQ5eMt1pbVrpTVrpI0bpQ0bbP3/rCzbR6B3bw04Ok5qapKK9kg1NbbZW02NHQTnzZPmzpUuuMAOjM2qq6WyMluwxJ+u3IcfSnv2WJCbPj0M3y8AAIg/tbXSm2/aeYzvfMZxpNmzpcGDNeB48zChygK7UF1cbBeuhwxpOZdZsEBavNj/4URIaI7rul7XoHnz5rkbNmzwugxE0uHD0tNPS488YoHu/PPtQDZvnk1QS07u+PkVFS0Hy/XrpXfekT77WenWW6WFC7VuvaOqKulTn+r6MfHDD6Xdu62Tl5UV9HcIAADi3Ycf2rnMM8/YeUx2dsv5TFqaBbr2NDVJ+fktAfDdd6XSUunrX5duukkaPjxy3weiguM4G13XnefPc4j+iKycHOnhh6XnnpMuvNAOgJ/4RMcHu7akpkqf/rTdJKmyUlq5Urr6atX0S1fZ4n/T5BvPU1JSry693K5dFuTGjKEjBwAAOtDQIL38sp3P5ORIN95owykzMvx7nW7dpMmT7Xb11Xbfli32ulOmSJdcYhepzzkn9N8D4gYLoCAyjh6Vvv1tC3CpqbZ52x/+IH3yk/4HubYMGSJ997tSfr7qvnOXUta8pXFfmGkdu07k5tqFsdGjrSMXinIAAEAcysmRzj5buv9+6YYbpH37pP/4D/+DXHtmzZIef9wm78+fL11zjXTFFTYiCWgDYQ7h97//K82caQeinTulu++2oQfh0K2bRl1zoS5Y+zMl/9cvpCuvtBB59GibD8/Ls9vo0dKMGQQ5AADQhsZG6ec/t9FEN90kffCB9JWvSD17huf9Bg2S7rjDwqPvJOXPfw7PeyGmEeYQPseOWbfs8svtAPjMM9LgwRF5a8eRtHSpdQArKuxK1/vvn/KYvDzrymVkEOQAAEA7cnOlc8+VXnvN5rfdfHPkThp695Z++Uvpj3+U/uVfbDhmVVVk3hsxgTCH8Dh4UDrvPKmgwFafvOwyb+oYMsRC5H33WQ2PPSbJhlX6gtzMmQQ5AADQhldftSB39dXSG2/4v99RqJxzjs2nGzLEVvPOz/emDkQdFkBB6BUVSUuWSF/4gnTvvdGRlC67zNpvS5Zo997u2rXoBqWnE+QAAEA7/vhHW4Bk1Spp0SKvq5H69JEefNDOZz75SWn1avsaCY0wh9AqL7dtBr72Nen73/e6mlNlZqru1Xe164J/V9qJnpr1n18lyAEAgDO9+KJ02202tHLWLK+rOdWNN0r9+kkXXSS9/bZ01lleVwQPEeYQOjU10sUX24TgaAtyzfpMTte5r/1IAz5zrpyseun6670uCQAARJO33rK93l59NfqCnM+XvyydPGnnXe++a3srISER5hAarmvL555zjvTjH3tdTYcGTk+X/v6arUg1ZYotMQwAALB/v62E/Yc/2Ny0aHbNNbYYymc/awuzhGtlTUQ1FkBBaPz+97bXyq9+FRuT0CZPlh56yIaDHj/udTUAAMBrrmtDGO+4wy74xoLbb5fGj7c1CpCQCHMIXkmJ9J3vSCtXSj16eF1N111+uTR9uvSTn3hdCQAA8Npvf2udrjvv9LqSrnMc6de/ttuWLV5XAw8Q5hAc15VuucU20Iz24Qhtefhh6cknpfXrva4EAAB4pbDQ5vuvXCklxdgspJEjpV/8wtYBqK/3uhpEGGEOwXnhBdt9+667vK4kMMOGSQ88YAfAkye9rgYAAESa60rf+IatXpmV5XU1gVm+3ELdffd5XQkijDCHwLmuhbiHHortSbdXXmmh7oUXvK4EAABE2rp10s6d0g9+4HUlgXMc6dFH7QL1kSNeV4MIIswhcG+9JSUn28aVscxx7Grco496XQkAAIi0Rx+1zlxysteVBGfMGDsne+YZrytBBBHmELhHH7X5crGwemVnPvc5W41z2zavKwEAAJFSVSW99FL87Du7YoWdn7mu15UgQghzCExxsfTmm9JXv+p1JaGRlGSLuNCdAwAgcTz5pO3TlprqdSWhceGF0tGj0gcfeF0JIiTiYc5xnNpQvM5PfvIT/fKXv2z336uqqrRkyRJNnDhRS5Ys0aFDh9p9rOu6uv3225WZmakZM2Zo06ZNoSgxvv3mN9KXvyz17x++9/jJT6QOfsZneOopaeJEuz31lP/vd+ON0nPPSYcP+/9cAFHl1VdtO8nMzK6tB3D77VLfvh0/5te/trURZs2Szj3XptgAiGFNTfY/9ooV4XsPf89lJDsPSU+XvvlN/9+vWzcbMsrF6U717eyg30WdZRKf//zP/5TjODp48GBHDxvsOM42x3G2O47zvuM4Mzt73bjtzN1333268MILlZ+frwsvvFD3dfDbfPXq1crPz1d+fr4ee+wxrQjn/9Tx4s9/lq691usqWlRVSXffLa1daxOZ775b6iDAtyktTcrOll5/PTw1AoiIxkbp1lul1astcD37bMfBa8OGrh0uvvIVaft228rpe9+T/s//CV3NADyQk2OBbtEirys51Y9+JC1eHPjzly+3oaONjaGrCUE5cOCA/v73v2v06NGdPfSEpE+4rpsl6d8lPdbZEzwLc475heM4O3JycvT8889Lkmpra3XhhRdqzpw5ysrK0qpVqz5+zr333qtJkybp3HPPVW5uboevv2rVKl3bHDauvfZavfTSSx0+dvny5XIcR9nZ2aqurlZJSUkIvss4dfy4bUcwe7b/z62rkz7zGWnmTNuw+/nnpbFjJd9Vig0bTl1QZetW6eyzrdv2+OPtv+5rr0lLlkiDB0uDBtnXr77qf30LF0obN/r/PABRY90668iNHy/16GEL1rb6VXKKxkbbH/j++zt/3dYDEerq4mO6MJDQNm603/v+/s8crnMZX01lZdJFF/lXU2upqbZKd15e4K+RQFzX1Z133qnp06crKysr5JlEku644w7df//9cjr/rNW5ruu7vLhGUnpnT/ByV8TLJM2SNHPSpEkNd955pxYvXqzU1FS9+OKL6t+/vw4ePKjs7GwtXbpUmzZt0nPPPactW7aooaFBc+bM0dy5c9t98bKyMo0cOVKSNGLECJWVlbX72KKiImVkZHz89/T0dBUVFX38fJxm2zZp0iSpVy//n/vqq9KoUdLf/mZ/r6mR/uVfOn6vNWvswDl7th08R40683FFRVKrn6HS0+0+f82daxuJA4hZbR0O1q5t+7EPPSQtXWrbM3XFww9Lv/qVbUv51lvB1wrAQxs32u99f4XrXKapSfrOd6Tf/1564w3/62pt7lxp0ybprLOCe50E8Oc//1lbtmzR1q1bdfDgQc2fPz+kmWTVqlVKS0vTzJmdjpg83Q2SVnf2IC+HWZ4r6VnXdRuTk5P1iU98QuvXr5fruvrhD3+oGTNm6FOf+pSKiopUVlamd999V8uWLVNKSor69++vpUuXdvmNHMfpShJGVwV68JNswsnrr9tB7913pQEDOn785z8v9e4tDR0qnX++XXIPpzlz7PtjFSgg7hUXS3/4g+1M0lW33irt2SP9/OfSf/xH+GoDEAEbN9rvfX+F61zmkUekSy+1K1DB8p3PoFPvvfeerrrqKnXv3l3Dhw8PaSY5evSofvrTn+qee+7xqybHcc6XhbkOrhIYLztzbXrmmWdUUVGhjRs3Kjk5WWPHjtXx48f9fp3hw4erpKREI0eOVElJiYYNG9buY9PS0nTgwIGP/15YWKi0tLSA6k8IgR78JOvobdokvfKK9G//ZqsuJSXZ1SjJhnC2dnoIby+Up6VJ//hHy98LCwPb/27UKKl7d+nAAanzcc0AolBamv0v7FNYaPedbvNmafduG5Ip2QJwmZl2X2euvDK8ayYACLOGBuuYBTJlJFznMh98YOHwkUek2lobAtC3b9dWcTrd3LlccQpSKDLJnj17tHfv3o+7coWFhZozZ47WrVunESNGtPkcx3FmSPqNpEtc163s7D3C0plzHOfTjuPkOo6z23Gc77fzsHclfdlxnO719fV65513tGDBAtXU1GjYsGFKTk7W22+/rX379kmSFi9erJdeeknHjh3TkSNH9Je//KXDGpYuXaqnmlc0fOqpp/T5z3++w8c+/fTTcl1Xa9as0YABAxhi2ZEtWwI7+El2KTwlxbY0uPNOOxiOHdty9ehPfzr18atW2UGxstLC2vz5bb/uxRdLf/+7rWJw6JB9ffHF/tfnOBZUt2zx/7kAosL8+VJ+vrR3r50LPfecDaU83Wc+I5WWSgUFdktJ6TjI5ee3fP23v9n0FwAxKj9fGjGi865aW8J1LvPMM9L+/XZA+uUvbSGTQIKcxLmMH8477zw9//zzamxsVEVFRUgzSVZWlsrLy1VQUKCCggKlp6dr06ZN7QY5ST0k/VnSNa7rdmnSY8g7c47jdJf0sKQlkgolrXcc52XXdU9fS+xFSWdL2pqXl6cnn3xSI0aM0NVXX63Pfe5zysrK0rx58zRlyhRJ0pw5c/TlL39ZM2fO1LBhwzS/vf8Rmn3/+9/XFVdcoSeeeEJjxozRCy+80O5jL730Ur3yyivKzMxUSkqKVq5cGfh/gERw6JBNrA3E9u124OvWTUpOtqVzjx2TbrjBVm86vZs2Y4YNSTh40P69rTHmki188qMftRwg77rL7gvE0KH+r4QJIGokJdlcuIsvtgVOvvY1adq04F/3oYdsGktysq2zFMgOKACixKFDge8tF65zmVAaPFg6csQOgt27h//9YtiyZcv0wQcfaObMmXIcR/fff39IM4mfRsry2SPNU8QaXNed19ETHDfEc4Mcxzlb0k9c1724+e8/kCTXdX/W3nPmzZvnbtiwIaR1IIzS0mw1gVCM6Y5GX/+6XdH6+te9rgQAAITDW2/ZMMR4XskoJcUCZEqK15WgixzH2dhZeDtdOObMpUlqNVtBhZIWhuF9wionJ0c1NTVelxGdams1YO9eTYvTMJdzZLRqdg2S3ve6EgAAEBabe2vAyYkKQdM+auV0766ad945dV8VSJIGDBigaaEYshEFPFsAxXGcmyXdLKkrG+i169Zbb9X//u//nnLft771LV1//fVnPHblypX67//+71PuO+ecc/QwS9H7JzlZqq/35r23b5euuebU+3r2bH/d8UDU10tJyaF7PQCe+8EPbJpLa7fcYltMne6pp868WH/BBVLz1qUA4kG8n8tI9v0lcz4TKaHIJIFgmCX8N2GCbdLtWwIu3lx7LWduAADEs/ffl777XfszHrmuzZWrr2fOXAwJZJhlOFazXC9pouM44xzH6SHpSkkvh+F9TrFo0aI277/uuuv0xz/+scPnuq6r22+/XZmZmZoxY4Y2bdoUjhLjx8CBNgY7FNr5uem666ROfm5yXen22y1Uzphhq0mFQmVlYKtbAYhKwRxmVq2yw8usWdK8edJ774W8PABeiJZzGZ/16231pq4+vjPV1VKfPgS5DgSTHZ555hnNmDFDWVlZWrRokbZu3RqOErsk5MMsXddtcBznm5Jek9Rd0m9d180J9fuc7v0grqysXr1a+fn5ys/P19q1a7VixQqtDXWrO57MnGnL3WZnB/9awVwRW73alhbOz7ehCStWhGaIwqZNduYGIC4Ec5i58ELb1sBxbEuqK66Qdu0KXW0APDJpklRUZCs+9usX3GsF291rbLQNyC+6KLjXaY1zmU4Fkx3GjRunf/7znxo0aJBWr16tm2++2bPsEJY5c67rviLplXC8dnv69u2r2tpaua6r2267Ta+//royMjLUo0ePTp+7atUqLV++XI7jKDs7W9XV1R9vOI42zJ3bspdKsPr2tY0xXVe67Tbp9deljAypCz83rVple7A4jgXL6mqppEQK5udWUiKdOCGNGRP4awCIKsEcZvr2bfm6rq79vX4BxJikJCkryy5On3decK8VzEFGkv7nf6QvftG6c6GyaZOdr6FdwWSH1l297OxsFRYWhrPUDoVl03Avvfjii8rNzdXOnTv19NNPn5K677rrLr388pkjPouKipSRkfHx39PT01VUVBSRemPS3LmhG9Lo8+KLUm6utHOn9PTTp17luusuqY2fm4qK7GDpk55u9wVj0ybbloAzNiDuBHKY8T1vyhTbZPy3v41MrQAiIJQXp6XAz2VefNFGF4XSxo12PoNOBZIdWnviiSd0ySWXhLvMdnm2mmW4vPPOO7rqqqvUvXt3jRo1ShdccMHH/3bPPfd4WFkcmTlT+vBD62D17Bma13znHemqq2xs96hRtgCJTyR/bhs3ciULiFOBHmaWLbPbO+/Yfr9vvBH+WgFEwNy50ttvh+71AjnIfPvb0s9/bhuQh9LGjXbAQqeCyQ5vv/22nnjiCb3n4YTquOvMBSItLU0HDrRsjVdYWKi0tDQPK4pyvXvboiMeTvaUZJuXt/q5qbDQ7gvGunVcyQLQpsWLpY8+Ct2aCQA8Nneu/d4P8cruftmwQbrySmnsWFv85CY32UIAABTbSURBVJZbpJdeCu41q6ps2siUKSEpEW3btm2bbrzxRq1atUpDhgzxrI64C3OLFy/W888/r8bGRpWUlOjtLlxxWbp0qZ5++mm5rqs1a9ZowIABzJfrzBe+IP3ud6F7vcWLpeeft0nAJSVdu1K2dKkNY3Bdac0aW4EymJ9bWZktVRfKCcgAokYgh5ndu1vO8zZtsgEJHv7OBhBKWVm2dH+o5qoFcpDZu1cqKLDb5ZdLjzxi51jB+P3vpc9+lpUsuyiQ7LB//35ddtll+t3vfqdJkyZFoMr2xd0wy2XLlumtt97S1KlTNXr0aJ199tkf/9tdd92lefPmaenSpac859JLL9Urr7yizMxMpaSkaOXKlZEuO/bcdJMNt/zZz05dISBQy5bZLr1Tp0qjR0utfm666y5bE/y0n5suvVR65RXrEqakSMH+3J54wg6kAwcG9zoAolIgh5k//cmuGSUn26CE559nSi0QN7p1k77+denRR6UFC4J/vUAOMqHmutKvf23fE7okkOxwzz33qLKyUrfccoskKSkpSV7tmR3yTcMDwabhMerzn7crPzfd5HUlwWtslMaPl/78Z+bMAQCQKCoqpIkTbQz14MFeVxO8f/xDuvVWaccOrjzFoGjZNByJYsUKGw4QBRcEgrZ6tTR8OEEOAIBEkppqS9U+9ZTXlYTGo49K3/gGQS6BEOYQuIsukg4fDn6zzGjw8MOhXxYYAABEvxUrLAQ1NHhdSXCKi6W//9324EXCIMwhcN262bK33/ymTSCOVS++KO3ZY6tJAQCAxHLOOTbH7Ve/8rqSwLmunY/dcostCIeEQZhDcK69VhoxQrrvPq8rCUxlpY0t/+1vbXUDAACQWBxHevxx6f77pV27vK4mMC+8YLWzt1zCIcwhOI4jPfaY9OCD0vbtXlfjv29/W/rSl6Rzz/W6EgAA4JVx46S775a+9jVbFC2WVFRI3/qWrerdq5fX1SDCCHMIXkaG9NOfStdfH1vjzf/yF5vv99Ofel0JAADw2ooVUo8edoE6lnzzmzZPbuFCryuBBwhzCI0bb7QlfX/4Q68r6Zq9e21vmSeekPr08boaAADgtW7d7Lzgpz+V1q71upquefxxacsW6yoiIRHmEBqOIz37rPTXv0q/+IXX1XSstFRassSC5yc/6XU1AAAgWkyYID35pG3unZPjdTUd+9OfpB//2EYaMe8/YRHmEDpDhtiSuI88Ij30kNfVtK2szLZUWL7chiUAAAC09pnP2MqWF18sffih19W07a9/tWGhf/ubNGmS19XAQ0leF4A4k54uvf229KlPSUeOSD/4gdcVtdi/3zpyX/kKqz0BAID2XX21LYRywQUWmObM8bqiFs8+K91xhwW62bO9rgYeozOH0Bs7VnrnHemZZ2xRlJoaryuyjuE550jf+IYNSXAcrysCAADRbPlyG2306U9LTz1le7l56cQJ6V//Vfrud6U33pAWLPC2HkQFwhzCY9Qo6YMPbIncrCwLU144ckS6+Wa7rVxpV7IAAAC6YtkyO4d54AGbR1dS4k0dmzZJ8+fbPL6NG6Xp072pA1GHMIfw6ddPevRR6Ykn5N50ozbf+kUdqtgfufd/800Lkq4rbdtmQz8BAAD8MWuWtG6dDWmcNUv6f/8vcl26kyeln/zEuoPf+5704ovSiBGReW/EBMIcwm/JEu1/728q7HZEx84721a7rKwMz3u5rg3xvOIK6brrpF//2pbt7d8/PO8HAADiX48e0j33SK+8YlsXLFkivfxy+DYYr6uz85fZs6X16237ga9+lWkiOANhDmFX31ivXSeKNfjOH2vU716SduyQMjNtPt2GDaF5k9paC24zZ9qQyvPOs6EIn/50aF4fAABg7lwb5njttRbqJkyQ7rtPqqgIzevn59uUkDFjbIGTBx6wP0eNCs3rI+6wmiXCLr8qXycbT2r6sOnS6AE2ibiiwjbmvPxyKTVVOv98ad48O0iOH9/5lafaWrtKtWGD3Vavlj7xCTvoXXABV64AAEB49OwpXXON3TZskB5+WJo40c4/Fi60c5m5c6VBgzp+HdeViovtNTZulN57zy5433CD/X3MmMh8P4hpjuv1yjyS5s2b524IVYcGUaXuZJ3+UfAPpfdP18wRM898QGOjbWWwdm1LMKursyWAx4yxTTB79bLHHTsmHT4sbd0qFRTY5N+5cy0ELlkiZWRE/PsDAABQZaX06qsWwjZskDZvloYNs2GSgwfb+UyPHtLx43YrKbHHNja2XMyeP9/2wu3Vy+vvBh5xHGej67rz/HoOYQ7htL5ovQ4ePajzx52vXkldPDiVldkBrqjIDnjHjklJSXYg7NvXQty0aXZQBAAAiDaNjVJeno0iqqmx85mTJy2o9eplo5LmzrUL0YwmQrNAwhzDLBE2B48eVGltqaYMndL1ICdJw4dLl14avsIAAADCqXt36ayz7AaEEQugICxc11VOeY5SklM0YfAEr8sBAAAA4g5hDmGxv2a/Dp84rKmpU9XN4WMGAAAAhBpn2Qi5+sZ67Tq4S0NShmhkv5FelwMAAADEJcIcQs63FcG01GlelwIAAADELcIcQqruZJ32Htqr0QNGa0CvAV6XAwAAAMQtwhxCamfFTnVzumnK0ClelwIAAADENcIcQqairkKltaWaOGSieib19LocAAAAIK4R5hASrusqp8K2Ihg/aLzX5QAAAABxjzCHkNhfs19HThxhKwIAAAAgQjjrRtDYigAAAACIPMIcgpZXmcdWBAAAAECEEeYQlLqTddpbzVYEAAAAQKQR5hCUnIocdXe6sxUBAAAAEGGEOQSsoq5CZbVlbEUAAAAAeIAwh4CwFQEAAADgLcIcArKvZh9bEQAAAAAe4iwcfqtvrFfuwVy2IgAAAAA8RJiD33xbEUwfNt3rUgAAAICERZiDX2pP1n68FUH/nv29LgcAAABIWIQ5+GVnxU62IgAAAACiAGEOXcZWBAAAAED0IMyhS9iKAAAAAIguhDl0iW8rgmnDprEVAQAAABAFOCtHp3xbEQxNGaoRfUd4XQ4AAAAAEebQBXmVeapvqte0YdO8LgUAAABAM8IcOsRWBAAAAEB0IsyhQ76tCCYPmex1KQAAAABaIcyhXb6tCCYNmcRWBAAAAECUIcyhTa7rakf5DvXp0UfjBo3zuhwAAAAApyHMoU0F1QWqPVmrqalT2YoAAAAAiEKcpeMM9Y31yq1kKwIAAAAgmhHmcIa8yjw1NDWwFQEAAAAQxQhzOAVbEQAAAACxgTCHU+SU57AVAQAAABADCHP4WHlducrrytmKAAAAAIgBhDlIkprcJuWU57AVAQAAABAjCHOQJO2r3sdWBAAAAEAM4awdbEUAAAAAxCDCHJRbmctWBAAAAECMIcwluNqTtSqoLmArAgAAACDGEOYSnG8rgilDp3hdCgAAAAA/EOYSWOutCHp07+F1OQAAAAD8QJhLUGxFAAAAAMQ2wlyCYisCAAAAILZxFp+ATjaeVG5lrlL7pLIVAQAAABCjCHMJKK8yTw1NDZqaOtXrUgAAAAAEiDCXYI6cOKKC6gKNGTCGrQgAAACAGEaYSzA5FTlK6pakyUMne10KAAAAgCAQ5hJIeV25Kuoq2IoAAAAAiAOEuQTReiuCsQPHel0OAAAAgCAR5hJEQXWBak/WalrqNLYiAAAAAOIAZ/UJ4GTjSeVV5im1T6qG9x3udTkAAAAAQoAwlwByD+aqoalB01KneV0KAAAAgBAhzMW5IyeOaF/NPo0ZMEb9evbzuhwAAAAAIUKYi3NsRQAAAADEJ8JcHCurLWMrAgAAACBOEebi2IBeAzRh8AS2IgAAAADiEGEujvVK6qWpqVNP2YrgqS1PaeL/TNTE/5mop7Y81eHzNxZvVNajWcp8MFO3r75druuGu2QAAAAAXUSYSyBVx6p09z/v1tob12rdjet09z/v1qFjh9p9/Iq/rdDjn3tc+bflK78qX6/ufjWC1QIAAADoSJLXBeBM//7Pf9fvt/9eqSmpyhiQobkj52rZlGW69ZVbVXG0QinJKXr8c49rytApuu6l69S/Z39tKN6g0tpS3b/kfl0+9fI2X/e13a9pyfglGtx7sCRpyfglenX3q7oq66ozHltypESHTxxWdnq2JGn5jOV6addLumTiJeH7xgEAAID/397dx2ZVnnEc/10UaCUtZSBhpS3C0g7SSHFYJshCGMvCm7Sw6QLZBDYWIizoki2LM5FlxC3ZP3NzGximoiXoEBjvkkBsDSqBgcjLeBPGILSpoFKgHRRoufbHc6gFCvgIT8858P0kTc99n/s0F+EX0otzn/PgC6OZi5it1Vu1bN8y7Xxipy42XdTA+QP1YM6Dmr5mul4c+6IKuxVqS9UWzVw7UxVTKiRJNfU1eu8n72n/p/tV+kbpdZu56rpq5WfnN4/zOuepuq76umvzOud9obUAAAAA2h7NXMS8f+x9lfUtU0b7DGW0z9C4r49TQ2ODNh3bpMeWPNa87nzT+ebj8X3Hq521U1H3Ih3/3/EwygYAAADQxmjmYuCSX1KXjC7a8cSOVs+nt09vPr7RS0pys3L1zpF3msdVZ6o0vPfw666tOlN1xdrcrNzkCgcAAACQMrwAJWKG5g/V6o9Wq6GxQfUX6rXmozXq1KGT+nTpoyV7lkhKNGw7P96Z9M8eWTBS6w+vV+25WtWeq9X6w+s1smBkq2tzsnLUOb2zNldtlrurfFe5yvqV3dKfDQAAAMDtw525iBmUO0ilfUtVPK9YPTJ7qH+P/spOz9ai7y3SjLUz9Ny7z+li00VNvH+iBnx1QFI/u+s9XfXssGc16O+DJEmzh81ufhlKa+aOnaupK6bqXOM5jS4YrdEFvPwEAAAAiAqLwmeHlZSU+LZt28IuIzLqL9Qrs2Omzl48q2ELhmn+uPkamDMw7LIAAAAApIiZfeDuJclcw525CJq+err2frJXDY0NmjJgCo0cAAAAgGvQzEXQ699//Zau3318tx5f/vgVc+nt07Xlp1taXf/QSw/pfOP5K+YWTlio/j3631IdAAAAAFKHbZYAAAAAELIvs82St1nG2MMvP9zq/NQVU7V079IbXuvuenLdkyp4oUDF84q1vWZ7KkoEAAAAkCI0czG2adqmL33tukPrdPDkQR2cdVDzx83XjLUzbmNlAAAAAFKNZ+ZiLPP3map/pl7urlnrZmnD4Q3K75yvjmkdb3rtyv0rNbl4ssxMg/MG61TDKdXU1SgnK6cNKgcAAABwq7gzdwdYvn+5Dnx2QHtn7lX5hHJtOvb5HbvZlbO16sCqa66prqtWfnZ+8zivc56q66rbpF4AAAAAt447c3eAjUc3atL9k5TWLk09s3pqRJ8RzefmfHtOiJUBAAAASBXuzN2lcrNydez0seZx1Zkq5WblhlgRAAAAgGTQzN0Bht03TIv3LFbTpSbV1NWo8kjlTa8p7Vuq8l3lcndtrtqs7PRsnpcDAAAAYoRtlneACf0mqOK/FSqaW6Re2b00JG9I87nZlbNV0rNEpX1Lr7hmTOEYvXXwLRX8pUCdOnTSgrIFbV02AAAAgFvAh4YDAAAAQMj40HAAAAAAuEvQzAEAAABADNHMAQAAAEAM0cwBAAAAQAzRzAEAAABADNHMAQAAAEAM0cwBAAAAQAzRzAEAAABADNHMAQAAAEAM0cwBAAAAQAzRzAEAAABADNHMAQAAAEAM0cwBAAAAQAzRzAEAAABADNHMAQAAAEAMmbuHXYPM7BNJR8OuA5F2r6RPwy4CsUJmkCwyg2SQFySLzOBm7nP37slcEIlmDrgZM9vm7iVh14H4IDNIFplBMsgLkkVmkApsswQAAACAGKKZAwAAAIAYoplDXMwPuwDEDplBssgMkkFekCwyg9uOZ+YAAAAAIIa4MwcAAAAAMUQzBwAAAAAxRDOHSDOzUWZ2wMwOmdnTYdeDaDCzV8zshJn9u8VcVzPbYGYHg+9fCebNzF4IMrTLzAaGVznCYmb5ZlZpZnvNbI+ZPRXMkxu0yswyzOxfZrYzyMxvg/k+ZrYlyMZiM+sYzKcH40PB+d5h1o9wmFmamX1oZmuCMXlBStHMIbLMLE3S3ySNllQkaZKZFYVbFSLiVUmjrpp7WtLb7l4o6e1gLCXyUxh8TZc0r41qRLQ0SvqFuxdJGizpZ8G/J+QG13Ne0gh3HyDpAUmjzGywpD9Iet7dCyTVSpoWrJ8mqTaYfz5Yh7vPU5L2tRiTF6QUzRyi7JuSDrn7YXe/IOkfkspCrgkR4O4bJZ28arpM0mvB8WuSxreYL/eEzZK6mFlO21SKqHD3GnffHhzXKfHLVq7IDa4j+LuvD4Ydgi+XNELS0mD+6sxcztJSSd8xM2ujchEBZpYnaaykl4KxibwgxWjmEGW5ko61GFcFc0Brerh7TXD8saQewTE5whWC7UzfkLRF5AY3EGyZ2yHphKQNkv4j6ZS7NwZLWuaiOTPB+dOSurVtxQjZnyT9StKlYNxN5AUpRjMH4I7jic9c4XNXcA0zy5S0TNLP3f1My3PkBldz9yZ3f0BSnhK7RfqFXBIiyswekXTC3T8IuxbcXWjmEGXVkvJbjPOCOaA1xy9vgwu+nwjmyREkSWbWQYlGbpG7/zOYJje4KXc/JalS0hAltty2D061zEVzZoLz2ZI+a+NSEZ6hkkrN7IgSj4WMkPRnkRekGM0comyrpMLgTVAdJU2UtCrkmhBdqyRNCY6nSFrZYn5y8HbCwZJOt9hWh7tE8CzKy5L2ufsfW5wiN2iVmXU3sy7B8T2SvqvEs5aVkh4Nll2dmctZelRSRXC3F3cBd/+1u+e5e28lfl+pcPcfirwgxYzcIMrMbIwSe9DTJL3i7r8LuSREgJm9IWm4pHslHZf0G0krJL0pqZeko5J+4O4ng1/i/6rE2y/PSvqxu28Lo26Ex8y+JeldSbv1+fMszyjx3By5wTXMrFiJF1SkKfGf32+6+xwz+5oSd166SvpQ0o/c/byZZUhaqMTzmCclTXT3w+FUjzCZ2XBJv3T3R8gLUo1mDgAAAABiiG2WAAAAABBDNHMAAAAAEEM0cwAAAAAQQzRzAAAAABBDNHMAAAAAEEM0cwAAAAAQQzRzAAAAABBD/wdsCyTHUcDIRgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "_ = plot_helper.plot_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualizing data on the grid" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is, with the same method, also possible to visualize any data on the powergrid, for example, we can inspect the thermal limit (line property) as follow:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "_ = plot_helper.plot_info(line_info=env._thermal_limit_a,\n", " colormap=\"line\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The above plot can be improved. It has lots of useless informations for the purpose (all the names of the loads, generetors and substations). They can be remove simply with:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "_ = plot_helper.plot_info(line_info=env._thermal_limit_a,\n", " load_info=[None for el in range(env.n_load)],\n", " gen_info=[None for el in range(env.n_gen)],\n", " sub_info=[None for el in range(env.n_sub)],\n", " colormap=\"line\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similarly, it is possible to display some data about the generators, for example the maximum value of power they can produce." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "_ = plot_helper.plot_info(line_info=[None for el in range(env.n_line)],\n", " load_info=[None for el in range(env.n_load)],\n", " gen_info=env.gen_pmax,\n", " sub_info=[None for el in range(env.n_sub)],\n", " colormap=\"gen\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Of course we can also project on the powergrid some information about the loads, for example their ID" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "_ = plot_helper.plot_info(line_info=[None for el in range(env.n_line)],\n", " load_info=[el for el in range(env.n_load)],\n", " gen_info=[None for el in range(env.n_gen)],\n", " sub_info=[None for el in range(env.n_sub)],\n", " colormap=\"load\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create an agent" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can see how well the \"do nothing\" agent (the most basic imaginable) can performe, using some \"gym like\" methods" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "from grid2op.Agent import DoNothingAgent\n", "my_agent = DoNothingAgent(env.action_space)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now do the standard gym loop, and we save all the observations:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "b4c8ae8fb35749c88b8b7d1e117282c5", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, max=2016.0), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "all_obs = []\n", "obs = env.reset()\n", "all_obs.append(obs)\n", "reward = env.reward_range[0]\n", "done = False\n", "nb_step = 0\n", "with tqdm(total=env.chronics_handler.max_timestep()) as pbar:\n", " while True:\n", " action = my_agent.act(obs, reward, done)\n", " obs, reward, done, _ = env.step(action)\n", " pbar.update(1)\n", " if done:\n", " break\n", " all_obs.append(obs)\n", " nb_step += 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can check if the episode has been completed, or if there has been a game over:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of timesteps computed: 94\n", "Total maximum number of timesteps possible: 2016\n" ] } ], "source": [ "print(\"Number of timesteps computed: {}\".format(nb_step))\n", "print(\"Total maximum number of timesteps possible: {}\".format(env.chronics_handler.max_timestep()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we see here, there is a game over: the agent successfully managed 94 timesteps, while the episode could have lasted 2016.\n", "\n", "Let's try to investigate this, for example by plotting the last observation. First we need to create a utilities that will make the plot:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/donnotben/Documents/Grid2Op_dev/getting_started/grid2op/Plot/Plotting.py:47: UserWarning:\n", "\n", "Matplotlib is currently using module://ipykernel.pylab.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", "\n" ] }, { "data": { "image/png": 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sbCxr166NdCgiIiIiIiJnlRJjOSmVbxIRERERkcpCibGckso3iYiIiIhIZaDEWE7JOUeXLl1UvklERERERCo0JcZyWvXq1aNx48Yq3yQiIiIiIhWWEmP5RsXlm9avXx/pUERERERERMqcEmP5RlWrVqV169bs2bNH5ZtERERERKTCUWIsZ0Tlm0REREREpKJSYixn5PjyTXv37o10OCIiIiIiImVGibGcsWbNmlGrVi3Wr1+v8k0iIiIiIlJhKDGWM+acIzExkby8PLZu3RrpcERERERERMqEEmP5VorLN23ZskXlm0REREREpEJQYizfmso3iYiIiIhIRaLEWL41lW8SEREREZGKRImxfCfF5Zu+/PLLSIciIiIiIiLyvSgxlu+kuHzTkSNHVL5JRERERETKNSXG8p0Vl29at26dyjeJiIiIiEi5pcRYvjPnHF26dCE/P1/lm0REREREpNxSYizfS926dUlISFD5JhERERERKbeUGMv31qlTJ5VvEhERERGRckuJsXxvVatWpU2bNuzZs4cjR45EOhwREREREZFvRYmxlIm2bdsSGxvL2rVrIx2KiIiIiIjIt6LEWMpEdHQ0nTp1UvkmEREREREpd5QYS5lp2rSpyjeJiIiIiEi5o8RYyozKN4mIiIiISHmkxFjK1PHlm/Ly8iIdjoiIiIiIyDdSYixlTuWbRERERESkPFFiLGWuuHzT3r17Vb5JRERERETOeUqM5axo27YtcXFxrF27FjOLdDgiIiIiIiKnpMRYzoro6Gg6duzIkSNH2LdvX6TDEREREREROaXoSAcgFVfTpk3ZsWMH69ato1GjRkRFRZ3xvl999RX79u0jPz+f/Px8oqKiiI+Pp3r16rRt25aYmJizGLmIVHRmxq5du0hLSyMvL49jx44RExNDfHw8tWrVonXr1t/qM0tE5OuCwSBbt24lMzOT/Px8CgsLiY2NJS4ujgYNGtCsWTOcc5EOU0RClBjLWeOcIzExkSVLlrBlyxY6dOhw0u3S0tJYvnw5KSkppKamkpKSQm5uLi1atCA+Pp7Y2FiCwSD5+flkZmaye/duEhMTSUpKonfv3iQlJdGlSxeio/XrLCInt2vXLlJSUsL/UlNTiYuLo1GjRsTFxREbG0thYSF5eXmkp6eTnp5Oz549w58xSUlJtGvXTjexInJSZsbGjRtL3cusWrWKBg0aULduXeLj44mOjqagoID8/Hz27dtHYWFhqXuZPn360LRp00ifikil5c6F5z+TkpIsJSUl0mHIWZKamsqBAwcYMmQI8fHxAHiexwcffMCUKVNYvHhx+Maz+I9Dy5YtT3kDmpOTw+rVq8M3uMuXLyc7O5tbb72VX/ziF5x33nk/5OmJyDmqoKCAmTNnMmXKFDZt2kTfvn1LfdY0atTolPsePnyYFStWhG9wly1bRq1atfiv//ovrr/+eqpXr/4DnomInKuOHj3KtGnTePLJJ8nLy6Nv377he5levXpRu3btU+67b9++8GdMamoqy5Yto3PnzkyaNInLL7+cKlWq/IBnIucC51yqmSVFOo7KSomxnHV5eXksWLCAxo0b07p16/AfkLi4OCZOnMhPfvITqlWr9r3aWL16NVOmTGHGjBlccsklTJw4kf79+6t3R6QS2rNnD08//TTPPfccnTt3ZuLEiVx22WXfa1SJmbFw4UKeeOIJFi1axE9+8hMmTpxIx44dyzByESkv1q5dy5QpU3j11VcZPnw4EydOJDk5+XvddxQWFvLGG28wZcoUtmzZwi233MItt9xC48aNyzByOZcpMY4sTb4lZ118fDytWrXi2WefpVWrVnz22Wc8//zzrFq1iltuueV7J8UA3bt355lnnmH79u2cf/75jB8/nqFDh7Jt27YyOAMRKQ/y8/OZPHky3bp1IyMjgwULFvDhhx8yZsyY7/2ohXOOoUOHMmvWLFavXk3t2rUZPHgwN9xwg8rSiVQiaWlpjBs3juHDh9OwYUPWrl3Lf/7zHwYNGvS9v4yvUqUKV199NYsXL2b+/Pl89dVXJCYmct9991FQUFBGZyAip6LEWM66nTt3MmnSJBYvXsybb77Jq6++yo9+9KOz0ptbu3Zt7rjjDtavX8+oUaPo27cvU6dOxfO8Mm9LRM4dy5cvp1evXmzdupUNGzbw+OOP06lTp7PSVrNmzfjTn/7E1q1bqV27Nl27dmXevHlnpS0ROXfMnj2bbt260aRJE7Zu3cr9999PQkLCWWmra9euTJ06lbVr17J69Wr69OnDqlWrzkpbIuJTYixnjZnx7LPPkpSUxEUXXcTq1atJTk7+QdqOiorizjvv5OOPP+all15ixIgR7Ny58wdpW0R+OMeOHePee+9l1KhR/OEPf2DGjBk0bNjwB2m7WrVqPPbYY7zyyitMmjSJm266iczMzB+kbRH54Rw+fJjrr7+e3/zmN8yYMYOHHnooPGfK2da4cWPefPNN7rzzTkaMGMEDDzxAYWHhD9K2SGWjxFjOivz8fK666iqefvppFi1axOTJkyMyiUTHjh1ZsmQJw4YNIykpiffee+8Hj0FEzo6DBw/Sv39/vvjiC1avXs21114bkXkFBg8ezOrVq4mJiaF79+5s2LDhB49BRM6OL774gu7du1O3bl1WrVrFgAEDfvAYnHPccMMNrFixgk8//ZSBAweSnp7+g8chUtEpMZYyl52dzahRo4iKimLp0qUkJiZGNJ7o6Gh++9vfMnv2bK6//nreeOONiMYjIt/f7t27GThwIKNHj2b27NmnnWH6h1CjRg2mTp3KAw88wJAhQ1i5cmVE4xGR72/ZsmUMGzaMv/3tbzz66KNlMifK99G0aVPmzZvHoEGDGDRoEPv3749oPCIVjQq/SpnKzc3lkksuoX379jzzzDNERUVFOqSwAQMG8M477zBy5EjMjDFjxkQ6JBH5Dvbu3cugQYOYNGkS//3f/x3pcEq54YYbqF69OhdffDHz58+nZ8+ekQ5JRL6DZcuWMXr0aF588UVGjhwZ6XDCnHP89a9/pVatWgwaNIiPP/5YZSpFyogSYykzhYWFjB07lpYtW/Lss88SCJx7AxJ69erFvHnzuOiii6hZsybDhg2LdEgi8i2kpaUxfPhwbrvttnMuKS42ZswYzIyRI0eyePFi2rVrF+mQRORbWLt2LT/+8Y954YUXzqmkuJhzjt///vcUFhZy0UUXsWjRotPWSxaRM3PuZS5Sbv3qV78iEAjwwgsvnJNJcbGePXvy+uuvM27cODZt2hTpcETkDAWDQa644gpGjx7N3XffHelwTuvKK6/kgQce4OKLL+bo0aORDkdEztCRI0e49NJL+fvf/86oUaMiHc5p/eEPf2DQoEFcddVVqr4hUgbO3exFypUPPviAt99+m3/9618RmWTr20pOTua+++7jxhtvJBgMRjocETkDjz76KFFRUfzlL3+JdChn5Oabb2bw4MFMnjw50qGIyBn69a9/zWWXXcZPfvKTSIfyjZxzPPzww2RnZ/P0009HOhyRcs+ZWaRjICkpyVJSUiIdhnxHWVlZdOvWjaeeeoqLLroo0uGcMc/zwt+0/upXv4p0OCJyGps3b6Zfv3589tlntG3bNtLhnLGMjAy6du3KtGnTGDp0aKTDOWts1ya8pXPBPFzHPgR6Dir1vrduGbb2M3ABqBJDIPlyXJ3zsKwjeK/9A2o3AMA1bEYg+XL/mMEi7JO3sP3bwDkCfUbgWnfBW/MJtn45BKIgriqBwVfiatTx29m4Alux0D9WryEEOvTy13/+HrZpJRzLI+qm+0viDhZhC2ZgaXv9Yw0bh6tR55RxWWEB3gevwtF0cAFci44E+l5ccp5b12ApH4JzuHqNCFx4rd9OVgbeR7Mg2y/nFbj057gadfAWvo7t3w4xcf76wVfi6ifgrfoI27I6dNAgZBwicMM9uLiqeItmYjs3QHw1oq6+o+Rc8nPxPpgOWUegRh0Cw8fhYktKCtnBPXiznyIw7Bpc664ABJ+5B+qGJq6rXouoi2/wm/zwNezwAVzzDgT6+n/XvRULcHUa4Vp1/ja/GuXKvHnzmDRpEmvWrKF69eqRDueMrVu3juTkZFJTU2nRokWkw5HvwTmXamZJkY6jstIzxvK9TZ48mSFDhpSrpBgID/vu168fo0aNok2bNpEOSUROwvM8brrpJu69995ylRQD1K5dm6eeeoqbb7653N1snynzPLwlcwiMvBGq1cSb9STWsiOuTsmEQK5tdwKd+/rb71iPt3QeUSPH+2/WrEvUVb888bgrFvnJ37V3YuZBfp5/rHqNcWMm4qrE4K39DPtsPm74OCw/F0v9kMCYieAc3swnsJadcLHxuBYdcYkX4E1/uHQbG1IgNp6ocXfhbVkdPtbp4gp0+xGuSRssWIQ393ls10Zc8w5YZhq2cjGBy2/DxcZjednhfbyFMwj0Goxr2g4rPAaUlBULXHBxOFENr+uRDD2SS67XF0twcVX982/fyz+XhTNKn8uqxbgmbQj0HIS3cjG2cjHugotLfkbL5kPTr/3/E1XlhHO09P0QXYWosbcTnPsCdiwfigqwA3sI9Kq4X+5kZmZy6623Mm3atHL3/2nnzp258847+cUvfsG7774bkbJ1IhWBhlLL97Jo0SLmzJnDww8//M0bn4PatWvH73//e2666SY9nyNyjpoyZQqe5/HLX56YpJQHI0eOZODAgfzud7+LdChnx8E9ULMermZdXFQ0rm03bMf6Upu4UI8ogBUVwBncuNvGVFzPwf7+LoCL90vluCZtcFVi/NfnNcdy/F5Y27MZ17QtLq6qnww3bYvt3hTezlWreWIbO9bj2vu9yq51F2zfVk43ks5VicE18b9EdVHRuPoJWI7/DLmtX45LvCDcS+vi/eTKjhzwe9KbtgsdIzYc/5mwratxbbuXxJDQCkJJ8onn4s+C7tr3xHasK3nvy09xrRLDMZ1WIAqKCv0vI7wgBByW8gGBpAvPOOby6M4772TUqFHldmTHb37zGw4fPszzzz8f6VBEyi0lxvK93H333fzjH/8o17Mh/upXvyIzM5N58+ZFOhQR+Zrc3Fz+53/+h+eee+6cKv/2bT3yyCO8+uqr7NixI9KhlL3cTFz1WiXL1WpBzokTjnlffkrw1Yewz+YTGHDcpEZZRwi+/jjBOc/4w4oBO+b3Dtvy9wnOfILg+//GcrNOOKZtSME1b+8v5ByFM4ijlJzM8D4uEOUPac7PPWVcpdo+loft3BBOlC0zDTLTCM5+iuAbU7FdockdM9IhJo7gu68QfP1xvE/fwY77Itb7/H2CMx7DW/o2Fiwq3UZhAbZ7M65V4unPAyAvuyT5r1oDQj3WlpOJ7ViLS+x74j7BIoIzp/jxbvcTaVenIcRVw5s5BdeiI2SmgxmuQZNvjqGc2rBhA2+99Rb/7//9v0iH8p1FR0fz/PPPc++991JQUBDpcETKJQ2llu8sNTWVAwcOlPt6wFFRUdx+++1MnTr1nJ+BUqSyee211+jbty8dO3aMdCjfS506dbjrpht4Z9oz3HbrrZEOp0xZRhqWm419tdNfkZmG5WaVLIe4+gm4IWOxPZvxlswl0GsIFgzihl+Hi4nDMg7hvfdv3NCr/Z7KnEz/ud8Bo7Eta/AWvk6gd0lvnu3ehO3bhhtwmd9W1hEIBkvazc6AqOjScZhXermoEDu0x98WoKgIO7gbomNOGldxT695HrZsvp845mb5SXteDpafhzt/BOTl4C2cgRs6Fo4cgH3bcYOvhPjqWMoHsPx9aNERWnXGdUwCz8NWfwSfzIEOvUvC3bvFf8454xDH92NbbpYf+/Hn4nknPVdv+fu4tj3gwG5/eHdGGoS2c8Ovw8VXw3KO4n08G+cV4arVwrXpimvjD+/2PpmD656Mt/gN7Gg6rkFTXMtOZ/4LUg7Mn/YMv7vtJmrUqBHpUL6X7t2707lzZ2bNmsW1114b6XBEyh31GMt3NnXqVG699dZy3YtT7JprrmHZsmVs335ir4CIRM7UqVOZMGFCpMMoE9dcczVvz51LYWFhpEMpW3FVw72TAOTl4OKqnXr7Jm1h/w4AXFRUeJi1q90AqtX0J6iKiYOoaGjcKrRPa8hMCx/CDu7BNtl6OE4AACAASURBVK3E9b0YV/w3KK5aqed6LS8HThdHaJ9wz6rnQVEBxMSdOq7iY6/+CKrVwrXpVnKs+Gq4Ri1wgSi/57Z6LX+fuGpQqx6uWk1cIIBr3BLLOOQfO64azjm/veYdsCMHS4Vne7bivv5c8KnExmP5Of5++TkQE5p4K+MQlvIB3nv/gn3bsNUfh3vAw8PTq9WE+gl+7/Dx7e/f4SfmwUIs9yiBPsOxfduwoorzO5yfn8/8+fO5auxVkQ6lTEyYMIGpU6dGOgyRckk9xvKdZGRkMHPmTDZs2BDpUMpE1apVuf7663nmmWfKTSkYkYouNTWVgwcPcskll0Q6lDLRqtcF5NVswKwlKRWrN6dhU2zVR/7w3Wo1sY/fJHDhNbi6JZNvWWYarlZ9f2HHeqx2A1yjFn4iG1sVFwhgRw/7SXWrzv7syy074bygP9HVxlRo0MTfJ20ftvZTAqNuLDkmQO0G2KwpUKehv3z4K9zgK8OTVgH+TNKNSmbtde17Qtp+XOe+2JbVuKZtCTRuefq4Pn8PoqIJDL8W50r6FwIFff3ngRu18JPyvBx/CHRMnD8jd616uPjq/rPITdr42+UcxVWr6T/XvPULXOOW4fjsWD4cOYC79OcnPpOcdQSLrlL6XNp0gyOHcD07+xNvte2Ga9SCqOtLnm33Fr6Oa9EB17qrP1w9ugouKtqPNzMd1++S8KRpFgxiy98jcPHP/Fm446v77cXE4ho0KTXjdXn26gsvEN2kNU279Ip0KGXi8ssv5/bbb2ft2rUkJp7BEHwRCVO5JvlOHnvsMZYuXcr06dMjHUqZ2bhxI8nJyezatYvY2NhIhyNS6d188820bt2a3//+95EOpcy8/vrrPP744yxevDjSoZQp27UxVK7JcB16E+g1xB/CGxp26y15C9u71Z/YKTaOwIDLcHXPw7Z9iZfygb/eOQK9L6R4mK5lHcFbMAMK8kNlma7C1ahNcO7zcPgrqBp6nvb4MkMbUrCViwBwPYcQ6OgPS/Y+e8cvf5STBdVq4DomEUgahhUV+rM7p+2D2KoEhl2Lq1n3lHFZdibevx70e1Gj/L4Fl3gBgU59MDPs03n+hF+BAK7nYAKhSbNsz2a8T98BDFe/CS75clxUNMG3noP8HP+61UvAJf8YV8X/++NtTIXdmwgMG1fqWnsfTPd7fPNz/GQ1aRiBjkl+uab3/+33Uteo7Zee+tokXaUS46924n08G3+GbMN1HUCgY0mVGG/NEv9n1aG3f24fvoYdOYBr1oHABRdTUfTp04f777+fkSNHRjqUMnPfffeRkZHB448/HulQ5FtSuabIUmIs30m/fv144IEHGD58eKRDKVPJycn89re/5dJLL410KCKVWjAYpE6dOmzatIlGjRpFOpwyU1hYSEJCAitXrqRp06aRDkekUtuyZQvJycns3r27QjwWVmznzp306tWLtLQ0lW4qZ5QYR5aeMZZvraioiDVr1tCvX79Ih1Lm+vfvj76kEYm8jRs30rBhwwqVFANUqVKFPn36kJqaGulQRCq9lJQU+vXrV6GSYoAWLVoQFxdXMWfBFzmLlBjLt7Zu3TqaN29O9epnUA+xnOndu7duWEXOAampqfTu3fubNyyH9Dkjcm7Q54yIHE+JsXxrqamp9OpVMSap+LrevXuzYsWKSIchUumtWLGiwt6w9urVSzesIueAip4Y635G5NvRrNTyrVXkPyStWrUiOzubgwcP0rBhw0iHU+Zs5wa8T+aA5+E6n1+qJiiA9+Wn2BdLwTmIiSUw+KrwzLKWtg9v0UwoOOZPRjP2dlx0FbxNK7HUBf78LdVqEhgWqou5ZTXe5+/DkYMExv4S17CZ38bGFeHJcQBI/4rA1b/CNWiCt3kVlvoheIZr2YlAf38yFG/VYmzd5xAIQFx1AkOvxtWs47+39G1s53oAfxKadj389WuWYKs/hqPpBG68P1yWJHwtDuzGm/kEgRE/wbXtFjrWXGzHBsBwTdvhBv4Y5xwWLMI+mu1PHuQcgQsuxrXphvfJHGzPFv+ARYWQl03UL/5U0kZBPt6/H8K1TiSQfIW/7uAevA9fg6JCXIuOJW2c4nrZ/u14i2dBIJrAiOtwtRtgx/Lw3n2ZwOibS82KW5Gkpqbyhz/8IdJhnBW9e/dmwoQJmJme/xOJEDNjxYoVFfaL/l69evHEE09EOoxyIzMzk5/+9Kfs2rWLoqIi7rrrLsaPH3/CdgUFBUyaNIlFixYRCAT485//zJVXXsnOnTu58cYbOXToEHXr1uWVV14JzyMxefJk3n77bcCfGO2aa64BYMGCBdx1110UFBTQu3dvnn/+eQCcc3WAF4A2QD5wo5l9GXrvV8Av8O+6njWzR0LrewBPAXFAEfBfZva58//IPApcCuQCPzezFaF9HgSKZ537k5m9Flr/LyAJKAQ+B241s8LQe4OBR4AqQJqZDQqt3wFkAUGgqPg5aefcWOB+oBNwvpmlhNafDzwTatsB95vZG865DsBrx13y1sAfzOwR59xLwNXAeWaWFTrOI8CvgAbAPcDO467Ju8BuM7s5tPx3YK+ZPXzCD7aYmZ3RPyAKWAnMDS23ApYBW0InEBNaHxta3hJ6v+U3Hbt3794m5Ue/fv1s4cKFkQ7jrBk6dKi98847kQ6jzHnBoBX98//My0gzr6jQil79u3npX5Xe5lheyettX1rRnGdC+xZZ0asPmXdor7+cl21eMOivf/6P5uVmm5lZcMlbFlz2rr9N+lfmHT5gRbOeNO/ArpPHlLbPiv75f+FjFr30v+blZvnHev9V83Zt8t/bvdm8gmP++i+WWHD+y/767eusaPbT5gWLzCs4ZkX/eSR8Dt7BPeZlplvRtD+H4yt1Ld6YakVznjNv82p/3b7tVvT646HzClrRjMfM27PFb/Oz+Rb81P+d8LzgCcczMwuu/tiCH7xWet1Hsy347isWXDwrvK7oP4+at3+HeZ5nRXOeNW/H+tNer6J5L5mXdcS8vdss+PEc/7ifzAnHVhEFg0GrUaOGpaenRzqUs8LzPKtXr57t3bs30qGIVFpbtmyxZs2aRTqMs2bv3r1Wv379SIdRbvz5z3+2u+++28zMDh48aHXq1LFjx46dsN0f/vAHu+eee8zM/1t16NAhMzO76qqr7KWXXjIzsw8//NB++tOfmpnZ3LlzbdiwYVZYWGjZ2dmWlJRkmZmZFgwGrWnTprZx40YzM7vvvvvsueeeMyAF+BvwR/Pzqo7Ah6HXXYAvgar4nZsfAG1D770HXBJ6fSmw6LjX74SSzwuAZaH1I4H3Q8epBiwHah63jwv9exWYEFpfG1gHNA8tN7SSPHEHUN9OzB87AR2ARUDSceurAtGh142Bg8XLVjr3/ApoEVp+CVgD/DS0HAgt7wHqA1cB/znuvVTg0+OO9ylwwddjPP7ft+lq+BWw/rjlB4F/mFlb4AhwU2j9TcCR0Pp/hLaTCuTQoUMkJCREOoyzJiEhgUOHDkU6jLJ3cBfUqo+rVQ8XFY1r1wPbvrbUJi4mLvzaCgvwPxOBXZtw9Rrj6vs/dxdXDRcIgOH/KyzwP3QKjkE1v4SKq3sers7pe91t0ypcqIeXzMN+fPGhZ9ebtcO2feEfq2nbcB1Pd14LLDvD3//wAVxCK1wgClclBlevMbZzo79dgya4mnVP3u4XS3BtuuKqHteL7IBgEXjB0H89CMViG5bjQr3rzgVO6H0GsM2rcO17lCwf3AO5WdCsfcm6nKNQkI9r1ALnHK5Db2zbl6e9Xi4Q5fdGFxVAVBSWmQbZmbgmbU57bcuz/Px8CgsLqVv35D+/8s45V3E/Z0TKiYp+L9O4cWPS09OLEwL5Bs45srKyMDOys7OpW7cu0dEnDqx94YUX+N3v/NrggUCA+vX9Wurr1q1j6FD/PmHIkCG8+eab4fXJyclER0dTrVo1unXrxvz580lPTycmJob27f17hOHDhzNz5sziZjoDCwDMbAPQ0jl3Hn6SuczMcs2sCFgMjAntY0Cohh21gH2h1z8G/hnK6z8DajvnGofa+MjMiswsBz/BvDjU5rziLwLwe4yLSyhcB8wys12h7Q5+03U1s/VmtvEk64vPAfxe7pP9ol4IbDWzncetmw5cE3o9GFiC30MOsBQonhk4Ef9LhCznXB3nXCz+9Tvt8wVnlBg755rif7PwXGjZAUOB10ObTAMuD73+cWiZ0PsXOo0Vq1Dy8vKIj4+PdBhnTXx8PHl5eZEOo+xlH8VVr12yXL0W5GSesJn3xRKCL/8F+/RtAgN/DOAnYziCc54l+NojeCsWAuCioggMGoM3/e94L/3JT1Q7nX/GIdmWVbh2Pf2FWvUg4xB29DDmBbFtX4YT4FL7rP8c16Kj3379xtiujVhhAZaX4w91Psk+pfbPzsS2fYnrUnpWddeoJa5JG7wXH8B76U+45u39OqvH/N8FWzaf4GuPEJz/MpabVfqYR4/A0cPQpK2/bB7ekrdwA0aVbjwn07/uxW1Wr+Uny6fheg3B+2A63oqFuK79sc/m4/pedNp9yrv8/PwK/RkDFfhzRqScqOj3Ms45YmNjyc/Pj3Qo5cKkSZNYv349CQkJdO3alUcffZRAoHSalJHh31/cd9999OrVi7Fjx3LgwAEAunfvzqxZswB44403yMrKIj09ne7duzN//nxyc3NJS0tj4cKF7N69m/r161NUVBSuhPL666+ze/fu4qZWE0p4Q0OOW+Anp18CA51z9ZxzVfF7dpuF9rkD+JtzbjfwEPC70PomQPjA+L2rTUJtXOycq+qcqw8MOe5YhNquAlwPzA+tag/Ucc4tcs6lOuduOG5zA94Lrb/lTK65c66vc24t8AVw23GJcrFr8Xusj7cJaBAabj4OP1H2AzDbBxQ555oD/fF7iJfhJ8tJwBdmVnC6mM70GeNHgLuBGqHlekDGcSdQfJHhuB+AmRU55zJD26edYVtyjsvPzyc2NjbSYZw1LWrEUTs/E9u/I9KhlCnLOIjlZpWcV0YalpN1wnm6+k1ww8ZhuzfhffwmgaRh/rZ7NuOGjIWoaOyTN/GioqF+ArZigb++Wk1s9cfY4lnQ8bgSfAX5WNp+CAZLx3P4q5L3QzG4bgPw5j7vP+NctxHk5ZSKz3ZtxPZsxSVf4a+vEour2wjvtYchNt5PrrMzSp9TsAg7sMt/H/CWzce17wlf7cJycyDjIOzfgWVnYPt34i6+3m/rkzl41WpBjTqQnQlxVQkkX45tXoX3wXQCfUpqeNvGFdCoJRzY5Xeib13jP5udlQGZJdfZjhyEYyXna+lfwbHc0vGe5HoFBoz2t9++zv9K9eBevEWzIBDAdR2Ai6t64g+8HAumpdGlSYNIh3FWxcXF6YZVJILy8/OJiYmJdBhnVXR0NIsXL6ZmzZrfvHElU6tWLRITE8PL7777Lj169GDBggVs3bqV4cOHM3DgwFLXrqioiD179tC/f38efvhhHn74Ye666y5efvllHnroISZNmsRLL71EcnIyTZo0ISoqihEjRrB8+XL69+9PgwYNwuXBnHNMnz6dX//61xw7dowRI0YcXzbsr8CjzrlV+EnjSiBoZutDzwW/B+QAq/Cf6QWYAPzazGY6564GngeGner8zew951wf/F7WQ/hJZPBrmz2J36v8cWg5GuiN35MbD3zqnPvMzDYBPzKzvc65hsD7zrkNZvbR6X4GZrYMSHTOdQKmOefeMbN8AOdcDHAZJQn+8WbhJ819gVu/9t5S/KS4P/Awfl7aH8jE710+rW9MjJ1zo4CDZpYaeuC6TIS+TbgFoHnz5mV1WPkBVKlShaKir3+pU3EUFRWddPhMuRdXHfKyS5bzsk86JDisaTtYudh/HV8d6ifgQskl57WAjEMQHRreXNwL2rQttjGVMxkiYnu24Jq2K7XONW6Fa9zKf3/7Wuy4iaXs4G7/2AMvxx1Xc9J1TMKFEnHv8/dK9cie1JGD2Ofv+QnmsTzswE5wAcjO8Iczh86J81rA4a+gXmOIioaE0NDlJm1gx7qvnctmXI/kkuXDX0Hafn+YdFEheEG86Cq4Nt1O+BkQd5qfwfFtmGEbUnDnj8BWf4Tr2g9ysvwkPPGCMzpGeREdHU2w6Ot/nyuWwsJCqlSpEukwRCqtin4vAxX4fqaMTJkyhWeffRaAOnXq8MADD+Cco23btrRq1YoNGzZw/vklo+Dq1atH1apVGTPGH708duzY8IRZCQkJ4R7j7OxsZs6cSe3a/ii9e+65h3vuuQeA6667Ljx8ul+/fnz8sZ9zvvfee2zatInVq1djZkeB8RAepbsd2AZgZs/jJ7045/4Pv3MS4Gf4j70CzCA0yhfYS+me4KahdZjZn4E/h471b/zeWELLf8Sf0Or4xHMPkB4aep3jnPsI6A5sMrPiYx50zr0BnA+cNjEuFkr4s/GfoU4Jrb4EWGFmB06yy2v4zw9PMzPvawOTl+Anwl3xe9h3A3cCR4EXvymWM/m/ZQBwmXPuUvwx4DXxZzer7ZyLDvUahy8yJT+APc65aPxx7ulfP6iZPUNoNrKkpCQ9AFGOVPQhgNszc2lRtQ6ucctIh1K2zmuGrVzoPwNcrSa2eBaB4dfh6jUKb2IZh3C1Qz1129dhdRr616FOQ+zNtVA/wX/O9fN3CXRPhgYJ2OfvQm3/2WDbtcEfknz8tYuJw9VvHJ5lGfyhxry7HXfFf+Fq1StZn5uNq1ody8/147v4en8W5kN7sTWfELjsFyXxAeZ5UJCHi6uGpe2D3KO47gP953KLRUXjzmse/hIganzJTMfeh9NxLTrj2nbzZ8Retwx3XjMwsGXvEug+EJfQCq9VIs4L4pq2xdYvh4bNwudoRw6CF8QlXhCeYTjqspJRRN765XBoT3hW6mDqh36P+HnNsZQPCHQd8I3XC/CT4vY9CbToSHDtZ7iGzSHrMBxNr3C/q9HVs1i9+6tIh3FWVfRhnCLnuvj4+Ao9asPMKCgoYPDgwUqOTyExMZGJEycCMGHCBD788EMGDhzIgQMH2LhxI61bty61vXOO0aNHs2jRIoYOHcqHH35I586dAUhLS6Nu3boEAgH+8pe/cOONNwIQDAbJyMigXr16rFmzhjVr1jBixAiAcAWUY8eO8eCDD3LPPfcwY8YMnHO1gdzQsN+b8Xttj4ZiaBhKPpvjD7cu/mZ8HzAIf5KrocDm0Po5wCTn3HT8HtZMM9vvnIsCaptZunOuG9ANvyca59zNwEXAhWbmHXcJ3gSeCOV3MaHj/cM5Vw0ImFlW6PUI4IHTXXvnXCv8GaOLnHMt8CcZ23HcJuM4cRg1AGa20zl3D/7kY1+3FLgL2GZmQeBw6Hom4s/mfVrf+H+Kmf2OUDd2qMf4LjP7iXNuBv7sX9Pxv6V4M7TLnNDyp6H3F5ie/K9QqlevTmbmic+mVhSZmZlUr1490mGUOReIIjDwcrw5z4J5uE7n4+o1wlv2Lq5hU1yrROyLpXi7N4fKIlUlcKE/v4GLq4rrMRBvxmPg8MsMtezkv9dnON4bU/19atQJ72PbvsD76E3Iy8ab+wLUTyDqstBn0r7tUL12qaQY8Idop+0LH7c4CfaWzoXCArz5L/sb1qhD1Mjxfk/srCf9dTFxBIaNCyfF3upP/LJQuVl40x/GtehIYOjYU1+fNt1gzxa86f4s/q55B1wr/w+e6zcS74NX4ZM3/XJRF15dEvNmfwKxM51KITDoilLlmgg9L32662WFBdiGFAKj/eVAj2R/yHlUFIHh151Ru+VJfHw8BQUFFBQUVNihjhX1c0akvKjo9zI5OTnExMQoKT5D9913Hz//+c/p2rUrZsaDDz4YnlirR48erFq1CoAHH3yQ66+/njvuuIMGDRrw4ot+J+SiRYv43e9+h3OO5ORkpkyZAvijgwYOHAhAzZo1eeWVV8I/k7/97W/MnTsXz/OYMGFCePIu/EmipjnnDFhLyQTHADOdc/XwSylNNLPiiVV+gT/8Ohq/xFPxN/Tz8J9F3oJfrqm4BlUV4OPQvctR/Jmei4dQPAXsxB8qDf6EWw+Eenbn40/U5QHPmdmXzrnWwBuhbaOBf5vZfADn3BXA4/i9z28751aZ2UXAj4DfOucKQ8f6LzNLC+1TDRjOicOkw8zs6VO89QX+DNX//tq66sXHPx33bXLW4xLjUaGLMB2oiz/2/admdsw5Fwe8DPQEDgPXmtm20x03KSnJih8+l3Pfddddx/Dhw09a360iaN26NfPmzaNjx46RDkWk0urSpQv//Oc/K2SN0czMTBISEsjMzNRNq0iE5OfnU7duXQ4fPkxcXNw371DOLFmyhDvuuIPly5dHOhT5FpxzqRaqASw/vG9TrgkzW2Rmo0Kvt5nZ+WbW1szGmtmx0Pr80HLb0PunTYql/OnduzcrVpx2tvNy6/Dhw6SlpYWf/xCRyOjduzepqamRDuOsWLVqFd26dVNSLBJBcXFxtG/fnjVr1kQ6lLMiNTWV3r17RzoMkXLlWyXGIlCxb1hXrlxJjx49TpiiX0R+WBX5CzjdsIqcGyry58yKFSv0OSPyLenuX761nj17smbNGoLBijdrbGpqaoUcuilS3vTq1avCfgGnG1aRc0NF/qJf9zMi357Gccm3VqtWLRISEli/fj1dunSJdDhlKiUlhdGjR0c6DJFKr0ePHqxdu7ZCTsCVkpLC3XffHekwypTt2uRPkmcermMfAj0HlXrfW7cMW/uZXxqtSgyB5Mtxdc7Dso7gvfYPCE205xo2I5B8uX/MYBH2yVvY/m3gHIE+I3Ctu+Ct+cSfHT4Q5U8SOPhKXI06fjsbV2ArFvrH6jWEQAc/MfA+fw/btBKO5RF10/0lcQeLsAUzsLS9/rGGjcPVqHPKuKywwJ+I72g6uIA/qV/fi0vOc+saLMWfed7Va0Tgwmv9drIy8D6a5ddEBwKX/hxXow7ewtex/dshxn/GNTD4Slz9BLxVH2FbVocOGoSMQwRuuAcXVxVv0Uxs5waIr0bU1XeUnEt+Lt4H0yHriD8R4vBxJSX2ADu4B2/2UwSGXYNr3RWA4DP3+DXjAarXIuriG/wmP3wNO3wA17wDgb4X+etWLMDVaRSelLAi6N27d7hcT0WSk5PD1q1bK9w9msjZpsRYvpOLL76Y1157rUJ96B49epT333+fRx55JNKhiFR61atXJykpiTfffJOxY089m3h5s3r1anJycsIlPioC8zy8JXMIjLwRqtXEm/Uk1rIjrs554W1c2+4EOvf1t9+xHm/pPH9meYCadYm66pcnHnfFIj/5u/ZOv8Rbvl8m0NVrjBszEVclBm/tZ9hn83HDx/ll3lI/JDBmIjiHN/MJrGUnXGy8P5N+4gXhWefDbWxIgdh4osbdhbdldfhYp4sr0O1HuCZtsGAR3tznsV0bcc07YJlp2MrFBC6/DRcbjx1Xs9xbOINAr8G4pu2wwmNwXLX3wAUXhxPV8LoeyRCqjW471uN9sQQXV9U///a9/HNZOKP0uaxajGvShkDPQXgrF2MrF+MuuLjkZ7RsPjRtW/pkoqqccI6Wvh+iqxA19naCc1/AjuVDUQF2YA+BXkOpSHr27Mn+/fvZuHEjHTp0iHQ4ZWbmzJkkJycTGxsb6VBEyhUNpZbv5NZbb+W5556jsLAw0qGUmVdeeYULL7yQhISESIciIvh1JadOnRrpMMrU1KlTueWWWyrWxFsH90DNeriadXFR0bi23bAd60tt4mJKZv21ogK/lvc3sI2puJ6D/f1dIFyL3DVpg6vijyJw5zXHcvxeWNuzGde0rV9eLjberzu+e1N4O1et5olt7FiPa+/3KrvWXbB9WzldtQ5XJQbXpI3/OioaVz8ByznqH2v9cr+eeaiX1sX75bjsyAG/J71pu9AxYsPxnwnbuhrXtntJDAmtIJQkn3guPf1t2vfEdqwree/LT3GtEsMxnVYgCooK/S8jvCAEnF9zPenCM465vIiJiWH8+PE89dRTkQ6lTE2dOpUJEyZEOgyRckeJsXwniYmJtG/fntmzZ0c6lDJhZvpDInKOGTNmDOvWrWPDhg2RDqVMHD16lP/85z/cfPPNkQ6lbOVm4qrXKlmuVgtCyeLxvC8/JfjqQ9hn8wkMGFXyRtYRgq8/TnDOM/6wYsCO+b3Dtvx9gjOfIPj+v7HcrBOOaRtScM1DVQRyjsIZxFFKTmZ4HxeI8oc05+eeMq5SbR/Lw3ZuCCfKlpkGmWkEZz9F8I2p2C4/KScjHWLiCL77CsHXH8f79B3M80quy+fvE5zxGN7St7FgUek2Cguw3ZtxrRJPfx4AedklyX/VGhDqsbacTGzHWlxi3xP3CRYRnDnFj3e7n0i7Og0hrhrezCl+rfXMdDDDNWjyzTGUQ7feeisvv/wyubm5kQ6lTKxatYo9e/YwcuTISIciUu5UoK+s5YdW3JtTEYY5LlmyhIKCguOLq4tIhMXExHDjjTfy1FNPVYhHHN5+5UUmjBlJI1eAfbUz0uGUGctIw3KzS84pMw3LzTrhHF39BNyQsdiezXhL5hLoNQQLBnHDr8PFxGEZh/De+zdu6NV+T2VOpv/c74DR2JY1eAtfJ9C75DPadm/C9m3DDbjMbyvrCASDJe1mZ0BUdOk4zCu9XFSIHdrjbwtQVIQd3A3RMSeNq7in1zwPWzbfTxxzs/ykPS8Hy8/DnT8C8nLwFs7ADR0LRw7Avu38f/buPC7Ou1D7/3UPeyAQICSQEEiAJE3SQAgkLG3apOlqPXbTVo/V+tTzqKetnv7cPdWjHvW0/rSLS5dj1Vprta11qbVq13QLSwKk2cMOIZCEsK8zzPJ9/oBg0zY7cM8wn/frlVdhuDNzDSXMfc13ua3110lRMTIVL0lbX5TSz5EWLZd1Tr7k88lsf1168y/S0n9uzGZa60bXOfcc0dvHsc1Q/2j2tz8Xn+89n6tv64uyslZJh1tGp3f3dEhjx1mXQAO1+gAAIABJREFU/KusqGiZwT753vizLJ9HVnScrMyVsjJHp3f73vyLrJwL5HvtTzJ9nbKSUmUtXHbqPyB+Lj3S0k2Xb9A/fvdrXfvJz9gd56xNy1kpwBRhxBhn7Ohozp49e05+sJ978MEH9ZnPfEbWKUzvAzB1PvWpT+mxxx7T4OCg3VHOijFGTz75hK655hq7o0y8yBnjo5OSpOFBWZHRxz9+fpZ0sEmSZIWEjE+ztmYlSdGxoxtUhUdKIaFSyqKxv5Mh9XaM34VpPyBTs01WweWyQkLGckQfs67XDA9KJ8ox9nfGR1Z9PskzIoVHHj/X0fve/roUHScrM/uf9xUVLSs5XZYjZHTkNiZu9O9ERktxibKiY2U5HLJSFsr0HBm978hoWZY1+nhpS2W624+JZw7Uy3rnuuDjiYiScY7+OzHOQSl8bOOtniMyFS/J98LjUluDzPY3xkfAx6enR8dKs+eNjg6//fEPNo0Wc69bZqhPjjWXyLQ1yHimzzIqSbrmmmv0xBNPnHAafSDo7e2dnrNSgCnC20k4Y+Hh4fr85z+v22+/Xc8//3zAlsqSkhJt2rRJ999/v91RALzDwoULdcUVV+hb3/qWfvCDH9gd54w9/PDDahv2Ku991wTs78rjmpMq89bro9N3o2Nl3nhGjo03yEr45+ZbprdDVtzs0U+a9srMSpKVnD5aZCNmyHI4ZPq6Rkv1ouWjuy8vXCbL5x3d6Kq6UkqaP/p3OtpkdpfK8f6b/3mfkjQrSeaP90vxc0Y/7zoka/1145tWSRrdSTo5/Z+fLsmVOg7KWl4gU7ddVmqWHCkLT5xrywtSSKgcl3xYlvXP8QXHSMHoeuDk9NFSPjw4OgU6PHJ0R+64RFlRMaNrkednjh432CcrOna0kNXvlJWycDyfcTml7sOy3veJd69J7u+WCQ079rlkZkvdR2TlLh/deCsrW1ZyukI+9rXxY3ybnpaVvlRWxsrR6eqhYbJCQkfz9nbKKrpifNM04/XKbH1BjstvGt2FOypm9PHCI2QlzT9mx+tAV3R1qm797+/r8ccf14033mh3nDN2xx136LrrrlNKSordUYCAZPnDu2P5+fmmoqLC7hg4A263W4WFhbrlllv0yU9+0u44p214eFi5ubn63ve+p+uuu87uOADew5EjR5Sdna0///nPKih4j3WSfm7//v3Ky8vTpk2bptVO/m9n9lePXa7JyFqaJ8fqDaNTeMem3fo2PyvTWj+6sVNEpBznfUBWwlyZhl3yVbw0ertlyZG3UUen6Zr+bvle+b004hy7LNMHZc2cJe9ffyF1HZJmjK2nfftlhvZVyGx7VZJk5W6Q45zRacm+sr+PXv5osF+KninrnHw58i+W8bhHd3fuaJMiZshx8YdlxSYcN5cZ6JXv8e+PjqKGjI4tWCsK5Vi2RsYYmdK/jW745XDIyl0vx9imWeZArXylf5dkZM2eL+uCq2WFhMr77M8l5+Do9y1xnqwLrpIVNrqTsK+6UmqpkePijxzzvfa99MToiK9zcLSs5l8sxzn5o5drevG3o6PUM2eNXnrqHZt0HVOMDzXL98afNbpDtpG18jw5zsn/57E7No/+v1qaN/rcXn5SpvuwrAVL5Si8XNNNVVWVrrjiCm3fvl3Jycl2xzltr732mj760Y9q586dio+PtzsOzpBlWZXGmPyTH4nJQDHGWduxY4c2btyobdu2KTU11e44p+UrX/mKGhsb9dRTT9kdBcAJPPXUU/rWt76lqqoqRUZGnvwv+AljjK644gqtW7dOd9xxh91xAJzA17/+de3evVt//OMfA2pmx+DgoHJycnTvvffqX/7lX+yOg7NAMbYXa4xx1rKzs/XZz35Wn/70pwNqfU55ebkeffRR/fSnP7U7CoCT+NCHPqRly5bp29/+tt1RTssjjzyi9vZ2ffnLX7Y7CoCT+MY3vqHa2lo9+eSTdkc5LXfccYcKCwspxcBZohhjQnzta19Ta2trwFxztLu7W5/4xCd03333ac6cOXbHAXASlmXpgQce0C9/+Uu9+uqrdsc5JdXV1frqV7+qRx55RGFhYXbHAXASEREReuSRR3T77bersfHdl+jyR88//7yeeuop/ehHP7I7ChDwKMaYEGFhYXr66af1ve99T08//bTdcU5ocHBQ73//+3X55ZfrhhtusDsOgFM0d+5c/e53v9P111+vqqoqu+OcUEtLiy699FLdddddysnJsTsOgFO0Zs0affOb39Qll1yiQ4cO2R3nhMrKynTjjTfqqaeeUmJiot1xgIBHMcaEycrK0nPPPadbbrlFzz33nN1x3tPQ0JCuvfZaLV68WHfffXdArSECIF100UX63//9X1155ZXatWuX3XHe08GDB3XppZfqs5/9rG6++Wa74wA4Tf/+7/+ua6+9VhdddJHa29tP/hdssG3bNl111VV69NFHdf7559sdB5gWKMaYUKtWrdKzzz6rm2++2e82tOrr69MVV1yh2bNn6+c//7kcDn78gUB0zTXX6J577tHFF1+srVu32h3nGE1NTVq3bp0+9rGP6Ytf/KLdcQCcgYMHD2rdunUqKCjQBRdcoAMHDtgd6RibN2/WZZddpgcffFDve9/77I4DTBs0A0y4goICvfjii7r99tt11113yePx2B1J+/bt0/r167Vs2TI99thjCg3lEt5AIPvIRz6in/3sZ7ryyiv15JNP+sXGf6+++qrWrVun22+/Xf/5n/9pdxwAZ+DQoUOqrKxUfHy8Hn74YX3yk5/U+eefr82bN9sdTcYY/frXv9bVV1+txx57TNdee63dkYBphWKMSZGdna3S0lK9+OKLOv/881VdXW1LDq/Xq7vvvlvr1q3Tv/3bv+nBBx9kpBiYJj7wgQ/ob3/7m7797W/r+uuv15EjR2zJMTg4qM997nO68cYb9dBDD+m2226zJQeAs9PT06OKigrNmjVLhYWFCg0N1Ze+9CXdd999+tCHPqQvfvGLGh4etiXboUOHdNVVV+mHP/yhXnzxRV122WW25ACmMxoCJk16erpefPFFffzjH9d5552ne+65R16vd8oev7a2VhdccIGeffZZlZeX65ZbbmFNMTDN5Ofnq6qqShkZGcrOztYf/vCHKX38N998Uzk5Oeru7tbOnTt15ZVXTunjA5g4cXFxWrp0qQoKCo6ZWXb11Vdrx44damlpUW5ursrLy6cskzFGv/vd75STk6OcnBxVVFRo1apVU/b4QDCx/GH6WX5+vqmoqLA7BiZRfX29br75Zo2MjOirX/2q3v/+9yskJGRSHuvAgQN66KGH9NBDD+m//uu/dNtttzFKDASB0tJS3XTTTVq+fLm+9KUvqbi4eNLeDNu1a5d+/OMf669//aseeOABXX311ZPyOAAm35EjRzRz5kxFRkae9NinnnpKn/vc53Tttdfqs5/9rJYtWzYpmYwxev311/WDH/xAjY2N+tWvfqU1a9ZMymPBf1iWVWmMybc7R7CiLWBKZGZmatOmTbr11lt15513KiMjQ3feeeeETX00xuiVV17Rddddp+zsbPX09Ki8vFyf+9znKMVAkCgqKlJZWZmSk5N14403Kjc3Vw8//LAGBwcn5P7dbrd+//vf68ILL9Sll16qefPmaefOnZRiIIC1t7dry5Yt2r179ykdf/3112vHjh1KSEjQhg0btHHjRv3xj3+csP1UBgYG9OCDDyo7O1uf+cxndNlll6myspJSDEwBRoxhi8rKSt1///3605/+pPe9733asGGD8vPztWLFCoWFhZ3SfbS3t6uyslJbt27VE088IcuydOutt+pjH/uYZs6cOcnPAIA/2r17txobG3XhhReqpKREDzzwgDZv3qwbbrhB5513nvLz85WVlXVKb5gZY7R//35VVFSovLxcjz/+uLKysnTrrbfqmmuuOeXfVQD805EjR7RlyxbNnDlTRUVFp/1v2uVy6Q9/+IPuv/9+7d+/Xx/96EdVUFCg/Px8paamntKMFZ/Pp5qaGlVUVOjNN9/UU089pfXr1+vWW2/VRRddxBKwIMOIsb0oxrBVZ2ennnzySZWVlamiokLNzc1auXKl8vLylJ6erqioKFmd3fL6fPLFx6mvr0/bt29XRUWF+vv7tXr1auXn5+uKK67QhRdeyAsIEMRcLpdefvllzZs375g1eE1NTXryySdVUVGhiooKdXV1afXq1crLy1NycrIiIyMVEREht9ut4eFhdXZ2atu2baqoqFBoaKjy8/OVl5en6667TitXrrTxGQKYKEdLcUxMjIqLi8/6ja5t27bpT3/6kyorK3X0nDYvL0+5ublKSEiQ1d2n0LBQORLj5XQ6dfDgQVVUVGjbtm1KSkpSXl6e1qxZow9/+MNasGDBRDxFBCCKsb0oxvAr/f39euutt1RRUaG2tjY5nU65m1sUEhKq8IULFB0drXPPPVf5+fnKzMykCAMYt2fPHjU0NGjDhg2Kjo4+7nEdHR2qrKxUVVWVOjs7NTw8LJfLpfDwcEVFRSkuLk6rVq1SXl6e5s2bx+8ZYBp688035fV6VVRUpPDw8Am9b2OMWltbVVFRobfeekt9fX0abmqR2+1WZHqqIiMjNXv2bOXl5SkvL08JCQkT+vgIXBRje1GM4feaS0Z3f0wvLrA5CQB/5fF49MILLyglJUW5ubl2xwHg50ZGRiRpwkvx8dSPnctkci6DE6AY2yv05IcAAODfQkNDdd5557HuF8BxdXZ2qqmpSbm5uVNWiAEEDooxAGBaiIuLszsCAD/V2dmp8vJyzZgxQx6Ph2IM4F24jg0AIKDt27dP27dvlz8sDQLgf7q6ulReXq6oqKhJWVMMYHqgGAMAAtbIyIgaGxvl9XrZJAvAu3R1damsrExRUVEqLi5WRESE3ZEA+CmmUgMAAlZDQ4M8Ho8WL15sdxQAfigkJESxsbHKz8+nFAM4IUaMAQABye12q7GxUfPmzdPMmTPtjgPAjzidTkmjew+cf/75ioyMtDkRAH9HMQYABCRGiwG8l56eHm3atElNTU12RwEQQJhKDQAISGlpaYqKilJsbKzdUQD4iZ6eHpWVlSkiIkLJycl2xwEQQBgxBgAEpKioKKWlpdkdA4CfOFqKw8LCVFRUxPRpAKeFYgwACChut1tbt25VX1+f3VEA+Am32z1eiouLixUVFWV3JAABhqnUAICA0tjYqEOHDmnp0qV2RwHgJ8LCwrRy5UrFx8dTigGcEYoxACBgeDweNTQ0KDk5mbXFANTX1yeXy6WkpCTNnz/f7jgAAhhTqQEAAaOxsVFut1tLliyxOwoAm/X19am0tFQ7d+6Uz+ezOw6AAEcxBgAEBI/Ho/r6es2dO1dxcXF2xwFgo/7+fpWWlsrhcKigoEAOB6e0AM4OU6kBAAHBsixlZmYqKSnJ7igAbNTf36+SkhI5HA4VFxcrOjra7kgApgGKMQAgIISEhGjx4sV2xwBgs5aWFkoxgAlHMQYA+L2jJ8JsrgNg2bJlysjI4DrFACYUCzIAAH7N4/Foz549amlpsTsKAJsMDAxo8+bNGhoakmVZlGIAE44RYwCAX2tubtbIyAjXLQaC1ODgoEpLS2WMYfdpAJOGEWMAgN/yer2qr69XUlKS4uPj7Y4DYIoNDg6qpKREPp9PRUVFiomJsTsSgGmKYgwA8FvNzc1yuVxctxgIQkNDQ+OluLi4WDNnzrQ7EoBpjKnUAAC/FRUVpbS0NCUkJNgdBcAUCwsLU2xsrJYtW0YpBjDpKMYAAL+VkpKilJQUu2MAmELDw8OKiIhQWFiYCgoK7I4DIEgwlRoA4He8Xq8aGhrk9XrtjgJgCg0NDWnz5s1666237I4CIMhQjAEAfmf//v3avXu3enp67I4CYIoMDw+rtLRUHo9HmZmZdscBEGQoxgAAv+Lz+VRXV6fExEQlJibaHQfAFBgeHlZJSYncbrcKCwsVFxdndyQAQYZiDADwK/v375fT6WQnaiCIVFZWamRkRIWFhZo1a5bdcQAEITbfAgD4DZ/Pp9raWiUkJGj27Nl2xwEwRbKzs+X1einFAGzDiDEAwG+MjIwoOjqa0WIgCDidTjU0NEiSYmNjFR8fb3MiAMGMEWMAgN+IjIxUcXGx3TEATDKn06mSkhK5XC6lpKQoKirK7kgAghwjxgAAv9DV1SWn02l3DACTzOVyqbS0VE6nUwUFBZRiAH6BYgwAsJ3P51NVVZWqqqrsjgJgErlcLpWUlGh4eFiFhYVKSEiwOxIASKIYAwD8wIEDBzQ8PKysrCy7owCYRN3d3eMjxZRiAP6ENcYAAFsd3Yl61qxZmjNnjt1xAEwCY4wsy1JycrI2btyo8PBwuyMBwDEYMQYA2OrAgQMaGhpiJ2pgmhoZGdGbb76pw4cPSxKlGIBfYsQYAGCrwcFBzZo1S3PnzrU7CoAJNjIyotLSUg0MDMjhYDwGgP+iGAMAbLVs2TL5fD67YwCYYG63e7wUr127VklJSXZHAoDj4q07AIAtjDHq6+uTJEaSgGnG4/FQigEEFM5EAAC2aG1t1Wuvvabu7m67owCYYKGhoUpMTNSaNWsoxQACAlOpAQBTzhijmpoaxcbGatasWXbHATBB3G633G63ZsyYoRUrVtgdBwBOGSPGAIAp19bWpsHBQS1ZskSWZdkdB8AEcLvdKisrU2lpKfsGAAg4FGMAwJQ6Olo8c+ZMJScn2x0HwATweDwqLy9Xb2+vVqxYwb4BAAIOv7UAAFOqv79fTqeT0WJgmvB4PCorK1NPT4/y8/N5wwtAQGKNMQBgSsXGxmrjxo0KCwuzOwqACbBv3z719PQoLy+PUgwgYFGMAQBTxuVyKSIiQuHh4XZHATBBzjnnHM2dO5fdpwEENKZSAwCmhDFGpaWlqqqqsjsKgLPk8Xi0Z88eeb1ehYaGUooBBDyKMQBgShw6dEj9/f2aO3eu3VEAnAWv16stW7aooaFBXV1ddscBgAlBMQYATLqjO1HHxMRo3rx5dscBcIaOluKuri7l5uYyUgxg2qAYAwAm3eHDh9XX16fFixezEzUQoI6W4s7OTuXm5mr+/Pl2RwKACUMxBgBMuubmZkVHR3MiDQQwp9OpgYEBrVq1in/LAKYddqUGAEy6NWvWaGhoiNFiIAD5fD45HA5FR0drw4YNCg3l9BHA9MOIMQBgUh09qY6JibE7CoDT5PP5tHXrVu3du1eSKMUApi2KMQBg0hw+fFivvPKKBgYG7I4C4DQdLcXt7e2Kjo62Ow4ATCqKMQBg0tTU1MiyLM2YMcPuKABOg8/nU0VFhdrb25Wdna20tDS7IwHApKIYAwAmRXt7u3p6erR48WI5HLzcAIGkqqpKhw8fVnZ2ttLT0+2OAwCTjoUiAIBJUV1draioKKWmptodBcBpmjdvnmbPnk0pBhA0KMYAgAnX2dmpnp4eZWdnM1oMBAifz6fe3l7Fx8dr3rx5dscBgCnF2QoAYMIlJiZq7dq1WrBggd1RAJwCn8+nqqoqlZSUaGhoyO44ADDlKMYAgEkxd+5cRouBAGCM0bZt23Tw4EEtW7aMzfIABCXOWAAAE6q8vFwNDQ12xwBwCowxqqqqUltbm1asWKGMjAy7IwGALSjGAIAJ09HRofb2dkaKgQDR2tqqtrY2LV++nFIMIKix+RYAYMJUV1crMjKSa54CASI1NVWRkZGaPXu23VEAwFa8pQ8AmBAdHR3q6upSVlYWI8aAHzPGaPfu3RoYGJAkSjEAiBFjAMAEqampUWRkJNc9BfyYMUbbt29XS0uLoqKiFBMTY3ckAPALFGMAwIRYsWKFnE4no8WAn3p7KV66dClrigHgbSjGAIAJERcXp7i4OLtjAHgPxhjt2LFDLS0tWrJkiZYsWWJ3JADwK7ytDwA4K11dXdq2bZtGRkbsjgLgOHw+nwYGBrR48WItXbrU7jgA4HcYMQYAnJWamhr19fUpJCTE7igA3sEYI5/Pp5CQEBUVFbHUAQCOg9+OAIAz1t3drSNHjigzM5NiDPihXbt2qaysTD6fj1IMACfAb0gAwBmrrq5WeHi4Fi5caHcUAO+wc+dONTU1KSEhgVIMACfBb0kAwBlhtBjwX7t27VJTU5MyMzO1bNkyu+MAgN+jGAMAzkhUVJQyMjIYLQb8TE1NjRobG5WRkaHly5fbHQcAAgKbbwEAzkhkZKRWrFhhdwwA7zB//nxJ4pJMAHAaGDEGAJy26upqdXV12R0DwNscPnxYkhQdHU0pBoDTRDEGAJyWnp4e1dTUqLOz0+4oAMbs3btXW7Zs0cGDB+2OAgABiWIMADgttbW1CgsL06JFi+yOAkDSvn37VFdXp/T0dCUnJ9sdBwACEsUYAHDKent7dejQIWVkZCg0lG0qALvt27dPtbW1Sk9P18qVK2VZlt2RACAgUYwBAKespqaG0WLATwwMDKiurk5paWmUYgA4S7zdDwA4ZfHx8UpMTFRYWJjdUYCgFxMTo3Xr1ik2NpZSDABniWIMADhlWVlZdkcAgl5tba2io6M1b948xcXF2R0HAKYFplIDAE6qv79fra2tMsbYHQUIarW1tdq3b5/a29vtjgIA0wojxgCAk6qpqVF7e7vmzJnDNGrAJnV1ddq3b59SU1OVk5NjdxwAmFYYMQYAnFB/f7/a2tq0aNEiSjFgk/r6eu3du1fz58/XqlWrWFMMABOMYgwAOKGamhqFhoYqIyPD7ihA0BoZGdH8+fOVm5tLKQaAScBUagDAcR0dLc7KylJ4eLjdcYCg43a7FRYWpmXLlskYQykGgEnCiDEA4Ljcbrfi4uKUmZlpdxQg6DQ0NGjTpk0aGhqSJEoxAEwiijEA4LgSEhJ0wQUXMFoMTLHGxkbt3r1bCQkJioyMtDsOAEx7FGMAwHs6fPiwPB6P3TGAoNPU1KRdu3YpOTlZq1evlsPB6RoATDZ+0wIA3mVwcFBbt25VXV2d3VGAoHLo0CHt3LlTycnJysvLoxQDwBRh8y0AwLvU1NTI4XBo0aJFdkcBgkpSUpKWLl2qrKwsSjEATCF+4wIAjjE4OKjW1lalp6crIiLC7jhAUDh06JDcbrdCQkK0ZMkSSjEATDF+6wIAjlFbWyvLspSVlWV3FCAo7N+/X1u3blVtba3dUQAgaFGMAQDjjDFyOp1auHAho8XAFGhpadH27duVlJSkc845x+44ABC0WGMMABhnWZYKCwvl8/nsjgJMewcOHNBbb72lpKQkrV27lunTAGAjfgMDACRJLpdLTqdTkjhBByaZ1+tVdXW1kpKStGbNGv7NAYDNGDEGAEiSqqur1draqksuuUShobw8AJMpJCRExcXFCg8PV0hIiN1xACDo8fYkAEDDw8NqaWlRamoqpRiYRG1tbdq1a5eMMYqKiqIUA4CfoBgDAMZ3w2UnamDytLW1qaqqSn19fazjBwA/QzEGgCB3dLR4wYIFioqKsjsOMC0dPHhQVVVVio+P19q1axkpBgA/QzEGgCDX0dEhSVq8eLHNSYDp6eDBg6qsrFR8fLwKCgpYrgAAfojfzAAQ5BYsWKC5c+cqPDzc7ijAtBQSEqLExEStWbOGUgwAforfzgAQxFwulyIiIijFwCRwOp2KjIzUnDlzNGfOHLvjAABOgKnUABCknE6nXnrpJTU1NdkdBZh2Dh8+rJdfflmHDx+2OwoA4BRQjAEgSNXV1ckYw0gWMMEOHz6siooKxcbGKiEhwe44AIBTQDEGgCDkdDrV3Nys1NRUzZgxw+44wLTR3t6uiooKzZw5U4WFhQoLC7M7EgDgFFCMASAI1dfXyxjDTtTABBocHNTWrVs1c+ZMFRUVUYoBIICw+RYABBmfz6fW1lalpqYqOjra7jjAtBEdHa1zzz1X8+bNoxQDQIChGANAkHE4HFq/fr18Pp/dUYBpoaOjQ+Hh4YqNjVV6errdcQAAZ4Cp1AAQRI6W4fDwcEVGRtqcBgh8HR0dKi8v1+7du+2OAgA4CyctxpZlRVqWtcWyrO2WZe22LOvbY7cvsiyr3LKsOsuynrQsK3zs9oixz+vGvr5wcp8CAOBUVVdX64033mC0GJgAHR0d2rJli6Kjo5WXl2d3HADAWTiVEWOXpIuMMTmSVkm63LKsQknfl3SvMSZLUrekT44d/0lJ3WO33zt2HADAZiMjI2psbFR0dLQcDiYMAWejs7NTW7Zs0YwZM1RUVKTw8HC7IwEAzsJJz4zMqIGxT8PG/hhJF0l6euz2RyVdPfbxVWOfa+zrGy3LsiYsMQDgjNTX18vr9WrJkiV2RwECXmNjo6KiolRUVKSIiAi74wAAztIpbb5lWVaIpEpJWZLul1QvqccY4xk75ICk+WMfz5fUIknGGI9lWb2SEiV1vOM+PyXpU5KUlpZ2ds8CAHBCIyMjampq0vz58xUTE2N3HCDgrV69Wm63m1IMANPEKc2lM8Z4jTGrJKVKWivpnLN9YGPMz4wx+caY/KSkpLO9OwDACTQ3N8vj8XDdYuAsdHV1qaSkRG63Ww6Hg1IMANPIaV2uyRjTY1nWJklFkmZZlhU6NmqcKql17LBWSQskHbAsK1RSnKTOCcwMADhNmZmZiouL08yZM+2OAgSk7u5ulZeXKyIiQl6vl+sUA8A0cyq7UidZljVr7OMoSZdI2itpk6QPjh12k6Rnxj7+y9jnGvv6K8YYM5GhAQCnx+FwaM6cOXbHAAJSd3e3ysrKFBERoeLiYi51BgDT0KlMpU6RtMmyrB2Stkp60RjzV0lfkfR5y7LqNLqG+Bdjx/9CUuLY7Z+X9NWJjw0AOBVut1uvvvqqjhw5YncUICD19PRQigEgCJx0KrUxZoek3Pe4vUGj643febtT0ocmJB0A4Kw0NDSov7+ftZDAGYqIiFB8fLxycnIoxQAwjZ3WGmMAQOBwu91qbGxUcnKyYmNj7Y4DBJShoSFFRUUpKipKhYWFdscBAEyyU9qVGgAQeBqtJcjzAAAgAElEQVQbG+V2u7luMXCaent79frrr2vfvn12RwEATBGKMQBMQx6PRw0NDUpOTlZcXJzdcYCA0dfXp9LSUoWGhio9Pd3uOACAKcJUagCYhkJDQ5Wbm6uoqCi7owAB4+2luLi4WDNmzLA7EgBgilCMAWCamjt3rt0RgIDh8/m0ZcsWORwOFRUVUYoBIMhQjAFgmmlsbJTL5dLSpUtlWZbdcYCA4HA4tGrVKkVFRSk6OtruOACAKcYaYwCYRjwej2pqatTb20spBk5Bf3+/Dhw4IEmaPXs2pRgAghQjxgAwjTQ1NWlkZISdqIFTMDAwoNLSUlmWpeTkZIWGcloEAMGKEWMAmCY8Ho/q6+uVlJSk+Ph4u+MAfm1gYEAlJSWSpKKiIkoxAAQ5ijEATBPNzc0aGRnR0qVL7Y4C+LXBwUGVlpZKGi3FMTExNicCANiNYgwA00RSUpKWLl3KaDFwEu3t7fL5fCoqKtLMmTPtjgMA8APMGwKAaSI2NlaxsbF2xwD8ljFGlmVp0aJFmj9/vsLDw+2OBADwE4wYA0CA83q92rlzp4aGhuyOAvitwcFBvf766+rp6ZEkSjEA4BgUYwAIcM3NzWpqapLT6bQ7CuCXhoaGVFpaquHhYTkcnPoAAN6NVwcACGBer1d1dXVKTExUQkKC3XEAvzM0NKSSkhJ5PB4VFxez3AAA8J4oxgAQwPbv3y+Xy8VO1MB7cDqdKi0tlcfjUVFREaUYAHBcbL4FAAHK5/ONjxYnJibaHQfwO+Hh4UpISFBGRobi4uLsjgMA8GMUYwAIUF6vVykpKUpOTrY7CuBXnE6nHA6HwsPDlZuba3ccAEAAoBgDQIAKCwvTueeea3cMwK84nU6VlJQoIiJC5513nt1xAAABgjXGABCADh8+rM7OTrtjAH7laCl2uVxavny53XEAAAGEYgwAAcbn82nnzp3au3ev3VEAv/H2UlxQUKD4+Hi7IwEAAgjFGAACTEtLi4aHh9mJGnibHTt2yOl0qqCggEuXAQBOG2uMASCA+Hw+1dbWKj4+XklJSXbHAfxGdna2hoeHGSkGAJwRRowBIIAcOHBAw8PDWrJkid1RANu5XC7t27dPxhhFRkZSigEAZ4xiDAABZs6cOZozZ47dMQBbuVwulZaWqqGhQf39/XbHAQAEOKZSA0AASUtLU1pamt0xAFuNjIyorKxMQ0NDWrt2rWJjY+2OBAAIcIwYA0AAMMaora1Nxhi7owC2GhkZUWlpqQYGBrR27VrNnj3b7kgAgGmAYgwAAeDAgQOqrKzUkSNH7I4C2GpwcFBOp5NSDACYUEylBgA/Z4xRbW2t4uLiWFuMoOXz+eRwOBQfH6+NGzcqNJRTGADAxGHEGAD8XGtrqwYHB9mJGkHL7XZr8+bNampqkiRKMQBgwlGMAcCPGWNUU1Oj2NhYzZ071+44wJRzu90qKytTX1+fZsyYYXccAMA0RTEGAD/mdDplWZaWLFkiy7LsjgNMqbeX4vz8fJYSAAAmDXORAMCPRUVFaf369XbHAKacz+dTeXm5+vr6lJeXx4wJAMCkohgDgJ/q7+9XVFQU6ykRlBwOh+bNm6esrCwlJyfbHQcAMM1xtgUAfsgYo8rKSoWHh6u4uNjuOMCU8Xg8GhoaUmxsrDIyMuyOAwAIEqwxBgA/dPDgQfX392vhwoV2RwGmjMfjUXl5uUpKSuR2u+2OAwAIIhRjAPAzR3eijomJUUpKit1xgCnh9Xq1ZcsWdXd3Kzs7W2FhYXZHAgAEEYoxAPiZQ4cOqb+/n52oETS8Xq/Ky8vV1dWl1atXa968eXZHAgAEGYoxAPiZjo4OxcTEUA4QNBoaGtTV1aXc3Fx+7gEAtmDzLQDwMytXrpTb7Wa0GEEjMzNTCQkJSkxMtDsKACBIMWIMAH7E6XRKEusrMe15vV7t3LlTLpdLDoeDUgwAsBXFGAD8xKFDh/Tyyy+ru7vb7ijApPL5fNq6dauamprU1dVldxwAACjGAOAvampqFBUVpVmzZtkdBZg0R0vxkSNHlJOTw87rAAC/QDEGAD9w+PBh9fb2avHixawtxrR1tBS3t7crJydHaWlpdkcCAEASxRgA/EJNTY1mzJih+fPn2x0FmDRut1vDw8PKzs6mFAMA/Aq7UgOAzfr6+tTb26vs7Gw5HLxfienH5/PJsixFREToggsu4OccAOB3KMYAYLPY2Fht2LBBUVFRdkcBJpzP51NlZaUcDofy8vIoxQAAv8SrEwDYyOv1SpKio6MpDJh2jpbiQ4cOcTkmAIBf4ywMAGxUWlqqnTt32h0DmHA+n09VVVU6dOiQzj33XC1cuNDuSAAAHBfFGABscuTIEXV3dys2NtbuKMCE27lzpw4ePKgVK1Zo0aJFdscBAOCEWGMMADapqalRZGSkFixYYHcUYMItWLBAsbGxlGIAQEBgxBgAbNDR0aGuri4tXryYtcWYNowxam9vlyQlJCRQigEAAYOzMQCwQX19vSIjI7mWK6YNY4y2bdum8vJy9fT02B0HAIDTwlRqALDB6tWrNTAwwGgxpgVjjN566y21trbqnHPO0axZs+yOBADAaeGMDABsEBYWpvj4eLtjAGfNGKPt27frwIEDOuecc7R48WK7IwEAcNooxgAwhTo7O/X6669rcHDQ7ijAhOjo6FBLS4uWLl1KKQYABCymUgPAFKqpqZHT6VRkZKTdUYAJkZSUpHXr1jF9GgAQ0BgxBoAp0tXVpY6ODmVlZSkkJMTuOMAZM8Zo9+7d6uzslCRKMQAg4FGMAWCK1NTUKCIiQunp6XZHAc7Kzp071dDQMF6MAQAIdBRjAJgC3d3dOnLkiDIzMxktRkDbuXOnmpublZWVpSVLltgdBwCACcEaYwCYAnFxccrJydH8+fPtjgKcsV27dqmpqUlZWVlatmyZ3XEAAJgwFGMAmAIOh0NpaWl2xwDOmDFGIyMjyszMpBQDAKYdijEATLLt27crMTFRqampdkcBzojb7VZYWJhyc3NlWZbdcQAAmHCsMQaASdTT06P9+/fL6XTaHQU4I7t379Ybb7wht9tNKQYATFsUYwCYRDU1NQoLC9PChQvtjgKctj179qihoUFz5sxRWFiY3XEAAJg0FGMAmCQ9PT06fPiwMjMzFRrKyhUElr1796q+vl4LFy7Uueeea3ccAAAmFcUYACbJ0dHiRYsW2R0FOC2NjY2qq6tTenq6Vq5caXccAAAmHUMYADBJ0tPTlZKSwmgxAs78+fPl8XiUlZVldxQAAKYEZ2sAMEnmzp1rdwTgtLS2tiolJUXh4eFavHix3XEAAJgyTKUGgAnW19envXv3yu122x0FOGU1NTWqqqrS/v377Y4CAMCUoxgDwASrqalRc3Oz3TGAU1ZTU6Pq6motWLBA6enpdscBAGDKUYwBYAL19fXp4MGDWrRoEZe3QUCora1VdXW1UlNTlZOTw7WKAQBBiWIMABOopqZGoaGhysjIsDsKcFIul0v19fVKTU3VqlWrKMUAgKDF5lsAMEH6+/t18OBBLV68mNFiBISIiAitW7dOM2bMoBQDAIIaI8YAMEEcDofmz5/PaDH8Xn19verq6iRJ0dHRlGIAQNCjGAPABImOjtbq1asVHh5udxTguBoaGrRnzx719vbKGGN3HAAA/ALFGAAmQHNzswYGBuyOAZxQQ0ODdu/erZSUFOXm5jJSDADAGIoxAJylgYEB7dixQy0tLXZHAY6rsbFxvBSvXr1aDgenAAAAHMWrIgCcpZqaGoWEhCgzM9PuKMBxhYSEUIoBADgOdqUGgLMwODiotrY2ZWRksLYYfsnpdCoyMlJpaWlKS0uzOw4AAH6Jt4wB4CzU1NTI4XAwWgy/1NzcrFdeeUU9PT12RwEAwK9RjAHgLISHhysjI0MRERF2RwGOsX//fu3YsUOJiYmKjY21Ow4AAH6NqdQAcBZWrFhhdwTgXfbv36/t27drzpw5WrNmDWuKAQA4CV4pAeAMDA0NqbOz0+4YwLt0dnZq+/btSkpKohQDAHCKeLUEgDNQW1ursrIyjYyM2B0FOEZCQoJWrFhBKQYA4DTwigkAp2loaEgtLS1KT09nJ2r4jYMHD2p4eFiWZSkjI0MhISF2RwIAIGBQjAHgNNXW1sqyLGVlZdkdBZAktba2qrKyUtXV1XZHAQAgIFGMAeA0DA8Pq6WlRWlpaYqMjLQ7DqDW1lZt27ZNCQkJWrlypd1xAAAISBRjADgNAwMDioiIYLQYfqGtrW28FBcUFDB9GgCAM8TlmgDgNCQlJeniiy+WZVl2R0GQM8aovr5e8fHxWrt2LaUYAICzQDEGgFPU09OjuLg4SjH8gmVZKiwslGVZCg3l5RwAgLPBVGoAOAVOp1ObN29mcyPY7tChQ9q6dat8Pp/CwsIoxQAATACKMQCcgrq6OhljlJaWZncUBLFDhw6poqJCLpdLPp/P7jgAAEwbFGMAOAmn06nm5mYtWLBAM2bMsDsOgtThw4dVWVmpuLg4FRQUMFIMAMAEohgDwEkcHS1evHix3VEQpNrb21VRUaHY2FgVFhYqLCzM7kgAAEwrvN0MACdgjFFXV5dSU1MZLYZtIiIilJiYqLy8PEoxAACTgGIMACdgWZbWrVsnr9drdxQEocHBQUVHRysuLk6FhYV2xwEAYNpiKjUAHIfb7ZbH4+FyOLDFkSNH9Oqrr6q5udnuKAAATHsUYwA4jtraWr3yyivyeDx2R0GQOXLkiLZs2aKYmBilpKTYHQcAgGmPYgwA78HlcqmpqUlJSUmMFmNKdXR0jJfioqIihYeH2x0JAIBpj2IMAO+hvr5ePp+PnagxpUZGRrR161ZFR0dTigEAmEIMgwDAO4yMjKipqUnz5s1TTEyM3XEQRMLDw7Vq1SolJCRQigEAmEIUYwB4h4MHD8rr9WrJkiV2R0GQ6Orqksfj0Zw5c1hTDACADSjGAPAO6enpSkxMZLQYU6Krq0tlZWWKjo5WUlKSLMuyOxIAAEGHNcYA8DZHr1dMKcZU6OrqUnl5uSIjI1VQUEApBgDAJhRjABjjdrv10ksvaf/+/XZHQRDo7u5WeXm5IiIiVFxcrMjISLsjAQAQtCjGADCmvr5eIyMjmjVrlt1REATa2tooxQAA+AnWGAOARkeLGxsblZKSotjYWLvjYBozxsiyLC1fvlyLFy9m92kAAPwAI8YAIKmhoUEej4edqDGpenp69Prrr2toaEiWZVGKAQDwExRjAEHP5/OpqalJycnJjBZj0vT29qqsrEwej4dNtgAA8DNMpQYQ9BwOh84//3y7Y2Aa6+3tVWlpqcLCwlRcXKyoqCi7IwEAgLehGAOApOjoaLsjYJrq7+9XaWmpQkNDVVRURCkGAMAPUYwBBLXa2lp1d3crPz9fDgerSzDxIiMjNXv2bC1fvlwzZsywOw4AAHgPnAUCCFoej0f19fWSRCnGhBscHJTX61VYWJjy8/MpxQAA+DHOBAEErcbGRrndbnaixoTr7+/Xm2++qR07dtgdBQAAnAKKMYCg5PF41NDQoDlz5mjWrFl2x8E0cnRNscPh4E0XAAACBMUYQFBqbm7WyMgIxQUTamBgQKWlpZKkoqIiNnUDACBAsPkWgKCUlpam8PBwxcfH2x0F04QxRpWVlZKk4uJixcTE2JwIAACcKooxgKAUFhamBQsW2B0D04hlWVq9erUsy6IUAwAQYJhKDSCoeL1elZWVqaury+4omCYGBwdVV1cnSZo5cyalGACAAEQxBhBUmpubdeTIEbtjYJoYHBxUSUmJ6uvr5XK57I4DAADOEMUYQNDwer2qq6vT7NmzlZCQYHccBLihoSGVlJTI5/OpqKhIERERdkcCAABniGIMIGg0NzfL5XJp6dKldkdBgDtair1er4qKihQbG2t3JAAAcBYoxgCCAqPFmEi9vb3yer0qLi6mFAMAMA2wKzWAoGBZlpYuXaqZM2faHQUBzOfzyeFwKCUlRUlJSQoN5WUUAIDpgBFjAEHB4XAoPT2d0WKcseHhYb322ms6fPiwJFGKAQCYRijGAKa91tZWNTY2yhhjdxQEqOHhYZWUlMjlcrHJFgAA0xDFGMC05vP5tGfPHrW1tcmyLLvjIAA5nU6VlpZqZGREhYWFmjVrlt2RAADABKMYA5jWWlpa5HQ6tWTJErujIAC53e7xkWJKMQAA0xcLpABMWz6fT7W1tYqPj1dSUpLdcRCAwsLClJKSorlz5yo+Pt7uOAAAYJJQjAFMWy0tLRoeHlZOTo7dURBgXC6XPB6PoqOjtWzZMrvjAACAScZUagDTVnR0tNLT0xktxmlxuVwqKSnRli1b2LANAIAgQTEOYNXPv6QfrsjXD87J1av//73v+np38349fOkHdF9usf5345XqPdA6/rWe/S36xRXX6O6Va3VPdoG6mpolScYYPf+N7+iHy/N098q12vyThyRJu//ynO7LLdaP8s7XTwrWq+nN0vH7qvz1b/WDZav1g2WrVfnr30qSRoaG9MgHrtfd567RPTmF+vt/fuuYbDt+/yfdk12ge3IK9buP/dv47X//2jd176oi3buqSNuf+uP47S995y79cEW+7l1VpN//263yut2SJGdvr3519Q26b/V5uienUBW/+s1J76ursUn3F2/UD87J1W//9f/IMzIiSWp4Y7N+vOYC/Wdkonb+4Zlj8h7v+/XQ+iv0o7zz9aO88/W9tHP06+v+VZK07bdP6b7cYt27qlgPrLtUbdt3SpIGjnTowQsv172rirT7mb+O3/+j135EfW0H3+P/Mt7uH//4h5YuXaqsrCzddddd7/q6y+XSDTfcoKysLBUUFGhgYEDZ2dnavHmzsrOzlZ+fr9raWklST0+PLr30Uvl8vql+GphCp/szU11drdLSUlVWVuq2227TmjVr+JkBptCvb75FX5qTof8+t+A9v/7WM8/pO9lF+u6q8/Q/+Req7m3nI137W/SjS6/St5bl61vL16hj7LX6V5/4jO5YtFLfXXWevrvqPLW8tUOSVP3qG7o9LnX89uf+e/R3hNvp1J1r1+s7OcX69oq1evab3xt/jB+uu2z8+K/MW6IHr/7IMfmatlbqltB4VT795/HbSh99XA/fcJMevuEmlT76+Pjtd69/n765dPX4/fW1Hxl9fJdLD9/wCX0jK0d3FWwYfx4DnZ26Z8OV+o+YFP3uti+85/fngQ/ccMz3brCrS/ddcpW+sXiV7rvkKg12d5/0+/iHL39D316xVt9alq8nP/clGWPkdrn048uv0X+fW6BXH3h4/NjffOpz2l/11ntmAQKOMeaEfyQtkLRJ0h5JuyX9x9jtCZJelFQ79t/4sdstST+WVCdph6TVJ3uMvLw8g9Pj9XjM95fkmI76RuN2ucy9ucXm0O69xxzzmxs+bioefdwYY0ztK6+aJz7+f8e/9tBF7zM1L75ijDHG2d9vXIODxhhjtj7ymHnipk8Zr9drjDGm/3D7+DE+n88YY0zb9p3mhyvyjTHGDHZ2me8vzjaDnV1msKt79OOubuMaHDR1m14zxhjjdrnMgxdebvb9/QVjjDFHaurMfXnnm8Gu7mMeY+9z/zAPX3aV8bjdxjUwYH5SsN4M9/aaps1l5rW7f2x8Pp/x+Xzmtx+92ZQ++HNjjDGv3PlD87ev/tfo/bQfMd9KSjdul+u492WMMb/58E3mrSeeNsYY88d/v338vjobm0zb9p3miZs+ZXY8/edjvpfH+3693a8/dKOp+PVvjTHGNG0uG39++/7+gvlp0UXGGGPe/PGDpuo3TxjX4KB56KL3GWOM2f3s38wL3/6f4/yfxlEej8dkZGSY+vp643K5THZ2ttm9e/cxx9x///3m05/+tPF6veaee+4xH/zgB40xxlxzzTWmpaXFvPHGG+bzn/+8McaYL3zhC2bTpk1T/TQwhU7nZ8YYYx577DGzfv1689xzz5krr7ySnxnABjWvvWmaK7eZb69Y+55fH37b+UjL9p3mv5auHv/aDy+8wux+4eXx446+Vj9y06dNxe//9K772rfpdfPTKz/4rtt9Pp8Z7u83xhjjGRkxd65db+pLy9913EPXftSUjp1nGTN6bnbPhivNj6+4dvzxBjo7zR2LVpqdf3/B7Pr7i+aORSvNQFfXeN6mrZXvut9N9//M/ObT/2GMMWbL735vfnb9TcYYY5wDA6b2jRLz2oM/N7+99fPv+ntVf3jG/Pwj/+eY793TX/q6+fuddxtjjPn7nXebP3z5Gyf8PtZtLjPfL77YeD0e4/V4zF2FF5l9m143bz3znHnuO983Xq/X3FU4ek7T8tYO8+jNt7wrB86cpApzkt7En8n7cyojxh5JXzDGLJdUKOlWy7KWS/qqpJeNMYslvTz2uSRdIWnx2J9PSXrw7Ko73kvLlkolZmYoMWOhQsPDlXPDddrz7N+OOebw3mplbrhAkpS5/gLtefbvo7fv2Sefx6vFF2+QJEXExCh8xgxJUtn//lIbv/4VORyjPxoxc5LGjzl6qZuRwSFp7OOaF15W1sYNmpEQrxnxs5S1cYNqnn9J4TNmKHP96GOHhodrXm62eg+0SZK2/OJRFf37/9WM+FnHPMbhvdVatK5YIaGhCo+OVvLKFap5/mVJUnrhWlmWJcuylJq/Wr2to/cly5Krf0DGGI0MDGhGQrwcoaHHvS9jjOo3va5zr7tKkrT6Yx/R7r88J0lKWJiulOxzZTmO/Wdxou/XUc6+PtVvel0rrrpyNG9xwfjzW1CwZjxvSFiYRoaG5XGNyBESIq/Ho80/flAXfvE/TuV/e1DbsmWLsrKylJGRofDwcH34wx/WM88cO7L/zDPP6KabbtKBAwe0aNEivfLKKzLGKCwsTENDQxoaGlJYWJjq6+vV0tKi9evX2/NkMCVO52dGkpYtW6aqqiqtWbNG0dHR/MwANlh8wXmakXD8je4ijzkfGRz/uG3PPvk8Hi2/5KLx4975Wn2qLMtSZEyMJMnrdsvr9rzrcn/DfX2qfuV15Vz9/vHbNv3kIeVe9wHNnPPP5Tt7nn9Zyy7ZoKjYWEXGztSySzZozz9eOuHj73jmORXdNDoSvfqDV2vfy6/KGKOI6GhlnV+k0MjId/0d58CAXrrnp7ri619+j/sanc1WdNO/avufR2erHe/7aFmSx+mSZ2REHpdLXrdHsXPnKCQsVCNDw6Mz9saWmPzlG9/VB77z9ZN8N4HAcdJibIw5aIypGvu4X9JeSfMlXSXp0bHDHpV09djHV0n69dgbH2WSZlmWlTLhyYNcX9tBxaXOH/88bv489bUeOxU3Jftc7frTs5Kk3X9+Vq7+fg12dqmjtk5Rs+L02Idu1I/y1+lvX/mGfF6vJKmroVE7fv9H/aRgvX75/g+qo7Z+/P52/flZ3X3uGv3qquv1wZ/99J85FrwtR+q8d00JHu7p0b7n/qHMiy6UJHXU1qmjtk4PXnCZ7j/vYlU//9J43prnX9bI0JAGOzrV8Nob6jlw4Jj78rrd2vb4k1py2UZJUvEt/1ft+6r1P2nn6L7c8/Qv99wlh8Nx3Psa6uxS1Kw4hYSGHjfvO53o+3XU7meeU9ZFFyoyNvZdf7/ikce05LKLJUmrPvJB7Xn2b/rF5Vdrw1e/oLIHf67cj95wxi/ewaS1tVULFiwY/zw1NVWtra3vOmb+/Pmqra1VQkKCZs2apc7OTn3ta1/Txz/+cd1555267bbbdMcdd+i73/3uVD8FTLFT/Zk5ekxOTo4SEhJkWRY/M4Af2/anZ/XNc/L00ys/pI//8n5JUntNnWbMitND135U38s9X3/40tePea3+yx3/re9kF+mp/++rcrtc47c3lG7Rd3KK9ZMrrlXb7r3jt/u8Xn131Xn60v9j787jo6oP9Y8/J5N9IwshhJCQjYCQDRJWUUC0VqpebXurbV2qxaVa7WIX295arVq17W17bZW2t7dSb22pS6v+eu91BVwghCQQdpksZCcbWck+M+f3B0kaKiBLkjMz+bxfL16EMzPnPBkGcp75fs93pqXqgstWK3nJohMy7H7575qzZqWChn7ut9XVq+Rvf9fFX1p3wv3a6o4octR5UsTMGWobdb72h1vuOj6N++EnRtY0aK87osiEmZIkm6+vgqaEq/to62mfk1e//4guve8e+QcHnbC9s7FZU+KmS5LCp8eqs7H5tM9jyrIlSl99kb4dl65vxaVr3uVrFHfBHF1w2SU6WlmlHy9do9X33qndr/6vEhZmK2IGp/jwHmd1jbFhGEmSFkgqkBRrmubwv+wGSbFDX8dLqhn1sNqhbf+8r9sNwygyDKOoubn5n2/GGPjEEw/r8Htb9R95F6ni3a0Kj58hH5uPXA6nDr+fr7VPPKIvb9+so4crVTx0zYujf0C+gQG6p2CLFn/xJr1425dH9pdxzVW6b1+hbnzpOb354KOnOuwJnA6H/nzDOi2/+w5FpyRJklwOp1rKynX723/XZ//4O/31zq+ot71d6ZddojlXXKb1F31Mf77hi0pcslg+PrYT9vfyl+9T8kXLlbxiuSTJ/sYmxWVn6rvVH+jeovf0yle+qb7OzjPa15k63fM1bPdfXlL2dZ/60GPLt7yrwmf+W1c89pAkKXDKFN3y6vO6p2CLZizI1sH/eU2Zn/oXvXTHvfrjdTepKn/HOWXEPzQ0NKinp+eEzy3OycnR9u3btXnzZlVUVCguLk6maeq6667TDTfcoMbGRgsTw0qmaergwYNyOp3y9fUdmS3DawZwXwuuvUoPfVCsL738Z736/ePnI06HQ6Xv5etTP31E9xduUUtFpfI3HP9Zfe1jD+rBD4p1f+EW9bS26Y0njq/LkrgwW49W7df3d2/TqnvuOOF6YR+bTf9WslWP1R5U5Y5i1e07cEKGwj+/qEWf/fTIn1/46v269omHRv4PORO3Pvc7PbB3u77x3msqe2+bCv77z+f0fNSU7LKkfnYAACAASURBVFFL+WEtuPaq095veObdsJM9j01l5Wo4eEiP1R7U43Uf6NCmd1T63jbZfH31xT/9Xt/b9b5y//VabfrF07rsvnv0wte/o998+kbtfvV/T3VYwGOc8b9ewzBCJb0k6aumaXaOvm1oTvxZLd1pmuZvTdPMM00zjxVjz174jLgTFtPqqKtXeHzch+5z4wt/1FeK3tPlD39fkhQUEaEp8TM0IztD0SlJsvn6av7Vn1DdruMLUUyZOUMZ1xz/j3X+NVfpyN79Hzp2ykUXqvVwpbpbjh7PUTMqR229wke9e/jXO7+iqWkpWvGVu0a2TYmfoXlXXiGbn5+ikpM0dXaqWkorJEmXfOcb+krx+1r32ssyZWpqetrI4956+HF1t7ToEz/90ci2oj88p4xrr5JhGJqalqLIpFlq/qD0lPsKjo5Sb3uHnA7HSfOezOmeL0nqbjmq2sJizV17+QmPO7Jnn166417d9NKfFBId9aH9bnr0x1r9nfu0e+NLSrpwqT7z+/V66+EPLw6E4+Lj41VT84/33GpraxUfH/+h+xQUFGjKlCmaOnWqOjo6FB0dPXK7aZp65JFH9P3vf18PPfSQfvzjH+u2227Tk08+OWHfBybOR71mBgcHFRISot27d6ujo0MOh4PXDOBBZl98oVoqKnWs5agiZ85QQk6mYlKSZfP1VfY1nxhZFGpK3HQZhiG/gAAtu+UGVe4olqTj05uHpkxnrr1czkGHjrUcPeEYwRERmrP6Iu0fNf35WMtRVe4oVuYn/vFzv6pol353/a36blKGdr34ijbe9XWVvPx3RcbHqW3UeVJ7bb0ih87XIuNnSJICw8K06HOf0eGhXBHxcWqrOT5jzulwqLej86TnEcMq8neoqmiXvpuUoZ+uuFyN9jL9+6q1kqTw2Bh1HGmQJHUcaVDYtKmnfR5L/vZ3JS9dpMDQUAWGhirjistU8U9v2m95+j+15KbPqmJ7oYKmhOu2v2zQW//+y1PmAzzFGRVjwzD8dLwUP2ea5vDyvo3DU6SHfm8a2l6n4wt2DZs5tA1jaOaihTpaVq7Ww5VyDAxo919e0rwrrzjhPt0tR0dWT93yxM+V94XPjzy2t71Dx5pbJEnlm99V7AVzJEnzrv6Eyre8J0mqePd9xcxOlSS1lFWMTPGp21kiR/+AgqOjlP6xNSp9a5N62trV09au0rc2Kf1jx6c5v/7AI+rr7NSVPzux7M37l0+o4p33RzK2lJYrKiVJLqdzZKrQkT371LB3v2YPXSt04O//J/sbm/TZP/7XCe/GRiTMVNmmdyRJXY1NarGXnXZfhmEoddVF2je06vTO//6z5l219iOf61M9X5K096VXNHft5fIbdc1Pe3WN/viZG3XdM79RzKhyP6yltFwddfVKXXmRBnp6jl/XbBga7O09bZbJbHh14MOHD2tgYEAbN27U1VdffcJ91q5dqy1btig9PV0vvviiLrnkkhPeHX/22We1du1aRUVFqaenRz4+PvLx8VFPT89EfzuYAKd7zQwODio/P1+5ubnau3evoqKieM0AHqCprHzkfKR6Z4kG+/sVEh2lpEW56mnvUNfQz+pDm95V3Ly5kjRSDE3T1O6X/64ZGfOOb29oHNnX4R1FMl0uhURHqau5RT3t7ZKkgd5eHXxzs6bPnT2SYeeLLyvzyo+f8HP/0cN79aPKffpR5T4t+PS/6Pqnf6aca67UvMvX6MAbm9TX2aW+zi4deGOT5l2+Rk7HP0q4c3BQe//+muKHcmVdvVb5f/jzyLHmXLLyQ9c4j7byS+v0RL1dP6rcp2+8/7pi09N035b/HbWv458Ykv+HPylraC2UUz2PUYkzVfrOVjkdDjkHB2V/Z6viRp3zdLe1ae/fX9fSmz6rgZ7ekfOXAc5f4AV8P+oOxvF/if8l6aBpmj8bddOrkm6W9PjQ76+M2v5lwzA2SloiqWPUlGuMEZuvr67+j5/o95/4lFxOp/K+cINi51+gNx58VDNzF2jeVWtV8c77eu3fHpJhGEpasVzX/PKnko5PD/rEjx/R7z52tUxTil+YrUXrji8+s+pbX9XGm27X+/+xXgGhIfrkb46Piuz726va+ceNsvn6yi8oSJ977vcyDEPBUZG65Lvf1FPLji9MteZ731JwVKQ6auu0+bGfKmZuun656PgiXMvuul2Lv3jT8TL95ib9LGuJDB+b1j7+Q4VER2mwr0+/WX283AeEhem6Db8ZuRb43Z89qchZiXp6xWWSpPnXXqVL/+3bWvO9b+qFL96ln+csl2Tqih89qJCp0afd18d/9JD+/Plb9cYPHtGMnCwtuvVGSVJN4U7997/eoN6249dEv/nDx/T13dtP+3xJ0u7nX9Kqb33thL+ftx75sbqPturle45/nIKPr6/uKdgycvvrDzysy394fBQ/5/pP69lPfV5bfvILXfaD75zvS8Nr+fr66le/+pUuv/xyOZ1O3XrrrZo/f74eeOAB5eXl6eqrr9Ydd9yh999/XytWrFBUVJQ2btw48vienh5t2LBBb7zxhiTp61//utauXSt/f3/96U9/surbwjg61Wvme9/7nkJDQ5WVlaXvfOc7uu+++5SWlsZrBnADv/vsLbJveV/HWo7q/plzddVD3x35iMaL7/yidr30qrY/+2fZ/PzkFxSo2/6y4fgUYZtNn/rpI/rFmqtkmqYSc3O04rYvSJJ+//l1xwuzaWpmTqY+9+tfSDpeOt9d/1/y8fWVf1Cg1m18RoZhqONIg/5w851yOZ0yXS7lfuZaZY0afCjc+JI+fv/XPpT9ZEKiorT2+9/Sf687fmna1Q//m0KiotTf3a0nL79WzsFBuZxOzb101UjeC794k5658XZ9Py1bwVGRWrfxmZH9fTcpQ32dnXIODGr3y/+je994WTOG3gA4mcvv/5r+8zNf0Nb/elbRsxJ12/MbJOmUz+PCT1+jQ5ve1cOZSyXD0PyPX6qsq/7xvf/PD5/QFd/7hnx8fDT/8jV656nf6uHMpbr4zlvP6PkA3Jkx/G7RKe9gGCskvSdpr6ThD2/8ro5fZ/y8pERJVZI+Y5pm61CR/pWkj0vqkXSLaZpFpztGXl6eWVR02rtgEqvaViDp+ErPwKm0trbK399foUPT4oBT6e7uVn5+vjIzMxUbG/vRDwCA81Q+dC6TyrkMTsMwjGLTNPOszjFZfeSIsWma7+v4ZxOfzJqT3N+UdPd55gKAM2aapnbv3i0fHx+tXLnS6jhwU06nUzabTSEhIbrkkkvOapEcAADg3TgrAODx6uvrdezYMc2ePfuj74xJyeFwKD8/XwcPHv84FkoxAAAYjTMDAB7NNE2VlpYqLCxMcXF8niI+zOFwqKCgQO3t7YqMjLQ6DgAAcEMUYwAe7ciRI+rq6lJ6evppV+3E5DRcitva2pSbm6vp06dbHQkAALghijEAj9bX16cpU6YwWoyTKiwsVFtbmxYuXMhrBAAAnNJHLr4FAO4sJSVFycnJjBbjpJKSkjRr1izNmDHD6igAAMCNMWIMwCOZpqnW1lZJohTjBE6nUy0tLZKkuLg4SjEAAPhIFGMAHqmxsVFbt25VU1OT1VHgRpxOp3bs2KGCggL19fVZHQcAAHgIijEAj3To0CGFhIQoJibG6ihwE06nU4WFhWppaVF2drYCAwOtjgQAADwExRiAx2loaFBnZycrUWOEy+VSYWGhmpublZOTo5kzZ1odCQAAeBCKMQCPY7fbFRISovj4eKujwE3U1taOlOKEhASr4wAAAA/DqtQAPEpPT496e3s1b948RosxIjExUeHh4YqIiLA6CgAA8ECMGAPwKMHBwbr00kuZKgu5XC7t3r1bx44dkyRKMQAAOGcUYwAeo6+vT6ZpymazMVo8yblcLhUXF6u6ulptbW1WxwEAAB6OYgzAYxQWFqqgoMDqGLDYcCluaGhQZmYm1xQDAIDzRjEG4BGamprU3t6uuLg4q6PAQqNLcUZGhpKSkqyOBAAAvADFGIBHsNvtCgoKYnRwkjNNUw6HQxkZGUpOTrY6DgAA8BKsSg3A7TU3N6utrU1ZWVny8eH9vMnINE05nU75+vpq6dKlXGMOAADGFGeYANxebW2tAgMDGS2epEzT1M6dO1VQUCCXy0UpBgAAY44RYwBuLycnRz09PYwWT0KmaWrXrl2qr6/XvHnzeA0AAIBxwRkGALfmdDplGIZCQkKsjoIJNlyK6+rqdMEFFyg1NdXqSAAAwEtRjAG4rZaWFr355ptqb2+3OgoscODAAdXV1Wnu3LlKS0uzOg4AAPBiTKUG4LbsdrtsNpvCw8OtjgILJCUlKTg4mNWnAQDAuGPEGIBbOnr0qI4eParU1FSuK51ETNNUXV2dJCkkJIRSDAAAJgQjxgDckt1uV0BAgGbNmmV1FEwQ0zS1Z88eVVdXy9fXV7GxsVZHAgAAkwTDMADcTmdnp1paWpSWliabzWZ1HEyA0aU4PT2dUgwAACYUI8YA3E54eLguvPBCTZkyxeoomACmaWrv3r2qrq7W7NmzNWfOHKsjAQCASYZiDMAtRUVFWR0BE6Srq0s1NTVKS0vT3LlzrY4DAAAmIYoxALdSWFiosLAwCtIkEh4erosvvlhhYWFWRwEAAJMU1xgDcBttbW1qaGiQry/v2U0G+/fvH1mBmlIMAACsRDEG4Dbsdrv8/f2VlJRkdRSMs/3796uiokIdHR1WRwEAAKAYA3AP7e3tampqUmpqKiPGXm64FKekpGjevHlWxwEAAKAYA3APdrtdfn5+jBZ7uQMHDqiiokLJycmaP3++1XEAAAAksfgWADcxf/58HTt2jNFiL+fj46OkpCRlZGRYHQUAAGAEZ6AA3EJISIhCQkKsjoFx0t/fr4CAAFYbBwAAbomp1AAs1dHRoR07dqi3t9fqKBgnH3zwgbZs2cLfMQAAcFsUYwCWstvtam1tZQq1lzp06JBKS0s1ffp0BQYGWh0HAADgpCjGACzT2dmphoYGpaSkyM/Pz+o4GGN2u112u12JiYnKysqSYRhWRwIAADgpijEAyxw6dEi+vr5KTk62OgrGWF1dnQ4dOqSEhARKMQAAcHvMXQRgieHR4vT0dEaLvdD06dM1f/58JScnU4oBAIDbY8QYgCWCgoI0Z84cpaSkWB0FY6impkaDg4Oy2WxKSUmhFAMAAI9AMQZgCT8/P0aLvUxZWZlKSkp0+PBhq6MAAACcFYoxgAl36NAhNTY2Wh0DY6i8vFwHDx5UfHy8Zs+ebXUcAACAs0IxBjChurq6ZLfb1dbWZnUUjJGKigodOHBAM2bM0IIFC5g+DQAAPA7FGMCEKi0tHbn+FJ7P4XCooqJCcXFxWrhwIaUYAAB4JFalBjBhjh07prq6OqWlpcnf39/qOBgDvr6+WrFihfz9/SnFAADAYzFiDGDC2O122Ww2paamWh0F56myslJ79uyRaZoKDAyUjw8/TgAAgOdixBjAhJk6daqmTJnCaLGHq6ys1N69ezV9+nSZpslIMQAA8HgUYwATJjEx0eoIOE9VVVXau3evYmNjlZuby0gxAADwCpzRABh33d3dOnz4sFwul9VRcB6qq6u1Z88excbGKi8vj1IMAAC8Bmc1AMZdaWmpDhw4oMHBQauj4DwEBQUpLi6OUgwAALwOU6kBjKuenh7V1tYqOTlZAQEBVsfBOejp6VFwcLBiYmIUExNjdRwAAIAxx1v+AMZVaWmpDMNgJWoPVVtbq02bNqmpqcnqKAAAAOOGYgxg3PT09KimpkazZs1SYGCg1XFwlmpra7Vr1y5NnTpV0dHRVscBAAAYNxRjAOPG4XAoKipKaWlpVkfBWaqrq1NJSYmmTp2qRYsWyWazWR0JAABg3HCNMYBxEx4eruXLl1sdA2epq6tLu3btUnR0tBYvXkwpBgAAXo9iDGBcNDQ0KCoqSv7+/lZHwVkKCwtTTk6O4uLiKMUAAGBSYCo1gDHX29ur4uJiHTp0yOooOAtHjhxRR0eHJGnmzJmUYgAAMGlQjAGMubKyMkni2mIPcuTIEd7MAAAAkxbFGMCY6uvrU3V1tRISEhQUFGR1HJyBhoYGFRcXKzIyUgsXLrQ6DgAAwISjGAMYU2VlZTJNk9FiD9HQ0KCioiJFRERoyZIl8vVl6QkAADD5UIwBjKnBwUElJiYqODjY6ig4AzU1NZoyZQqlGAAATGqcBQEYUwsWLJBpmlbHwEcwTVOGYSg3N1dOp1N+fn5WRwIAALAMI8YAxkR/f7+OHTsmSTIMw+I0OJ2mpiZt3bpVAwMD8vHxoRQDAIBJj2IMYEyUlZXpnXfe0cDAgNVRcBpNTU0qLCyUy+XiDQwAAIAhFGMA562/v1+VlZWKj4+Xv7+/1XFwCs3NzSosLFRoaKiWLVvGSDEAAMAQijGA81ZeXi7TNDV79myro+AUjh49qh07dlCKAQAAToLFtwCcl9GjxSEhIVbHwSkEBwdr2rRpys7OZlQfAADgnzBiDOC8tLe3SxKjxW6qq6tLpmkqKChIixYtohQDAACcBMUYwHmJjY3Vxz72MYWGhlodBf/k6NGjeu+992S3262OAgAA4NYoxgDOWU9PjyTJ15erMtzN0aNHVVBQoKCgICUlJVkdBwAAwK1RjAGck4GBAb3zzjuMRrqh1tbWkVK8fPlyBQQEWB0JAADArVGMAZyTiooKORwOxcXFWR0FozidThUVFSkoKEjLli2jFAMAAJwB5j8COGuDg4M6fPiwZsyYobCwMKvjYBSbzaa8vDwFBwcrMDDQ6jgAAAAegRFjAGetvLxcDodD6enpVkfBkLa2NlVXV0uSoqKiKMUAAABngRFjAGfFNE3V19crLi6O0WI30d7eru3btysgIEDx8fGy2WxWRwIAAPAoFGMAZ8UwDK1cuVIOh8PqKNA/SrG/v7+WLVtGKQYAADgHFGMAZ8zpdMrHx0c2m40C5gY6Ojq0fft2+fn5afny5QoKCrI6EgAAgEfiGmMAZ6y8vFybN29mtNhNHD16lFIMAAAwBhgxBnBGBgcHVVFRoejoaPn68l+HlUzTlGEYSklJUWJiIn8fAAAA54kRYwBnpLKyUoODg6xEbbHOzk5t2rRJ7e3tkkQpBgAAGAMUYwAfyeFwqLy8XLGxsZoyZYrVcSatzs5O5efny+Vyyc/Pz+o4AAAAXoNiDOAj1dbWMlpssa6uLuXn58vHx0fLly9XSEiI1ZEAAAC8BnPwAHykWbNmKSwsTBEREVZHmZR6enq0bds2SjEAAMA4oRgDOK3hhZ6io6OtjjJpBQYGKi4uTikpKZRiAACAccBUagCn5HA4tHnzZtXX11sdZVLq7u5Wf3+/fHx8lJWVpdDQUKsjAQAAeCWKMYBTqqqqUnd3N5+Ra4Hu7m5t27ZNO3futDoKAACA16MYAzgpp9OpsrIyxcTEKDIy0uo4k8pwKXa5XMrIyLA6DgAAgNejGAM4qcrKSg0MDLAS9QQbXYqXL1+usLAwqyMBAAB4PYoxgA9xuVwqLy/X1KlTFRUVZXWcSWXv3r1yuVxatmwZpRgAAGCCsCo1gA/x8fFRXl6efH35L2Ki5eTkaGBgQOHh4VZHAQAAmDQYMQZwUlFRUZSzCdLT06P9+/fLNE0FBgbyvAMAAEwwijGAE1RVVWnPnj1yuVxWR5kUent7tW3bNtXU1Kinp8fqOAAAAJMS8yQBjHC5XLLb7QoJCZGPD++bjbfhUuxwOLRs2TKFhIRYHQkAAGBS4swXwIjq6mr19fWxEvUEGC7Fg4ODWrp0qaZMmWJ1JAAAgEmLYgxA0vHR4tLSUkVFRWnq1KlWx/F6vb29crlcWrp0qSIiIqyOAwAAMKkxlRqApH+MFufk5Fgdxas5nU7ZbDZFRUVpzZo1TFkHAABwA5yRAZAkTZs2TXPnzlVMTIzVUbxWX1+f3nnnHVVWVkoSpRgAAMBNcFYGQJIUHBys2bNnWx3Da/X39ys/P199fX18HBMAAICboRgDk5zL5VJJSYk6OzutjuK1+vv7tW3bNvX29mrp0qWKioqyOhIAAABGoRgDk1xtba1qamrU19dndRSv5HK5lJ+fr97eXi1ZsoRSDAAA4IZYfAuYxIZXoo6IiNC0adOsjuOVfHx8NGvWLIWHhys6OtrqOAAAADgJijEwidXW1qqnp0cZGRlWR/E6AwMD6unpUUREhJKTk62OAwAAgNNgKjUwSQ2PFk+ZMkWxsbFWx/EqAwMDys/PV0FBgZxOp9VxAAAA8BEYMQYmKdM0NXPmTEVGRlodxasMl+Jjx45p8eLFstlsVkcCAADAR6AYA5OUzWbTnDlzrI7hVQYHB08oxXwmNAAAgGdgKjUwCTU1NenIkSMyTdPqKF6lvLxcx44d06JFiyjFAAAAHoQRY2CSMU1T+/btk81m0/Tp062O41XmzJmj6dOnKyIiwuooAAAAOAuMGAOTTH19vbq7u5Weni7DMKyO4/EGBwe1a9cu9fX1yTAMSjEAAIAHohgDk4hpmrLb7QoLC2O0eAw4HA4VFBSovr5eXV1dVscBAADAOaIYA5NIfX29jh07xmjxGHA4HNq+fbva29uVm5vLNcUAAAAejGIMTCI2m02xsbGKi4uzOopHGx4pbm9vV15eHqPvAAAAHo7Ft4BJZPr06ZS4MeB0OuVwOJSbm8vzCQAA4AUYMQYmAdM0VVNTI6fTaXUUj+Z0OuVyuRQQEKCLL76YkXcAAAAvQTEGJoGGhgaVlJSosbHR6igey+l0qqCgQLt27ZIkrtEGAADwIhRjwMsNr0QdGhrKCOc5Gi7Fra2tTJ0GAADwQhRjwMs1NDSos7NTs2fPZpTzHDidTu3YsUOtra1asGCB4uPjrY4EAACAMUYxBryc3W5XSEgIhe4c7dq1Sy0tLcrJyeE5BAAA8FKsSg14sYGBAdlsNqWmpjJafI5SU1M1ffp0zZw50+ooAAAAGCcUY8CL+fv7a8WKFTJN0+ooHsXlcqmxsVFxcXGKjIxUZGSk1ZEAAAAwjphKDXiprq4u9ff3S2IF5bPhcrlUWFiooqIidXZ2Wh0HAAAAE4BiDHipXbt2KT8/3+oYHsXlcqmoqEhNTU3Kzs5WeHi41ZEAAAAwASjGgBdqbGxUR0eHUlJSrI7iMYZLcWNjo7KyspSYmGh1JAAAAEwQijHghex2u4KCglgw6iy0tLSosbFRmZmZmjVrltVxAAAAMIFYfAvwMk1NTWpvb1dWVpZ8fHjv60xNmzZNq1atUlhYmNVRAAAAMME4awa8TFtbm4KDg5WQkGB1FLfncrm0a9cuHT16VJIoxQAAAJMUI8aAl5kzZ45SU1MZLf4ILpdLO3fu1JEjRxQREaHo6GirIwEAAMAinDkDXqSnp0eS5OvLe16nY5qmdu3apSNHjmj+/PlKTk62OhIAAAAsRDEGvERzc7PefvttNTc3Wx3FrQ2X4vr6es2bN4+VuwEAAEAxBryF3W5XYGAgU4LPgGEYmjdvnlJTU62OAgAAADfAfEvAC7S0tKi1tVUZGRlcW3wKpmlqcHBQ/v7+WrBggdVxAAAA4EY4gwa8wPBoMZ+/e3KmaaqkpETvv/++HA6H1XEAAADgZijGgIfr6elRW1sbK1Gfgmma2r17t2prazVz5kwWJgMAAMCHcIYIeLjg4GBdeumlFL6TME1Te/bsUU1NjdLT05Wenm51JAAAALihjxxeMgzj94ZhNBmGsW/UtijDMN40DKN06PfIoe2GYRhPGoZRZhjGHsMwFo5neGCyG54WHBAQIJvNZnEa91NWVqbq6mqlp6drzpw5VscBAACAmzqTeZcbJH38n7bdL+lt0zRnS3p76M+SdIWk2UO/bpe0fmxiAjiZoqIiFRUVWR3Dbc2aNUuZmZmUYgAAAJzWRxZj0zTfldT6T5v/RdIfhr7+g6RrRm1/1jxuu6QIwzDixiosgH9obW1Vc3OzIiMjrY7idqqqquRyueTv76+kpCSr4wAAAMDNnetKPbGmaR4Z+rpBUuzQ1/GSakbdr3Zo24cYhnG7YRhFhmEUNTc3n2MMYPKy2+0Uv5PYu3ev9uzZo7q6OqujAAAAwEOc9xK2pmmaksxzeNxvTdPMM00zLyYm5nxjAJNKW1ubmpublZqayrXFo+zbt0+VlZVKTU1VQkKC1XEAAADgIc61GDcOT5Ee+r1paHudpNFnozOHtgEYQ4cPH2a0+J/s379fhw8fVkpKiubNm2d1HAAAAHiQcy3Gr0q6eejrmyW9Mmr7TUOrUy+V1DFqyjWAMZKdna0lS5bwEU1Dent7VVNTo5SUFM2fP9/qOAAAAPAwH3lWbRjGnyWtkjTVMIxaST+Q9Lik5w3D+KKkKkmfGbr7/0paK6lMUo+kW8YhMzCpmaYpm82miIgIq6O4jaCgIK1cuVJBQUFWRwEAAIAH+shibJrmZ09x05qT3NeUdPf5hgJwcu3t7dq5c6fy8vIUHh5udRzLHTx4UL6+vpo9ezalGAAAAOfsvBffAjBx7Ha7BgYGFBwcbHUUyx08eFBlZWXq6+uzOgoAAAA8HMUY8BAdHR1qbGxUSkrKpL+2+IMPPlBZWZlmzZqljIwMq+MAAADAw1GMAQ9ht9vl5+en5ORkq6NY6tChQyotLVViYqIyMzNlGIbVkQAAAODhKMaAB+jq6lJDQ4NSUlLk5+dndRxLBQUFKTExUVlZWZRiAAAAjInJPR8T8BChoaHKy8vT1KlTrY5imZ6eHgUHBysxMVGJiYlWxwEAAIAXYcQY8ACGYSguLm7SjhaXlpZq8+bN6uzstDoKAAAAvBDFGHBze/bsUUVFhdUxLFNWVqYPPvhAM2bMUFhYmNVxAAAA4IUoxoAb6+rqUlVVlQYGBqyOYomysjIdPHhQ8fHxysnJ4ZpiAAAAjAuKMeDG7Ha7fH19lZKSYnWUCdfU1DRSihcsWEApBgAAwLhh8S3ATXV1dam+vl5paWny9/e3Ce7DagAAIABJREFUOs6Ei4mJUXZ2thISEijFAAAAGFeMGANuqrS0VDabTampqVZHmVDV1dXq6emRYRhKTEykFAMAAGDcUYwBN5WcnKzMzMxJNVp8+PBh7d69e1IvNgYAAICJx1RqwE1FRkYqMjLS6hgTprKyUvv27dP06dM1b948q+MAAABgEmHEGHAz3d3d2rNnj/r7+62OMmEqKyu1d+9eTZ8+Xbm5ufLx4b8mAAAATBzOPgE3Y7fbVVtba3WMCeNyuVRTU6PY2FhKMQAAACzBVGrAjXR3d6uurk7JyckKCAiwOs6E8PHx0dKlS2Wz2SjFAAAAsARnoYAbKS0tlWEYSktLszrKuKuurlZBQYGcTqf8/PwoxQAAALAMZ6KAm+ju7lZtba2SkpK8frS4pqZGu3fvliQ+jgkAAACWoxgDbsJmsykxMdHrP7e4pqZGJSUliomJ0aJFixgpBgAAgOW4xhhwE4GBgcrKyrI6xriqq6ujFAMAAMDtcFYKuIHKykq1tbVZHWPchYWFacaMGVq0aJFsNpvVcQAAAABJFGPAcr29vdq3b59Xf0RTZ2enJCk8PFy5ubmUYgAAALgVijFgMW9fibq+vl7vvvuuqqurrY4CAAAAnBTFGLBQb2+vampqlJCQoKCgIKvjjLn6+nrt3LlTkZGRio+PtzoOAAAAcFIUY8BCZWVlkqTZs2dbnGTsHTlyZKQUL1myhOnTAAAAcFsUY8BCQUFBSk5O9rrR4r6+vhNKsa8vC+ADAADAfXG2CljIW68rDgwM1KJFixQVFUUpBgAAgNtjxBiwQF9fn44cOSLTNK2OMqYaGxvV2NgoSZo2bRqlGAAAAB6BYgxYoKysTMXFxerr67M6yphpbGxUUVHRyHXTAAAAgKegGAMTrK+vT1VVVZo5c6bXXFvc1NSkoqIihYeHa/HixVbHAQAAAM4KxRiYYOXl5TJN02tWom5qalJhYaHCwsK0dOlS+fn5WR0JAAAAOCsUY2AC9ff3q7KyUjNnzlRISIjVccZEc3OzQkNDtWzZMkoxAAAAPBIr4wATqKenR0FBQV4xWmyapgzD0Pz58+VwOFhoCwAAAB6LEWNgAkVGRmr16tUeP1rc0tKizZs3q7u7W5IoxQAAAPBoFGNggrS2tsrpdMowDKujnJeWlhbt2LFDPj4+TJ0GAACAV6AYAxNgYGBA27dv1/79+62Ocl6OHj2qHTt2KDg4WMuWLZO/v7/VkQAAAIDzRjEGJkB5ebmcTqdSUlKsjnLO2tvbVVBQMFKKAwICrI4EAAAAjAkuDATG2cDAgCorKxUfH6/Q0FCr45yzkJAQxcXFad68eZRiAAAAeBVGjIFxVlFRIYfD4bErUXd2dsrpdMrPz08LFiygFAMAAMDrUIyBcdbe3q4ZM2YoLCzM6ihnra2tTVu3btW+ffusjgIAAACMG6ZSA+Ns6dKlcjqdVsc4a21tbdq+fbsCAgI0Z84cq+MAAAAA44YRY2CcDA4Oqr+/X5Jks9ksTnN22tvbR0rx8uXLFRgYaHUkAAAAYNxQjIFxUlFRobfffnukHHsK0zS1c+dO+fv7a9myZZRiAAAAeD2mUgPjYHBwUIcPH1ZMTIzHLVZlGIYWL14sm82moKAgq+MAAAAA444RY2AcHD58WIODgx51bW5HR4fsdrskKTQ0lFIMAACASYNiDIyxwcFBVVRUaPr06QoPD7c6zhnp7OxUfn6+qqurNTAwYHUcAAAAYEJRjIEx1tLSosHBQaWnp1sd5Yx0dnZq27Zt8vX11fLly+Xv7291JAAAAGBCcY0xMMbi4uJ06aWXesRU5OGRYpvNpmXLlik4ONjqSAAAAMCEY8QYGEODg4OS5BGlWJK6u7tls9m0fPlyhYSEWB0HAAAAsAQjxsAYcTgc2rRpk9LS0pSammp1nNNyOp2y2WyKi4tTbGysfHx4jwwAAACTF2fDwBiprKzUwMCAoqKirI5yWl1dXdq0aZMaGhokiVIMAACASY8RY2AMOBwOlZeXKyYmRpGRkVbHOaVjx44pPz9f0vGPZAIAAADAiDEwJqqqqjQwMODWn1vc3d09UoqXL19OMQYAAACGUIyB82SapiorK916tLi/v1/btm2Ty+XSsmXLKMUAAADAKEylBs6TYRhasWKFHA6H1VFOKSAgQImJiZoxY4bCwsKsjgMAAAC4FYoxcB5M05RhGAoICFBAQIDVcT6ku7tbkhQSEuLW07wBAAAAKzGVGjgPhw8f1tatW91ytLinp0f5+fkqLCyUaZpWxwEAAADcFsUYOEdOp1NlZWXy8fGRr697Tb7o6enRtm3b5HA4tHDhQhmGYXUkAAAAwG1RjIFzVF1drf7+fqWnp1sd5QSjS/GyZcsUHh5udSQAAADArVGMgXPgcrlUVlam6OhoRUdHWx3nBIcOHRopxVOmTLE6DgAAAOD23Gv+J+Ahampq1NfXpwULFlgd5UMyMzOVmprKSDEAAABwhijGwDmYOXOmfH19NXXqVKujSJL6+vp08OBBZWZmytfXl1IMAAAAnAWmUgPnwGazKT4+3uoYko6X4m3btqmhoUE9PT1WxwEAAAA8DsUYOAsul0vbtm1TY2Oj1VEk/aMU9/f3a+nSpYwUAwAAAOeAYgychZqaGh09elQ+Ptb/0+nr61N+fr76+/u1ZMkSRUZGWh0JAAAA8EjWn90DHsLlcqm0tFSRkZGKiYmxOo6cTqdM09SSJUsUFRVldRwAAADAY7H4FnCGamtr1dvbq6ysLEtzOBwO+fr6KiQkRKtXr5ZhGJbmAQAAADwdI8bAGRgeLY6IiNC0adMsyzEwMKD3339fBw8elCRKMQAAADAGGDEGzoBhGJo3b578/f0tyzAwMKD8/Hz19PS4xVRuAAAAwFtQjIEzYBiG4uLiLDv+cCk+duyYlixZ4jafnwwAAAB4A6ZSAx+hvr5edrtdLpfLkuObpqmCggIdO3ZMixcvphQDAAAAY4wRY+A0TNPUBx98IF9fX6Wnp1uSwTAMzZ49WzabjSnUAAAAwDhgxBg4jbq6OnV3d1tSigcHB9XU1CRJmj59OqUYAAAAGCcUY+AUTNOU3W5XeHi4pk+fPqHHHhwcVH5+voqKitTf3z+hxwYAAAAmG4oxcAr19fWWjBYPDg5q+/bt6urqUm5urgICAib0+AAAAMBkQzEGTiE0NFRJSUkTOlrscDhUUFCgzs5O5eXlKTY2dsKODQAAAExWFGPgFKZMmaLMzEwZhjFhx6ytrVV7e7tyc3MpxQAAAMAEYVVq4J+YpqlDhw4pMTFRwcHBE3rspKQkRUdHKywsbEKPCwAAAExmjBgD/+TIkSMqLS1Ve3v7hBzP4XCoqKhIXV1dkkQpBgAAACYYxRgYZXgl6tDQUMXFxY378YavKW5oaFB3d/e4Hw8AAADAh1GMgVEaGhrU1dWl9PT0cb+22Ol0aseOHWpra9PChQsn/COhAAAAABxHMQaGjB4tnjFjxrgea7gUt7a2asGCBeN+PAAAAACnxuJbwBCn06mIiAhNnTp1QlaiNgxDCxYsUHx8/LgfCwAAAMCpUYyBIb6+vsrOzh7XYzidTpmmKV9fXy1dunRcjwUAAADgzDCVGpDU2tqqtra2cT2G0+lUYWGhCgoKZJrmuB4LAAAAwJmjGAOS9u3bp127do1bYXW5XCosLFRzc7MSExMnZKo2AAAAgDNDMcak19jYqI6ODs2ePXtcCuvoUpydna2EhIQxPwYAAACAc0cxxqRnt9sVHBw8botg7d27V01NTcrOzlZiYuK4HAMAAADAuWPxLUxqTU1Nam9vV3Z2tnx8xud9otmzZys6OlozZ84cl/0DAAAAOD+MGGNS6+/v15QpU8a8tLpcLlVVVck0TQUHB1OKAQAAADfGiDEmtYSEhDG/5tflcqm4uFgNDQ0KDQ1VdHT0mO4fAAAAwNhixBiTVnNz85ivQu1yubRz5041NDQoIyODUgwAAAB4AIoxJqXm5mZt375d9fX1Y7ZP0zS1a9cuHTlyRPPnz1dycvKY7RsAAADA+KEYY1Ky2+0KDAxUXFzcmO2zo6NDDQ0Nmj9/vlJSUsZsvwAAAADGF9cYY9Jpbm5Wa2urMjMzx3Ql6oiICK1evVrBwcFjtk8AAAAA448RY0w6w6PFY/GZwsPTp2trayWJUgwAAAB4IIoxJpWBgQH19fUpLS3tvEeLTdNUSUmJamtr1dfXN0YJAQAAAEw0plJjUvH399fq1avPez+jS/HcuXOVlpY2BukAAAAAWIERY0wavb29cjqd8vHxOa/RYtM0tXv3btXW1mrOnDmaPXv2GKYEAAAAMNEoxpg0SkpKtHXr1vPej2EYCgoKUnp6utLT08cgGQAAAAArMZUak0Jra6taWlo0f/78c96HaZrq6+tTUFCQ5syZM4bpAAAAAFiJEWNMCna7XQEBAZo1a9Y5Pd40Te3du1fvvPMOC20BAAAAXoZiDK/X2tqq5uZmpaamymazndM+9u3bp6qqKiUlJSkwMHCMEwIAAACwEsUYXq+hoUH+/v5KSko6p8fv3btXlZWVSktL09y5c8c2HAAAAADLcY0xvN68efOUkpJyTqPFVVVVqqysVGpqqi644IJxSAcAAADAahRjeLXBwUH5+fmd8/TnhIQEGYahxMTEMU4GAAAAwF0wlRpeq729XW+++aZaWlrO+rEVFRUaHByUj48PpRgAAADwcowYw+10dXVp165dqqurU19fn9oPHJLN5qPIcrtCQ0OVkZGh1NRU+fic/n0du90uHx8fRUREnNXxDxw4oPLycpmmqdTU1PP5VgAAwCRkmqZqa2u1e/dutbe3q2XfQTkcDkV9sF+BgYGKiYnRwoULFR0dbXVUAEMoxrCUaZoqKCjQ9u3bVVxcrKKiIlVXVyszM1OzZs1SUFCQgnv75XI6day2Wh0dHdqzZ486Ojq0cOFC5eXlKTc3V5dccoliYmJG9tve3q7GxkbNnTtXvr5n/jI/ePCgysvLlZSURCkGAABn5NixY3r77bdVVFQ0cj5jGIYWLFigqKgoBfUNyM/XV/1Hm9TX16f6+nrt2rVL0dHRI+cyixcv1sUXX3xW5y0Axo5hmqbVGZSXl2cWFRVZHQMTqLOzU88++6yefvppmaap1atXKzc3V3l5eZo3b578/PxO+/jm5uaRHzyFhYV69913deWVV+ruu+/WkiVLVFhYqNbWVl166aVn/APm4MGDKisrU1JSkjIzM8fi2wQAAF7s4MGDevrpp/Xcc88pNzdXS5cuHTmfiY+Pl2EYp3ysy+VSaWnpSJl+77331NDQoDvuuEO33XabYmNjJ/A7gTswDKPYNM08q3NMVhRjTKj9+/frqaee0saNG7VmzRrdfffdWrly5Wl/cJyJo0eP6plnntH69esVHh6uiy++WOvWrTvjgjs4OKh3331XMTExyszMPO88AADAOzkcDr366qt66qmntH//fq1bt0533HGHEhISznvfJSUleuqpp/Tiiy/qiiuu0N13360LL7xwDFLDE1CMrUUxxoTo6enRd7/7XW3cuFF33HGHbr/9dsXHx4/5cVwul1577TX94he/UFlZmTZs2KCLL774jB47MDAgPz8/SjEAADip/fv36wtf+IJsNpvuvfdefepTn1JAQMCYH6etrU0bNmzQL3/5S+Xl5empp5464ZIxeCeKsbVYlRrjbuvWrcrOzlZzc7MOHDighx56aFxKsST5+Pho7dq1euONN/SLX/xC119/vb761a+qp6fnpPe32+0qKSmRaZry9/enFAMAgA9xOp164okntHLlSt12223Kz8/X5z73uXEpxZIUGRmpr33ta9q/f78SExOVlZWlv/71r+NyLADHUYwxbnp7e/WNb3xDn/70p/XEE0/oueeeU1RU1IQd/+qrr9bevXvV3NysnJwcbdu27YTb7Xa7Dh06NGF5AACA5zl06JBWrFih119/XUVFRbr99tsn7I30oKAg/fSnP9WLL76ob3/72/r85z+v1tbWCTk2MNlQjDEuWlpadNFFF6myslJ79uzRJz/5SUtyREdH67nnntPjjz+uT37yk/rtb38rSSotLdWhQ4c0c+ZMZWdnM1IMAAA+5LXXXtOKFSv0+c9/Xm+99ZaSkpIsyXHhhReqpKRE0dHRWrhwoUpLSy3JAXgz1oPHmKurq9Nll12ma665Ro8++qhblM5PfvKTysrK0mWXXabDhw9r+fLlmjlzpnJyctwiHwAAcC8vvvii7r77br3yyitavny51XEUEhKiJ598UllZWVq1apX+7//+T1lZWVbHArwGxRhjqqmpSatXr9att96q+++/3+o4J0hLS9O7776rVatWaXBwUD/5yU8oxQAA4EP+9re/6Z577tHrr7+unJwcq+OcYN26dQoLC9PHPvYxbd68WRdccIHVkQCvQDHGmOno6NDll1+uz33uc25XioclJCRoy5YtuuiiizR//nzdcsstVkcCAABuZNOmTbrjjjv02muvuV0pHnbddddpYGBAl19+ud577z3NmjXL6kiAx6MYY0yYpqkbb7xRF154oX7wgx9YHee0EhIS9Prrr2vlypWaO3euli1bZnUkAADgBqqrq3X99dfrhRde0MKFC62Oc1o33nijWltbdeWVV6qoqGjcVsgGJgsW38KY+OMf/6iqqir97Gc/84jpyXPmzNGvfvUr3Xrrrerr67M6DgAAsJhpmlq3bp2+9rWvaeXKlVbHOSP33nuvUlJS9Oijj1odBfB4FGOctyNHjui+++7TM888I39/f6vjnLFPf/rTysjI0IMPPmh1FAAAYLHf//73am1t1Te/+U2ro5wxwzD061//Wr/+9a9VUlJidRzAo1GMcV5M09Rdd92l2267ze2nHJ3MU089pQ0bNqiwsNDqKAAAwCK1tbW6//779cwzz8jX17OuNIyLi9NPfvIT3XLLLRocHLQ6DuCxKMY4L88//7zsdrseeOABq6Ock2nTpunnP/+5brnlFg0MDFgdBwAATDDTNHXnnXfqnnvuUWZmptVxzslNN92kuLg4Pf7441ZHATwWxRjnzDRNPfDAA/rVr37l0Qs+XH/99Zo2bZqef/55q6MAAIAJtmPHDh04cEDf+c53rI5yzgzD0Pr16/Xzn/9cXV1dVscBPBLFGOds06ZN8vPz06pVq6yOcl4Mw9A999yj9evXWx0FAABMsPXr1+vOO++Un5+f1VHOy6xZs7Rq1So999xzVkcBPBLFGOds/fr1uuuuuzxiFeqPctVVV6mqqkp79uyxOgoAAJggra2tevnll3XLLbdYHWVMfOlLX9L69etlmqbVUQCPQzHGOamvr9fbb7+tG264weooY8LX11e33XYbo8YAAEwiGzZs0JVXXqmYmBiro4yJNWvWqKenR/n5+VZHATwOxRjn5He/+52uu+46hYeHWx1lzKxbt04bN25UZ2en1VEAAMA4c7lc+vWvf60vfelLVkcZMz4+Prrzzjt5ox84BxRjnJO//vWvuvnmm62OMabi4+O1dOlSvfnmm1ZHAQAA42z//v1yuVxavny51VHG1E033aSXX35ZTqfT6iiAR6EY46z19fXJbrdrwYIFVkcZc0uWLFFxcbHVMQAAwDgrLi7WkiVLvGKtlNFiYmI0bdo02e12q6MAHoVijLO2Z88epaenKzAw0OooYy43N1c7d+60OgYAABhnxcXFys3NtTrGuOB8Bjh7FGOcNW/+QbJw4UIVFxezmiMAAF6uuLhYCxcutDrGuBg+nwFw5tyuGLe1tenaa69VVlaWFi9erH379p30fl/4wheUnJysnJwc5eTkqKSkRNLx1QUNw9Bbb701ct+XX35ZhmHoxRdf1CuvvKJrrrlm5LbHHntMaWlpI3/+f//v/+nqq68ep+/OO3jzD5IZM2bIZrOppqbG6iiA5Z699S59c1qKfpix5KS3l7zyP3o4a5keyblQP8pbqbL3/7EKamt1jf7jY/+iBy/I04PzFqmlsuqEx/7l3m/qK6FxH9rnzpde0Z1GuKqKjo90OAYG9IdbvqQfZi7Vw9nLdWjLex96zNNXX3dCxtrde/XEsjX6YeZSPXXVZ9Q7tKDesaNH9bPVn9BXQuP05y/fd8I+iv7ykh7OWqaH5i/WX7/9wMj25792vx7JuVCP5FyoB9IX6GsRCZKkQ5vfHdn+SM6F+nJgjEpe/rskyTRNvfy9H+qB9AV68II8bXry+CI43W1tWn/t5/Rw1jI9tniV6vYdOKPnevMvf60fzM3VQ/MX66VvfV+S1FJZpXuCpo0c/7k7vypJGuzv15Mfv1Y/zFiiLU//58g+/nj7vareWfKhfQOTlcPh0J49e7zysjDp+IgxxfjMdXR06KqrrlJ2drbmz5+vZ5555qT3+973vqeEhASFhoaesL2qqkpr1qxRVlaWVq1apdra2pHbvv3tbysjI0MZGRn6y1/+MrJ906ZNWrhwoTIyMnTzzTfL4XBIkgzDiDQM42+GYewxDGOHYRgZw48xDOMrhmHsMwxjv2EYXx21PccwjO2GYZQYhlFkGMbioe2GYRhPGoZRNrS/haMe88TQvvYZhnHdqO3PGYZxaGj77w3D8Bt126qhY+w3DOOdUdsrDcPYO3z8Udv/dei+LsMw8kZtXzx03xLDMHYbhnHt0PY5o7aXGIbROfx9GoaxwTCMHsMwwkbt5xeGYZiGYUw1DOPn//ScvG4Yxu9G/fnfDcP4+kn/YoeZpjnmvyR9XNIhSWWS7v+o++fm5prDvvGNb5gPPvigaZqmefDgQfOSSy4xT+bmm282X3jhhQ9tf+aZZ8zMzEzzi1/84si2z3zmM2Z2drb5wgsvmE1NTWZsbOzIbVdddZW5YMECs7Gx0TRN07z//vvNxx577KTHxHG5ubnm1q1brY4xbq644grzlVdesToGYDn7O++bVcW7zIfmLz7p7b1dXabL5TJN0zRrdu81H5izcOS2n668wtz/xtsj9+vv7h65rbKw2Pz9DevMe0Omn7i/zk7zJxddbj6+ZLVZWVhsmqZpbv7Vb8wNX7jTNE3T7GhsMh9deJHpdDpHHrPzpVfM3332lhMy/ijvYvPQlvdM0zTN9//rWfOVf/v/7d15eJTV/f7x9yFhF8IuSzASAgQCBAj7piAgaEtrRcUFEJGt0lp+rbh9KUqVulVcQKgIglXBFlAQUFEQscYSCIISVjEBZU0ChAQMWfj8/pjJmBB2iUMy9+u6cjHzrJ+ZHJLcc57nnIlmZpaZkWE7Po+1z6a9Zm/f9/9826enpNhD9Zva0YPJZmb2+uARtuWTTwu93pUvTbM5Q0cXWp6Rmmpjq9b3vcYvZv3LZg0a7qsz7cBBMzOb/5dH7f3HJpmZ2b4t2+z5nr/yHeNM7/XWlZ/Z5Ot+bVmZmQWOlZyYdNrvy4ZFS23p35623Nxce6qj5/fn9xu+tjn3/L7QtiKBbPPmzdawYUN/l1FkUlJSrHLlyv4uo9h48sknbdy4cWZmdvDgQatataqdOHGi0HZffvml7d271ypWrFhg+YABA2z27NlmZrZixQq76667zMxsyZIl1qtXL8vOzraMjAxr27atpaWlWW5uroWGhtq2bdvMzGz8+PH22muvGbAOeBaYYJ5MFQms8D5uDmwCKgDBwCdAhHfdcqCf9/ENwKp8jz8AHNARWONdfiPwsfc4FYG1QOV8+zjv11xgtHd5FWAzcJX3eS37KfslATWscCZsCjQBVgFt8y2vAAR7H9cBDuY9z7dNELAfCPM+nw18DdzlfV7K+/wHoAYwAPh3vnXxwJf5jvcl0PHUGvN/XfIeY+dcEDAV6Ac0A253zjU73/03b95Mz549AYiMjCQpKYkDBw5cUA3dunUjLi6O7OxsMjIy+Pbbb2nVqhXgGZCgcuXKfPvttwDs2bOHm2++mdjYWABiY2Pp0qXLBZ0v0Bw+fJhatWr5u4wiU6NGDQ4fPuzvMkT8rlH3LlSoVvWM68tdcYVv0JqsY8d8j/du3srJnBya9e7p265MhQoAnMzNZcED4/ndM38rdLzF45/g+gf/RHC+8Qv2bd5Kk57dAahcqyblq4T4epMzMzL45Pkp9Pu/cQWOc2D7Thp19/wcb9q7B+sXLAagbMWKRHTtVOD4ACnfJVGrUUMq1awBQGSva1m/YFGh+tbOnU/b2wcUWr5+/iKi+vX2vcbPpr3GjX99kFKlSvnq/um1XANA7cjGpCbt4uiBg8CZ3+vPps3k+ofGUrps2QLHOpOg0sFkHf+R3Oxs8N4Ssnj8E/T/2/+ddT+RQHP48OESM3fx6VSrVo309HSNTH2enHOkp6djZmRkZFCtWjWCg4MLbdexY0fq1Cl8tVP+/NKjRw8WLVrkW969e3eCg4OpWLEiLVu25MMPPyQ1NZUyZcrQuHFjAHr37s2CBQvyDtcMWAlgZluBq51zV+IJmWvM7LiZ5QCfAb/z7mNA3hyqIcBe7+PfAG948/v/gCrOuTrec6w2sxwzO4YnYPb1nnNZXuAH4oBQ77HuABaa2W7vdgfP9b6a2RYz23aa5XmvAaCct/5TXQfsNLP8l5zNA/J6t68FvgDyjhMLdPI+jsLzIUK6twe+LJ7376w33hfFpdTtgW/N7Dszy8LzAn5zvjtHR0ezcOFCAOLi4ti1a1eByxHye/TRR2nZsiVjx47lxIkTvuXOOXr16sVHH33EokWLCl0a3aVLF2JjY9m2bRuNGjWiY8eOxMbGkpOTw8aNG2nXrt0Fv+hAkpmZWSIH3spTvnx5MjMz/V2GSLHw1bvvMyEyhik33sLgWVMBOLj9WypUCWH67+7kydZdWfDA/3HS+8fZp1P+Scv+/QipU7vAcXav38Dh7/fQ4sa+BZaHRrfg68UfkJuTQ0piErvjPduBJ/D1+vMfKFOhfIF96kZFsnHRUgDW/+c93/ZnUjMinAPbdpCStIvcnBw2vre00D55AoQ9AAAgAElEQVSpu3aTkriLSG+wzW/dvAW0yxeYU3Ymsu6dhUxqew0v9/sdB3Z863stXy30hPTEuHUc2vU9h384e20Ht3/Lt5/H8lSHHvzjmn4krf3p0siUxF082bor/7imHzs+93y427R3T1KTdvFMx+vo8cdRbFy8jPptoqlSt/AfciKBLDMzk/Lly597w2LKOUe5cuUK/H0sZzZmzBi2bNlC3bp1adGiBS+++KLvw83zkT+/vPvuu6Snp5Oamkp0dDQffvghx48fJyUlhU8//ZTvv/+eGjVqkJOTw7p1nquO58+fn/82vo14A6/3kugwPOF0E9DNOVfdOVcBT89ufe8+fwKedc59DzwHPOxdXg/If3/gD95lG4G+zrkKzrkaQI98x8J77tLAIOBD76LGQFXn3CrnXLxzbnC+zQ1Y7l0+4nzeM+dcB+dcAvANMCpfUM4zEE+PdX7bgZrOuarA7XhypqcAs71AjnPuKqAznh7iNXjCclvgG282PaPCH4X8fKf7Bpz+BrXTeOihh7j//vtp1aoVLVq0oHXr1gQFBRXa7u9//zu1a9cmKyuLESNG8PTTT/PXv/50X9jAgQN56aWXSEtL4x//+AeTJk3yrevcuTOxsbHk5ubSqVMn2rdvz8SJE/nqq6+IjIykXLlyJCQkkJaWdjGvv8TLyMggMTGR0NDQc29cDJVOP8bhrTvYGbvG36WI+F3avv1kHf/xjP8fKl9Zi8GzXuH7DV8z74/juO3FZ9ibsIVtqz5nyOvTqXxlLRb/9QkW/d/fCO/YjthZ/2Lgy/9gZ+waTp7MZWfsGuzkSd754wP0e/QBdsauIfPoUX7YuImcrGxqRzZh64rPeKxpW0JqX0ntpo05uGMnsbPfYtfa9cTcchO74zcUqPHaP4zkg0nP8e5DE2jYtROulCtQf/KOnRzdd6DAsh5/HMXUG28B56jXohnpySkF1q95cx4Nu3Qkcc068stISWX3VxspV7myb/usH3/k6P4D3PbSM2xf9TmvDhjMHdMm07hHN1a+8ArjG7WiZsMG1GrUkD3fbCbnRNYZ3+vMo+nsTdjKgOf/zv4t25j2m9sZ/p83yM3OZsT8f1E+pDL7t27n1QGDGPrmDMpWrMi1Y0YCkJuTw/yxD3PTU48zY+BQ0g8cJKpvLyK6law5W0Uuxr6vvqZi1ql/h5csQUFBrF69msqVK5974wATEhJCVFSU7/lHH31Eq1atWLlyJTt37qR3795069btvN+75557jjFjxjB79my6d+9OvXr1CAoKok+fPqxdu5bOnTtTs2ZNOnXqRFBQEM455s2b5+vc69OnT/688xTwonNuA57Q+BWQa2ZbnHNP47ls+hiwAci7JGA0MNbMFjjnbgVmAr3OVK+ZLXfOtcPTy5qMJ0SeennBK3h6lfMG9wgGYvD05JYHvnTO/c/MtgNdzWyPc64W8LFzbquZrT7be2Zma4Ao51xTYI5z7gMzywRwzpUB+vNTwM9vIZ7Q3AEYecq6WDyhuDPwPJ5c2hlIw9O7fFZFEYzPi/fThBEAVatW9V3qvGzZMt8N72ZGgwYNCA8PL7R/3mUMZcuWZejQoTz33HMF1rdv355vvvmGChUq+C5TyNOlSxdefvllcnNzGT58OJUqVSIzM5NVq1aVuEnei0Lp0qXJzs72dxlFJjs7h9KnuXxGRM6sfquWpO3dx/EjaVSqWYNajRpSpZ7n53Sj7p3Zm7CFitWrcfiHvcy4bQgA2ZknmHHrEAbPeoWU75KYN+YvABw7dIiFD/6V3z09kdpNm9Dz/tG+87w18n6q1g/l+w1fs3/rdv55812czM3l+OEjzBvzZwZO+QfVw67i1heeBuDQ7h/47jw+5Iro2omIrp4rsDYuWoorVfAD2a2frKLXn/9QaL9tKz+jUfcuBOX7mVGpZk0aXdPV89qv6coHkzy/n8pWrEi/Rx8APL/fXh0wyPcenckVtWrQ+JquOOeo0ywSnOPHI2lUqFqF4DJlAM9l2VXq1eHw7h+o3bSJb98NCxcT1bcXexO2UPaKilx736O888cHFIxFgOAS/rcMQHZ2NqVLlz73hgFq6tSpzJjhGaSwatWqTJw4EeccERERNGjQgK1bt9K+ffvzOlbdunV9PcYZGRksWLCAKlWqAJ4rXB999FEA7rjjDl8u6dSpE59/7smcy5cvZ/v27WzcuBEzOwoMBc/gWUAi8B2Amc3EE3pxzk3C0wEJMAS43/v4P0DeoFN7KNgTHOpdhpk9CTzpPdbbeHpj8T6fANSkYPD8AUj1Xnp9zDm3GogGtptZ3jEPOufexXMF8VmDcR5v4M/Acw913qfP/YD1Zna6+2nfwXP/8BwzO3nKPORf4AnCLfD0sH8P/Bk4Cpx+RLVTirnUA291Aj7K9/xh4OGz7ZN/8K3Dhw/7bnZ/9dVXbdCgQXY6e/fuNTOzkydP2v33328PPvigmXkG37rvvvvMzGzZsmW2cuVKMys4WNfJkyetevXqFhkZaVlZWWZmNmLECAsPD7f58+ef9nzyk/DwcNuxY4e/yygygwcP9g2gIBLozjTIk5nZgR3f+gbf2hX/lY2r29hOnjxpuTk5NrFlJ99gVrPvHmWfTvlnof1PHXwrz3PX9PMNvnXi2DHLzMgwM7OE5Svs2W7Xn7PGvAGqcnNzbdag4fbfmW8U2P6L198sMPhW/n0yDh2yv0V3tv3btvvW7duyzR4Oi/K91vye6tDDtq78rMCyhQ/+1XfOrZ+utkltu5uZ2bHDhy3b+/tt9auv26xBw8/6OszMPpv2mi0a/zczM9u/bbs9FBppJ0+etKMHky03J8fMzA7u/M7G1W1sGampvv0yDh2yyb36W25urn313hJbMvEpy83NtUntrin0GkQC0RdffGGdOnXydxlF5uTJk+acsxzvzwk5u1GjRtmECRPMzGz//v1Wt25dS05OPuP2pw6+lZyc7Btw8ZFHHrHx48ebmVlOTo6lpKSYmdnGjRstKirKsrOzzcx8A/9mZmZaz549bcWKFXmDb1UBypgnRw3Hc49wXq6q5f33KmArUMX7fAtwrffxdUC8/TTIVv7Bt+Lsp4Gtqnsft/SGyLzBsO7F0/Na3gpmvKbACjwdqxW8+zTHM3hXJe82Fb379j1l31UUHHyrQb7zheG5J7pGvvXzgKGnHGM2MMD7eCTQ0E4Z+AtohedDhE/y7RePZxCvQoODnfpVFN1ia4FGzrkGeD6RGIjnZu3zsmXLFoYMGYJzjqioKGbOnOlbd8MNN/Daa69Rt25d7rzzTpKTkzEzWrVqxfTp0wsdq1+/fqc9h3OODh06kJaW5vskrVOnTrz66qvqMT4PVapUISUlpcA0VyVJamoqISEh/i5DxO9eu30o21f9l4yUVB4KjeTXjz/iGdQJ6D5qGF8tWMz/3phLUOnSlC5fjuHveKbLc0FB3PzcE7xw3a8xM66KaUXX4XdfVA1HDybz8vU34UqVokq9ugz916vn3Gft3P/w2VRPL0Dr3/Wn89C7fOseubo5mUePkpuVzcb3lvLH5e9Rt1kk/75/HD9s9EwPeONfH+TKxo1+Ot68+bQbeDOnfCpNStIuDn2/x9c7nOf6h8Yy6857WTF5KmWvqMig16YAsH/LNmYPGeXp/Y1qyqCZU3z7nO697jJsMJ3vGcQb9/yeic07EFSmDEPmTMc5x47VX/D+X58kqHRpXKlS3Dn9BSpWq+Y73tKJT9Pv0b9QqlQpoq6/js+mvsrfWnSk+6h7zvetFynR8v6WKamOHDlCxYoVT3s7ohQ2fvx47r77blq0aIGZ8fTTT1OjhmdAxvzTwo4bN463336b48ePExoayr333stjjz3GqlWrePjhh3HO0b17d6ZO9Yy5kZ2dTbdu3QCoXLkyb775pm9Qr2effZYlS5Zw8uRJRo8e7Ru8C08AneOcMyABGJav1AXOuepANnCfmR3xLh+O5/LrYCAT71W5wDI89yJ/CxzH2xMNlAY+9/5eO4pnpOe8ewumA7vwXCoNngG3JpqnZ/dDPAN1nQReM7NNzrlw4F3vtsHA22b2IYB3GqaX8fQ+L3XObTCz64GuwEPOuWzvsX5vZinefSoCvSl8mbSPmf3zDKu+wTNC9dunLLsi7/hn47xJ+pJyzt0AvIDn04hZ5umqP6O2bdta3s3ncvm75557aN++PaNGjfJ3KUWibt26xMbGcvXVV/u7FBERESkCOTk5hISEsH//fipVqnTuHYqZFStW8Nhjj/ku1ZXiwTkXb2Ztz72lFIWiGJU6b5jvxmbW8FyhWIqfkjxp/L59+zhx4gRhYWH+LkVERESKSHBwMC1atPD1BJY069evJyYmxt9liBQrRRKMpWSLiYlh/fqzTgNWbK1fv542bdoUumRSRERESpaS/EF/fHw8bdq08XcZIsWKgrFcsOjoaLZs2VIi58aLj4/XJ6wiIiIBoKQHY/09I3JhFIzlgpUvX56IiAg2btzo71Iuubi4OH3CKiIiEgBiYmKIi4ujKMbb8adDhw6xb98+IiMj/V2KSLGiYCwX5be//S3/+te//F3GJXXgwAH++9//0qdPH3+XIiIiIkWsRYsWZGdns3btWn+Xckm9+eab/OpXv9KI1CIXSMFYLsrw4cN56623yMjI8Hcpl8zMmTMZMGCAb0J2ERERKblKlSrFyJEjmTZtmr9LuWTMjOnTpzN69Gh/lyJS7CgYy0WpX78+3bp1Y+7cuf4u5ZLIzc3ln//8p36RiIiIBJB77rmHd999l0OHDvm7lEvis88+882lKyIXRsFYLtro0aN55ZVXSsS9OR988AFXXnmlBqoQEREJIDVr1uTGG29kzpw5/i7lkpg2bRqjRo3S7BoiF0HBWC5anz59OHr0KLGxsf4u5WebOnWqeotFREQC0OjRo5k2bRo5OTn+LuVn2bt3L8uXL2fw4MH+LkWkWFIwlotWqlQpxo8fz5gxY8jOzvZ3ORft3XffZefOnQwcONDfpYiIiMgvrEuXLlx11VU8//zz/i7lopkZY8aM4fe//z0hISH+LkekWFIwlp9lyJAh1K5dm6eeesrfpVyU1NRU7rvvPmbNmkX58uX9XY6IiIj8wpxzzJgxg2eeeYatW7f6u5yL8u9//5utW7cyfvx4f5ciUmwpGMvP4pzj1Vdf5aWXXuKbb77xdzkX7E9/+hO33HILXbt29XcpIiIi4icNGjTg8ccf55577iE3N9ff5VyQ5ORk7r//fl5//XXKlSvn73JEii0FY/nZ6tevz6RJkxg6dGixuj/n/fffJzY2lkmTJvm7FBEREfGz0aNHU6ZMGV566SV/l3JBxowZw+DBg+nQoYO/SxEp1hSM5ZK49957qVatGo888oi/SzkviYmJjBw5kpkzZ1KxYkV/lyMiIiJ+VqpUKWbOnMmkSZNYs2aNv8s5LzNmzGDDhg08/vjj/i5FpNhTMJZLwjnH3LlzWbJkCc8++6y/yzmr/fv307t3bx555BGuvfZaf5cjIiIil4mGDRsye/Zs+vfvT0JCgr/LOasFCxYwYcIE3n//fY2TInIJKBjLJVO9enWWL1/OK6+8wpQpU/xdzmkdOHCAPn36MHjwYMaMGePvckREROQyc+ONN/L8889z/fXXs2XLFn+Xc1pLlixh9OjRLF26lMaNG/u7HJESIdjfBUjJEhoayqeffkqvXr1IT0/n4Ycf9ndJPrt376Z3797ccccdGrVRREREzujOO+8kNzeXnj17snTpUtq0aePvknzmzp3L2LFjWbJkCa1bt/Z3OSIlhnqM5ZK7+uqrWb16NW+99RZDhw4lLS3N3yWxfPlyunTpwqhRo5gwYQLOOX+XJCIiIpexwYMH88orr9C3b1/mzJmDmfm1nhMnTvDoo4/yl7/8hU8++YT27dv7tR6RkkbBWIpE3bp1+fLLLylXrhwtWrRg+fLlfqkjPT2dESNGMGLECF5//XXGjh3rlzpERESk+LnppptYvnw5kydPpn///uzbt88vdaxfv5527dqRkJBAfHw8zZs390sdIiWZgrEUmUqVKjFt2jRmzpzJvffey80338zu3bt/sfOvWLGCFi1aYGZ8/fXX9OrV6xc7t4iIiJQMrVq1Ii4ujtatW9OqVSvefvvtX6z3OCsri8cee4y+ffsybtw43n33XWrXrv2LnFsk0CgYS5Hr3bs3S5cuJT09nU6dOvHss8+SmppaJOcyM1avXs2tt97K3XffzfTp05kxYwaVK1cukvOJiIhIyVemTBkmTpzIsmXLmDRpEr1792bx4sXk5uYWyfmOHTvGjBkzaN26NWvXrmXDhg3cdddduhVMpAgpGEuRy87OZu/evUyYMIH33nuPTZs2ERERwdChQ1m3bt0lOUdGRgbTp08nOjqaESNG0K1bNxISEujbt+8lOb6IiIhITEwM8fHxDBkyhEmTJtGwYUOeeuopkpOTL8nxd+zYwdixYwkLC2PJkiVMnjyZJUuWULdu3UtyfBE5M41KLUVux44dZGVl0bx5c0JCQpgzZw7JycnMnDmTAQMGULNmTXr06EHbtm2JiYkhPDz8nJ+IZmRksGHDBtatW8e6dev44IMPuOaaa5g8eTI9e/bUJ6oiIiJSJMqWLcugQYMYNGgQ69atY+rUqTRq1IiePXvSoUMHYmJiiImJoWrVqmc9jpmxd+9e1q1bR3x8PP/973/ZtGkTw4YNIz4+nrCwsF/oFYkIgPP3CHsAbdu2tUvVcyiXl2PHjrFq1SpCQ0OJjo4utD43N5dPP/2UNWvW+ELusWPHaNOmDWFhYZQvX55y5cqRm5vLjz/+yNGjR9m4cSNJSUk0b96cmJgY2rZtS+/evalfv74fXqGIiIgEutTUVD788EPi4+NZt24dX331FbVq1aJ169ZUq1aN8uXLU6ZMGTIzM8nMzGTfvn3Ex8eTm5vr6xho164dffr0oVy5cv5+OeInzrl4M2vr7zoClYKxFKm1a9eSkpJCjx49zvsH/YEDB4iPj2fPnj1kZmby448/EhwcTPny5bniiito3rw5UVFRlClTpoirFxEREblwubm5bN++nQ0bNpCWlkZmZiZZWVmUK1eOcuXKUbNmTWJiYqhfv76uchMfBWP/0qXUUmRSUlLYv38/kZGRF/Tp55VXXskNN9xQhJWJiIiIFJ2goCCaNm1K06ZN/V2KiJwnDb4lRcLMSEhIoEKFCjRs2NDf5YiIiIiIiJyRgrEUid27d3P06FGaNWtGqVJqZiIiIiIicvlSYpFLLjs7m61bt1K9enXq1Knj73JERERERETOSsFYLrm86ZmioqL8XYqIiIiIiMg5KRjLJXXs2DESExO56qqrCAkJ8Xc5IiIiIiIi56RgLJfU5s2bKVWqFJGRkf4uRURERERE5LwoGMslk5yczP79+2nUqBFly5b1dzkiIiIiIiLnRcFYLon80zOFh4f7uxwREREREZHzpmAsl8Tu3btJT0/X9EwiIiIiIlLsKMHIz6bpmUREREREpDhTMJafbfv27ZqeSUREREREii0FY/lZND2TiIiIiIgUdwrG8rMkJCQQFBSk6ZlERERERKTYUjCWi5acnMyBAwc0PZOIiIiIiBRrCsZyUTQ9k4iIiIiIlBQKxnJRdu3apemZRERERESkRFCikQuWnZ3Ntm3bND2TiIiIiIiUCArGcsHypmdq3ry5v0sRERERERH52RSM5YJkZGT4pmeqXLmyv8sRERERERH52RSM5YJs3rxZ0zOJiIiIiEiJomAs503TM4mIiIiISEmkYCznRdMziYiIiIhISaVgLOclb3qmqKgoTc8kIiIiIiIlihKOnFPe9Ew1atSgdu3a/i5HRERERETkklIwlnPavn072dnZREVF+bsUERERERGRS07BWM5K0zOJiIiIiEhJp2AsZ5U3PVOTJk38XYqIiIiIiEiRUDCWM8qbnqlx48aanklEREREREosBWM5LTNj06ZNVKxYkQYNGvi7HBERERERkSKjYCynlZSUREZGBs2aNdP0TCIiIiIiUqIp8Ughmp5JREREREQCiYKxFLJ9+3ZycnI0PZOIiIiIiAQEBWMpQNMziYiIiIhIoFEwlgISEhI0PZOIiIiIiAQUBWPxOXjwIAcPHtT0TCIiIiIiElAUjAWAkydPkpCQoOmZREREREQk4CgYCwC7du3S9EwiIiIiIhKQlIBE0zOJiIiIiEhAUzAWtm3bpumZREREREQkYCkYB7iMjAySkpI0PZOIiIiIiAQsBeMAlzc9U2RkpL9LERERERER8QsF4wCWf3qmMmXK+LscERERERERv1AwDlCanklERERERMRDwThAaXomERERERERDyWiAJSVlcW2bduoWbOmpmcSEREREZGAp2AcgLZv305OTg7NmjXzdykiIiIiIiJ+p2AcYNLT00lKSiIsLEzTM4mIiIiIiKBgHHASEhIIDg6mSZMm/i5FRERERETksqBgHEAOHjxIcnKypmcSERERERHJR8E4QOSfnunqq6/2dzkiIiIiIiKXDQXjAJGUlERGRgZRUVGanklERERERCQfJaQAkJWVxfbt26lZsyZXXnmlv8sRERERERG5rCgYB4Bt27aRk5NDVFSUv0sRERERERG57CgYl3Dp6ens2rWLsLAwKlWq5O9yRERERERELjsKxiWcpmcSERERERE5OwXjEuzAgQOanklEREREROQcFIxLsJCQEBo2bKjpmURERERERM4iIIPxhx9+SJMmTYiIiOCpp54qtH737t306NGD1q1b07JlS5YtW+Zb9/e//52IiAiaNGnCRx99dM5jJiYm0qFDByIiIrjtttvIysoC4MSJE9x2221ERETQoUMHkpKSLvocU6ZMISIiAuccKSkpvuVJSUkMGzaM8uXL89xzzxV4jS+++CLNmzcnKiqKF154wbf8gQceIDIykpYtW3LTTTdx5MiRc9Z1ocfKyspi6NChtGjRgujoaFatWuXb5+qrr6Zbt24Fam3VqhXNmzcHoHXr1mzYsAGAnJwcrrjiCt58803ftjExMaxfvx4REREREZHzZmZ+/4qJibFfSk5OjoWHh9vOnTvtxIkT1rJlS0tISCiwzfDhw+2VV14xM7OEhAQLCwvzPW7ZsqVlZmbad999Z+Hh4ZaTk3PWY95yyy02d+5cMzMbOXKk77hTp061kSNHmpnZ3Llz7dZbb73oc6xfv94SExMtLCzMkpOTfa/jwIEDFhcXZ4888og9++yzvuXffPONRUVF2bFjxyw7O9uuu+4627Fjh5mZffTRR5adnW1mZuPGjbNx48adta6LOdaUKVPs7rvv9tXYpk0by83NNTOzsLAwi46Ott27d5uZ2ebNmy06OtqioqLMzOy+++6zqVOnmpnZunXrrHXr1jZ69GgzM8vIyLCQkBDLycm5kCYhIiIiIuJ3wDq7DLJZoH4FXI9xXFwcERERhIeHU6ZMGQYOHMiiRYsKbOOc4+jRowCkpaVRt25dABYtWsTAgQMpW7YsDRo0ICIigri4uDMe08xYuXIlAwYMAGDIkCG89957vmMNGTIEgAEDBrBixQrM7ILPAZ5e1NNdLl2rVi3atWtH6dKlCyzfsmULHTp0oEKFCgQHB3PNNdewcOFCAPr06UNwcDAAHTt25Icffjjra7+YY23evJmePXv6aqxSpQrr1q3z1XfrrbfyzjvvADB37lxuv/1237rOnTsTGxsLQGxsLKNGjfL1IMfFxRETE0NQUNDZG4GIiIiIiEg+AReM9+zZQ/369X3PQ0ND2bNnT4FtHnvsMd58801CQ0O54YYbePnll8+675mWp6amUqVKFV84zH+u/PsEBwcTEhJCamrqBZ/jYjRv3pzPP/+c1NRUjh8/zrJly/j+++8LbTdr1iz69et31td+MceKjo5m8eLF5OTkkJiYSHx8fIF9br75Zl+4fv/99/n1r3/tW9elS5cCwbh79+6ULVuW9PR0YmNj6dy580W9JyIiIiIiEriC/V3A5Wju3Lncfffd/PnPf+bLL79k0KBBbNq0yd9lXTJNmzblwQcfpE+fPlSsWJFWrVoV6mV98sknCQ4O5s4777zkx7rnnnvYsmULbdu2JSwsjM6dOxfYp3r16lStWpV58+bRtGlTKlSo4FsXFhZGVlYW+/fvZ+vWrTRp0oR27dqxZs0aYmNj+cMf/vBz3x4REREREQkwAddjXK9evQK9kz/88AP16tUrsM3MmTO59dZbAejUqROZmZmkpKSccd8zLa9evTpHjhwhJyen0Lny75OTk0NaWhrVq1e/4HNcrGHDhhEfH8/q1aupWrUqjRs39q2bPXs2S5Ys4a233sI5d8737UKPFRwczOTJk9mwYQOLFi3iyJEjBfYBuO2227jvvvsKXEadp3PnzvznP/+hTp06OOfo2LEjX3zxBXFxcXTq1Omi3xMREREREQlMAReM27Vrx44dO0hMTCQrK4t58+bRv3//AttcddVVrFixAvDcj5uZmUnNmjXp378/8+bN48SJEyQmJrJjxw7at29/xmM65+jRowfz588HYM6cOfzmN78BoH///syZMweA+fPn07NnT5xzF3yOi3Xw4EHAMwL3woULueOOOwDPyNfPPPMMixcvLtBTe6a6LuZYx48f59ixYwB8/PHHBAcH06xZswL13XTTTYwbN47rr7++UO2dO3fmhRde8IXgTp068cYbb1C7dm1CQkIu+j0REREREZEA5e/Rv8x+2VGpzcyWLl1qjRo1svDwcHviiSfMzGz8+PG2aNEiM/OMwNy5c2dr2bKlRUdH20cffeTb94knnrDw8HBr3LixLVu27KzHNDPbuXOntWvXzho2bGgDBgywzMxMMzP78ccfbcCAAdawYUNr166d7dy586LP8eKLL1q9evUsKCjI6tSpY8OGDTMzs3379lm9evWsUqVKFhISYvXq1bO0tDQzM+vatas1bdrUWrZsadhErVAAAAXXSURBVJ988onvWA0bNrTQ0FCLjo626Oho38jZZ6vrQo+VmJhojRs3tsjISLvuuussKSnJt8+pI2vnbZ83KrWZWVxcnAH28ccfF9hvxIgRJiIiIiJSHKFRqf365TzfA/9q27at5R+VWEREREREJJA45+LNrK2/6whUAXcptYiIiIiIiEh+CsYiIiIiIiIS0BSMRUREREREJKApGIuIiIiIiEhAUzAWERERERGRgKZgLCIiIiIiIgFNwVhEREREREQCmoKxiIiIiIiIBDQFYxEREREREQloCsYiIiIiIiIS0BSMRUREREREJKApGIuIiIiIiEhAUzAWERERERGRgKZgLCIiIiIiIgFNwVhEREREREQCmoKxiIiIiIiIBDQFYxEREREREQloCsYiIiIiIiIS0BSMRUREREREJKApGIuIiIiIiEhAUzAWERERERGRgKZgLCIiIiIiIgFNwVhEREREREQCmoKxiIiIiIiIBDQFYxEREREREQloCsYiIiIiIiIS0BSMRUREREREJKA5M/N3DTjnkoFd/q5DLms1gBR/FyHFitqMXCi1GbkQai9yodRm5FzCzKymv4sIVJdFMBY5F+fcOjNr6+86pPhQm5ELpTYjF0LtRS6U2ozI5U2XUouIiIiIiEhAUzAWERERERGRgKZgLMXFq/4uQIodtRm5UGozciHUXuRCqc2IXMZ0j7GIiIiIiIgENPUYi4iIiIiISEBTMBYREREREZGApmAslzXnXF/n3Dbn3LfOuYf8XY9cHpxzs5xzB51zm/Itq+ac+9g5t8P7b1Xvcuece8nbhr52zrXxX+XiL865+s65T51zm51zCc65+73L1W7ktJxz5Zxzcc65jd4287h3eQPn3Bpv23jHOVfGu7ys9/m33vVX+7N+8Q/nXJBz7ivn3BLvc7UXkWJCwVguW865IGAq0A9oBtzunGvm36rkMjEb6HvKsoeAFWbWCFjhfQ6e9tPI+zUCmPYL1SiXlxzgz2bWDOgI3Of9eaJ2I2dyAuhpZtFAK6Cvc64j8DQw2cwigMPAMO/2w4DD3uWTvdtJ4Lkf2JLvudqLSDGhYCyXs/bAt2b2nZllAfOA3/i5JrkMmNlq4NApi38DzPE+ngP8Nt/yN8zjf0AV51ydX6ZSuVyY2T4zW+99nI7nD9d6qN3IGXi/9xnep6W9Xwb0BOZ7l5/aZvLa0nzgOuec+4XKlcuAcy4UuBF4zfvcofYiUmwoGMvlrB7wfb7nP3iXiZzOlWa2z/t4P3Cl97HakRTgvWSxNbAGtRs5C+9lsRuAg8DHwE7giJnleDfJ3y58bca7Pg2o/stWLH72AjAOOOl9Xh21F5FiQ8FYREoc88xDp7nopBDn3BXAAuBPZnY0/zq1GzmVmeWaWSsgFM9VTJF+LkkuU865XwEHzSze37WIyMVRMJbL2R6gfr7nod5lIqdzIO9SV++/B73L1Y4EAOdcaTyh+C0zW+hdrHYj52RmR4BPgU54LqsP9q7K3y58bca7PgRI/YVLFf/pAvR3ziXhufWrJ/Aiai8ixYaCsVzO1gKNvCM6lgEGAov9XJNcvhYDQ7yPhwCL8i0f7B1luCOQlu/SWQkQ3nv3ZgJbzOz5fKvUbuS0nHM1nXNVvI/LA73x3Jv+KTDAu9mpbSavLQ0AVnqvQpAAYGYPm1momV2N5++VlWZ2J2ovIsWG0/9BuZw5527Ac89OEDDLzJ70c0lyGXDOzQWuBWoAB4AJwHvAv4GrgF3ArWZ2yBuIpuAZxfo4MNTM1vmjbvEf51xX4HPgG366/+8RPPcZq91IIc65lngGRwrC05HwbzOb6JwLx9MjWA34CrjLzE4458oB/8Jz//ohYKCZfeef6sWfnHPXAn8xs1+pvYgUHwrGIiIiIiIiEtB0KbWIiIiIiIgENAVjERERERERCWgKxiIiIiIiIhLQFIxFREREREQkoCkYi4iIiIiISEBTMBYREREREZGApmAsIiIiIiIiAe3/AyGtI6LB0QDAAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "last_obs = all_obs[-1]\n", "_ = plot_helper.plot_obs(last_obs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, the last obsevation is pretty clear: 4 powerlines have been disconnected, thus isolating the load on the bottom right. This lead to a game over. \n", "\n", "It's also possible, of course, to inspect the previous state, just before this one:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "previous_obs = all_obs[-2]\n", "_ = plot_helper.plot_obs(previous_obs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And now we can know the cause for this problem: all the powerlines that could provide power on the bottom right load are overloaded in this situation, so the protection worked and disconnect them to prevent hurting the surroundings." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.6" } }, "nbformat": 4, "nbformat_minor": 2 }